From 19f3238df78acb19ed4afc9b0c521a24b57ba8ad Mon Sep 17 00:00:00 2001 From: nbara <10333715+nbara@users.noreply.github.com> Date: Tue, 20 Oct 2020 17:19:47 +0200 Subject: [PATCH 1/5] Add Rhythmic Entrainment Source Separation (RESS) --- README.md | 32 +- doc/index.rst | 1 + doc/modules/meegkit.asr.rst | 23 +- doc/modules/meegkit.ress.rst | 29 ++ examples/example_asr.ipynb | 105 +++++ examples/example_dering.ipynb | 79 ++++ examples/example_detrend.ipynb | 655 ++++++++++++++----------------- examples/example_dss.ipynb | 2 +- examples/example_mcca.ipynb | 657 ++++++++++++++------------------ examples/example_ress.ipynb | 139 +++++++ examples/example_ress.py | 95 +++++ examples/example_star.ipynb | 319 ++++++---------- examples/example_star_dss.ipynb | 433 ++++++++------------- meegkit/__init__.py | 2 +- meegkit/dss.py | 56 +-- meegkit/ress.py | 82 ++++ meegkit/utils/__init__.py | 5 +- meegkit/utils/auditory.py | 228 +++++++++++ meegkit/utils/base.py | 4 +- meegkit/utils/covariances.py | 6 +- meegkit/utils/sig.py | 231 +---------- tests/test_ress.py | 96 +++++ 22 files changed, 1776 insertions(+), 1503 deletions(-) create mode 100644 doc/modules/meegkit.ress.rst create mode 100644 examples/example_asr.ipynb create mode 100644 examples/example_dering.ipynb create mode 100644 examples/example_ress.ipynb create mode 100644 examples/example_ress.py create mode 100644 meegkit/ress.py create mode 100644 meegkit/utils/auditory.py create mode 100644 tests/test_ress.py diff --git a/README.md b/README.md index b732465d..1aa1d5e6 100644 --- a/README.md +++ b/README.md @@ -31,13 +31,13 @@ pip install . *Note* : Use developer mode with the `-e` flag (`pip install -e .`) to be able to modify the sources even after install. -## Python implementation of CCA, STAR, SNS, DSS, and robust detrending +## References -This is mostly a translation of Matlab code from the [NoiseTools toolbox](http://audition.ens.fr/adc/NoiseTools/) by Alain de Cheveigné. It builds on an initial python implementation by [Pedro Alcocer](https://github.com/pealco). +### 1. CCA, STAR, SNS, DSS, ZapLine, and robust detrending -Only CCA, SNS, DSS, STAR and robust detrending have been properly tested so far. ZapLine and TSCPA may give inaccurate results due to insufficient testing (contributions welcome!) +This is mostly a translation of Matlab code from the [NoiseTools toolbox](http://audition.ens.fr/adc/NoiseTools/) by Alain de Cheveigné. It builds on an initial python implementation by [Pedro Alcocer](https://github.com/pealco). -### References +Only CCA, SNS, DSS, STAR, ZapLine and robust detrending have been properly tested so far. TSCPA may give inaccurate results due to insufficient testing (contributions welcome!) If you use this code, you should cite the relevant methods from the original articles: @@ -50,8 +50,8 @@ If you use this code, you should cite the relevant methods from the original art NeuroImage, 172, 206–216. https://doi.org/10.1016/j.neuroimage.2018.01.033 [4] de Cheveigné, A. (2016). Sparse time artifact removal. Journal of Neuroscience Methods, 262, 14–20. https://doi.org/10.1016/j.jneumeth.2016.01.005 -[5] de Cheveigné, A., & Parra, L. C. (2014). Joint decorrelation, a versatile tool for multichannel data - analysis. NeuroImage, 98, 487–505. https://doi.org/10.1016/j.neuroimage.2014.05.068 +[5] de Cheveigné, A., & Parra, L. C. (2014). Joint decorrelation, a versatile tool for multichannel + data analysis. NeuroImage, 98, 487–505. https://doi.org/10.1016/j.neuroimage.2014.05.068 [6] de Cheveigné, A. (2012). Quadratic component analysis. NeuroImage, 59(4), 3838–3844. https://doi.org/10.1016/j.neuroimage.2011.10.084 [7] de Cheveigné, A. (2010). Time-shift denoising source separation. @@ -65,20 +65,28 @@ If you use this code, you should cite the relevant methods from the original art ``` -## Python implementation of Artifact subspace reconstruction (ASR) +### 2. Artifact subspace reconstruction (ASR) The base code is inspired from the original [EEGLAB inplementation](https://github.com/sccn/clean_rawdata) [1], while the riemannian variant [2] was adapted from the [rASR toolbox](https://github.com/s4rify/rASRMatlab) by Sarah Blum. -### References - If you use this code, you should cite the relevant methods from the original articles: ```sql -[1] Mullen, T. R., Kothe, C. A. E., Chi, Y. M., Ojeda, A., Kerth, T., Makeig, S., et al. (2015). Real-time - neuroimaging and cognitive monitoring using wearable dry EEG. IEEE Trans. Bio-Med. Eng. 62, 2553–2567. - https://doi.org/10.1109/TBME.2015.2481482 +[1] Mullen, T. R., Kothe, C. A. E., Chi, Y. M., Ojeda, A., Kerth, T., Makeig, S., et al. (2015). + Real-time neuroimaging and cognitive monitoring using wearable dry EEG. IEEE Trans. Bio-Med. + Eng. 62, 2553–2567. https://doi.org/10.1109/TBME.2015.2481482 [2] Blum, S., Jacobsen, N., Bleichner, M. G., & Debener, S. (2019). A Riemannian modification of artifact subspace reconstruction for EEG artifact handling. Frontiers in human neuroscience, 13, 141. +``` +### 3. Rhythmic entrainment source separation (RESS) + +The code is based on [Matlab code from Mike X. Cohen](https://mikexcohen.com/data/) [1] + +If you use this, you should cite the following article: + +```sql +[1] Cohen, M. X., & Gulbinaite, R. (2017). Rhythmic entrainment source separation: Optimizing analyses + of neural responses to rhythmic sensory stimulation. Neuroimage, 147, 43-56. ``` diff --git a/doc/index.rst b/doc/index.rst index 59a350ca..f733c353 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -23,6 +23,7 @@ Contents ~meegkit.cca ~meegkit.dss ~meegkit.detrend + ~meegkit.ress ~meegkit.sns ~meegkit.star ~meegkit.tspca diff --git a/doc/modules/meegkit.asr.rst b/doc/modules/meegkit.asr.rst index b935d071..1df9a58f 100644 --- a/doc/modules/meegkit.asr.rst +++ b/doc/modules/meegkit.asr.rst @@ -3,28 +3,25 @@ meegkit.asr .. automodule:: meegkit.asr - - + + .. rubric:: Functions .. autosummary:: - + asr_calibrate asr_process clean_windows - - - - + + .. rubric:: Classes .. autosummary:: - + ASR - - - - - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.ress.rst b/doc/modules/meegkit.ress.rst new file mode 100644 index 00000000..2329cb0b --- /dev/null +++ b/doc/modules/meegkit.ress.rst @@ -0,0 +1,29 @@ +meegkit.ress +============ + +.. automodule:: meegkit.ress + + + + + + + + .. rubric:: Functions + + .. autosummary:: + + RESS + + + + + + + + + + + + + diff --git a/examples/example_asr.ipynb b/examples/example_asr.ipynb new file mode 100644 index 00000000..c6d36439 --- /dev/null +++ b/examples/example_asr.ipynb @@ -0,0 +1,105 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nASR example\n===========\n\nDenoise data using Artifact Subspace Reconstruction.\n\nUses meegkit.ASR().\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom meegkit.asr import ASR\nfrom meegkit.utils.asr import yulewalk_filter\nfrom meegkit.utils.matrix import sliding_window\n\n# THIS_FOLDER = os.path.dirname(os.path.abspath(__file__))\nraw = np.load(os.path.join('..', 'tests', 'data', 'eeg_raw.npy'))\nsfreq = 250" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calibration and processing\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Train on a clean portion of data\nasr = ASR(method='euclid')\ntrain_idx = np.arange(0 * sfreq, 30 * sfreq, dtype=int)\n_, sample_mask = asr.fit(raw[:, train_idx])\n\n# Apply filter using sliding (non-overlapping) windows\nX = sliding_window(raw, window=int(sfreq), step=int(sfreq))\nY = np.zeros_like(X)\nfor i in range(X.shape[1]):\n Y[:, i, :] = asr.transform(X[:, i, :])\n\nraw = X.reshape(8, -1) # reshape to (n_chans, n_times)\nclean = Y.reshape(8, -1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the results\n-----------------------------------------------------------------------------\n\nData was trained on a 40s window from 5s to 45s onwards (gray filled area).\nThe algorithm then removes portions of this data with high amplitude\nartifacts before running the calibration (hatched area = good).\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 510, + "height": 352 + }, + "needs_background": "light" + } + } + ], + "source": [ + "times = np.arange(raw.shape[-1]) / sfreq\nf, ax = plt.subplots(8, sharex=True, figsize=(8, 5))\nfor i in range(8):\n ax[i].fill_between(train_idx / sfreq, 0, 1, color='grey', alpha=.3,\n transform=ax[i].get_xaxis_transform(),\n label='calibration window')\n ax[i].fill_between(train_idx / sfreq, 0, 1, where=sample_mask.flat,\n transform=ax[i].get_xaxis_transform(),\n facecolor='none', hatch='...', edgecolor='k',\n label='selected window')\n ax[i].plot(times, raw[i], lw=.5, label='before ASR')\n ax[i].plot(times, clean[i], label='after ASR', lw=.5)\n ax[i].set_ylim([-50, 50])\n ax[i].set_ylabel(f'ch{i}')\n ax[i].set_yticks([])\nax[i].set_xlabel('Time (s)')\nax[0].legend(fontsize='small', bbox_to_anchor=(1.04, 1), borderaxespad=0)\nplt.subplots_adjust(hspace=0, right=0.75)\nplt.suptitle('Before/after ASR')\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_dering.ipynb b/examples/example_dering.ipynb new file mode 100644 index 00000000..364fcc12 --- /dev/null +++ b/examples/example_dering.ipynb @@ -0,0 +1,79 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nRinging artifact reduction example\n==================================\n\nThis example shows how to subtract the impulse response from a filter to\nreduce ringing artifacts.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\nimport numpy as np\n\nfrom scipy.signal import butter, lfilter\n\nfrom meegkit.detrend import reduce_ringing\n\n# import config # plotting utils\n\nnp.random.seed(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detrending\n=============================================================================\n\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Basic example with a linear trend\n-----------------------------------------------------------------------------\nSimulate the effect of filtering a signal containing a discontinuity, and try\nto remove the resulting ringing artifact by subtracing the opposite of the\nimpulse response.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "x = np.arange(1000) < 1\n[b, a] = butter(6, 0.2) # Butterworth filter design\nx = lfilter(b, a, x) * 50 # Filter data using above filter\nx = np.roll(x, 500)\nx = x[:, None] + np.random.randn(1000, 2)\ny = reduce_ringing(x, samples=np.array([500]))\n\nplt.figure()\nplt.plot(x + np.array([-10, 10]), 'C0', label='before')\nplt.plot(y + np.array([-10, 10]), 'C1:', label='after')\nplt.legend()\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_detrend.ipynb b/examples/example_detrend.ipynb index f802fb6d..5f51e35a 100644 --- a/examples/example_detrend.ipynb +++ b/examples/example_detrend.ipynb @@ -1,403 +1,306 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Robust detrending examples\n", - "==========================\n", - "\n", - "Some toy examples to showcase usage for ``meegkit.detrend`` module.\n", - "\n", - "Robust referencing is adapted from [1].\n", - "\n", - "References\n", - "----------\n", - "> [1] de Cheveigné, A., & Arzounian, D. (2018). Robust detrending,\n", - " rereferencing, outlier detection, and inpainting for multichannel data.\n", - " NeuroImage, 172, 903-912.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from matplotlib.gridspec import GridSpec\n", - "\n", - "from meegkit.detrend import regress, detrend\n", - "\n", - "import config # plotting utils\n", - "\n", - "np.random.seed(9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Regression\n", - "=============================================================================\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simple regression example, no weights\n", - "-----------------------------------------------------------------------------\n", - "We first try to fit a simple random walk process.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nCnN0YXJ0eHJlZgoyMDI3MwolJUVPRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAF1CAYAAADMXG9eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlBBCCCHEKPx/9aP1dqz0v8UAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.cumsum(np.random.randn(1000, 1), axis=0)\n", - "r = np.arange(1000)[:, None]\n", - "r = np.hstack([r, r ** 2, r ** 3])\n", - "b, y = regress(x, r)\n", - "\n", - "plt.figure(1)\n", - "plt.plot(x, label='data')\n", - "plt.plot(y, label='fit')\n", - "plt.title('No weights')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Downweight 1st half of the data\n", - "-----------------------------------------------------------------------------\n", - "We can also use weights for each time sample. Here we explicitly restrict the\n", - "fit to the second half of the data by setting weights to zero for the first\n", - "500 samples.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nRobust detrending examples\n==========================\n\nSome toy examples to showcase usage for ``meegkit.detrend`` module.\n\nRobust referencing is adapted from [1].\n\nReferences\n----------\n> [1] de Cheveigné, A., & Arzounian, D. (2018). Robust detrending,\n rereferencing, outlier detection, and inpainting for multichannel data.\n NeuroImage, 172, 903-912.\n" ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAF1CAYAAABPmFZlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEyoAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\nimport numpy as np\nfrom matplotlib.gridspec import GridSpec\n\nfrom meegkit.detrend import regress, detrend\n\n# import config # plotting utils\n\nnp.random.seed(9)" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.cumsum(np.random.randn(1000, 1), axis=0) + 1000\n", - "w = np.ones(y.shape[0])\n", - "w[:500] = 0\n", - "b, y = regress(x, r, w)\n", - "\n", - "f = plt.figure(3)\n", - "gs = GridSpec(4, 1, figure=f)\n", - "ax1 = f.add_subplot(gs[:3, 0])\n", - "ax1.plot(x, label='data')\n", - "ax1.plot(y, label='fit')\n", - "ax1.set_xticklabels('')\n", - "ax1.set_title('Split-wise regression')\n", - "ax1.legend()\n", - "ax2 = f.add_subplot(gs[3, 0])\n", - "l, = ax2.plot(np.arange(1000), np.zeros(1000))\n", - "ax2.stackplot(np.arange(1000), w, labels=['weights'], color=l.get_color())\n", - "ax2.legend(loc=2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Multichannel regression\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Regression\n=============================================================================\n\n" ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAF1CAYAAADfiy+qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERGRKFKwJSIiIhJFCrZEREREouj/AwBBS7D9eSPPAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simple regression example, no weights\n-----------------------------------------------------------------------------\nWe first try to fit a simple random walk process.\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.cumsum(np.random.randn(1000, 2), axis=0)\n", - "w = np.ones(y.shape[0])\n", - "b, y = regress(x, r, w)\n", - "\n", - "plt.figure(4)\n", - "plt.plot(x, label='data', color='C0')\n", - "plt.plot(y, ls=':', label='fit', color='C1')\n", - "plt.title('Channel-wise regression')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detrending\n", - "=============================================================================\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Basic example with a linear trend\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 369, + "height": 263 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.cumsum(np.random.randn(1000, 1), axis=0)\nr = np.arange(1000)[:, None]\nr = np.hstack([r, r ** 2, r ** 3])\nb, y = regress(x, r)\n\nplt.figure(1)\nplt.plot(x, label='data')\nplt.plot(y, label='fit')\nplt.title('No weights')\nplt.legend()\nplt.show()" ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\ncmVmCjk5OTIKJSVFT0YK\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAFpCAYAAACvaj13AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1/0IjRHcpwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Downweight 1st half of the data\n-----------------------------------------------------------------------------\nWe can also use weights for each time sample. Here we explicitly restrict the\nfit to the second half of the data by setting weights to zero for the first\n500 samples.\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.arange(100)[:, None]\n", - "x = x + np.random.randn(*x.shape)\n", - "y, _, _ = detrend(x, 1)\n", - "\n", - "plt.figure(5)\n", - "plt.plot(x, label='original')\n", - "plt.plot(y, label='detrended')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detrend biased random walk with a third-order polynomial\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "data": { - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 4 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 381, + "height": 263 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.cumsum(np.random.randn(1000, 1), axis=0) + 1000\nw = np.ones(y.shape[0])\nw[:500] = 0\nb, y = regress(x, r, w)\n\nf = plt.figure(3)\ngs = GridSpec(4, 1, figure=f)\nax1 = f.add_subplot(gs[:3, 0])\nax1.plot(x, label='data')\nax1.plot(y, label='fit')\nax1.set_xticklabels('')\nax1.set_title('Split-wise regression')\nax1.legend()\nax2 = f.add_subplot(gs[3, 0])\nl, = ax2.plot(np.arange(1000), np.zeros(1000))\nax2.stackplot(np.arange(1000), w, labels=['weights'], color=l.get_color())\nax2.legend(loc=2)" ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nIC9TaXplIDM0ID4+CnN0YXJ0eHJlZgoyNjM1MAolJUVPRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAFpCAYAAACrn+1KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nthRFURRFUQLI/wM/rzi2AONyBwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Multichannel regression\n-----------------------------------------------------------------------------\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = np.cumsum(np.random.randn(1000, 1) + 0.1)\n", - "y, _, _ = detrend(x, 3)\n", - "\n", - "plt.figure(6)\n", - "plt.plot(x, label='original')\n", - "plt.plot(y, label='detrended')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detrend with weights\n", - "-----------------------------------------------------------------------------\n", - "Finally, we show how the detrending process handles local artifacts, and how\n", - "we can advantageously use weights to improve detrending. The raw data\n", - "consists of gaussian noise with a linear trend, and a storng glitch covering\n", - "the first 100 timesamples (blue trace). Detrending without weights (orange\n", - "trace) causes an overestimation of the polynomial order because of the\n", - "glitch, leading to a mediocre fit. When downweightining this artifactual\n", - "period, the fit is much improved (green trace).\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 377, + "height": 263 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.cumsum(np.random.randn(1000, 2), axis=0)\nw = np.ones(y.shape[0])\nb, y = regress(x, r, w)\n\nplt.figure(4)\nplt.plot(x, label='data', color='C0')\nplt.plot(y, ls=':', label='fit', color='C1')\nplt.title('Channel-wise regression')\nplt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detrending\n=============================================================================\n\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Basic example with a linear trend\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 375, + "height": 248 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.arange(100)[:, None]\nx = x + np.random.randn(*x.shape)\ny, _, _ = detrend(x, 1)\n\nplt.figure(5)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended')\nplt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detrend biased random walk with a third-order polynomial\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 375, + "height": 248 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.cumsum(np.random.randn(1000, 1) + 0.1)\ny, _, _ = detrend(x, 3)\n\nplt.figure(6)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended')\nplt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detrend with weights\n-----------------------------------------------------------------------------\nFinally, we show how the detrending process handles local artifacts, and how\nwe can advantageously use weights to improve detrending. The raw data\nconsists of gaussian noise with a linear trend, and a storng glitch covering\nthe first 100 timesamples (blue trace). Detrending without weights (orange\ntrace) causes an overestimation of the polynomial order because of the\nglitch, leading to a mediocre fit. When downweightining this artifactual\nperiod, the fit is much improved (green trace).\n\n" + ] + }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlsAAAFpCAYAAACrn+1KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERE6pCSLREREZE69L+Xuhd+1GS0FwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 377, + "height": 248 + }, + "needs_background": "light" + } + } + ], + "source": [ + "x = np.linspace(0, 100, 1000)[:, None]\nx = x + 3 * np.random.randn(*x.shape)\n\n# introduce some strong artifact on the first 100 samples\nx[:100, :] = 100\n\n# Detrend\ny, _, _ = detrend(x, 3, None, threshold=np.inf)\n\n# Same process but this time downweight artifactual window\nw = np.ones(x.shape)\nw[:100, :] = 0\nz, _, _ = detrend(x, 3, w)\n\nplt.figure(7)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended - no weights')\nplt.plot(z, label='detrended - weights')\nplt.legend()\nplt.show()" ] - }, - "metadata": {}, - "output_type": "display_data" } - ], - "source": [ - "x = np.linspace(0, 100, 1000)[:, None]\n", - "x = x + 3 * np.random.randn(*x.shape)\n", - "\n", - "# introduce some strong artifact on the first 100 samples\n", - "x[:100, :] = 100\n", - "\n", - "# Detrend\n", - "y, _, _ = detrend(x, 3, None, threshold=np.inf)\n", - "\n", - "# Same process but this time downweight artifactual window\n", - "w = np.ones(x.shape)\n", - "w[:100, :] = 0\n", - "z, _, _ = detrend(x, 3, w)\n", - "\n", - "plt.figure(7)\n", - "plt.plot(x, label='original')\n", - "plt.plot(y, label='detrended - no weights')\n", - "plt.plot(z, label='detrended - weights')\n", - "plt.legend()\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" + } }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_dss.ipynb b/examples/example_dss.ipynb index 54577aa6..1d2afa8a 100644 --- a/examples/example_dss.ipynb +++ b/examples/example_dss.ipynb @@ -177,4 +177,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file diff --git a/examples/example_mcca.ipynb b/examples/example_mcca.ipynb index 4e140b9f..f18dcb07 100644 --- a/examples/example_mcca.ipynb +++ b/examples/example_mcca.ipynb @@ -1,375 +1,306 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Example multiway canonical correlation analysis (mCCA)\n", - "======================================================\n", - "\n", - "Find a set of components which are shared between different datasets.\n", - "\n", - "Uses meegkit.cca.mmca()\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from meegkit import cca\n", - "\n", - "import config" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First example\n", - "-----------------------------------------------------------------------------\n", - "We create 3 uncorrelated data sets. There should be no common structure\n", - "between them.\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build data\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Aggregated data covariance shape: (30, 30)\n" - ] - } - ], - "source": [ - "x1 = np.random.randn(10000, 10)\n", - "x2 = np.random.randn(10000, 10)\n", - "x3 = np.random.randn(10000, 10)\n", - "x = np.hstack((x1, x2, x3))\n", - "C = np.dot(x.T, x)\n", - "print('Aggregated data covariance shape: {}'.format(C.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Apply CCA\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "[A, score, AA] = cca.mcca(C, 10)\n", - "z = x.dot(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nMwolJUVPRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAElCAYAAAABee9AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbJ7NlOYAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nExample multiway canonical correlation analysis (mCCA)\n======================================================\n\nFind a set of components which are shared between different datasets.\n\nUses meegkit.cca.mmca()\n" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axes = plt.subplots(1, 3, figsize=(12, 4))\n", - "axes[0].imshow(A, aspect='auto')\n", - "axes[0].set_title('mCCA transform matrix')\n", - "axes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\n", - "axes[1].set_title('Covariance of\\ntransformed data')\n", - "axes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\n", - "axes[2].set_title('Cross-correlation between\\nraw & transformed data')\n", - "axes[2].set_xlabel('transformed')\n", - "axes[2].set_ylabel('raw')\n", - "plt.plot(np.mean(z ** 2, axis=0))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Second example\n", - "-----------------------------------------------------------------------------\n", - "Now Create 3 data sets with some shared parts.\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build data\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Aggregated data covariance shape: (30, 30)\n" - ] - } - ], - "source": [ - "x1 = np.random.randn(10000, 5)\n", - "x2 = np.random.randn(10000, 5)\n", - "x3 = np.random.randn(10000, 5)\n", - "x4 = np.random.randn(10000, 5)\n", - "x = np.hstack((x2, x1, x3, x1, x4, x1))\n", - "C = np.dot(x.T, x)\n", - "print('Aggregated data covariance shape: {}'.format(C.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Apply mCCA\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "A, score, AA = cca.mcca(C, 10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\nimport numpy as np\n\nfrom meegkit import cca\n\n# import config" + ] + }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nIDQ5ID4+CnN0YXJ0eHJlZgoxODIzNQolJUVPRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAElCAYAAAABee9AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First example\n-----------------------------------------------------------------------------\nWe create 3 uncorrelated data sets. There should be no common structure\nbetween them.\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, axes = plt.subplots(1, 3, figsize=(12, 4))\n", - "axes[0].imshow(A, aspect='auto')\n", - "axes[0].set_title('mCCA transform matrix')\n", - "axes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\n", - "axes[1].set_title('Covariance of\\ntransformed data')\n", - "axes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\n", - "axes[2].set_title('Cross-correlation between\\nraw & transformed data')\n", - "axes[2].set_xlabel('transformed')\n", - "axes[2].set_ylabel('raw')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Third example\n", - "-----------------------------------------------------------------------------\n", - "Finally let's create 3 identical 10-channel data sets. Only 10 worthwhile\n", - "components should be found, and the transformed dataset should perfectly\n", - "explain all the variance (empty last two block-columns in the\n", - "cross-correlation plot).\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build data\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Aggregated data covariance shape: (30, 30)\n" - ] - } - ], - "source": [ - "x1 = np.random.randn(10000, 10)\n", - "x = np.hstack((x1, x1, x1))\n", - "C = np.dot(x.T, x)\n", - "print('Aggregated data covariance shape: {}'.format(C.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute mCCA\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "A, score, AA = cca.mcca(C, 10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build data\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = np.random.randn(10000, 10)\nx2 = np.random.randn(10000, 10)\nx3 = np.random.randn(10000, 10)\nx = np.hstack((x1, x2, x3))\nC = np.dot(x.T, x)\nprint('Aggregated data covariance shape: {}'.format(C.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply CCA\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "[A, score, AA] = cca.mcca(C, 10)\nz = x.dot(A)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABX8AAAJGCAYAAAADAPYdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd7wcVf3/8dcnvZGQTid0EJAuTUgo0hRBREEUiA34WbBiRQmI7WsHsYESsQFSggXphI506TWEGgik93Lz+f1xzrCTyezePXvvzSab9/PxmMfeOzOfmTOzs3PmnJk5x9wdEREREREREREREWkt3ZqdABERERERERERERHpfKr8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREpMLOxZuZmNrHZaWlFFnzGzB4ys/lxX7uZjWp22kREpHFmNj6ez8c1Yd0T47rHrux1N2J1S6+svno0OwEiIiIismows37AicBhwA7AMMCBqcD9wATgcndf0LRESqv4BnB2/Hsh8Hr8u605yRGRRijfkJUh3hgcC8x09583NTEtwMyOBHYEJrr7xCYnR1YCPfkrIiIiIpjZ4cBzwK+A9wAbAssIlXGjgPcDfwKeNbP9m5TMlWkW8BTwYrMT0qI+Fz+/CPRz93Xi8FIzEyUi9VO+ISvRKOAM4PPtzPciIe+e1dUJWs0dSdifY5qcDllJVPkrIiIisoaLrxtOANYhFJqOB4a5+wB3HwisDRwNTATWA/ZtTkpXHne/0t23dvcTmp2WVmNmI4Dh8d/z3d2bmR4RSad8Q1ZF7n5CzLuvbHZaRFYlavZBREREZA1mZjsAvyE8FHA1cHTx9Vx3nwVcDlxuZscAG6z0hEor6Zv94e5zm5kQEUmnfENEZPWiJ39FRERE1mxnA72BV4Dj2muX0d0vAX5aHG9mvc3si2b2XzObZWYLzOwpM/upma1TMv/5sZOTy2qtz8y+Hud7sDB+SzP7tpndZGbPm9lCM5tpZneb2ZfMrG+V5S3XkZuZfdjMbjGzaXH8kWXzFZYxzMw+ZWZXmdmTZjbHzOaZ2eNxe9ersu5RWcdm8f/tzOxiM3stpv9JM/uWmfVqZ5/sYWYXmdnkGPemmT1gZt83s61qrPvc+J3Mj2m+38y+amb9a62vnbSMNLOfxLTPj9/9PfE76F2Yd0zc9sm5cZ4bxjWaDhFZqTqUb5ScC/cws8vMbIqZtZnZcm26mtl+ZnZFPFcujp9X1mpKwszWiufT++P5brGZvWpm95nZj8xsu5KY0TEdL8f5Z5nZM2Y2wcxONrOG6k/MrKeZnWRmN5rZG2a2yMxeMLPr4vgVzsGpeWqMqTd/mxz/H2Nm65vZr8xsUkzXQ4VlDjCzb5jZvTEdC+M+OcfMNmxgXyTn3WY2Gbg5/rtxId9YrrM0a6cDNTMbaGbjzOx/ZjY3Dg+b2ZlmNqhKzLi4zPHx/xPj9zLHzGab2c1m9q7UfVGynsFm9rP4XSyMx+HvzGzdduLq/o6skg+fGEedUdyfcb594v9TS9bXLX5nbmZPVEnPEqvSiauZDbdwvfJI3P/zzOxRM/uumQ1pZ1u3M7M/FI6dO8zsFDPrWTJ/p1x3tQR316BBgwYNGjRo0LAGDsD6hPYZHfhKB5YzHHggLscJHXjNzv0/HdijELNfnLYAGFhj2Q/H+U4rjL8vt/wFwLTctjhwL7BWyfLGxukTgXPi320xjW3AkcX5Spbx49x6lsR1L82Nmwq8vSRuVG6eg4D58e+Zcd3ZtAlV9oUBP8zN54R2DfP7enxJ3FFxH2XzzAMW5/5/GBjZwPf+jrjt2XJmF9bzEDAiN/9ewGvAG7l5XssNX272b0KDBg21h87INwrnwmPieTQ7Fy4Gfp6b9+zcvMuAGYVz/fdLlj8IeCw3T/4cn437QSHmpMK5dR4wtzCuT4P768FCWqYBi3LjxhRikvPUGDeW+vK3yXHaSbnzcba9D+WWt01u3iy/y++T6cDeJekYH6ePK5mWnHfHcdNz2/NaYTgmN+/EON/YknVvXtieeXHI/n8B2KIkblycPh64IP69lJD/5r/X9zdwfGTp/RLwbPx7fmE/TwW2qRKf9B1RyYezvHpucX/G+Xrn5tmmsM6dc8t3cvl8nH5Qtj9L0vtOlr9uWMTy1w0vAltV2dbPsPxveA7LX3vdTOhDoNq5Jvm6q5WGpidAgwYNGjRo0KBBQ3MG4MO5C9+tO7Cc/+QKGR8Ausfxu1KpvH2N0B5kFtMNeDlOO7HKcrelUuDfoDDtPODjwMa5cb2BwwntTzpwXskyx+YKDcuAbwNrx2kDs0IMtSt/TwW+DmwP9IjjugO7ANfEuEcBK8TlCyEzgEuAUXFaf+BrVArBh5Ws97Rc/HmFbV8XOBn4ZiFmN0JlyhJCJcr6ufTuSShUO3Bt4nc+GHiVSuXxbrnlHk2loH59Sexb+6HZvwENGjSkDZ2RbxTOhXOAy3Lnwh65v4/NzXdulocAQ6lUbjrwkcLyv02l0uzdufN0T2AL4KvAJ3Pz94vpcOD3wIa5aUOAQ4C/Ar0St7M3lUrcN4ATgP5xWndCJdrPgN0Lccl5apw+lvryt8m5+R4G9sotY/P4OQh4Ps53KfD2XDo2Bf6SS8fahXSMp3rlb6N595g4bXI7+3wiJZW/QC/gf1QqGN9FuKFqwAGEit8s7+5diB1HJd9eAJxCrGQENgFuidNfzY61hGMkS+9M4HVCx4nd4rTRwKRcunoWYrvkOypJ2ymF8V+I47MbEkcXpn83jr+oMH7juA+d0Enk5oRrwW7AdsC1cdpj2XbkYo/MrfM0KueCXsDBwNNx+m9rnGuSr7taaWh6AjRo0KBBgwYNGjQ0Z6DyRNVCChWVCcvYJ3dhfXDJ9JFUKgLPKkz7CTUqHnPpuyUxTZsQKjvnseJTIGNz6f1ejWVk801MXHdvKk+cjS5MyxdCrivb58A/4/Q/FMYPo/KEUtV0lyzv9hhzcpXpQ6hU4u6asNxv5QpT65RMPyi3rftX2w8r+5jXoEFDx4ZOyjfy58LbiZVdhXkMeCbO87cqy/lrnP58fhmEdogd+Gqd6XkHlacgu6duT43lfiq3r1Z4G6RKTEfy1Hrzt8m583fpWx+57/mvNZaTVVJ/uTB+PO1ULFZZXq28ewwdq/w9Po5fDGxXErctlTdiPlaYNi63Xz9cErselSe5903c5iy9y4B3lkzfKrfs4k2OLv2OgDPLfn+Ejh6dSiXvuYXp2XXHxwvj/xzHr/C0fpyer6A/Oje+e+6YXeE3EefZLB43S4B1c+NH5b67pOuuVhvU5q+IiIjImmto/Jzh8Qq4AUfHz/vc/driRHd/ndAxEMAHC5P/Gj8PMLMRJcs+tjBfXdz9eUIFbD9gxyqztVHSdnFHufsi4Pr47941Zv1BlX0+IX4W26M8mrA9M4Dv1JMWM9sspmEm4Wm2svROJxQOITwJVa/se7/A3V8rWe51wF3x3+L3LiKrr87IN/J+4u7LSsbvSHgyEEIlV5kz4+coQgVuZnb8rNlWasn8PalsX2c4IX5e6O4P1xnTkTw1U2/+dlFcXpkT4+dPasRneXOH27uFuvPuRmX79Sp3f7Rk3Y8RnkCH6vv1RUquR9z9VeCe+O8KbUnX6TZ3v71k2U/l0nV0YXJXf0e3xs/R2QgzM8INijnAL4g3unPT+xLeOILwRHQ2vh/hKfZlVDk23X0xlW3Np3cM4anhR8t+EzH2OeBuwpsDY6psT+p1V0vp0ewEiIiIiMhqbef4eXONeW4iNJOwpZn1d/d5AO5+v5k9RXiy5YPAL7MAM9ud8CTHEuDvZQuNHax8jFDoXxco6+SttPM14Fl3f7NGmmsys60J7c/tS6h4GEB4Uq2edUNobqHMK/FzcGH8HvHzZm+nc6WcveLnAODlUGYrNSB+1tV5T+wYJSsktfe970nlGBERKbqryvjsvPFGrJhbgbs/ZWavENrV3ZlQ+QPhyd9jgFPNbCihAux2d59TZV3PxGEL4C4z+yXhpthTjVZwx86ndsmlp14N56k59eZvpfs+dhK2Qfz36qyzrBJZJ1lJHb91MO9uVL379UNUz7Puq3E8VMu76zWxxrRbgOPy6erq7yi6i/gkrZlt4e7PEJq7GgJc4+5TzexRYDszG+ru0wh5fi/gVXd/NresXeJ4Bx6pcT2SHQv59GbXMluY2Qo3m3OyDvuqbWvqdVdLUeWviIiIyJprWvwcbGbWYCF3ePx8pcY8L8dPo9J8QeZvhFcqP0Su8jf+D6FJiOnFBZrZOcBnc6OWEF6FXRL/H0J4imuFXtSjN2qktyYzOxa4KC4fwpMsswivZkKoTO1fY93UqIRYGD+LvVaPjJ8vJiQ1e+qtRy6+ln51LncIvPUGYT3f+/Aa84jI6qUz8o28aufievIWCOeZ9XPz4+4XmdnehA7NPhKHZWb2MOEV71+7+5Tc/G1mdhzhCcBNCU8m/hSYbmY3AX8C/pnf1hqVUJ9z90sI58msviXlvN3RPBXqz9+qzZd/YrrsrZyievOOzsi7G5WyX4dWObar5dtQPe+uV610ZdPyeWmXfUcZd59vZvcSKl9HE26QZE/5ToyftxAqhPch/H6y6beyvCy9Rvr1SBbbu4HYtzRw3dVS1OyDiIiIyJrrifjZm/D0bUf0aTAueyVxTzMbBWBm3ai8drnCK5Zmdiih8NhGqDjenNBBy1B3X8fd1wH+m81eZb1tjSTWzIYD5xMKCZcQOuDp4+6Dc+v+WTvrXlmya/3/ubvVMYxtYB2Nfu8isnrqzHwDd2/vXNzQOcbdTya8oXAWoaJqEaEpgW8Bz8SnT/Pz30d48vcjhJt7kwgVkUcDVwH/NrPuuZCRVYayp1gb0ZFza735W7X58vVEg+vIO0bVs7JOyrs7qlXyrC75jkoUm37IPm8pfFabXkzvrDqvR8aUxF5VZ+y4Bre1panyV0RERGTNlfVQDfDeBpeRPTm0UY15slcTHVjuVdT4GuF9hIJe1sbvGMKTHvMIhe6iD8TPC9z9THd/ruQJnXqeDmnEoYQnex8HjnP3+919SWGerlh31i7jxg3ENPK6Zy3TCU87Q33fe8NPWYvIKqcz8o16ZOeN9s5fVc8z7v6Yu5/h7vsBawOHA48Qnir9Y2yaIT//Anf/i7uf6O6bEZ4C/j5hew8FTsnNW63iaXycZTqwNP6dct7uUJ7aSfLtANdKR6pm5t0p+3VaJzzRnqpWMxfZtPwx3lXfUVGxcndfQseI98X/36ocNrPewO6FuEyW3oFmNog0WWxXbmfLU+WviIiIyBrK3V+m0hbhZ81sYD1xtnxjbQ/Ez9FWvRG3/ePn0yVtE0Ll6d7j4mfW5MNV7j6/ZP6sgPZglfRtTKWjoM6WrfthL+mkKO6D/YvjO0HWluWY2KFKPbL2HIfENpQ7hYdOWbIOc/arMWu2Hx6oMY+IrEY6Kd+oR3be6G9m7yibwcy2JDT5kJ+/lLsvdvd/UamAXJfwpG+tmOfd/RuEtzwg17FVe+JNwfvjv4fVG0fn5Kkd4qHjtazC7dBOXHRH8u4sv230ieBsv66qeVatYyub9la6OuE7qnd/3kF4UntDM3sPoemJO919aUzHVOBJYAfgYMKT1VPd/YnCcu4j3Awx4JDEtGbXMm83s/VrzilVqfJXREREZM12OuF12A2Av5pZzVcizeyDwBdzo7KembcFjiiZfySVp6UurbLYiwkFke3NbCfg/XH8Ck0+RLPi5/ZVpn+PrntlNFv3dlUK5p8kdFTX2S4DFhA6JPl2PQHu/iSVSuP/Kz7llmdmfeNTOynpARhrZusWJ5rZQYSOX6D69y4iq6eO5hv1eAjIOoz6RpV5xsXPycA9ufX1Kps5yneY2buO+fMxKedICM1HQDhPvr3OmM7IUzvD+Pj55VoVbhasXecyO5J3z46fqU+NZrL9emi8zliOmW1LaOIDmpNnjTazvYojzWwLKukqdn47Pn428h1l+7Pmdxfbyc0q67Nrj4mF2W4h1C2eHv8vtvebLefy+O9ZZrZWjfT2MLMBuVE3Ai8B3YEf1UqvmbV0p20docpfERERkTWYuz8EfJrw+ui7gQfN7CNmNiSbx8wGmdlRZnYz4QmotXLxtwHXxH//YGZHZ+0imtkuwHWECsvXgV9UScMUKoWJC+L802Jsmevj58lm9rGs4G5mG5nZHwlPDs+ofy8kuYGwr7YDzskKVGY20MxOA86j0iFSp/HQc/uZ8d+vmdkvzeytVyDNbF0z+6KZFSuGTyVU0uwL3Ghm74xtKmNm3c1s+xgzieU7kGnPL4EphPYtrzGzXXPLfD+hQh/gBne/KW1rRWRV1tF8o851OJXKpCPM7FwzGxqXPTR2HJa9JXJ64U2MG8zsHDPbN/+mRKzgGx//nUJoAgLgMDO7y8w+GZ8+zebvZ2afBD4cR12bsg3A7wmV2L0J59/jzaxfXHZ3M9vVzM7Pv5nRGXlqJ/kBIV8YBtxpZh8s7MuNzOwkwtOoR9a5zI7k3c8QOoUbFPOYVJcAD8e/J5jZgdkNXDM7gPA0e0/gMeAvDSy/o2YDV5jZYbl07QP8h3D8PMaKldId+Y4ei5+HlN3ALcgqc3eLn8UmHW5pZ3rma4TmULaM6T0kuykdK6i3MLMvEp4k3jULik/Rf4ZwvvmQmU0wsx1z29kz/pb+D3i+nW1Zc7m7Bg0aNGjQoEGDhjV8IBQMXidcXGfDHEKBJD9uMrBvIXY44cmQbJ4FhbjpwJ7trP/jhfX8usa8vQivAWbzLiUUGLP/v0WoTHZgbCF2bBw/sZ30VJ2P0At8Pq0zCK9FOqHQfnb8e3whblQWU2O9Y7L9XDLNCJ3J5dc9k/A0lZetM8YdGufL5llIaCdycWFZGyceM++I320WPzt+99n//wNGlMS1ux80aNCw6g+N5hsp54Dc+dTjeXZ67nzrwPdLYh4qicmfm+YBBxS2I5/e+VTaNs/G/Rvo0cA+2pBQyZzPr94k3JTLxo0pxDSUp1J//ja5bL0l821OaN++mPb5hf11YiFufBw/rjC+4bw7xv8xN+/MuB2TgaNz89SK3zy37dlxMC/3/wvAliVx46iSv7a3zXUcH1l6v0R40j07/ubk0jUVeFsnf0fDCDeqs9/IlGx/lqzjvYV91rMwfb3Curavsb27Aa/k5l3Mir8HB0aXxH60MN/8uA1L87GFmFFl4wvzjKHKdVcrDXryV0RERERw9wmEzm0+TXgC5mWgRxwmE16ZPA7Yyt1vLcS+QXjF/8uEdt2WEAp5zwA/B7Z197uo7XLCRX2mWpMPeGhz9kAqT70sI1z8Xw8c7u7faXeDO8DdvwicRCicLyK8ivgg8HnCU3BLq0d3aL3u7l8gPMV7CaEA1Tem4QHCK7PfLYn7D+FJm7PjfIsIr3rOBu4k7Mdd3P2FxPTcA7yNUCH9NOGpqaWEY+A0YHcP7QGKSAvqSL6RsI7TgQMInX++SehwcxrwD+BAd/96SdgngDOAm4EXCedJCE8U/hLYzt1vzM1/E3A8oXLxEUKl0lpxPdcDJxDyluRzu7u/RHiK8VTgdkKl3gBCZdu1Ma33FGI6I0/tMHd/FtgJ+BRhX84gNLuwlPAU7e8Ied6f61xeR/PuUwgd8D1JeBp24zgMqBVU2J4dgLOotFtP/Ps7wNvd/el6ltUFphFuqP6ccEOlF/AqcD6wo7s/XhbU6Hfk4W2i/YArCB3JDaeyP4tuo9JG8J1e6OTW3V+l0kTLdJbft8X03gtsDXyVcP0xl3A9Mp9wrJ9DqPhd4elhd78Q2Iqwjx4jVFoPJOy7iYTf/FbV1r2ms1jTLSIiIiIiIiIiIiItRE/+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqsoczsIDO70cxmmtkyM3MzG9vsdEnHmdnY+H1ObHZaREQ6g5ltYWYXm9lrZtYWz3Hjm52uVZ2ZjY/7alwXLHuirh1ERKSrmNlaZvZTM3vOzBbHPGdys9O1quvKsqCZjdM12OqpR7MTIKs+MzPgCOB9wJ7ASKAPMB14BLgO+JO7v15jGf2AE4HDgB2AYYADU4H7gQnA5e6+oJ20/Bz4XPz3dHf/buNbFk5e8c+fu/vMjixrdWJm+wD/IdwAagPeIHwfNfe/dJ1YeB4FTHD3h5qbGhFZFa2p5wkzGwLcRrj+cML1x1JgVjPTJZ3PzMYAY4CH3H1Cc1MjItI+M+sOnAKMBd5GyKdeAu4G/u7uV3dw+WNYc8+LVwAHxr9nE/L/N5qXHOkKZjaK8PuZ6e4/b2piWpgqf6UmM9sSuBjYKTd6MTCPUAhbB3gXcJaZfaPsx2pmhwO/i/Nm5gHLCIXYUcD7gR+a2fHuflOVtPQEjsuNOgHoUOUvcEb8HA+sMZW/wKmEit9LgbHtVbrLSjEWGA1MBjpaqTMLeAp4sYPLEZFVy1g67zyxOvkQ4ZrjaWCMu09pcnqk64whXJv9kfBggIjIKis+JHUF8N44ygllyq2ArQn5tnVwNWNYA8+LZrYtoeJ3CbCvu9/d5CRJ1xlFOMZfAFT520XU7INUZWY7EO5Y7gTMAL4GbObuvd19COHp3/2AC4FewJElyxhLyKTWIVRGHQ8Mc/cB7j4QWBs4GpgIrAfsWyNJhwLDgVsIBcAtzWyPDm/ommnb+PknVfy2Hne/0t23dvcTmp0WEZFOkOVZ/1TFr4iIrEKOplLx+11gYCwnZ2Xc65qVsBaQ5f0Pq+JXpONU+SulzKw/cBkwGJgE7OzuP3T3Sdk87r7Y3Se6+8eAXYBnCsvYAfgN4Ti7GtjJ3f/s7tNyy5jl7pe7+37AscCcGsk6MX7+FfhLYZyk6Rs/5zY1FSIiIu1TniUiIqui/ePn3e5+urvPBXD32bGMe3AT07a6U94v0olU+bsaM7PJsbHtMWa2rpn9xsxeMrMFZvaEmX3BzLrl5v+Amd0WO/iabWb/NrPtqiz+FGBzQtMMx7r75Fppcff/AScVRp8N9AZeAY5r7wlTd78E+GmVbR0CvIfQ5MTfCRXAAMeYWe9ay62yvPFm5rlRz8d9mQ3ji/PGxs17m9k3zexhM5sTx68d51srNq5+qZk9GvfzAjN71sx+Z2Zb1EhPtt5RZraRmZ1vZi+b2SIze97MfmxmA6vE9jKzz5nZnXGdS8zsdTP7n5mdZ2Z7FtdDeLUC4ObcuicWltvNzD5uZreY2XQzWxjT8jsz27xKWsbkG+I3s0PN7D9mNtVCp3Kfj+Pf6iTGzAaa2f/FhvwXmNkkMzvLzPrklnuAmV1rZm+a2TwzuzW2W5ysK3838fj4gJldFPf/m3G/vWBmfzGzXUpixsbvZHQcdWHhWJxcnDf7rszsw/H7mRbHH1k2Xy7+e3H8m2aWb4Ylm25mdk2c534LTa2ISJN10XmiezxH/zb+3l+30JnKq2Z2pZntX0xHbh35c3hfC/njU/E8OtVCx2y18rwjzOzquM4lMY95ysz+ZmbHFNdDeG0W4Iz8dpcsdz8zu8JCp3CL42d725LPf7cxsz/GPGGJmU2I87zVuUk8T37azB40s7lmNiXGbJBb5hZx3MsxD3jUzD5ZLQ0xppuZHW9m15vZG7nv4hIz272d2N3N7J9xP841s4csXBd0+DrfzA4xs5vMbJaFPPBuMzu+jrh9zewXZvbfuB2L47FxjZkdXTL/qPidZs1xnVg4xt1Cm4DZ/Fua2bdj2p6P+3lmTN+XzKxvcR0i0ly2/DX4+mb2KwvX/YvM7KHcfBuY2Zfj+eIZM5sfzz8PmtmZFstehWXvE5c9tWRat3h+cDN7omT6gHjOX+48U6el8fO1xLh2pZwXs3mzvNHM9jCzy2Ie1Wah35xsuTub2Q/M7HYzezHu/2kW8txPWGjDuCw9y3X0ZWYnxnP8nPj93Gxm76qxPTtYKCNNjuucE7//a8zs8xb6CHprPYRmGQFGF7Z5TGG5m1m4lpkU84IZFsqKtbYlfx2ztpn90MyejMfazDhPsVx7sJndYCGvnWkhv86XsweZ2XfN7GkL10MvxeXWzI/M7J0Wrpuysv+0uJ4PmVnVJkPMbD0L5fJX4nZPstA53gq/j1RmtpWFa7KpcVueNLMzrJ16F2sgb4779+b478Ylx/jY3LzDzOxTZnZVTNMcC3UDj8dtX6+j297S3F3DajoQ2vxz4KPAlPj3LEIm5HE4N877g/j/UkJj6dn0GcAWJct+Ok6/usG0rU+oOHbgK52wrZ+Oy7oqN+7uOO4DDSzvF4RMOtsPb8T/s+EXuXnHx3l+APw3/r2Y0J6TA2vH+T6TW95SYBqwKDduLnBglfRk8xwR4zx+T0ty0+4FehbiehCazMjmWRa/0/wxcHFu/mz72qh0mpONuyI3Xz/g2twy8tubdQx3RMl2jInTJwNfKknT5+N8WZq/ADyZ2z+Lc+v4R5z3U3EZbYTjO5u+CNh7FfvdvKfwXUyP+yobtwQ4vhBzTNz/i3NpyR+L9+bmHRvnmQicE/9ui+tpA44szldYV0/gAar8tqkcw/OBbZpxXtOgQcOKQxedJ7bLnZuyZc4tjPt6lfRk5/BTc+eUhfHckcVOIzQVVYz9bmEdswvnyddy814Rty+bPje/3YXlnl04/86gch3iwPerbEs2/XhCfwT5NE2I84yL48cT+kHI8qD8/ppEaJpqj7huJ+Sb+TScViUNawHXF9Kfz+/agM9UiT2W5fOvGVSuHS6jcg0zroHj7rSSfZpdP/wkdxyMLcQNKPmOZxXG/bYQs2H8XrN9uoDlj/HXgA1z89+XW9aCeLzl9/W9wFrN/u1q0KChMlC5Bj+JShlCrIYAACAASURBVGfT8+Lv/qHcfJflfsuL4u+7LTfuWWCDwrJ7U8krtilM27lw/hlRmH5QHP9CA9t0AJVr5xXyvA7ur7rPi4QHe7LtOyaXD8wkXDv8PLfcN3PzzqOSZ2XDv4EeJekZRyUvvIBKGamYX72/JPYwli/nLSzJF7aO8345bls2fXFhm/fKLfc9LH8NMbOwnuuB/iXpmRinnwY8l0vTbEKnY7B8ubZaeXQBsDch/3+EyrVKvg7gXzW+4x8W9sEsls/L/gZ0K4nbBpiam28ulWuwZ4AvUlIWrPO425fK9VCWpmx77gS+lx0HJbHJeXMcNz13/BSP8WNy8/44t6wlcfn5a6CpwNubfa5bVYemJ0BDB768SgY6M/4Q3x7H9wNOp3Kx/o14EvxcdvIjFPqySrdLC8tdP/cDOqXBtH04t4ytO2Fb74nL+mBu3GfbO6HWsdwsjaNqzDM+zjOHkDkeA/SK0zYmVsgSCmBnA7vlphuhsf8/505IZRlQlo4ZwI3AdnF8b+BjhMzIgU8V4k6gknF/BOgTx3cHNiJUmq9QeM8dO2OqbPNvqGSCJwO94/gtCXfmsnVuWYgbQ+VkvxQ4DxgZp/UhXqhRyXBnxuPwnXF8L+ATVC5YvhWP3e9RqWTfmHC8O3DPqvK7yW3/L4B9gH658RsBP8vtm41KYrN9MrZG2sdSORaXAd/O7ZeBxItZqlT+xmnbULk4+FRu/Fa58Z/t6G9WgwYNnT908nliS+D3hELvwFz8iHguXBrjd6+RjhnA88DBhHynWzz/vVR2niQUTrMC/PcIfQBk04YTOn/9fcn6xlOjApOQ/2b56LnZcoGhVCrAHfhISWw2bU7criz/NWJBnkqBd2ac78OE/Mri9mY3En9DyGP+CWya2+e/pnL+H1qShivj9Pvj95Hl5YOBbxLyojYKNzyBzagUeq/NrbMfoeC3lMqN29J9V+M4eieVAtufgHXi+LWpFFazZY8txPYjvKV1JDAkN35twnXJnBi3ws373L4e3076zgM+DmycG9cbOJzQx4QD5zX7N6tBg4bKQOUafA7wMMtX4m2e+/s7hHLeFsSKL8IDDKOplAn/XbL8iZSUXwkPmziVBzmOLkzPbkpe1OB2XR3jHys7x3fCfmv3vMjylb9zCBXoo+K0HuTKuoQ3aI/NzutxXH9CWTLLz1a4WZlLx4yY95xCLO8AmxD65XHgVQqVx4QbpE7IH7fMjR9IyEd/R6E8To3yTJy+GZWK8YnAVnF8b8INhqz8fEGNY2UOoYPsQ3LH2ubxcwyVMu+ieJysndvfb5VHgcuJZVrCtUEvQh6VlWkPK0nD5+K014BPAoPi+L6E+obsu/h6Ia5nPNacUHG9bxzfjZAHTqWSP5fuuxrH0WDgdSrXJDvk1nlC3BfZslc4Hmkwb87t68ntpO9U4OvA9tkxRrj+3AW4Ji7jUcA6+3fYCkPTE6ChA19eJQOdnp2ICtNvpJIJfLtk+j5UKvh65cYfmIvbs8G0nZ1bdod+fITKqizD7psbP4JQsFlCrGBsYNnZdo6qMc/43HwHNbgeo/JUz4k10vEosaK1MP3cOP2mwvhfxfG/bvDYGVMybRSVwvnJJdP7Ee64r3CRlDtxO/DXGuufSOWO3eYl03+fW84fSqZvTKVQukJFap3b3qm/mzrXnW3XGTX2ydga8WNzafteHfNNrDI9u3Eyj1Dp24Nw19UJFQjKMDVoWAWHzjxP1LGub8VlXFgjHfOrnMPfX3aeBD4Yxz+RmJbxVKnAJOSvz8Tpf6sS/9c4/XkKT9Dk9tVz5K4xCvOMy813Ysn043PTn2LFQm+3XBpPKEzLrrmeJBb8Spb/tTjPvwrjf5+L7VMSd3ouXSvsu3b2eZYX3lSWJ1B56qvm8Vhl2dn+urnGvh7fgWN3E8L1xTxyN2I1aNDQ3IHKNfgMGi+7DSFUbi1jxcrCM8vyAkLn406lkvfcwvTb4/iPN5Ceo1j+ydMHyN306qT91u55keUrf28v5nUJ68rKOc/XSIcDHy6Zvh6VJ0T3zY0fkYur+3un/fJMlgc+W3auJ1QAezxWNi9MmxinLSbe9C2JH5NL94Ul0zeiUh5dXFxHIY1/KIxfm1DxvIBYwVoSuyeVN0nz11JZHrqIWOFd5Tusuu9q7PPs2u9Ncjfoc9M/klt21eOxyrKr5s3UWfnbzvJ7U6kUH93oclp5UJu/reE37j6zZPwN8XMx5W3p3kEomPUmtO+bGZr7e3qDacqWMcPjr7EDToyfV3qu3WB3n0qoUO1BeAqnqz3s7g312Br3wb/jv3vXmPWn7r6oZPyE+Flsa3Z2/Fy3kXRV8T5CQfU1QuFuOe4+H/i/+O9R1dpSAn5Ux7r+7u7Ploy/Iff390vS8AIho4cV90m9Ovt3U49/xs9ax0A92qjSPnadfkmo5O1HeCr9LGBXwu/9o53wmxWR5uvoeaKe89VlVc7h/yBcfBfPk1meNShr268T7Jhbx9lV5jkzfo4C3lFlnl96O30TAC8TnoItyudZP3b3pfmJ7r6MSnt2xTwru8Y5391nVVlv1sntflmeG9sBPCqO/5m7LyyJ+zmhgj6JhX4W9ov//rBKnvC91OXmZMfWHjWuIRrm7s8TCoD9CMeHiKxaLnL31xsJdPfphCcuDdirMPnW+Dk6GxHPlfsQKtp+QawYyk3vS3hrE8KTq3WLbc9eSshv9yec53cCbojn0eL8e8U2TGcXp3Wyn8R8J5m730Z4snNUjfZTX6TS/04+9lXCU7CwfF43l1CJCZ1UZo3f6/vjvz+L5dOiCwh9DxmwQlvz0X/c/dE6VllWHn2RSof31cq0N8bPYt7/fkITSTd46DtpBe5+F+Gm9WDCk62ZbFuucPenSuJuo/JbSJUt+3x3f7Nk+l+AFxpZcFfnzbEO5fr4b0fL2i1Jlb+t4ZEq47MG7yd77Hk0L2YK2Y96cFckrKNioSDrWGSFTIZKgejEkmmd7a72ZrDQQcEPLXSeM9NCA/tZ4/s/i7PVaoj83irjX4mfxe/pP/HzCDP7h5kdZWZD6Zid4+dt7t5WZZ6b4md/wpOjRQuA0oysoL1jdyGVSt6i7KKx0WO3S343ZjbEzL5loQO+aWa2NHcMXBln62hj9M9WyZDrEgvyHyW0k7Qr4fUZgP8XL9xEZPXX7nnCQmdtX4gdn0y1Soc3DjwYZ0vOs9x9CZVzaf48+V/CTaZ1gbvM7CQz26Surakuy7PecPfHqqTnKSr56M5l81BHHg88XqVAne9gqFohslqelVVenG6hg7oVBir7uR+Vm+ubEp4cgioVFjEPu79KemrZiVBYXkZ4gqxs2ZMIzXuUMrMeFjqNvcZCh0OLcsfWjDhbHzpw/Wlm74od0jwXO+nJdwa4Q5xNnb+IrHrqKVO9w8z+EDt1mlv4fR8RZyv+vu8iPFm4rlU6Hd2e8LTwHfHBoUeB7XLlpT0Jr+i/WqXyrlr6ehEeoOgOfMndbwbeS6j8rFYBnHUMWk9lY0fUs38/YGYTLHT4tqCwf7O8pdr5874aD4qsUGaNFbNZPnWtmZ1uZjt28ObfpsCg+PfNZTPE/Hpi/Lcjef9CKpW8RVn+32jev3+1vD/m/xvG+TbMxWbbUutmRdKNDHjrmN62Vnz83mtWLHd13mxmW5vZL83sYQsdDS7LLf9zHV1+K+vR7ARIp5hSZXxbO9Pz8/TMjZuW+3uFu5Z1ypYx2MysA08SHkj48U5l+SdrMhMIT7W83cx2qHbnrJO8UWuimY0G/kW4i5eZRcgwILTfM5BQYVrNnCrjs2Us95t191vM7NuENh0PjwNm9iThSePfunu1zKqa4fHzlRrzvFwyf960Ou84t3fsvl7j2Ck7dlN09u8GM3sboWJ8ZG509kqPEy4uB1P7GKhHzWOxHu4+xcy+Afw2jvq7u1/a0eWKyCqjvTxrXUKhaMvc6Kzjl2WEAu0wGsuzoJJvvXWedPcZZnY8ocD8duL5JxZwriO8FplaYKknz4KQb61PeZ4F9Z1XS/MFd2+zSofc7eUtxTwrewqq3t65syem89tR66Zde/ulTLbsWe4+r51lb1gcaWYDCG+X5J/KW0DYx9m1QZZP9qdyQ7VuZnYOoQmjzBLCjYUl8f8hhH3d0fxWRDpfe/nTlwlvGWYn1jZC3rQ4/j+IcPNoud+3u883s3sJ557RhAq77CnfifHzFkKF8D6EcmQ2PfVJySMJecpU4puS7j7XzA6Ny8oqgA+MTytD6EgLKg/vdJWq+9fMehCeVn5fbvQiwnk4y6eGEx4SrHb+TMr7o08QysnbENp0/g4w18xuJXRqdnHxrZl25PPAesqsHcn76ymPNpr396OSr9eSnyfbls7O+4cQrv0aXnZX581mdixwEZX9mXWQm705PSAuW3l/CT35K2WeyP29Q9W56ltGb8qfDK1X9kTvCOCtJyhzd3fmUDkZdvXTv9WegsXMehIKswMIldT7EtoOXNvd13H3dQidr0DlQqZTuPt3CIX3rxMKW7MJncx9CXjczE5ocNF9OpCsqvuqxV1IKNA+QOg4YC13H+juI+Mx8IE4X0ePgQ7v33i3Pf+b2dHMlFGKtI72zhM/J+QdkwivHw5x9wHuPiKer/boikS5+9WEdt9OIhRAXwXWIXQkMtHMftfgojuSZ0Hz8q3sWvx97m51DJOblM4U3yJUvrxJyGdGunu/3LG1fm7e5PwwVq58lvCdjSM0+9Hb3Yfmrrn+2+jyRaTL1SpTbUvoVNIIzZRtS/h9D8n9vi/LZi9ZRLHph+zzlsJnten12jV+3pd/UzJW9B5EeF3/rSeAzaw3oROvNsrfZu00Nd7chNCx2PsID0+dCmzo7n3cfXhu/2YVf512/oxvi7w9rvt3hLqCAcBhhOaU/htvHDZidSyzZnn/L+rM+8c3KZ116+q82cyGA+cTKn4vIfwG+7j74NzyszetlfeXUOWvrMDdX6HyasN7G1xM1ttnw8sws4GEu6r1+nC8m9kMexJe5ZkOHOHut5W0vzdyxbDO4e7Pu/sP3P0Qwh21/QgXPz2AX5nZiITFZXdAN6oxzwa5vzv8FGorMLONCG1JtgHvdfdrS5qN6LJjoAFfIxTOZxFe3d0C+ElTUyQiK0V8tS97bfbD7n6Fu88ozNaVedYsdz/f3Y9x9/UJhfvz4+RPmtm7ExaX5UErPIFakOVbq1qelb0SWivPLZPfjlqvNzby6mO27PbaZq627OxG52fd/aL4qnVeR4+tbPkXuPuZ7v5cyVNZq1J+KyL1ez+hjuJad/+suz9eUplZ6/ddrNzdl9Dm7H3x/7cqh2OF7O6FuHqtVW1CbELtXYSnQXciPBg0jvA2zaXu/lziujpTdv78jruf6+75tzmzh0OGdcWK3X2pu09w95Pd/W2Ep19PIzwtvDNwRsLi8nlgPWXWVsn7obItnZ33T6dSGd7Isrs6bz6UcMPgceA4d78/NjPWWctvear8lWqyJ28ONrPdas4ZWe6dx5iRXB3//WysyE1aBqFX8L6EiqnBNYahhGYmRhCetkyRnZA6encoy1ie9vIG5yE0YdHl3L3N3ScC7yG8YtGfyt3pejwQP3evUejbP37OI/RsLrmLi3gDpUytYyB7FbbL71SaWf4C67OEJ7McONnMDuvq9YtIwzrrPDGM8GYOVNr2LVopeRZALNyfBNwdR42uNX9Blmf1N7PSztzMbEsqT5s+UDZPE2XtDR6aGDeJ0CkPVF4lXk58myMl/888SMgTugHvrLLsTaheaM3yw0aOrXqO8ZrLN7ONSe+QVURWDe39vvtT+82UOwgVWBua2XsIr8jfmTUpEG9GPUl4u/VgwlOjU939iSrLq+b5+Lm7ma3w5Gms4D2I0FzFToSHLmYTKjtTdWYZob3z8950/E2aurj7a+7+Y8KbSJCW9+fzwP3KZjCzbsCY+O+qmvePsdDpYIpsW0rz/ihlXwLg7osJHbJVXXasq6m23o7kzSl5/8NlzUvGtO1fHC8VqvyVan5DOKl2Ay42s1G1Zjazt9ruyzmd0P7KBsBfyzLGwjI+SKVpBKi8kn6Fu8+sMUwHrirE1CvrbbXetvaqyXro3qJsO83sIKpkTB0Rn96qZjGVu3e9a8xXdAXhBDyU8FpucZ39qFy4XNHOq0VrkuwYGFn2pLWZbQ8cVyO+s47FmuIFxp8Jr8xc5u5/8tBJRfaazO/NrEvu+ItIh3XWeWIOlZuf2xcnxvaAP1sc31Ht5FkQ2oWFtDzrISodg36jyjzj4udkKj2RryrGx8+DzazmDWwzy3eg48Dl8d/PxyfYik6lvrYElxOvq7KOXb9SuDGf+VqNRWT5YdmxNQD4Zo3Yeo7xqsuPvode+RRZXbX3+/4mtZ+6nUOl8unb8XNiYbZbCGXc0+P/qe39Qih7ZuWls6qk5VHgy7lRk2igjXM6t4xQ6/zcAzi7E9ZRXG7PKvlIJjnvj3ngFfHfz1V5YOkThBu/Dvy93mWvJH8nPEQ1mMpxWiqf9+diAY6ySseG+fn3onbFcHvpgvAWVlnfT8cCo6rEdiRvzo7xQVWm55e/XZXj6ZPAZjXi13iq/JVS8XX1owl31DYF7jezr1quV24z62Vmo83sD4Q7UFsWlvEQ8GnCCffdwINm9pH8icTMBpnZUWZ2M6HtlrXi+M2oPG1yBe3L5jm85ARZS3Z36wTrWI+jdxDaThoKXBQLzllP6h8jFNCm1Yhv1EVmdqGZHWxmb10Ixcr6PxLu3C4Abqt3ge7+ApUnv39goTf23nG5WxI6ktucsL2dfoGwGnuC0KmAAZeY2ebw1gXPUcD1hNfOqsmOxaPMrFbG11E/JHS2MAU4OTf+GzEN67DijRwRWTV0ynkiFo6zp2z/YGY7QnhKxswOIBSMu6Ly7P+Z2bVmdlyWT8b1rm2hA8oxcdS19S4wFgCzAvwRZnauxV7czWxo7HzkQ3H66WVPizSTu19DuIYx4EozOy22awdAbCvySDP7B/DTQvj3Ca/LbgNMyK7R4rXH5wkd6syiMeMI128HAOPNbGRc9iAz+x7h5nC1ZV8fP38arxMtxu4G3Ei4VqomO8bfWVaoLSz/ZDP7WHZTwcw2MrM/Er7vYjMmIrJ6yH7f7zazr2eVemY23Mx+ROjjpL0yVVaZm729WmzS4ZZ2prfL3Z8Czov/nmZm4/PnLDPb2MzOJLRbDOF8uiPwx3YqQsvUc16sV7Z/v2VmR2TlXzPbGvgnoQm7Wh19NmJb4FEz+7yZbZnLE3qa2fupPPxVd94ffY+Q1vWAf5vZVnG5vc3sk8A5cb7fN7mpjRW4+zTCsQzwNTM7P5azgbfy8X3M7NfAnYXwSwhNH/QGrjazd8aYbhaazbqCSmVqqvMInRgOA66ND/hl39VHCE10tZf3N5I3P0N4Y3lQPCbK3ED4HW0HnGNma8flDzSz02Lau6K+pXW4u4bVdCA8weLAmCrTx8bpEzuwjK0JT9V4blhIaBNmWW7cHOBTVZZxJKFdGy/MP7swbjKwb4w5M457DehWx77oRTgROfD/EvbhR3PrXwC8ENPx49w84+P0ce0s69TC9swknMSccAf6s9W+j1zMqCrLHpXNUxg/IRe7jHBCnZcbtxQ4voHvvR+h5/VsOYvjsvPHwBElcWOy77KdfTUxzje2yvR2l9PeMprxuyF0YtCW20+zCU+/ezy2PlJtuwi/tWzeJYSeVCcDt6ekrdZ8hNfPst/tISVxO8bvOnm/atCgoeuHTj5P7E64iZedr+bm/p9GaBN4hXwnxrZ7/i07TwKfz60vW+eMwrjflixrPO3kw4Sbkdky2qi0XZeN+36VuJr5b5xnXJxnfI152svHqy6D0DzTlbllZPl58TrpwpLYYwl5fTbPDCrXHpcRbgS3ew1TJc2nFdI0Pbeun1Q7DggPDbyRi10Qv2uPx9hB1fYX4a2UZ3PrnBqPpcnABnGeXoRXZvPXOvnj6Fv1HKMaNGhYuUNZvlBlvstLzj3Z9esF7eUJhP5msvh5QM/C9PUK59btG9yeHjE9+WXNpvJ2TXbO+zyhOcNs3A8T11PPeXFUtvx2ljUkt6ysjJeVoZcSriFKvyfqywtX+G4I5Yv8PlpIuM7I59H3AgMLyxpL+2Wywwl5TD4PXJz7/wagf0lcu3kEnVAebW8ZhJvX+TqVuax4/fJ8Sdzb4nGQzTOHyjXcM4QK9Zr7rsY2jWb568OZ8TtzQkX098uOAzqYN1O5XsnWOTkOR+fm+WnhWJqR21fXULkWrHqMrsmDnvyVmtz9SUI7RUcRXhV/jko7sq8TKgi/CGzi7r+qsowJhILApwntAL9MyCx7EH7QlxFeh9/K3W+NdwNPiOFXeR1P6Xhoo+Zf8d8TE7bvQsIrAvcQTlAbAhvTQEP37n4OYT9lTwH3ILQpdQahY605qcusw9eArxBOdpMIJ93uhO/pQmBnd/9T6kI9tFt8KOF1mdsI29OPUIF5AeEi6arqS1gzufuVhLaGrid83z0J++zHhN/RyzVinyR0DnEN4SJsHcKxuEG1mBTxifgLCU+X/crD02bFNDxEpS3gX1g7zb2IyMrVmecJd/8vobPSCYSL556EgsRvCQW1/3VOqpfzV0KeewnhbYklhM47pgD/IHSWeXL18Orc/XTCU6pXEV6rHUAoXP4DONDdv14jvKncfZ67v4/QVv8VhJ7W+1Ep8F9KuFm9QlMc7n4xoY3GfxMKS70ITwTlKxsaTdePCNcCNxMKpD0InSad4O5fqhE3ifD02J8Jx1T3mLa/ALu5+3U1YpcQvsc/EW5uDCYc4xvH9WfXfAcCPyBc+ywjXMNdDxzu7t9pdJtFZJVwDKGMk+UTRihfnejun6gj/jYqbYje6YVOoTx0yJY1FzQdeLSRRHrowOwThGv/SwjX+b0JlVH3E96+2NTdf+7ulwLfjaFfMbNTEtbT7nkxYVnTCW0m/5pKuWQB4VpgtLuPT1lenZ4gvFH8G8IDUTOBgYTrmNsJedve7p78tKq7/5PQzMD5hHqFfoRy6+2EN1QOdvfOfpK507j72YT2p39HqLTtRqhnmUJ4EvorwD4lcY8TrtUuiPP2JDw09zPCE+3TO5CmWwjl1ksIN3J7E/btOMKxvqhKXEfz5lMIFctPxnVmx/iA3Dq+SPheH4zp6B7//jzhTfOlaVu7ZrFYgy4iIiIiIiIiIiIiLURP/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0oB7NTkBXMLPngYHA5CYnRUREVk2jgNnuvkmzE7K6UR4rIiLtGIXy2GTKX0VEpB2jaDB/bcnKX2Cgde85pO+gEUNSgpb2T19RzznpMdbmyTFtI5alrwhYuqR7cox1S0+fuyXHDOq7IDlmzqx+yTHeO33f2cLGHoofMjj9gJi7tHdyzKKFPZNjevRuS47p22Nxcsz8N9K/o7a10r8jX5Z+zAF0W5weZ/3S953NSf/tLUv/WrEGTg095jfwGx+xNH1FwOLF6dnMemvNTI6ZuSTtuJvzwgyWLWpsm4SBffvYkG226JWUxz7zSN+uSo+IiKxC5jGHZaRfO0ksww5MK8MuGZC+ol6z02NsWfr147KRjR0HSxq4frTu6emjgevowf3mJ8fMnJn+Ja3MMuywIekHxJwGyrALFvZKjunVK/16vV8DZdi5b6RXBjVUhm3gMAXotjj9u+3WL33f+Zz0315DZdgGTg09Fjaw84Y1WIZdkr4fRvaflRwze2la+WhuB8qwTa38NbMNgLOAQ4ChwBRgAnCmu8/owKIn9x00Ysi27/5CUtDUd6QfTBvclB7TY276kT7z1LnJMQAzXh+YHNOtb/rBtGxRekXXu9/+SHLMjf/eJTlm0SYLk2P6PtknOQbgg8dOTI65881Nk2OeeXL95Jhho6Ynx+w0/OXkmAd+s2NyzPT90r+jZQsbO331nZyeO3XfNb0ysscNayfHzF8v/XzSc056Zfawh5ckxyw5dVpyDMCrLwxNjvn26KuSYya8vlPS/Ld+4lJmPf3G5OQVrSa6MH8FmLzNFr2G3HvdhklBB6+Xfm4QEZHVz3/9BuYwc3Kz09FVurQMO3DEkO0OTSvDvrZPegXURlcnh9BzXnoZce5pDdQyA6+/Mjg5pnv/9OvbZYvTy7DH7nBvcswV/3hncsySzdIflOrzeGM32sced21yzM1vbJUc88STGyTHrLfJm8kxuwx7KTnmzl/vmhwzY0wDZdiljVXQ952UXtnee9f08v+ym5LuPQGwYN1G6sTSy7BDH2vggaxTpibHALz0cnoZ9st7pv+Orn1j26T5b/vEJcxusAzbtMpfM9sMuBMYAVwFPAm8A/gccIiZ7e3ujdU2iIiIrKGUv4qIiHQN5bEiIrI6amaHb78iZJqnuvuR7v41d98f+BmwFfDdJqZNRERkdaX8VUREpGsojxURkdVOUyp/4x3TgwiN2Z9XmHwGMA843swaaIVXRERkzaT8VUREpGsojxURkdVVs5783S9+XufuyzVS5O5zgDuAfsAeKzthIiIiqzHlryIiIl1DeayIiKyWmtXmb9Y6+NNVpj9DuKu6JXBjtYWY2f1VJm3deNJERERWW52Sv4LyWBERkYKmlWFf37B61muTq06q6qW3pcc0ZGJjYeldQUF6t3eNufjx7VfOih5OD0nvIi749UVbNhiZppHvdcrz6TH/amA9pPfvBen91ze0DwDSu5aDhXc0EJTerxyk9ytHeveR8MoWDQTduE0DQY19Tz95aruG1tWe7d59Tacsp1lP/g6Kn7OqTM/Gr70S0iIiItIqlL+KiIh0DeWxIiKyWmrWQ/rI2wAAIABJREFUk7+dwt13KRsf76buvJKTIyIi0jKUx4qIiHQ+5a8iIrKyNavyN7srOqjK9Gz8zJWQFhERkVah/FVERKRrNC2PHfnSk1WnvbZPeoMHG12dnoae89Jf1J572uz0FQGvvzI4OaZ7/yXJMcsWd0+OOXaHe5NjrvjHO5NjlmyW3ohDn8f7JscAjD3u2uSYm9/Yqv2ZCp54coPkmPU2eTM5ZpdhLyXH3PnrXZNjZoxJb4xh2dLGXr7vOym9PYbeu6a3x7DspiHJMQvW9eSYHnPTG1YY+lhbcoydMjU5BuCll9PbAfnynum/o2vf2DY5plHNavbhqfhZrXGZrDWPau0piYiIyIqUv4qIiHQN5bEiIrJaalbl783x8yAzWy4NZrYWsDcwH7h7ZSdMRERkNab8VUREpGsojxURkdVSUyp/3f054DpgFPDpwuQzgf7An9x93kpOmoiIyGpL+auIiEjXUB4rIiKrq2Z2+PYp4E7gHDM7AHgC2B3Yj/CqzDebmDYREZHVlfJXERGRrqE8VkREVjtNq/x19+fMbFfgLOAQ4DBgCvAL4Ex3n9GxFYAltgfdbeji5NVM2atPcsxph/8rOeaKKTslxwDMezi9we4lg9MfCD99/6uSY374v4OSY/qnt/fO4s3TGyD3XRrrnOCPD+6Zvq4F6R0N9J2SHjN7ePqxOvGhHZNjrvj2T5Njjr73pOSYPgPTO0EAmD+wV3LMwMsHJsfMPjL9GOr+UPp6lu2avp4ed6fvgxn/WSc5BuCIE+5Jjvnx4+9Kjln0TNq+WzAvvdOE1UWX56/AM4/05eD10s4P/3glvYOU966/W3KMiIhIV+nqPNYcui9OK7v0GZ5+TfzKmP7JMb888i/JMRdM2Sc5BmDG1OHJMYsHp3cg9euD/pgc88WHPpAc0/f15BCWbpFehu3+jsYOv988uG9yzLK5PZNj+ryWXv00a2R6J3b/uSG987abz/hRcswh952cHNO3V3rHhADz1lqUHNPr8vSOExcclX4MdX8gfT09dk1fT8+7+yXHTLtm3eQYgKOPvys55jdPpZ/vFjyXVoZdOD+9HJ9p5pO/uPtLwEebmQYREZFWo/xVRESkayiPFRGR1U2zOnwTERERERERERERkS6kyl8RERERERERERGRFqTKXxEREREREREREZEWpMpfERERERERERERkRakyl8RERERERERERGRFqTKXxEREREREREREZEWpMpfERERERERERERkRakyl8RERERERERERGRFqTKXxEREREREREREZEWpMpfERERERERERERkRakyl8RERERERERERGRFqTKXxEREREREREREZEWpMpfERERERERERERkRbUo9kJ6CrezVja15Ji+jzSN3k9/V/15Jgf9D08OWbLP8xNjgHodnjaPgDoNS39nsAPr3pfckzf19LTNmfUsuQYn94rOaZtZFtyDEDPl9LXZVulf7fDr04/Vl/rMyA5ZsQD6fv7KL6YHNP39fRjof9hryXHACy6d0hyzOv7L06O2W2dKckxz+y2NDnmjLf9KznmtEOOT45ZOnhJcgzArRfslhzzgVNuSY7588J3pAX0Sj+2pWPeu376sXDpy3clx3xwgz2TY0RERFYF3s1Y0i+tLNb9vrWS17P2S+nXQZ/qMzY5ZutzpyXHAHQ/Or1s0HtpetXGqZd9LDmm/8vpaZu9eQNl2Gm9k2Paejd2vd79pT7JMX23np0cM/Tq/skxr/UcmByzTgNl2APaTkuO6TM1/VgYePjLyTEAc+8Zlhzz5kELkmP2HvlKcszTe6Qfd9/d6srkmFMOOik5ZunQ9HI8wPUXppcnjvnkTckxf1ywR1pAz/T6x4ye/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQT2anYCusnSA8+beS5JiNr7Cktfz4iHp9ee2NH09zx43MDkGoG3I4uSY/oMXJMfMm943OWbkPd2TY0bcn749U/ZqIG1vm5kcA7D9YY8nx9xx3m7JMVue/nByTLfZw5Jjdj3sxeSYK5/YMTlm4RZLk2OW3LpOcgzAlgc/lxzzv0kbJMccNuyR5JgzHz8iOebLz3wkOaZt7bbkmAEj5iXHAHRbMig55tY3Nk+OWfv6tN/5lNm697k6+OAGeybHXPzSnckxx264V3KMiIhIZ1s6cBlvHLgoKWbjv6WXqV54TwPXQW3pZdinT0ovfwC0DUov8609fG5yzKwZ/ZNjBt6Rvr+HP5D2nQK8Mjo9bRtvNyM5BmDbQ9LLsDf/eo/kmF3H/Tc55uGZ6yfH7HX4pOSYvz6WXiZfunVafRPAq7emlysBtn3X08kxD0zaKDnmwMHpx8JtT2yZHPPJZz+RHOOD0usMhoyYnRwDsKwt/dx189T0/TDo5sQy7JzGy7Aq/YqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLQgVf6KiIiIiIiIiIiItCBV/oqIiIiIiIiIiIi0IFX+ioiIiIiIiIiIiLSgHs1OQFdZq89C9nnb00kx97yybfJ6us9LDmHYDlOTY+Yv6pW+ImDEj3snx8zcYmByzNJRlhzT/zMvJMc8/fgGyTG2dFlyzKRJI5NjAOZtkP49zVsvfd/d8c8dkmMG7PlGcsxzc4clx3R/vk9yzGa/nJQc87nbL06OAfjUhI8nx6y1+azkmHOfGZMc03tKz+SYxUPbkmP6vpx+6h+2WQMnO2Dynv2SY3qdv15yzPxN035Hy9J3tawmjt1wr+SYi1+6c6WtS0REpJpBfRbwnm0fSYq5bs/dktfTY64nx6yz02vJMYvbuifHAAw6K/36cfrbBifH9NwkOYShpz2bHPPQI5umr8jTr/GfeC79Ghpg9gbp5bd566eXYf8zYY/kmMF7px93j81eNznGJvdNjhn1q/Ty9Vdv/UtyDMBHrzolOWatTRoowz67f3JMr1fTC1ZLBqfX0fR5JX09wzafnxwD8PSui5Njev55/eSY+RuuvDKsnvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUGq/BURERERERERERFpQar8FREREREREREREWlBqvwVERERERERERERaUE9mp2ArjJ/Zl8evHy7pJil6y5LXs9ho+9PjvnX3Tsnx4y805JjAAb/4JnkmEn3bZEcs2zgkuSYcaP+kRzzoaf/X3LMiLvS993rB3hyDMCStvT7KcP/tzQ5Zvo2K+en+9DzGybH+LC25Jg337VpcsxnLk2PAWhbd3FyTM/u6ds0e06/5Jihz6Sfg2Z0Sz/mNj3w+eSYtlMHJccAdPto+rHa42OvJ8f0W9Izaf5ul6T/7qR1HbvhXg3F/eWlO5JjPrzh3g2tS0Tk/7N353F21vXd/9/f7PtCWELCkoRNQASDCCgCorZq677ftmqr1qWt1dr+erdqa2t71/Zu61Jtbe2CdalLra1a64agbKIEERCQnbAmhOz7dv3+yFC5EcTPZIbJXHk+H488hsyc11xXzsyZ7/l+5nAO/bdu5dSc94mTSs3WBfX7qa884/xyc/ZFp5WbuecP7rFmh7zvynJz/bePqx9odn1f8JeHfq7cnHX9m8vN/ufV7tsmyfKzBnf/duuOseVm3+/Xv+9WHVU/zrZBnNtlNx1Sbrr96tfd8p+pH+c1n67PM5KkO3BLuZk4fhBzhjVTy83sG8tJ1hxR/9mw8Mm3lJudvzW73CRJ+6X6992El9b3sDN21q6HsZ+oz93uM2KP/G2t3dJa6x7iz90jdV4AMJpZXwFgeFhjARiNRvqRv2uSvPdB3r/+kT4RAOgR6ysADA9rLACjykgPf1d3XffOET4HAOgb6ysADA9rLACjihd8AwAAAADooZF+5O/E1tovJDkkyYYkVyT5Vtd19WcPBwDuY30FgOFhjQVgVBnp4e/cJB99wPtubq39Utd133y4uLW25CE+9KjdPjMAGL12a31NrLEA8BDsYQEYVUbyaR/+OclTsmvxnJrkuCR/l2RBkv9urR0/cqcGAKOW9RUAhoc1FoBRZ8Qe+dt13R8+4F1XJXl9a219krcmeWeS5z3M5zjxwd4/8NvUxUNwmgAwqgzF+jrweayxAHA/9rAAjEZ74gu+fWjg7ekjehYA0C/WVwAYHtZYAPZYe+Lw956Bt1NH9CwAoF+srwAwPKyxAOyx9sTh7ykDb28a0bMAgH6xvgLA8LDGArDHGpHhb2vt6Nbaj/1WtLW2IMkHBv76sUfynABgtLO+AsDwsMYCMFqN1Au+vSTJW1tr30pya5J1SQ5L8nNJJiX5UpK/GKFzA4DRyvoKAMPDGgvAqDRSw99zkxyV5LFJnphdz420OskFST6a5KNd13UjdG4AMFpZXwFgeFhjARiVRmT423XdN5N8cziPMXnWphz//KtLzYWXH1k+znn/elK5yaE7ysnYrYO7H/GDZXPLTaufXo477PZy83fLzyw3885p5ebAN91QbrZ+4ohykySzr5lWbm76pe3lZtLUjeVm5Zr6608sXrS03Fxxx7xys/3Fm8vNzrWDez2NKVdNLjfddyaUmxnPvLfczPrBtnIz+ZXry836rRPLzaT3ris3STL1i/uUm2Xr6z+3Djr1jtLlx47ZWT7GaPBIrK/8yMsPfmK5OXvpBeXmVYecVm4AGFqPxBo7bZ+NOf1lS0rNf116fPk4//bxM8tNO6S+SRxT3+YkSb5956H1qNX3y48/7JZy83+XP7XczPvy2HKz8C3XlJutHz+m3CTJ9GtmlJtbfnlruZkydUu5Wb2uvnd7/OG3lJvv3zm/3LQX1PewWTul3iSZdHV977v10knlZubPrCg3s6+t3/Ymv3Rtudm4rb4nn/IXq8pNkkz5ysxys3z9AeVm/xOWlS5fn4b9yJ74gm8AAAAAAOwmw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOihcSN9AsNl/cZJufDyI0vNb5zx1fJxPn7pM8rNAc+8s9zctGN+uUmStmV8uXnyaVeWm+v/8Jhyc/XLt5ebPL7++4p7Ljyi3Cx60dJykyQ3LDmk3Mz5Zv04955Q/7o+7ZQrys01q+aWm4mXTis3q+dPKTdT7hjc766m3r2z3ExataPcPHrureVm3kdWl5sPX3RGucm4+nWQVk+S5OQXXFtulpx/VLlZMG1l6fJXjtmR9eWjwO571SGnlZt/XHpBuXn1II4DwMhas3Fy/mvJ8aXmj8/6bPk47333i8vNwp+r37e9KoeWmyQZv7U+pnjBad8pN9992+PKzWWv2FpudpxavyO9/IKjy82xL76x3CTJlUsWlpvZ59X/TStPmFBufv6Uy8rNlavmlZuxS6aXmxXzBrOHHVtukmTKsq7cDGYP+5hB7GEP/vvaPixJPnThk8tNxg9iDzumfr0lycnPqu9hL724Nn9MkkUzV5Qu/8Ox27OhfJRdPPIXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHpo3EifwHAZN2FHZs1fW2r+/hPPLB9nn7U7ys3YtrPcZL8t9SbJead9oNz8whveUm7uPnl8udmxuSs3Ry6+rdws/dYh5eaWC+pNkix84u3l5uZ5+5abCTdMLjfnf/6x5WbT/O3lZuoT1pSbA6dsKjd3TJ1TbpJk3JPWlZvlt84sN/tvmVZuvnrjUeVm2o31H+PTl9Z/Bt376FZukmTZZw4rN3P2rf9sGPPkYtPqx4CR8upDTis3H156Qbl57SCOA8DQGT9he+Yeem+p+ZOPvqR8nMHsYSeMqe8Lxs3ZXG6S5OrTzi43T3nt68rN3afU97Dbt9avu8Un3VBufnDOkeXmmgsWlZskOeoJt5ab6+fuX24Gs4f92udPKjeb59W/V6efsqrcHDKIPeytk/crN0ky8bT6Hvv2pbPLzbytU8vNObfUv1en3lLfw069o75/W13fXidJ7vj8EeVm9qz6fnnik2o/T9pu7GE98hcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIfGjfQJDJft28dk9cqppebwb20qH+eGl48vN2O/d3C5Ofi4u8tNkjztkjeUmz/4q38rN+/6yMvKzX5z15Sb6246sNwsetLt5eaWu+eUmyRZ/sX613bHcVvLzfxLt5ebTa9fVW7m/MM+5Wb1K7p6c+7cctOO3VxukmT1sunlZv636sf57oTDys2YTfXfxx38n8vKzQ9/f0a5OXDf+u01SVbdU//ajv+ZFeXmgv86vnT59WvOSbKyfBwYLV57yGnl5kO3XlBuXn9o/TgAPLjtO8ZmxarafdWF52woH+f6V00oN3ctObzcHHX80nKTJCd85xfKzV++/+xy85Z/em25OeTA+v3Hy248tNwcc+bN5ebaO+r3u5Pkjv9cUG52PLa+Fzvwsh3147y+vi/IP+5XTta9vH6Ye86dV27GPro+c0qSlcsGsX/7Vis3lwxiD9sGsYc96ov129GNb5tYbubvu7rcJMm9q+aXm/ak+rzl/K88pnT59WsHv4f1yF8AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6KFxI30Cw2XspjGZ8f2JpWbFcfXjTFzelZstB20rN8u/Na/cJMmca3aUmz8d//Rys+nILeVmy+pp5eYVj7+o3CzdtE+5OeHo28tNknx92lHlZsp3Zpeb5a9YV27mvn9muXn6X3yj3PzjF59abrYfs7nczNlnfblJklcturjcfOZz9dvE1FvGl5sNC7aXm2t+q/79PW/fe8vNikvmlpskabPqzbrr6v+m5z7n26XLf+JTG7L8rvJhoNdef+hp5eavb72w3Pz6oU8sNwB7gzHrx2TqxVNKzYrj6/vRCSvKSbYdVN/v3XLOgvqBksy5ur6H/f3XPKfcbHpUfQ9y5731PdXrTvxWubl185xyc+wxg7tz+/UZR5abSZfsW27ueXl9D3vA++rXwwv+4svl5v1ffGa52XnMpnIzZ9bg9rCvWVy/v/Xx//z5cjN5EHvYTQvq861r31yfBc2bvbLc3Pmdwc3R2sz6z9VtN9d/Njzr575buvwnP74h99xZPkySIXrkb2vtha21v26tnd9aW9ta61prH3uY5gmttS+11la21ja11q5orb25tTZ2KM4JAEY76ysADA9rLAB7i6F65O/bkxyfZH2S25M86idduLX2nCSfTbI5yaeSrEzyrCTvSfLEJC8aovMCgNHM+goAw8MaC8BeYaie8/ctSY5MMiPJG37SBVtrM5J8OMmOJGd2Xffqrut+O8kJSS5O8sLW2kuH6LwAYDSzvgLA8LDGArBXGJLhb9d153Zdd33XdT/NE2O8MMl+ST7Zdd2l9/scm7Prt6/Jwyy+ALA3sL4CwPCwxgKwtxiqR/5WnDXw9sGehftbSTYmeUJrrfZqbQCwd7O+AsDwsMYCMGoN1XP+Vhw18Pa6B36g67rtrbWbkxybZFGSa37SJ2qtLXmID/3E52sCgB4asvU1scYCwP3YwwIwao3EI39nDrxd8xAfv+/9sx6BcwGAvrC+AsDwsMYCMGqNxCN/h0zXdSc+2PsHfpu6+BE+HQDoDWssAAw96ysAj7SReOTvfb8VnfkQH7/v/asfgXMBgL6wvgLA8LDGAjBqjcTw94cDb4984Adaa+OSLEyyPclNj+RJAcAoZ30FgOFhjQVg1BqJ4e83Bt4+/UE+dnqSKUku6rpuyyN3SgAw6llfAWB4WGMBGLVGYvj7b0lWJHlpa+1x972ztTYpyR8P/PVvR+C8AGA0s74CwPCwxgIwag3JC7611p6b5LkDf5078PbU1trZA/+9ouu630qSruvWttZem10L6HmttU8mWZnk2UmOGnj/p4bivABgNLO+AsDwsMYCsLdoXdft/idp7Z1J/uAnXOTWrusWPKB5YpK3JTk1yaQkNyT5pyTv77pux26ez5IJB81fPP8tbyl1r/3Zc8rH+vBXn1JuDrywfp2vP3BsuUmSg19cf9qprTvqx7r9K4eWmx2Tykmm3lm/7ub9ws3l5p6NU8tNkjxh//qx/v27j3v4Cz3AzB/Uf28z66Zt5ebOJ9aPM3ZzKzeb524vN3MX3ltukmTZslnlZtzdE8rNrONWlJtJfz+73NxzwpD8Du9hdYP8/0QmHr+q3Mz6x+nlZtuU2gle+ZX3ZOOqOy57qFfc3lPsaevrwOdfMj2zFp/cnrq7n4q91HtvuWhQ3ZsXPGGIzwQYDpd0X8+6rLbG1s9nyYSD5i+e99baHvYdz/z38rHe9eXnl5v55+4sN+vnDW4Pe+Qv/PDhL/QAO7v6HuTqLxxVbrZPre9Hp91WTrLoldeVm7s3zKgfKMmT59aP9S/fqa/JM68YX24Gs4e94/RHZg+75YD6Hnb+gvoeMUnuuuehXmvyoY25sz5wmXPcPeVm7D/PKTcrHlPfXLad9a9RN25w885Jx9Zfu3P6x+q3v+oe9uovvCcbV94+qPV1SKYGXde9M8k7i82FSZ45FMcHgD6yvgLA8LDGArC3GInn/AUAAAAAYJgZ/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA8Z/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA+NG+kTGC5dS3ZM2Vlqbtu8T/k47cDN5eaAt9xebm6/clG5SZL1Fy8sN1PuauWmO31NuZn2xRnl5uQ3XlZuFk2+p9xc0A4rN0nyuSsfW24OOGRludk2v/57m9ceeU65efeHX1Ju5l6yqdzc8vOTys36cw8oN0ky4XHrys22iePLzfSJW8rNmNXbys2EtfUf4xsP6MrNzgn1Jkkmnje73Gx947Jys2z5zNLlt3+7S1aVDwMMgTcveMKgur+65eJy85sLTh3UsQBGQjcm2Tl9R6m5YXP9PvH4eRvKzWG/e0u5Oe/yo8tNkiy58KhyM+WO+h52/Fn1fdjk/6jftz3rTfX167BJy8vNl3ceW26S5KPfP7nc7Htgff8/dn5tPpMkv33kF8vN//67Xy43B3y3Pte5+dkTys2qb84tN0ky8cS15Wbz5Pr5TR5f349mbe1nVpJMWDe23GyeM4g97MTB7WF3Xli/nec1d5eTe5bPKl1++zd3JvUfW0k88hcAAAAAoJcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIfGjfQJDJexW1um3lr7531p+wnl48y5vD4/v3a/I8tNFmyvN0n2PX55uVkxZv9ys2PDxHKz9VHlJF+76ahyM+2cxeXmgJfdWm6SpNvRys03HvOJcrNsx9Zyc9bX31xu2sId5Wa/591SP85vHVJulv1O/TpIkjHfnV1upm2sH+fWA/YpN93z6rejCSvLSZ7x1EvLzdf/46T6gZJsO21tubnnB/uVm1b9Uby9flsFRtZvLji13PzfW75dbn57wSnlBmAojN3aMvXG8aXmE5ufUD7Oft+t72EvPeC4cpPDBreHPWTxHeXm1ja/fqD1k+vNsV05+fwN9etu6penlZt5r7i53CSD28N+d/Gny82qHfVN1Ynf+LVy0y2qf9+d8sIflpv21iPKzer/PYiNZZINl+xbbgazh71t3/peecdz6j9PJq6o346e/dRLys2XPj/I+3RPWF1O7rqmPkdr1ZvebuxhPfIXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAADYo7TWFoz0OQBAH4wb6RMYLgfue2/+8NUfKzVv++TLy8dZ+Ziu3Oycvq3czLhiQrlJkg0H1rspd7VyM2bppHLgVDyrAAAgAElEQVRz3MuvKjfnX3tEuVl5wo5yc9j4LeUmSV7/+G+Wm8ee/RvlZt7Jd5abMRPr18Psi8aXm4snHF5u2uvr5zbhilnlJkl2Tq/fZvf/3vZyc+AF9X/TDS+u3/Ze/IL699xn//WMcrP1uE3lJkl2rJxcbhYcf1e5Wf+JeaXLL9tUv66B0ee3F5xSbv7Pzd8pN7+38PHlBnhYN7XWbkpybpJzknyj67rlI3xOw2rBvsvysde9p9S85BNvLh9nxeJB7GFnbi03My+bWG6SZO1B9b3l1DsGsYe9pX4/9dRXXVZuvnzNMeVm80n1vcSjxm8uN0nyOyd/udwc+S9vKDeHn3xruZk4pT47mfbN+vfd1yccXW7GvK7+NRr3/TnlJkl2zKjfZvf7Xv385l5cP85NL6g/pvRlz6nvYT/16TPLzbZjN5abJNm8ckq5WXRcfUaz5lPzS5dftnnwe1iP/AUAAGBP85kk05O8OsnHk9zVWruytfa+1tqzW2szRvb0AGB0MPwFAABgj9J13Uu6rjsgyQlJfivJfyc5JMmvJ/lckntba5e01v7PCJ4mAOzxDH8BAADYI3Vdd0XXde/puu7nk+yT5IlJ/jDJvUlOSvI7I3l+ALCn6+1z/gIAANAPrbWjkjwlyVOTnJnkvheAuH6kzgkARgPDXwAAAPYorbX52TXsfUqSs5LMS9KS3J7k80m+keScruvuGLGTBIBRwPAXAACAPc3Sgbf3JjkvPxr2eqQvABQY/gIAALCnaQNvlya5MckNSW4budMBgNHJC74BAACwpzkryZ8k2ZrkrUm+kmRVa+0brbW3tdZOaa3ZzwLAw7BYAgAAsEfpuu68ruve0XXdE5Lsk+Q5ST6UZE6SP0pyYZKVrbXPj+BpAsAez9M+AAAAsMfqum59ki8m+WJr7YAkL0vyv5Psn+TnRvLcAGBPZ/gLAADAHqm1Nj3JGUmeMvDn2Ps+lGRVknNH6NQAYFQw/AUAAGCP0lp7V3YNex+XZGx2DXs3JPlqknOSfCPJ97qu60bsJAFgFDD8BQAAYE/ztux6sbeL86Nh77e7rts+omcFAKNMb4e/d66ak7d98uWlpmv148z+QT3aNnVCudlw8M5ykySTB/GPGjOIu1Mb59Z/4X7lRx9dbtopm8vNIYcvLze3ffCIcpMkVx51VLk5/MO3lJuFP3tvuZk+YUu5ubMtLDdj1o0tN1MWbig3X33V+8tNkpxx0RvLzdIpk8vN2M3Tys2OfbaVm3//+BnlZvPxm8rNxKvq10GSnPH8y8rNV649utzsPKX2g2v717ukfjMC9gK/t/Dx5eZdN3+33Lxj4UnlBvYyT09yftd19Tsuo9TNKw/ISz725lo0mD3sVYPYw06fWG7WLRzcHnafQTRj6nejs2F+fQ978T8vLjdjTttYbg474s5yc8PfPKrcJMmlR9bvex/x4dvKzWOfXm+mja/vYW8ae2S5GbOuPhqbcmj96/rVX/zrcpMkZ15c38Pe9vT6/m3MlnqzY1Z9gPTpT55ZbrYdV7++J1wzpdwkyZnPru9hv3Z9/fa3/eTaD67tX+mSFeXDJEnGDC77f7XWXtha++vW2vmttbWtta619rGHuOyCgY8/1J9PDsU5AcBoZ30FYG/Vdd1Xh3Pwa40FYG8xVI/8fXuS45OsT3J7kp9m5P39JP/xIO+/aojOCQBGO+srAAwPaywAe4WhGv6+JbsWzBuy65VYf5pXXL2867p3DtHxAaCPrK8A7LVaa1OTvDHJzyaZn+TBnnug67rusEF8emssAHuFIRn+dl33Pwtla4N40iEA4MdYXwHYW7XWZiW5IMkxSdYmmZFkTZIJSe57Yso7kwzi2V6tsQDsPUbyBd/mtdZel2ROdr3szsVd110xgucDAH1gfQWgD96eXYPfVyc5O8mOJO9J8q4kJyf5QJIN2fWo4EeKNRaAUWckh79PG/jzP1pr5yV5Zdd1S3+aT9BaW/IQHxrcy1wCwOi32+vrQGONBWAkPTvJt7qu++fkR4/O7bquS/Lt1tozk1yZ5G1J3vEInZM9LACjzpgROObG7Ppt7YlJZg/8ue85ls5Mcs7AczsBAD896ysAfXJwkvsPSnfmfs/523Xd8iT/neSlj8C5WGMBGLUe8Uf+DizSv/+Ad3+rtfYz2fWcTicneU2S9/0Un+vEB3v/wG9TF+/mqQLAqDGU6+vA57PGAjCSNmbXwPc+a5LMfcBllmXXC8ENK3tYAEazkXjk74Pqum57kn8Y+OvpI3kuANAX1lcARqnbsuvRv/e5OsnprbX772FPS3L3I3pW92ONBWA02GOGvwPuGXjrf5kBgKFjfQVgtPlmkjPafU/2m3wqyWFJvtRa+9XW2meSnJLkSyN1ggOssQDs0UbyBd8ezCkDb28a0bMAgH6xvgIw2nwkyYQkB2XXo4A/lOSsJM9N8jMDl7kwydtH5Ox+xBoLwB7tEX/kb2tt8QP+V5373v+UJG8Z+OvHHtmzAoDRzfoKQM9MS/J3Xdfdlux6ioWu656f5KQkL0tyapIzuq5bPdwnYo0FYDQbkkf+ttaem12/gU1+9CT8p7bWzh747xVd1/3WwH//VZIjWmsXJbl94H2Pya7f4ibJO7quu2gozgsARjPrKwB7sXOz69G+v3r/d3ZdtyTJkt395NZYAPYWQ/W0DyckeeUD3rdo4E+S3JrkvoXzo0mel12/sX1GkvHZ9Sqtn07yga7rzh+icwKA0c76CsDeakWSzcP4+a2xAOwVWtd1I30OQ661tmSfo+YsfsZHnlPqvn3useVjzTp+RblZe+l+5WbGzYP7Om15bv3/gvqlIy4uN2NTP79/+uDPlZspz66/mO+dd+5TbqZfNaHcJMmOifVmyz71627SYWvLzca1k8rNIfPuLTd3Ljmw3Bx44Y5ys/R5O8tNkky5sf617QbxBDk7Jta/rgufuLTc/PC6+eXm6HfcXG5WPPPwcpMkqx9Vb7qx9WbHlNr3w13vfm+23nbHZV3XnVg/2t6ttbZkemYtPrk9daRPBUa1P7yp/sDFP1jkRxZ7vku6r2ddVu/2Gtta+1SSQ7quO3WITm2P1lpbst+jZi9+6Sd+ttR96WsnlY81b/Fd5eauS+r38WddV06SJN1L63vs3zz864M7WNGfv/el5Wb2C+4oN7fcNafcTPn+5HKTJDvq28Rs2ae+F5txWH02sXZt/d+0aF79++fW7x5Ubga1h31+vUmSyTfVBw1de/jLPNCOSfU97KJTBrGHvX5euTnmXXeWm2U/e0i5SZI1R9Sbblz9utsxrbiH/ZP3ZdvSwe1hH/Hn/AUAAICH8fYkR7XW3tVaGz/SJwMAo9VQPe0DAAAADJXfTXJVkt9L8urW2veT3J382P9y2HVd9+pH+uQAYLQw/AUAAGBP86r7/ffc/OhF2R6oS2L4CwAPwfAXAACAPc3CkT4BAOgDw18AAAD2KF3X3TrS5wAAfeAF3wAAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACgh8aN9AkMl43bx+fyZfNLzfTj7i0f556ls8vNUZ9fU25ufv6McpMkk79RP7+zz3lmuVm3aGe5OfDZd5ebuVPXlpsVdx1QbsZsKydJkm3T683hJy4tN8s/c0i5OemVV5Wba1ftX2627bu93Gx6w+pyM/6KfctNkrz/1X9Xbt72+68tN0966yXl5gdrDiw3bdKOcnPNHy4sN9NuaeUmSXYeunFQXdUBX5hUuvw965Otw3QuAD+NP1h0Yrn5/ZsuKzd/tGhxuQFGxobtE/LtZQtKzf4nLCsf59ab9ys3R39iRbm54RcHd399ypfr5/dnO15WbtYeWd/DHv7C28rNQVPre53bbq/NMpJkTH1bkCTZNr7eHP+4G8vNzZ88otw89VXfKzfXrJpbbrbtXx8AbH3jqnIz/vv1/XWSfPiXPlBu3vqON5abp/72heXm8tUHlZsxU+ozg6vfXr9NTLl1cHvYtmB9uRkziEPN+eLU0uVXrG8Z5KjKI38BAAAAAPrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIfGjfQJDJcJY3dkwexVpWbKuK3l46z9ze3l5prf3afczJpT+7fcZ8zS2eXmiFf8sNzMHL+p3Hzt2qPLzR0b9i03k7a2crP2cZvLTZKMGb+z3Nxy/qHlppvflZsLb15UP86tU8pNm1K/DmZPqn//bDxqbblJkrd88HXlZtxL7i03//2pU8vNxmPr33dt5fhy8/iTrys3Kz96cLlJku6i+u3vxpdNLDfbptSO042pnxfASPujRYvLzdtuurzc/MmiE8oNsPsmjd2eo/dZVmqmjq3vYWe+Zku5ufZP9y83+++7vNwkydZb68c64ZeuLDf7Tlxfbj579WPLzXXrDyw3k7bU76tuOGljuUmSMWPq+7cfnH94uekOru9hv3Vr/Tjbb5pWbtrUR2YPu+FRq8tNkrzhA79Wbib9r3vKzec+9aRys/mY+vWQe+v7vSc+/tpys+xfF5abJNn5nfoe+6YXjS0326bWLt/txsN3PfIXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHxo30CQyXrWsm5uYvLio1Gw7ZUT5O+9VWbuYeeE+5GfPP+5WbJNkwt35+p8y6qdyc/aFnlpscVb++J90zttxsn9yVm4P/bXA3jYN/97pys/Gg8eXmytvnl5uzT/7ncvPr3/rVcrPprI3l5rqbDiw3bWP9eyFJ3vDLXyk3f3fFk8rNtE3lJFld/14YN79+fV9yxeHlJq+sJ0kyflX967ToM1vKzYbfWVO6fDtvW3Jv+TAAo86fLDqh3PzujVcM6lh/ethjBtUBu2xcPTmX/ttxpWbDgvqeKr9TTw6bd2e52fzBefUDJdl4cH0Pe9bsa8rNX/z1S8rNjmO3l5tJy+p7y21T63vYAz8zsdwkyfG/d3m5WXnwlHLzvTsPKjcfedw/lZvXnfsb5WbbU9eXm2turH9/t02D28O+6dVfKjcf/P6Z5WZKfWuZbvWEcjPpoPr1feEVR5abvLx+O0qScavqt9kFn9tWbra+ZUXp8mO+ti2pJT9qB5cBAAAAALAnM/wFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOihcSN9AsNlzNYu027fWWo2HNTKx9k5qXaMJNnyn/uXm1955+fLTZJ88IdnlJuPfPCZ5WbNY7aXm/Erx5ab/S6vH+feY+rf5t2v3VNukuTm9xxVblY9qn49ZFpXTn5r9ovKzeqj69/f+//H1HIzYf/676G2zK5fB0nyhTseU272+erkcjN+w45ys/bwcpITD7qt3Fx606PKzdhN9Z+PSTLr+vr30OY548vN3bfOKV1+29beLn8Au+1PD6uvlUnyuzde8YgdC/pozNYu0+4o7mEPrt9H6ybW75+t+uRB5eZ33/3xcpMkf3xNfT/6F+9/SblZ/Zht5Wb8vfX7kPsvqe9hVzy6fpzpb6rvC5Lk8j87odzc++j6Hnb7lEHsYWe8uNysOaa+D9vvczPKTZtbv+1tnTm4Pex/3X1cuZl57iD2sOvrPxvWHVZOsnje7eXmkhuOLjfjNg9uDzttaf3rtHmf+m327jv2KV1+67bB72F3+5G/rbU5rbXXtNY+11q7obW2qbW2prV2QWvt1a21Bz1Ga+0JrbUvtdZWDjRXtNbe3FobxCQMAPrHGgsAQ8/6CsDeZCge+vSiJH+b5K4k5yZZmuSAJM9P8g9JntFae1HXdf8zOm+tPSfJZ5NsTvKpJCuTPCvJe5I8ceBzAsDezhoLAEPP+grAXmMohr/XJXl2kv/quu5/HiPeWvu9JN9J8oLsWkQ/O/D+GUk+nGRHkjO7rrt04P3vSPKNJC9srb2067pPDsG5AcBoZo0FgKFnfQVgr7HbT/vQdd03uq77wv0XzYH3353kQwN/PfN+H3phkv2SfPK+RXPg8puTvH3gr2/Y3fMCgNHOGgsAQ8/6CsDeZLeHvw/jvmdQv/8znJ818PbLD3L5byXZmOQJrbWJw3liADDKWWMBYOhZXwHolWF7ufPW2rgkrxj46/0XyaMG3l73wKbruu2ttZuTHJtkUZJrHuYYSx7iQ/WXsgeAUcIaCwBDz/oKQB8N5yN/353k0Um+1HXdV+73/pkDb9c8RHff+2cN14kBwChnjQWAoWd9BaB3huWRv621NyV5a5Jrk/zicBwjSbquO/Ehjr8kyeLhOi4AjBRrLAAMPesrAH015I/8ba39WpL3Jbk6yZO7rlv5gIvc91vRmXlw971/9VCfGwCMZtZYABh61lcA+mxIh7+ttTcn+eskV2XXonn3g1zshwNvj3yQflyShdn15Po3DeW5AcBoZo0FgKFnfQWg74Zs+Nta+50k70lyeXYtmssf4qLfGHj79Af52OlJpiS5qOu6LUN1bgAwmlljAWDoWV8B2BsMyfC3tfaO7Hpy/CVJntJ13YqfcPF/S7IiyUtba4+73+eYlOSPB/76t0NxXgAw2lljAWDoWV8B2Fvs9gu+tdZemeSPkuxIcn6SN7XWHnixW7quOztJuq5b21p7bXYtoOe11j6ZZGWSZyc5auD9n9rd8wKA0c4aCwBDz/oKwN5kt4e/2fX8RkkyNsmbH+Iy30xy9n1/6bruP1prZyR5W5IXJJmU5IYkv5nk/V3Xdbt7UjvHt2w8oPjA5rE7dvewP5WN8+rNggk/6RfRD2379rHl5jm/cn65+fy/PKncbDxxU7l5+4s/Vm7e+J2Xl5ut/3JAuUmS1S/aUG7Gf2d6udnnicvKzV1X719u2iD+34CVz9pYP84NU8vN9imD+zGx/NsHlputJ9Z/NjzvCd8tNxe89+Ry84kXnltuFn7/iHKz7YCd5SZJNq6bUG7WHrW93Ey5tbacjdn6Yxu8PdUeucYCPJg/Pewx5eb/u/HKcvPnhx1XbuAB9sj1def4lk371e6Ad+Pr95sypn6qaxc+/GUeaP64VfUoybYd9T3sL77+a+Xm42c/rdxsefz6cvNnL/3ncvPK7/5SuVn14UPKTZKsfdm6cjPukod67cOHNu+0O8rNLVcOYngytv79vfrn6/v47qb6HnbH5MH9mFh60UHlZutj63vYF5/6nXJzzgdOLTcfev6Xy81xs37sKdcf1o5Jg5vxjds4sdysP6L+s3jyTbW98pgtg9/D7vbwt+u6dyZ55yC6C5M8c3ePDwB9ZY0FgKFnfQVgbzJkL/gGAAAAAMCew/AXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6aNxIn8BwGbuty7Q7d5aabdPHlo/zmKdfW27u2TSt3PzGp3653CTJhDWt3PzXN59Ubvb/weZyc/PicpK3/v1ry83jn3NNublm5tHlJkm23j2l3Mx+yrJys2lb/abb1b+9c8zxt5abay4/tNzMeeyKcnPP3TPLTZIc8plt5eau06aWm8+1k8rN5OeuLTfHvfeN5Wbcvl25Ofjfd5SbJFl7aP1YbVv959bMm2s/78duqZ8XAEPvzw87rty89YYflJu/PPzYcgOPtLFbu0y/vXafa+uM+r7gSc/+Xrm5a1P9vvcrPvVr5SZJJq6q3xf81/OeVm72v6K+h73t8eUkr/7wr5ebM59X/xp9d+YJ5SZJNi6r73UOfspd5WbL9sHsYev32Y95zNJyc/UVh5SbeY+t7+PvuGt2uUmSQz+9vdzceXr96/rpsfU97LSfX1NuTv6b3yw3Y/ep7feS5KAvDG7Pt/bgQexht9YfWzv9ttpxxm4tH+J/eOQvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA8Z/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA8Z/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPjRvpExguY/bdlumvv63ULLvs4PJx7v4/h5WbDW9YU262HbSl3CTJjgkTy02bv6ncHPiNjeVm0tX7lpsts7py8+3rF5WbdvjOcpMkB51TP787Zs8oNzs3jC83U++q/65n07H140w5dG252fqV/crNnI316zpJjnz/leVmwoZ9ys3NX1lYbmaeP73c3H36jnIzZenYcrNtxuCWi0kvWlZuTpu5otxc0B1duvz2C5KsKh8GgD3AXx5+bLn51euvKzcfPOLIcgO7Y/wBWzL/rdeXmjsvqX+fXv/2+m1o01vqd5x2HlrfVybJpvGTys3Yg+v70Qn/vb5+nCvnlptt0+v7lq9dW7tvmyQ5ZnB72EO/WD+/218+q9zs2FjfT0y5axD7lmPrzfRD6nvYdV+ufy/M2TC4PexjP7ik3MxYX5+3XP3l+s+Tad+szzPuPn17uZl6S/37Z9vUcpIkmfLc+h72mBkry82FrXZ9b/tGl9QPk8QjfwEAAAAAesnwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACghwx/AQAAAAB6yPAXAAAAAKCHDH8BAAAAAHrI8BcAAAAAoIcMfwEAAAAAesjwFwAAAACgh8aN9AkMl23rJuT2rx5aaiafvLp8nOUL6vPzAydtLjcbrtu33CTJ/mfcWW7u3TCl3Nz2c/XzG7epnOQpz7+03Nzw8tr3QZLc9u4J5SZJ1t04qx61beVk6i31m+74U1eWm9P3u6HcfOQHp5ebJ/+vK8rN6w44t9wkyUu/9GvlZsymVm5mrOrKzfbJ9eNkZ/04W2fXm9m/cWu5SZJrL15YblYsmlpuZv5wbOnyyzcP4roGYNT64BFHlps3XF+/H/S3RxxebuA+m1dPylWff1SpmXP6PeXj3LNwfLk5dPLGcrP2/APKTZIc9JSl5Wb5+mnlZukL5pabcfWrIc96wcXl5sqXHFZu7vq/9a9rkqxZtM8gqu3lYsrN9fObeOq95eaM/a4vN/9w7Znl5skvfeT2sC/5yq+WmzGb6rOqGfWRWLZOq++r2vZ6s2Wf+h72wJ+rr+NJ8v2Ljyg39y6s72FnXF+b6yzf0lKfHu3ikb8AAAAAAD1k+AsAAAAA0EOGvwAAAAAAPWT4CwAAAADQQ4a/AAAAAAA9ZPgLAAAAANBDhr8AAAAAAD1k+AsAAAAA0EOGvwAAAAAAPWT4CwAAAADQQ4a/AAAAAAA9ZPgLAAAAANBDhr8AAAAAAD00bqRPYNjsTMZuriVrl00rH2baDfWr8OaFU8vN9I3lJEmy82/2LzcbntbKTTt+U7k5ddHN5ea/rzu23CzYr5xk0w2T61GSmdu7cjPj4vqxnvsr55WbL/3FGeXmK9tOLzeTF9V/p3Te9UeUm6v+5rhykyQ5aWc5GbOtfpvIM1eWk40Xzik3cy8cxO11Z/37dO3iSeUmSXZMrB9r3JXTy83WGbXL7xxbPgQAe5m/PeLwcvOG6294RI5DP7WdyfgNteaeO2aVjzP9h+PLzQ+OqO+VZ9S3iEmSLX91YLlZ/az6feKxx9VP8MmHX1duPn9Dfd9y8Jz6nmrddVPKTZLMGMQedvpF9T3sL77hy+XmU3/2s+Xm8zufXG4mDWIP+80b63vYKz80uD1se1x9Dzt2S/02Me4ZK8rNpgv2LTf7f/uR2cPe+9j67C0Z3B527NX1Pey24k22242H7+72I39ba3Naa69prX2utXZDa21Ta21Na+2C1tqrW2tjHnD5Ba217if8+eTunhMA9IE1FgCGnvUVgL3JUDzy90VJ/jbJXUnOTbI0yQFJnp/kH5I8o7X2oq7rHjg6/36S/3iQz3fVEJwTAPSBNRYAhp71FYC9xlAMf69L8uwk/9V13f88Fr219ntJvpPkBdm1iH72Ad3lXde9cwiODwB9ZY0FgKFnfQVgr7HbT/vQdd03uq77wv0XzYH3353kQwN/PXN3jwMAextrLAAMPesrAHuT4X7Bt20Db7c/yMfmtdZel2ROknuTXNx13RXDfD4A0BfWWAAYetZXAHpl2Ia/rbVxSV4x8NcHe1nHpw38uX9zXpJXdl239Kc8xpKH+NCjfsrTBIBRxxoLAEPP+gpAH+320z78BO9O8ugkX+q67iv3e//GJO9KcmKS2QN/zsiuJ9o/M8k5rbWpw3heADDaWWMBYOhZXwHonWF55G9r7U1J3prk2iS/eP+PdV23PMnvPyD5VmvtZ5JckOTkJK9J8r6HO07XdSc+xPGXJFlcP3MA2LNZYwFg6FlfAeirIX/kb2vt17Jr0bs6yZO7rlv503Rd121P8g8Dfz19qM8LAEY7aywADD3rKwB9NqTD39bam5P8dZKrsmvRvLv4Ke4ZeOt/mQGA+7HGAsDQs74C0HdDNvxtrf1OkvckuTy7Fs3lg/g0pwy8vWmozgsARjtrLAAMPesrAHuDIRn+ttbekV1Pjr8kyVO6rlvxEy67uLX2Y8dtrT0lyVsG/vqxoTgvABjtrLEAMPSsrwDsLXb7Bd9aa1g0xU8AABtXSURBVK9M8kdJdiQ5P8mbWmsPvNgtXdedPfDff5XkiNbaRUluH3jfY5KcNfDf7+i67qLdPS8AGO2ssQAw9KyvAOxNdnv4m2ThwNuxSd78EJf5ZpKzB/77o0mel+SkJM9IMj7JsiSfTvKBruvOH4JzAoA+sMYCwNCzvgKw12hd1430OQy51tqSA4+eufj1n35Sqfv0R856+As9wEkvuqLcXP5Px5Wb/V66tNwkyZoPH1xvXrC+3Iy7eEa52TaIl0ToxtabOT/YWW5Wv2Rd/UBJNq6dVG722bd+rFWrppWbrB1fTqZfX7/CNx1Y/5nyM0+5rNys3Dql3CTJlZ87utxsH8ShDjmjfptd8an67XXlqVvLzeSbJpabmTfWb0dJsuzp9fPrttWfkejfzvqb0uVf8fN35dqrtl3Wdd2J5YPt5VprS6Zn1uKT21NH+lQAeuFXrhvcU8X+/ZGLhvhMhsYl3dezLqutsUWttSWHHjt18e//+/Gl7q8+/MLysZ7xC/UHKZ/zgVPLzeG//MNykyS3ve/IcjOY/dvYi2aWm8HsYdsgRi6zf1i/773uf62pHyjJ+rWTy83++64tNytW1/ewO1ZPKDczrqs/xnHj3PoX6RlPvbTcrN5Wv66T5LL/fHS52VG/6nLombeWm2WfPbTcrHn85nIz8eb6rGXGjYObd97ztC3lptvxY//3yMP61zP+vnT5X37WHfnhVVsHtb4O2Qu+AQAAAACw5zD8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHjL8BQAAAADoIcNfAAAAAIAeMvwFAAAAAOghw18AAAAAgB4y/AUAAAAA6CHDXwAAAACAHmpd1430OQy51tqS8QfPX3zg7/1GqRs7c1v5WGNum1RuBnON75i+cxBVMv2GseWm7agfZ80JW8vN0X+5rtxc+9vTys3UH0wsN/t9b0u5SZJH/ekPys0Fn1xcbqbdXv9+WP64Vm7GL1hfbo7af3m5ufELh5WbaXcO7jaxZUb9eph9Xf37+57H1r/vJqyp/3TYtF/93zP9SfWv0YrV9dtekuy8t349ZPr2cjJpWu02e8tv/1223HTXZV3XnVg+2F6utbZkemYtPrk9daRPBWCv9vJrby83H3/UQcNwJv+vS7qvZ11WW2OLWmtLxh8yf/GBb6vtYcfNqN9PzdLJ9WYQts8cxMYyyYxrx5WbNohN9rrHbyo3R72rvoe97g/q96OnLJlSbvb9/uD2sCf++WXl5sufOLXcTL9tEHvYx5eTTDi0voc95oC7y801Xzqy3AzmOkiSrdPqe75ZN9R/Niw/sb53m7jqkdnDzn5S/Wu0Ys3g9rBbV9XnfG1S/efdlBmbS5e/+a1/n82D3MN65C8AAAAAQA8Z/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA8Z/gIAAAAA9JDhLwAAAABADxn+AgAAAAD0kOEvAAAAAEAPGf4CAAAAAPSQ4S8AAAAAQA8Z/gIAAAAA9NC4kT6B4dLGdhk7c1upmfbtyeXjbJzflZt3PPcz5ebdVz293CTJlEWbys3KtVPLzfyZ68vNNW+aU26mXju+3IzZWk6SMW0QUfLNpYeVm7nPuL3c3Pr9eeVm2i31f9O6cfXvhU0vWlZuNr53Yb05fku5SZL95qwrN2s+u1+52XjixnKzbvWEclP9OZckh06un9uqy+rXQZKc8dQry80ldx5aP9AlM///9u48Wo66SuD492YjJCxJZBvcArjgruBBhQECLjjHDVEURlFczsFlHHTG7czRAYdZdBw3GA8ywwAzCoLjKO6ioywq44YgBMEYw2OHEAIhZF/u/FHV2jz6vbxfp193Uv39nNOn0lV1q3/161/X7bqvUl20eqyaWv4akiRtQ87f/1HFMcffeEdxzBf3L//eqe7E1GT6rmXfcXe6Ylbx66ycXxzCZ191dnHMB65/VfkLAXMeV34Ou/SBnYpjHjdnRXHMDe/fqzhm1nXl3/FjU3EIUV6aAOB/b31iccyjXzJSHPPbax5THLPTSPn1iiunlY+Fla9eVhyz5ozyc/91T+2mOAG7z3ugOGbFV/cojtlwQHldZ9V9M4tjSo9zAHNnlh8X7rl6z+IYgCOP6M85bP6y7Bw2V3d/DuuVv5IkSZIkSZLUQBZ/JUmSJEmSJKmBLP5KkiRJkiRJUgNZ/JUkSZIkSZKkBrL4K0mSJEmSJEkNZPFXkiRJkiRJkhrI4q8kSZIkSZIkNZDFX0mSJEmSJElqIIu/kiRJkiRJktRAFn8lSZIkSZIkqYEs/kqSJEmSJElSA1n8lSRJkiRJkqQGsvgrSZIkSZIkSQ00bdANmCyxfgpTR2YWxex94e+KX+eO4x5fHHPaxccWx0zZUBwCwF27zSqOiU1RHHP/9E3FMdPvKx9+zzn62uKYSxc9oTjmscfcURwDcPNV84tjlszZsThmzk3lf7d54vE3Fsf86pZHF8fc/JGDi2Oed9BvimMWnfWk4hgANu5QHDL99UuLYzbdMq84ZufF5Z+JtQetLY654bePKo7ZcV35cQHg8Dnl427JKfsXxyw9sGz97G53JEnarn1x/72LY15zw11F6y86ZgMry7/aCYh1U4jFZedve557dfHr5FsOKI5551feWhzT7Tns/bvtXBwTG8rPj5bNKG/g9HumF8ccccxVxTHfXfTk4pj9jrmtOAbgpmv2LY5Zscvs4phdF5e/R097/cLimF/c9tjimJv/7nnFMX/67OuLY3575lOKYwA2U1bbAphxfPk57Ppby89hd1pSfg674dlrimOuX/zI4pgd1nd30nfwrouLYxb/Q/lndumzCgO24hzWK38lSZIkSZIkqYEs/kqSJEmSJElSA1n8lSRJkiRJkqQGsvgrSZIkSZIkSQ1k8VeSJEmSJEmSGsjiryRJkiRJkiQ1kMVfSZIkSZIkSWogi7+SJEmSJEmS1EAWfyVJkiRJkiSpgSz+SpIkSZIkSVIDWfyVJEmSJEmSpAay+CtJkiRJkiRJDWTxV5IkSZIkSZIaKDJz0G3ouYi4N6ZPnzdj9z2L4nZYurb4tdbPnVkcs3lGcQjR5du0eVp5YDevNWX65uKYzeumFsfsvNOa4piV63Yojpk5Y0NxDMDa1eVvbpZ3A9NWR3HMDvPKx/fq9eX7E2vL/6Y0a5fy93Xdsh2LYwDo5pg3b2NxyIb104pjpq4tf183z95UHJObyt+jKRvK2waw17z7imPuvXVOccyGWWXtW7/sbnLjhuWZ+YjiFxtyEXHvFKbOm83Og26KJKkP5j657HvxnUvWsGHtZnNsoW7PYWfcubr4tTbuNqs4ZlMDz2Gnzij/Hr1pbfl3/F12Ln+PHlhbXmfYccb64hiANWvKz5eZUt7hU1eXn4PsOK/8PHHVhi4G69ryk/LZO5e3be09XZ7DdmNeeU2jq3PYdeXniTmr/LO3eXMX57DruzuH3XNuF+ewt5efw24sPYe9p/tz2KYWf28CdgFGOizev57e2LcGbXvsg4r9ULEf7IOWYeqH+cADmbnPoBuyvRknxw7T+BmP/VCxH+yDFvth+PpgPubYYp7DToj9YB+02A/2Qcsw9cN8usyvjSz+jicirgLIzAMH3ZZBsQ8q9kPFfrAPWuwHbQ3HT8V+qNgP9kGL/WAfaOs5hir2g33QYj/YBy32w8R4z19JkiRJkiRJaiCLv5IkSZIkSZLUQBZ/JUmSJEmSJKmBLP5KkiRJkiRJUgNZ/JUkSZIkSZKkBorMHHQbJEmSJEmSJEk95pW/kiRJkiRJktRAFn8lSZIkSZIkqYEs/kqSJEmSJElSA1n8lSRJkiRJkqQGsvgrSZIkSZIkSQ1k8VeSJEmSJEmSGsjiryRJkiRJkiQ10NAUfyPiURFxTkTcERHrImIkIj4dEXMH3bZ+qPc3x3jcNej29VJEvDoizoiIH0XEA/U+fmELMQdHxLcjYnlErImIayPi3RExtV/t7rWSfoiI+eOMj4yIC/vd/l6IiEdExFsj4qsRsbh+b1dExI8j4i0R0fEY2LTxUNoPTR0PmhzDnl/BHGuONccOa441v2qymWPNscOWY82v5tcWc2xvTRt0A/ohIvYDrgT2AL4G3AgcBJwMvDgiDsnMewfYxH5ZAXy6w/wH+92QSfYh4BlU+3UbsP94K0fEK4D/AdYCFwHLgZcBnwIOAY6dzMZOoqJ+qP0auLjD/IU9bFc/HQucCdwJXArcAuwJHAOcDfxZRBybmdkKaOh4KO6HWtPGg3rM/PoQ5tgOGnpMBXMsmGPB/KpJZI59CHNsBw08poL5FcyvLebYXsrMxj+AS4AE3jVq/ifr+Z8bdBv70AcjwMig29GnfT0CeDwQwIL6Pf7CGOvuAiwF1gHPbps/k+rLVgLHDXqf+tAP8+vl5w263T3ugyOpkt6UUfP3okoeCbyq6eOhi35o5Hjw0fuH+fUP+2uO7bxuI4+pXfRDI4+p5ljzq4/JfZhj/7C/5tjO6zbumNpFHzTymGp+7bofGjkeevVo/G0f6r+YvogqaXx21OJTgFXACRExu89N0yTJzEsz83dZHwG24NXA7sCFmfnLtm2spfqrI8DbJ6GZk66wHxopM3+Ymd/IzM2j5t8FfK5+uqBtUSPHQxf9IG2R+XU4mWMr5lhzLJhfNXnMscPJHGt+BfNrizm2t4bhtg9H1NPvdRg0KyPiJ1SJ9bnAD/rduD7bISJeDzyG6gvDtcAVmblpsM0aqCPr6Xc7LLsCWA0cHBE7ZOa6/jVrYPaOiJOARwD3Av+XmdcOuE2TZUM93dg2bxjHQ6d+aBmm8aBy5teHMsc+3DAeU8czTMdUc6z5VVvHHPtQ5tiHG7Zj6niG6Zhqfq2YYwsNQ/H3ifV00RjLf0eVOJ9A8xPnXsDnR827KSLelJmXD6JB24Axx0dmboyIm4CnAPsCN/SzYQPywvrxBxFxGfDGzLxlIC2aBBExDXhD/bQ9SQ7VeBinH1qGYjyoa+bXhzLHPtxQHVMnYCiOqeZY86t6whz7UObYhxuaY+oEDMUx1fxaMcd2p/G3fQB2racrxljemj+nD20ZpHOB51MlztnA04CzqO6L8p2IeMbgmjZQjo/KauA04EBgbv04nOrG6guAHzTsv5V9FHgq8O3MvKRt/rCNh7H6YdjGg7ozbJ+X8ZhjO3OMVIbtmGqONb9q6w3T52VLzLGdOUaG75hqfq2YY7swDMVfAZn5kfqeKXdn5urMXJiZb6P6wYAdgVMH20INUmYuzcy/zcxfZeb99eMKqisKfgY8DnjrYFvZGxHxl8BfU/1i8gkDbs7AjNcPwzQepF4wx2o8w3RMNceaX6VeM8dqLMN0TDW/Vsyx3RuG4m/rrxy7jrG8Nf/+PrRlW9S6UfZhA23F4Dg+xpGZG4Gz66fb/RiJiL8APgP8BjgiM5ePWmUoxsME+qGjpo0HbbWh+LxsJXNsxTHSQdOOqeZY86t6qvGflx4wx1YcI6M07Zhqfq2YY7fOMBR/f1tPnzDG8sfX07Hup9R099TTYb38fczxUd9LZh+qm4gv6WejtjGNGCMR8W7gDGAhVbK4q8NqjR8PE+yH8TRiPKgnzK9bNuyfl8YfU3ugEWPEHGt+Vc+ZY7ds2D8zjT6m9kAjxof5tWKO3XrDUPy9tJ6+KCIesr8RsTNwCNW9QX7a74ZtI55bT7fbA8FW+mE9fXGHZYcBs4ArG/SrmN3Y7sdIRHwA+BRwDVWyWDrGqo0eDwX9MJ7tfjyoZ8yvWzbsn5dGH1N7ZLsfI+ZY86smhTl2y4b9M9PYY2qPbPfjw/xaMcf2RuOLv5n5e+B7VDeEf+eoxR+hqvx/PjNX9blpfRMRT+p0Y+uImA/8a/30C/1s0zbky8Ay4LiIeHZrZkTMBP6+fnrmIBrWTxFxwOgvlvX85wPvqZ9ul2MkIj5MdVP4q4DnZ+aycVZv7Hgo6Ycmjwf1jvm1Yo4dV2OPqSWafEw1x5pfNTnMsRVz7LgaeUwt0eRjqvm1Yo7tncjMQbdh0kXEfsCVwB7A14AbgOcAR1D9V5mDM/PewbVwckXEqVQ3xb4CuBlYCewHvASYCXwbeGVmrh9UG3spIo4Gjq6f7gUcRfUXnh/V85Zl5ntHrf9lYC1wIbAceDnwxHr+a3I7/KCU9ENEXEb138euBG6rlz8dOLL+94czs5U4thsR8UbgPGAT1X8T6fQLqCOZeV5bTOPGQ2k/NHU8qPeGPb+CORZzLJhjhzbHml81mcyx5liGMMeaX82vLebYHsvMoXgAjwbOBe4E1lMlj08Dcwfdtj7s++HAF6l+EfF+YAPVPU++D7yB+o8ATXlQ/eJrjvMY6RBzCNWXh/uANcB1VH8dmjro/elHPwBvAb4JjAAPAuuAW4CLgEMHvS+T2AcJXNb08VDaD00dDz4m5zHM+bXef3OsOdYcO6Q51vzqY7If5lhz7LDlWPOr+bXbfmjqeOjVYyiu/JUkSZIkSZKkYdP4e/5KkiRJkiRJ0jCy+CtJkiRJkiRJDWTxV5IkSZIkSZIayOKvJEmSJEmSJDWQxV9JkiRJkiRJaiCLv5IkSZIkSZLUQBZ/JUmSJEmSJKmBLP5KkiRJkiRJUgNZ/JUkSZIkSZKkBrL4K0mSJEmSJEkNZPFXkiRJkiRJkhrI4q8kSZIkSZL6KiJ2iYjTI2IkIjZGREbEMwfdrn6LiMsiIgfdDjXXtEE3QJIkSZIkSeOLiPnATcB/ZuaJA21Mb/wzcBLwTeDzwCbgroG2SGogi7+SJEmSJEnqt5cCizLzZYNuiNRk3vZBkiRJkiRJ/bY3cOegGyE1ncVfSZIkSZKkbVhEnEp1yweAN9b3x209ToyIBfW/T42IgyLiWxGxvJ43v97GERHxbxHxm4h4ICLWRMTCiDglImZ2es06fkFEvDoifh4Rq+vtXhgRj+wQs2/9Govr7S+PiOsi4nMR8Yh6ndY9bgM4vG0/LmvbzpSIeFtE/CIiHoyIVfW/3x4RD6tlteIjYq+IODsibo+ITRFx4qjle0bEORFxd73NKyPi0Hqd2RHx8Yi4OSLWRcT1EXHsOO/J8RFxaUTcHxFrI+KGiPhQROwwxvrHRcRVdb8sjYjPR8TeY21f6pXI9J7SkiRJkiRJ26qIWAAcDZwM/Bq4uG3xxcAc4FLge8AC4MfA1cBuwN9k5h0R8V1gf+BK4HZgJnAI8CzgMuAFmbmp7TVPBU4B/ht4OfB14GbgOcChwI3AMzNzXb3+nwALgV2Ab9fLZwL7AM8HnpOZC+uC7Px62zcD59UvOZKZ59XbOh/4c+BW4CtAAq8EHgtckJmvG9U/CVxXv/aDdV9sBr6bmd+pl/8a2AlYCVwOzAOOAzYCzwPOqud9H5gOHA/MBg7OzJ+Oer1zgDcBt9V9fj/wXODgui9fmJkb29Z/D/DJer0v1dOj6vdtBfD0zAykSWDxV5IkSZIkaRs33g++1cXhS+unb8vMszrE7wvclKMKQRFxGvAh4LjMvKht/qlUBdqVwCGZeV3bsguoiqOvzcwv1fPeBZwOvDszPzPqNWYDmzNzTdu8BC7PzAWj1j0euICqeH1YZj7Yto3LgQOB12XmBaO2BdUPx725vfA6avlZwDsyc3M9/wTgv4D7gJ8Ax2bm2nrZocAVwMWZ+cq2bZ0InAt8tW5H+z61+uwPfVC/b4uoitIHZOZIPX8KVWH9GACLv5os3vZBkiRJkiSpGa7pVPgFyMwlowu/tU/V06PG2Obp7YXf2r/X04M6rL9m9IzMXNVeJN2CN9fTD7YKv61tAB+on761Q9x64L2jC79tVgPvaxV+axdQXfk7Fzi5VfitX+9HwAjwzFHbObmOeXOHfToNuBdovzL5dVRXEp/RKvzW298MvI/qCmVp0kwbdAMkSZIkSZLUEz8fa0F95ezJVLdPeAKwM9V9d1sedg/f2i87zLu1ns5tm/d14B+Bz0bEUcAlVFfT/maMovNYDqAqiF7WYdnlwCaqW1WMNpKZS8fZ7qLMXNk+IzM3RcTdwOzMXNIh5naq21wAEBGzgGcAy4B3R3S8WHcd8KS25we0tf0hMnNJRNxKdTsLaVJY/JUkSZIkSWqGuzrNjIjpwA+prtRdCFwE3ANsqFc5Bej4Q2VU96cdrXV17dTWjMy8OSIOAk4FXkx9OwPg1oj4l8w8fYL7sCuwPDPXj16QmRsjYhmwR4e4jvveZsUY8zduYVl77WwuVcF8d6o+m4hd6+ndYyy/C4u/mkQWfyVJkiRJkpphrCtsX0FV+D0vM9/UvqD+obaJFjLHf/HMG4DXRsQ0qitkXwC8C/hMRKzKzP+YwGZWAPMiYnpmbmhfUG93N+CBTi+/da2fkFaR+OrMPGDcNR8esydwfYfle211q6RxeM9fSZIkSZKkbd+mejp13LU6e1w9/UqHZYd315yxZebGzLwqMz9G9cNwAEdPMPxqqnrVYR2WHUa1/7/a+laWq+9BfD3wlIiYN8GwVlsf1s/1j/A9ukfNkzqy+CtJkiRJkrTtu4/q6tbHdBE7Uk8XtM+si48f26pW/XFbB0bErh0W7VlPV09wU+fU03+q77Hb2v4s4KP104lcQTxZPgnMAM6JiDmjF0bE3Ihovyr4fKrba7wrIua3rTcF+DjW5jTJvO2DJEmSJEnSNi4zH4yInwGHRsT5wCKqq4G/PoHwbwCLgb+KiKdRXV37GOClwLforqA82gnASRHxY+D3VMXq/YCXUf0I2qcnspHMvCAiXgG8Brg+Ii6mKnofDewDXJSZ5/egvV3JzHMi4kDgHcDvI+IS4BZgXt2+w4BzgbfV649ExAeBTwBXR8RFVLeCOAqYA1wLPL3vO6KhYfFXkiRJkiRp+3AC8CmqH1Q7nurHx27jj1f2dpSZqyLiSKorZxcAhwJLgNOormR9bQ/a9kWqH407GDgQ2BG4HbgQ+ERmLizY1vHA5cCbgZPqeTdQFVDP7EFbt0pmvjMivkNV4H0BVRF3OVUR+OPAF0at/8mIuBN4H3AisBK4BHg/cEH/Wq5hFJn9uB+2JEmSJEmSJKmfvK+IJEmSJEmSJDWQxV9JkiRJkiRJaiCLv5IkSZIkSZLUQBZ/JUmSJEmSJKmBLP5KkiRJkiRJUgNZ/JUkSZIkSZKkBrL4K0mSJEmSJEkNZPFXkiRJkiRJkhrI4q8kSZIkSZIkNZDFX0mSJEmSJElqIIu/kiRJkiRJktRAFn8lSZIkSZIkqYEs/kqSJEmSJElSA1n8lSRJkiRJkqQGsvgrSZIkSZIkSQ1k8VeSJEmSJEmSGsjiryRJkiRJkiQ10P8D8E0Gaqh5NioAAAAASUVORK5CYII=\n" + }, + "metadata": { + "image/png": { + "width": 703, + "height": 291 + }, + "needs_background": "light" + } + } + ], + "source": [ + "f, axes = plt.subplots(1, 3, figsize=(12, 4))\naxes[0].imshow(A, aspect='auto')\naxes[0].set_title('mCCA transform matrix')\naxes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\naxes[1].set_title('Covariance of\\ntransformed data')\naxes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\naxes[2].set_title('Cross-correlation between\\nraw & transformed data')\naxes[2].set_xlabel('transformed')\naxes[2].set_ylabel('raw')\nplt.plot(np.mean(z ** 2, axis=0))\nplt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Second example\n-----------------------------------------------------------------------------\nNow Create 3 data sets with some shared parts.\n\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build data\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = np.random.randn(10000, 5)\nx2 = np.random.randn(10000, 5)\nx3 = np.random.randn(10000, 5)\nx4 = np.random.randn(10000, 5)\nx = np.hstack((x2, x1, x3, x1, x4, x1))\nC = np.dot(x.T, x)\nprint('Aggregated data covariance shape: {}'.format(C.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply mCCA\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "A, score, AA = cca.mcca(C, 10)" + ] + }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\nMjk5CiUlRU9GCg==\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAElCAYAAAABee9AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 703, + "height": 291 + }, + "needs_background": "light" + } + } + ], + "source": [ + "f, axes = plt.subplots(1, 3, figsize=(12, 4))\naxes[0].imshow(A, aspect='auto')\naxes[0].set_title('mCCA transform matrix')\naxes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\naxes[1].set_title('Covariance of\\ntransformed data')\naxes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\naxes[2].set_title('Cross-correlation between\\nraw & transformed data')\naxes[2].set_xlabel('transformed')\naxes[2].set_ylabel('raw')\nplt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Third example\n-----------------------------------------------------------------------------\nFinally let's create 3 identical 10-channel data sets. Only 10 worthwhile\ncomponents should be found, and the transformed dataset should perfectly\nexplain all the variance (empty last two block-columns in the\ncross-correlation plot).\n\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build data\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = np.random.randn(10000, 10)\nx = np.hstack((x1, x1, x1))\nC = np.dot(x.T, x)\nprint('Aggregated data covariance shape: {}'.format(C.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute mCCA\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "A, score, AA = cca.mcca(C, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 703, + "height": 291 + }, + "needs_background": "light" + } + } + ], + "source": [ + "f, axes = plt.subplots(1, 3, figsize=(12, 4))\naxes[0].imshow(A, aspect='auto')\naxes[0].set_title('mCCA transform matrix')\naxes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\naxes[1].set_title('Covariance of\\ntransformed data')\naxes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\naxes[2].set_title('Cross-correlation between\\nraw & transformed data')\naxes[2].set_xlabel('transformed')\naxes[2].set_ylabel('raw')\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" } - ], - "source": [ - "f, axes = plt.subplots(1, 3, figsize=(12, 4))\n", - "axes[0].imshow(A, aspect='auto')\n", - "axes[0].set_title('mCCA transform matrix')\n", - "axes[1].imshow(A.T.dot(C.dot(A)), aspect='auto')\n", - "axes[1].set_title('Covariance of\\ntransformed data')\n", - "axes[2].imshow(x.T.dot((x.dot(A))), aspect='auto')\n", - "axes[2].set_title('Cross-correlation between\\nraw & transformed data')\n", - "axes[2].set_xlabel('transformed')\n", - "axes[2].set_ylabel('raw')\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_ress.ipynb b/examples/example_ress.ipynb new file mode 100644 index 00000000..e6292044 --- /dev/null +++ b/examples/example_ress.ipynb @@ -0,0 +1,139 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nRhythmic Entrainment Source Separation (RESS) example\n=====================================================\n\nFind the linear combinations of multichannel data that maximize the\nsignal-to-noise ratio of the narrow-band steady-state response in the frequency\ndomain.\n\nUses `meegkit.RESS()`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.signal as ss\n", + "\n", + "from meegkit import ress\n", + "from meegkit.utils import unfold, rms, fold\n", + "\n", + "#import config\n", + "\n", + "np.random.seed(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create synthetic data\n-----------------------------------------------------------------------------\nCreate synthetic data containing a single oscillatory component at 12 hz.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 3 + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 380, + "height": 248 + }, + "needs_background": "light" + } + } + ], + "source": [ + "n_times = 1000\nn_chans = 10\nn_trials = 50\ntarget = 12\nsfreq = 250\nnoise_dim = 8\nSNR = 1.\nt0 = 100\n\n# source\nsource = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\ns = source * np.random.randn(1, n_chans)\ns = s[:, :, np.newaxis]\ns = np.tile(s, (1, 1, n_trials))\nsignal = np.zeros((n_times, n_chans, n_trials))\nsignal[t0:, :, :] = s\n\n# noise\nnoise = np.dot(\n unfold(np.random.randn(n_times, noise_dim, n_trials)),\n np.random.randn(noise_dim, n_chans))\nnoise = fold(noise, n_times)\n\n# mix signal and noise\nsignal = SNR * signal / rms(signal.flatten())\nnoise = noise / rms(noise.flatten())\ndata = signal + noise\n\n# Plot\nf, ax = plt.subplots(3)\nax[0].plot(signal[:, 0, 0], c='C0', label='source')\nax[1].plot(noise[:, 1, 0], c='C1', label='noise')\nax[2].plot(data[:, 1, 0], c='C2', label='mixture')\nax[0].legend()\nax[1].legend()\nax[2].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enhance oscillatory activity using RESS\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 395, + "height": 261 + }, + "needs_background": "light" + } + } + ], + "source": [ + "# Apply RESS\nout = ress.RESS(data, sfreq=sfreq, peak_freq=target)\n\n# Compute PSD\nnfft = 250\ndf = sfreq / nfft # frequency resolution\nbins, psd = ss.welch(out, sfreq, window=\"hamming\", nperseg=nfft,\n noverlap=125, axis=0)\npsd = psd.mean(axis=1) # average over trials\n\n# Loop over frequencies and compute SNR\nskipbins = 1 # skip bins directly next to frequency of interest\nn_bins = int(3 / df) # number of bins to average over\nsnr = np.zeros(len(bins))\nfor ibin in range(n_bins + 1, len(bins) - n_bins - 1):\n numer = psd[ibin]\n irange = np.r_[np.arange(ibin - n_bins, ibin - skipbins),\n np.arange(ibin + skipbins + 1, ibin + n_bins)]\n denom = np.mean(psd[irange])\n snr[ibin] = numer / denom # divide amplitude at peak by neighbours\n\nf, ax = plt.subplots(1)\nax.plot(bins, snr, 'o')\nax.axvline(target, ls=':', c='grey', zorder=0)\nax.set_ylabel('SNR (a.u.)')\nax.set_xlabel('Frequency (Hz)')\nax.set_xlim([0, 40])\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_ress.py b/examples/example_ress.py new file mode 100644 index 00000000..68a287d3 --- /dev/null +++ b/examples/example_ress.py @@ -0,0 +1,95 @@ +""" +Rhythmic Entrainment Source Separation (RESS) example +===================================================== + +Find the linear combinations of multichannel data that maximize the +signal-to-noise ratio of the narrow-band steady-state response in the frequency +domain. + +Uses `meegkit.RESS()`. +""" + +import matplotlib.pyplot as plt +import numpy as np +import scipy.signal as ss + +from meegkit import ress +from meegkit.utils import unfold, rms, fold + +import config + +np.random.seed(1) + +############################################################################### +# Create synthetic data +# ----------------------------------------------------------------------------- +# Create synthetic data containing a single oscillatory component at 12 hz. +n_times = 1000 +n_chans = 10 +n_trials = 50 +target = 12 +sfreq = 250 +noise_dim = 8 +SNR = 1. +t0 = 100 + +# source +source = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T +s = source * np.random.randn(1, n_chans) +s = s[:, :, np.newaxis] +s = np.tile(s, (1, 1, n_trials)) +signal = np.zeros((n_times, n_chans, n_trials)) +signal[t0:, :, :] = s + +# noise +noise = np.dot( + unfold(np.random.randn(n_times, noise_dim, n_trials)), + np.random.randn(noise_dim, n_chans)) +noise = fold(noise, n_times) + +# mix signal and noise +signal = SNR * signal / rms(signal.flatten()) +noise = noise / rms(noise.flatten()) +data = signal + noise + +# Plot +f, ax = plt.subplots(3) +ax[0].plot(signal[:, 0, 0], c='C0', label='source') +ax[1].plot(noise[:, 1, 0], c='C1', label='noise') +ax[2].plot(data[:, 1, 0], c='C2', label='mixture') +ax[0].legend() +ax[1].legend() +ax[2].legend() + +############################################################################### +# Enhance oscillatory activity using RESS +# ----------------------------------------------------------------------------- + +# Apply RESS +out = ress.RESS(data, sfreq=sfreq, peak_freq=target) + +# Compute PSD +nfft = 250 +df = sfreq / nfft # frequency resolution +bins, psd = ss.welch(out, sfreq, window="hamming", nperseg=nfft, + noverlap=125, axis=0) +psd = psd.mean(axis=1) # average over trials + +# Loop over frequencies and compute SNR +skipbins = 1 # skip bins directly next to frequency of interest +n_bins = int(3 / df) # number of bins to average over +snr = np.zeros(len(bins)) +for ibin in range(n_bins + 1, len(bins) - n_bins - 1): + numer = psd[ibin] + irange = np.r_[np.arange(ibin - n_bins, ibin - skipbins), + np.arange(ibin + skipbins + 1, ibin + n_bins)] + denom = np.mean(psd[irange]) + snr[ibin] = numer / denom # divide amplitude at peak by neighbours + +f, ax = plt.subplots(1) +ax.plot(bins, snr, 'o') +ax.axvline(target, ls=':', c='grey', zorder=0) +ax.set_ylabel('SNR (a.u.)') +ax.set_xlabel('Frequency (Hz)') +ax.set_xlim([0, 40]) +plt.show() diff --git a/examples/example_star.ipynb b/examples/example_star.ipynb index e2433087..070b0705 100644 --- a/examples/example_star.ipynb +++ b/examples/example_star.ipynb @@ -1,208 +1,131 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Sparse time artifact removal on simulated data\n", - "==============================================\n", - "\n", - "This example is similar to test_nt_star.m in Noisetools. Results are equivalent\n", - "(within numerical precision) to the Matlab code.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from meegkit import star\n", - "from meegkit.utils import demean, normcol\n", - "\n", - "import config" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create simulated data\n", - "-----------------------------------------------------------------------------\n", - "Simulated data consist of N channels, 1 sinusoidal target, N-3 noise sources,\n", - "with temporally local artifacts on each channel.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Create simulated data\n", - "nchans = 10\n", - "n_samples = 1000\n", - "f = 2\n", - "target = np.sin(np.arange(n_samples) / n_samples * 2 * np.pi * f)\n", - "target = target[:, np.newaxis]\n", - "noise = np.random.randn(n_samples, nchans - 3)\n", - "\n", - "# Create artifact signal\n", - "SNR = np.sqrt(1)\n", - "x0 = (normcol(np.dot(noise, np.random.randn(noise.shape[1], nchans))) +\n", - " SNR * target * np.random.randn(1, nchans))\n", - "x0 = demean(x0)\n", - "artifact = np.zeros(x0.shape)\n", - "for k in np.arange(nchans):\n", - " artifact[k * 100 + np.arange(20), k] = 1\n", - "x = x0 + 10 * artifact\n", - "\n", - "# This is to compare with matlab numerically\n", - "# from scipy.io import loadmat\n", - "# mat = loadmat('/Users/nicolas/Toolboxes/NoiseTools/TEST/X.mat')\n", - "# x = mat['x']\n", - "# x0 = mat['x0']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Apply STAR\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "proportion artifact free: 0.70\n", - "proportion artifact free: 0.70\n", - "proportion artifact free: 0.70\n", - "depth: 1\n", - "fixed channels: 10\n", - "fixed samples: 303\n", - "ratio: 1.01\n", - "power ratio: 0.43\n" - ] + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " b = a[a_slice]\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1341: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out_full[ind] += zi\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1344: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out = out_full[ind]\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1350: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " zf = out_full[ind]\n" - ] - } - ], - "source": [ - "y, w, _ = star.star(x, 2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nSparse time artifact removal on simulated data\n==============================================\n\nThis example is similar to test_nt_star.m in Noisetools. Results are equivalent\n(within numerical precision) to the Matlab code.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\nimport numpy as np\n\nfrom meegkit import star\nfrom meegkit.utils import demean, normcol\n\n# import config" + ] + }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/matplotlib/figure.py:2359: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " warnings.warn(\"This figure includes Axes that are not compatible \"\n" - ] + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create simulated data\n-----------------------------------------------------------------------------\nSimulated data consist of N channels, 1 sinusoidal target, N-3 noise sources,\nwith temporally local artifacts on each channel.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Create simulated data\nnchans = 10\nn_samples = 1000\nf = 2\ntarget = np.sin(np.arange(n_samples) / n_samples * 2 * np.pi * f)\ntarget = target[:, np.newaxis]\nnoise = np.random.randn(n_samples, nchans - 3)\n\n# Create artifact signal\nSNR = np.sqrt(1)\nx0 = (normcol(np.dot(noise, np.random.randn(noise.shape[1], nchans))) +\n SNR * target * np.random.randn(1, nchans))\nx0 = demean(x0)\nartifact = np.zeros(x0.shape)\nfor k in np.arange(nchans):\n artifact[k * 100 + np.arange(20), k] = 1\nx = x0 + 10 * artifact\n\n# This is to compare with matlab numerically\n# from scipy.io import loadmat\n# mat = loadmat('/Users/nicolas/Toolboxes/NoiseTools/TEST/X.mat')\n# x = mat['x']\n# x0 = mat['x0']" + ] }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+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\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGoCAYAAABbtxOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUlU0QFZKKaWUUqrK/wfBUREEiF82RAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply STAR\n-----------------------------------------------------------------------------\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "proportion artifact free: 0.70\nproportion artifact free: 0.70\nproportion artifact free: 0.70\ndepth: 1\nfixed channels: 10\nfixed samples: 303\nratio: 1.01\npower ratio: 0.41\n" + ] + } + ], + "source": [ + "y, w, _ = star.star(x, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 434, + "height": 280 + }, + "needs_background": "light" + } + } + ], + "source": [ + "f, (ax1, ax2, ax3) = plt.subplots(3, 1)\nax1.plot(x, lw=.5)\nax1.set_title('Signal + Artifacts (SNR = {})'.format(SNR))\nax2.plot(y, lw=.5)\nax2.set_title('Denoised')\nax3.plot(demean(y) - x0, lw=.5)\nax3.set_title('Residual')\nf.set_tight_layout(True)\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" } - ], - "source": [ - "f, (ax1, ax2, ax3) = plt.subplots(3, 1)\n", - "ax1.plot(x, lw=.5)\n", - "ax1.set_title('Signal + Artifacts (SNR = {})'.format(SNR))\n", - "ax2.plot(y, lw=.5)\n", - "ax2.set_title('Denoised')\n", - "ax3.plot(demean(y) - x0, lw=.5)\n", - "ax3.set_title('Residual')\n", - "f.set_tight_layout(True)\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/examples/example_star_dss.ipynb b/examples/example_star_dss.ipynb index d2a203e2..00c5f41a 100644 --- a/examples/example_star_dss.ipynb +++ b/examples/example_star_dss.ipynb @@ -1,286 +1,167 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Example demonstrating STAR + DSS\n", - "================================\n", - "\n", - "This example shows how one can effectively combine STAR and DSS to recover\n", - "signal components which would not have been discoverable with either these\n", - "two techniques alone, due to the presence of strong artifacts.\n", - "\n", - "This example replicates figure 1 in [1]_.\n", - "\n", - "References\n", - "----------\n", - ".. [1] de Cheveigné A (2016) Sparse Time Artifact Removal, Journal of\n", - " Neuroscience Methods, 262, 14-20, doi:10.1016/j.jneumeth.2016.01.005\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from scipy.optimize import leastsq\n", - "\n", - "from meegkit import star, dss\n", - "from meegkit.utils import demean, normcol, tscov\n", - "\n", - "import config # noqa\n", - "\n", - "np.random.seed(9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create simulated data\n", - "-----------------------------------------------------------------------------\n", - "Simulated data consist of N channels, 1 sinusoidal target, N-3 noise sources,\n", - "with temporally local artifacts on each channel.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Source\n", - "n_chans, n_samples = 10, 1000\n", - "f = 2\n", - "target = np.sin(np.arange(n_samples) / n_samples * 2 * np.pi * f)\n", - "target = target[:, np.newaxis]\n", - "noise = np.random.randn(n_samples, n_chans - 3)\n", - "\n", - "# Create artifact signal\n", - "SNR = np.sqrt(1)\n", - "x0 = (normcol(np.dot(noise, np.random.randn(noise.shape[1], n_chans))) +\n", - " SNR * target * np.random.randn(1, n_chans))\n", - "x0 = demean(x0)\n", - "artifact = np.zeros(x0.shape)\n", - "for k in np.arange(n_chans):\n", - " artifact[k * 100 + np.arange(20), k] = 1\n", - "x = x0 + 10 * artifact\n", - "\n", - "\n", - "def _sine_fit(x):\n", - " \"\"\"Fit a sinusoidal trend.\"\"\"\n", - " guess_mean = np.mean(x)\n", - " guess_std = np.std(x)\n", - " guess_phase = 0\n", - " t = np.linspace(0, 4 * np.pi, x.shape[0])\n", - "\n", - " # Optimization function, in this case, we want to minimize the difference\n", - " # between the actual data and our \"guessed\" parameters\n", - " def func(y):\n", - " return np.mean(x - (y[0] * np.sin(t + y[1]) + y[2])[:, None], 1)\n", - "\n", - " est_std, est_phase, est_mean = leastsq(\n", - " func, [guess_std, guess_phase, guess_mean])[0]\n", - " data_fit = est_std * np.sin(t + est_phase) + est_mean\n", - " return np.tile(data_fit, (x.shape[1], 1)).T" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1) Apply STAR\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "proportion artifact free: 0.70\n", - "proportion artifact free: 0.70\n", - "proportion artifact free: 0.70\n", - "depth: 1\n", - "fixed channels: 10\n", - "fixed samples: 299\n", - "ratio: 1.01\n", - "power ratio: 0.43\n" - ] + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " b = a[a_slice]\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1341: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out_full[ind] += zi\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1344: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " out = out_full[ind]\n", - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/scipy/signal/signaltools.py:1350: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " zf = out_full[ind]\n" - ] - } - ], - "source": [ - "y, w, _ = star.star(x, 2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "2) Apply DSS on raw data\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "c0, _ = tscov(x)\n", - "c1, _ = tscov(x - _sine_fit(x))\n", - "[todss, _, pwr0, pwr1] = dss.dss0(c0, c1)\n", - "z1 = normcol(np.dot(x, todss))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "3) Apply DSS on STAR-ed data\n", - "-----------------------------------------------------------------------------\n", - "Here the bias function is the original signal minus the sinusoidal trend.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "c0, _ = tscov(y)\n", - "c1, _ = tscov(y - _sine_fit(y))\n", - "[todss, _, pwr0, pwr1] = dss.dss0(c0, c1)\n", - "z2 = normcol(np.dot(y, todss))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plots\n", - "-----------------------------------------------------------------------------\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\nExample demonstrating STAR + DSS\n================================\n\nThis example shows how one can effectively combine STAR and DSS to recover\nsignal components which would not have been discoverable with either these\ntwo techniques alone, due to the presence of strong artifacts.\n\nThis example replicates figure 1 in [1]_.\n\nReferences\n----------\n.. [1] de Cheveigné A (2016) Sparse Time Artifact Removal, Journal of\n Neuroscience Methods, 262, 14-20, doi:10.1016/j.jneumeth.2016.01.005\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\nimport numpy as np\n\nfrom scipy.optimize import leastsq\n\nfrom meegkit import star, dss\nfrom meegkit.utils import demean, normcol, tscov\n\n# import config # noqa\n\nnp.random.seed(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create simulated data\n-----------------------------------------------------------------------------\nSimulated data consist of N channels, 1 sinusoidal target, N-3 noise sources,\nwith temporally local artifacts on each channel.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Source\nn_chans, n_samples = 10, 1000\nf = 2\ntarget = np.sin(np.arange(n_samples) / n_samples * 2 * np.pi * f)\ntarget = target[:, np.newaxis]\nnoise = np.random.randn(n_samples, n_chans - 3)\n\n# Create artifact signal\nSNR = np.sqrt(1)\nx0 = (normcol(np.dot(noise, np.random.randn(noise.shape[1], n_chans))) +\n SNR * target * np.random.randn(1, n_chans))\nx0 = demean(x0)\nartifact = np.zeros(x0.shape)\nfor k in np.arange(n_chans):\n artifact[k * 100 + np.arange(20), k] = 1\nx = x0 + 10 * artifact\n\n\ndef _sine_fit(x):\n \"\"\"Fit a sinusoidal trend.\"\"\"\n guess_mean = np.mean(x)\n guess_std = np.std(x)\n guess_phase = 0\n t = np.linspace(0, 4 * np.pi, x.shape[0])\n\n # Optimization function, in this case, we want to minimize the difference\n # between the actual data and our \"guessed\" parameters\n def func(y):\n return np.mean(x - (y[0] * np.sin(t + y[1]) + y[2])[:, None], 1)\n\n est_std, est_phase, est_mean = leastsq(\n func, [guess_std, guess_phase, guess_mean])[0]\n data_fit = est_std * np.sin(t + est_phase) + est_mean\n return np.tile(data_fit, (x.shape[1], 1)).T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1) Apply STAR\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "proportion artifact free: 0.70\nproportion artifact free: 0.70\nproportion artifact free: 0.70\ndepth: 1\nfixed channels: 10\nfixed samples: 299\nratio: 1.01\npower ratio: 0.43\n" + ] + } + ], + "source": [ + "y, w, _ = star.star(x, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2) Apply DSS on raw data\n-----------------------------------------------------------------------------\n\n" + ] + }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nicolas/anaconda3/envs/py3/lib/python3.6/site-packages/matplotlib/figure.py:2359: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " warnings.warn(\"This figure includes Axes that are not compatible \"\n" - ] + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "c0, _ = tscov(x)\nc1, _ = tscov(x - _sine_fit(x))\n[todss, _, pwr0, pwr1] = dss.dss0(c0, c1)\nz1 = normcol(np.dot(x, todss))" + ] }, { - "data": { - "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1BhZ2VzIDIgMCBSIC9UeXBlIC9DYXRhbG9nID4+\nCmVuZG9iago4IDAgb2JqCjw8IC9FeHRHU3RhdGUgNCAwIFIgL0ZvbnQgMyAwIFIgL1BhdHRlcm4g\nNSAwIFIKL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gL1No\nYWRpbmcgNiAwIFIKL1hPYmplY3QgNyAwIFIgPj4KZW5kb2JqCjEwIDAgb2JqCjw8IC9Bbm5vdHMg\nWyBdIC9Db250ZW50cyA5IDAgUgovR3JvdXAgPDwgL0NTIC9EZXZpY2VSR0IgL1MgL1RyYW5zcGFy\nZW5jeSAvVHlwZSAvR3JvdXAgPj4KL01lZGlhQm94IFsgMCAwIDQ5Ni44IDY0MC44IF0gL1BhcmVu\ndCAyIDAgUiAvUmVzb3VyY2VzIDggMCBSIC9UeXBlIC9QYWdlID4+CmVuZG9iago5IDAgb2JqCjw8\nIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTEgMCBSID4+CnN0cmVhbQp4nLy9y65uS3Kd\n1z9PsZp2Q4t5vzRNyCbgnqSC3TDUICiKFrFIg6Jlvb5jjBE5M+a/q+oQsuAqVNWuOHPnPy+ZkRGR\nI7/MX3//21/8T/nr7/75K339vf3nv379H1//3v73P3zlr7/6+ot//bf/z3/6m7/9t3/1l19/88+/\nJbP/w29tj+9lf/rxP42W7L9/7J+eP/2fv/32j79Zm3bRX1kzf/fbb3V9t5VL/+opf8+Z1+xoaY3v\nHE0/bhrZruf/f/7iNVnr/9Huueie/85+wO7bfvfeOX7W/slvfX2vMnuf75+95rbXdzk//dtf2j3/\n19/+8g9ff/G/5K+cvv7wH3/r/Xu0ucaueZWvtuZ3nrydP/yH3/6H9D9+/eHvv/7nP/zGX/8t29OX\n3UrP758L9t/9vVzTt91ZXqustj9/sKSPnyzFfmek3T5ebLD/7k+WXL7tevtFu8Px+ZPt8ydrqnb5\nHHW/fzLYf/8nd/0ea/U57Hfr50+OX35yte+xW6314yev/Xd/ss7+nXsvM+XVP39xff5iG9YLR07l\no+cE++/+Yuv1uzW8ktHz/PzJnH59ymeIzO80Rx8Vz9i+96f1+b1/sv9OX/8q2RCY38UusU8w98A9\n/c0/vO9mfde5dhrWUtINfPP3f7Pf/ye7g4SW7N/nD/b3bez//V//b//l3/31P/7zv/qH//SP/+Wf\nv/71//Xbv7F/f95vta/5ulUa/uRdlv29UsWFv3uT6bv/97rJkb5zqa2u151e658Yj/2729vsfXzX\nYi//jPzvP/nxzH+NNryDPr9zrX/+d1b5Xj0++h/5iZGr9SR7g6/+Eax/9ifMK9hbtkeePfYD/M4/\nff0xN93a/B78U87je+rL/ee//frfv/7xq3z9r/Y1urlevMfcxxrmWO2GbaDoX9P+yUzdvEu1D//1\nbz+nlOij4yca6zvvUTAAbeSWVlbe9mCzfqdlg2rxVc20x8anmza27DobG/ZL373Nyje97M3Z7472\n1c3jtJJshMDcrJFSqvXFPb+rDZhC8/je1a4e9o7soexZaN3f01yx9biR0MYcq5l5l+9RhzVu5v69\nuzuC3a3pVCramN+rtiTz/O72DDRv8wrmEGje3/zxaV/PXpN57IynMf/y3bLdoM2tOX/bk6dWaW/2\nd22A4GvbJTbdun3YZ7NXWGnfqTQ1Y6+ilNLUN6z/lgyz/VTv1sqUvdsj01y+++7sImhk9MKulLM5\n2WqtFNrttdQiu3XpsXbmPe5hDzVpXvjefU7azeXujQ9nveM7t93n4ivYJdmrpr3az9Y+t9mt96U8\ns+zjO9lXpN1+KS178bSzi3Y00+w5st0PzDV/11p2toe1rruscZuvYW/f2TqMzaXdHPbcBXMi7BPO\neduE17cNoW5vB+aG3mqto8fYH63fD17e2ncdsy8MUQsJzEuNRrvdTUvbetLc3+bny+bl5vprWbvA\nXr6TPWziqx822uyD293be/lu9jL1paY5FPur2362WQ9KLembTLs16yrb7tJu2P6TJ1/yXN97p23d\n3Z57bP2oDQjzUBvd2l7eKqNOvgK74c3vYHa4l5S67PY+hl1vP5o3nqno1eyM8V7sddvbRe+zf9Nu\nvW/skax96xP+pBYB7lxtaJiRvZbPYx3bPql9IbPaGLSPataCD5OyjRdzL/b0M60uu7Vm7yLZU6IL\nlGldjPbxXWyczsrJz+7v2G2eyAsvy8y1tcpbKfZL1Rx1WrRbvy290V5sjFszPofaGM+63p7HPlIr\ntJuDGYPN20M3e5GZZnstvctsoylZM5N3aTfWOFhLseFUrZnGp0obPZV2G0SL3Q3vALMH76Z0+1WL\nWuxhMbYbYi6YzVuYO2vWug3KUVdOfDcWD1YbNw0fwzqeOZrNu7EpFve78DHsndno3pV2GzbZ+q01\nbyPOYhA3b4sM7HK7SbsBu3boHTQb0dWGpaZlcyLsp6XZm0/JRoV1MBtlY+5Me7dIdtpLs7uxkQJ3\nwVdgUXI2X72sh9mAKPaok8864Izy8Il27oTAyezTHnwUc+9v5253aMGv+fT69u6FftxG63q7d3uc\nb/PMBT07+vdiodY0P2mTz8vBFxvS5torffn18IhG8Rnoy4OLtxv8rtb6fLv4Aj9iA2Hmt4+3Zm3K\nSrIHJ4/AeNg7nuXt5at172SOhF47ePlqvStnTFovJ1/t7+Zu/WG9nLzNxubgrJX+9vIVQ7RYK+Xl\n5at1brui5reTt+FkncJamW8nX61zY0ps7e3lbT6wIMKaKW8vX0uzBxkIQl5evlr3LiPJHry89Vr7\nzK3SbQcvb67cZouFgfpy8xXhzrbb2G83X807Wt/d9NvBzddmN2fdCClZcPOV7tya3283X633JgtA\nytvLW+RirVjs3d9u3l6M3U0fiF2im6+jfVuEteGfo5u3sMtGsE2m++3mLej9tinH/NLbzVd6dOQP\n0c/XhVi0IrR6+XnzQdaKOYb29vPm+76tbfP0bz9vXtO8mF1V336+2gs0j26vNPj5hvFiUXtd0c83\n69rWDytywevn7ams267a3m7eholNFYXm4OUb+omNYnfbj5dv6G/LXE9/u/lm92Ru2L7S2803e4bU\nEae9vLw5afs/1sx8e3lzFhgstfW3m7fY0nyZNVPebt5CCHOJ8IRvN2++3CL7zcnyennzVbiFsfLL\ny1tHx9cd9NrBy9sbRBSPPv7y8s28ufVxvNaXl7dXYflzq+jWwctbQGOv0i7fby/f6M6t+fny8q1Z\nIjbsbtbbyyNx3c2C0Pry8o2ROvzO28vbXGleu47P3v6n7L/9u9/+zdc/KXX4pXLzTg7+eNXoj5SE\nrM1fakn/8Estya76F9eh4rWnhT/aYuJzqAqVXzWov3vyr8KiR0PKwLxrWGdqnn/94a//89/97f99\nUjAvxal29i7H/VpLq9Ziez9DMJ1aWrOXn9+1tGv6b6mlvX42mK35/S+vpVVGPP+CWtrr56L9937v\no5b28YN/rpb2+slo/72f/Kilffzkn6ulvX4y2n/3J9+1tI+f/HO1tPdPBvvv/eS7lvbxi3+ulvbu\nsMH+e7/4UUv7+Mk/U0uzqdRmfYtnX+WYYP0TL7WjnIH7qShEdHNgCf7wj/TUO6jso5mHs44SfypY\nf++nMMcmm13N9zf91J+qAJnntxAUAdjrp671TwwIJHy80B6/wR23Uf0Nnl+Ca/5jDub/tyqQzV8W\nGVkShiqQ+SmLYFHCsOeySdoCEMyLlkyktnX1RPkgZzdjlrEoBrM4Lq5b5oVW1IglH3th0rVc3P6M\nuQ3TabEslqGkmS0YYCM2+2brnwm9xFKZZI/Ft4eUd6fq5rYrG0Hs2PI+VyOisUm8NbSHiBHmagnF\nYiP2ZpM9D3u8mXEjbGQix66JVzd7m4WN2Dc2nzBnlblbWsI7sYe3z+EXbxuXfesX+5ybD9kROakN\na9o6PgMLTs32XgevthCvM8fAiMR0v/29ol/K3FHqqV+IdhIyFTdvSwatEQS85m3b5J1YsLasE3CU\nWW5vvUFWe6toA+Y8zVMi1rDRZWkBLsbnsBGgJix6ygkZfp0oeVkStGS2YAw1QYxK65hDX8zCGEtB\nLWFHIJ235XysCVqy15KutrdgsSRTFPt1u1FdneCAJmOniTCq8SftautP9mQy46tbtFst961j2heB\n2dy8RWloZCDNMV80ZEY8teFhEEb2xn55i5a4wTRKGl7LbNteVJGTwQdpMq+91Ij1XEskVPlEF7Bb\n2fpJc/mpyDxzZSPTXnyy0c/HgVexNzh4JxYz27uXuaOkYo3YH+0foSRpZssoUArBZ7B7RfYp60TF\nA784MUAGu/yttaINu71evQRreaLasIcsY7l141fs9Vn8nJHHwYpC/2YT9iz2SjfzHTNbeGBZqF1t\nnxqpDK+2S2zKr3xCm3EqfSkSscQ02Zqyno13tOA6FhtAV57wYjJbdoCkF2Zm+usrVodhRhGCY3dZ\nR7RRuvHJEaNvDDWaLV5nI0jXEMexERvHzTqfvpblYJNZipmbvemtT24Ry/KL10goPFfzEHOi28Js\ns735CLQBD2H5D+sPZh4oYyx2yWmJWsVbutVrmC1k3wzyUQtZm42gvdxq81q3fZNlXR9fABmnHtK+\nfmpsxPqHvSZlomae+PqDXwDld35yxJEoMmy+64QlpiZzRzGhsoOYR8zH7HV09ARU6uhFFpK4tPmy\na5tlZBntEdUEwkPLc3kfmnRt3sBbtZeemIij+DPYea0Je301y7hnQl7JvHtWOdWFZY6pJjDQLKVr\nX7Gcj96UOiskP79tcwW7sBF4BXsHbcrckeHLhxTzpPjFbS4kDbYxUO023zVltoGmG0koOQ52VDMv\nTopswzxc8vUD+HbeB/qKOd3+FZcV4BCXZYMNHdtivGTTO9owjzRzkxti4cpSUfuKHZnl9kUI8yCo\nBHTeiM1mg4nathE47IE327Y+keg+zTxmYSPW+3qvSCvjSga/on1nTkpmbvYraKSjOuXpsZkXsvjK\nOzFvpwGpChobsY9gzoSJ50YAsZEyDLzfNLqvkWAuQxMD6dFqnO7u0gm+TKpLRTsz27SPNuyFmCdp\n7GPb7tTGINtAuda61pB52q1W/aKl6zbxf3H5BXWxyfdhb71UX5TpFu4n9Sfrb6hkxLUa8x74RX4B\nCz2/Me3OzDHQ1xz01rBPZMuNIymj7sEFAxUJsbSDG1/2kG243eYttYO6YGlav0gFdSJEFbh+mBub\n4+u1RMSBY/egFYaE0WzvttC19p5q1e8ioxhqB99q5bndbi/vtIMwl/4BS00WzagdXG8zyPh6LUHR\nae7n6mVvCvkKJpBaatXClA0a87ZoZbI/rd7cbsGPfXm+tZYtHlA7LImqnYLgoX0ucDHUGD1tN1to\nw2bwMq0DaskK9aKEQoX9tN3j0PouzIi42MrAt0L6onWynBuCGnp8G4n7vX6GV2Cuqa9jth9F8YO9\nibEg7eZx7KWjGUQq9jsru31avNcyX465meQLaM86HOcIVC+32/cY53rLkNLUul3Gwi1/11xGrQgw\nv7Rwh4wT18PF27SnRaK7oIeXaf1DcVHOFQG2jX67nosR+iZmRtGnFX6TtOb22zRvYsEJm8Fn7ur4\nrC/bS1M8MlaViw7LhXqZqbvdvn+1t6YYw1pfevlmt/iO7SCEML+gjmZ26yzIhPi05uu1OsUCdmY7\nCCTtAdXBn+VINm8fUQt6maoJNYPSl0W02+1tVd0Owlt7Oc3t9km2hwqVKzJa1Sx7qRn7/KsqvAmr\nnXg5yRJif1obe/adW1NfmGtq2GZGi7recoQuZ5ZZZm8ov8EVTSy9LLcjwmYz9BZ1fCym4uWYM8pu\nhXtnKwmlztaP3cYAqr64GYvIZ1crKOJnttLhK9pZYrVealFvc5+DUvb8ei3VMrTHspGux5PbO7NP\n3qyvW2ivhUdUuRKrzaiUz1qUZWQuEnS2g6cy11jUvnkLiwXRjk3wdl9ldrcPm0ba4P1bM/tziZhT\nw7BXsty+EEx7VjHsufS8FsV2vFmGWT43wGoZKjwHftXGZpLvKhbF2stvmh66TQ7zvQCNjGAvLFK5\nGflNbh4Wr61V1oLccqgZeyi74TXdbpFDX97Tpj02b6ci/EhqpzLJkfMye7fkp/ndm+Nuxe3bwki2\nY+GPvWNNQJbjz5Z0vfU0G3pJ7RR8abxBTJEW1CtRhB16C14/GNZv3Y/9mKU6qNjBbuM2u9m6tJrB\n/JaUa4f1djijZYFZP3Z8tqUoo2WL06bb915Yh4fXsX6oYVjNK1i20+QVpo2I4eZl/4U610K0ZdOV\n7sacgjnQrGCl2Qtfx441Uj3r7E35GBb/E5J2RZ3mHrYm5ysK4CfPy6URWl1CM/ZM9te0zpGrJa8W\nTGSFmDaWx5YWATFy4a92LFy6I61wBBvaAnwR1OPl781uQQ2bYQw8leDEUufAc1gvXV8vjQJ72q6K\nILjUZW9y8W4s5MxyXQ1PMtRMxgpMT83tdmOQNHCunebsZOfconbMW21khm63Xl260lX7z5R2oZm3\nsPgV7Ux2THeNDcGkvczNicCeVR3BzNAQoBm8NJut5KSuwoIReE/Ky2Gfs7EZPO1YLGDYL36jFNCV\nStW8fTSb3eZUzCG0W2ypydPsew8107AU3dVfm0UWlgh11SUqqgHT7cvmILSDn8VsLiGI+ZCMe0C/\ntNlt7GO2D6RmeJfZbxMLivaS7dsuxLpYM/2KuhG8hITE8ly+zC91FT7sE8+hy82JoECkzNg8lE/9\nZrdIYRdlM/bPtiQ+5pkShl7TOEltKmAyuwUHiGPoGc0XLTfb3KJmuGijMpul69YDi27H3reFib27\nHYuRaIaOt7hyxDKCjvU4OQVLHot6stmtcf0sJsayNMdfmQzasXvM6oJmn/b50A5Gv0WQCg9t9Fn/\nse/Lac9SOsts3G6RLttZ0EWUfi6H4+oKOZqFpf64lvyOzmbM5yx8uGOflgmx0oCClpnVjqW/lgp1\nZTHJkgfNV51BZPd81HqIv3ysCjc1YxHQmFldELEo6naTP2sRf9F0ZXabRbwZFOiyLreQw/Kh04z5\ndX8q8zoWXjH1QTSxPOi1jmEZOJuxIYZy4XKzhb+7qE5iIzipg5t9WU7k2Q+WXTWPIXKwUHcrMbUX\nPNU1EepaWsR2oLXy2kWQNOEbmiuvesmMV+xldr5MZOvejvkaS4B4PaLP6fdj9mEJEIcE1yWVb2aE\nzJYAsR0U+rYKc7B3i2DwvKjvIFMebt+oAapPjWFJMV+P1uTP9RajJG8HHTvr+saUo7sZ5UAUNxcc\nqDnl7PYNGejmdDugfFDz1gOsn27lFhaCV3VNzpmJ7aB0Yv6NNZI8qAYuJ7uGctPNdomaQSxvLmu6\n3cb2Luo7w27Ym4eYIvEuUZ7sPjubeVmms1Xaso/s2SFGZW5sZuK9WjA83I4qpxdFoU5aH7q0SmWq\nPdVwO0LR4n6kQxfmdkv92Q6qVzay9PIRLtoX2gqHS+ekKfuwcVgUpGAyVTMojg82g4WB5KVb2O3F\nolKCj2I9dkkviY5qQ4gF1qmMRtdb0mudEMVRu946sg8t6jBYcWFAPFiX+qHczjKgXbYXZabK0bB3\n+wdsZ2B2VBhx1XloxvIlVpgywz97mSpYWtK99G1tdNtcz8sxcLEecux4gYhpLABOw3/TvIjlP8OT\nVYsDXfpnft66HWqcE1lxa+qYdJSsry99ZIV7qIhbgINm7It0ezPtrSBEP7P/FH/DG5XyMuTxzQ9k\ndSgMPctztvKchXVsPquG0mZV1LxCs/FR3T4s/xmKdbAQo1DePoP5z86a5kJUuuRKMUtZ8sB2sBqC\nb+J2VM6Hyhao0QxpFwvzjy2vY5e1NN3uGkiM5mWfXWWUhVm2qZ1Jpylvtxhi9y3na96iyIsspKiL\n7SwsB1QPO1ZDtytD1agykj4hF08rm0HHtCnZ7fZ3LTPi7VhXL75QBbuF42oGSW8bEs9eqWZdEx1Q\nrn0hIE+6HKLFXfwt29+171+VlZpbmnIuZrfso3j5tCHAZmdYCzGCpjEbXUk96upAvdST/GqIBJpa\nsXdvE2w9dks3RlIl3HqFR9Vmx7oFa6jovHVzccGCdEjwylBgaplcV+C4oRiqbGdJcqoo/OpPOUOY\ns1MUsSGx6sPLrhYkL3Vx6pusD+rbWldzr7DtIS2ASpoJljlwjcPN2ZTXL5RO5pIz2o2hDEqb/G7W\nS6rbXffKBYhqUVlx+7IUCJVJXt/9q1BX1dgOVwp6VzS1oezJI2lEm39zUfC2rBPz5imSbs8XNtLF\n4b56Q9Q53eyK24rSt3VflRagdLQ5s2qKsMDX8wKzz7KKwoXEYJdmqLw6JLocERbxKV7YuOXCZlCx\nR+Sr6x9JL6QCNv+rjg37NL9d1deGfS6JKlPCKl/xgqYFOYl+CnZLdtUO1k6sf1HjmTI+Ka+H+7eY\nURrSKxqmfUHNQTvqg4g26NgagnI3s0gqlw+poCShVKrV04zlq9O1x/Z3LdtBxXGhnmmeOLvdvIfa\naSgZJ2//0SozRrTvKf2u2YdlO1UJq91kkvA2dfsUie1gfainLiUtNXKT7XD9MmnNF3ZLrNQO5ouq\nRamghcZnsUlqbF0PrdvYCvQtAl5juNm8Ci9n/txLWm7f2d6mekPGgpGaOZJqvB1kwOuYp3mzqU6C\n9bQkBfbGrbEZrKJty2ua27vNpS27m7U/brfbcGU7i7IAf5tXso3bR3jGUBl2ZuWZ19uQsxCNdiwd\nYwLhkLO4Vjkr7B3C2sW3s1mBcDuqqmyHS/9aMgqScK0TjMWhC/u0PuPt2IuVJLLkiokZUnH8LhSc\n6rQQ8VnCg3aw6GIORtpvahTtNXulzD60t/9IzrlIZ9mgvwfMVSztM3efVasLljNZb6tqZ8MrVn8P\nHbnnbtWXPywLkaQdGsildpAbdFfMP5J2rd9NzSswL0t4mhKeZiNX8u8MoWSC1J0pSRmu2zb7wAoH\nLzcHv/SjUFg2lFBYjFyuag2CeVZwLXB3Pb55Lbxausdpk7h/Q3MwFog2OYZiI2Fut1vvYjND6dSX\nVPfZLs+aPBYUk+3rpcanyMeGhm7d7BbVFq+YJuu9rPJB3FV7ZTt4VHNBLFNE0ReXFiy4UztY119s\nZ1WuxGU3Y008y+1gkW99vfYAaKqxL6vWLfG1JGiqqNEsvl3HPvdUM6iX57x0l8xM9qmA5n72GCAF\nKWqnIKTMW/bO3CGr6o1cUHL/u/mAcYql//42O3Tsz/3A9+ppzetYTJfVQTCJl+12rPWjHQSYyzoU\n+1nBkiqyaThNy5Jza262vsVmEEClqhk0bHpgN7auK71/wdbKVVSBghhIPtzMNlBHVkdr06Z0PS3E\ntuU0U5E6Hnu3v73kjSyoVOoI+05zeKnWfkd6DOy1QI6wFIRmpEfaPGFexxxu9gCj27g5duhbm/oU\nvAsLdIXyqnZ+t0D9y7dcbRT0rHYsjVjNfb7Zpz26t5Oxvqrrnz0eTGtyVs0KdmRifj8Wa69nTwjq\n0SiaLqRNWevxpaLg1TFR4WtZtFOX9pYg3Si8Hl99Uz4kO3R5rLJi+K+tXlKhkmhbt58h52puNjfD\ny1ETM1eq3RwQW9kXyvNc37SRBkquNrYS+oq3rLtBLNnK0lxjL6Wpz0KNNjKbWYnTiEa62Zdrbczr\nWXThL+HZ6YKHhe/0h+IiFZthZr0U3ZWWIObeKI9a35xYwR9ub3upHazmJdUjYN/Wx7NyTcsQfRtQ\nQ/WwqB2EROYDqtutP5blgUffKipBDWwDZHi5Fsva6WNHDgOMCamd2zc0RHJIadrkofvEUgYmKtWy\nZy7dzVil7xJ4oJyrGbFh+dTesta9puUjjx05ptdHCxTtxe02122vj85us5Hat4zAEqHlyYR5RHnr\nxoq02oHgrFZ5hrujiAleqn733PSh20Gcepx+mwgBh/ImJNmKOyCPs+HblSubi0sKdxr24dhLnl/a\nM5G1faVAp27dQ8FXw9fU5ajEFF4OEQjivOl2LHt4HTTZjLXdjNp+V+iba9LaYtgNhcsHlmTcPCw/\nKpqaLKRZ8nYURtir1LC1sZw08ZndXjebgR6iuGIO9p2Q8vKTpFOOLB317sR28LDJZtbt9oluvTgi\nOtao+BK6uRHLm9gOaorXbImJmsEakqVKze27JWzm4jyctvpfb1DtsJXF6KYqgDa79YrdNaVYPuQ3\n/2wJ46xdkSq73brl8Bqr3WPa0+028bEZaAI3pQew01GiIoMyaZtaZoJ57jy8OGo9fShQs4ssg5G2\nBOKNpboD7BZrU8oGBZ59NV2+EAqMosW2DXH6dnsrkqhgZXR2lQUKZarmgFSYYkQouzkdiPDkdIYL\ngorkq2yGvsIiI/4shaqTl3thWoNQSlWtUEJ8x61IsGOuLvxZu/2Cxerh9mG5FGqj0Hm1Lr1mkVj1\ntGOO0d8C1aooH7CnWWyx2rne9+lxrRClLl1PvSpL09yPPT0OpGB1sB0EQTawvB1M+tbEOOUOLbYX\nSVZPiTuhyH7slsCVXX28Fe88VK324cpSiyJUjixUjCdev6AxtNs/9j7m8GKtdd6kJE4K1a3bsSfM\n6oNUqBY2g/LfMueQ3Y4tX0iV0ZVtmtSEpb3o3oy1cb4KtKuteNJkk5ukl4Xq1azEHW9huU+TfHV7\nkbVhl9xyO2qUW1IhpfBmpvCtMpjCc2BudLPltGzFrt65qnHKWlfxkqbd+VYGQV2rQjLcjLkWbdm8\nWzC59IISlH4VgUxSOygdLr0aKlunbgZloeTTiaSt+zjqZQ843N52YTOw16LCV6G4dUvDB0HrVt4i\ncauaQeTVvCNT3YrlXE7CNmtI9Foob81sBmOsbxV8i/Ste8i7TEzIze02KbEd6Pgsq9P4p/C1DoXJ\nfbkQIexDhdeZGSUx2iF9xRKEAiabrTTNUPsqRWyBsE5ijyLx63aJqiUQHt4iLlncWMpJDxW8Y7e5\nYngxFeGqZjcJYNkOFIR2C/5RIIEtuh0IfKC0h50y2K12oCbQjoAiGayaMYe/ARNxu++uVf0PHZ92\nrBBmNcMIy8NPKWH30ILvhKiMH4XlnKF2KHPJrbq9WZxMwWrD7t2t8FxqWLbTIfZZ1W8fxclVvCY7\nob92M0Sy1SspNqMowJIedo/hSyNdwoiwOZhOEHqQ5nZ7xkHJKUR0Sd9Wilg2g+WEkks9doupJCi0\nbrb8ZqCI3WwEoxCz4XZ7twHtrYyS3MNSE+taJuwSbdq/PFky561ACINdi273/csQztir2/I4lMUO\nqRbMMc9+rGYcLoBtUL26eWMLtQpzEKMrd6MwFhoGfSYLVDVGqIztbAaRHigs7AaSxu7hazTL1yfD\nZmrED5gLNUdSHYs1W62K2ISjm5c8lu1g8QFFoO52yJm9TNtQq+R9UiG72Y40r0WvXhLZPbR6O+1f\nqolQI9vYDp4L9Z3mdt/dTRmceZ957NbntsthU/fSDVWyQ81gfcXDb6pk7SWrl+3FfSywU9Z47sYe\nz3NJ6mTtLStAQQqb3Yyam6tqezmu4tlqrnrOlreEUNaiyvT0Gy1UF0pl7RVLz2oOdbdjt0jF9fPd\nJiHfsI76bqlJq29Q1almSbXsVjOVOgUNfOpiG6+ng9zFbx7K2MzrMVFBIDjcDom5a2D3Xpk9pFIb\nO/S7EFPlpm3Q1MZW6JoQRVmqVLl4EzbQ813aa6BXr9TG2ruUAtHy3Z1lhza2n3bsw2ZtZpc2dk9p\njaCu4KIR7Cy0qidAzM3d3WGzHWNilUQrFbD21jwitb64p9vNY/PygcKARSvF7TZ8NtWl3AelGmGl\nBrapncTFYFEBnt3/nN6LQrpKpevQ1Rn7CSRKrpS6VvfdNselpB9FWLlq0paYwa3jX5EhAMWS9abW\nD1qgY8JQqLEKhciwQ7pq8X+ma2mzK2Wpkq5ul7qiZq6t45dFIPWxTQ3T7d0SqKYvSOn3YReYT9yu\nIcV2TD0VJa1N7TRsuxjacJ+hSECeqri8WYz+ATugxB4bFofb7WdrUhKczMrbp9K1qhn7m5sb62Q3\nv89msIaKTT3d7cui4uTrv+bht5p/WAp4bckG/NDj4reSrsfm76xcqVLTaq+zsgNmczhtuN1G355y\nItAXbT3WgTJgItzLBSNV2tU9fdHfMjP1QGpXG7ezFG3p2G6GkK5p2GKHijryZTu4Pjirj1C7atO7\n5nfMMurIGXq+ynaQnaBCXN3ebYqaWvRvWKTNbsdSWfa1271/YUdwFb/bZ2xut/yL7VC4A5kQ7ZCv\n2lvTNhhsOEnd7SA+8HexsNm1nyQwKCi9t3CJFaAq+SqSYm06agptK+WrTddjvXbIW0ilyssRhpat\nb3VJFuya2EbMp6VI1UwazpC1iUAhkeqWPBNThT8UNKqLzaAegvXo7vZmHs6bGdNC3eZ2yzq4rm3v\nBvtv9KsPP4MKquVMEGpX7ZVJxAOPqfEg7arfjE1tq2U3Y7NNVpqaluUy5/IF1oVrgeyNezPUru6l\nNbmR0eu+XtQORnSI4fiw1K7m0VwXlpIq/lXaVbYDF3gqhJXa1QFQQ6Uma2mTRCXMqbIdjBPcz3b7\ntNxnaTw3mEUFeWgh0nOmoRFBrWsfFKOidsn3LTtykCWhMYSY6mnQuqLeph5oXyqX5nYLM9gOi1fm\nmw6NJK/Gdqjn6acdiF0ROysEmjV9wEsYuWCBVpdT7LqXL+Pnom9OsWurLmotqADIDrFrHtoihD1c\nfbl5YMeZIo5mWWeSHRUue8naloBdCY+9sZqHZzXvnDVFVPspC8Wz+gKmeI1yil37OGrUPbS7oUrs\nulfzcK+5V4DaFcGT6pt4ankjql0n20HOapGwyC5Su7IdCOXsZap9ql0L22GWgFWCrxfZhdmMjQJN\nWZK7btZJodS3b5LdDvefNbKwfK2phnLXPPrZCbf2GG6HiNtlrTZr+21C7TpqPtswLU8cbu+W5KAZ\nCPcszHzsFhNur5OCLaQhcQk02kdj08J2O3atdd8FlVA1p516V7UD1cdUhgx736lqg03FSkl1MxM8\n5S02EpNfTrnrXi4AWz5FUO2qLYVYFa4+rih23WolMbgty+0DuqbJbzKtv6hnPvgc7YvbUhpXil2R\ngKgHFqB03L4adwcy/TlbPyrVrqMWlwLAi2y3W2SudlBAZSgKDA/VrnupUoLl+X3sWCQqvl6ZT9RB\nuWvHrjN0NeBN3E65q9oBVKFIdgo7dl8WnzgsZNb8fLFA/IbYQnJwQR17EbSugoKeW7HDsOhTDaiR\n2GEpgt3IxbmxzMJkv54iWLWSUJH3YIQi2Ka7GVBlDb3lLk5SP+L1poWJKhUs22H+VhrXGuVxR/VK\nrP1v9reAVYTKdlB27lu7cKtUsFuxEbTOClgpgiUuiiGZTSma/S8bifq1jtdPO1WwW+PHbrHP6mYs\nnxf1kW3OSD6TKtipZjb2tExNQVS7lnpkreD6dLc3+0BdAjNzY2s2t6829vYdNllrV9wnY5FS0UyG\ntE5ekGrXzGYg/zQfouEvtSubgZapaV+/4iF7l75tE8WR5nZ7N2wGWSBU5AJEUQS7t3qUZUwS3zLu\nsQ/qhVLzJl0TkMSuup7Tv3YN0nMXrqWwho+AlT0fmj64GvXAjEC/ud3BVFymLlhlpR1q1+36spyL\nPpW0rrwaq8s2S2rmoNbVXprPKKrUyj5ndlFbMi851QylrvpReyjsrZ9ux/6n4sohm9mHm+1ab2WN\noQ0kVUrXfZQudjNKMil1XbqZBvGiqqrsLdjJrCi5NHhMtzOXkxTFgiqPCbi5FBJxfdm8/ItT6jrV\nDqpXUHbSjqWdousHeVCKOShpxf49BXzWczWbS9O6t+YTzEsaP1zJhn7Na/VjPfYlWBXaXzt585S0\nwhVQMZO6zz8XLUZ5FryPfpbSVV6POi/hUDJve8DiciUKmn5+0xxiL00xhHUzD3oladWvUvXgITui\np5Zcf2hfbuqbMP2YbAbx25IGS6rAtlnloKbKQw5KWrkHnBuwtG9Fyv89hvZCWLgpJUeVonW7AHYC\nB5Dd7hA1dtxqU2d3u41XtoNvj9qUYGyUuu693I827SWiytzSoprPAmzVDEypax1D2iPsO5TfldSV\n7aDbT9dOaICt0w7kcprhKXXtwyWteWf3dJK6qh2su7mQjotwneATDtM0tHM3wOH4kpF363pKXffe\np+Kf5RModS1sB4+IHcbZ7ZCBu6TVXnP256XUle2gySlUXcAEEXm3ztNCAZnZCrePTS0EVCpdjyBh\niWDC94eypxopKDzo4odsx0+Se9OESv2rxEtjeA6/KMXE7mYOhG4DqrkdHmloKThBYdzdznVjRAjZ\n9yfjrqCkrFrZ7VyrcbvFk2wEc2PPHjNTEtuTS1bTM2de9B6dkL1ZBcGUxO4xVN+wuchRkZTEzuQU\nggw0dHE7UrsqiANWVnSf25yNJVZDpXWLqqciEEplgSbyFHh4nYdS2aF2Mvh3/bEvVLw1jxTkK+xL\nlMray9RuJ+uDDt+nVBaLq/qqWHfUfUIqW9mOvWTkzErtIZUFd0frLEO5l+zYATvkbmyAa3UqIAg5\nrLmfyu3Y+UJpLTxV1WpwpVSWJW1uylAXo052qhFEfL09duvLlUpWFPGpYoAdQtmMRvA6zN+oCEOd\nLNfkJaSwZF7NPDhEFYuS4xYplAURRo77rHzDvs3lJkWp3O0tO1QhndcTU1P2Q1bME95KThRypA/i\nIkP1kQ5zEbtsptrBelRSFtkooO3Jd+ZvjMzidnAcqlQKHa6TLEIKaPeYkheYe2p8940K2nna6daN\nxCi8rEf63daVETUqaPNwxa1lNKoiE3wFjYMrRLAlQvcJeclgOwubL5K0i40K2jqocE0YQ8nvBwra\nzHYWtC59l2MXZZK6HXv5ghdSQNvVjIqgYuFRQGuvWYtlbU5tGIQd0Anf4bJTkxXqzzmmeCAVFKhj\ntwRUrVSmeQ6xPGxLtLKLF/waZbVbzWCINScsUlc72QwXsrOCh0ZdbavNITP2dAxTG3W1We0gGFhS\nKQZ2JkPHpkSmUVY71AyC6aH9do2yWuyy1Dp5y0NmqGozW4EXzBC7uL1PLIqymQeFFcic7LENyRTt\nUHnWlLbL/xD6un2lpHYW7lIDsVFVCz8r1a7Ny3O7fVi/RjsbqX3PDKEC+ZNJ7W5SBTWqajfbQVxT\nispUjaraqftBzaRL4dKoqm3VN/PbjYn+2qiqzbofLKs0bUe8ZFFGgBXKNDe3MU4zgPn464GqFsGQ\n70ZUttgoqs1J4UCxkTSrm+3zVFfP2gStqSBwSxlloVpV3d6x6qbhPzDgp9uxwaEprl399G/KaueY\nymTsfStubpTVdrXTsHW9aRheLqpLvttYbu/IfLV8B4QBa3KNwtqZspL+Ai4g26ewtqmdzfBquxl0\natfPYkOWbvNiV9l8LknegsLawWYQ5QA6ut0OCsOUMnpBt6/roazNaqegfK41p0Zl7apUvhasum4R\nWamgtddZXfPha+6NSllEij6XHtorhLKdl08RW7Kosag72FvTN19YSatfkQ6rfel5+MuBTnaCSAQf\niLUw9WQKZZua4RYaFjgadbJ5KDIEU9XvETJZco2o64TTWW4H2ro9mwV/gdIyu8xFavhGnWxWO6go\nFi1RNepk4YOUYycqH0CfhUfsamdTy83Qq1E/a++ye/G6a/MVcIMIcpsXtWtR9TrQcBUUZwnZhCfs\nagclme2vgfpZe8mq1G+A44rbsQuP7aCXYjb6ElXX/pSyRzVzNb9P6Geb2pFE9JPCS4kbNp2K2ot6\n4VY7k0ugjJwbdbWD7WAlH0BF2aGrrWoHua8977HbJJXyUU0PsXYame2rKjO0JLF7MypZL6lT8nQs\nW4ACM1/qWAmmfYKgVyUGs74wBC6m3JZIc+ltp7fCrVvJy8IVG+iO3aJ+Xo6PAgLBl4jDlraDXM5d\nihZoquNTPmsvRN8KgDS9S8pnd3KKAOTE6Vy/EzZ08+ZL66p8NMpnq9oBaRL1f7dPLJ4r8l05azGn\nUT67TjtYXtU0T/lsZzvYBYVNc8fuaORKPUrb3n7Fphy2g50mw55O1wszlFU1s6lES4qNOtlSj461\n7u33D53sHuv0NYULVMnOpHXDgQ2/1c3T7qZ72Fs8pAycZi2fVndGVMnus5EN2+f1mxDJ2rv0zZok\nMLkdwKxTV0W1yM0LkYyCCwizm5qBSHapGYqJp6Znsw/wNKVetFlc5JJG9WxVOxBaDHcvUM9iTKqj\nWSf2afVipikpS0Nbphvls53tQKORuzhKjfpZogboNCt4urRDP7vZDmYyrDQMtzdIExWmVNDCeJ/U\nyXInExNhbOHQ9dDDDkIn4attMLMm0rj4X3U9VJbDu/jFYfPTYgef7pOZHtshv6lPvx6K2D4cL4B1\nFU1xlMTW007GItV0e5+CYOL9I94uboc8RBvW+6ZSCmYoYruagZTH67mNkthSveAKJY96LCWxEqhA\nZz61lapR+tp4OfNk1CfcjnlqSx6EZWY58Uv/5oRbi2IpKl8JVGTVpWCnvNsHtoirUNqzR+eDiFui\nVFDUthTosWMhyAulNpqklG1UxPaxNYJsbmxyI1TE1uSMlYlfGm4fK6kdCP57UZ+lInYOL6BCbL3c\n3LbILpN7jiTabxTElurC14oNU2oGxa/J/fYYuNU31jYKX1vtp+LfPMdivJi5t5teJKt20yh83ckF\nrtZ+0Uum8JXqICq+4STc7CR1BgC5qzb5p+xOWP9vx/jm37j5IVVQO8DuTR3IRG6M+3PsXiaevYu2\nzJ7RltJFi0EEZ7pEX2ad5voIfH2Avlqc0+LZ5fmii87pSKXL89UKH+RPX5Hnyy3qdWiB7/J8BbNq\nYpVcni8FNQ21iq/I85X20DcYXJ6vHLnLyi/PV3tTXeV1eb5cFzLPI07tw/MV7SRp1fzyfBlAb/Br\nvyLQl68kb9H2L9BXlMTGEO7yfBnBkQD4FXm+VVRZ6bcvz1cZ9RDPKPB8VejQtqLA88WGVwuj6teL\n50v13xLM6B7bxbdt7pG1/oD5pZBh6j4u5hfMw9S16T9ifgfT0enmB/ObuWlX4F7IpIsaQdK+RGAL\n9F8xd5lORPgvFbnO1r3wX+h6kUb51Qf+uxJDTM6vAf7L8HTNYz7wXzwNTosjRTfAfxP6nFL3AP/F\nE3RtRw7sX2Qj2yIGtnHZv2hO+c0n+xdMFW4QiZBfRNJVyAdqoLvko/gcFmPxRV32L11a3wL3Xvgv\nOkMS2iqwf1HPRJllf0XKLwKCllT9CJRfeCfsd99fL8ovPkdxGl2g/FbOEXTckfJbyS4qTvR9QL+4\nogsjEUC/3HFWRBQIoF80Qgz51wv0O6ky0TcIoF8M5MXN2G/Qr2AszZG+B/Q7mBtovTGQfgVJ9sPk\nLukX+0TS3KzpRdIvANtdOs9A+kXeYR/mk/Q7GP9Xtx7QLxkRRRloBP1SPqEPGUC/2NBccjno3gP6\nhU7eAjXdyAX9Ml5t0tcE0C++2XTE1wP6xX1gSdqNB/SLckNpCkMi6NeCXECU3qBfJj77g/OLGr95\novbB+YWHsAlcH/fF+d05l+yc3wj07UtF3kD0BcRIisoX0RejG/TK9fUi+iIP3U0FoYD0RXF9K3MK\nRF+IXadWgAPQdzHr1DwTgL4Laj7fHx6Bvgsq+C1E7wX6Ut6I+t/XC+iLwnF1ek4A+mKzTe3KYgPQ\nd0PD4lrIAPTFG7bkgsFzBPpmqi7eQF+hp/nuLrdXuwrUDy63FzOwOffmgN7D7UVWZXFP+uD2Uu9V\nxJy63N65eJoNv/jl9iJDth+dyyG/zu1FDmvTVxcp5oJ7kZdjl5ujaR9wLzLnvLQnNnB7mQLuA367\n3F6R9Jv0uoHbi3IMIKiCg1xuL1PMjdjP7c7t5W1i3eKD28tyRm7CjgduL1Jba+Wgbx9uL8sTBRhX\ntzu3F9fbRNHrB7kX13fsG6L5AffCbA7dibgPtxdFmrScBXuxvUhVoely4O6D7UWejdlY1KrL7cVL\n69gYfAC94vaiClFAyzk438PtJeynTcGKAreXS/ZN03bg9mKqhiJ+uPnh9iKWmKLOv7i9i3pRb/5y\nexEsjCUMDbXPWc10PLeztQLOF0uzreZjPjRfOOA6zuWX5kufP88xnJA+J9J5IaLaOBOB9kv5ndTK\nOI04UH5ZgKk6xypSfjnF5+2/ezG/zEKbtotEzC82H7UqMHrk/EoJU9WRA+cXxUFLrcbh+T6cX4zZ\n7QSpyPmF+mWNXzm/2GA8VcR8cX43pN5rfnB+EdyMKf7Ki/OLJeqlKDpyfuHZ7cbEjr2cX98a6Ozl\ny/mFDAn7PrPbD+eX4cmQy8/USheH5WE3oEZnwP/ScS3nlwb8L18+lEKwB/6vrte6T+T/6nQHOYWI\n/0X6qM0AL/4vWF9piHEZ+L/klG4B1yP/FxWGEzLAjmQrawKpSq8iFZg7DHGUFe2X/svtyF4+ivRf\nCEMtpnqowIf+S9YESU8/b/pv05EJ1e2H/ouIEudN6J0F+m9nPNsOFbg1ksBVwLBmptsPFRj6lIoV\nD9ovFRj781N2SPHFArPCcGDhEQsMcGOXhjpggRlvbPdFAQuMTP8ymS8WGMqt3uoxHyqwcjBlbC8q\ncEdIpMAsUoEX5Rj+0gIVGLoV9wn3kFxmoNkV/JEVjICr+870TF31FFuYlYk+DkP4sIL5qbIqVpEV\nPKllqpo2AiyYC4NdQIkIC0b4mv2clwgLJr7EvFRz+4EFcw1q+yiMtGDsX17loQgfXDD03DVJlB+w\nwFw3WVn0tYgFdihjdvvBAnOzubMUAhYYS0pwObQupnOuw65200KCB1rwoE7Iz/69tGBR084XvLRg\nSjKyU8oCLZhyo61F3EgL1iJocjLtpQWjpCBy6M8LF4wMH0Kf5fYHF4zhnPx04YgLxuLRocEFXDA3\nxs08f8EFV6JpnXx7ccGQM/XiWNOAC57S/qRfeMGJ1DeZAy6Y8/d02vHFBQ/f4SSq8eUFU3GTRYiK\nvGCk+5AJuvnBBXNV27HxARfMzYTV2W4BF0zy7dSWs4ALRmgBYl1188EFo56ENdmDBT64YIJ1e/Xj\npx9cMN59chzGBy44P6zTgAtGjaD7wl3EBVOUWYaivYALxgJD9xWDiAveqAgCJOz2hxeMONeiWCFr\nLy/YhbX7cIQPLxhFqzH9tO03LxjQFkVegReMZLEVIc0DLhi1ZmyTqm4/uGC8Hgvw5WMDLhgVwSUh\nc6QF980T0/YnLhgllDEFZYq4YNQGmgv2Xrjggl0tWkZ84YLxQlyqH3HB9btIA/GCBaP+tvcnK5jE\nruZMw8AKZmLgkOzICkaRKfnRE4EVjE1MFnTJWVxWMPxidiRgRAWDitul8oyoYK55LcdDR1QwUqi+\nHFYbUMHouNVRxFRJ9+5rAvDGGlQBFYzdhwh5BcMNqOBGQoUjii8qGLeGY6xkD6jgyqXu5uZDCgY8\nOyN6d/tDCgYxeXloSPH02F5MrVTVuf0hCGeCMTRKAkEYETukxsd+EMIU2w1JdSNCmOK84ZFwRAhj\nEaE6zDsghHVSwFQkchHCrIHO5uDlgBBGdHqwlAEhjEDewgzFdRch3Amr8kQ1IoQxo/mm4YgKhhY0\nbe1Wiqhgnv+1cjoI4YMK5jkeQ5L2FyoY8IItSWNEBZOL1FQhiKhgdAZUAvkWAisYYnTzgXIWgRWM\nBcJWnRwbWME4/aQdJGtgBave7vlPYAXTN47xwH8PKxg+rVQ/+CewgtGRqp9EEFjB3CTpLo2C67ad\nh9G39rlGVDBHxOmyFxWMTwsF97n8sILxab1O+EIFY41jah93QAUTesNZ9OeFCsaQwZ7R4XYszW2F\nqiN1z5UuQhilu1k8sIgIYezzzxLeR1Qw1yfNH2+3H1Qw6vA2OziC96KCWd2y8bnc/qCCCfgWJyyi\nghGsVj8k/oUKrtDU66StFyoY8W/TGX4RFYwp3n6gHvtBBQ/JgA9Z+JCCsX0Hx2/oNi8peJEe6ed1\nBFQw4i5LMDQMIyoYQoSWnbYbUMEsJAlRFFHBuB1zHE5Mhoa6bD9RbY3mb/+NEK5NS4uZMup5TlZp\nnhlGsDDRjcW/1QULww9s3y5zwcKAPbd0IM0XLIxR17rOfIsAYZ5IMbN/qQsQxoIgnNUvAGGA9n1j\ncAQIw1vloo0lmWrpRMAvfCrOf6puP2BhqMDNndQDEA5gYfuLTbNqBAsXHieoiYAq6lT8RDcsPj/A\n4QMW5s6puhydewHC6FGtuWMPAGHMLShr6XkDQFglGgUFASBsdsjmNR9GgDClU9I5RoAwFFtVq24R\nIIwaeOq/8IPhs7Eg1t1++MGFSly9m4sPxnpsUkU60oPxytIpNVAUnRxCbKPIJ5kAFcbCoGUzCqEi\nVLhi6dXJhAEqvBjRlXHsByrMqlARE7lQKz0ICYbaCH8SlTfAhjNFq+sTNrzU70XBC7DhQZCXSKYB\nNoy8uQ3tQY1QYXRkmzKEWAlQYR5jVrXf+QUVrt8n/I5M4c7RtkRkiUxhVAVdHxeZwlR6KRyLSGHE\nu3mel3ORwhTrH4gSFNFrsxlCQofCvYAaJp1j7nnMD2oYa53T+S0RNYxFsr3d/qCGWVNIjrqNqOEE\nSulyYvFFDZMu6dT8iBomHqvufK4/qOHBE3lVcImo4QE98tD5RhE1jK4wl1YTImoYAdvw/V0RNcx4\npimNj6jhQaSrCPkRNcyPRfHozws1PEh9dVJQQA1j0l5Fy3sRNdx5SLBYo4E0jOAQR+AdAvEhDbPU\nUxQMR9IwtlMXiCpoD6RhZKrYJuj2QxqmuKNoNTSShtfgtux0CMROGmb0U6sDlANpGG/TD0SNpGGt\nZepci0gaxr6Tsg5ROJCGLZ7R9uVIGkbQnbk38SeShonNWw4PDKRh5ItIL7vbH9IwWRSHsntZwywj\nFVVnP1jDYP6LxRZYw0xJqtMGA2sYXRBYmu32wxpexLU5WDWwhpHnJOyPdfuBDeP+q7xFZArj9Lfm\nwzYwhYHz2FTo/byZwlgazN2vD0zhgRj9EJQvU5jMl8O6DkxhxFEVdGK3P0xhqen1EgJSmEd4lXpQ\nwwEpDGyamJwXKTy4ruy4+IAUJp1na//vCymM8lzW6VURKUzmm7YevpDCSAdbcXtACmNBo22N5oAU\nxpRtDm79ghTGRtIhoXehVLoR7QtpDKApxx5QwwhFsqC2FzWM3J0xkNsf1DBw1NSg/bxRwyhBbR9v\nb9RwQRF8uf2ghkHBBRRKKOOAGu5cuxaqLqKGEVWdoRJQw0hhlm+5KJRKL7UDmeVBLgcEMXJku0Yj\nOiCIB4NwOfFAIB7cJNLUp14EYmgqBLiKBOLBM47KJ4EYA2hjo43bnUBMdd/DYb4EYgg3axvrkIYP\ngRglVNSC3OwA4iHqtL+yACAuPO5iZbc/AGLof5dPWAFAjAUIGwS6PgCIdVCf07kigJgrzoeBewHE\nPOS2DG/nAoihYoJaV8TfCyDmZqDmM0oEEENRPrqDjC+AGIKaUf3tBAAxZL8Iw6bbHwJxx3YH9ZAA\nIKb4vh+OcQAQLx2YO93+AIgbq2/O8A0AYn0UhSMBQAw3hd2+hzR8AMQQmBGq5/ZDIIabIkLz5wUg\n7ghvq7+cCyAmTGU0UXADgJg4D8W3kT+Mcl0aikWorG7b663I4/cBDR8uMROpobNTX1xiCIvyTodX\nfMDEg8sC7vIjmBhb+7LWYD/IxDaq5IwCmBghGVD6y+0HTMzTpWz67G4PYOKSDxs/gIkR5c/SHB18\nwcSDSykOvQtgYp5YUrznBDIxFmG3DkONYOI+ucgs3xjIxKibIMLebj9kYm5H2UPY9oAmRrUEM/hB\nED9oYnyI7EDDgCbG6pIFggIOXjQxyr9t7AMsPmTiQVxo1QxxCcSTOoTp5ksgRmaBIxuW2w+BWHVh\nh3IGAjEeCrxvtRMIxBt73dJDJn4QxBRTahm9UIidTjsbGMDh9oMmJvKpzHGQxQdNDPl3c9XZB5q4\no16b3X7QxEh1ZtLW7w80MTagqmsGNDGetyRhtSKamNWkvRwFfNHEEANCZ3aQxQdNjEcZ1EH9vNHE\nHKAq4kc0MU943zqg8YUmxgykxgOXGEJXlykVyW8PJ7lWSSQirnhQ9pRHcfvBFav+4UFvwBUnqmvn\nwRIfXDHn5uWZRcAVowRt8ZhC9osrxqgCNCO7+eCK8ea3RyKBVozgNmnJ9gUrRg2lHaTyhRWT6egV\noEgrhpqxPgzciyvm3tLu5+UEXjE5As1j6sgrLtJZHb7xwyvmiROit33will2Hm5/gMWFzCGFChFY\nLM2QHHsAFuMRN0IXtx9gMXTiswugEYnFSJIBWDz2QyxmEb94GBuIxSwvO5MyEovV/7QJ5kUsRhx7\nTti5xGKijg6OPxCLuXm6q2QUEcToXc0nyUgghvcsPpe/CcSgiyjBCgRixArYhnHsgUC8cQdCB1/U\n8OIOSEfdB9Qw6uc4VkV43IsaJiiiS5b5Qg1jHWFJPRlRw5hpFjf//rxQw+gAY7k3DahhZlhDBKqI\nGobfxrmEv7CGO3eaOCr5soa5CJH8dKbAGl4k5Zx2LmuYXgSiGdoDbJhqJVXsL2yY+ySz9itG2DBx\ncnvVX2DDmFd7+oANYxCnojXnCBvmNqPsPTDAhlHeXeK9XdbwpG40PwTihzUMiV7WgZMv2DBC5zGc\nIX1hwzof8DCkL2xY4iA/7CPAhiEOwqJTc/uBDQ+kMFPyxQgbppgoiQ4SYcPo95i/j/2BDS/W9NQR\nAmwY7hORznD7gQ1LbuZllAAbhofL02OIABvmaaX9tH9hwyjcl+rU6UgbRrW8+1ExETeM6tboTvi9\nuGEcKISN1Md+cMPYONB8A2LkDU/ux5mOLb68YQ0NFSgDcBj1fShd1MwFDmP1ytyd3+YDHEZNvxMP\n9vMCDsM/A7ag5i9wGHVOcyJy4tL57nmYgI4reYGIOz2EcPEBRMxFWd+MFkHE8DSWDglTFEHEG1lP\nn58gYqyDQHgvcHEAEVdO3EIJRRAxCtp+pnoEEbNimrQJLoKIKeubWtiOIGKer7V+JRFrW4aCuCqx\nr4DG4NEPudOIKMbozn4kd0QUQ+yCiD+7/SCKpQpzsF5AFGvhXAuFlXLf7IeB1jTldyK6GCVKuywd\nRvFhF6N6XjkB/ER2Mfosdl6KUUy1r5rZcF/a2h+ZxvBNuTp27DKNEfGtNZ2YfJnGgvJruwDsOAX5\nAX4Q6fTzYh2T+NEcPn1Rx0BcraqR+EIdL/AwtNgTUcdcT3VtTEQdE+OEgh/tAXVM7V/6hXTMk/e0\nYTGSjjkkyhY9KpCOEbJY/iTsUUAdY0EfMUV2+0EdYy0MYqTh9oM6RlWgQWZK+0UdIwnaWL91O4+9\nGxoSOHfioI4fBHLmPrr2iUBm/Vm71yIBmQvoezk4+iEgY920aC29Uuu7xVHu1A2uA0A+YGTMNsNP\n2Ahg5MWNVCobRzAynezUPpUIRuYhiS6Ni2Bk8B7HEiE/gpGp2ZQSIHKRMWmidHouf7jIg9uO9CoD\n/xgTLjDTQv9myE+rkz1s6tHKQuQi4zbNyzpx+HKRecbG0CkVkYsMJXdJyTnKl4u8KHFxam/gIi/y\n37r/LoS9eXiBuPXmKOLAS8asObz1y0smsttPAnnxkrGUs8snL5ksipwcGn15yYOsDaexB14ybr5P\n1SICLxmJTDp02MBLxvDpqz32A0yGOgJnBan5B5jMculwLnoAJqMDWmwsdGEAJiOat9tfvwCTkeWP\n9AswGaLNZ1QFYDJeDurow+0PMBl0A191jcBklldtKP0CTIa2tUusHMHIQEWAx9vcfsDIaL9Nlbdf\nYGRoAg8T+HKReWBecXpm5CIj13VeyYuLjAJ7W59YZOpR9nSs8+UiLyxlmxdhFwkAZOyWW9U/1gUg\nI7mw2UHguwBAHhS3SlYQAcg8XKY7rPryj7FdY2uhoErUSw4xn6kdXPLlIqMDruSsw8BFnhRkuWMM\nXGQer+Xre5GLzPrQlLwkcpFJIh1SCEUuMl7aHCpQRC4yZlWwikT4vfxjROiA1Ve3H/4xOZarCl0X\n+cdYd1lamYv8Y+p9m6AqEYCMsldajnILAORBuY6OzHoBkFmwmIdzfPjHrD8lQRtenONMiXdxs2OO\nB+lA3l8D5pgnKlZtlomYY3kRCU4j57jw2Hpv/XKOJd53xGLgHFPguB2L/GCOucRUtYT6whxPUELK\nJ+WYGyKztiNFyvHgOpvDwwPlmIjZ4h0wUI65nbbtfWjGgXKccbpjcfuhHHMjkfBxEXK8eEJN16sJ\nkGNEY3Bi4vVeyDHK+307qjZCjrkIqaNpX5hjlrMPsPdijlGInNICfVCOFxYVdfmlGePc+lQkT480\nYxQZLPpRd400Yx4yPo75wIxRqUxt6NyMADOezA0ULUWYMTLaprXMCDOGXG0e0OmFGSMLtDzKYcMX\nZoxAxJy9xmyAGWMz0tSBgVUqXbGJG7Jup/sGxjEcmqVR6t2BcQxhD9a1l9sP43hxR4xuPjCOKSpv\nJR37YRyzgOnMjcg4xhoHlM/d7QdyzNCQ26F+XpBj9nt8T9ov5BjbLKzjqCdQvruqAw+A69DUHyHH\njesm8jgBcoy91GOIARIhxxjkCVJHtx/IMarWNor9PqHTLfVUb9c5FeHCj1FUtg90kMgHfowqFDbU\n6i1c+PEkf+e8tQs/tq+Mg34/4cdYL8BsfCjHB35M4YPWiwP8GCuQI8/yCT/GWmMZohRF+DHkiW2O\n9Ak/RjUd647b7Qd+TOXAOnzfCz/Gq8G4225/4Mco9xSP7iXeFcwYt9AOhThAkVEVLfOYHyZyIVXW\nUb6XicyD+JbKEJGJjCqKOYJ0rj9MZIzmIT1eZB9TsO2bipVhVF3O7X6Ojg1MZCpRD0s/QJHRRyd3\nVvy8qcjI4mxKnW4/VGRs7V5Lp5dH/DEGChCBy+0P/zhz16a3//CPeQZqkaAjApDxPcse/YCOHwAy\n6oXT+3cAICM1hEituv0AkPGxkIjo9VwAMlaV/JCkgD8e1FJ4KBzwxxRbJq2xR/wx1g/mqTUE/DEW\n8RA5Nbc/+GMCN8f8xB9zZdV5RBF/zKrydoh/wB9PnprozjHij60bpelZWsAfk0ldhf6I+OPFfUpa\nUIv4YyoZh/YuRwAyBy7KzbQHADLpBdKPPwBkeFVARw8t+QEgaxeJM50vABkrq6l4seEAkEHYX2s5\n0PkSkCGSWOfFXAAyj4QaXrw6AGQGSkXLJBGADDe46jxc5MM/xiyxp/iEkX+MIAEnyX/yj+Escf7u\nuf7wj1FYqlmHLkf+cec+lvUL5xi1mezpU8AcQwON7eXCBEOgW4Un7tRej2M/mGOuOPRjv5jjQcqt\n942AOcZYn90PogiYY3rg5ojtgDnmgdp1PdcfzDGmiXQ+ScQck1HvZ5IEzHFHqXMMdYOLOSY1cmr5\nMYKOueBnQdyhIh/QMQ8ArJJIBNDx4C5oP9UngI4Jt3YUwAt0jFNUr/lwjlHVQ/ic3X44x5PnB28l\nhdT0LvGGN4pG2v0T+cfcqLG0Yhs5x1QZDCftBswxQWs6A/aFOe4swgt6FzDH3K+ylCK8MMdYG6a4\n6ueFOWY+VyTei5hj+LNNtfvPC3OMqXMN6dYizhii7/VHcMY8XWtq1EacMeR4pTR/3gdnrPJgfujH\nB2eMMHE6kjbSjLkD1yltgVs8uN4iiHzkFvOYwkNvvdxiG4fY17NlDtxiVh9VCIjc4s4q7aqHT/xw\ni1nFUsn2xS3OKDhqwEVuMQdcm07+DeBivGQ/hCGCi6GotFTQCcKXUExCU/ZOEgnFyEuTIuRIKO5i\n74t0GgnFhTiu+kko5ok2nnNFQjFCTEu5xNoMhGLmYt0pk5FQvHl49gEXH0AxDmwsTaLbCCjmHOwE\nlwgoRswzphLSCCjGjuOtKekFKIYyMw/nNF9AMc65adqZEgHFkBmYp2luPoDiwS08af8CKMbEWbUl\n/QUoxlnYWvuJfGKtBGqvd+QTM/TYbg8cYmQntSreiLxhnj7RpQGMvGFoZ4S0+nkBh7GAnyUBfPGG\n4Y2GkHORN4y6NbAgYucGrjB0NOYPptsPV3iQoynyf6O6tpNPLPJ/cSDw5Q0jjLIeKLIg1LUlsR0e\nAl109nTgEKMZ+xAaWJFD3HEu+sEoXw4xz+AtOir4zSEGOakd3vDhEPMY26oiUuQQQ2ZQsRPZ7Q4i\n7jjCyPefRRAxYXB+JGsEDtNXJ6kSInAYZ7nU7YDvABaGfsiGsIigESyM7SDVp44IFoaIZGYBjQNY\nGMPQiUQvrjD0rm0vNRO4whjNjqeLXGFoM4gY/Xljhan1FK0rYoV5WtZUcTZihSFVs6kmHXzwwQoP\n7rdyAnfACrNgkJO3c7HCLIL5twpUYcyr9j3FpAxU4YXFcAmkX1ThRBaTP2ygCnNqdJb8pQpPygR1\nJN6LKkxNvI7ZiFjhxbw2O7sZGtpS/fg4UB3lRQJuGIJkaIHVzuUNY5o8+9UaVbRN7XAHiE4kffGG\nsZ6R/JtH3nDiMW7OIb68YcRSNsGKDR14w1TX2uuX/fKGB/MyDeeAG0aM3s+3CrhhBPg4I1a3c3HD\n8OBrqHzVKJadY53tec4UfGGIJ7JcpbARQ8yJKSuAjhhi6iRAxaD9ARFjgII9u9x8QMSIHEEVUjMX\nRMxkefnAvSBilifm9LsPIOJGGVA+gOIDImaO23v5JBGr9LkcJh1IxHjAdawPh3jAi2gLQOQN07vM\noXEVeMPM3IcfuhB4w4jOtXP958UVhoSsnqcKXGGSMHAWlds34G3KhKE7Fpc34IYTaqbOjKX6dQtP\nXJGCecAXMMSIaSyYVw+MuGHoyv3QzYgbJkY5C8bygRtGfC5nGnDD3LkzdR5SxA0zkZ9SKwbcsEiR\n+cEKH9wwYhEcprzc/uCGO8Q8YhMF3DDCYUum5aopf53CB1fiQzRQAoZ4cPuaTp6JuGHcJUiyeqrL\nG8bAWkOcnQ/eMNTMTua9wGFkspaTCVYdgMPIzNPyeDsAhxc6FXZE0h7AwgXSPx0yE8HCeN60JIiK\nZGGwa4twIxEsjBGB9F3NQ866xz6ZZpe44QUcpuhhyCsHgDCSsunEtQAQxsr16lpej6Bg1mW60AV/\nyv7/GSDMbZrODP4NBaIJrOGygDL+kz/PEube9IYdy5ElTDe1NBNHlnBG7Nqy84EfmDBBG/yCESaM\nkv+UZDDAhAcddRXCN8CEMw/zpsMMMOGN09SQF399woRHX/LSb5gwaNHFzQcmTE1uYcE5soTxx6ml\n4MgShmgT+e7XmyWMug1OM/56s4Q7YbOs5wSWMMrabQoU+WYJo2bOzhVgwgj+IH+lOcCEcTDAFM8r\nwITp9opiwg+YcF7KhC5MGK5zDxXVA0wYfh9nk7HpABMumBl2fsOE4Wta0gGBESZsgQF2aztjOMCE\nweqldwzUYJKqlmqlgRrcuTOocaqJfGBsKVwqyAQ+MBaCuu8bD3xgnL6M2PmTDwy8giXTvJPLB9by\ngwKgwAcebE9CyAAIRjYDtj8bCYDgwlVIFkMjIDgxYxVOGFqatLxuDYAxs+/IDUZyPCT9D4Bgrj1U\n/8kACMaS8xQfJBCCCdHJ2uPIczOaKMM4aG1L8HrBwUwzNNO9ucEo2nL+DtxgYFywYuKE4MMN7sy/\nOJtFbjCWwrCo9/XmBlNiL7JswAZnHFrlxgMNhittXblIhAaj0omy69cv0GB7od0xwA80GKtnrf0R\naPBe4xCGH2bwYMjDEDkwgzE1rKZabGQGTziDxEA1MoMhx9sq30dmMIAiVVthAzRYLMvKWCZAgweF\nTsIoX2YwqVKSwgZkMF6IzfEc6AEZjEB0zNycJHyQwfCroPJ+0oEhBRyiNwY6MIENQ4qOhw6MXbQ2\nXSS/9uCBiV3rWtsPeGCiErdWdCMemEeYqoIr+XHxKtzGabb761dqcNamkkANJjpwae9EoAajv9lI\nYzQcqMGD7WUu20RqcKY+Qujbiw0e3MU46ZsDNxgxLHe0vrDB1Jm6Cipig+GOe/nEBqPoh66zvl7Y\nYNZnt4C4ARvMPWlNuX3ABrP7Le1PCthgfIXatLoTscHgNliCs74iN5hKsiakHMXGg23gF8Gq+AAK\nU/+wtKAUgMIU20tHEoHCLInLIQagMPGefiD8BQqjDJcs8nsDhZntmNMX/fkBCmttpKniE4DCkgUM\nBwhdoLB2cRftBg/kYOr0rcEs4u9DDuYOEjj76XYnB3O5p/upRYEczDLCPmDfBxxM0jIwucPtDg5m\nQLH9hIwADqaacHbnxV5wsDbRdynjAzhYivlUnZr7kIO1pjHXQxR2dLCOp95OOrvsYNqRxXW3OzuY\nxRqLksQDvOxg6ZK0o+Kig7Xql87VFx2MALCk5S//ooMRRda88rE7OhgDHUtnx/ygg6EULA7/Cehg\nJjJ+anVkBFPF5HtlIyNYLKIkWFCABCNbqD05jvZCgrE3FFu9ab4sYLKDpfiJKGBEZZaXCGkdUMBI\nRiu35f28UMB6WtU0XyhgcAq2HERE/vJgGz/TLSJ/8TJLdTJxIP5ivc/XLSPxl0lKTY7wDcRfEt40\nZwfiL+QLuQr6F4G/COzMMx37Af5CE2SP9ACCHfiLxNvmAbF2IvCXejPHMV2wrw4HHvXwfg/YF9Na\nHX4zgeuLQGYo641cXy7tT22uiVxfHfSkrDGCfQdLF/mYH7Av1yGdBRrAvlzT9l0iEeyLjGAfaHgA\n+w4e4qR9Ey+0L7t3daBwJeLSi9jdsTeR+Mslsq0I/EX85S6rss/1h/g7UNWvmlUj8XdwQbz/Svwl\n91bFs0j8FWSzCiUXib88cMlf5gX+osCCswP1VBf4i8rP1N6uF/AXkuEuoXIE/hL44hqYAPztOhSu\n/wL8zfQOjnK+wF/BPLQGFIm/6FH2S/J/b+Iv9nnlQ/Y9xF/kC9i1Mdx+iL/YVIq9mGrnxfy1UaLT\nq17MXxzPmh2SFZm/SJKWdmxlSoYbGb4YESPlhxH8sICRWy4nZkcWMCbmqqXFyALu3DOkXasvFnDB\nmqf20LxYwDypojkR+bKAuY46nFwfWcDccuFYt8gCxhIlYR0/ZAGDlZuVTu6H73cZwRBleFrxQgTj\nEIre90EBH0QwviKoiG52QjCXP6t4NRERTJR2G5oLIyKYy5PZQcMPIhi5YK6SCUREMB4JMt7h9gcR\nzJ1JPiAuIphnEgyWs34iIhhrFURCHRSwI4K5AjNncYTvgwjGuhIoYPkghR0RjKUTGyZFXeQigrEE\n08pwmtxFBGM9i2ek6PoHEYw6usWe2k0ZEMFcLoOUeLjdEcGwY+5UV7iMYC7xWH+We7yMYB79YKmY\n8NWXEczFE+s649idEYxlj40T1IbbHRKstZ+cHK38QIK5TleSKr4BEowqWnawzmUEY3Gjo4Y83OyM\nYKxhdpBHD/TXGcFcy5mOrAmMYKSuGXAUNwdGMPIc9cHICMaRUXU4EPkygrkLvbhfC4xgOFnkL8d+\nGMHI/6xXaM6KjGD0o64tty9GcObx2PKPkRGMIHw4NpL64yFmMdaBHyhtYAdjJQUb6tx+2MEIn11+\nHNnBcKeWTjni+LKDuVnGXsmBAT/sYORz1cnNAR6M2UAb6F7oYGpbRGqK6GAuA03PFQI6GLH/6n74\nQ0AHc49+UdYX0cFYWFrVm7nw4MEdyNoH9aIHYz07+wAK9GBuJRDL60UPRklrpMd+6MFTp1HtD3ow\nWl+jHUrwQw8mx7PtQxU+9GDyCLhn4edFD14YAUMMvkgPJkqlHBowZcmiAVMDJBHYiyrcuF/RMbsv\nqrClln5+R6AKExDn66WRKqzTjCQEjFRhZLrLjyOLWGFsQrOMRD0tYoURrGVtJHxhhTGAsk+UESvM\nNXifO95YYXIui9sPVhiaRvuUTle+WOFJfZp3hoAV5vKZVOEvqjBSYeuPup1LFcZGZd+u9aIKZ+4A\nboc2fKjC6MkWUohge6nCPP7VYYGZwuSmy3G259CxzZEqjO9QOBv9vKjCkF3YXJYPbfihCmMhaqvQ\n/aIKw8U6HClShUnoKP5yAlUYBWkoTtTOpQrzxIIkBU6kCsMbmcufh0L8UIWRIiw/ASdQhfGxwIir\nbj9UYQED0j704EMV5pJB8UQwUIVxy2NWpytfrDDXgZKjtiNXGBgUBqSyW9RcHDcBraI6eQAOo/Jc\nmk9xgSzMU4LNyX4ghBEdYS1XzV+EMLFgJx8OCGF+iS2EVkQId2IoxidCGDJcaLuX2xdQoBIucWfj\nJ1qYm0LEyXyRhfF9nEwXycJQHKZzEkMkCxfy9jTiAlmYGojmx7BEsjCaTNquHcnCXLPBvnLaL1l4\nUg7T/fYvWRh+GQfzZrcftDArct2PwYhoYfhrRza80MLIKvIufwwtDNxidvtBC+O11S7NREQLE/i8\n3XMGtDA6IQ45/2QLL0qympOaD1sYDXbHLEW28MYmGD9WOLKFqbyoeR+KsNjCkGHX6jWNwBYm/y/5\nOUBUKDe10lGZ9qNGInN4cDPFL8jhzr2Vjv69yGF8TRw6c+wHOYw9upNsj58XcpinZKbuqOCLHMYk\nV9N02O5FDvPUpvULcRgrCtBvFbcf4rCrzzT3UdA8SRae3KnsyVQgES/I9KYnXxQ0F5GFscA0dMB0\nJBTDQ1gStw+5+BCK8VgsjdIeCMWo189cfiEUYz9KcnZ2JBTjFG/HUARCMYZwyslBx5dQTDn5aA4d\nvohirMNYfDkOutgRxXTugPrQHBjFnQ/eDrv4QIoXlGvFnXugEWO9yiYz9bVAI8aLXb6DL9KISUBv\nXYyhSCPGSUNFJyJFGjE3irsU+YNGnHC+x3b7QyPGOPRToSKNmFCPqcrxC0eMys1yiCMlzZXtIL7D\n9sljP5hilhi202kiphiyreq3GSjFmPVn3Z+YYiw5gd5yuMMPppjHgjpa740pBpJI9I7AKYbkA+pm\n3eblFHNd0hcPXpxiVCazzusInGJ42XzYOpFTjJWg4VDZyClmYisY18UU85TtNfzmL6YY00iv4qxE\nSjEKClVHk0RK8dIB0PWTUkwZi4OvI6WYQZxT5l+UYuzqLdptGSnFizXnkQ69+FCKiSqYOr8mUooX\n3n2REPRFKcbJqVs7tyKlGPiutHW6T6QRDwbd+tUAI+ZKy3Rm8oUOIxLAIRC/QIfhUTwGjdDhqX0R\nQhVF6DBZkI6hCtBhrut1kTUDdHhpy5czkC90eHLd7lgPchiw7ZH9Xi5zGIIgm8tFIwzMYTXiwLDL\nHCan4DFf5jB4yYiTi9sPc5iL056NvJjDEzGtViIiW5i0k+GonMAWRihVtxO0IlsY7sfz28gWXlCf\nTQWmkS2MFeYGKr3bLSI77UCf6FzdSx3G2h+UzdnthzpM0EJafp+XOgz7Lg6+jdThLLkqzRc6vJjY\nD8GsAnR4YQgcUFGEDg9K25ce91KH8Rqq67Fe1GE8btYqf6AO42Q8nNU93PxQhxE5FId5v6nDDYvd\nwgJf6jBPr0/ONL7UYcRU22aOQxE+1GHEbChed7cf6jACvtS2v+RLHabuukocFKnDi8tP2l4WqcPk\n/6zhNOJLHeaRGs70iNRh/K71Hj1uoA4TKb2c4RrowtxrU6XrjHRh7LFD4d7ND1y4YSNrcwhygAs3\nrA465TewhZEDrfYLW3hyjX3WT7YwtXNTMVmECxP7UlX5LhRMz+HHvBE3cOwOHWZA63tJXtBhVE2b\ns+kCdJh9YUu1FKDD3BY1HJ8doMNopnst+AUd5kKakB6BOswF9rXKoQs/1GFUF1zg8aILD5YxNf4j\nXRiQJR098YILY5KsWsiKcGGECthdVd3+wIURkfnpdS+4MLbv298qbj9w4UHkTn7sD1wYCv+cHojw\nAxdGypmGX3/hwphXsfX2F7rwhnC97E+6sFC27o4iXZjHMO7ySRfeQHSWuY790IUxk5V27vPShUnQ\nstC0uP3QhVEjxPlesj94YRbTWnqowwcvjNdp3shhxwEvXLjdQ+aLF95SK203H7wwwT04ToD2ixeG\nzzePJS8V8cLcYjvzwREfvDBSYxveDuJ944XLYbhGvDA6yXTaZOALT2bqTqAOfGHYS/d4OPCFseyI\nLTu6PvCFMWq2zj958YU3NNvyUgEvzGNUsiM0I164UznVjv3wheGORtIRbS++MATcTVsOPvjCE5xF\n3c7lC4sQoJXpF18YB6xkHWQa+cKs4TnSL+CFqZHX/uMXXxjfbYmVVai7XttVr+bHtM4XuMNQFgCm\np291ucM6Fzf5u7zcYZT5U9e535E7TMVn8rggcocHaxfC+QfuMDcodAdIRu4wVjvk1AJ1mHe59/yF\nOoyoJusA8EgdnpJ1tGM/1GG4cNBaD0U4UIdrcpDYizoMDU4ZD6X4oQ6jUrclU3tRh6E/SLUf+0Md\nxhafnOehCz/U4cxF3PpJHZ70oMvbudThTkKmuA0v8DCKSzW1Yz/g4cldZnUekvAhD2sjhUgDL/Jw\nY2CoSPmSh1Gityi0HcLwQx5GXDjFionkYe73yCoGB/Iwl5r2+IU8PKlfOxzkix5mflulPozsYYQd\nYAxPtwf28MTCmiC3lz3MPUF4Qrcf9jDqed33+LwYwxDkTPFWImNY9WihsgNKGAnl4K6hnzdKGHWb\n7ETiQBLGGjugCW5/SMJwI0VK80gS5kJMmk4eviRhDmgHMAeQMM/9Ws4vDhzhRQyjJr7AEaaANjkc\n/XKEuUF2Omo2cIT1qTxOpqx3FT9KzmJRQQUKdb3dy8kIt/WlInYYy+TZD+0JfGGUybF8oru8fGGW\nz3bxV/ziC3ON/3CEE+7S22FX/HnjhbUjqP+CFwYPv2vXRcQLI5mv3bOLgBeGB1qHRnzpwlgGbMnP\nyAl0YXyp7jvbI1148CQFT/IDXbhTaaljjF90YcQfzjuLdGEMw1Q9fY504cLzz+QtHoow+9lOepeB\nIsxpbIj4+KIIA3Cp7f0BIgyIRK/+4i9EGCLEaq702A9EmOA47Auh/VCE4SFTObjnQBGGLKY0f++X\nIjx4Zr0XtgJFGKuJ5gS89UsRRoCSllNpA0QYi482oLbbH4gwcF7YxUN7gAhXbqZy2G6ACGPVYmhl\nLkKEqbM7xy5EiHDG926Oww0QYXTLrVXgCBHGBJUOBz5ChDvz0F8gwoQaZi32RIgwjvC0tEi07QAR\nRjEJagLdz4UIA7QEQeKBBR+IMBmfNplntz8QYRx021SxDxBhklH9BKjIEEY1C+g72i9DmNXYrT2I\ngSHMo566GBuRIcyP1fzAgcAQxjyBtb7p9sMQxkvYSzs0XwxhdF6b5orbD0OYHtCLwJEhjAQLYZog\ntoEhjHNJ59yHLXwYwuKdqVTwYgiTlD3qYQs/DGGA5ptDiQJDmEJEnOzg9sMQRmdDcH6Yww9DGPpO\n37oVGcKd2++HICGRIYx1pSZoUEAIQ+5hQ6oXtx+EMKKA6rLiiBDmAnvX7sGIEEZkYd5cbKaLEB7c\nKOAgy4AQRgw2neQUCMLYDdyaVp5eqGDgxX2zSUQFI9T2s9ICKRj9O83iwOFLCqYSoa4HLHxIwShm\n2nMIhRSQwEgUbJgIO/NGAltUkfTOAhIYgVkaO38igbH2lAlB+XkjgVFybzrYITKBEUZbM4L1BCZw\nb9zdxXkmMoERuOJoEd1PYAIjO+AS3c+bCYwVleWEoMAEpughHRbxZQJT7+lKjRcTGBN4VdwVmcB0\nDDk/8N+HCVxZLxdoNkCBeRT90jGKAQpMziJXYH4+qcBcmzuY30MFRmRpU4JG3KUCc+AOHWH1ogJD\nrZa0Oy9SgQd3SjhuLlCBSQlwkmCAAkMLwQOF3X6owFD7YPGxuv2hAsO5b53xUykV7qcd8yX+8gMt\nGCmEZZz6iIEWzMpLV0IWacGoOCDJr25/aMEDrkP6rUgL5qpLU5ZcqRXew0EYlloqjIgUYaiVoFY8\n9kMRZhEBcgXaA0WYCJ3y0IUfjHAXOPPYD0e4JxZ5NHgjRxiLasRB/ESOMJEUS3uVIkcYZIvl5yVG\njjAOEdpVBZnIEUb8sqtoYpEjjPJjdlpZ4Aj3Qjm7A4AfjjDqw5YFpmN+OMLcV6R8MnKEyZv0JbXI\nEdYWUckuIkcYorfhzQeMMJRidi8ixUWMMI7gEyToRRFGYpwUB70ownAFWcquKqnwdg5G41xG+6UL\nd7SDlSi3B7owtjuvc/2hCyO7xXkBQuJevDAng1ydgnzxwkxoh3v9gBdG17EO+GCHD1+Y5Yo6nJp8\n+cLompbfOn2ZUuHtMtwE2UVz+8MdRr0qO8bwcoexswWy0YMjfrjDFJT5CI3cYZ78qeOJI3gYJVaf\n+gJ3GCsdE/ow2i93GKuoxaf5gB0G0Al6WTVzscO497mWOPMRO4yVzaH98RE7DPnzGDqb+IUdZuiu\nnhaow5jmsTdF0Nqsw3419Y3hoWmkESNkrc6detGIAaddOoP8gzoMTUL9hTqMWRP7zdx+qMPwUjjq\n7JM6jKmv+RL5CzuMKLu5F6EkuJMATEz+dHZixBFD5OcHFEYeMZxRd+jzm0ecQRgQYDjwiFG0Q7Lr\nducRM7Cefv5E4BHDx0JP093+8Ijhk7v2CkcgMaKmKZcWecTwvBwZPy8gMRRGIN/o3VwgMdKF7Cft\nRiAxaD2WWo0DHn6AxDwaqX7yiHnkkOtAXzxiIChqc9LvBRLrIIUlCn8AEjMbWXMcwPABEiPp283P\ngQhAYmV32bnJF0jMzVJLPfnNI87FHX7kEaMiCBg57dADN7XiW4bcfDDFKklrC1XEFKM2NFi7+3lj\nikGUGFlRfuQUN+j+pIqOnGIkR8Nf2QtTbMlTWp+YYuQEvRS/m4sprmRm9GM+mGIUp8zl+bNeTDEL\nlc0dWuQUY+sGIV8/b04x8K42sD85xYjmsZ+hu/1wirlylnROYAQVcx2/alE3gop5nIk3H3jEfmx7\nPfziwyPG9JCmY5Avjnhx63yR64o4YhyvIHVJpBFjrA1Ce37eNOIE7uL+hUY8SelMit8CjZiLmVDE\n0B5oxNwaOZ2C/NCIUbo7m04jjphLyeBw0x5wxPhWRTvSAo6YO0m4UfznhSNG9GnBRPsFR4zSbTrv\n+OERTwJWcjnc4cMjJvWkiKoWecRQjtYTBEYeMWal4SjKwCOe3Orr4PXII0ZwUN14oMM8ZcdmPBFr\nX9DhiuW87PaHOoyF21YcXnypw7iZnaRpidRhaGnLEn8oUod5atESGK9K20v8L48beSDIAUe8uCNG\nwV7EEQ/ing6l+NCIoeHra/rtBBoxAhjHg0UaMQIFm8Ee6nDm5i6VYpf2DkYYMYIcYM6G2w+MGCgT\nc/eamQOMGFKd4blqgBGTJehq9xeMmLTZAxe+MGJmV/7B3yxiixIkEI4sYq6xFD+5KdCIsfvrVCEi\njBh6wqkTS18wYm29VMYeYMTQwINDdOwPjLhCoKFTJyOMmOB/51+9YMRw33mVAyk+MGLuQq86LD7C\niBfO02qtHUjxgREvMvLKJ4uYDFPfePtiEZPM5z05sIgRXdncOQ5e+LCIEXk2hEJuJ4vYv72DnS+L\nGL+DDRdq/LKI6QWGQ3EPi5iAYl8Ae7GIAZVaWsSMMOKFM3Cm5AoXRszzLyV/iTBiEiiWH/wUaMSk\niy4RriKNGC90WJg33P7QiLG2uny+CzRifEggJUWsvTRibN5D1fnY4Qj9MDecpKGSX6AUT0YRPvAj\nphj1EF+bqRT7juosh76y05QDvriLV6KpIeCLeTzY9FpawBcjEGvnJJOAL+a87DrRiC+GGGItzxEC\nvngh5fPOHejFPFpqS5T8ohdjPTv5DBnoxVzEnH6K2aUX8y34xq9ILybb1fk3kV7MuaEszWCXXsy7\nSR6lBnoxbz57/STSi5m8+mEdEV+MzXh+ckOkF+NMxSSk1ItenNntHMl86cVYagN38GCKkeUn5dJA\nkJVjf6jGIF+7kOaFNUYkoc1QL6rxoojSwbqXaozJwTpUFoj3Uo1ZaNjb6ciXakziz5L+5UU1Hqy3\nikcWqMbc95H6Y1/W/5O+bba+2z5pxzh1RiddRdYxMLzY7yj7ZR0j8GzYlOR2Zx1THz2U9kTWMY+H\nTZJavmDHmUsRa7odmBDn2lu8L7xtYCBzQctzy8hAxrIl5VJudwYyV5WrRlVkIHP3RdJJrpGBbB3K\nPqsWFF4MZMR2s/kXDwxkfB1HAr8RyFASic8ZEciIC6fATxGBvKi/EcCZAuCsZlCL7tLuvMjIlRvA\nxJONZORB8m7/JCPDNyLwLG4/ZGQsK2Jy0vWXjDypPFHJKZKRzeEXbFrhWwtkZConyqxuPmBkSPFz\naQLTBTIytqYUZHa0BzIyVkP8qPIXGXnByzscNZCRO7R46VgfMDIUF0V0twhGBlUXMbauv2RkbK1F\n9OXmQ0aGKNvC/Ad1/JCRecROFXkxkJFxyq1lqH6TF40MbbBN4mIgRjTy5OubB5kMAokfLMfTkH5B\nJmMJzF5Ud3s3Nzs17yVrs5zrH5QyqDxJ1YqIUkapGPtOstsPSplchl7WLyxlpCPFydGRpYwDKaaq\nHo1aYm5iVyzZDxs5MJabK0l+XohlQcQ1zUfEMjdsJv+KAbGMGTxn7QwOKOVFoIIC3ohSxsBaB40e\nUMqLtJjpVgcpY/UdSaHu5YKUMenZv+YvIOVFOkI6dgcpY3TuQ5mMIGV0it68GQiGx8E6W4+a/qUu\nYBk9LVUloxGwTJ+2m1OvIRheBCZT1riVmrzAywt6J+2gieDlJcqTen4AL0OumYdCghd4GdNDGetc\n/5CXESo3Hb3zIiwj0rGpQpTfgFjmKfcOBQ+IZe6z7sORyRexjBQtH/cSUMpY3QTMVb97UcrM1jx0\nebGUUTb043vfLOVSnKfyYimjPgRJp9sfljLCj5z89TwsZZd3pz/CUgYGqx1m8mEpT27VE5nuxVLG\nptWtzWmRpYx51XKl8slSxiYRYNKW2wNLGTI7wX8hGc5kGrN2NXQkV0Qs4/ZROHRzICwPhy+8AMuc\nPp1cHgHLiWetaTIPgGVEFijSu/kBLGN5rUpTEQHLyKxycep1ACwj1kZwW93+AJYRgi3poyNgGXUB\nLU/+vADLk/py/7QBsIwoFuJh3WcELCOU1zgPgGXoji0016uPgGV+quSs4wewjEQPOYbMF7AMOXXp\nikojYFlEJk3Cga+MyKgM96SRr0xRpsdjgbCMu4dbo5mMoHQKwjimobj9gJfxqfbySTuAl3nIRDtE\n4wtext1jYHe3A6Tmel5zBFnfNgCZGR/OXg+o+QEvc2eXVKIv8jK86ZL0NZKXsYm71+JE5hd5Gdwr\nRx1DGFwPSXmqhvPzJjJDPuYVmheRmZp7LVBHIjPmvbol0X0RmaGbS+khNR8iM73XOsTnS2TGDJ63\nnGYkMqOi4yetRiIzo5otMV4kMiMw8TgzAplx3MPWYVcRyAynA8rscDtOY9+KS7VSFinNiNg316l/\n3pRmVMvH9DcTKM04iHv5/BMpzRQb+aErgdLs1GXNb4HSjFJh79mxyKgL1tMOdjJolEd6MzIbJ+V8\n0JuxlrmP/dCbmf5srR6/8M3IlvOen/hmlEUsjNXAivjmznRWuQXL6nl4NRfiszzc/mCdM0GO+QPr\nLAc+f8E6Y5rHZrP1Z+z/HbDOgMEhUBj1N4pgcHox8nv8H5yJM3FI8J/HOmMdf2Ep9IV15oHHgiYE\nrDMPv23arhqxztiiWJ2bfLnOG3qHps2zgevMGk1y0vCL6wzsH5l0geuM6rp5EMGhA9eZGhjWDiLW\nGdvmk6aegHVGRRpiRF4duM6ZAHLdSOA6F2mUHOB8uM7M8hxBELjOiFegKl1fL64zHI0l2BTgBK4z\nRoflN6wrRa5zxfYTkRkD13kRsZEOwPnhOkPnZwGwU6AfrjN4H1Mnq16uM1F/WXv9A9cZSy7Ft4MH\nrjM271l74k5HrjOYDPoGl+uMYiHqzuXrxXUmEscTQUrE+2EvW5pL65v2jM0fjDkC7VnSb+mOWHuY\n3Q89HM65jQxoRNdbR6IEBjQL1Fln7wQGNMXHQ0CgCHsG22aowhlhz9AYnNu+sGfkf+cgywh7FhGL\nzinCnnEMp/NHA+wZk5S5rOXmAHseS+uNIv93P7mwjCRlaEBAcw1rCqoUENCUKBPO+kZAo/SwtH3n\nsp4hIrZ4jQWJCHtePNlJxO0Le+bsZE6U5gt7hp6liTUeYM/Ib32PWGA9+1lMIjUH2DPj3zU/cM/E\nVS158IB7JmrDxWMR94ytiEkpacQ9w4lNnZUbcc+DPJj1wXtGOQDLzgQZX94znH0Gwu7rxXvGYgkY\nXU5wfnjP2sHCsRR4z1w2c7JC4D3jcbDCwJ+8vGfuyN9Fr+oCn1E6zUVij0B8RrQIlrSbH+LzhI9P\n7H+R+IwgyfVxFJInxSTmqwr9RcBA4+Vgd/MHBhpveDSJPB4M9KJiS6ljwECzfK+NNZECvRHZSeUS\nKdBY0bT3RLbxxT1TP+6QnIh7xl9M5RP3TBpDE5wr4J4JdajsT4H2jEBh1LocAn1oz+IjFzrywHXG\n2oLFiwyXAtcZw8cckUjIl+uMCRI5guOeD9cZwm9EwWz7cp2xHGSRI/tq4Doztq86BihwnfkzU4lx\n5DrDVQooFrDOHHiDvi9gnVnGSSopB6wzErlNym7EOvNAtq7pMWCdsQwFndMH1pmHDjk54mKdwWo5\nuzsC1pmj25d5A9Z5Enmc0ifWmWSHLSccsc6cU5Z2iGbpvovrwe0nnGMXcM+oLZqb/X9Zu5OkyWHc\nCsB7n6JO4NDEQXeq+6+tN0B8ymp75V50dDD+zspBokgQ+CAhJrjn5yZ77g7l9H245xudA5QPltwz\nzrnaIW8ruWd05uzqYZXcM2MLz9pecvHinjH1IWfj9nhxz1iA9G7hNrhnTDmtKec5uWc8np+Hjj/W\n4p5x4orlg97+4p7Z+muTjfLhnrGCftZdxUAX90xetKshfHjPN8oqNxPI4T3zmOY2OhTe80QbxXuz\nSv16z9wQb63/es+YGJ5rxyj18p55PI+YlsefxZf85o0kjyCrcKD5ZPJ6Pr1nHMbNw2Ly4p5prOqQ\nZmc+OKObjM0fmL84vhhoXApD7U+SgR5Mm1OhTzLQeKY+d8bLQxcDzdi5vfpkoJlvce+zGGhY7Zsu\nhedGFiIcOvTz58/i0ldg6NAqcFfv6g8PPZisYtx68dAcP05dCcFD36yltCGUEDR8vmHPLyBoXPnt\nMjW3IGj85M8qRFdIQtCNM9zpYTROciwfDXylVS0fmrlypynigKBxOAQcTPrvgqBx/T2PTOHtAUHj\nKTeGIoUJQQ/yVi/4XBA0H5BDkcKEoFnZLUZ5KdB46B2FTIUCjZhU5XamAs2DquOwAr2458EEM3/x\nwT3zLPBQgkByz8+bQUqUEPXknm/sKP4D94y04GF5PrhnVO3tc7uKgS7uGRfa3mq0tGeSV84PD+2Z\nuby3gpmpPeOMA7Oxxpf2jEXZsz32l7NY58G+YMMvv1hnMuTH5Q+7WGfuVi+ldyXrPGnrqI9Uss7M\nAtqabsJgnXH9YWWmv1+s85TqcXn4VZ1xJOFs+1SdsYY+UV7v8VKdVR4qoylVZ7Ixt0LGqTpPKha+\nFkJ1lruiSydQZywKkKbVPP7izdjZDJuagTdTz+naiybSjIfh8x2MwpsLaQZiYYk0kGadBmyC5wNp\nJqLU76P+3kozm8i2WxNRKM34aZ/VuR61qTSjY8HRz+KYrTTjZRCLPTxcSjOWMqgQ3D3+Ks1YRm3T\nvu+rNPv42jj0Upr57GHVJMdfpdmtA/1kXkozTwkRRr09bqWZ3w7KnUpjttJM3muqPC+QZi5Nmw/3\nAml2rpefqAtpZggbyXV6+y/GrGJVFVGHxaywYrdBuMxlpqcdu9p1ha3MkEwlfYatrIebZcjXVpY2\ndKtLZdjKUlQ2dwNYtrIUol0nsWEr4wnZ3p9k2crMJEMCP8eXrYwsqt1NLT+2ckca5LTLu2xlErbu\nXZW2MmZAxM1Oj5etTA+o77oyw1Ym2HtaS01bGfPbOPWlpa2MoPIctpg/tvIzj/nuT1sZQeWrv4jy\niyt32B2Xvv3ElRtXSKO45BdXZo8GXbFhK2NWaFhwerx0ZeyCN6CYHA9dWTmGWquGrown/+7YX+rK\nTH7d/S0nrjxcZ/oxlBtiRodwz2Uoo/3IeZT0HIYyzgh27VE/hjJ+QugUHH8NZaRG98uLn8CSYek9\nS+WtUOQXS0bBe1Ph/AdLHiipKN03sOTBtqdnocgvlozANkoUPP5iyZjGdlOJgSUzcHsp8vzBkvEJ\nRaV8rGSccDVVNH+sZIQjhioRP1bywIys6zupZCyQnAD3oZIRebi9ckkq+cL3KqIpqWTuRA9fCEkl\nTwYUtChIKvnQ5ufXSsYmp82ioQNFpilpEDVQZP67Q92HAkXuPE9TXdHOrOkh5JgHITo1/2DJiES7\nw0lYyeg8gdNuGb7LSkZ8ApPL9PhrJeOc/FQ6ZFrJOBIdxlU+VvKJ7J/dKu+ykpkU67zBtJJ197ej\nxstKbnx++vZMKxmP0nsYD15WMtcQm19mUcmsbpnKQEoqmeqnqfSQklH4h4qqy+MlJbOzJLBRjoeU\n3GDoqZX7R0o+8GD3gyakZPyzz7PRlDHyrHnkgjpEyKr15wUo43sFTqa3gzTrXZQxs3iVcB+wMq+o\n4T1XwMo42bgOw/MJK59q+FgQs2FlnMS2y8+9gJWZ7ocOhx4vWPmZbJFa0H9hZXZgPN2hIWXljed1\nusCXrIxUk/48tUaNW1ZGSgb4MoGuS1ZGqgkUEi0WlqzM8XPTiXTIysigaciG1fgrKzPj5hzeuixZ\nGSk06NumnfOSlZWYVsr5kpX57z5z+FnjlpWZNIVYbQnKlpWROvJ8WPXYDVkZ72fAuCyJ2bIy0462\n4SYqS1ZGctcB7a153LIyXv+8zRa+srJSR3a1ywxZmZkmp5mMV1BmYtdeO50lKOO1nznx0I4jBGU8\nLZ7LWzdECMrov7iN+YrLL6GMXWs7TR8vQhmCJcjF4fEilFmNcqq9WxLKePZi53J4vAhloYKn1r1B\nKDN3qCnlIg1lZthavUhDWcesu661MJRx9oyGNB4uQhl3YvfSKATlhgytQ2U+KSiDb0Ap0O7xEpQb\n61Ru3UEhKLPmdev+VEtQZkfGW6rgR1BGH+Pb88gSlHnoSCvn70dQxjN5nGp0l4IyH1LVkGoJyg2/\n4aXavJSSERRBbk+N43hcDvt51uY2AOV2MTOlXOXyk7Goea4ioTHpJ594TFoKCT+5M5XivofHy08m\n/XGqw3b6yZ35KGP++slc1Bya1dJPRifGZ6l7erj4ZCxehinD0JM7k2oVGUo9GWdAzYebqSfjS4DE\nqnez+GT9JMcs9riYZNSOHGqyk0oynzOH5d1UkhnQsPkZSjJQIfyav0oyIgJ9K/TYRjJXhPBWPVxG\nMtb0RVoGkdzwFp8n/4+RjLfSFWtNC5kUyKmS/LSQO9lqHbemhcxLflM6a1rISG15vvgikl8KeWOz\nsvlLIWPT0nfZQSEhs6am2zYLCRmBoa7D8ISQufVxWVRCyEjk7JftQeZB9/tydWlH0aXHC0jGbhC3\nfVHIRSQ3JOKfauV2MBF68nXaSe7zHzoZs+JhsT3pZN7Is95P0MmogR5aVySdzKbY7tgQdPKFOoKt\nWz1edDJuqX75qgw6GWlIz0ZV11PgyeiR1k2tBp6MHcOmCF7aySi4wVnw6XHbyUgZxNmy3uOyk1l0\nvl1bjZedzFXI5ish7GRkEjwbOhGJzIOefB1cUMrcS1EZu6BT7d0SVOZ91uTxJKhMv8M9+hJUHqwP\n2i0ML1CZ/ZTuudXfF6hMN6SpiV6CyjiY75uWXAkq4/H1rI1E9yWozCMpNe9KUBlJEQDJ9fpLVMa2\niem6Hi9RmZkTw/d+isr4rVwQmKIy5dQ2/xGV0d8JoUv9u6+o3JD+sVt4DFG5IcA/t1bjJSrjKORZ\nU5hCfkVlXDnTReEpKrONU8GMISrz0BHYo8dLVMZ25C5KNERlGA+3HYAUlfFrbaZEA1QW3bmbHl6g\nMlrYIgQ1PV6gsjaYSvRIUJkRgFEAM1pM7XwdxB3mYX95OctoY30Mg/7hLDMf6NZxVkLLTLQqaDWg\nZUL/l9LQU1rmDvNZqF4eL2mZAYCmeFdKy9jpPz/5KIG5pGW1rNXtH9ByY12aGLblLGO9CHuq/rqc\nZbz53fHTdJaRlITDuNPjdpapAG06gUlnGWlJval2KZ1lfMXntemptJxlzOv3qSLkdJbxUcdWXz1y\nSc56N7htdX2Hv8y00MOzTkDLzJ2ynZTQMkylZyk2CmAuaJmdQZ13ldAy9tvPlmUrgPmFllEAzqTI\nvx9omemd17QZvKDlrjvYwPOClgeT8RSaTGiZSaiH7JeEllEjgk4FHi5nuTHBbmqJFs4ygubPikBP\n53SWsQx47nm9TjjLWLicl+HkcJbRpXi3eL6cZdQDP48OTabhLLOpXPdjLJxlyluu7UpoecOJhsp4\nP9Ayru95yK4LaBlmEwyWApgLWiauWzReQMuDcWTFMj7QMq6Xy3NpQMudOQ5G9BNaplV5a8n0hZbR\nF8iy8YKW8dh+nrG6mBNaxnn9vht4DmgZB9FuVZjSMrZiXd9OOssX4j+X+ejlLOOGnn46J7PM5HtT\n38ksP9PqrCdHMssnz0mOGi9mmVUN+7AeHcwyoimb74hwlhubHWlOS2cZjYfwbOd4OMtDSoqHi1lG\nqnk7Xk65mGX8o71fZ3HKxSyz2REsKY8Xs4yw3Y1oJ8c/zPIG3rX45ZdZbjhPcuOBYJZRNtE39xEJ\naJk5Mbf6gn2gZXQFR5SN4wEt7zy80PMwoGWREpZWA1pGZPVCzpjHC1pGttbhvm8JLbOR2GaXOZzl\nRm1Az9t0lmF1uG9iOsvUb3fljqazjFjtcZT7vJxlvOPnR7SPvJxlfP3P00APynSWwdJ05R2ls4z6\nQrxmjZezrJoYKR7pLGOfcXmxk84y5gu3iQhmGRsjfK/lKRezfIA8O8cvs4yvdTiJLJllOHrP1vEo\nTrmYZYQL++3fPDhlmmeH2w4lp4y9wiFA5WC+7Dzu4gSf5c7u8ZdZRqzmuPVoCmaZycLPZkeE8TOl\nDB5Au3Giudz0l5Eb6RSjj7/MplhubRAAM2PHuxLNEmDGcREeUvp3F8CMOovnAadJPwHmCW/YF2cI\nzHgagPsqmfklmG9kS6nAPQlmZD0+k4PuoUUwTzZm3v02F8HMrmxIjuN4EMw76nWm1epFMANVmIac\nl7TM+L8TS1JaZkLrkHjxkZZ3lJ2MVqRyScuDMaXdFnJQy0xDm1tRyy+pjHWEWcIPqXwgIqFzsDSV\nVX3taEmaytg/Nxu4YSoPqlA64kxTGdfFedm5DlOZ2e2WOdJUxp+gKPYfUxksKHAijjNFVi4PkhF6\n14T9WsvgwUZT0+20lqc6GGsBHdYyQuj44MPjd5UjIx/IHPLClnEiDweixgtbvg/k4rpt0osts+Zm\nv/YaLWwZ5yc3QeC/H2wZF8V05nViy4NJJt2/7MKW700QnoDdpS1PQr23teLQlnEevisvIbVlfjfV\n3SG05cH1hA67U1tml0V0pOf40papQm3KvPloy8hj2P2IC20ZZ0EXSq48/mrLJ3Z5+6swl7aMkLUq\nStNa1g5uePSVlpEiONWlMKVlEkTDwacQlSefY5fWQEtUxvU2i00PUpkxgfPUDB6kMk46nqvVH/Ul\nlXGZo5vr7eGXVL5Ap8y76OQilfEur6n0gCSVee6+NzvRQSqTenSfjyCVkfiFU5simF9SeSLTT3k3\nSSqjirijwNDjRSojHD7hqHJ8kcqDiza7u0EqI/VLa8u/H1KZmdnbbpp5kcpojzTKn0lSGQ/EYcso\nSGXckpjMh8eLVMYc8gJ7YSrjYOqV6MJUnnxgKfaXpjLO+a5pRzNMZVbu9buoZZPKdNw3HQUmqYxj\nOBS4Hh4vUxnHZ8908VrLOE8QkoPj4V0vs6jlG8v9Z27aPV7UMu74w90RwlpG6sp912+yrGU1+et+\nGdweo7shHu6U28NFLePsD/ly0nIXtYw7YnR/2KCW8c8+1/1WBHNRy3iiPZv8VqRyUctMa95v28CL\nVCbl3HQYlXQyijCANNZ40ck8M721vk06GY/JY2zWfhedPOkNq6NX0skTEYXDym3QyYPNr89Z40Un\n41kxxjBFvehkPDGficTf20sn81FUilzQyUwD3I2EBZ2MlMpheGnJyVw4zv36lZNZxWn5PeVkHBA9\n6w9JUikn45l9ncLogk5mgqfOrlJO5m/iXWYKybh92lAYOIVkJA0+96dgqxCSbzxWL/XnSSGZZmhr\nloqXkIxnwvMgkHMUQjJFls0cUwjJsK0OQWnhIyOiAez/10fGySu6WEoYXj4yzv7ROqbc5PKRsaba\ndOqUPDICl6eNptCRmXO725tcOvJUracuy9CRsZp5bpJWanLpyOwVPixGhY5MIlFoYOLIePK3zV/8\nwpHxHlHcoK/mxZFZGTHrdwocmQG+/R0vHHmyic3hz7pwZO6FN1uwgSPjG3u+AolRoSNjAdSxmvB4\n6ch4lD9PzF6acvHIqMjAYkVu7+KRcRmfSvtMBZnn0F0VGakgT+SSNZVgpYJM/bKLXEoFmcb9fWgm\nDQUZUx3OfPTvLgWZRcGzRstAHlz46WQvDWQc5F+uN/0YyAz7q0d2Gsh4PDyfQ/LeMpB5qtAv087L\nQMb27vT0FwQybtn7VluQIJCZqFI9ENJAvhnd2Qo7LgP5RvDz8KwbCDL2BZcnkLCOcaEdw1/Boo6V\n+nTZKF7U8WQejDsvhHWMN/9MAUfZxWUds2tpWbBpHSMmck/d4WEdY4v4fAn+d/H827sza+/notUy\nJwxkRvFuPZiTQCY/fdscDgK58TYx87uo48ngpBCIpI5x1x5uJfuhjvH6z9uvcVPH2MhurhNL6nii\n4GTTYXxSx7gsn3cg0jyoY+bVmygP6hgBrI7SDI8XdUzx4hrjhzpGvKhPK/xpHeNwse1++bCOJyKr\nvjnTOmag9/aXE9YxGmqfapD1sY6BuBwGJL/Y8Y5Dufr7wo6ZlN0Oe8GBHWNJqkTCtI45q1/KAPxY\nx+jc7nOktI4ZrRnGixd1zFDpqZ6RaR1TKu0qbv1gx50nUHupxi92jAWJcZXUjrHxfFaGav4R2jGW\nD8971SUVqjHiWuzkx/GlGhNOsIoZrDGCkFeXU5WsMduWDn85SzVuyDgwMZqq8Y1cCb1GmMZMg3Bb\nlzSNkQPzfJdlFIdp/CwAL7PRH9MYaSdXWcevacwaDMOmYRrzYPJQB6uPaYyzkWfJK1mXibu3C4ue\nif+2lBvYMeCpS9dfWscHMYWrUOPCjmUU3PM/YseHbzcm7rbuQOkBf+7yeCnIPC2+1LotFWREnZAW\npre5FGSGI4cx0VCQkb66X+ULLwWZVMFWX0Nwxzg7mKqN/nDH3MWNs8bNHeMZySjI3492LDFER4eh\nGmOBeZzeX4ZqzBYcQ15MqsZ80t6CWD6qMcK2u3I/UjVG1HkgaIbxVI2RaPP8s5fHn6+jXqcjdDM8\n/oLH3PNtRnQXeNwZq9sNJC/wmMdLV5G+CzxG91BAO5fHCzxGbPd2k68PeLwx49by8AKPcY3Dqz88\nXuAxj1xPIWcf8BgRnVvcUIrHxC6H7/MQj5kjcNx+/0s8VuDWCzil6PJ12k72SQ0WkjzGjGVtLMlj\n7LOfHe8s27jI40OtEbqHizzGM6Vdt3+WII87I3H2poM85tHX4Z83zGMUYoxDy+c0j9mdw214wjzG\nlbQ1A+aJHmMVdplfD/S4wesar20c5jGy4zWzhXnMu+9sdoCXbcwI6mFsPmxj/HC4HqX1LtuY482N\npsI2xlLwatP/buDGB/MRzl/cGFnxz9pOj/TAjXk3bl5vB27MrknN6K9t44afanNnpLCNUVWMRmeS\ngG0Yd54/uNdDGsZM6Ot3WcVlGDMD5vT1UYYxnxvbMcsqLsOYt3VT4UUaxm2yLlMfZhHGOHvYDiUK\nJ2HMlMnu9UlQxY19mJV+8KGKd2TUGMQOqpiwkrv7fahiHHSNAokLKm5wALp3XF+Q+IJyI6h4gcSY\nA3Bp/wMSHyxVM667QGIkvT8PTFO/H5AYWWJaIYdIjGyfW9H1BInZ6aG7+U6AxHh8t4rrLZAYFxIy\nQmu4QGJMo/31jhdI3Fg43AsetkeM58SJ7sMeLo8Yp1l9c7Or8IhRhtKnDlTSI8Z6+j51wPABiQ9k\nZrtNVYDEOPFGbf7weIHEXYl+Ui4DJO5MVb9eeLhA4qHaGWFoKQ+zrEwnyykP47tHz9lfebiJnxdR\nl/IwnszPFkZ/v+RhtrS9dnO5Sx7GgsaHgAkP40TVZ5vpDuMGn++rL3mYePTY/OpLHkaKLxIuixi2\nPIwsl+NUeDDlYayQjssiXMjDKCbB5q573PIwsgcQh9Z3ueThxirbXfhgyMNIJkLTnPp7y8ON9EOX\nH5vy8MmMEZPBSx7mwXYbLyVc8nCTZ7eVSFzycMPy28VhSQ939klqsniXPIwqquM0YhbEMPsemYRI\nYhhPaFAERQYXJYxEmFupOCkJdxaS6uQuJWE8F7pfZDnC+MFPl3qlIzzY6so4ZUDCXKbs7R9IGLfP\n85O8YHBBwtgaoInU4fGChLEGndKSwhFuLEXebo+WI9yZveBPtBhh5GeMQ01eghHG9vDZK4r/TEYY\nR9rPf+sjLUa4M+zcDw+XItxZLNDGryKMhenz3J2lBZci3Pk0MEEZirAWxzrFSUUYq7A2bLWGIszK\nh1IQQxHGOFC80oJLEe78idXSIRVh5NjUufdHEUa3mMvCdWjByKY59+m/X1qwM6/vUoSLC+5MglOl\nfnLBDRXC9/YywsUFd88O0osRHNn4Oo1WoTyLYIQJClyXdPEFA3cWESuYkzAw9mTPykNkesLACJ9M\nE7EhAGNV9cz8/wDAndlI/lALAMbLTLfYSQCYu+eCCgMA5haE4dK/HwAYa8jnN7FYuwBgLOHxhYua\nXQAwn+Q4ffV4AcC4qCCG1ngBwNhyPZOISEwmuB4EepFjczgSmDAw29MfqjBJGBiA2vPYGDVeMDAb\nhw4dwCYMzKS2ZoWWGa43X+fiqeXQzxVgMC/+3fBjgMHIuB3+WcILRthhnKrESi+Y3K3Mv/SCO1em\n+/nrBXMDfesgMbzgQRfWc1p4wejZ9jxQ/fLhBRMlOcwRhxcM4fp9l8sLxsxwX0qyTC+YAGNX/c3H\nC8YdN3Y9JQMMxnLv2T/ZiV1gMJPZrmECeInBSMR6lnL7LxncmJ6x6cGUZPDFi0oXeZDB2BCdWwHG\nywzGudWzLdfcHmYwW0S4N0KQwahuQcCyxosMxnF57yrXTTIYj2EcKw2PFxnMCRhv2eNFBnfm1il1\nN8hg7iiVGpBiMNvHz80fKsTgnRVG/nIWDazu9Oc/1i8bYO5qpZvWL81qxM85vrDf1tlDUNN7YL/4\nkq+hDPrEftkR/vkNRbwu7BfT/qyGAYn9NpUPCrld2C8La8ZpHJjKyuaGayeWZPX3LwIMi3AfxnsX\nAqztoi/aQIBx8Zze7iYC3JAZ4paciQBjvfr8cLoXAwFGQBAPHr3PQICRP6p56ksATwDgejeLAGYI\nxcksHwL4oOl7FRlsAhhLgO2SLvkhgNG8riny8SGAceJ9X36ZlwCG5PSsHrTQTAMYB+ryGz8EMDaH\nCAx7/CWAiQT4iZsKMJo17Idd5qUAI252XvWVhQKMw2zs7TGeCnAHp7C/OnApwHhCo9Hwf1CAEffW\nYu1HAcaB4vD4qwDj7nh2+78KMPJUn3lEeHcqwHjY3KPX+KsAo/yxaauWCjBdU2VOJAKMAAeCvnqb\nSFq9+DLsBO70kcSBJ6ErJUInDszw+KFYb+DAOA59llB6lCUCfLNMRT0D/pfx/wccGPtL8sD3f6HN\nalHBf9hebMeB8PM7/984MHb5KLT54MAIcKFfEL7NxIFxXkRf4IMDk79zC6fAgVEUiSI8XLGhAOPs\nqp1i3EIBxlHE7edMKMDItWxDB7DBAPPpc6uDUDLAeK++qYIBZlDv0nQfDDBh33ZyVx4MMJsPdjXw\nSgaYZVyqB0oGGH3NuxJ2kwHm6cHGtVIywOyMfHZ7v8UAI758dQW5gwHGwQC+qvvPhwFG7OTZyzFI\nEgzwDhKm63tdDDA+LyOjfz4MML6S56nI23QxwDjha4fqdxL2RQ7ZpahMyL54p8+CncHGkH3xA+OM\ni1Dskn1xqyAa2P98aF+WI+oiSdkXp4hdXRZC9h3Mt1V7KyYpq16IPbuajt4C/B1D5+L9zwf85SW/\nKekjwF+0Bbm6MrhD9kW5x2XmOWRfxFax0Z9/vrIvonxDP0LSvgOLaM0eSfsiZ8dmQNC+WN9j1IZv\n0b54KM9DgBFTkC8Zw+DMtzG+4i+Cr5i58LOn+CuGUL/kEn+ZKTV1JyzxF0cazyaVsfYQf9FnBOWS\neI0gfxElfqab3bbvS/6yrkiZ00n+QklHedifD/mLhcqcatEV5C/7jm1SFZP8RSLI/tq+Rf4SLbmk\nCgT5y23Q82S17VvkL5uOTZUpBPmLYDuN2a/4izj6uMev+IsM2Et7jq/4O9gc4c+H9sXvi8cu/8VF\n++LufL5BLpaC9kXmC2rGLP4W7Yssou1WofeifRETGVokhOGLs7JnD8S9wDJ8G3UJmcbL8MV51bMf\n472UiC8NCZ2XBOKLBfO+77xPlZZcLC+qtLjTTdt3wIZTmXjYvsrC4kolaF/qSqc6CSXii3zQ+dq+\nhfjim2mH5FfmHZ+CgKkfqDIwbF+eCmHX9Odj+8JHxTKZL7Js38lpU1912L4s7j8VXP3avseYW9m+\nhfiqNFdJCYn4dp6pHrZ9x1uhdO/2dVLxRUHT1mu4FF96vV0ZAEvxxakTHGV+mKX4YlpHJdb556P4\ncj3kSuml+E5GFOR1h+LL0rVDG/hQfNEctSpaP4rvxQL1Xrrvq/g+3851GtoMxbczFUFL0Y/ii6Qk\n55Gm4osp5uhaqKfiy/Od2awHL8UX31dZfqH44gG1N/WL+Ci+8GWfvZD+2aX4Imd+ey6R0npL8cUz\nHpdRqb+l+KLGdlhvTMQXOT71pYXhywf0Ka0mrV6ecam88WP1XtSgBVYtq5ftp8s4TZOXJTVX+zV5\n8SN3RSU+Ji8OoQr4DJOXgHK3GxUm79Dd08reLZOXYWu3qt+ZUszTFS4lhmmkoHqx4pvOAkurVweE\nm7nbhfViJjmaIkiJ9eLttHO3vru0XvRIQAsNSi2h9UKMfdaiNfxivZjt5lmGb1m9g6aWUhrS6sV1\nvJ/Ha/gW1ov74ZkdJaYl1osDkiI1v1jv80vXu19YL46nuW3k+MJ6sbpC2KDGu9bjAgH7/DV8WUc3\n77Os3jJ8+YC4DbItwxeZocct2yANXx7wu0VIIr7oMojQvF5mIb64olp/Ed92bER5kez1fAu6ewL3\n5SL6Vh/AxH2Jrk41okzcdzBPZzMGvBRfgLcoKNg9XoovVoJYfervA/JFJchzzd4eL8iX6xr3g/1A\nvoO6/ulhhBvcdm/D7FmOb/m+8r6abvP0fU+2+xv/+L7MIJmv41u+L4skTZEl74sUwyH4M3TfwdRA\n9SVK3Zf1bPhYHi/fl5lOh9yb8H2ReAAK7df3ZcL/pUhI+r54blwFJjIJeefL6JF+Fwf8sr847Dm6\nv/rgfbEzKe4xeF+CSfshFTV530FYzOOL8WXh6qY62nR82dv+GK/XW47vpJxy6j5MxxcaPYLwHi/H\nF+m9z3fm1w+vF70nNtt8AfYi/r15B7czrXhvjsefSNL7hXzxHOs1mQbkq4WufvRwfJGacTnvPBxf\nJLQhpbtg3hfsxZnl0fyvvmAv0wqnMlIS7GXLuVuppwn2cnPE1K+/CfYyEXYcfpMB9t5KQS/ft8Be\noHpAN6S6LrAXewfsE2+Pv2AvHihbUbUB9mKdaNInwV58OWwd4PEX7L04Hcl7TLB3x7R93zX+ir04\ng7uVb/QRe+ni3a/kW2LvZOKGn88X0go2vg42Vt0nXR/JF7Nvm9c/lC+SFnbT/kosrvfTL/HsAfzi\n299Qd+dxRCrdkA/VwX6VBf/eu7aK0+MF/+KOA0Oub+GVf3VjKdaX8i8KJZ471H/+Cr84DkYd0PRw\nCb/Em8/xSr6v8IuUvcPmegq/2KftKlD/CL9cdOyWeZfwi1U2EnEuj5fwy6XUtCCcwi87UarlXAq/\niH30br81hF+WA5Dv/PsRfifXlvtZ8m8Jv8zo2W5TuyH84mk091f+fYVfvAUfLqfwi9YxEId+KV/M\nC5fFjKR8EV3HwWjz+Ev5MlitZPUP5Xtz2615eVm+IObnpkzEnWeg1+0wAqqnTv2zC/lFRGvbPH0t\n5JcdjMZdlm8Zv8ibgN6xe/w1fg+cx5UJ/Bq/CANd/fDLIIV43u5vhqZYWjmm/asa3OPX/sW/hMql\n6fGyf7GuBm4rZTbs3xMH2vdZxm/Zv5DQBAX9/di/LOMZSoH+2L+dqXH6DcP+RZgbLn9hvi/+O2lq\n6BpJ/FdtvYWRBv4L4gmZMHqfS//licqpQt3Uf5kIcI1f/BexUtRX/uK/FBCase3Ef2nc+VGc+C9S\nAi5Pj4n/YrpTdsau3GKLE9tWy5QggeGZv+uLIIHx5c9T7k6QwAxkDT8QkwSGGWC/NURgBnlcO5Qk\nMDG7q+vVgwQeelrcNV4kMJcXXfXHSQI33Labp5cggdk1/NqM5wYJjJVyVyVgksC4SkHODo8XCcx+\nwgj7e7xI4Kn3KfV2icA4G8TPMzxeJDBXF3P3x1okMLuGPfv5ooLLBMbu6MQ+3ONlAiMKNi7VUXxM\nYJTYDh04pQmMhQROLfT3ywRmRWGB48sEZp9rN4UJEpiHBU25oEkCM1AE2dnjRQLz+nYoIkhg+Ddc\nInj8JYFxB9/e7AQJfKHi1AB/kMCYCFiw6PEigVlhe/oBmiQwUgePJgU6SGAEqY/qyLNIYGZFI793\netwksLt6G0xdJLCajMtrCBGYwaHjMhW+RGBGOkbzZLREYJ5bnLt3/0sEVq/y6ef/EoH5rT1LCj3Q\nlwjM6OJ0I7UQgeVE3Apdhgis1A8G/v6mCMz1CFKC6u8tAvPg6vmHbfm+IjBDMtiVnR63CMxEFKQf\nadwisNJxmhDDEIGZw9Q2T7FMXT5o/OIanW6x+UrBXGhCIm0etRTMWacIw5SCEUR4NrJHCcIlAk9W\nqLuHSojAjbV4zTJviMBKQdVnChGYwbat6UoOERhH9EgGL+G3RGC8z8Ox7hSBcWZ4GKhKEVjn1jrh\nSREYi7ISM5IEblgcoecXx5cJ3PlV1fsPExiR+ssNbMIExqn+cz1qg5EmMLLJdrfaSBMYs+8t2SPs\nX/ajO9y54Gv/HtNthtP+xbpg8mb9m/Yvg8XHMCGMBOZGhRdRBLRg+zWBsZrbt+P9e5vASHKAK1P4\nb5nAWJ8fQ5lliQK3yUyIq/DfQoGxUHquEWk/iQI3ih3jHxSY3VvUYitRYIaansf/7vEXBca536mQ\n6QcFBs+L5ZHHXxV48sBefmewwKgKvy7x1skC41t+bp6XES4WeBDCnYJ0kgU+IBcqeeJgZvOh18Ex\nmVuBf7jgGxOPdaP0gkmRnns5wuUF8wTyLAR5ecE4cX32UQJwwgtueCrr0CnAYMz6W7/f4QKDMa0B\nRqvxEoPxgHner7+1JQYzn8W6ITObuwjgi62h/KMEJYxTJSR5evylhA8Gbu4aL0qYnX82q0dBCaMK\n79nviEMLS5jm5GWVKC3hjlIQbac+mDDvRLuegQnjRxxO+PtowpNFRvJiUhM+kT6ph2iqwTg8RY9j\nvf5Sg7ntm7cg0FCDscbFetfDhQaz+fGpaFaiwaR9uiLuiQM3QCa3r5GFA2NZu5+mbr848LP732wM\nLxwYR9Zzv20YvzgwMrZQ0f8PDsxH4vWPDuzT32163DowNmJg9fQySwd+tnnPQnnoBkodGElPu43r\n0IHpBuE1PV46ME/tNxN14QPju0dsSlRsAMGdKw/9tgsIZjLviVNNjr9AMLNhy6sPIBjjqJfWjb6A\nYGSxPveKzskDCEaqMzpk+e9fIBhZrPt+WbReQDDyTJ9tmSfCBQQjoRThcb//FwhGkjJSE+4aNxCM\nLGKcp94FChsIxr/7rDxP/7svEIzc6PO5CmTyLSAYWb5YTc8SfwUEM/n3GoquBRCM/FPkgGzlCRsI\nxtd21tNsAcHMXb7U0yR8YORv4yH0OsD2gfkqz3Qhjnv5wPgRseyzkrx8YPfQPn59YCwfn7f6jr9A\nsNq6CZddPjCOWZ5nhO3a5QMj89bVsMkDO5PCL7N44MGAhPin4IGxI0KvwWKAiwdGvhRyIbvHXx4Y\n9sU52i8DTKjvqNFCgAFOn95XJwJM9ehQAscHAZ7MDdVXGQow+1UD8PR4McCEV/azhl8GmNkapzHh\nxQBbGRReld4vMHGfr6f3y6iJm2ym94uJw+fa6f0OdSLRAy6830FjS19CcL84kH2WwUL6mAo99TJi\nCMWGBgOM7Yi7PXwUYBZ9eQIP7bcNZQ9fHn+135s7zVZ/X9ovenMAYNc/G9ovjmeQEuHx0n5ZsVvI\n8MJ+sVZTHllSv4iXHedt03dZv4gb74cKLdL6RXr38ypnGcBl/XZtvG33LuuXscL73MoALut30oz1\n2wnTF3ugorvD9GVx4b1thfeW6YunNH41D5fpi0cwSNx/TN8N+Kk9+DB9yW9gneHxMn2R+zecpJ+m\nL24HnC2fHi/TFycvO5BejofpC1n2tN2dpi/csrNbhA3TF4G0bTvK7i3Tl80amgnTMH2HahIs1y7T\nlypm868Sqi/z0J9Zr8ZL9cWhzCAC+/fD+mL9jKLW0+Mv63shp1MrmlB9mcZ9Kg0xVV+EBbYxrQMv\n1RdxEqhnP6ovXubZBGvBl3ovchGckRJ8LyadDdwNhxffO6yoTo+/fO+F33/Un5fei+Sd+6g3GXov\nqqxvFbl99F6FYfTdhN47SC2e1niX3oud3T4UmE69F6+DjSB/k9R7ca0NL+BC78UKC1+m/t3Qew9m\nZFyHx0vv7Uh7IKnw96P3Yi/SkHTE8cX3dq79vIwNvhfvpy6d1HsJA6keJPXewZTu4ZdZei/wNFSv\n6u+X3guQC+nv3eOl9zKueqjcOfVexO2feU0kfOi9kJueS1tTwNJ7dQ6nfO0fvRfLUmGOwffiWhub\naeal9zaWTx//6L2K/ltIXnovHgVDmUKJ9yKy81yxW2G/CJjel6Pbm0qvP6jvwRoq3SeJ+mL1BlGT\n4wv1FTg9+y/qq6TdS8uxRH0P/Dwqif2gviBpbtVCflBfnNQ1lSMn6ktYpFbVifoi8Hm4A0Ogvgjh\nPVvm8x/U98bOUb0kP6gv3vKmFKjEe6WJqglx4r2k0K/ycl+8l7GXU6GjxHtZpzc3G8kL7+UsuKmU\nK/BeJikehw1gZs7eVhUbYkj6VJMr3VsqEuoU5q/2O5mie72qb2m/PC+4b3+bS/tllwE3Uf7RfjuW\npTX+LOVvB3dxeV0eLgQYFztT7TmOFNqdL4MDy7OE58CBaapvilglAoxY4DMvmKhdCDCmMiQO6O0s\n7HeyNx8Hl/TLFIV5+70v6ZednsVOfEDfDTuh0zDwC/qibb0b5CXoy9ahSotIz1egv/fly/PF/LTr\nID/d3kETrOuxsdxexWh1h4TbyxXpaU013V5sTR1qCLZ3Yn48DdYG20vx5/ayKNhe9o0ZpsuD7WWm\nNsGRvx+2F3PJc3lq9RZsLwWRqa6QH7YX+RfnpqY9wfZOrk9urTGD7UUICOWQ/J2C7cXyjfrU34/a\ny3DXrjaMqfYSI/eBerq9OLR8vvmrxkvuxQwMxFNfz5J7Wbt0q6sdxpHvtOnUZWNeMcdfuRfDbZeH\n9JF7EULZ3AYq5F7sWsbpEMqSe7m+bwUAL7mXrdZPHaF+5F6IvtUVJOReJM48Ty1tjr9yL0Aeu8NL\n7uWisc+zxl+5F4tbq1AB9zLxzJ09E+5l6fVtKTPhXna7FWgTbi9O+g53qP74vDjjLgAnfV7kzw6t\nHz4+L07C2mzl6pbDiyjbc1cLzAmHd6irouCddHiZuq4uAunwYrpBHdPt8YJ4kboz1GPvA/EyifPy\naDG8bPI6jTYthhcBBXQikZ+7GN5GAUQdCpLh7awJUJljMrzkEnr/h+HdmeclagnJtM/3tiklCryp\nHJngefGcQnZR83j5vIh28xQS4+HzkoJlKfrfr8/LwlUToOHzIn/tdvOP9Hn5IOxGiZhNu8vPZXXw\nJQcn3F64fqh6nR4Hl+E81eu1H8PzRcFNM1yXnO9BbF1XVHK+g0ETATbB+ZJs3Ky5Jed7ATRsZniD\n80XVw9Zetrc4X9xXSMvzcGm+WERdEhkC80Vw+Vm6SWBMzBeZw4bOE/MlwHQqay40XywSnW2RmC/O\nRhEL0zccaK+yy/wqS+dV5k2v4We7c1qTQDjT2O5CezExIs9093ihvawZvwwiBdqLXbz3Z2n2YpmH\nJJLh8TJ78ZB8rlbRYGn2sifxaUN4mb1YyT6T6j9qLw6+cYR7e7zUXuSNbLPo24/ai346R/G8pfbi\nOjsPxXmS7VWCg1J+0+3FbgDJFDW+3N4NVFM5vOX2Ykm27cOybri9J9sDmy5+3V7klsMtKaC34N7O\nBNfDL7Pg3olJ7FldlsRbcC/OnPezON9ye3EEvl3KUU23F7M9qvY0Hm7vicB4+2V7seDYlfWQai8w\nrGeTqjs81N4byWqb6itT7cW988yjugVT7b25PjFkywzb28FNnGPboF2cL7n0w1Jhcr4b45J3Mb/F\n+aJad+J75fjifLGAGMMabHK++Kn67tdfnO8g7rNdh8cL9EVnoQ6W2uMF+iLS2GqGDdCXh/WX5dEA\nfTuzyKb/3Rf0RS76fvgBkaAvWjpNS9Ah+mLf9lyuehYu0RePYLVWSs+3y8EQ1BWeLyIs7VAXr/R8\nIe7d+zB1zERdvc5krete4y/0ewHrUxDpI/2y9nTXeEi/2E8+948mnZB+sVbduqqHP9Iv4irTAGNK\nv4g5TzU/+Ui/UF9d2PSRfk9SaleNv9IvzpaHeKmkfglUdiOgQf1iZYFV7+nxG6mamo2e3aMK6pMA\n5kEAlC2PvwQwvrdLPSaTAAas1saigU0AYwl+Nq/fggBGOOLF/D/UL6LFutGD+sUma0MY1ONF/WK3\njfxpvZuX+mVAcex+9UX9Yip9Pt8sGbioXx611CotqF/Ghbfea7yo3857abP8GtQv+0dPmYFB+k5S\nSCpIT9IXaYzPM/48Pf6avtwz30fZvWX6kuxB6NPjr+mLKKV1hQ/qiwSHqQ4/ifpiwtuu0xLtQn0Z\nQb1Mswbqy+BbG/sv6ouz7un+ion6IvDVXXJ4MlW3S+lFOp8SHz/WL1qhn7fB3Nf6VeBDHfXS+sV2\ntdejKaxfRL6uy5bown4xAxxNuauJ/YL1PQ6DxEv7pX3JIpm/H+0Xk/XzO7fSe0v7ncRsLr+bpf1i\n2XvT0Pj70X5ZaXC608FX+0WKgr6E1H5Bfw0Lpl/t95myNnO2S/sdPJHTfu/D/eJE6fBSMLhfxHCf\n1YuW4cH9YmJ4PvAovre4X1ZQdG/ggvtlVpuTRX64X2pfxfoW98s2qu4OldzvIGHhfza0X8QpNwvs\nTNVVKGaitkiNthIBxhrxbEr/TAS4s2hTvQ7CAOYspey1DwKMnCPXrDOl4dmQHWovgIfH7eGygYly\nqA9m2sAsbjqVcJ42cCfuysEFAzMe7xkkXGAsDp8JTdvjcIGx+Tl273fTBWbhjLJo0wVujNKN+9cF\n5n66qVT24wLjJP5qp9ze5QLj/zp3VZumC8xU0aai2I8LjETx0zNauMAENo3XfFxgTHqbWg2nC8yi\nIYWckwXm2enlFVywwNwD4snL8cUC90tihYdLBWYJBnAvjj8TwbW5hh3yn2aQwILxoc5DeFViwZ2X\nk4yQwIKxMp+nt26BBbNCt29lApcV3BUQ858vKxjfxjEVyE0ruBOT9Ko0rOChwpbr1wpGwlPd30EF\nMwSMU26PFxWM/NtpXi6tYGUAeFIPKxj31POFbPX3OFy7daXhwa9nTBjCeJ1+u+dFGMJYKTxXke6q\nMIQxb92XOzeFIYw547kFtLhNQxhFQ7fqoD+GcEd+nyjKNIR52D8UiU1DmNjJUC7LiwhjU47T9cuD\nhQhjnkXEW9Qv7qXzdYHHWaavcWEG9rZpvHnhwuyTdKrYLHFhNm30GdeLCw+KKt1/vHDhzkpx5f4l\nLqwM+7sQ4cKFmxgAg9ELF8bKByUKw+PPNSYsWNUzumoCHUbN1OZ+6okO44QTkbZfdBhT23RRQ6LD\nzKqboseSHcZTcN8sVTNv9+yOwT4/5nkVU1wcMR9Y3imFRtyZB6g05Y9GjC3OrtSOj0aMSPd11HBh\nxHw831bUAyPGuhB5mqUOvxoxqzAL9F0aMX5EnDoWL1waMYKS92HZeWnE2HCBpW4eL42YKY1t8/jL\nEQtN8hz95YhRbKElfHLEN7PbXna4OGJ+2uHVZXDEeJsnwc6/H46YSRnVhSQ5YhwzINj6jCdHjJXA\nc2fK0AqOuDtJZXr8WcLrdZAA1+2yBlOMWX2bEnOSKeZMdKqCK5lidjJ6/r7Giynmqn9T0DaZYmxa\n9t3YXzDFOPRFyP7XKcYz7LoNBi+nmPU87kWVTjHrgr1qTqeYJ43HbUl4OcVQNpoeJ+kUD26cT387\nyynG7DJuBUvCKR7s3qD9cTrFPMRAzNHj5RTToN7beXncTvFkEpuKndMpxiU73Aj14xS3/1au398P\nU8xDx1sbsWSK1Y6h23wOpnio36zU3XCKMSFiTeLx5+fpDuZu6N7N4cUXIxCzmyZJvpjZrZsSzS7m\n8rbu3N/nbtORTbLGqjNTVt2Pa/zsV7r53uUa63hgmFNesjFzr7arlWBcsjGyUdBYeni8ZGPspRDY\nLQm5ZGOWeTlvP2Vj/Ojwn5rHX9kYkWBjdks2RtPdZ9Hod7MM484mW6asl2FMk/jUVJ1WMT2Jq201\nXlgxEocu0JMcXygxNrW9K2PlgxIj+fhSSCFRYqrp437x4UKJseAYpWUGSoyD2efK18UQKDGy4Y++\n7TVeKDEzFm7TpoESszrKkZWLSbtdr4Od7L2d/6DEyJPcNS0nPox4MTidGn/xYUwvjuIlPoyc6XZY\nrVz4MJJm5lSy2cUc3MaXYUcdd+oMlBiFMtAfNLxQYkxe+HELK35RYlY9ljK8UGKkIF0lPC+UePDZ\nW0LywoeZFrCpz0biw0igwn5V6O7Ch9nguZT1xId3JDffXf5t4MPgt05RXIkPkyRdw689PIAuDZu+\nyx5m29PL01raw4NZNppk0x6GwDvNRH7tYaRn9O7xsoexvq7k/7SHB/vAbuZ7lz2Ma+T5+HrEpT18\n0x3QrRj4MPvRTe2jAh/GWnhOz8qJD+OIULBUGMMIahyOTKQxrH5JpoEXMYyYABI7do8XMcyeKNts\nv8Qwo0K3p5cghtmNwGV4SQyzCfBUSnMSw3RT91v3VRDD2BCgkkLm7qKEEeHcrs367aKEsXQcrpP/\nUMI4pjhULpiUcMODtXvWDEq4nSzVl+gfljAqLNDLx8NFCSPAjD5b+mcXJYz95vONX/9QwpMe7fUf\nKOFnHvZ0tCjhzuqAU4+ysISRcNJ2peanJcxHEDbpHu8iyfBgff6jNVkQw8xYbNuocZBfJomfa0SH\nZhczbncRwIgKXgUnL5JYYqZ2Y0kSI/C11Xe5RGJ1ypBv+BGJX3br71ckRjb89R9EYpyH+fmcIDHC\nbbcyRRIkJlfh3IkfkJixuu7xAokHX1L9+j4gMbYdt4JgCRLj20SCa8HDBRJPdmVQuf0HHmak1Cvf\ngId5BHkqrvWhhwm+mWBPepjbI8WLP/QwFuW7trFBD7OvCbICOLzoYT65D9WNJT2McB4cvjKGTQ9z\nFzSkKSY9TAOu6Qgi7WE8QK/qfRH2MNMz79uvs+xhmuQGsdIe5l5z2AwPe5g9sJ/1hRDdZQ+j19b0\nSX3aw4ggPHeQbeBlDzNndexCvcMeRizvVg/SpIc7y7y34x96eLAVllboQQ9TQTq9DQp6GJtNuDq/\n9DDm2YYjT4+/9jCYgqY86I89jPXRc6HuHi97mI/u3dp32MOslO8qSAh7GN8+tLBfe1h0gDra/2/j\n/x/2MARIrMnnfyHj4LnmkfT3hwd+sof3/5seRhz/xJFOysOI6l3jxx1mZL/pIRzuMG7+5qKXcIfV\nwUUhCuVp60XYpVJyTnDEGB7P2t1K8csRowBM8YPQiHk+PWTEpkaMjJVTs1lqxKj5veW8pEY8ERxW\nFlFqxPjmprrphEbMFUVXbm9qxNgtbAofp0bcmWfOOyY14k5liEcIoREPFhBtm9nh0IhPLA/bn49G\nTM/iudV+NeKh0zt+VUsjxty6qQ4lNWKmCAk8+GrE7CAx/6RGTHPbqjyTsjfWsbIqyDyXkrIP8xxj\nXqpRTrsY6pUbWn/tYhyMXR4Ouxgdu6jmLrqYB2C30hiSLsbhoPOdwi5m996hIqevXQzWgh897WJs\nHm+VmKRdjOSBpv7zaRcjdaydNVx2MRIJgGxwmHnYgoQRO9yVb52kMZ4Ep06agzTmG9wal21BGrvL\nyenhlzSmU6+WAkkaK7mh//mIxkhEx6nAj2jMp/GhhW6Kxjh0d+PsEI1RJelCuRCN2T3K9bAhGrNv\nOOnaj2hM7ED5uCEaq99oYwQnRGNkFCBt3HRxicY8ysMe6M9HNMZZ0+VeCiEa4569hyILIRqzFww2\n238+ojFO19Cv4vzzEY1xc15THVZCNIawvtOI+ojGWMBOu1AhGjNjQB0yQjRurERWg6mvaPwsUgV+\nhmjMigIg1H8oGsNkPj2/QLecfz7QsbbACiKlaIxsU+cupWgM1ouL2xCN0XBwPmubW4NIsz/VWoZT\nyp+vc4wTjcPfXjnH+CSbl1ghF2MRiTZRJopLLlaBjSb+kIs7eSr1c065eGOHVm45gi5u6pJ4+K8n\nVX7FJxFHIRi86GL8uFik8Z0supipBG62FXQxqQQ3zA66GFf2eWuPFnQxIkzzGr90MW3lTf3rki5G\nmdqt5BGmXY/mGP7zISfPZlI0RmeITVnaIRo3FAKRh0vRGNkEMGSoES/RGE/Oy62GQjRmkGGoNmuJ\nxqDinx2WwOUlGqPZyrNO4klLisYnXCgd7izRGMeDcxcXGqJxZ18syXEpFyMQN9RE5yMX7xDTVD77\nkYuxsms6Eky5mMbioZ1yysW4rJ5nhTiskIsZlVU38ISLCT6480jKxRjH0favUIwki+eRLpMlheKO\nJEGFoD9CMULW0zhiEsW7Kr+nx1+jWEWtrSxioMcOxN8wIU6Pl13cEMpUz4Gki9nTZ6jlbdDFWL+0\nqdXJzizsUQIyUiZEOwVpjNOC/dhtEb+kMS6xeRimCdIYJ4tgCTS+SGOc+fShHMckjfHb3k6hTNIY\na9fnoT1r/CWNsQHZz/PXNG4Ipm/q3vAxjRHI6FMma9jFPI7wAWPaxZ2pZq9R/NLFG59lwkUDKUan\nODCmepmFEXc2S5cElRZxY3sXMUJhEaN/63b6S1gUMVcDm8nBoIhxEyK/rHvcFHEngKscvqSIkQGF\nAtoaL4oYh5THs6oturgoYpbGXTJ7giJm3lO3u7wkYiLTpx6XIREzgFM3f0rEyNAonzAk4sb6QJVG\np0RM122TB58SsR7Hw3guZo67OX36ABt6eryEYiz+d6xuPF5CMS5kpNHzywmhGEXNpzsxp1AMKQQr\nQb3OEoq5KlQBZwrFDEDt6vSeQjFT19HS2eMlFCMWcQ2/+wUUq6jeJPDyiTsXgwo5JFCMmbE/axv9\nqyER06yoNx8SsVqxi59aEjFX9vvwd7AkYuaQNcNrIRHju3ke8uLelkTMJJFNtcIfifgEomMjT1nV\nAo3xJ1c3Sh1CMXCrW0W1KRSzm6f7t36EYgTMT/Vd2ZlX3ep18GTTl/yVi5/nUNccknLxji3fYct3\nycXIC8JG4PR4CcUuh5aSi/xplCJrkYGSdt1BKRc3djbkaLjFXBxds8bLLe4sWtJuPt1i3BDX5t/8\n6xbDztVcxOzpk7Qw4it3b/aVF2iMLcP73FigcUPqy/Pr680PZhI5Br/pkOTvFzpG2FjpMeEcdzLn\nStP/OMc4gtkUZU7nmFtOG/DBHJ8Mi/7LHHstVuMvc8yHvTLgkjlmLtChKHAyx+raZSEvmWPk2FhX\nDuWYVQCH0bhQjrnWHLYbUzneSANqyknleEAkUWVQKsfK3hR3k8oxkHZURpd+XMoxU8GamJPUjOmN\nTTWfTs2YLRQudy0Iz5iaKcrPPV6eMbc8l/oxp2fc1UzNgvDyjNHM97xuf83LM8Z6ptS19IzxVD+P\n1zN+NtUEirW8VrQ3nGOeZ55lWC/nGJs+qOv6V5dzjD3i6F0PmnCOuWqEXIrxdI6hZJy7JrV0jp9f\nse0KqqdzzExJlwGlc6wtsHrl/jjHJ2p8yzN+neODd4FfZznHbCrL5Pa/X+cYRxT38XrG5RwzwWy3\no57OMW6i4Y4D4Rwjv/A+tafYmVS96XUwRVzNEHH4x5e2ZeUcv/4x5i/wHBwP5xgYU1cFZjjHiADt\n1UwinGMEJTbPXsEcY4+IBcLw+Hx9hVtswN+Pc4zxjnRvj7/OMYKJ4yy32Mwxbtznc/knWcwx4k6b\np4VQjhGuwFpYanEox6QBlZr4UY4R5rtVX/xRjnErTc/gX+V4h5v1j3Lcmdt0l2ZcyrGKG36NYyZv\nHH7Gh3EMj3ooaz2JYyYE96KSgzhuzLnv/4E4Zl/xw+MvcdzhqTQ9DNM45mx+XTX+Gsfgyee8a/w1\njhEWvKfWImEcY532bHD7P8bxQHhPR9WBHLPOZVMdSiLHk5FQRQYTOUbC3km25m8ix2xCcKg0/YMc\nowR/+uZJ5Rixi9OdJEI5RqLpyeOgvx/lGA9zZPhdHi/lmFnowyv/UI6ZNHIbmP4qx/fV7/6rHE8i\nYZ7sUjm+2P33H+QYz0a3HP8gx/DuNm+FUzlG3mk3wJnK8UHy9iq1+NWMsYw5z/MfzZjxvKa1TmrG\nt0CF0+OlGU+mtCum8tGMOyvvtDoPzRhT5lAGYXLG0F6ZKsvxxRnjhwO6+csZY7LddDCXbDHezXNN\n2Vx+2WJGhMvlTba4ydaaHi+2GKG/9jw5ZNIutljSitiVZIsRCsYzoRjily2ePF2d/7DFJC9UKpZs\nMZt2Xl7ChVuM6Q55XM3j5RYjhNq6r6lwi8WTHVuNl1vMcC4KIzz+usVMblFrto9bfPOo1XxzuMXY\nOZTkHW4x3gIKVIfHyy1mePE0/fthi49n8tUGMdnijlXqNYozftlidHV8HkB6my9bPBleacUTF1uM\niCt7QHm82GKWYI3NCPTLFvMswb0Sgi1GcPiZzs//wBaj1sPv5WYLuk2ICk4N9/r7lzNuSGH0Ci44\nYzbic+AwOWOsXbBpl4QbnDFPvdzNJDhjRuwOf8fBGYOsQPDw8nhxxtxQqpPeRzNmA2Qz/qkZs0hz\n92hZxl3Rbf5OQRkPpe6Zbl6UsabGei+LMiY0MTUnhGRMT2Jss8ZLMp7eHGocOdHzdgu6Z1ErLC2E\nY2osh6eQEI4RxZ4yiD7AMZ6G3TNUSMZTraS3Gi/JGA9ARNwOj1syZjuH4Z1wSMZqIzmuEo5LMmYk\n6TTaEZIxZpPrMrcYkjFOyuZu8CUlYxzh7lpjpmSMWQDp2r+SMc9fu9iLlIxp1dz79isZ43jmLKEt\nJGPMVs9kdf8jGSPqfe3GepdkjPvh+SFkmoRkjPeDwsnL469kjPWpWe6UjHm+eBloDckYOzXENUs4\nLsl4svhDO8eUjBFPv9F1yeMlGRNHuQyTLsqYT3NQhR4uyhgzI1oonB5PyriN0xDzSxmrnmnYi15k\nMY47kJG6e7zIYjzYr00ZHR+yGBPy8/JScBdZPKWCCp4MspgPjpcIXmQxvs1+aweRZDHiJW33y4dY\njIaXZ40vsRjPmeZu0ikWs6nQriPYg1nOnQIxGy5uSrRLyXjqVJxfZkDGrGa/dn+qBRljAth2nXN+\nJGPoZ7s6cKZkjAa/WER0j/dn31X0UrtUMpjCsYrC7qvGLRxPrrZ0KPIRjvV4028ewjGfwr3771/h\nmC1jN01rH+H4+Qs2jfV4CccWLI8f4RgTT+tWOUM4VruL7i8hhGMcPPD7+/sRjvG4hzTyKxzjyLXd\nCml8hGMmiTVLyUs4xpHqXtT4Eo7VGKZJsFvAsdpdKKUofGM1hiipbvnGPBSdl8yU8I2ZkXrvyl8P\n35iPeWeSBm/Myrhz96y2eGOWd7ZDPcWCN+a7fBY3gqAWb8yjX0A8P7wxV8Nd9S6hGysguKtKKHRj\ntiZ8fll/96UbcxmFTInhYevGckF64dKvbsw5EylTGi/dmEHgZ2rff3hjdrt4tuDi5RZvrNpuoy/B\nG6sY0vxP8sbYJJ2begsnb8y1/Klj4+SNmVuym4AN33jyaFndbj6+Mc5Gr1OTVADHWPUAZhDiu4Bj\n3J8Q06bHX+EYH/1S/kMKx6QYfeySwjFTJ6anF6ZobzSLETyHWsrhBR9r36DeZEkf82DLuRsf+hgP\ntfO2KbzoY+YDDe2HP/Rxx9mXr8Ggj3lu0baSkos+nqSj1B76Qx/jWnu2NLvH+9Vd1gtkR3RZiMgo\nHkIp6vR4icgTxZPdAHnSx7hBn9/q9njRx9g9nT7DSvt4svZB6cNpH3N9MdVG9mMfN7CsxvEDP0bS\nztYsPTN3eyNmTEFrCCpIFJkBiNvof6DI2JZcYxMBGSjy4OG60oYSRWYx+62Tjg+KPPGIU4/GVJGR\nm9P79vrH5SLzILL1q/6+XGRaP8/9rfFwkW+0OxvGnpeLjDDcWTdduMhYkMymOSBY5JtQcIHGXEMh\nWnDjgzz/VPdwcMnParEE6+CSuRR3y4XFJfPMYejkIrlkJg7ZI0sumYn5vc9ikYtLZlFEP15e+eWS\n6WwO88GLS8ZMhbykw+PFJfMQ2H2CPlzyYH6TXNHkkidNPr/+4pInc9KKM15cMguCuhJ2P1wyDv9O\n+6rJJWMyOwRFJZeMrTrqFk6Pv1wye5z7n11aMjPM7LV9tOSDVaOaSZJLRlL60f3PLi4ZkbhN8b/U\nkhn46J54lpbMmNZWNjRyuvduDfPcz00vHogy1hG7UsESUUZEdlhuDxWZvMHpyTpUZGZtWmINFBkP\nXPtLaSLj6OzZeWo2ShMZ39h1yBoNE1nLC/1OSSIz2+EwZbxIZATP7qabJ0TkyeRJ5aCFiIwqqHPW\nXm2JyKi3wTSg1f8SkVFqBrzC7/4VkVEjApNbv+sikfE6z81s3nKRyCw7ghXXPW4SGUUfCKoKkl8k\nMkpfkObUf0hkvP/nQVYy9Esio1oLGYbHD4nM13ku36v+XiQye0gg/V7DL4mMqqZnD9GMGb8kMmrN\nAD72wo9lIqvma7/8LbwmMmvEKn0gTGRUuLFW9wdFZsuJ+ypb+UWR+at0d24NFJlFVg0FdR4vFJlP\nlKvY3IUiUxU/jJMHiszS0FuZBR8UGY2wmo3ZwI/ZBgd5ZhwP/BhX1bQTnvgxvrbZhUAHfoxF6PNj\nHYUcF37MJM/u3kSBH6NCfi87lmm3ey8tHXnaHi4TmRWybogSJDJusnbXu18kMrLEn8lm9/BLIsOO\ncd7ih0TGM2cYjg0SGXec590QkfFrNmcRfuRjHg9ffpUlHyM233zy8pGP8Xw43MUk5WOKPrr/Uzg+\nGG7R9jaFY2aanf8AxzvIH/8gARzDb8Wlcnv8BY6R7SZF8GD27DwcXX3W8o7shHtMCfrsL3Fc9DEm\njudLOIpELvoY1aXbVv8sUmgHNWNMKM/6RF/yso8P4I++usM+7ni0dd+FgR+jOmdOoUkHs2X3bnTj\n+RVM5375Y2xe/O5f/vjgSmUWc/zyx+jIfY/jP/DH41kKa8oJ/5gVgrebD4V/3PgVezUZ/vHzTEcb\nPT1pwz/GpNeeWUGk7vKPcXqH27dc5PKPESq4riJ7l3+MU53mk8X0j5Ei2Gy+pX/ciCC5D1j4x0Tq\nr9uC8AKQcUisJPcPfzxJCGjNGPwx25JuBfwu/rixhLPrWwv+mK/T9r3Ggz9+9oS+fZiI27rRDLiR\ns1jk1z9GowRspTj+8Y+R/TdqvPxjBM+22z/K8o/Zl8TxkuCPcU6ABPbd4y9/DA+je9EV/DF6m20V\nawv+GNguYhjFJRd/zMR0Ry4//jHi6CXZhX+Ms/Jn67cVdFz+MSWtYRIYqbeNf44sUiZ1eLz8YxoV\nZS+Gf9zYFFYdBdI/xiV1qo4Zw6gmdqc4OIkC5b4sMnIj3/FikTuL+eb1D4vMGlt/2KUiY17vu2pU\nQ0VmVctxbuUcl4pMlxL7Oo+/LvLJ/ymS6OMiI0/KNnS4yJN4kN/kcpEh0d3T0u5ykTuTwoc/63KR\n2RLyEFeSLjJ7JBdvki4yEuvcpjNd5K6Krtc5LhcZZwJjKNqbLrIwNBmFwSJjoj58NJwsMp25rdzi\nxSKL+FV8Mllk2w+iFIM/5mnPZa42/GOkHnQm5/79+MdYmiERXijw8o9xScEH/fWP8QDCs0W48PKP\nkSLxvK695OUfN1473J6kf0z26XlQ69t8AeSG2szTwk4AyLhgceaqd7kAZCZI7Jd/lBdAxhbtWTlf\n9eclINMlOVT0cSqFV47yiTNr9QxLGbnhoBIyCcdDRlbhTPdwych8TJ5mmkNGJhtwG7L9yshY8pgu\nXjIyHmTbPK5fGllWtTW4oJGbhBX5RkEjI+dm35TakjRyZ2nxbEUgvzQyIkhdHTk+NPKlbqgaXzQy\nuQWsCT1eNDLKGWFtHx5/aWRcy8OEeNDI2GXsh2X0RSNjLTeejUARyEUjE6O4fWsljdwoZo4fGhm7\nAEwvRSAXjcwpfFrDTBoZNZ9HexFk08jYEp59XB4tGhn701mzUdDIiNM+ixSZUEEjY7p4vm//5mEj\n040cVngXjsw9BmhdjxeOzFZamxb+iSOzY+PmJ1DiyAjNzu3+xZFxLczn/tT4wpEH+4xpzZ44Mj5X\nuzwNBo7M5lXP5kZA78KRueg7tVFLHJkA8PzHRsYd9zxW7QsvGxkn+RsaenB8Gch4eGDvpL9f1jFN\nQQXV0zruQ43l9W6WdYzHNhyz7nFbxypR2n6xYyzI2iZIK6xjpKbdlw3esI6ZHvf602EdQ8LnKfrf\nr3VMZ1rNkD/WMQ6ib1/IYR0jmc1FRh/qmIya0mw/1DFXwKrHSeqYmWpnN128qGNVxni2C9IYEX4s\nBIX5BmmMObypXC5JY6x1nkeQHrhJGmPHRMX474c07jzhEVHzQxrvOOvV+wnSGKGF0f3vvqQxs3Kf\nqaOGX9KY8pd5a2XrChcG8nsouSKoY/ahnWpunNSxTPP7/KWO8WQ6bJ0v6RhxmR0F4B4u6ZjfAbBz\nj5d03Bo1WX3FH+j4Qi3Z6fGCjpHxP7oy9RM6Zt7Jpm3/yVzdeTonF/VDW8HIBSAjrg0uTeMBIBPM\nkPzwAZCxY9qU3vcBkBFQ2fw4TwD5+u8Xxkv/GFlHNdeFf0xSDWy3x1//GMG+ro1g+sfK6Nr9NXz8\n4xPBxObx1z/GanFTTmf6x0pU9J2SADKf5wpQJoCM6ar46QCQB/su+N0v/xjy7/Mr6M18nONniXK9\noPELHWMF3ItLXtAxC9R3tRpK6Bix2L2bUQ7neIA/UV3PxzmmWOoLNp1jkJguLEvnGOeN6Cot4Dc8\nY9yow60CwjPGWgGFTNJ2wzNGgOLUp0rOmOrKLaEzOWNsVnary6EZnwyiitEMzRhb6vvwmw/MmNKi\n8l0+mDFOI47d9G9oxjiubdMo8qsZI1A9zD59NGNmstSfh2aM/alzdYMznmqcNootDs64Iav78nhx\nxjwS1UFycsZUuacmoi9n3PFF7h4vzphRlH75u1miMeIHz7zrrzhIY+7elLiVpDFiX8/faJWWpLGS\nwq3tLtIYWbi9NgpJGqP70zhNCwdpjOlNSd4f0RgR981meYrGJ7JatHgL0JgqyyHj5gMab/y6dbcl\naIzb99z9aRdoLAFXBTk/ovHz9YnCSNGYzelcqfMRjRt0l/oWFmmMqwLyYBnFJo3xJT9fh7/kII0x\nWRxuMRGkMfZRW9MBbZDGkjn8yE7S+C6J7e/HNB48rO+/pDHSJ/Gg/Yc0xjzala6cpDFU2ef32Ys6\nDtJ4w7cmVjfsYrR02RQIS7sYz9rnh9OnSrsYtWTj+E92Mcr99TJBF+O5e/hKC7oYIcDnsWSgN+hi\nZEdsx6zxoovJOCrpLOVivDEkOP3KxbiBnu9S307IxUh1nf2ymBxyMa3w7R1/kWLMLkP5xIkUw9l/\nJsH7ixQ3JsBrRgukWHnOqrP8IMWIlkz3CHqRYjCctwrQP0gx3sn0rR9I8eTjw/u8UIrZz65o6A9S\nPM6t+fcIpBiX/62znA9S3HFC5Xs2kGJ2YHMWcCLFzNLvwgsTKcaia6isJC3i+8LNMF67uCxidoi9\nHYkJjJhPyOfxMDxeGDE7Re27keKFEQ/VnlylEZc6zDYy87Lnu9RhTPfIKz88/qrD2B53Px6WOsxY\nRttr9EWH2a5aucSJDrOdy+V7eaHDuCgbpmMPv+gwIkH3OQoXLnR4GmQcHn/R4ZulsneNFzqMVGUc\ni+l1FjqMZyGc2RovdBjZfs8uYitcuNDhySDodv2iw5hacJpb44UOs/ZgKlMk0WEcdjwfZJwef9Hh\nLjla4wsXxq0xL9XzJy6MqQvtpYbHCxeeTLdqHi1amPm1xs/TFmYMciinMg1hHEuJrvqbhvCgzGKD\nKwxhNorcdBSdVjAy8LzM/ljByNJx49iPFYz0+1OpXGkFw3XYT4FjYQVjhnxW62Lj0grGr9zlNCQW\nzOfQrkT0xIJV4WacM7BgLmxNayUWjIl/3KoB+mDBOxfuEpNDC2aZv2X41IKZDzIu/bShBeNZi2xc\nvf7SglURps7RHy0YebfGyz9aMGqYNuXXfrRgnPLdWnymFozvrXorpBbMXQ5aC3j81YIx892b38/S\ngidvxdOY8tKCsZwYTNn5m1zwRPHgpZPoi3m0XS+zUXmV/heMMNYB+7SxuhhhJMydbrh0MY92npeu\n2eeZdw+NL14YL48k7N3jxQvjwPyeh78d/FvbWSFddJrXtxDsME6atAVMdZg9340vpTrMI1Pm2v79\nqMOaNnVOn+owdgQ45dPfhzp8YcG837/qMJODDj3jUh1Wjrdq91Mdxp1OmNDjzJ67TYYNy7GhEU/W\ne2xnjY+brew4nz6PNd2kX6V4u9Tm94MUo7ffUHLMBynGyXQ3IpgaMR5Hl1LOLubMHuKF2Xx99+u8\nSnFnBfvwtxxKMctQ5XYGUowT5efSfPFitKGwbLRv/iqDLkbKhlcpaRdPJI06+n4xY5ZdLEmgICHH\nw0UaTwRu3cfjQxrfLHHGaIDGXPd1JdF/QGMYCM0yeoDGyB9ByWXzeIHGWuWqkjBFY2QNw6eTqrtE\nY7a0YUbw349ofHM+VAOYFI1J9Z02O0M05vXt+s4UjZVc5+smReOOyqm9hgs0xtz7LOxawcUFGvNl\ndrVWSdAYzw7nQoVnPNi95varL8+Y2xOcFXh8nmyHwPX9DpuA4y90jM0mylGbhws6xgyFmIzGl3SM\nhZcPtBM6RtbF80vpOkvo+MBsch8FGr/QsZJKxy90zOvvVGH6BzrG9l45qB/n+MKBn2cc5tB2esPY\nH6HBq4zc5R9j/N7LyF3+MVbJ2JBoPPzjTttINn/4x/h3sZbfPV7+MbLuHA5N/pgX5jVKRX75YywP\nhm/l5I9x9Hcqiy75YyKq2xov/pi9evqlCWfxx5gocHhyerj4Y516Tj3zgj9GkSKOgXaPmz9m+19k\nm3N48cc0B/bZarz4YxS+7pft1uCPB1UnlWV8+GNotm228oxf5xgn/139ST7OMeY2myPpHE+GWbpp\n23COL2Eah8df6Bhh5LEZBA7oGDFTJGp4vEBjTLBI7+bXE3BxZ0b6MKS84GLs3c9bLbovpr6egohx\nFFBu8fKMtS+fZpqXZywuvV4mPGMubpro3PCMsXjuu3ZYH88Yd2LvloKXZ+x8en2q8Iw7cjP6LOe4\nPGPx0DrSCs8YCQJYFjUPl2dMCLZ7DgzPGLvbxijO349njHnheUjKwg7PGIlzkgn+fjxjdipuOv75\neMZ4AO2brv3wjJnsbwnq4xljq3a52UZ4xqiEuFxs/vGMsYV89v67xws0Zs8eHzslaEzJZhOTlaAx\n8wdPnS4naCzeZWrFl6AxcpRa8/v/gMbPGkLVeB/QmA1/71Fw8Qsad8KBhpcXXHwQvfY/G0BxAzyh\nA53/bfz/AS6e5RZf/7VhDa3/jD8b43xIV3i2z/+nXIzCWyQ/XB+6mBmbEmXTLsaxl6nAsIsRmGuX\naMywi1k+ggjLn49djOMWnBAQ6g27GKtNk55hF+Psp5/yWwIvZrGj6mHCLoYLt2vXn3Qxn6iSbZIu\nxpl801o96GLsBHBZ80UWXcyDB+c0Jl2M+F5Tp+2gi4GwAsHhawddLLJit2j80sXMVD1/6eJOq0o7\nqqSLmTlxMSYRdDGLaS7xQ0EX4xTtUCJZ0sVs1qteUEEXY2rb2i9dPBEhupXKHXQxJowNWMKfD12M\nJNbWFLULupir6jH5oA+6mEE1q+hBF+NmxqMGbyTtYu4HG2fqsItVF6A6wrSLL4oTm5Hi1y7GoufY\n+f197WKEOvlxwi7m5aDi2aCLJ+s4runhootxKvcsATnVB12MH8G1cykXM1XrLKK45GI+rKcY1pSL\nb2LJfNMfofiaPkJMovi5RBBgwlUZRDEDOWoRFUIx3j8shv4nhWKU49xD03gIxSqGUFFyCMWoEnme\nlHyohEWMzKHbC4y0iBsbI3FXExaxCifH/EGHJ7uAa6+TujBW82hh9eejC/NHaq2GSxfmt7DpVD90\nYXx/z+QhAnjpwti+oraUqO/ihbGA2NUKPnRhCE2X6pYCF6aAed0MRwUuzHNQW2mBC2P/VF2JmDA9\nJRSzFt+08CsODwKpvGVSHIYTearm9xWH9XDduP8KcZimadMBfJDDlMQ2tXB5yeHGLajalTNLerSK\nAz8fnXdASMTMS4Kw/ecrESMV1hU9IRGj+Lo7EJkS8Y0zb24hAiJmNFMC7mKIEc95FkLcfTM3euoV\neBirVsqhE/PE4ZLCGjoxLtPpotfQifGjPLPR5eHSidngwfu8YIhxmDXnKIa4vGEcvkE9bH8+3jCe\nuthlGhYub5itZ2/ReMsb5tn8pqLT8IZ5+NeVCRPeMBZIYEO+3vBzQ917vcbyhplMO0VChDeM6vpT\nF29wwyfDZYcR4uKGeRJ3CWVSyjNfQnFUVRh/GOIbBd16qiVDPHkLKEnywxBPhMLbWePFEOPeOHYd\niSZDTGzClUHJEHM9fJvt+zrEmK7EYYZDjNNRdGnS3y+HmPUdU5u4dIh56D/3o/6+HGIQOHfTSfLH\nIb4QXVOd38chnpikr1aw8OsQI93fyTrpECMGAorrFyKmWXXX678QMb6GiQJcDxdEzMbVSMrg+IKI\nsRHHdNo9bogYUV23tkuHmEH7W9VdPw7xc52qwWc6xHx++Vw7HWJ2S7AmGwwxk2RwWuvxYogHA7PW\nY4IhRrLBdtyGf5H1vMkVRnRhU/+g5IkVZ+q9xosnJu12zdchfn1iBBaHxTplQ9MhZjduLPg9Xm4x\nPi5QVX1cPP+v2zH+54MfugbDM56NyQ+3XmeBxhNnc1pmfDxjnAZPO1wBGtNePG55RF/QGMUQ4wc0\nprP+/LZ6mQUaIwXkcpXBBzTGTnaon32AxvjNcSJecnGBxlzbbfY5QzRGVXND5QLHX9EYofC+TRPT\nIRqDxrrUqTxF48k4hloXpGjMUvlNvcFTNCY01UQAfUFjxLhnwcUFGuOJi6d2QccFGgMMQIIO306A\nxrhRkBB8erxAY1wKyLWWwrtAY5Xi3+LFQjRmhGvXtiRFY9bKA9PyeInGOB6+pvrvfEhjBGexSOX4\nMo2R53W4R1aaxqiS2psesDuzpIeEZSy/NqVVpnWMhAdUXf5jHVPommUamzrGKuO5B0waL+oYKxGU\nputVFnWMNdq+HS+BbOoYy/Hn4m01/FLHnWEDXZlBHWM39SysBH0ldXwgQqyHZFLHCKxhA1Sk8Usd\nY5/g4+ckjTGPNFUNpWisBqIGx1M0RvvjW5DQzmToq4RipFlpugjpGOujbqsxoWMU0+9CJRI6Zunh\nMFUf1DFmzaPrBDGpY3bIHToZTeoYiT7Pv6QncVLHAG7f1wnSGF/I5ht6kcbcNw71tknSmItn1MF6\n/CWNBxv5vtSxTWP2dH5l5GUaY/vxXAuC48I0RpQfAmopxYUaXwj+eWpP1HiynN+jRRpjt3Kj/y7G\nv6QxTmbOGi/SmDCqg1sf0nijVqvXD9OY+TaXL+QwjZmfM7XaTtMY+XnoA3V4vExjuECnmoEmaYwY\ny7NPGr+kMbI0no8l9DZIY4QJTmT5chyRmNGcm721zap7Use4WHZtN5I6xt56Z2XO3w91jEkNkmWN\nv9Rx5xV7/VLHBL3O7s+1qGPsHJ+b6R/qGL+hszqSOsY/O5+FxD/U8YVEDoVegzrGjw4HtgTkoI6x\nMdUjIqhj5Pn1Q6XySR0jq7EfOuRL6rjv2Gq5UUBQx8h0v9wt/UMdX6R8Re4FdYzozdWUuZnUMfaq\nuyOjH+oYQaBuaz9JYyQT9e3+JY357W+t13iRxp3JKqrT+ZDGbIXhFWuQxgjRPN+nbrkgjckgOl6Y\npDHid6O5YYKWgNSFyUS06fFFHTNVdle7pKCOiRNMaTZJHeNZg4iRxsM6Rhb8sL64rGMsptBpV99+\nWMeIqxtxSeuY1Y23yowDO6a9sr2jZR13NY3QpRnYMUJI191f1LiwY+rcpzI3EzvuDPVo1RHWMV/e\nSXxpHeMBt11Wez/UMSIN+y91zGZhTLT4+8GOBQFrV5vYMWOdz291eby0Y8QhkE9+ery0Y1wJz35L\nX31ox4PHCcOvH9oxspfn7dcP7Rih5n33x/1oxycKKQ+Pl3bMb7PrTDa1YxB6THf++8GOGY68N7/M\nwo4HHh2KeiV2zLCGKY7EjhGXParXy8KOcTvvm/vvJHaMA8JWZnJgxyi82Q24B3aM/yscfjm5gR2T\nEpijUOPCjnGgjCyX2+OFHePOwytK+Q3smEaNddTAjnnGeqg9eWLHN7P8h3HkpR0jDRqn/KUgl3bM\nO2VuelaGdty41923X+2YeWZuc7ozt/qQXoyA7LFbTV4KcudCTMeFqSDjhn4uZn9vS0FGWB4FVIfH\nS0HG8gt5yIKEl4Ksyt5Rw0aQecbaFExJBJnR2Kv+/MWOW6dwrV2+UqiPMjHmpu6hiSBjonnWINcv\ngjzBEe7qdZAIMuLZm7d2iSAfyKPzBBAIMru0V8uRQJAZQ3XSWCLI+Hf7Jkk0EWTyiNtxFppcCDIh\nweGmUYEgs+cDVuseLwSZu5TL13IiyFOl9tPjhSDj0dqbW1Ykgow5X70LkkDGxsRCdAjInfiasLYU\nkDH34jOdHi/quCkYdxdpXNQxcsxunO54vKhjHFR0O9MvdIxKnnH7B/lAx88S3P1AAjpG1GibotcC\nOsa6brg3VkDHOCud2+1XWaCxOuW5tVeAxgTKbCAlaMwp5/bVGqAxjppQP6jxBRpz0nseS7vHCzTG\n3fhsLLUcDtB4iNi9fkFjKvbH2Gr8FY3hWR1Dv2CKxvjW9kKKwzSmO6Hc50SNWSl2C8VI1Bgp4OP2\nVBF6sdbDbpcQejFOI3DeWBxx6cXMNrwEu4VejOfM4RTt1IvxAO+bsrc+fPHJAgfdDcyunoeS70c9\nxQI15vkVsgM8/qLGOEmbmynlFzVuk+SLNreBGuuB5q9mmca+RCQyhWlMkOBuRR0XaYzDXLYQ9fhL\nGl8sLRGYGKQxNlJX08MqSWN81mc3JXwlSGPuXMbu11mkcWPtTPPrLNIYX+Vw7XuSxlh7Xvt2FXVc\npDFDarOI4iCNz/9+weEAjZlTfAjESdD44Eph+wWNcV+dSolOzxgRf+xP9CaXZ8zD7l2FMekZN+y0\nXY/zgYs3NQP1cLnF+EyzKek03GKSt7uSAdItZrEhlrMef91iHMG28x+3GM9TKDKCgpdbzLNZO/7p\nFnf2INH2J93iTtFM7XjTLUaC0bjmVX//wsUuGvuFizFZOEkr3WJ2M2qq4ky3mJ02uk7Y0y3GXNRd\nhZpwMVYeTdHPdIsRksKR1eHxcosn9R8ryostRuUuKKXd4y9bDIf21uUaanFj6qVNo6UWu+xB4OVX\nLcYq6CqduNRikrfnZuv5VYshtTzXvDHjpRbz8m5qUJ9qMWv0kPvo8VKLEaCHdcHhpRbjUKzZFki1\nGCezzyxvCnepxex/6VV8qsXYR+6jXOHQiXGN1hQVOjHSTXan9iRPjJQA5Iv94xPTXtj+8YmRrDvV\nZzt5YpzoXy5/S54YU9dzw2/lEL8+MRaJzazw4omR6IJArJzgxROzhe/s2y9P3FkCpq7LyRPjGLt3\nQ9vhE3ce7iookj4xqCN8gwUR2ydm01/V+yRP3HmIozYByRPjqfGs9Pz3L0+M9Wjfp7/KxRNj+zJc\nNfDhiQdnfumVwRPjQj586vnhiVl8q8O9D088ef6nmz8YYh7oTOWLJkOMqDlamXSPF0PckZINMpbj\niyHGxhlWSI2/DDG2jFdvxQ0XQ4w7C0rB7fFiiBlXPJSUlwwxoi/Y30vsXd4wU3/a8Ptf3jCdwO7B\nwobZUXXKIQtrGPukOiFMaxg7qabMlLSG8ecozNBXHNYwY3haqoc1TChka3pEhjWM41+cBA2PlzXM\nxkRdGecH06engcNnmaemMEkQ46ofrlX6EMS4kbqZzSCIWWs6tlHjRRDji0TpRo0XQezEwvlLEFO3\nGEqBTYIYQaf7KvI3CGJ8r56KQiDmfuVQP9UUiDl+mURMgRhZ3rct069AjACRBeUQiHkapTKaj0C8\nI/ay66kUAjGum2PzFJjSMHEwZQ5/pGFwhlM9vJIa5rZ6uLPC1xR+9jti1IIUpix0q8brSwpPBNua\nh4sUZrey/VYfiSCFicZc9SMuUhgK3OH+nR9SmKfXw8buIoXJRm33Sw0HKfx8ChO7IQqDezlM56Uo\nzL6ehxXcJQc/C6mt22hMOBg/vxdvXzf4WQT4Jw83GOEtPE/q7183GHV0hxJqEg4GVYeO27vHCw5u\nbFy5zV84GFtyHI7XeMHBCFI+O3I9Z5YQPBmntSiaQjB+5atdRQEHEbwjb2X3eBDBwBb0r04eCzh7\n+rklDagzS9opNLgqbgWLPqTwxINO6aVJCjecgU0l1qUpTDzY9WYfVBiRzNO/YaDCOI26FcJPUxgv\nMw1KfFBhnC53JcF+UOED56GW2FMV3vCIavZrX1WYp7DsI+dxq8JceaE+SeOvKszMgXuTkxFKML3Y\n23VAoQRL6ji9gltKsJLFu5KzQwnWr8giiL+pBHMNfhRC/CLBSqreLi2ZXiRYWXLds93CgBlF2k5V\nEy8MmBuIa/qRsjBg9WeB887xFwNmVOH50t9xY8Dau7XTL/9iwOxMwvAExhcGrGoRorJ/Pxgwp6Nn\nfSNkd2HApLq7PI8PBnyxv8xW44UBExi4hE0cLCfd9DrMpbDJHUgwK7y3U/NOIMH8E6T2e/xFgnHx\nwB/0+IsEo+jMAFoiwVjs9FMZSB8keLBoW5N7IMGTFfBez4cSjGjPbMbDgwkm/Xkq/JFMMGvIpE0k\nE4yknLZfZ3HAxQQjErEjM8zjxQTjLmsKF/84wScKjTU+2ZflHu+eSfNa+MG8TA8vj9IPHrx6NJOE\nH8zM8WvIlw8/2A1UdUsHIMx6ZesuCQjj22+HSv4+gvCNqr22lyCM28le3Q2P5vJ4ycIo1cMJwK8s\nPJlwaA13ycJK0FWWYcrCuP0Oh4c+sjDuJzcV+8jCyM70fB2wMCe2w0y48mfv6iL3LFr8Mi84jPTj\n2fQgDnCYx+BTgbAEhxk1n+6PwxzaS1cC0oV1gQRDzAvqVPOwZIgJ6Oyq5A6GGKunSw1hkyGeQLKw\nfvd4MMTPQ1VdvZMbZsuP3dR4cMO4m2GNe7i0Yebjbp4bQxvGh7qdv/fRhlFpiS5vHA9VeGdR1f2r\nCk82CFUqzY8qjBqKf1RhXhKgED3+usLCcq0fL1eYSlHbrSsvVxipeuN0iCJdYfYHdPOKcIVxmD5Q\nc+Dx1xVGFK1de7nCp+9mRbYPj77a8MnOeKdefWnDbPl133dpw8UKK8zuzXm4wrgfUcfw6wdj3b4f\n3ery8oMnKuCajtjTD8YKd79VfPTxgzFZOGSSfjCPybqy0dIPRu7yQImPx2Ekbi4WPYEQcTxgYaTh\ndGtNAQuzn57qu9MVxrXZZvHBVoVRGMmGnD+sMCoLn4dbk720WGHWLTfnGQcrjKLXZx1rAHGxwiye\nxWZef/+6wqj3xF5EHOvrCqOu8/lq7PAsV5idEtAeuHvcrjBLeYGMfF1hvDqLaQQCv64wamQnKqSH\nx+0Ko2QcP8KXFVa156Hs5mCF8Z3Nio8HK4x/FY0J/WZeVhh1yHtzM9RghVm2/Hza8cMKo/IXhVJS\nHRcrzL/v22E/+HWF8ffPO1CGTbrCOPloY9ghXq4wnz4FFIYrjCcC6jT198sVZpXedprOXa7wYKHd\nfdTfv67w9d9MTJA3vFxhZENfl9/OYoVxYgpKWOOLFUYwAvm43ePFCjMb+lSOf7rCTOB9PqMY4tcV\n5knnqfOodIUxne/4Hji+XOHBfEVrqeEK48Nuqq7/uMLoG8rD/79fV7j9N2PWp8fLFcamBlCpvsxb\nTRYreoaQvcdfb3jHDruLEgpwGMcQR/OPHrAwDoIRixdhu2Bhls2cmpM/sLDWeAZ+FyzMpIBTbaoS\nFibw5I5CCQsTF9wOI7kfWHjgEGB6/IWFEdidaq6QsDCWcM81fv3Cwt2VS7vHCxYeLI1VunjCwmyP\n18zABiyM7nubTvcSFsbW4cau3OMvLEzaSpu4hIVhcXRZHAkLIz0bcc/b4wULI4zghrnhCmMligOJ\nAoQLFkak5hhz+4WFWb47TB0mLDzE0Owef2FhnJr2UmkDFsbyxXnACQvjEP44tSlIWBiQCzJpNb5g\n4ckwQn+h4BcQHkilVm+sBIRx3v5MAALKAxBGZPfaDKkmIIzsovM2jByAcEelibmzEIS5/BoGK1MQ\n3iDw7DX8rBH4MghNXGVbJyyMldVmrfZk/1K+DALWbQ6//QUO70hX85UZ4PDk8edo/4DD+JNzO37A\n4cmyF30FCxZGrg1qZJrHAxZurKLmeMDCnVS1NeMPLIzDRtvQCxbG+vm5riWSBSyMXUBr2rl8ZGGs\n8prWHAkLT0Ies8ZfWBjnUJdilAkLs04fKCjHkTO79xIqgKdMjxc4PLgYVSetBIdxXzWncyY4fG/M\n+dWVE+AwwjbAhvT3CxzGyhoJgtPjLziMMOmz3NXrBDjMRjLD73+BwxNLL9XAJDiM6WLzAz28YZXA\nmPNc3vCgyHlqKk1vmAu+fpdDXN7w5NGjMv4SHGZfUiN0CQ5jsfN8yeUTFziM2eiQZZXg8KQ3smnp\nFeAwwtgTtUIYD3B4cPukmyS9YT4fDDuGNzyx16m7JLxhJpyeFt3TGz5YEWCYd3nDbKl+qc44veG+\nc69oDHeBw52t1m+bugscRp4WQxQcX7AwQgJ9v88ChF9YGN8aMqA8XrAwG3XP619YWNO8FnEBC7Pr\nJHJiOL5g4YFwqLnkcIWR3nTfenoGLKxaTi/JlC976zY5sHet4RccxsR+KCf8BxzGXKhZJ8Fh7D7c\n4OwDDqM3ya3iiRSHkTV23sJEUhweBDxvLUZCHEYoZNuO4z+IwzhA1oyslNkCkMHV+nVCIr7ZeeKs\n8ZKIOY24JVJKxPAdgcvcHn8pYpJovnG/FDEycnVxpkU8GRA/6u/LIkbjnOc317TzxYifi1ktSD8Y\nMcTSW9HFxIgxu08fmQZGjDDZ7aa8PxjxxaKAvx+LmEDi5Ul8WcT4fGNTaVlaxPiwIC6ax1+LGOND\nxV+JESO71adwH4x4Y6azlenAiJHG0X2jJEZMO0cbx7CIxf24301YxMgIPZ2EnRYxHqvoFds9/lrE\neDvmz78U8bNy1SHthyJG7lXzFjEt4oZjiSkUMyxiCoO+MMMiVvcQz3ZpDiMIc3tNkLYwtrTz0OyS\ntjAf/62VIVy2MG4I5OkfHi9bGHujZzXkv39tYXae2D2NpC2MlM3taEURly2M+/Z5hGvOX7YwLopt\n2p9OWxjrhqktRNDC7Nq2H68hXLawcl6HluxhC7Pwem/af4YtfO+0aS0dL1uY67Smgh91+T2J/CIv\nBzU+w+NlDuN7vS9VzKQtTIpzV57axxbemeKrKTxwYTzOhy/8sIWZFnrYOw1bGC+ztSJ0ly3Mb/PQ\nsVfiwrTNXDyZuDCecFths4EL8+jy2Yjr7xcuPFkNefnvG7LnueadjYV2f7/iME9gtSgIcBiX7sDF\n5fECh5/P07d/YOELsbLNRnPBwtg73Lu/9A8sjM5M/nI/sPCza3OrqICF0Vf35BnI348gzEfAPE3z\nhiCMaorttDK7BGG2nHjmv19BuDM7bDeS+xWE98Pvn+mvXa/TsJj1oyFoYdasXl6wBy2Mq8O5Bh9Z\neOcxpeahkIUZQznK+F2yMDtvzNtS8IUGa3odLOn71uvvSxzm+O7lWIjDWKYh2ff0eInDKNeCEFeG\nsMVhkBKbI9sfchjK2pj+9l9aGOu+0xHRlIVxTna7GVLIwlxOnxbXUxaecCBmr/GQhZFnrX1qyMI4\nRzzcmDFlYazdELr9lYXZC3HawwtZGE9ouAqHx0sW5vki1v0cD1n4RNGn7KCUhenaPxtqMblIgL0p\nBePZdgwdiaQ4jHj686mM+S5xGLsW1IXuHi9xGM/9u9msC3MYu5bnCa9/dpHDDVNb3zahwIscZu3o\nVDFIkMNYl13Nxu8Sh90kSR4oE13Psn+RZ2IW+ZWIO/tHqtohJWL2ER+KR30k4oMEyV3jlojxGN90\nkpEQMb7htnd/8wscZmv6Q/hfesO0vbaj/vz1hicfEqeE2eUNI3lhs6kX3DDZslv6S3LDDZfKsYtX\nC244OxUmK4wY4bPukMwZfHDjGbtuwmSCBzMCL3F1yQR3blP6P0zwRmlbGl4wweQ8dp3zJBOMBEHs\n9coDXkxwR1fm28PFBLO9zpT+82GCcbmet7S3xQSzAHUzqplMMDbKu478kglmjc/tyzWZYOiAz7Zp\nePxlgi8Ar13aWzDBz3IA57pGoMMJPohCmqRdTjAWlcP75o8TvOPAQCj/jxM88EjV64QTjE3rLQQ+\nnWAc/iqQ9ffjBDfWgPhqCCeYzcgvHcmnE8yeUM8dKud4OcHKjlBUMZ1g7hI2FfSlE8wSml3naR8o\nGNVR4/zHCeZqadNNwZzWQb8HW9lbkZ7kg7FbA7ykdxl88I44+O1P+/LBsIRQUK6XWXxwp6P7MsHF\nB7PHRlPiU/DBk+XNvkHDD0bdRHOr6fSDkRixNVPS4QerlfrmN7kAYRywP5fwUd5wAcIsUvJXE4Iw\nYu+n1q8JCCNadJw6jf4Awux7MjxafHBnc3FzrMEHY4uwj8sc8OKDVX0xNNcFH4xv8lmNyowMPhhd\nVc7dE3XywdSkLk1eyQcfeAg3f6rgg+GeOTcu/WAsmIrUDD4YW+ZxqCdz8sGkMK9TFu7yg6lOj9Fq\nuPxgVAXNQ00tPn4wfoWuAuLwg5FNhjDg5eHyg9mnuCsXMv1g8Q27P+wChNm/2MekCQWzXGPe/vIX\nFMyYcFOc5wMFAyJqStT7SMEowu01Wk4wG3fC9+T4coKxWn9W6RZ7lxM8+OWUebucYLz7Z9Vlkzac\nYMqEpsDTCcYF62qNhIIRFGi3qkNTCsanRXGcXmdJwUhhQWfD5vFXCibOsM8af6VgZC7eSsdJKXgg\nHKKWZykF4/kzUQXK8X+k4K3GSwpuyDJrd8m/JQUjNAIq4PJ4ScGMabf9XykYST2oU+L4koKZUrWr\nHOliZmzr7kK34bi1ROAShDGnnfvVLo+XIMz8912RwxSE8XGbojwJCCOdFDP25fEXEEY9+aY09ASE\nESZDKGN6/EJ0VzlJx3CD1ISFEV3CsbrGkTG7v8IvHqXd4y84jH5FXR2GExzGJY7ASo0XOIxF1rOe\ntc37EYexQhAnHeIwFkHb5gYcKQ4PejmvLFziMHO8dj+GUxy+GNfW43yJw53i1NB8lOIwjp2P3R93\nicNQuLBaKFrY4jA298hF0q/ykYUPHNAMj7+yMLZmvV2/sjBv0dPXeMrCiDTu8uh+ZOG5H/dWUvAr\nCyNjbh4WdZcsjHAKrq/h8VcWZvDSE2TKwidzeI8Sh0sWRt3N4QKbjyzMpt5iowMWxkX43KBbQcQv\nLHwxB+b6hYWxjcX38AsLM2B4qyDsAwvjNus6ZktYGLmxgFFr/D7vbWEHuhaWN8zqtGv43S9XuNO9\n3Pv/Pvz/oA1faGEOJmT81/9JCuNwiydXH1IYh7FNl0GawogU7oqkhSnM5U/jtB6kMOCz51LlvBWk\nML4qJOvxrxcpjPXf1RRBClIYYR4c8vJFFh6MJ0l/7sTx56MHs5rs1BSaejAbg9zdw68eDGbxUjbf\nVw/ekSI9/nz1YKb1nf7jFw9m1bACYokHY3Lrm2DiDx68IzXAHPCLB2OFeV5lCr9KMF7kVuz5qwSj\nhOP+81GCca019+lMJRiZEYceEksJ7jz30AY0leCTR/n6B5cSjOUCTq5sCpcS3A0e0MQNJRi5Lciq\n+vNRgvnXvfOpl0rwwbyv4eFXCVYuFi+0VIKJaKuFXijB/P5cvhlKMFffz8TJ4VCCETa/NaEHE4yc\n2v3WtieZYGQjTS1fEwTmQbMslwCBMYE/b6nZCX5BYCQHXKp1Z7J0Y/opasURb+JXtaBghLlkq32g\n4Mnw9vULBSP3GWuq+89XCkY+2FB2YkjBrN6eP1BwZwMHf5gFBfOU6lAOvJKkDysWaE+7//nwwdgu\noIqc4O7igzuzfXkvMT/61B+j6eupfO3Qg1lK3XVWrOzo6gRPH4MvEqgwFgo4ZPrzQYU5i/rSSVSY\ncJN2/YkKI9R46bIMVBh7YDTSoDW8UGE8dnD2Zj/4VYWVdu0/LlWY6c+7SKWvKvw827RPSlUYk9Et\nHCRVYXajbv+4whuWn1wwByvcmUQppfplhXGv46qdfz6sMCbqo6kzQrDCg7+5wuGLFd7ZDuAwQczj\n/EonUq5FYMNYL+EQfvz5YsPYBh6q1wpsmIfMz6rUBnFhwyxHMKce2DA7xDrPP7ThwZp+wQLhDWNm\n24Yc48UN4zj62Dpv0eCGsco+z50/S3LDzOUSeprcMC6EppTP4IaxINt1MTFdupEVbjqKkmQcCPGG\nmOjFtYeSpUkC4+gPybXHnw9CjAZuz4/BZW4gxDh0v3blpC6E2NtBXuyBEHemX6gQKxBiVg0/V4LJ\nYiPEratnGT/iQogx14K0sE1cCDEemv1QsmUoxNjq3HrwpkJ88AyFz/pQiHl33VozfhRiXKqbOv2m\nQszHerusCodCzMNNFWCmQkzh3CHjVIhxlntu2lmkQkywzzXlH4X4JsYnhCMUYlziw3HOXbnT9Tq0\n0vT3Sydm+fVmkTZ1Ys6Z2q+mTsyeSE7mSJ24a5aTDRc6MZ8M81+dmOehOM33eOnErDa/bOeETswd\nXzdGEjoxthxnN2a8dGIupYb54IUT42CrPZ+tedw4MWV9lMV6uHRirIOedYHAvtCJEZpD5dzweOnE\nhLl2cy+hE7OV3tns7C6eGP/udpfLGzwxpJg2DOounhinHPihp8eLJ9bK5/K/u3hiHPIDe709Xjwx\n9ofHbaYxeGIV7EnPCZ0Yt1u7bMmFTow7/Nlti4BOnRjHNUOdQ1MhxoLh2fXqtw2GuF2EQYw6B0PM\nkgClH38YYswmqD3zuBlieVrqrv1hiLFpfx7gzePFEKP5B07ba9wMMVNeTgVGkyHGsup0cnMyxGLO\n6l2+DHFnEF33TyjEiP2dp3b+qRCzFfJzY/0Pa/fSK82SnYd5fn7FHkoQ1MqMzLjkwAMRkj0zYHXD\nE8sDoiXSJHY3LTcF/X3He1kRK2sfdhOESEA4XKqvdlVWZlxXPEuAbVKIDx7vk8eUFWLMLLg79f1m\niJHgNzZPHAwxtie7doazQowh/Wm/OmHDmKAcRTP8jA1jWx9ZlIEQBzYsFuDWjZmwYQIxRXURMjZM\nOLPUhRMHNsxzVlXbHxkbxue5i4nmbQ1jXb5eof4ma5gn97S+n61hFnRyHvfLGu4gVnzDbmy4cVXP\nHzJZwxUP9qU2J1nDXes+NeK2hkmW9SazMFnD+K79Ubr2yxoezGt/Ih7WML6s1k6/39YwVj/Oojst\nWcPsgeaUIGziZ06Zhpbsju6aIx8Gcbm9bJyxYayKoLX9xIYxDsJ57R/YMEkRJT1mbRgLuBBpH8dD\nG0ayxHPbaE/aMEaaz20bNmnD6FFmxy3qLWnDSG17UCmR8a0N0/0fVlGZOc39LzkU52EVeSvEXGqY\nN3l33Aoxk6eGUdekECufveqWTQox95Lbs15vhZiDtrv70ySFuHIia+R4K8Tot7EpoNcvhZgpmEUD\nyKwQYxUbad+n4+EQM0nqLCZpt0PcDq3HKr69YaZuHJbhkzdMWQxDB8fDG0ZWGtaQFf/0hluLeHjD\nPJx6K7csg8NYPBnFKnoChzmTREFnxxc4jPvl0BHmFziMnnvehBEPcBjpp/PG00OUwWFkRXRVa3qB\nw1jjbf66L294zgDH8ekN36gKiymo4+EN8/XdZFryhnUIS4O15A2r4lXx1UneMDJb3E8mbhib5dWt\nXeaGaShoFThzw83E5Sc3jIZhfqserHBwwxzeXxqaZ26Ygv2jXK4PbhhYjxqYzA0TKet+n80NI6H1\nlkORtWF8WW0PKl7n/VNNGzwuCf9SiDG57uY9s0J88ozJ6XAgxCyPwfMD3y+EGJnFeJfqeCDEWJ+Y\nj9IR8YUQs4KFsiFfCDGSk7xE9oEQz27qLIENL4QYK6rNzdpGiFnR57lsMW+EGEO7sysN6YUQA3g5\nLSm+EOKGU3F6m4QQcwNEVT8TNswR37ArmLRhXMtWtcb80oaxtHC5qEDShllt5/Ks5q0NP0j8+OSG\nkb5bhzYRX9wwa4T5omVvGM3CbTE6ecPMnenug7I3fOMEtoXczQ3zIEotfnnihiv5c8O8b2748Xmz\nD24Ym4B+/eaGscKHZG+9f+KGca/VouYlc8OYmYRsn7lhbNpWlRXN3DDRwWh2kjdMRSdA8O0N4/Qh\nTvLcDoc3PNApO9c1e8NdpcSugIXtDTODDRvsDi9vGI+8JzuJG0aGLZJ3muPBDWOm+RQXLcjcMNYg\njqNHPHHDc3xuszNxwywdXKVQZG6YM/TTI/HMDaMLvV1KJnPD7O26JdzNDTcae8d6/eKGsctfXM0k\nccM4QMYKdo4vblhn5O/ghhMrjORTaemZFcbKiJNSMyvMkUQMQzMrjJWPfpkh3qwwx2VF2/bZFe6Y\na7QaLw9XGGmuiOvjIK36pPCL4eC5LsPyhmnxxfw/e8M4KN4Em2VvWPDTMA69vGFk4iILTB9ye8O4\nwysWWhwPb7izKQto9uUNz8+iUlwf3jASWnTzJG+YVeVu9wbJG2Yv0VzUKXnDWAIGQqL49oax6lzm\nMP2HN9wxnla258sbxmIo1k0cD2+YpTCLTvxkb5g7IlFYKInD6G2uq/h7JXIYJ367gfVEDrMQdvfo\nNJHDzFG6VcfzRQ7jDPxswD7JYRzVw0HwNzqMVXbgZoELBzqMLG/MEpvjCx0mFeVuZaPDGNsfdUUD\nHcZEpQ0vHTHr+i5eNp7zCI/EM0ZckW1/3BEPjJgNYjs+LWKsns8BlwjoZBFjgboZ4M8UcWPdPjWa\niSIenCIMaeaJImZ178PziEQRY6/hOO+Qi0MiRg/ab6X9viRi/Gb3Y7l4S8T4zbDXoT+7JWJ0WZh3\n/pCI4dyNIIGRtdEoCw+RthaNt1DceYZdS8BZKMbmwryd9NMmoZjPUtN51iQU85Tx1Xw1t1CMY/1I\nXNPVTEIxdqmKS1gkofjmQb0eFPEiiqvG28XxIIpxNTHPj9ebKAbXjzIk+vCbKMaiTDutK2+ieEj9\nl8WXiGLcizcOvToeRrEONz4iWJJRzHLaOi/zIopx/OEyJZaIYtYzPKpZ3U0U41rWgDsTUUxPX5Vm\nX0Ixrnaz75YlYh4OHLaFt0SM0n73MDGWLWK0Ypf67WwRoynFSdjb8bCIObo4lC35gRE35Ad+YsRd\nBQhFmySMGBrUGCY3maTdHmccwVf+YRQDE2kqlfZCipFl2IcB540UA9Astq+OocQPnz0u4lcSXcwE\ncJN1SS4GI9TOc7085GIO2g912VkuFgcuvT7LxYOWVinidrdcjDRHcHqfcjG1+zNE4y0UM7/HjUgm\ninF4F7CzXr+JYoxK5v2tnzwTxTTRTHFmorjwDEJ3eBHF6Mw9XH0RxaymZzIoGcUsrfQ8QRcHUTwI\nK3ZBVskoHkzp9k+1jeJBEDFw4W0U4+zecWtP4GUUa+NOCto2ilnsqhhZy0ZxJVIp7TQbxVxxUB58\nMopRC/ms9r2TUYz2Emuzt+NhFD/Is+ynwdpkFDM949H7ZKP4wYqTiksUJnpTqtEZhEtHkD7s4vkS\nlbvNdjGrQavUUKaLmbbYdAg108Us1dXi1QEXc9Tt0pVZLsaoC89gdzzkYp4RQB4f41su5rmqJtsh\n08UsCX8/dxDFQRfjS6E0cpDGQRcjU7UejxHhTRdjPtZQspDxTRdjf3N2zb74my5WHTZlEWW6GGPb\nob2/l13cqIVZRt52MQZps2XXuy+6mPOWU5vgmS7GRXjmr/ZJF/PD13pFPOjiwRG4NcJMF2NnEXlw\niCe6mHkxSKJwvCO9RWwCKnK0II0XXYxlo0s1DjJdzKMSj3KxX3QxUo6qtl1edDEoSy/ZZaKYbty4\ndR0SUcxlJu/HFOZuj+L15IqMweJ40MX40XH0Wa/fdLEKpVj+T3oxjfLZf4pSTnwxFnwfYTmJL+ZI\nez4q8fLgi3EyBFbOD7744ci/RNx8sYpaqqR15otJ9DSNA198MYYitUvn23wxhlfYuNaPtfliXBxU\nmf8VvhjCre7wxBdz7+LSSkfmizEPwRm77vjiixt/f90MiS9Gls/RVeM988WcXx1+JBJfjBnBNe7z\n0y9m3bzDulvyi5EHc8dNnvxianC37f/kF2PyXF1wJPvFGNeD7uqOh1/MHlfWXNaLWZtbmfOFOd1s\nDDjYnlHdmkk15jDT/WFCjTFpnK2zX55QY2y2XFpxKEzqVs14tDpoJBxe1jEmSFWZ5y/suHOfzsby\nwo6xLopU09vhwI6xjzI/wBmo8cKOkbt0qPZJxo6xzgF+/hM7xjoEsoEF7m7sWPWND0u5GztmIv+4\njSAn7bhw3U0/edaOB3eZW+jID7o1LcKNK0C/pCCrNLrHn4lB5kJXL3qes4OMSdLj8WRykDEImn9E\ng6PsIFeMkzXDyg4yz61froaRHGRs/qNspt4nOch4H9c4yw4yJsNIKhqOPzhxq7sEmoV6+uQj88SQ\nWt83j4xj4rrXMo+MeaNzpROPjCWV6xpHMMjBIzOJxwLIi0dm5940As08MvYBn3H+4JExmlId46wj\nY8D6WDXKOjKW3WC6RDx0ZIyaihdYM4OM3/Y5XO0lMcgWsfVkZQYZa7PdKOabQX7mZRBOySzdVlwY\nEutHZ3DH52z5izlyKPmX44tBxhJ1VYmzzCBXPlt6opOCjEQH2GqhI4eCjEEfdpx+RUEuOD8wHA8G\nGWXtztPK/2aQycEcGlczh7cU55FXDwSzjXzKvVJ82chMbXlOf9NkI3PpvBmsftnI80ewyJ5s5ME9\nwO73STYyFmBcFOBNI895oizFTCPj45yPBymJRkaS69Pc9GYaGdPi49aUPdHIGHzdQ3jEi0au3Gm9\nIh40MktInq49k2nki9ya/+6mkfFjzsZIbfUHgXxWFarKBDIXdYeJ2EQg09AZ2gzLBHLj9pDMp0wg\nq2yR0d5EIEOg9vmYF4HMNXi3UYlAVq17VRpLBHJTDpCarkwgY8P28MpFIpCxa+xE+ZeAzLMU2l19\nSceXvreE2yQdA9yM6XMSjZm+cVqgT6IxkNL+nD9E44oJfC2WlLdoXHWb9nj9Eo1Rp6V7Rpnp4ov/\ndARRHHQxnolaF1EccnHFLMUffsPFLBXtc2QbKOYRQWeYZaCYpVB922efGFkoTVur2yfm2QJgLoxu\nn5jVMotnEMknxn2CdQi9e/jEbI9GeT59Yq5qdWVEZp+YkmfzYgZzcgfBYR2Lao4utfjg4afnkydG\nih30RYG6iSfGbLMJM8w8MQYYzWeVMk/MmjxVB90yT8xDjMPlQBJPjKHevGYj4sETYxTFm8zx4Ik7\nE0RU3TXzxJg9zEGFrk7iiYmKD0+dE0+MLrrf7kkyT8z1ViWvv3hirOc2AaWJJ2ZtWqTlOhw+Mdut\n7sWP5BN3JtW631c6rrdVnu7j2pktxvb8/CaaPiS2uKk+oNliZuSKIeYpxnp+csbIpscRmeJ4cMaU\nMKvyJDJnjGHTdR82chNnzIfUsFvmjAcMoSGQKXHGyEeDfxjM8eKMKz+/ReDNGfPc3aOONnPGwAfM\nqG63mAnj2Bbojtst5sx5znKF3my3mOfcjsu+4naLuXOImzPidou5zFYvk5TbLSYTM6pk+O0Wc4IP\n80Mfc7nFfPm8wXt13G4xb2V05YovoJidw/loNycBxSo945O0WyhWl3fYsN1CMddKH/VICSjmHXvR\nVPrOQDF77NK1Jp+AYp10PW8hMRsc5gjzgcLE+AaHsZd+Mpfy+wUOK4fXTvD2hjlmHddyiOfkR34w\nLNZqtjQ5xDqL1MWKJocYozJo6cXxcIgrtluxjM94coiRb+M8rwwR8wx5E0SRIWLmcweFmyDixqXn\nMj4hYtXNMm65IWKswGGHrzkcEDGGHvNpN/e8IWI+6OE3JogYa8GPePIMEWN6VLls9f2GiLEYPGzS\nJYiY+aVHcMkbIuYYF7aY4wERI0XkaCu8HGIQf1pDuZhLW/UuHPuezydPjM1w7GiLtk08ccPxJQOf\niScmGX8cK/7BE7P1yjxxo9yklbAXT4zjho/OnWSeuDEZ9PzBE6sYy12CGw6GGIbY6WzdzBAT0RiP\nr8NmiJEEcVyXv2/yhkGjNRV7yd4wCJbZ0ouf3N4wspGO+DSbG24yjtRcJG4YV+Hweb/kDWOKgRNF\nn95wZcaSkfbsDcMD7rbzsjdMyEUj/OwNN7phlgKTN4wVj/mdxqc3fI/f6CT/94sb5i7BYYssccNY\nA35csAdxVGMNAePUokJWiDE3PSw6J4QY6Vm9K08qI8Rs1LBwyvhGiJnC52OPL4QY9IMPCmaEmKcq\n8OA6HggxMsHmzPMMtDgUYtqWj3/DpBBXjShkRiaFGGtDz2FNbSvEjUs67jmSQqwK10dgwwshxmSm\nBJW8EOLG5Lm7h1mM7PahKSMmpOcnT8ytutswZ+aJeXB4qHtOPLF6mnNcji+eGPXOL7kYmSdmd367\ntkLiiVkcuEiQyDyxE5DUtGeHmDXaVCArO8Tsny8lPr0cYpaeUM3t7BBz9cBU1ssh5vKrtpiyQwys\nAFk7DpshhkiDgbh15cUQg29B3yJNcjPEkEWg1urX2gwxXJSzP4bCF0NMJOjRYYukELMOAY4fKr4Y\nYtAzhfmZjoshJqeD+tS69oshJik0B7hHxM0Q04BBHoiuZTDEIGbGHA5JptsMMWyfJ7DArRCDJ8Fp\nKV+CxRAjPh/b5wme2Ayx+JNTWwqJIcalQZGwK7xhO8Q3+4SqvejkEOPSH9o+TQox4Rksyd6OWyGG\nEcRlDcWTQoyZ9WUiPCvEgGqd9fjShjE4D91fGbOPsYwLH/5TIaaKc9tuTgoxEuzqo63Ml0KMXI74\naT8VYtRsdjwUYgyx7oB5k0LMeWb3190MMUbht1PFMkMM5rRFL/liiMG22WJODPHADDw+fWKIC95R\nd3dSiNnUwYBmfGvD6DfmLNMiddKGsRxx+dMnbRiNFKjX0/GlDT+U0gTSbmwYnW3rt98mYcNY8hlu\nWzI2jOakuJBEwoapAl5KVszYMDqOB7MhxhM2jNcXm+UZG8YS3ShGkRM2jE3IU5lfL2y4bMzhExuO\nDPgXNnxTsFajs7FhjOzm6FNXP2HDSG8et/u3rA2jztPt/nBrw/qrcdWSNoxTLKdWY7I2jBVf76wm\nbBh7471ozpitYUw3TVFkaxjZenMkosc5W8PcLfaYOmPDz2/oKgu2TdgwUmSjEUnYMK4BDkV8YsPY\nAnt8xjdrwxg1RrW4rA3jfeYMSG1m1oZR6eVRgs1LG0Z/37QkmrlhrJrNNrYHN1xwyFy3SJPokxHi\nzqRx06Xagl5oca+nP33CiX2g7XY8cGKMmOqw4p1xYsxt+qlhZsKJkR40io4HZ5z44uHQIIvDJuYC\n96NMsZdNXLlnLnF508QnTwlpCptp4gcDHY/Lk03MBK/H4G2yibH5O+eDI+LLJsZylktgZpuYm6rI\n/kA8GcQYNWIt/XQ8DGIMXJDxKPYWybJDf5dI5RPhRBM3HA46HV80McZXp84GZZpYslbVDD/ZxEhH\nnYNVjX+yQYxn5lAa+ssgxhrDaZY2GcRY5iw+gv0yiDGvrNrgfBnEaNlJpX0ngxiJxPUqnwZxZ25i\n8UXYCDEWS4azHpjSgAwl75LOn0R3TnKIkYIFcC184nCIca6m/oo3zE1LfZjtDQ+iJVr1468ziv4o\nJvTXdUV8OcQ4hOps5+wQ42mf/60mKjnEg0yMW+/kEOP9cTr/cXw5xKi1YtHo5RDjKGS9NCFNDjH6\n4DZ74dvxcIjpDVy/AhHjcbvcWCSIWAXePVNIEDFG5oeFuwwRD2TVnKc/Z4KIuT6iDfkMETOFcT5X\nw/EFEat17h8QMZO7T3dWGSJGrtXj0jhMfr1JC3Mzyp3V9olZ0vuKH2sDxcwmwGEpxjdQrFRzFRnO\nQDE2NDDk+ASKHyyEOK00A8Vo3nBoaTgeQDG3ioMuTUAxboYhCzv7xIOzkL484/CJsQWLzRlZu8kn\nxhGdW1u5Hz4xn4lwiJdPjHavikPJPjF2R67HnHHiidE2OtU388ToiMqh/YDME6NNnm/ZxStvn5hj\nra6t3JtZsRfFYWQ3zVvy1MfZbjH/bhW4ntxiZrQZi8pwMRNL58fR1XzBxa2P7o+54eJGVUl/NLnF\n6O271lZebvFDFFJQ28stxllX/7IbLsZyWte68M2U2K53GcSKhO0lzxh9JDFZxxdoPC9Br9s/DtAY\nTfZ5azsqy8U8GHSrU33JxQ+mhjrbkeVi5Dwdd6shGs/JcXNJOMwwdStk0fim5dsvx9G53BpazGdA\n864sHfOwmVKhbibFVr4NFrCgcujPbgAZ1X6Rjv4JIA8mPVbdCRlARipUUe5BBpAxXcJAajgeAHJn\nj3Y+IR0HgIwl1HqU2+EAkCkyNruXGzpG1wVSrDkc0DGafJzoDbh4QcesY9BWPKBjnAk5qs4jZuiY\n5bjqYdZ5Q8eYEDxD1RwydIxU6Buby4i/oWNMogVWJugY5xSwgdEdD+hYO9qyLDJ0TCSiH5aCN2g8\nMLBrqn77Ao2RTTqUpZNBYyxD9ufQI5RAY52Ziddv0JgHpE9z1Rk0Rgl54m7fL9AYN/Mcfso5T6Kx\nyrBVIYJbNFYiurqULBqjS8GyrPDfJBpj3ujiMlk0xq9+N3vJSTS+MW04r5COgzTGKG+c1Tz0Io05\npLiEtWXSmLmQ1e+eRGMkEz5a98uiMY5llGhgkmg8sF1Tnyuk4xCNmf9wu6HKpDHayVIXdbxMY/Iy\n3czvNo1xTyH98XY8VGNOeh9NwrNqjJyWNnSCOavGaPDmEzQiHqox7qnmtOSsGjNv4FTyZFaN0YUi\nfft2PFRj3svKl8+oMZMBrsdKcUKNsXA1h6Bih5NqDIBh9nChHYdqzAWTS+kQSTXGss6tJeyMGjOb\n5FFh5hdqjDHfaYt0o8ZI2MRmSXc4UGPyucgUZnyjxqwJ17XtxwKu7WkGD7Bd/3yixpRX/Xgm0xgz\nxXEXa8HJNB5MxtKnTKYxGaR2fqLGvDQ9uN0Xajwv2G0seKPGT1E2ww/UGGPpWysIGTUeXCC99Ysn\n1BizlTkM0/OWUOPO3qsaL36hxnOi7VFQwotxx845tVrlhBcjqabf3TjywosxlpoTMoGvCS/mHaVz\nTdkuRhbL4STdZBfzqFnXaZZsF2OUX6rO570sYuxB2rjIFjHuKMws9WmSRYx9DR7z/H5ZxLh1+lVb\nvD4sYp6mPqRzJ4sYq1DYcnU4KGJ0ZJjHKL4pYjy0JQT+RBEPHk0PsndTxFhpg4IisjdRxFgHOLTF\nmSliHswYInQyRVzpk5qBz+QwZgKXUiozOcyT1VXl017kMFb4Sq1BCy9yuEP+v0wsv8hh5Fk/ETc5\n3HkBXT4kk8PUGlyZI5PD8ItwpJjxRQ43Ptln/0EOI1nyklmRyWEcksAx7MvxIId5uLu5DkEihzG7\nwAnN4XiQwzhBgqxemb2bHEYeVu9BCG9ymMltyDl0PMhhPFg4hCrLd5PD2NNB1nh3PMhhNHfzptU9\nnslhfOTjXvEwhwVKa//jZQ4zxf+wFbzNYZ2Kay3iyxwGlnFUjX2TOUwnxgDpyxxGbvnl9jGbwx2J\nMx78ZkYYgMTladA/Ef+f4AvPv10q8ut+wbARSU039oAwbIz/+fpPf1YexlFmQERvebizfhOfiSwP\ns7Sspk1ZHmYhQw0pEz3MRcNHFa0TPYxFuDkMbB/0MBZs5+CFY5dEDyONdj7YHOoof7l4eb/g2Men\nSNwwY1JB1SwSY4Gs6+ZIInFXjj07mUwP84C/ikdmenhgT2OcDi97GEs9rueX7OGhQ0rP14seZiLy\n0NJ4oofHYBF7scvIxRApgJnMbHXEBm96mBSYKo8kYxjlgEvRqnIyhtEuYkH6620M4+k1yZWN4cq9\nrmZ6eBnDOBDF3Ma3MXxjyUXr89kYBkN1aDCYjWG5mKcx4TCGseYIHaF+vYxh5Kl1JZIkYniwkJ7K\nfiVimGeAXInpTQyf6FwcXsRwIzY7vl7CMEWTR32t0pTJ/fKs2RAUmODhwdpSg5OZBA/Tqhtakcrw\nMJIJu47JJXgYTe7sHj/cYV7gR89BdocLDntxKSCxw1g9QU6bw8EOY34A4+HNDnMFtmgQk9xh/Ce6\nJHPE4Q4zR6ZofyG5w8h5neHx9XKH8a3meJFT/eQO4/oqRY/h+3TOFVLovLWQPWKc5LyUnpA9YjTa\nRQvEySNmIpbKtCSOGBdhNij3J0dMGVHmQOKIB5AvrOR/vTli/HSH6kFmjhjpnk20ReKI8fvPx5+r\n9RkePnkpOSFN8LDX3tmeJXgYacVzRDMMD4cwjI2J+Q1EHW9imEWMqqrLLGIYO5tP1bmFRAzjihxd\nm82ZGEaq66nNqUUMo+25fdIwEcMPZm6n1KBkDHOdtWkgl4zh8VDUFXu7jWGWNdEJj0QMs/ZPVSpm\nIoY7xUo9MZkYLtyauS0PBzGM9TPUTuWrtzE8L8IN8uH5ehnDTHK/1MMnY5gduc9wJ2OYyzGPDP5k\nDBPyeHQQPCHD3LyeDcAnMvz8hun5DG9kmDtN5WAHyYznXi1V3LgrPu3hxlqLHLklexjdyPFYKl72\nMOZn9ZIRluxh6uWnxLJkD+MC1tm7XF/ZHsa20pwe8s5J9jBmE7ja5etlD+OWm41wNydsexg76Y1Z\nt297GKfqLhnZyR6m6XlrLzLbw4NHBR/bwNsennEUWRKikezhwYKuOveQ7WF0l7MrljGS7GGWn6ya\n6Gd7mMW3MVtyPOxh3BQQnMXfbnuYm8tzIhdmcBjD6C4gSZ2OL2MYBYy6AalkDOMRmp/NSu/LEu79\nUc5rtoTRpdVT6zvZEmbOnqdyL0uYwqYynZIljB3O035UooTZsSA1i/FtCXdu+KtmVbKEyc3ZZUmU\nME9hN1WjzpSwjqKb6EpkMLZzUTEtaOAgg+WpGDxKZDCax7sYoU1iMFqjw+hWEoMHkHC7KQkMRquH\nYgURX2Awtp0uA8kZDBaQVhwOMBh7O4dLeL/AYOzVlNI/wWDt+BZfBCY/830wACjj9rdKkDCLt14t\nwOCAhJ0HsOILEsYQ1DmgGRLWwmATirMhYVYOvzSgz5AwenysVDTHAxLu3D9X6YcECetQgbaOMySM\nUfCB9WXHFySMPBTogYwvSBgt8+xf/YtvSZi1qEtv4Q4vSRjjXIPbGRLGzPrUL54cYczDS9U+dnaE\nsfA1PKTJjjDuSyRaDscDEsaw53mEdJzMfT71PoNyn57ZJAzjfYbLPWRhuHP/RxhcAobxiyNZ4RMY\nVo0EzdszMAyB5bzHEa8PYJjjXBtryRdGUtdxG2tMwDDrnLTLf3YDw9hdqJcS/DIw/PDkmkXsDQnr\n7dWOJkiYJtP92HzekDBGBc+l2tIZEsbMpyrFLEPC2Ai6cZCf8RckDAqoRTwgYQom0B4Qz5AwMkXc\nVLwd4QKLLHzhcIQBXM3XnJ+OMAaE49GVV0K0WODCEl8C3xIvPC76Sf40mxfm9KDEx9m8MFYRcfxe\nHHHihZFeU1UwO/PCWOS/OVH6fvPCOH79lBLx4IVxdWDOFseDF8bDP7+i2eTEC6PNeYIp3rwwtkaK\n2/ukC1N9vt3kJC4YY/Hio8GZC8YKK0pkMJy4YOZQxlVOXHAB5abpU+KCMTBHefNggYMLZvpds4eV\nuWBstgybz0xlPqt1ChQilIGeuGAYTrO/PoIFXlzwwwGSyNfEBXNuchrcTFzw4AqQNd+tBSOlZXbJ\n+rZJCxYBYsc+acHMWgzIPmnBpFY4xvh+a8Gcwyor8qUCQ1q4u564rAJ37hX5MmwWeDDtoT2fLDAo\n2zY0X84sMOZzOP6uy7NYYOQ2AUII53fxv0hJPau54O3/+nxWaMHh/7LC4uwZ9PLt/3LucyvjNfu/\n3NjBKTjEk/+L+WXpgmJe/i+tB9Uzzf4vhjq3j9O8/F9sWBetmb78X3S3dx0B+gb0Cxi8Dz8qCfpl\nhexxqBvO0C9BBR0NfUm/tEDHHXJvSL8cBl62C7P0iyTg51qvX9IvdqOOSw9Fln4r1mRD7k3SLxIm\n5/xfWG6Sfh/mTt4hAIf0a+emOBzSL8dkPpCfRV/sAzpx7CX6QlqYA6XH8dlKFectM4EiSF9Lvzzz\nXq21Zul3EGu+P6VfrgK4oM1L+i04R+h6JFn6RRbtY6U0Sb+NhYiVJPKSfpFidxxnxJf0i7WKbh8x\nSb+N26232tks/XYiKT+pXyyUd038M/ULpaOeHhkk6ncoG19y75Z+MQVqIVxm6Re3te785PyyXFUz\nTZ+dX8iUj1KvsvOLPghJDeH5hvPL+mWXioll55dZw/2yxLuc38b9kPpEeHm+OPt8N3/47fliwaAp\nPTR7vriPqxvB5Plqo8lDsuz5Xhw56vXJ86XtfLYVD8+Xp9q6OfK35zuQqS4nN3m+WIjuOgaTPV9s\nsdxupRLnqw1lU5CJ861odc5qbndzvuhBkQmteOJ8Uen0cfmPzPlii61qK/jsptW1n3eh3ftkfnEA\n9Ii5S2Z+CzprbQW/mF+kMZ7h827mF31fP0povkv5RerK4TWBpPxy70BIV1Z+0fY2JUZ+IL8XtlaG\n40Z+WSP3PGugvYH8qpyVns1k/OKAMNa/wv618csTf7cOr72M38GVMz09yfjFfdmalyGy8XsQiLa1\nu41fzBpvW+GJ+GX3gPOtji/iFwepn6FHPBG/eGD6UMW3TPxinRZIRMQX8YsMjNMtVCZ+0VMc8osy\n8YvHCimbt+NB/GIGdB1NN1oifhuTqvxbJeK3Ksldqz2J+B0k+mypM5158H2YPveowPKL/sViesC0\nmf5FjexDtW0z/Utz5/bzvOhfTMiuQzkymf5F3hg0jXh10L84hDRqMywc9C/smqGy31n+xX2OvFLF\nt/yLk3G3D0Nn+bdSHDDgmuVfpDDMgZdw203/dp4V1kZZpn8xIrib24Rk/2LfGhO/y/Gwf7FQe88h\nkwjhbf8ig/AZXXd4Qn7Rn13mO17ILz7CeCIcxi+St7By92n8cmBR3acm4xcP1lG2/RvGLxQDll1m\nfBu/6L57lXaajV+OUJqLaiTjl6UR7nGF/WvjlzdUVa3ID+OXyKKuzjZ+8XFad+2PZPw2FqTXj56M\nX6ZvtNMXcxu/rFEwZEdlzBf9w3z0isOB+aLqBYarslo35ouFC6QEBdobmC8PRdyGtZLai/PHczIk\nCCSpvfyzl45PZrUXPebTtCie1V6QE8OVuTPbi6SHPgwqMXH5IJ+LsQokhU/OlyPI6/Tf3Zyv6pSa\nX0ycL26e59FZlcz5YqiIZdZPzpcZGWdAuZvz5VrbEd7ui/NFY1p+cL4FnKYNvc35Urt6tEWbOd+K\n/ONhmjZxvpC+AD7ozy7Ol49K7baUN+eL1BIsUeltXqBvZR769wv07Uwh0sJlhnsr0jGu6wfQi3xJ\n1Hr+BHpxNvE6jgX3zt+B7489/PkhpWgluBfSQDDzL7gXm8LeostwL5eImgpZZbi3kv0bPSTegHsx\ntsSibYC+IfeyKn3Vem+We+csbEA20nXYcm/lcQLt32W6F0OKOWw7g+gNuhcjEJSlL46b7kVtgTnt\nGZ90L7fxz8uu8aZ7ARzNfkIkXqJ7MVPXLDzLvUj7YMUnx0PuxUjw9lJkknsxtETVYrHDW+7FjTwf\ncF+DLfc20pFagHrJvbPf8SZHhntxAvXyrPQF9N46GyBUdku8nK0O0TUvibfr6ES8PixeJH3cnh9m\nixfX+OjN3Oy2eHGKF8XwZOJui5er1a37c26Lt5EyrT8o3sLrrV88UbwgwPAgOrwk3sZDkWpFksSL\nlZoLud+Oh8SLhLPhZPgs8aLPvI8jwkvivchP1E+JF11TxRoy44vibay7WO0ab4qXa4I1rkGieHHN\nrqNFPCjezqUflVjL5C6wiPl4nBFf5C6mTGXot0UiMvgPNSM441Y+KV4Q17OTkNGXKF5OUM9qJHZT\nvGAkLh8szBQvfnMk9YjuRSJyE61b0NwZbEtEL5f5rvi7iejFENGffgO96PkwxYr4AnqR5+Kirhno\nrXw4lL/5AnoPrIA/j95nA70VDP9prTVJvI3GZsDAW+LFzcClXcYTueuSpt3xIHdxUHU+lbqpNrnL\nYyAevmRylyje5XsqkbusYH1rJTiTu41zubbiQe5ifjsbryso3kXuomt6Hg1UMrlbkU2kWs6Z3EWS\nVg0iMZG7nZ2jrJFM7mIgdHmimcldPCtPf+zHbnKXpUVObb28yF0Mik9ldmdyl/bWoTXoTO5iWRDO\nenE80N2KaWdVwY2M7iLpZ96ad2C8ge4i2arNHkCfZ6u7rJTrwvZZ3eWo9VLJt6TuqiyjKbOk7iL9\nCa5AczzU3YrjObwDvrO6i8y5eUPqJs/qLhIpT/kyWd1l3c7rUFeW1F0Ov+5WIr7UXa4znjV03aTu\nzt9fOVgvdZd5/fbgs7p7UcUtDge6yzQ8SJGOL3S301a5A9dd6C53SVXM8oXuVqSpaKaV0d3GDRo/\nowndbRyKPcZ+N7qL3mZ4PJXMXQ6iu+YGP8zdrrKDL3MXSQbm6BK5i6W0G/XRHA9yt8n5uj7IXa7D\nc5nx+2XuNu5palPmZe6emOPoAFoyd7lkevcetm6Yu5iFguh/HA9zF1usMK6H42HuYm3nQgI/49vc\n7VyosAed0F0OEg2zbnIX745E0+54kLtYMiuX50HKY30MUsynweZ+onjxmM9xxfNJ8baqO0okbiJ3\nMXCvOrVXmLRK+ZPZGO1ykRVlrT6ugdZwnqQ4voheZHxf2mp6Eb1orus4g+JdRC/5FR3VyEQvE3vP\n05RwMnpBNF2nSeJt9GKH7hwqB5GJXqxeuhpEEnrZ41Yd1MhCL/b4AS4xvIle1UzT5uhL18VFsBCW\ndd3OcpieDCZdl7W/jktteOJ1MRVHnbziePC6nAbdyg958bo8fHSEort0XSytFaP1SdetHLNKpHnp\nuliL5gLk90vX5TGWajI867oovVQ8zk+6Ls9kHM8dGi8gCaMRgxIK41vdJTv3mJVO6m4jteE1gKTu\nomsaxZVHkrrLuhVRACipu51OkUsPbHUXewjzJy4RDnWXPu16m63usgZA17bgW93dyGZSdzEA0Nb+\n94vXxZR4/uYleN3zufX6m3U+1fYmdhdXYRy3cVnmq/L1WDuc82bdbExYvem/YaW3wYFmfHO8rAk2\nVIAuc7wsd/SofGnmePFEN6xHOx4cb+Pk59LleXO8mPvKo0Xa6iDkw/XOekZ4Ib08c6JMkIz0Ipka\nG6sOB9LLW/lRiejM9KLNny37YnpRT8z4xMG8AMfF9w4mfFR1k5nvZQ9oPzX5vRL5mvqx7fdi2XF4\n2J79XrwhMvAcX34vblefVtt+L9TQJ1ZGst8LJPGq69Xh9zLLSSsOSe/FNHPoHMyL70VKgjcQitJd\neZAUy/fjlsaZWV/uZjSxmJn1xUIEzkFFPFhfZoY9Y70eSceHLRAcDRMUm7hfEsYBzm7uF+v6WFEW\no7u5X7dtP7hf9EpHPc0Mb+5XCop+kaT9cp3jNs+dtF+cSmhOLs/aL+VHrDk4Hqov0txrkS6VVN9O\ny+A6Ixyqb6eFGp8yqb5I3Jzzg+B7rfryGN/5aHUrqb461KAdhKz6cvlZ2X0Z9cXNPYZI0oz6suFH\n8Q/HF+o7CAGd8fpAfdEANzD8M57xXh4ZJ0X2/cZ7kTk1L+BwfOG9PBBgwzThvWhKnqLskIz3qmlT\nXQ3ERzn0PkiRKpZiE+uLpg30esSD9cWzVO5iX3fzvWiIHkO0Se9ld2wB+6X3YrFgDiyr46H3VkA5\nGvi/9F7WBLiNDCe9lydYbVQx2fVqOlzZl3ObUV+WmH3kWSbUF1njt5MxEurbrZ+eDgfqywyWWkwY\nb9UXWV1FVYgz6otttOc0nZhQX4xbug7xX0yCLZfrk80Z2iU0J1m/SCsqwWUm67fzxJBGwtn6Zen5\nauR2W7+YadeqcfnL+sUm2vx1FN/WL3PkHy1cZOuX9XGHuZhk/WLOhRVkfZxt/WKTbg7Ljehu61f5\ngJe8pWT64hw84L3T8TB9O4/Q6/x6Mn3xk88hqd9mm744hAwPVl9rm76sm9lUwTqbvlh16xpQZ9OX\np9efAJW36Yt9t2doDJtN31E1mdX7bNMXA6HZ0ehGTqYvmmSsW56OB+o7cK/fSrTLqi9KGiHjpjge\nqu9z6GAXwxv1RaIdjmI3xxfqy23DZyHAgfpiYxlnMoXrbtSXoMucpRXHA/XFYf1HVRez6Yth3H1V\nM7fb9MWWJzgVvR4jM342JbBWbYZl65cHWPG3HA/rl9XtqsqTZ+sX+b2oxVocxx3u4x44JC6kdxPA\n6MiurhX4TABzTFdsfW8CWCPVkI239cuMaJ6D/s7WL+7M2UuqWUjWb8Mp+3L6S72sX2w32ADe1i/T\nMh4Te8n6ZTMymgDmZP2iP7yK9g+y9Yt1TmTODccD+8XufQ+tMGO/aJ2xheR4YL8YPT2XAdmN/WIp\nHyl9zfHQfjHuQZmW4XhovxgVgOjW+2zVl0v83oHPqq/e3/dCUn1x9BypKp+qL6YnIHH08bfq26Ay\nncNYcVJ9seYZKPFGfbHqPnRO4oX6dixOHT9UX3RMj+sWJdUX0ynsHwyHQ/WV5qZDWC/Vt2FhQ2lw\nWfVFT4NT4j9UX+xzFOXBZdUXs+h7/rifqi9L/Fy+d5LqO7jP6dFCUn2ZG+oSBhdTYZ/mlFdMtdun\n9ovmtBct02btF+3F0R+1R0n15Vz4rjZnt+o7uDV3+PMk1Zfip3ZYEuvLkTKS/T9YX13/+x4frK+q\nBrgSVGJ9+Xqc+m6OG/Dlole9lB6WAF9aaefjn31LvRxJ3NiMctxSL0dZWNx4S71sN+cX1CBxS73a\nYb2Khgab6tURr1tH0BLVKyfo1uGKRPXyYAHSS4LeNdWrE7jnY6R2Ub0cerTmv7upXqb+zsnUESiv\nsV6u0w6fuUpYr5TapgpUGetlVTYl7WSrF9PS5zQczlzYwrfBqWwgUIonw5cnNi6bvMnwJbBv6jEb\nvshuq0cJqzcMX+QWKw08C748/tAMWCbBl0tCyrzKgC+b03GZQ16ALz6L58gffu8DUNThxfeesKY8\nyEp8L44zD52VyHwvZvoo5aUvuvlervRV1bXm4vpVxP0yf1nWUPZ7sfKI/FUprC+nF8UkV3w5vcxr\nNVKZoV6ePb3OAHkD6m1DA6vu+IJ6Oc9wbYAE9TbWCjQpmqBedIlYUP0B9UrcE4KZoF6szJZyr3hA\nvb0rxzxA3gT1YkX4CsA3oF4u3pzayX9BvQ9OYMZ121AvciG0WvJyei8cMVCdqez0YvCFNOjieDi9\nvEGNaSanF1tk5fBUKju9bBT88G+ol+Wqhqq6ZZGXo5qhJeOXyIteSnDbC+RFJ1V0fDSDvNg4g1Nz\nOx4gLw7UHMwN/H6BvKwsOlxmIYG8yPScMxNBwAnkVctbNSDOIG9DbqPl2u3xal9RJTuzx4u1stqK\nPeHt8fIklneessiLzWfYS9Jlt8jLiienaohlkRd7A3B2uuNL5MXW0KNMnpfIS+FM+cMvkRfJBI8S\napPI27gXrvpZL5J3DnaYgul4InmxSuyruU1e0KFDS8bZ5FXd5WHxd5u8pBXL+UnychvvqL6YieRF\nofpxm+rdJC/urnYdIfUOSp/qBbSm/P2Weg82BPpNktSLRMfZKempTVIvt+takLmb6uXT7JPGmerV\nGoWqcWWqF2nC0BCC8A2qF3EONBhnzqvo3Qtb9qrs9qJ6cXAzKp4kqpeP0FiCr6Ve2G5w0tQ5b6kX\ndtwcE7qCkaVeIH/YXTg/pF6xWt3LN1vqBaSGRnsJvhjo4p2Rk2Nhd/G9VOAedIqOm++lAofTB5fj\nT9XHPlC1UFd9IP1Xb4Kuz0UHturLb9Nat4+8VF+yZWWOR0L7teorLe3qH6gv4bn5ceXbb9QXqGDH\n6aPHcaO+xNKQEi7fdaG++PRFE4DvjPqyUgM+ZiC9Rn2JGTpXJJm+qrwwB2Kfpm/XIU11YMn0leUS\nb79NX/Q1EOL1cbbpiwEgPJLi+DJ9D+YT2hjepm9Fse7ij7lJX4zDjhFXYZO+LNb3hJabSd/ZK2vD\nLJO+jWaGpeVE+mK3d7aA/lGW6YtB9hz/a7aeTF+mqKGKFePJ9D0J5B1h94bpi0VCzmwdD9OXo0jt\n0mfSF+OR4xLvmElf9sSuTZhJX+5t12PFw/RtPF17nGH9hunL7Xg55Zn0bdxAOs3QbtKXmwHVpmcm\nfZFIWTSfzqQvxiZzhmDqd5u+2I2d/ct4HA/Tl2OlUj9JX3RUc04hby6RvpUO7SHxLJG+6Hhq0Zg5\nk76Vufa2uDbpi44HvksIwEH6YnCKkZLeJpG+PDDhd1mib9XJVkFoifRFiddyHDZ6N+nLO6dq2pZI\n38q8osOXfpO+GBy1IUoom77MDsSJV8a36dt45DpU5m364hfnDNfxMH0xoKtnN07L6cLlRFcsqtvc\n3davTuhf8t2S9YvMmcNGyIf1C2btp/V7s0To8Wn9IsWkPbLms/XbRGiYv93WLxJagV1Vxxf2ixzC\noZ2YjP1yQ/7UPlhGfXUe175zQn0h24BBOx0P1Jd5Lo/o/oT6YkCPFabucKC+GE7Pzu0KA3jMb9J9\n9Ht+Tel6G/vFWKl5fzpjv5xseGj1gf32M6y/hP02LrkdLRDgwH6xg3xgFM14wn5xCqw9umkT9our\ngHzPQH0X9ntx+7QF6hvYb1P6qeHXjf2Sp32en9jvjQ1D850J+2V130Opdxn7xcwDNcoexwP7RQsw\nWzvdtQn7xZoRpgzD8cB+sQZUmA7//cZ+kRjV7x4IcGC/BNqO/oTeG9gvzwJUpSBn7PfCfaGlmIz9\nYj4zv5UR4I39Yi3juTRKy9gvxFtnxmTslwnOd+vd8cB+8Smbyj4k61f5yuX6tH6RagOdYjiesN86\ndNQlW78sEdxs9ybrl5lItV7x+mX9IhNl9r7CbLf1i0vcXYQrW7+qEK7STtn6xS31VAOPyfplJbX+\n2Kfd1m/nPl8XqJisX2Yc9cPGcDJ9cWC3h9wboi8W0+qjQVAWfe9OAqTpXTbpiwp/WMxojgfpi2wv\nZFXr9Yn0hdKhdZss+nKhN7DvJPoeQCvlmrxIX1y+u54/SF9UcDnNIy/Rl3VmvKKQRV9e4WLJOom+\nWNzHBs3lOCAlLqCyturTQwBe0i/eByvfjG/pFysZGK5EPKhf9qvAehBP1C9+2Tn/62H6LuqXaTHa\nPPywfgnw6fXb+m2UyrtN3239YtZ3MYP4+2X9NukxV8TD+kW+Ec7O6f236YtNkee0N8882no4z/XE\n6khzPExfrjB1pU5m0xcrUrfVsGT6cj36VkHQl+kLjbdZHk2oL81Ew3wJ9W3cUjotCWO6eQnpxdt7\n5nkzXfaUrts4CtKYL2G/GKvNe/D6gf0iO7iqKEvGfitTzqsGDAn7bUxQHRabE/aLXLs5HxEsm7Tf\nipn2OILpDda3MZuiG5bdrC/yZZ/jMX+7WV9VvVXeTOZ7WTXpVBL5i+/lKebxk+/F6c+ibcXM97L4\nX9PRx8z3YkCCQ4rydTffixkDcPDT8cX34mi769kkvhfpii1qJGS+F1nPvVgTTnwvEjuPW2b45ns7\n+1i71cx07YdRrIY1r2B6F9/LqayM1Mz04i7BUnN1fDG9YCAP7Zx/ML0o+Nia48H0si3xgfzM9GI1\n7r6UH/xiellrQbPBF9NLpOZS656YXizYSmr9fjO9OJrQPCxOTC82RZAOJE54M72YgGE/+HE8mF7x\nXbeG6YnpxUDrajr9/WJ6uWevvfYX04uDp3NsrvfHjpbSjWZfjHTrT71XaaG+mf+J+P8EvXe2IHM6\ncvRxk+/FBuCBnvgAkELKd37XP8/3nkwbmN3PH15QL84JI8Xr6wX1ssDgrauZoF6slx2HIIME9ZKK\nmg3JB9SLpSoc2/2EerHgWbUInKHeixN6dn4Z6sXvd5zh9y6ol+nSqoaXoF4847WrjeXNUfUmWIW/\nRG4kvxfLzljR+PB7Gw0iZWdlvxcLrONkL5b8XuQUI/VvfL0AX9xftSqDLAG+uPR9tuoOL8CX1WiV\ngJ4A384Nco64mPc8+GIVN9Z+Z3J9WffwUr+wXV+y35fI+Oz6InvBR/YS4IsMYGxQkZpNgC+rQqlm\naAJ8sWaKSSn12A34IvsMWT7l6wX4Yv8Ji9j96wX4PgdrmPGyJsG3Of3R4RB8kQIGjZ/vvQVfjb84\nEMqAL5eU6g/B92DaNTuOJPgyVeoUbZQEX+zUnPfRPwRfAn2PMgqy4MvqzpoRJMEXa2ej6NRnJnyx\nU1yUxZ0IX/zDekiIT4Yv1pLmjDTCgfXiiMW81fgeG+tlmug5IrywXmyumGLcWC+TLItKtiesF4tg\n1VugCevFPddO6UEJ60WbMYd5HB8krBdJtch1JP6asN6HExEOsDPWW1W42/7u0nqRZXRqBJm1Xuxa\nD+njSevFDOa8tJH/1npB3usDvrTeo2kpLmG9pJirRhFIekbeqRuYfvkvJsO389DYMNYbhi9ePYpq\ngibDF1s4RxVxy5TnwTfhSZ9hBHnTvoPZM8xi2IQvCz6JdkuEL4ZiD5DMrzfhi03RWxs/m/DlZpN2\niRPhy0y8rqOCifDFvYfT++PrRfiyNx7abE+EL5Uwts1J8JWaMUzyLqkXE1UU7/x6Sb24k9ul4klJ\n6sWi2zja4XBIvWgR5zPHNjhJvXgGcE7HJG9IvThMUF3HNkm9OMSIA82kZrfUi3NWWMNwOKRevHp2\n53x0k9TLqmOnkjCS1Du/GUSSy69eUi+2Tw8lwGap94LDKy99S73k8F1RM0m9OBFblQ6eoF4syp/j\n4LLWhnqxWw9R7QPqbZyZKv03Qb3sZ5pAyg31IolwzkVlKCeo98I0SmccM9QLT7saYktQL4e/RXuO\nGeqluDg09ctQL3Z2Uaq4Oh5QL8ZZyNkVFruh3oopbTGamaBeDCsH9uQcD6iXPOtlTCtBvbg0F04q\nOd7mU2DwtwOf0OfZgC9PhgyTMRnwbZyniWJiSvOl16Mu5CnzIgO+1Ia6liVfUC9KOc9xT3c8Qb0D\nB0k+oF6MxrFv8DgcUi8azqNpk+5l7xZ8YkMkyd5t5GVD/GU2MhVcJaZ3QW/J5MXwrPJ45/fL5EWN\nUCyfhuEbJi+W7/ql9jOjvOiqK97T8UB58bN0nXnPKC/ps0fneDLKi3S+PhttfcyN8qIlwLmviC99\nl2v1h33Zre9izVl7fN8vfReDLAxL9LWSvtsxDdQed9Z3kdUyn7zhcOC7GMUgxU5fa+O7WJydd3sP\nlDfw3QNzh0f4YcJ3Cbo9NhQTvsuJfTl6YL3Gd3EvFBeKfuG7tHCaiJ+E7/LEmyZm2d5lbrml6GTv\nMgm/WLXN9i46uDqkGSV8lyW21KxmfBc35oV/y/jGd5mjWDVdzvguOvXLZkzGdykiHsW4b8J30aBW\n5TpmfBfP1d37E/juUnZRSaLYSk3K7uAhJ4NASdkFbeHyCx/I7n01U6lvZXdOqrVJmpVdzLqVqZWN\nXSYlXVWeVjJ22S2W8sTr5wMsqxfle7UJmOldnHI6tb2W7V2u17S49Nvexe10txEkr+ldJic+4fpu\nehePjti77xe9i9QM4FG344vexQhyaCiT6V2somEqcjse9q5qZBgtSvYuM5QujdOzvYtDbegfI77w\nXdoUmrdlfBf9PR7ex/HAdzG3K3dguhvf5cTisoG77d0mTlJ2XbZ3C/Xa9sPePXDKv9QwdpO9e/jA\nzoveZQ6on8JE72L4dqCrdjzoXZylRrOh1297t9MK1QHHU5nLnqN37WWfTFuuEnZZlcw/YYJ6keCF\njed4vaFeHIpCgWe9d4J6+16xylAvE+1Pi7kb6mUh+1P7oC+ol239uV6+oF6WrX1E3ytrudQ1hLWL\nnQBfrCqcj9HmBPg2Ht15Irz83sppToSD70V5BeTNf/K9WBK/nGuc/V6Mi0Zry+MNv5fkxF38abbf\niyV05ERHPPxebAGAHNG32n4vMt6ai0CczGW+5QDjhP2IeHJ9L2bgdYeD9aVdd6qGQ2Z9WZkeiAjj\nm/Vlmqjhk8z6sh8/RXUl1hczoafpvP+pzOdi6GJ2hEaJk/aLTcRnSHnb2i+m/NiIiZeH9ovNPxSD\n0Mu39os7YVQrukn7ha47B/VS2JL2i4enoyV3fGm/jTKHsLik/WI1bs7ZxBUm7ZdJGbebtLf2C3RO\nwjsTn5vU4JMTiDO031CA0WngJ/9UgDHVvi6lb2UFGOtPUFcjHgqwTjdrO+ilAN889KnnPCnAlYVi\n4/MnBRhH8Yrq62YFGLPswmSG77cCjNWLKmLrpQBjCdAHc7ICjEypZxhV3gqwWAXf+kp/Lq50MtsI\nnRlLOjBWkU7xAxkHxhDw1hQs28BYlgJnGwhw2MDMz3jOIIPDBqa8Z955y8BY75gP7RMCcMjA8m41\nLEwwMDI7AVUqvmFg3t8+pfaCgfGf17Ctu2FgTMBd0iW7wOh6AG0Nx8MFroU7BT383+UCc5ZV7Bcn\nF7ghG8oodnKBte/S/Xc3DMwpnfPGMgyM5SWct9Hf3TQwzm1dxjWzDIxjXkNlyl8yMCbRs8X8lIGx\ndNIvnZV/ycC4catp1i0DY1xx3zqfdTJRuvJtBvMzm2ZQSQxGqkBxdecsBkMSuS2wJjEYn7I62+ZF\nBmOIVi5f/E0GD85TrdwnMhj71detoq+ZDGZa+GESMpPB2CUdLmSTyGA8s+1wJY5EBnfRkj0M4DCD\nBw8R64hjNoOxjgdSI+LLDMa+5Hx+wwZeZnDh9paa9mQG4/XHYXk8mcH4oZGHFfEwg3nfze42LOFl\nBuO0+z18fbYZ3LhWrXN2H2ZwQyrxJxpMn3qoMnBCg3EFsVg+HA40eFTuCqupy2rwYFkWje+TGszc\nLnufSQ3mxvRQQbHMBpOnxgKj42aDURVoTp5082Q2uEj6djjU4IHckjnSFji71WDWNZ3f5HR8qcE8\nAz3UryY22GrFHTxwsMFMLxgukJLYYCzrH+VZPHCwwVj7m0Nw9UuZDUYFE1ckzWwwNe5Tq6yZDUY/\niay5TzaYzFVpZoA3G4yXzIawf7LBeIrn21/BAAcPjNurWm548cCYrwmKeunAOu42Qg0OHRh3+7xz\nejjA0oFZTrlYkE06MJ4BLLOejocOjGX2U0PzZQNjdQbz5x84cEWisBcIEg6MFrky0eX7hQPjhzq9\n8viBA99XN8qecGAcga0xNE84sHDAQ5894cD4u5jFR3zhwJgborVgPOHAyCtr2tM6mUhd9D441HL6\n4UxoMCvQR02PjAZjr/ryKDapwTwt+ljoz2ow5KnTN2ZWg3Ht76HJW1KDubzUVXI3q8GYk4IueBwP\nNXgoq1KrXUkNxuc/Ly82bjUYzersya4IhxqMVuREShHjWw1mBVclLiQ0mHfxoQzFDzS4NW2WfJrB\nReVKT6ZRH0VvfUct8iwJ80zffPYjHpQwcr2ex7ZbooQxNKzBGiVKmNkMl1mPRAmju8Ls/pMSRrfk\nY3RZEkaLMEcrRwjDIQmjQzt56P37JQkjpeY4tM3ykoQxexu31KQkBjOZAeccHV9icGWu0hkycIjB\nnZMMrcRkMXgwWUI7FC8xGHJFKwIMkxjM6gh3XIYtBjcie8OvX2Iw0e2hc0NZDOZp6PnqeHmIwXg+\nz3JZEl5iMLZ/QcQFJBxiMMttBbOcwGAkD5z+LBsMRgL+qM368sP9pK7k8IYhk1DZDQmjAaxDp3EL\n86LL46VoJKc7noBh5NZAx3J8AcM362fXeP0ChrnxrJIyGRgeqFZ7W4lOwHDjXTdExWRgGKX2bg1j\nMzCMJfDjLJZ7NzDcSbRaU0vAMHbnw4JMvnDnXF+j5+wLdwLpzw9eGOP3S4d9X7xwR+rx4dcvXhgt\nF/IpL4eDFwaUh+whfdnFCNMi1OnAzAijVZg9dot4MMJoFWrVwlBmhEEmX5p3vhhhjOSPQ7dfYoSx\nF9KClM6McFMmye14OMLo31sz4cac6CYvGF5dtbKafWEogo/EFsTnfUMvmKWd7vLDHQa4PTtDmWbJ\nHeaU7bJHnt3hEyRfs+i73WHOUB4Vmnm5wxcNiyY2ebvDrC6kvIrMDrN3u6WGfLjDKA+34ssdxsq7\nJ0YZHsbKZz90DD0Dw9hCn41gDzE4gGEenYiXJ2CYx4SkEmRgGOeycdpX32oBw8yRrc/9K8AwqHx7\nxBsSxkoSOpoAhp/ZkZ7RSPEE+PcbGB7IWeo/fOHGpVr9JtkXRoW4rr357AtzFTJ6juQLYyw8+w19\nq+QLMy3oakfEwxfm/OrWU555YfGjT7DDiRce5d7x4IVxfPcpvgUTMMylglHLrwDDc7x7Lkg4gGGO\nsIoyjjMwjGMRff5suprIf74fsz4QGMIdDl+YbTJMJcaTLzxgiZ3++OSxndyDgZAaqcQLsxjZ7W71\nxQvP4fTRgxEOXphNYK092OHghdGoXUHTJ16Y7csVXu3mhTkcvi6zwIkXxpL/UdsnL4z1vWeYsku8\nMLNKXC3ogxdGAeoe8eCF0fsj+fJ2PHhhVFI6jDNlXniw3o7Wkl+8MLPohAxkXnigPt+juusvXriD\nS9MkIvPC2FWFEi2gN/HCJ9vr+skLYxnjps/4/WKEseXSjCNuRRgzpNh2yoowVooakucdD0WYpXm7\ntqiTIszzfY/bi6QIU1mvJtWyItx+QzvldjwUYcKUVftUWRFuBIouDQWzIox9KutDL0UYku0ImnYr\nwsjevh4VX8qMMKsa3qdF3M0Io/vHHpHimxFuPP9oojszwkj5vFQ2/MUIPzhxa/l2K8Is23m4L8uK\ncEW++WE0OTHCWL87hl3gxAg3PKLHD0aYywn9WvFwhJHU1D3ly44wlmYuVQxKjDAn3dVaaGKEqZ2e\nhz99YoRZacqg92aECcW5+mxmhDUU/FVGuLYnSObNCGMHCy6OfsPNCJMdLdUfczPCPIFzWJtMkDAW\nqx6zBBkSxhoGch+b4wEJo6vE0UyBxBsMriy17GmEUmr1+pv5JPr8CRJmZVqtLWZHGPdCrRYe344w\nDoTY+U2OMLP5tKb5coSRXFIfk7vbEcZsZD42BoC3I4xHBQdIRPduARg/3GyQ7g8BGMtrjTsb3y8B\nuGsXyOww0mUfFdfB3udhip+JsbekX2492i/NYrC25sw7JzEYA1uuCH1/isGQFMQyZzEYIxLUlXd8\nicFIIvHpkxcNjAWIJ+zbTQNjt2BOOHQ5Ew3Mo4U4F+R40MBYrrqZjfr9poGR2X4q6zDTwJictkBo\nEw3MI5CXijK+aGDkCAVsnmlgJP2FTp9pYBSnbKNFPGhg3DFg4qvjQQPTGmmHKeFFA+P5OG6r1YkG\nRt7nbIEtISca+ECCiytObBq48zjRo+4j0cCYbs4vqO4GK5DDoCgysx9Tv4kMxtp1f1y44k0GF7g0\nQQkHGYwVj66E+sJc2qe5MhtuZs0esyR8YPatvbOXJMxKpdXo7paEufF/ezabJGHczPUwt5okYTQl\ncyyhZz1JwnCf+6HjGC9JuGO6oV4rScI4Q3h48zxTwsw41fJIgoQpRd3KU8mSMKvVu65RgoTx28+p\nuPqsDAlj+H26/tKChLHp8Vgre0HCeGJuZUm9IGFc+e4fPEPCaENMAG8wmH72HXjxAoMPjtSugIEX\nGIy8l941K0gGMO5hFLiSubsNYDRudV7H4XgYwDwtMJRMkw1gVh0pbiqSATw70ns+4s3hIIC5vHWG\nrZsIYK5QCZbLBDDv7VN+5IsABnzfXFsgE8A8bT56xIMARgsLdkVkcDKAKYYZyk8GMHdFLhWVexnA\nh8bSw3FmKujyH1gMeBwPGxgt2mzvbQYvG5i1kdT7JBkYu8v36WpkWQbG2jrmuo6HDIxTdk2bDS8Z\n2PlBiicZuDFhSu1BooG54dUec8qbBm6PNs2b44sGxhpcd8GdRANzQ+rRuPFigm3T+wx8WRVTymQw\ne0+u2ny/yGBmAV7Xii8ymEfHVJE9k8Ho3VibzvEgg7nbW5Sx+SKDkbnt7dVMBmOZ+XLB10wG4/vO\n9lkvR35tuVxLbTZD5x3xkIS7zheJPEqUMJqH2wvKmRLGx4HZ9DgelPBAa9INJCdKGKPwUWwAb0oY\n6cTlNs2YbGDuFKA2AuPLBsZm1vx6z6cNzCyec/hH3DYwc5aYaf/9woG5m4njXI4vHJhbhrfZ3a0D\nY3e9Pitc51znVh+GAU2P+EKDcU8dKkD3QoNpsZQzMOFAg7nzf+s5z2owk7lxRNrxUIO5EWrOKuHA\naB2RBBfxwIE547ttEm8bmIv5/mUTDYzDwH1OZYTr8nbRH0XGZmtGejcZ3Agw+U5LZDCP7Jzaac9k\nMEdpzRbvJoO5HvvoYMiLDOacSmecExnM9IFueiyRwRjKz4sh+SiRweitevEvtcVgqBbNS4VZBsZu\nZBs6xZhlYGyhzpuohwAcMjB2hrFAVR0PGZiSMJZhGd80MHbcn2X0bhqYm81Fo6tMA5OjuN1aJBoY\noy4cHFR8G8CwKasXybPpy3zFahIzm774EYvWz7LpS88BS9OOh+mLzdVbycfZ9MUdeOPQsuNh+vJc\n1XmvuE1fbJCfXYuIMH0LVgK1YIKtXTlS2fplwpX59W39Ygw9/40ai2z9Ih/Nvf/L+kWzd6ieZLZ+\nG1crlFz/sn4P1l7Tc5WsX+RGocTK7XhYv5gpqiLU98v6laFvvzRZvzwd2I4nDOCwfrHE2k/BEy/s\nF1bH+RjR3dhvo8+hU2gZ+yXWEa0jcmlxTlZdytVdaOKFABP+67aKN/ZLU+S0nZaxX/RqPqubsd/O\nNY1LN3nGfgtXoPz5l/bL4a/Tql/aLxYUAFoyvrXfRjVF6QZJ+2302Cy8Z+0XE+Nb1YKy9ttZKLP9\n0H6xancpf+CF/fL4gF25N/aLPHojwxv7xcWZwy21DAn7RT9/nNJJXtgvtkzDxUvYL2bP9ZGJkrFf\nNL+nC/Fl7LfRplGy5MXE2VN47/gNR52P44EA4+app9HThP1iYlyvo/0K9ou9S//djf1iOxK6yu14\nYL8Y487mR5xZwn5xINXlORGejcdlkcKqTRaAO4uUHuo8kgAMQ+msoh4upscWv8u8ZB4uZBgYLz9d\nwCDBwNwqvAzJbRgYeX+wjH7AwMizKUppzzAwpwvF1RoSDNzYqcRPm2BgLGnej57DNwx81Ht5weEC\nY5kpVkCzC8zqK3fTHZhdYDQjXWkO2QXm2aPLz1tygXmiACC84wsGPrne8BMGpnfxWNdNMDD2WOJj\nJheYm+ceQCcXuBOYcWuXXGDq97qdkgtMDtIyaGKBMZI6sCzmeLjAjasW1/h0gSuMQpXUyjBwp/Rp\nYDTLwGiscPiY8S0DV+yd+HZNMjC6yXLZF94wcFfGwIg4jhg82ndFty4qM4PBaKzmyP9yfLAoAgcX\nUGrVjmYwGP1SVR7sCwxmfYmqcWMGg7HQdulwdQaDuc9xP7ZvExh8cAdJv2ACgwf7Ky31ZDAY74/i\nlj/AYIyMQaU5HmBwZwKGb6gMBmNG3s3EZjD4wKSj+XMmMPjmebcRBPACg2+eFVF/nsBg5jffP8Vg\nTIxb8WXeYjB/9ZjZbTG4cWLXbPcmMRjlGI9h1niLwRiZwos6HbcYzGyPWvxy5sE+rlY9H7DDF21L\nwnhqj35pSJYkYba7pzXKTAkzgVuZRS9K+GGSs83dTQmzTrPaogwJ49Pcyq74gIShklSHwxHmU1uV\nh/lyhAsZy/sTEkYyMKrDD8cDEq7YrApbPIHBPOXRPUdJYDCG7ffQeccMBiM+2xM1+BkMHhLAGX55\nwffpwn8vLxjC+qOMgOQFd9UDs8S7vWBMkjEmeRwPL5i2nGd7iQvuuHxiATIXjI22ckpDy1wwFwMf\nl+dIXjA2XS7aGt9vL7hgpKXd3uwFY8W6H8U/+QsMniMqbYq8wGAwQEWnPDIYjMuKipQBAy8wmF2C\ncq5eYDBWCp0hnMFgPieWITIYjJXe+XDcAQkHGExzzik4H2DwHMp13TvMdi18H1albmHmbkh48Lir\nnofkCHd+Mi0AJ0iY3dX8bXVLbUiYlnWvnpEZEuYQFgfeAgY2GCyyICovGQzmhZldyBkAsMFgNUmP\njlokMJhpjLeLZ9gL5s1ZhioHJy9Ylt11W1deYLBWu3zPbC+Y/SCSW2/H7QUzMfOKqisbDNbbdJcz\n2mCwiPzie3WDwdr8LYHQLjCYVV1me3pG3IeJ+XB1pcAlL1ilvZs7kg0G63Dro9PVLzAYwkrxCCqD\nwdybt0mdwGAmPB/xdxMYjEzBW/mpGQzGUwqt5HY8wGAMN7pKZmYwGHsMc9SuniGBwRjM4O8yvGFg\nDCOPU2cUMwzMrafushwbBq5AOQ4pExkG5iP3eD0nw8AYpfb7JwyMVMQurS3DwFjDL9Vrb0kGxopi\nr6oWn2VgzEZn9zXkwW4ZGNuS3ch8loG5/eilmCwDs2iUTt1kGdhYs0DCJAPLt9JgPcvA2DMayi3L\nMDB+clSO18sTDEw5rNwhAC8YmCS2Uj+zDMyFpK5D41kGZm2VWwtVWQbmTsmt4iFZBsb+bV8Y75aB\nsURwGE5MMjDLH43KIVGWgZkUqqzkJAOjxakoP8rwloFJ5lxq0rMMLLFOJNiGgbFGNT+DHeEEAyMT\ncVxnxBcMDAELdjvjGwbGZuCN822OBwzMxV+QwY4HDMxdwmoyNcHA6JZROrk4vmBgrnScIl8TDMwT\n+Lc/T4KBmZTcnhGvXzAwjMuujJMMA+MBOm+dZsswMJ/b6zZUvAFgJEaU2x8n+b/YQHm0pHgzz/Wh\n58tTbjCxHV8uMLbymgYz2QWmX3x3S7zbBWb/2wP0XS4w9lbnbFSOaHaBkVqo4uMvFvhhGpAZ4cUC\nsx7V8EOeWGA8hdiG1LtvFpgpZLc6wswCD+4e1ycY4WCBsV55uDJE5n+xGXVXJdhl/pdPf73OiAf/\ny2I0Zksy/4tefM5GpO1u/Rf7jG1ILbiZ6XpKEcZ2yG1YM+m/WOB8mjSgrP/ydHHRYD3rv4M50v2n\n/ku95bJenPRfLLbNAczt+NJ/sQx/m6b81H8vTX22/osLOO/dQIqX/guyFFPZFsqv9V++4/xRRF8v\n/Rdi6eyt6lJ+rf/i7QfXHB23/gtLF8VPhLsv/he6LKtj6TdZ/C+Q2qe60mPifwHDDi7VML78X8Ct\noHiW82v/FzTm6Mdlwnn5vzf1gVOEQPJ/AcZi9+d22PzvzTVBIrjfmf+Fw4pzhE+wwOZ/8bUgVh+P\n4+Z/+fbnHNbqfRb/S5MXp6kcxvE8vA2u3+WKSEkFxsvLc2qH4+UCq3h6hIMFZkmk85BqnlhgNJrz\njtJvlVjgxvUerea8WGCuz7QjuOBwgTtVWOU2ZRf4xilvDUZeLvDJVXV/q+QCY2n5cfOyYWCmKiEj\nxeGAgTlWGO6dMwz8QCUdCwAOGJhg8CH96AUDV2Y5+fUJBoYW4PrXHzDwbJ20CJthYDRHuFABBgcM\nTDlxaJkqA8C4+vMa6/JkAJjL2w4n/xcNpQqKZf4XTTh26uPlc8Yi5hfnoO6uOy2xwEzlfHTy42Ze\nbCfzywJQl1I2X1wwELfzinBowXib5zB2nLBg9hDVqPHCgplj86glTVZwZ+b5YWJ5W8GYmPbbQ5Rt\nBbNs09PPsIIxD6zW2eBihBUchrBqV7Yarw9DGAsWd4wtkiHMefJ1+tJsQxipfpiV6fXbECZFUN1f\nJUOYZwmKC0FkQxjvf7brhyGMQbL30W9my5bLa7/lcF75yxbmgfyiRirZwizVV0QdZFuYxbTr5fdP\ntnDh4W5J0MkW1rHsRz9itoUBQEHmYTzZwmhuqzJIX7Ywnplx+HNuW5j1PK5zmcNhC2NJHsjD5bht\nYcwhAGh92sJUL0vx5dm2MH7eMs6FCNsWZvbB/CW6w9kWPrzteTP/9b6MGsx7Qfky2RxmIrdXCG/m\nvz6HF3QraE69z7aIO2+8oclFNod5NsPSdDKHcVdhCbc7HuYwpq4Ah2TwbnOYK1wuPJnNYUzDm07L\nZXIYdTArKtc7vsjhCydhVWYrk8PM2qpa0XmRww0pCsf4JIfxcbAAwV8rkcOYDl9Aihxf5HDFN1SN\n5kwOI6+/HyqClMhhjs+rO4NMCzcWUho/yOEUNzlMQvjr78EEf/2Pr//r6/+e/9d/+UCCf40l/sOO\n4vdVjuZ8zxt5de8XKvR61a+/449/+35tvMOvvuPB7/G3X+f8Lmf6JjP2y1/97uvf/a/n17x6v/sb\nEQRfuCr4t7/7L7/8q9/+3d/+8a+/v/7N17////7x7/7mr3//j3/6+s//6rf/+3/6+l++ZjPzn//1\nv/763d9//cff/fLv/v359bd/mu/+t7pir7/yvyH+y/6wOE1+vr9YCn07hDSt4cpb/oc79P/88svf\nzD9a8Efjq71/JvxZfMGNOL/+bAp3opO+pn/1y7xC66ocuCqzgWnoH2eLPx+Sk/vy/Di4QEdcAf71\nTCO9/lyO/6W/B3+r4yQ5ztE8n3+wHB9/Mp2te/3JHP9LfxInMgtWb0uBavjxJ+/PP5ky0F5/Msf/\n4p/EShoaDKwaX59/sv34k3uR9f0nU/wv/UlWQKgVp/3mgOjjL47Pv3jzPNWJYd37hk3xv/QX0SnO\nbhblSQBHfPxJnMr8/JZxp58ns7nmCHp+xxsD9Hd0/b3/Nv/f4+vfHvMRgIF+N3waHD9uczhYBs8U\n/P4P74+FfBwMyuZbHrqp8DF+mR/jv/2CJNUZPb7Wf8x/Pdu8v//r//O///av//inf/uHv/vjf//T\n13/4h1/+j/m/nx8b48fzQs+cP/aO/hP3AtPd+cHn8LlisW1gE+DXnrD9t5gfh93119/a0b/4t5DT\nhlXBjvqN+zrgb73E+fTz/3PF+ZMQL3rh+bEBIfF/+hcyPebApTD568+J84WZMVyPojg/52qzB8XB\nUqhxXEXaDj3PHup8R3bocVSRaTEG5+3Q4zjYhRFu+coOPc5xYhDMgf126PEnH2yAvR16vAlzgOml\nL4eefxJv/nbo8W3OOX2//Wo79Dh7CVGQuxTbocebHBgjvx16fEBstBXL8nboC3OUXAtiO/R49V1U\nOGIz9DoiO39Q/sXF0PNwKAyx+ysz9AjPMbNymDZDj7d+gopfCj3Or2LXgqtGOm/D98Adg7WBF06P\nA444asG53sbpeb4RBdsZXjg9Xt2kbiScHt8FJ5IYXDY9TngiW5krEDp/w7fAvPTo1/Um6/k5nP60\nxXqcAMQiKT/zFuvxDa85a+SIdov1/M37aWx+ifU8GzkH3X6xwXr+Wi7Esb16RucX4Ixhe/U8Iwsl\n6u3VI3wgBcYyvcF6vvoqKoi3wXoef55DdS6eb7Ben3o+/3bsDdbjTS6cieMVWWA9Tm5jReC0Y2+w\nHld13kw6lr3BerwJVjA4Ft5gPQ5W31UThe3V4zp1n/faXD1OzOJJ5+obz9/cfAssI4BKc1iKvc8Y\na2NvK/a4fQvml2/FnqfZr9uXLxR7fJWB/Qzb9lbscb4YezrVXL0VexxBRx4Pp7pbsefZbv38WbHn\nSXPcknyTpdjz8T+9CL0Ve7waRpeE/KXY40tiJ40LFVuxRxgpn1zo24o9fgJ4f9bqjdiredKO/zbs\n8TnmI9Pfhj3v9jp07mMb9vgF5gRPpTO3Ye/D8Uqh34Y9D69jcnJ/ZcMe4cGzKV/ZsGdH6aoIm7Dn\nwfhW5Z/wqM3F90Du6pzv8okO2h6vnX8tYpbteVR+DJWh2bI97/V6KoU1ZHuQCQ+Orr5l+8KqrI8k\ngC3bs2E/qqZNW7bHj4IK0GwptmxPWeBuUuW2bY8PPT/cwTfhOZ3GN8EXhHJ8fWXznj9AQRbbVzbv\n+d5P02LKNu/x4D480PeVzXvees/De2mT93gyGjjD+pXJe/62hxuWTd4Do0CVXT7Pm7yHjYH61/qS\ni7ynM4CpL8OLvMeD1FG0vn9l8p6oAhJKv7J4j7YdphTTQLd4zzt1/jR8BJZ4Tz0CFeKN2Fu8LyzT\n+9zdYZP3/H1vrN9+JfKeFwQIMy/qIu/ZACPXsH5l8p5P16Fp5xLvxT08Wjve4j38oAMn9MpXFu/h\nV/Vy6LBFEu8JMc2LZJF+ifdwp8YVUP0C7/nyw25FAu/BRc1fV3daAu+BJaHJkbi+wXu8z12a/cIN\n3uP1rZ09XHt793h7tCN2+Zd3D+qp4eSX4su7h+lUj9uq7vbu8faQlpaPP+ajOX9HXDRQK/b0l4MP\nNcvHGJKCj3fp88mUoqzjOHgXWlr4lKHgW8fnpzz7ZcV/6fh4d3gK+vCB4xNiOl2dL+H4eOBwMlFO\nKw/v4DQM77vab2W6nTq9U9QkHHb9F6SPYJ/vLfNuQ/p4j6d8Mvro4K/jaobfF6OPVu/BKmfEzejj\nNh0Ya5yOm9HH0zVnv8rYSow+sZiGLCzHzehzLFm5g/mdHX02F70btd6OPl6PRU579svRJ6bDDTjH\nbz0Xhcn9zTD59vLxPjhYryu5vXyOfzAXro7by+ffZb0Txw3m4/0LVs/1PgvMx/WZ/xkyfoD57ETA\njutrLTCfYglqMHyA+fhaeJR7vF5gPpoUHC8RULrBfDRXV9SATmA++iM0V/40Iebz4s8Bag8Z32I+\nLj7gc/+4S8zH8AbWp+JbzGdHUCjCfWcyn0P/UydWk5jPrurUICmB+bg28y3EmW4vnwMLrF+Lc19e\nPp4RVL8Qebe9fN7380c+wss/Z4vE90GFoaHCqsnRx5dFtVu9/WL0yQw15cknRZ8q0VPNaW5GnwPk\n4xY0lRh9jl1woGc4bkaf/NAd5Sk2pM9PP6+SfpIN6XM0XIbLUGxIH/fZ+XQdstySPt4GGatHAPuW\n9HVbFqUkJkkfPReOUtYw80Xpa5RbbaJuSl+uT1EqUKL0cY15yvOD0sfFnLMmHYJKlD7+7AxeV8RN\n6fPpnE+/BfVF6eN9Kkrgya5flD7GfMgnCxnfYj4ndyerCH9nMR8fEyOY40PM13zh0vAnkfnlkinu\nj7PIfDRqc2xrV3iT+ZBo0LP79cvGx4+OM/fyN7eNj787Zu/qz78MfD7O932dYePLwMfbP0P1DRN2\nj1efrGPG+FLt8dTiJUbwl2rPkWs5DSku1Z6dCRq922Gr9riY/XH1pKTa03LqVZmGaYkWzsWcSdqA\n3qp9Ibw4glBfqj1lg3q72Mdm7Qu3jA6VSUyuPV4P4/IJv96uPcWDGnTmdu1BEsyewjj0du1JDMwb\nS4bqdu2L6mX0/uHXA36Yo+jTf3f59Vg0O5CcpOuw/Hp8Huw1l3DtDdiDVEBncUfcgL3EhkOT1gTY\ngz1hR3k5bsAe/ADGvqbnA7AHhXDfTpxJgH1hWZ/qjnsL9ng92A11fEuwB7CDEgQjwhbscVMBkm0f\ngj3au+P02lUS7PGkz491qgXYgj2Hu3h0PwR7NVSoiu64BXvctKiVYGF+CfZYg0GFrMthA/ZsGK5o\nkDZgj7nVQNcUsL0Be7YM9x1y+wLs0QI8XFBlfEH11KIg3ervLqienQp2/k/HDdXjSe/NZkeC6mlU\neWkvOfUIw1cR5b2dejVI1WLqdur5qJ+HMmG2U48Go6IGk6Nm6vkb4nCN3n0x9biWqKB+R1xMPZ2x\ny2e+klOPdz9NCyWnHpfmfIRSbqYei3PjPjRdTkw90bA5zBnB1xuqZxz5YsLPF1QPKKodcHQct1TP\n2d18RsTAbqmeH7I8EtOSVI/3n62FCl4nqZ5N8s38vO9M1WOhadRgtjdVH0iaupRN1eP1mInXIOxN\n1ePzz47sUZO/qXq8HocE9Mtuqp5X8+xulTdVD3drthaeRW2qnquP2MY4HbdVDx9s3iFnj7itetwL\nyOLRAGBb9ezKYJ2djtuqL2yYistoLasebBgWiXQjb6seH+ees6gaL7dVj7eZ49j+YdXjU+Jsiv/q\nMunZipxekE4mPeM3pz3f2aTnpz+9KJLseXJixTVQkz3PXx2vvxy3PY+7ZCCdSeb6sucBe13jVE3e\nZM/ja2FFUHOybc/j8+Dc8fiw56G84cyIWsFtzxOXa8hxZ3zZ83gfCK6iubc9z+/LhAPHbc/j+yKj\nX3fPtuf5PmA2Tsdtz+P7zv+/R4T9oueJws2uR13loucp6T1RWWDT83g5VtzbBz1P2K/GXHDR8zTY\nLh9aS8S8t1qkiG5inpQboAR910XMF7bmVapOMubxXbF43z6Mecp4WBosjtuYx29yoWCWiPJlzHMJ\ndQ4+Poh5zpnmhE/DlE3Ms6dpVbRQIubZUZZT2yKJmKf4+dgES8S8Nwg899rEPBe5xn374y9inu8/\n+rEoeRPznLjPCa7KH2xinmt8rWlT5+SpmyPeB9hF+6Dn+f49yiduep4TEuzs6nste55zTRTqvR23\nPc89ldnDjZc9j74GE36D98ue5wOEYkMRtz2PQSuKE2hwF/o8Fy9wyxVHrc9zrQ8Gjt5l6fP4yQsy\neorj1udxi6BQhb/T0ufxmPNYqVT3pc8DzMNCWISNzxelnul0asLn8ZTPQfAw9r7webweVGELZN74\nPI3HcneT5gufp9/XrsDqFzLP18OUuR03Mg8Ar8euSULmaTk2p6olZB7+4H6xhXn8UZzH16hgC/OF\ng5vm+hJbmEf8NveagHm0pJiuahS7gHnKib0qkSkB8/irF841hiRvYB7vXnA6MuB5CfPsVVH/4UOY\nx5WZH0v5VomYx5W556U0VL8wecqM8wZVy7UxeZKBo+kEXcLkAUVCk7kctiWPb/WcnqIUHrxpwOEL\nxzdPt36+jHl22qgxfDpuY75QXbxO8bMbmQf8OGer2oxJyDwGHXNwPgydL2Qe9zcE7locNzLP3xDr\nOsNxePBdN1TB2pb+7sLn8b2wGHZF3Pg83mc8h5Wsjc/j8qBou8TRjc/jfep9hQ6/8HncmOy4Apk3\nPs/PeR5WxzY+T3AS67J6feDz7LWx2XU6bHye+Gj38ZWEz+PuYZEJxQOfx1VGI3wXh43P468WIEyi\n9pc+j08/n9Y+QqU3Pw9Gs0JFLI6bn+cQdz6Qev/Nz+Pvoh+rwdKbn8ffHZjh6vWLn8ddBbbLnPzi\n53H3FOUqfWd+vmC0CL9V77P4ebx+tgrqsRI/z6vsqVfS59E/YzQkgW7r87wJ5+yifujzFHCjFljS\n5xFHwrhuts3PUze9JEQlfd6yrKnzzc/z6pRAvjc/j6t/3Opotj6PO/Pudzepv/R53pnQCfXhkVR6\nAILXMNyFvbdKz+YIgIK+02LpcW0uFAI8HTdLz3HpbPx7cPVi6fGL3IcXIxNLj2bnhD16OW6Wnh0N\nsnLloi+Wnv1bD9Jxs/T8mI8OqSSVHv3SwBnkD5Uen/7GdO5Dpefjf8HOZXyp9LjEA4czH8et0rPN\nR+WpiFulx8eZN5bxvK3S4+vOOZllyK3S08U9Xfs2qfRkemff+6HSszef958a663S46qhjmb/UOn5\nNmdR7ZOk0vN5vm8taRSe4Tn1PjxGYJJx8/NoNecDMe4Pfp6G8WxRznDmxc8jPJ8GVQBO/HwR7FL9\n9jiUU+JtrjnULcHPm6Vnc1QfI62bpRd5fPhX2Sw9b2Xol7fjdukLxYAhPi+59JxbQN6JuP15SteY\nwyu+/Hm2pqi3fjpufx4PLrAT1fLYAD1+3Tm097OyAXqORooH1gmg52gHdh1/xg3QqxO9rXxvgB63\nA8Yp+hk3QI/Pgw33M+IG6PmwtG5qkudvyCVwKei83d4tmJ448xxJLK/eMD3nUsWY93bpcbPhiLge\n9eXS40fBypiYaR6/uaEk68e6tYGYvHr26KO7sMPy6vnk9kPFuJNXj2tzorb26bi9emrfj5d8klcv\n7VsHJRNXz0WK8bh2zubqOWqfc40eLL25erWm1WTs5uo5RtS+3nfm6tlsIlOsO26uHt8WCG2N15ur\n5+hxDjAEsm6unuj5eXj8tbl6NjzlUJ5D4ur5G4KNPR03V09l/HLt8cTVM7ui3o8v2+Lq0RBiPTEU\ne2v1RQt76mt4MIfjYD4QWPEpjhux11pktTK9FHv81xxp6gBOUuw9eHQ1ma3Ya2l0Xla9PhR7dreH\nEMGE2OOqQiUSgLoRe3UdPBvxnRF7Pf2+L7dhzzYTKXsfhj0/PKoHdcdt2PPGbNetX3wb9rxMxT3N\npurxncAV6IfdVD1fckXbsql6fKsi0eA7U/X4xPVULfhE1fP+njM43Qebqud/Xtzn/85UPV6PmZk/\n5qLqOR05RSwlqZ4tI56SEOkt1fMnGRjaO26pHk8MRt5isxdVz1EyHlp9mkXS8wbFWDTiIum1XgLi\njeFF0nMn/7IykOh5ZhdXW0GJnucK4l2LqfdFzOOnwkhLVZQ2Mc/+pLqMNp+MXvT+aO+RyeS4iXml\nLEWFqU3J44sft2aCiZLnMz7fpQUZb0qecxGMi4fjpuTZhhxNZTATJc+7BUh7kPGm5BHHWFvd2Kbk\n2QifdpGZHFv5Nrg68+JLjFZ2rN4GLe/tXkzVR/g23CIRgZRAeuY5wkV7g/Tqe+CxMbxAej5uze5V\nAuk1EBxiIItyZL2+h8VSu/bLqeeT8RgK3kw9JxZHd9GlzdTzxz+6p5ObqcdfRRqQ7pzN1HN1dY7v\nL4et1DOfdf746gq3Us/tiTMK22ylHg8zDiVYf19KPbcccAy0O26lXo/P415mK/WIE4oIjd5KPTNB\n5yW64/VW6pll/nRfzK3Ucw++ujzGRuq5cn7CF2J8IfVOq+zjA6nH0AOru/LWN1KvfhcNOOOB1LOb\n80pvMuq5sn2dHmsvix5/dA6Ldfdtip4DD+Qx67Msip55onMYokIGm6Ln8O6cE2q9+6LomcI4uuom\nJ4qeffRzqH5nsui5jDef/TPituj5/jiB/2HOs9uYL7eVvsx53MiAxdQobHOe+QM1ymlscz5yovR9\ntznPzO6b+6nfGZ3nWOWRK5jMeY6ur+7SSludZ14BMuZOx63OM73+nHOL4bjZeVz+3tqtB2Wz8xo+\nXrc6iGDnmYLUbv+Im53Hq8FZtODozc5zfId97YiTncfdfWBope/EvIzmtNeKYwfNcXP0+GmRKqGC\nS8HR4wo0LGoPR83R4wpgkb9H/EHBNyUPtH74PkBG7LiYcIqtkTqeD72eY0f8ZBLRl17PRxOORHXc\nej0PGaDsptj2pdezD4NCFUy99XpOHuezrx9q8/W8b+4o7LH5ek2zLD0nvp5D69lEHsHRm6/nNGvO\nXzSM33x9oWAAy9px8/Xc7Z69hu6/zdcz96n1S0PGzddz97Ms3X/x9Zwsj66C2Ymv53Z35dbRd+br\nmSt1NO2yb76es6nT1Vm2X89XY/df32r59Uwqwm5qQPXy6xGuPDfrsP16Xvx5KdUzb7+ed2b1Mnjy\n6zGFrsg60OuXU8+5F5brw7W3U4+p+4lc7g+nno0aDhNfjtup5wBo3gxys7dTj6swHyrtlCSnnj3/\nfMZGePR26vl3kedbHLdTzx+xhpy9nXo2gtj1VzydEhxwJXUqKzn1WIcuzamPCarnenYzZ5Ogeiyj\nN8z2muOG6vE+Bwarii+oHjsGFY2gw3Lq8e5I8jsVXk493332EULTtlPP5ew5Oy3h2g+WR0QYq0ES\nJpUYi7fhKi7SV8OjF1+P3RFoMMVR6/X4MDiQfgd2b70eOwAnrGa9fun1iEN9tHa/9Hp81Y41DlHp\nS6/nDkMNLXHz9dxkwVLzcNx8PTOwq7n4hdczKeS6tc+TkHqs3LVbm9HJqOcay31pUn4x1RXVyDTe\nwES5OG68XidBjqtF3Hg9nqv5jbQamJh6No7zVxPdupl6Hdgq5uWXUs/bsj0Bui+lHm8zf0Atd22l\nnmdHxq1hfFLqnXnT/G2XUs+VnQpT3nEp9ezc6rFMeyP1eKb6/KXEY26kXg2aCzYlpb4oKdBwMBNg\nr+ZM13kPX4HUG6/HIugccFlE3Hg9l0DmGGoEUm+8nvmNOJPPa7aRevRXsJ90bTZSj8VOLAWegdcb\nqUe/Mf+dH+WN1DO1j6NEhefosTk19hymY5Jdj+Yet4R+caa63peTUW+cFtb7YN3ubLcOwWHhYpn2\ntu4Rn41zFZu7rXt+/POu5t+Xdc+xwhGmfVD3+K0uLJ8EXW/qnkeUig9FJuoenx6pysLcF3WPawxz\nyoUAFnXPw1WtqB5Rou4Lf4Zy+sMHdc996yNa403d886Zw9MRBL6pew6/m/iSJN2r5z/j0yzpnuu3\nl9MAknSPPQR0l2eI9pbuuROBxbDuuKV7LjiCKBSGvqR7zhKaK8En6Z55w603y/JLusdVqH2ocm2S\n7vk013Go09vSPY/S3KcpzC3d43tBltSts6V7jfz7sOzPFFi+D9IMkPd8OW4Bn5nrODx6O24Bn4//\nZcouCfg8v3QwW/07C/gcImMhW/EQ8HHvVFDuHwK+B0aXLfol4OsI023Vegn4zmN2WZIt4HPuVqxe\nbgCfaTQPaEnHDeBzpQ65xfqQS8Dn8dI5W/f7LAGfM9LnkLyYBHzeDAULBohvAZ+rz6hPVxy3gM/d\ngvnLyFveAj4HaqjpFXEL+Ewn7MUjhS3dM6elRy2NLd0zJf9WTe+LmbQN6ap4G5wKl2u7AXwOmB6l\n0iX/HvO1eYO70dzOPSYZDbqw4su5x3j8wkrW6bige+XX+oHY0D0mGfetRdXk3HO2Nof++kmWc8/w\n87jUynbusRwBsLEFUC/PHnMvitrDYXv2zEkG4P3h2XMKgG1LfZrl2WPKgOPvLhmwPHsM6WtAasmz\nL8zjOVxjaIP2mCrDGTJcv0B7XBs0nj3geoP2uMQVStbluEF75WZbTEygPefZ8yG/Aq43aM8boQ0t\nsiXQnnmoR9WSSwLtuYY3G6YecYv2XAyf012VhNiiPTssJfUkzx6rB62vb7VEe+5zYPIpc36R9sxz\nxdA64ibteb/Orq6FXS/SnutFYoC+M2mvU81nfJxF2jNXSVrhdyLtnevnbm+T9tzs4YPN+DLtlQiF\nVFvHbdpzGnK4TFcy7XEtAZtWh+85W6rD64/jVMO4qXsuQF5NidmJuufFxMZfcdzUPX9ylMoMut7U\nPZfMtaKdoHu2XM3Lngm0Z4LNnDQZnF+gPY+8zsbbf3WB9twsuV2uOYH23Iw5jLom0J5Lh8ikCbje\noD3fZ85s9UBs0J7bErMp0K2wQXsdW4vx4QLtuWQ+f2bNBzZozzXt5nrKCbRnti82kx7HBdrjp8Kh\nSvv3C7TnuipOaxXHDdpz+e26tS2xQXvuo0CR0IdcoL02Ser5fID22L7BSpA5/gXa86LNTq8HdG/Q\nnntJSLv5AO250ng6HzyB9to94WbpdybtsbcwZ99Gozdpr2Mu3a3XNu25D3R0zwG3ac8dqtn6rrhN\ne+bLIf/2dtymPZ8I7M7o8zC79nmat7QuLe0n657Xk88K48u653U7nJKYrHte5xulsRy3dc+zB0jP\nko2/sHvuBOFY93Dc2D1uzgMtQOj1wu5xU81RlccoG7sXV3BqByJh97h74Fh9aPc6pHc+rhCwtHvs\nBQwUMdFfXdo983HaEX92afd6FIvO6CftXun+XvVP2j1znjHDr45bu+cjh4MAH9q9cvKiL9vaPRuk\nunT8pd0zqQ1jssdxa/fMyMcNo9cv1V5b5vOyX45btWcaBnrHD9WeWWGYAFfHrdpzAwiZYPF6q/Y8\nVIEacvr8i7Vn3sBokvKSrMQNPYxCPlh7ZsHg/FF1vB7aEp6jY3eszK5tehOtoql2xebu8Uf72VxA\nytw9E7xmG6teeHP33NE8rme59ubumQBzRhUte/d82NZdtr177sDV4oH59u6ZloED5AHYG7xnMiu2\nEx/HDd4rx7DHz7rAe+5+M738O3v3+PVmg91tri/vvhCMdxZK8u51fqmJHUjePXdjkXwkW32B93h/\n0CpHxA3esyNDalPEDd4z+6W34wzY3uA9k+Xm99JdsMF77kwgOT0Ae4P33EefT7mKG2zwHnc9ppDN\nYXv3+glPHR9J4D3/bPeOQgLv+Wd97Ohi1i1X35HZNH9DNaTbwec+fr/8nRaDz5/qqH1592Lw+d7I\n7xoOm8Fndue8JXQnbAYfDxSWL55g8M3dY6/3ZAVhxhd3z+6hmW5N3D3eH8cXr2Dtzd3rUhZNQxJ3\nzwe8Fku4m7vn+2D5Q69f3r02/qvgzM3d81wAt9QZX9w9jSLY5MVxe/d8NLtnzsm750VGXdNw8O3d\nK60M8qrj9u75QOAgqWz45d0reddWUfLumY03J+MyHbd3zySX7v3H7d3jKmCyfETY3j3zE1Cjh+HF\n3StP5ZQYk2B7JhBAm+iOG7ZnQuVZNXbZsj0fn7OZ096yPQdYwRAl2R6tCExU4bZbtuf7YEYf4r1l\nez7Oz9BJ3CTY8zfHROdDsGeXjSdM+vkS7LlhjoPKw3EL9sy/oiv7nQF73uI6hZP4eqZ3c0n2O+v1\n+KFwVnjp9XMs1JjgWrnEUR02aq+U+Nkg622Wao8GGSy4Ls1W7dlQz/GXP/rS63mf4ZR6c9x6Pf7s\nbOKbYfjQ65WQcLbF1Fuv51cdcbtuvp79wHUpz2Lz9Rwb4rBNddh8PZMmNSn+znw9U5Ae4OSOm68v\nqkypheHE16MRmc91XHs8qhhB8uOD67o+WHtmxF0mvRJrz24PR2mq42bt8f5zNFA+VHtmm2BjUm+z\nWHvGkdQooB3ZGM/hlNX5ABzHB2vPwUlpGvkn1p6DmeP247ZZe17OgYNSjpu1569Vq3aQE2vPWR3K\nAQR3b9Ye7zOGSxNs1R6/CspGqvbGUu2R7tKOoVX2pNrzeAR2vXR1lmrPhJD7sOm8VHv8hkh7di2A\npdrzwxz1Mke/VHtce5wCkpq9VHuu0Rz0Ab6zas/kHhyYeRy3as+8sHkX+fVLtecteFZXr9iqPdoK\nLGqpId2qPUc0MMyCr7dqr98Wk17HzdozcXfMYUzw9WbtmWw0Gw9VFNmsPRtqFA8IBt+sPU+PIJNZ\ntPpi7TnwnBfiCO7err16ea25JNaeCU9YYi6Om7VnVg9S/vX2y6/nrYMSrt1x+/WcVwz2Id/Zr+eI\nKcSK5NezOx8uJLj9en76OUiyyr/8eqXZlR6svfl6tlI46KNPGXw9U80pdztsvl55skcxpr/4ep1o\n7B5DbL6eUz3A0BE3X88Upgsba4wvvp5pdkjFOx03X89EQuzT8/Wbr2dz5ETZpNfzWs5R+h0vf8AK\nKh8RyXd6Drdqz9xOnF4pjlu11zDwUE5zYu35dfGa4bhde3aHoMYcNmvPO3wOhtQIbtYevfMcsBe/\nfrH2nLrN91MruFl7Hr08uysEbdeeI8Szav06wfZMgr7cti/XnvPdeYXO4O4N2/PMsVcnElSPkTPS\nN/xhFlTPpMwiPSM59fwsSNrVd11OPX9BAAjdcTv1PJ2DdFH59cup57Lf/C5qRbZTz1M7p0dvm6nn\nmuUxXINpM/W4vw/U6hmOm6nXY3I9qi6xmXr+sriHPph6zn9qd6O2mXrdaV2JhDczZc82NM8B7K6f\nZPP1HHU0i99br9c2lQtQJr1eiYf1sOe+9HouKgDeGY5br+fGSp2/rd5n6fVcqprzvvqh1yuj/HGz\nsPR6bsQgIVvs/NLrGT8PVatPej3bKCTf6tuGXo/7eI7gDyP4S6/XfVyKSihsvZ5DcHNJCa/nyYLi\nh3zb9TzsjemdTPtl13vB4rD4z2pY8Tb4aXWDb9OeK7pz+lY/THulSZ/KSk+mPc/aYyil91mmPfNr\nRgxXt2nPhZsRFQ42au8sb1cO2ag91827yKFk2uN5Q+0K9ebbtGfK+WnJM5n2fH0ft2j/bdrz4uOw\n5uW4TXutw9yyM7ZdrwT0Z3za9cY/pQL+U/F/iV3/IWr/0NaXXf8rcvvrVf9s4j2/Nt7hV9/xn23X\nc9iIxAsU4dIckKTzf/jtbzdSf2Wkfr3VvERB1GNjkYI2Mpb2F0BaaA7Ny48Mz+uSR77iN8pOMjAu\nKGsRQLqfXvH7XxTikVR+2O8VwWy1A3BIb84jpHydPsT+v3+fPu2OfmuT9WLu1w5jR3a/1H8mB6/9\nriuaPvZ3Du+vl/5Wugq/ehV/D7P/r8Lsx+0ps7/mHzW52V9/zs3+5eNGpqGljzwnFbyL20fo4276\nH6tAwAcRvz46UhZ1C/3Vf/3TP37N++jr9//wh//3H/74X//4j/+isgcF66/vZ2dFvuMhQbrtu+jB\nDv1Lih7kP5qiyCD8Z5c8YML9Xy54kP9UDv+Fv/VR7uD1x/5csYP853L4L/y5j1IHrz/35wod5D+X\nw3/pz73LHPz/vZ05ljRJboR1nqJ0KrH6IvIIHPIYeX+ZbosDqOxh93Ae32jV6Pg9lozwBW747Nfp\n/szk4NfpSvgvTvfb4uDX2f7M4ODXq1nCf3G2L3uDX6f7E3MDlJ90LqgKuD+Df25tgKEXVYMHhUF/\n6Wxw/j85G2Dz5ISzaL3mDP6V1wDqBFav+6Dua/yprQEAne87MJ0sZyrRvzoVCaUNycWJveJ4CH+w\nNcgf/V/majAO7p3MUU0NxsOMKnMa6WmASoY1NTt+WxrAAhiZakftaDCRzLrC58CGBtTYNwEv0s9g\ngDRvGGraGUB3jzmZbQvsZjAgvujaJ0ozg8k6QMEE08sAKLtranc+rQywWbTWkby3dDJAtQD2FWlC\nEEYGA3yYV9a76WMwJpUyurLwMcCuzzQdJm0MoDI6lZNKEwPssIA0R/B/eBhApYMKV0ftYTBhDIZS\nr59qYYBjz1NUonAwwKH3K65HGhhM7GtIgZf2BRPL4EdJ4nAvWE/8gMbkt3sBxur1xvff5gWoNhim\nSaR3wZysvyBjPzwKJskKok2nRQFYzBPOug7bogBkaPAceBPpUYDwxOYMLjhNCrCtAzXl+1M9CgCj\nHqKApkMBzocZPnOY6VCAhu9dZJMOBWAQo+6cq5t0KEAj2MTha5IOBSQ5r/db5gzhUABMNF5P6q7S\noQBh6FpvGxfYoQCNXKw4+qkOBSf3ct6TiYe0KECXgl15OReERwFuB6BT5h3SowC3c0Dq1X+KRwF/\ngueUUDc9CkCOhpff8dujgA9wGE0fHgVo+boFsE2LAiCTgaNjXiEtCtAyUtDXT3UoIB963kLppkMB\nDn6QZWM4HArIqZ5D7rzpUEAk9epPmJdMhwJAjlEwINh/OBQAAX2hjPn6qQ4FJE8DGcu2w6IAdwOZ\ns+4mPArwE1wQWOAnSJMChN/7UoY0TQoAMgZ1u9m7wCYFuJIDfhA0GAiTAnT6sxv8nSYFCN/r5eKv\nnnYEJEJj99Fh2xHg5uc6PV+GbUeAYaujEPz6qX4EpEcfjxJW6UcgQrK0N9uOADRlMohtXWA7AgB9\nb6APeRFhR4CG7xMM859qRwBkMgpODtsR2HcAdwKg4/xtMEA69BohmeVNgwE0AtES8zlpMICjwU+6\n7DtggwHwut+xHh+x9+EwAIwyyDLjpxoMoGkKlO07YIMBssPX+CrvgjAYABwbIknh/sNggE+qX4LZ\npsEA2sa2EAemNBgA4fiBXYWPtsMAnyuGmJ9qMIB7XF/Ith2QvwBuZXVC88tIgPjrcUlSGEYCeNTY\nvHl/Gwmc3GjxDxA+AngP5gX40U8xEsA6oUF6Pn+qkQCbAObd4W0kcHG/V+Vq1UgAWzjvVOapGgmw\nbM8eVdVJAOL09zzbt5PARev1Q9DMdBIgK/wYkstWJwHIQdesTCCzYhnA87rMuVoG0DIFG5KMp2UA\noS/PELwyLQNIml5DRd/H2zKAxyNLp/bTMgBFCzabLJ4B/P3BfxG9Pz0DUFUA8vq3ZwAeT7+effi2\nDEBRaj/MbQ7PAFwksM3zyzMAh6Pw0rYM4RlANDrmatsfQJ4BvHYUVN8O2zaAZHT0hTo8bANwPKZQ\n48s4AL/hWippZ7IYB7AdSLcex20cAOz1taXNxTiAjPVr3YoA/mEcQHg5FsHNcRsH4HgQcb58A8gu\nf5vs0Ys/AJtvTZWjxR+AtPA1tB87jqQ45vAwCTv483zoG4Cs76FP/sZfX34CRMG36/Lx4SeAdtaF\naau0+AbwQzxOCWmLbwDfhVtGwmkboNYPsYCKbQCu/miUqX2qbQD6miGO/afYBpAzv2b44punbQDi\nIHXZ5CFsAziWDG8vFX8Afrc3plKO2x8A8eM8DQJNfwDy8Fefqe8n/QHUc53d7P0wCODDX/2KIfjh\nEIBTob8VxjQtAnDeBx2M4PhhEUDe/prU9C+LAPwJUUFYAdgigPh/kPi647YIwKnWCP6on0qPALQD\nse+8HbdJgB7VeVzbPMAmARxC52xuJ0wCeL/QqN2O2yQA7bTTlVDFJADtoMBVEOU0A8B13th8kvXB\nNgPAawfGhX+WMAPgHa6eXojmNAPgC7YGRMGuwwyAYWwGnQ7bDABXCWGm4IppBsAzrWnf6bC9APQj\nAheOeHoBoHmsF9TBpBcA36PV2Tz7eHsB8L2Dgkb4+vAC4HsEicOG/tsMgB/9Wr+c2yTAZgB4OrvG\nrXgB4DN4IBPVacMLgHf73Pu04QWAy1w/4RVeAOt70vEoIHgOnza8AJiMuE5VlhQvAPYFBxdAigNr\nCm9P9E2HsHbFIgDNXCYLpEMAuwJscircaeIwNPeHhuzecVsHoF9dj3L6pljvdL0+53F9Owqgv+1c\nhjO+nQMwGEH/JCOhdA7QAuBwt5DOARjrwHVuXw4BOP44/BWmQQAuci2I3r7jNgiYNFEcEbY/AFrv\n7TAKNP0BuEp53m6iffgD4HjszxmYH/4AnB8wF+S4/QEgRLxJdf5UewA0D1GVxre0B0AzKFfTOJn2\nAFwtgs/3OG57gMlChcN3Fe4AbH7NiH2V4Q4wAcjArp/DNgfgghFFxmp9mwNwVbyWIm2HbQ6A8ueG\nvXSGwxuArby3UhIF9j9JVdW8JVH/UKke5sQm6H+S6iOWYOH8I3wMU2IT849syepo1EEnzh963GtI\ngF9o/kiDvJdW1gXmzy2WY58yWP6YqLfzMLIftUkDaP7B91IJlkL4X0ejrkpvSwL+Ib1GCUVz2Hx/\n7D+sWYkmqIn3x0pCy5FPxftPyBza0Dwx6f5j0tXAXgYB9we+Yv0SvpLN9ofkGLnqTfw32x/K6HnJ\npK+g/SECB8RgOCyyP0rlLmpnPxXsP/DPprJmBew/Gnms/hE22H8ItXruqLn+A2Wj134ggfXHL0ZC\nLcJJ9UeOHrqSx2FD/bnp2bR8LUz/0VinPr7Q/aiQAINYjQS5f1BR3wysD3A/ykHW8tD8/OD2I5/6\nWM9XsP1M0PR9gUHtR5ZnrWPfDec3tL+TZjPuzfI3sx9GJO8QYLEg+zu2209JLAqZH4Ug63MPAL/B\n/HBBhu3ZF5e/P0Sktc3fF5YfqSwIzW9HTeVHXuk9bC+TUH5lkFr7zeRvGFLmvjyoVjrWIEhbrv5J\nb1QS+VHVch0qyihA/k43NftTsJKooQdFQnTaOC4p/ahFuS8VWBRIv86ojjER/Y0k+2N8EfobFoNr\nRrdB/Ab0I+W8Rke5iySfv1GwMdoXnl/PUROZhPMj8T23e0ay+ZHjtm6nkPn5CpmWUcD8yDBD0ri5\n/Obvk1U7Pd1P/n4jhks71InfR3RNd+Jg0/cblgwuzSzwfXxVmI9sJr/Y+3iVYSGjy2NtENrApkM7\nLtsbBJG/PSy39g+zgfx4pqexJYXHT8U2FhQOG8f/Qhj32MEgafwvQTW3ue8B44cQab021xeLn5zo\nR/iNwtxHI7O9GoISuU8gcZO4rhD3KQcyDqUA9ynz73Y7Sd4+GrkMMiq4fYw677Ep9kHbhxQUycfu\nsGH70KbczYvCZO1D8zVfiZ0Kap/0tSbhSyHtA2SHLSOFA7QP448t/Sucfd3ONN7fmH2o4y8QQx00\nZZ/yO4DFHTZkH4K+cQsiFIx9Vrmu7244aMQ+Jg+rc+ybpG/C/oNNiCFr2wLYh8MD3codNl8fFWKi\niXwqXh8FaxBEvQ4br/8KpqWDA67/PFwFNUeN1qcGsV3fZH0oLsFi32GD9SEGtbTuZOnPwTawKLRK\nudD2IZ98Ie132LB93uLUXlFh7WOCCELW5bBR+5B4rsc3NoHfsH3MA5E7050Ha5/qNltXJmkf0jn0\nZl+kfV628xcJ1Eft4fu6G0+ePioq+3xk/hA4fVS5vsa2Fpo+ZvzTKJ8C00elSDjdsNwHC2O8IMCV\nbJK+Cfv4ueBa8zhswD4e6vpcRZ5Kvj59jdar1Rw2Xx8PFRSKHTZeH+Wq2BcTVT7o+rCfBkLnC64P\nWesKCluZbH0WOk8TvxKtzxfqeE24D7I+uF7T5Ojk6t/YbPRWQcHqA/7yBDc+qPpQK1/DLLSE6tMN\nHj81w8HUp1b5Ur9akPrELpzNDgJB1L9vuQfpJgOcDyku6vd1k5ubD6uk9a4ETd/YfNb627Ak6fi0\nhHwenzDg+BBAYZzWEwk2PpZh72PcZaLxgQ/stsUqZPybzDqDwhKMj8ziGigNVQ8u/kNIjlmAicXH\nzw4i9abfm4oPCfPqiYT1TCg+HuvY5L1k4mPtO7wMKEh88DTWxOXd6Hsj8SFCOrjY/FQi/s2Z19m+\ngPhUr5+32HXJw2dt+HsbWJ84fPSxhoMVHP5DtoPGpULDJw7lkgdygeE/mHFh7uewYPgQ48MxcB9s\nFr6AAkoHFRT+zUqS0z/OJuET1yL7p8LBJyPqtD9GYvDRBOQpX7h7lFnfx/YxCNo9HeFEsEuk/YOu\nfjtLJNKeVRGnTMkK0Z6eOIe/9ZRBoQfFYltHB8/+ppuav9PE2T/UTt5th02zB+0OqCJdYMDs6dR2\nmrOcLPubjqwqgyooezyoe/Wnr8NG2T/sUkzAS5I9+r81NTh22MB6lCU0W+0VXj1hxNhAchgb0OuU\nLCt8jMRkcQ6gqaglWF+qPo9k2zMRMfwxJdoeA9PqgEV1DrI9td5diqgCtidbB+8+w8G1pwK8v+/G\n1xtrDyE56nA2Bd9Ue2JhNjc3ofasEUdZncNm2pPP3ORnVZD27AOGicUsyGluBLlksS0TdA/9Fpgv\nQrAH5/5lCt7IxcTciyghAGlC7jFpO6c26wrjHukT+JQ0h424fwm+tJFAEu45T3TBewHco6QM+3k6\nZfDtCZMQSa/Q7R+ICjYLP9j2eBfWWyYedqDt6dcFe1VHTbYHvB11SDo4yPbAA4xLUpME25Ou3G6b\nBATXHsUVq2cQfzKx9pxln3dQ8EW1fzBNsIFXgdojKzPs4VOY9ujjxu76EmnP+obnDNK9kfaYZKPr\nOB020f4V9EivQgLtcbQw0J/Ks5fISoSygq1vN0lkzxe1vl0UD+j3Smj9C6zDa9ONZNZjPQc1vtoO\nZH3jznn37QSxHiXWzL1+Kq/+HfR7Ekk4cfV0sRI5rNDqabZx21UjafVY9jahNAqrHuZQ6/d6f6Pq\nO/UlNpJJUj3W6g9g3w4bVM8F9bpSXd3m1Dd2wu7MklOPNmAE9IWp54K6SxhZKPX9YOWdOL5Jqaeb\n0zbkSUh90/xXPVEy6juVLt0U9kDU40qghWkOgy2NRiazWho8klzf0flctgZIcH1HB/p48EhuPdIG\na4WhkTCx9VSLvY/bDmw9UhZYVA+HTa2nCAwvF8MBre/sKt/ri1mPdMMVSPxg1nesab0JU5D1Q83F\n0SbW95NwAD2pzavvyO5dp3nyWIxDZYRbpwW5YPhBsUfuZL3YmjsHxB7Sn/XtqttPhj2aHkPqRRan\nXlRddOaiTQVOsj2Se/dls4sE20MR9A4beEhb6UY6/GwFOQ/cPZJ7kCrfDpt2j0wBvpR99Lq1KSEl\nlpsbdW8EfqcYUdqvQsAfkNS8yiJfEliyDRL4boPog4s/1KF8c/Ehe1rn0LCeWHwolsYzd9RQ/NUG\n3rOx2fdm4kNt1E6P1InEh7YLU9rLYRPxsZ6/DnP1A4jf0Z09PUD25t4jrXBeY0eNvR9EU9wCCQf1\nHtmG9QkZSx/Q+8kpr9ZcibxHDgKiPL6oQbxfq/nZt8dLAu+xsQF6xwbYG3iPtT8IxTts3v1E5v6w\nwU7i7rEXAH+dL9r9WkUDdmTqPNSVA2C/yVJLD4QJu8cWAWY8O2zWPUQ3J/xpN9PerPv5sAz1dtSk\neyQQUI8qgnyA7rFyR8H147A599jxWO+53oXE3EOACt2Trjso99jXWmtYrxUTc0+ZJvapdC2Bucft\nr9XatWn2ptxPKgruL8Y9GMNjeCEfiHsrgk4D+oNxj20qmN7JXIQSy3FZB3mjEnnHxb7n4ee2EQj2\nPYQ873mJAVzY9zgrIH/G/wf7XkIeyIAYD8Y9NDKQIuuHTsY9djcBthD/Pxn3VDge5jpcVFU+F+WT\nmC6f4i8X9j33y4GkEJg9WPaU/gChdjtulj21NhCfCCofLHu0/2JzpTtumD21NvfQxmSB2VP0gnrf\nL5g94muGK55JgdlTK3Q0VfMWmD13rvtlP6YNs0eUUGLdbcDsube8foi244bZY7sci2vflWH2eJag\nkmqGnDB7anAFEfxUmP1JIvB6anoGhtmjFZRL+pwBs0ccBA4/mYDZQzIwp/JfBWZPNdDRlJ8rMPtT\niQHN85Jlj2tEnlM9Y7LscdY135VGr7DscdZzmvdVWPYSpNois7Dsca9QUJl9Hyx7ykyxP9UdN8ue\nWoI1HdKIm8x6ik2g1xuOm1lPdeYc9odJZj2FEJepU4VNL3HN+z5fbHrqWrAdMhw3m576m8uy/WTT\n47bA2tRPnnB6an3WWsqI/oDTQ/wCt9t7Q+sFp5eUaM0e9PQDQk9FVdvjVULoFR89IPRrHnMflq1B\nRHs7bjg9nibsa1+HzaanWhMb+aKpB5ueoqLx6CoLmx4PZ8ITSADzYNPjclbnsln2waanYohZOsaD\nTY92zm0EU9j0OO8JSvLruNn01CS+KoyuaHq+U68qBiqaHg//HNq5rWh6yHiQp7kd32h6+Cz0Q1bP\nFU1/4woes9YKmv4CgXCebifY9BcrKKRJrGz6iz2BGFuJpoeKZ60vzAgLNL0EVEPsxyTT8w15pU+/\nKb8cRM3fhAOao5nAegh8tcnx+UWsh0b0ffxgEliP12Z12gGm38D6m1gyJRorsJ4K11e6jwqsJ3P7\nMD+uAOtJBgYA1/ENrKe4e/WGfGKJrOd7gCzHRtnDo+KR8hXIL8PgA2UvsWl7ni9mPZXS45Z8vzDr\ncd6JspXmuJn1OB5CKVHnKL9893knPI4fx82yRyfStc//qSx7qtqcVykse1zmYUu0grI/lVkzCjFQ\n9hCXYRO5bcK9Ufb4sdZYMgNOb5T9yeQVVLyOC2WP12x1pFq6FJY972k4S1ZY9pbSvb7XYNmfNCk5\n5HNUWPa4zAOikB03zB4fD5KEvtuA2UOMdiP5JbR5wOwpTBRt4JZWc7cCzoOobYmyxxNeU0jVmBWU\nPe8K60y+UYmypzby2QTZZNnza5uepBWWPb9lbNtOx82yx9NZz/LUm5kse7wJ7TUdp7Ds1cNK3lNQ\n9lb2+ytPlD1Ht21Anix79sdrziw4ZbLspXZ+jFpMlj2bl8a6IOv5dT5NU8CCrGcvDbiH7nUj66Us\nhZ7YYSPrKUXs1nUWZD3f7uGivcKsZ/OjqRaqMOsxaGB37d4MerPpqRaEL9cXm57P5rScv7DpNYtC\nvsBxs+kRB9e0bwa92fSIrz7q0ENLNj1mIqAoqnNJNj2VyU/Tvk9h07Oy4ppKtRY2PT/n7k2vwqbX\nzJPb9p/KpufYTN8Ex82m16iEtQfjwaY/uSXwjG82PRXOa0KmnzfY9JyhdOt+Cpse88A1r3vNrA82\nPSuhDip4P4VNj19lvVrdVxNsetYOHWfz1QScnlOC+90Q+oDTqx7lGOqOEk6vt6Ebw5hwegpT5606\nggKnx/weVlUaVRNOz9Ix2DJMxw2nZ/3U4wVjgdMz/o73+oLTs5arbRol9Z3PbR0nKp50PQmtRzt4\nmKIbJ7SeKtSDtPdPpdbj+ud5D19/UOtZmPf2ee24sfWch5/vbBtbDwWf21mXZ7uWxNmzCGG80/D+\nja1nTeH6YGUUkdx61pGArKfDA1yvspm3mZa/wfXAfKBIWScNbj1bx8ZvdxxaByg2seGGZCDDG2fP\nssfWtEVQcPaYLa/3VaTcpNljJYxMirr8pNljy//0QqHA7LnOXpdubnrA7JHawNe5mfVm2TOh8KrU\ntqDskWTBGyEKepDsubY/TumZCsl+suZBe3QFZH9yKtvPzas3x55r/vneGjqTY68aRed2C8d+sgBN\nS5aCq5/iyaufTl79hG/T4blP4urXkumGZkd8+KDV023JkLsCq8d6chiolKz6CTrivWHvgaqn/ZDK\noQqofsK36rC5UXDqJ2AHzbOSxNRTxXt4/EtK/TxYDeDnGpD6gUTN9UWoH52+dL6MINRDWnkcXnIk\noB7XcXlfofDpB1ni9ilJPD1USfMRK6nQ6aGOQgridNh4+gnZ4WWnGSpF7yYBKZSE+kgSWo8cJMrD\nmsNm1kOktpYa6icSWU/NKosbP5VYPzAMnQKVFmA9nl/fnjfJq4e+DEr8jbE3rh5Kt7FtEZJWD7cH\n7FRsKr1g9R27Z91E42TVQ162rqltJL1R9RShgqTMcKDnO01ZpZFL8jyyXfewL0mC5ykUnOZIJ3ce\nQtbn3BD8wM4jITeaNt4KdR75O8jiBFsPuHzjL+kXLdnyndAt/QZJlkcCFKXpzWGD5bGFsN5ATSmT\nK4+/1r9qO2ysfIfDsRn9CZVvXvvqjMGUbxjt38NNB1K+3yz3VBsBlO/QCKh+t+Dkkcdes6U42DT5\nhmH21R5igckj97smLXrhkyWPxH6fXrcFSr7hc3xtKpQkeciEL+ROHDZInlt3e3kTHHnsAuAL3HR5\nY+Qbt9oEjygU+QaRUrNhTkLkG8mmkhIXhnyjg6unHomQRwe7/vfYZHkT5BuL3Px7JUAe+6QA4W2u\nvPnxL92xDU4Pejy/12mvmYTHE1J72J5CAtLdRvcmTkHKv1C8TG3pFaI8aaiQljMc4HiQZdcl7aix\n8YCAtkOqnkKNR++zJiSmFgWq5rVsS3D0YMZjEAG6c9PhgYzHVt1phGshwwN63Q4NEObCv/C3baJO\nFCw8aHX+3pIJD3HDbJ7iGgkPygwIMTo0iPDkVnMz81OB8AC23+ayJw6eO2NH0xo2afDg8eHB77Bh\n8A9T1NpwKjB4OB08zW5syYLXgz/UhyUKHhjX9xgRNgn+oUeT7esSBC/XgiYsfXLgcSXzFqqiYOCx\nd3wfTv4kBf6B/k5us4UBzzaa5/uJgMcccDijkgB4AoH3NDEB8A8rSp62Oe/mv2OzGtX6Gwtv/PvD\nAdL5sMC/4zrOKd1Zob/TY3V4Ppz0d0wL2/DiLuDvEAC8LHz6VMY7tAXIhkyH11gO1LoKkOQvXcjv\n0Ntg402g+AC/U5P6aO+rcN8xdX+V7i7Ud8gIpl0LC/SdQEhXgBa2OyR33bqEwnZ/KI7XFL6g3amU\n6HKXLGR3zJ+P9RZvgLvB7reUr9fmvZvrfmODsncD0APrDqHamt/4uoPq/tw0O287bKg75CCYVXwx\n3W9mueb5G+nOtZXV+4XojgtZb6Owjkl0x8oQFjg7zG19qiQvDS+F8o61cb/kllUg75Tz3ec+WIj3\nGxN3e9wUkjskdyjw1sEBcoe+bPUt7w6b4w75DjAJw2GAFqCzbBSZivSfdPeHc2yz5hPujqt+mFH5\nVLY7T3lKRFfQ7nAZXxMhg8QD7Q7lJLSzOjrY7shGOD1b0O50kO3XN9mdXvBDiodCdkcmQpnTgnXH\nLSKn90V1v4mhFqWVIlCaKIu+/Pp5BNL9oeBNZkhJdCfs4FYxcgG63+idpqnzgXO/VYr+RXOHlml9\nXkLsJsydFp/NgO1kuTPHMDVTLij3p7GETEDOJLnjDs93X3SA3PlhrL7ldNgc9xslOihaRjgx7tCG\nNtZkfyrFHb/tfahWoNDab1bHXma+B6wdqipUXNwOm9V+0xFxnPtoo9qhV2ynfLMKqR2JiH41w8gD\n1H4zu6lUVOG083Hf0nsWTDvU0/chK5qCaZfNoIHgQWlHPz6arLgLpB0Y1ev2h5eMdujmUHQxHRai\nHUI46OB0M0Foh1Kd4kaHDWhH9zm7fJaSz47fAC+akPOBZ0cRAdTIm9puOjsTTirdKQx2yBLXbfs6\nAsFOG/lLo3EhsD+0GtYEoADY8asfNpEv/PWHc/Z3R01fxyhzUc/4qfB1QjKv3XSw16HHG0Y+FfQ6\nnvXj3buCXscbf8oJ+aGqk7qqh0Wx1xRHPbjrdKMTlq1Q11EncfXNgA/oOlp+tIwsyHWAf9cvZ6L7\nJq5jYrY+k2eT1Q1ch5oShc8bz27gOmtguqrwk7dOudvR/fACt478zEn626fS1pEpWZOxY4cNW6fV\nwmkvjmStY0Q/xjRXPlDrNDuzv1AhrT/KvunFSdA6JYBdC8YCWn8BJBvTAPPgrCN/9L6abhfM+ssV\npZ04krKODM+xjVQSsk7hb/eglIx1lmt17cwWxjpL2JqUrgWxjkcFDdvrsAnr0NZidNwgdQPWMe1b\nw/+YDpuvDsUbViYbx268Om9+ymIi6Oovi2n3sQFXf8HTuyVieuT5Avo5U03v5stD7jnVxgmXvi8S\ne+Ok2u97gtiRzIGB+OazG8SOZM4aMNTvJ4cdRhfrK3UjgWFvLP+SSrBQ2NnIcG+bEHZYG8Cd93HY\nEHaQWk+R6gqCHUvaNuxUkgR2JLIw6IkBHgB2iNVWxyZCf/LXue7sX/B11JOer6cFyV5vKBZ6tEYt\n6HUoypDy+EKvowgT32N32OT1TgLPYTB6ANZpAnOZCZ589YZl2qGcfsGrQ5m8lhxue9PVmVi57ACT\ncHUUBvfDPVSy1aHpQ9Wi2tho9UazZvlEFrI66oI7SDMMB1i9c8PZH16C1TtSpISLfypYvd9kwV2b\nn26uOiVs3R1aYtU7lUiigAdTvaHzu84IG6lOfuGtGuxCVEdd+ushInnq0N2t5YHmBYlTRwpldKW/\nCk2dOsj+jB02TB1NP8SxfSpMfVzoLbSHUVjqfWBFrw2qglIfVAYLc1VI6tCW3TYCLCB1ALTXOy7b\nEso3JxtBwupVEUzi1Qfr5E51/ElRx7IfW5/zfw//M2z13yDfPzCdA63+Rzr0r4P+QYr0Lwa7//3f\nbe8f56oT8yb2Lugcr7nq//Xf//G3n3//+Sfx6tcodyGw+ags7OSfR9iUdGLREq2Oee9vsjrGkF9g\ndZT5/oGrjjspWPX4z0pVj+CnQtUjmkT0PEOJPdliBPNqPyWa91TZ7XHjf++p/Wto6niVfsPUFfm/\nstSxev0rlPp//tv/AM4aWfgKZW5kc3RyZWFtCmVuZG9iagoxMSAwIG9iago5ODM1MgplbmRvYmoK\nMTYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4OCA+PgpzdHJlYW0KeJw1\njLsNwDAIRHumuBH4OID3iVKR/dsQWy64e9IT5znAyD4PR+jELWRD4aZ4STmhPlE0Wm86tkhzv7xk\nMxcV/TPcfYXt5oBkNEnkIdHlcuVZKXo+l9obfgplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8\nIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjU5ID4+CnN0cmVhbQp4nD1SSXLDMAy7+xV8\nAndJ70mnJ+f/1wL01JcQY4oACKZ3i8rZ+GkrWX7kxy47SyK3fAdtk/uKqgekboLMJcclV4hZyudK\nkFi0lJlYn6kOys81qFX4wk/MTEyHJBFLyEk9irB+Xgf3oH69pPNbZPyjY4PSW5JMBZ0a7pWjlNiw\nVJ8a5B403ZRWn5l2ZQcsjTdkpSZ1+vXT4wdLMKUvEtFBiMSf5HKHLAspB/F2rt5AeFe7INVTKw87\nRJqPkd5SBas5MwFLRtMOI2Bt1pggVQK8RWsItBbi8oVOKyI+OTd0ME1VnoXIsFLhWHvPaA0Xuoa8\n0nB6knH/+R+8K97X7x/a82ZkCmVuZHN0cmVhbQplbmRvYmoKMTggMCBvYmoKPDwgL0ZpbHRlciAv\nRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjAgPj4Kc3RyZWFtCnicPZBLEsMgDEP3nEJHwPh/nnS6Su6/\nrQ2dbLAYhPTAfWIioxYngq/EhwalwyTwbBWEezDZEXKE5ARNhrKDJHENDQalwqZjme/JpnXSSqy8\n0X7ZdzRmnXSKLUWHdiH/5/Ui3KPgGusZPA9gMcjaSqXsmTBaZaau8qjotR/T4T0PRKvF5fUGrvDa\nRzepKCpL6v5EdzTY/pG3+x7fH5llOCQKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvRmls\ndGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDc1ID4+CnN0cmVhbQp4nDWNsRHAMAgDe6ZgBMsBE/bJ\npcL7twn4aKQXHMjk5sGesnSwTecH9OekTfNCUZCqMNB0Zn1xaOQOVg4XXmhKr4roz0HvB5nqF5oK\nZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3Ro\nIDIyNyA+PgpzdHJlYW0KeJxFkEuOAyEQQ/ecwkeg/nCejrLq3H87LjrRbLAlKNczuQMTe/HITJRu\nvGS4O8wVn+EZMHP4SphsxEzoTlwjlK4U4VSfCI7L3rzpoIl7RM6jngVZ1c4NagFnkuaC7YIu54wV\nN87JrUblzfSj1xC+aXcf13mH9kjj3sNUvs451c67ighpC1nVtL6QbBTJDms/Kk3bzssQseBsGlbo\nHN4Iu1d3J0sYfr/yMCUTPw/d+lF8XTej6xRnJ1cma8956EnpX/XKow/FcSnoF7HtzCT3X6dTkqlT\ne2fvaf2nuMf7D5BuVjkKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0\nZURlY29kZSAvTGVuZ3RoIDMzOCA+PgpzdHJlYW0KeJw1UkuSW0EI279T6AKuav7NeZya1eT+2wjs\nrKCBFhKQFjjIxEsMUY1yxR95gvE6gb/r5Wn8Pt6F1IKnIv3AtWkb78eaNVGwNGIpzD72/Sghx1Pj\n3xDouUgTZmQyciAZiPu1Pn/Wm0w5/AakaXP6KEl6EC3Y3Rp2fFmQQdKTGpbs5Id1LbC6CE2YG2si\nGTm1MjXPx57hMp4YI0HVLCBJn7hPFYxIMx47Zy15kOF4qhcvfr2N1zKPqZdVBTK2CeZgO5kJpygi\nEL+gJLmJu2jqKI5mxprbhYaSIvfdPZyc9Lq/nEQFXgnhLNYSjhl6yjInOw1KoGrlBJhhvfaFcZo2\nSrhT0+1dsa/fZyZh3Oaws1IyDc5xcC+bzBEke90xYRMeh5j37hGMxLz5XWwRXLnMuSbTj/0o2kgf\nFNfnXE2ZrSjhH6rkiRXX+P/83s/PP5A3fbEKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAv\nRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDY0ID4+CnN0cmVhbQp4nDMzNFQwUNA1AhJmhiYK\n5kaWCimGXEA+iJXLBRPLAbPMTMyALGNTUySWAZA2MjWD0xAZoAFwBkR/GgApTxROCmVuZHN0cmVh\nbQplbmRvYmoKMjMgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMDQgPj4K\nc3RyZWFtCnicPZI7ksMwDEN7nYIXyIz4k+TzZCeV9/7tPjLJVoBJiQAoL3WZsqY8IGkmCf/R4eFi\nO+V32J7NzMC1RC8TyynPoSvE3EX5spmNurI6xarDMJ1b9Kici4ZNk5rnKksZtwuew7WJ55Z9xA83\nNKgHdY1Lwg3d1WhZCs1wdf87vUfZdzU8F5tU6tQXjxdRFeb5IU+ih+lK4nw8KCFcezBGFhLkU9FA\njrNcrfJeQvYOtxqywkFqSeezJzzYdXpPLm4XzRAPZLlU+E5R7O3QM77sSgk9ErbhWO59O5qx6Rqb\nOOx+70bWyoyuaCF+yFcn6yVg3FMmRRJkTrZYbovVnu6hKKZzhnMZIOrZioZS5mJXq38MO28sL9ks\nyJTMCzJGp02eOHjIfo2a9HmV53j9AWzzczsKZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAv\nRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIzMCA+PgpzdHJlYW0KeJw1UUluwzAMvOsV84EA\n4i6/x0FP7f+vHdIJYGBoS5zNERsbEXiJwc9B5MZb1oya+JvJXfG7PBUeCbeCJ1EEXoZ72QkubxiX\n/TjMfPBeWjmTGk8yIBfZ9PBEyGCXQOjA7BrUYZtpJ/qGhM+OSDUbWU5fS9BLqxAoT9l+pwtKtK3q\nz+2zLrTta0842e2pJ5VPIJ5bsgKXjVdMFmMZ9ETlLsX0QaqzhZ6E8qJ8DrL5qCESXaKcgScGB6NA\nO7Dntp+JV4WgdXWfto2hGikdT/82NDVJIuQTJZzZ0rhb+P6ee/38A6ZUU58KZW5kc3RyZWFtCmVu\nZG9iagoyNSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0NSA+PgpzdHJl\nYW0KeJxFULuNQzEM6z0FFwhg/Sx7nndIldu/PUpGcIUhWj+SWhKYiMBLDLGUb+JHRkE9C78XheIz\nxM8XhUHOhKRAnPUZEJl4htpGbuh2cM68wzOMOQIXxVpwptOZ9lzY5JwHJxDObZTxjEK6SVQVcVSf\ncUzxqrLPjdeBpbVss9OR7CGNhEtJJSaXflMq/7QpWyro2kUTsEjkgZNNNOEsP0OSYsyglFH3MLWO\n9HGykUd10MnZnDktmdnup+1MfA9YJplR5Smd5zI+J6nzXE597rMd0eSipVX7nP3ekZbyIrXbodXp\nVyVRmY3Vp5C4PP+Mn/H+A46gWT4KZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvRmlsdGVy\nIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDM5MiA+PgpzdHJlYW0KeJw9UktuBTEI288puECl8E1ynqne\n7t1/W5vMVKoKLwO2MZSXDKklP+qSiDNMfvVyXeJR8r1samfmIe4uNqb4WHJfuobYctGaYrFPHMkv\nyLRUWKFW3aND8YUoEw8ALeCBBeG+HP/xF6jB17CFcsN7ZAJgStRuQMZD0RlIWUERYfuRFeikUK9s\n4e8oIFfUrIWhdGKIDZYAKb6rDYmYqNmgh4SVkqod0vGMpPBbwV2JYVBbW9sEeGbQENnekY0RM+3R\nGXFZEWs/PemjUTK1URkPTWd88d0yUvPRFeik0sjdykNnz0InYCTmSZjncCPhnttBCzH0ca+WT2z3\nmClWkfAFO8oBA7393pKNz3vgLIxc2+xMJ/DRaaccE62+HmL9gz9sS5tcxyuHRRSovCgIftdBE3F8\nWMX3ZKNEd7QB1iMT1WglEAwSws7tMPJ4xnnZ3hW05vREaKNEHtSOET0ossXlnBWwp/yszbEcng8m\ne2+0j5TMzKiEFdR2eqi2z2Md1Hee+/r8AS4AoRkKZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8\nPCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDcxID4+CnN0cmVhbQp4nLMwtlAwUDA0MFMw\nNDdSMDc2UjAxNVFIMeQCCYGYuVwwwRwwyxioLAcsi2BBZEEsI1NTqA4QC6LDEK4OwYLIpgEA6+cY\nMgplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5n\ndGggMTMzID4+CnN0cmVhbQp4nE2PQRLDMAgD736FnoCxAfOedHpK/n8tkDbuBe2MgJGGMAg8Ygzr\nMCW8evvhVaRLcDaO+SUZRTwIagvcF1QFR2OKnfjY3aHspeLpFE2L6xFz07SkdDdRKm29ncj4wH2f\n3h9VtiSdgh5b6oQu0STyRQJz2FQwz+rGS0uPp+3Z3h9mPjPXCmVuZHN0cmVhbQplbmRvYmoKMjkg\nMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDcgPj4Kc3RyZWFtCnicTVG7\nbUQxDOvfFFzgAOtreZ4LUl32b0PJCJDCIKEvKaclFvbGSwzhB1sPvuSRVUN/Hj8x7DMsPcnk1D/m\nuclUFL4VqpuYUBdi4f1oBLwWdC8iK8oH349lDHPO9+CjEJdgJjRgrG9JJhfVvDNkwomhjsNBm1QY\nd00ULK4VzTPI7VY3sjqzIGx4JRPixgBEBNkXkM1go4yxlZDFch6oCpIFWmDX6RtRi4IrlNYJdKLW\nxLrM4Kvn9nY3Qy/y4Ki6eH0M60uwwuileyx8rkIfzPRMO3dJI73wphMRZg8FUpmdkZU6PWJ9t0D/\nn2Ur+PvJz/P9CxUoXCoKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvRmlsdGVyIC9GbGF0\nZURlY29kZSAvTGVuZ3RoIDkwID4+CnN0cmVhbQp4nE2NQRLAIAgD77wiT1BE0P90etL/X6vUDr3A\nTgKJFkWC9DVqSzDuuDIVa1ApmJSXwFUwXAva7qLK/jJJTJ2G03u3A4Oy8XGD0kn79nF6AKv9egbd\nD9IcIlgKZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAv\nTGVuZ3RoIDMzOCA+PgpzdHJlYW0KeJxFUktyxTAI2+cUXCAz5mfj87xOV+n9t5VwOt089AwICTI9\nZUim3DaWZITkHPKlV2SI1ZCfRo5ExBDfKaHArvK5vJbEXMhuiUrxoR0/l6U3Ms2u0Kq3R6c2i0Y1\nKyPnIEOEelbozO5R22TD63Yh6TpTFodwLP9DBbKUdcoplARtQd/YI+hvFjwR3Aaz5nKzuUxu9b/u\nWwue1zpbsW0HQAmWc95gBgDEwwnaAMTc2t4WKSgfVbqKScKt8lwnO1C20Kp0vDeAGQcYOWDDkq0O\n12hvAMM+D/SiRsX2FaCoLCD+ztlmwd4xyUiwJ+YGTj1xOsWRcEk4xgJAiq3iFLrxHdjiLxeuiJrw\nCXU6ZU28wp7a4sdCkwjvUnEC8CIbbl0dRbVsT+cJtD8qkjNipB7E0QmR1JLOERSXBvXQGvu4iRmv\njcTmnr7dP8I5n+v7Fxa4g+AKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvRmlsdGVyIC9G\nbGF0ZURlY29kZSAvTGVuZ3RoIDY4ID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXEC+\nqYm5Qi4XSAzEygGzDIC0JZyCiFtCNEGUglgQpWYmZhBJOAMilwYAybQV5QplbmRzdHJlYW0KZW5k\nb2JqCjMzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNDUgPj4Kc3RyZWFt\nCnicMzK3UDBQsDQBEoYWJgrmZgYKKYZclhBWLhdMLAfMAtGWcAoingYAn30MtQplbmRzdHJlYW0K\nZW5kb2JqCjM0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjU1ID4+CnN0\ncmVhbQp4nEWRS5IDIAhE956CI4D85DyZmlVy/+00mEw2dpeo/YRKI6YSLOcUeTD9yPLNZLbptRyr\nnY0CiiIUzOQq9FiB1Z0p4sy1RLX1sTJy3Okdg+IN566cVLK4UcY6qjoVOKbnyvqq7vy4LMq+I4cy\nBWzWOQ42cOW2YYwTo81Wd4f7RJCnk6mj4naQbPiDk8a+ytUVuE42++olGAeCfqEJTPJNoHWGQOPm\nKXpyCfbxcbvzQLC3vAmkbAjkyBCMDkG7Tq5/cev83v86w53n2gxXjnfxO0xru+MvMcmKuYBF7hTU\n8z0XresMHe/JmWNy031D51ywy91Bps/8H+v3D1CKZogKZW5kc3RyZWFtCmVuZG9iagozNSAwIG9i\nago8PCAvQkJveCBbIC0xMDIxIC00NjMgMTc5NCAxMjMzIF0gL0ZpbHRlciAvRmxhdGVEZWNvZGUg\nL0xlbmd0aCAzNwovU3VidHlwZSAvRm9ybSAvVHlwZSAvWE9iamVjdCA+PgpzdHJlYW0KeJzjMjQw\nUzA2NVXI5TI3NgKzcsAsI3MjIAski2BBZNMAAV8KCgplbmRzdHJlYW0KZW5kb2JqCjM2IDAgb2Jq\nCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTYxID4+CnN0cmVhbQp4nEWQSxLDIAxD\n95xCR/BHBnyedLpK77+tIU2zgKexQAZ3JwSptQUT0QUvbUu6Cz5bCc7GeOg2bjUS5AR1gFak42iU\nUn25xWmVdPFoNnMrC60THWYOepSjGaAQOhXe7aLkcqbuzvlHcPVf9Uex7pzNxMBk5Q6EZvUp7nyb\nHVFd3WR/0mNu1mt/FfaqsLSspeWE285dM6AE7qkc7f0FqXM6hAplbmRzdHJlYW0KZW5kb2JqCjM3\nIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjE0ID4+CnN0cmVhbQp4nD1Q\nuxFDMQjrPQUL5M587TfPy6XL/m0knKRCNkISlJpMyZSHOsqSrClPHT5LYoe8h+VuZDYlKkUvk7Al\n99AK8X2J5hT33dWWs0M0l2g5fgszKqobHdNLNppwKhO6oNzDM/oNbXQDVocesVsg0KRg17YgcscP\nGAzBmROLIgxKTQb/rXL3UtzvPRxvooiUdPCu+eX0y88tvE49jkS6vfmKa3GmOgpEcEZq8op0YcWy\nyEOk1QQ1PQNrtQCu3nr5N2hHdBmA7BOJ4zSlHEP/1rjH6wOHilL0CmVuZHN0cmVhbQplbmRvYmoK\nMzggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA4MCA+PgpzdHJlYW0KeJxF\njLsNwDAIRHumYAR+JmafKJWzfxsgStxwT7p7uDoSMlPeYYaHBJ4MLIZT8QaZo2A1uEZSjZ3so7Bu\nX3WB5npTq/X3BypPdnZxPc3LGfQKZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvRmlsdGVy\nIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDIzNiA+PgpzdHJlYW0KeJxNUEtuRCEM23OKXOBJJCEBzkPV\nVef+27HDVO0qhhh/SA/pslUe61NidYns8qVNl8oyeRWo5U/b/1EMAm7/0MhBtLeMnWLmEtbFwiQ8\n5TQjGyfXLB+PO08bZoXGxI3jnS4ZYJ8WATVblc2BOW06N0C6kBq3qrPeZFAMIupCzQeTLpyn0ZeI\nOZ6oYEp3JrWQG1w+1aEDcVq9Crlji5NvxBxZocBh0Exx1l8B1qjJslnIIEmGIc59o3uUCo2oynkr\nFcIPk6ER9YbVoAaVuYWiqeWS/B3aAjAFtox16QxKgaoAwd8qp32/ASSNXVMKZW5kc3RyZWFtCmVu\nZG9iago0MCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE0NyA+PgpzdHJl\nYW0KeJw9T7kNAzEM6z0FFzjAeixb81yQ6rJ/G8pGUggiQPGRZUfHClxiApOOORIvaT/4aRqBWAY1\nR/SEimFY4G6SAg+DLEpXni1eDJHaQl1I+NYQ3q1MZKI8rxE7cCcXowc+VBtZHnpAO0QVWa5Jw1jV\nVl1qnbACHLLOwnU9zKoE5dEnaykfUFRCvXT/n3va+wsAby/rCmVuZHN0cmVhbQplbmRvYmoKNDEg\nMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNDkgPj4Kc3RyZWFtCnicNY9L\nDgMhDEP3OYUvMFJ+hHAeqq6m9982YVoJCQvbL8EWg5GMS0xg7Jhj4SVUT60+JCOPukk5EKlQNwRP\naEwMM2zSJfDKdN8ynlu8nFbqgk5I5OmsNhqijGZew9FTzgqb/svcJGplRpkDMutUtxOysmAF5gW1\nPPcz7qhc6ISHncqw6E4xotxmRhp+/9v0/gJ7MjBjCmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoK\nPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA0OSA+PgpzdHJlYW0KeJwzNrRQMFAwNDAH\nkkaGQJaRiUKKIRdIAMTM5YIJ5oBZBkAaojgHriaHKw0AxugNJgplbmRzdHJlYW0KZW5kb2JqCjQz\nIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNzkgPj4Kc3RyZWFtCnicRY2x\nDcAwCAR7pmAEDDEwUJSK7N8abMk0/yed9O/iSDhIM00YlQ3fAY/Sxn+TzIkBpZvYOKlsE2WL+e1j\narzpLJRtqqe4nwHfAmbxHOcKZW5kc3RyZWFtCmVuZG9iago0NCAwIG9iago8PCAvRmlsdGVyIC9G\nbGF0ZURlY29kZSAvTGVuZ3RoIDE1NyA+PgpzdHJlYW0KeJxFkLkRQzEIRHNVQQkSsAjqscfRd/+p\nF/lKtG8ALYevJVOqHyciptzXaPQweQ6fTSVWLNgmtpMachsWQUoxmHhOMaujt6GZh9TruKiquHVm\nldNpy8rFf/NoVzOTPcI16ifwTej4nzy0qehboK8LlH1AtTidSVAxfa9igaOcdn8inBjgPhlHmSkj\ncWJuCuz3GQBmvle4xuMF3QE3eQplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9GaWx0ZXIg\nL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzMyID4+CnN0cmVhbQp4nC1SOY4kMQzL/Qp+YADr8vGeHkzU\n+/90SVUFBapsyzzkcsNEJX4skNtRa+LXRmagwvCvq8yF70jbyDqIa8hFXMmWwmdELOQxxDzEgu/b\n+Bke+azMybMHxi/Z9xlW7KkJy0LGizO0wyqOwyrIsWDrIqp7eFOkw6kk2OOL/z7FcxeCFr4jaMAv\n+eerI3i+pEXaPWbbtFsPlmlHlRSWg+1pzsvkS+ssV8fj+SDZ3hU7QmpXgKIwd8Z5Lo4ybWVEa2Fn\ng6TGxfbm2I+lBF3oxmWkOAL5mSrCA0qazGyiIP7I6SGnMhCmrulKJ7dRFXfqyVyzubydSTJb90WK\nzRTO68KZ9XeYMqvNO3mWE6VORfgZe7YEDZ3j6tlrmYVGtznBKyV8NnZ6cvK9mlkPyalISBXTugpO\no8gUS9iW+JqKmtLUy/Dfl/cZf/8BM+J8AQplbmRzdHJlYW0KZW5kb2JqCjQ2IDAgb2JqCjw8IC9G\naWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzE3ID4+CnN0cmVhbQp4nDVSS3JDMQjbv1Nwgc6Y\nv32edLJq7r+thCcrsC1AQi4vWdJLftQl26XD5Fcf9yWxQj6P7ZrMUsX3FrMUzy2vR88Rty0KBFET\nPfgyJxUi1M/U6Dp4YZc+A68QTikWeAeTAAav4V94lE6DwDsbMt4Rk5EaECTBmkuLTUiUPUn8K+X1\npJU0dH4mK3P5e3KpFGqjyQgVIFi52AekKykeJBM9iUiycr03VojekFeSx2clJhkQ3SaxTbTA49yV\ntISZmEIF5liA1XSzuvocTFjjsITxKmEW1YNNnjWphGa0jmNkw3j3wkyJhYbDElCbfZUJqpeP09wJ\nI6ZHTXbtwrJbNu8hRKP5MyyUwccoJAGHTmMkCtKwgBGBOb2wir3mCzkWwIhlnZosDG1oJbt6joXA\n0JyzpWHG157X8/4HRVt7owplbmRzdHJlYW0KZW5kb2JqCjQ3IDAgb2JqCjw8IC9GaWx0ZXIgL0Zs\nYXRlRGVjb2RlIC9MZW5ndGggMTcgPj4Kc3RyZWFtCnicMza0UDCAwxRDLgAalALsCmVuZHN0cmVh\nbQplbmRvYmoKNDggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxMzEgPj4K\nc3RyZWFtCnicRY/LDQQhDEPvVOES8hk+qYfVntj+r+swmkFC+EEiO/EwCKzz8jbQxfDRosM3/jbV\nq2OVLB+6elJWD+mQh7zyFVBpMFHEhVlMHUNhzpjKyJYytxvhtk2DrGyVVK2DdjwGD7anZasIfqlt\nYeos8QzCVV64xw0/kEutd71Vvn9CUzCXCmVuZHN0cmVhbQplbmRvYmoKNDkgMCBvYmoKPDwgL0Zp\nbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyNDggPj4Kc3RyZWFtCnicLVE5kgNBCMvnFXpCc9Pv\nscuR9//pCsoBg4ZDIDotcVDGTxCWK97yyFW04e+ZGMF3waHfynUbFjkQFUjSGFRNqF28Hr0Hdhxm\nAvOkNSyDGesDP2MKN3pxeEzG2e11GTUEe9drT2ZQMisXccnEBVN12MiZw0+mjAvtXM8NyLkR1mUY\npJuVxoyEI00hUkih6iapM0GQBKOrUaONHMV+6csjnWFVI2oM+1xL29dzE84aNDsWqzw5pUdXnMvJ\nxQsrB/28zcBFVBqrPBAScL/bQ/2c7OQ33tK5s8X0+F5zsrwwFVjx5rUbkE21+Dcv4vg94+v5/AOo\npVsWCmVuZHN0cmVhbQplbmRvYmoKNTAgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xl\nbmd0aCAyMTAgPj4Kc3RyZWFtCnicNVDLDUMxCLtnChaoFAKBZJ5WvXX/a23QO2ER/0JYyJQIeanJ\nzinpSz46TA+2Lr+xIgutdSXsypognivvoZmysdHY4mBwGiZegBY3YOhpjRo1dOGCpi6VQoHFJfCZ\nfHV76L5PGXhqGXJ2BBFDyWAJaroWTVi0PJ+QTgHi/37D7i3koZLzyp4b+Ruc7fA7s27hJ2p2ItFy\nFTLUszTHGAgTRR48eUWmcOKz1nfVNBLUZgtOlgGuTj+MDgBgIl5ZgOyuRDlL0o6ln2+8x/cPQABT\ntAplbmRzdHJlYW0KZW5kb2JqCjE0IDAgb2JqCjw8IC9CYXNlRm9udCAvRGVqYVZ1U2FucyAvQ2hh\nclByb2NzIDE1IDAgUgovRW5jb2RpbmcgPDwKL0RpZmZlcmVuY2VzIFsgMzIgL3NwYWNlIDQwIC9w\nYXJlbmxlZnQgL3BhcmVucmlnaHQgNDMgL3BsdXMgNDYgL3BlcmlvZCA0OCAvemVybyAvb25lCi90\nd28gNTIgL2ZvdXIgL2ZpdmUgL3NpeCA1NiAvZWlnaHQgNjEgL2VxdWFsIDY1IC9BIC9CIDY4IC9E\nIDc4IC9OIDgyIC9SIC9TCi9UIDk3IC9hIDk5IC9jIDEwMSAvZSAvZiAvZyAxMDUgL2kgMTA4IC9s\nIC9tIC9uIC9vIC9wIDExNCAvciAvcyAvdCBdCi9UeXBlIC9FbmNvZGluZyA+PgovRmlyc3RDaGFy\nIDAgL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udERlc2NyaXB0b3IgMTMg\nMCBSCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9MYXN0Q2hhciAyNTUgL05h\nbWUgL0RlamFWdVNhbnMKL1N1YnR5cGUgL1R5cGUzIC9UeXBlIC9Gb250IC9XaWR0aHMgMTIgMCBS\nID4+CmVuZG9iagoxMyAwIG9iago8PCAvQXNjZW50IDkyOSAvQ2FwSGVpZ2h0IDAgL0Rlc2NlbnQg\nLTIzNiAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTEwMjEgLTQ2MyAxNzk0IDEyMzMgXSAvRm9udE5h\nbWUgL0RlamFWdVNhbnMgL0l0YWxpY0FuZ2xlIDAKL01heFdpZHRoIDEzNDIgL1N0ZW1WIDAgL1R5\ncGUgL0ZvbnREZXNjcmlwdG9yIC9YSGVpZ2h0IDAgPj4KZW5kb2JqCjEyIDAgb2JqClsgNjAwIDYw\nMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAw\nIDYwMCA2MDAKNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAg\nNjAwIDYwMCAzMTggNDAxIDQ2MCA4MzggNjM2Cjk1MCA3ODAgMjc1IDM5MCAzOTAgNTAwIDgzOCAz\nMTggMzYxIDMxOCAzMzcgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNgo2MzYgNjM2IDMz\nNyAzMzcgODM4IDgzOCA4MzggNTMxIDEwMDAgNjg0IDY4NiA2OTggNzcwIDYzMiA1NzUgNzc1IDc1\nMiAyOTUKMjk1IDY1NiA1NTcgODYzIDc0OCA3ODcgNjAzIDc4NyA2OTUgNjM1IDYxMSA3MzIgNjg0\nIDk4OSA2ODUgNjExIDY4NSAzOTAgMzM3CjM5MCA4MzggNTAwIDUwMCA2MTMgNjM1IDU1MCA2MzUg\nNjE1IDM1MiA2MzUgNjM0IDI3OCAyNzggNTc5IDI3OCA5NzQgNjM0IDYxMgo2MzUgNjM1IDQxMSA1\nMjEgMzkyIDYzNCA1OTIgODE4IDU5MiA1OTIgNTI1IDYzNiAzMzcgNjM2IDgzOCA2MDAgNjM2IDYw\nMCAzMTgKMzUyIDUxOCAxMDAwIDUwMCA1MDAgNTAwIDEzNDIgNjM1IDQwMCAxMDcwIDYwMCA2ODUg\nNjAwIDYwMCAzMTggMzE4IDUxOCA1MTgKNTkwIDUwMCAxMDAwIDUwMCAxMDAwIDUyMSA0MDAgMTAy\nMyA2MDAgNTI1IDYxMSAzMTggNDAxIDYzNiA2MzYgNjM2IDYzNiAzMzcKNTAwIDUwMCAxMDAwIDQ3\nMSA2MTIgODM4IDM2MSAxMDAwIDUwMCA1MDAgODM4IDQwMSA0MDEgNTAwIDYzNiA2MzYgMzE4IDUw\nMAo0MDEgNDcxIDYxMiA5NjkgOTY5IDk2OSA1MzEgNjg0IDY4NCA2ODQgNjg0IDY4NCA2ODQgOTc0\nIDY5OCA2MzIgNjMyIDYzMiA2MzIKMjk1IDI5NSAyOTUgMjk1IDc3NSA3NDggNzg3IDc4NyA3ODcg\nNzg3IDc4NyA4MzggNzg3IDczMiA3MzIgNzMyIDczMiA2MTEgNjA1CjYzMCA2MTMgNjEzIDYxMyA2\nMTMgNjEzIDYxMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYz\nNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTky\nIF0KZW5kb2JqCjE1IDAgb2JqCjw8IC9BIDE2IDAgUiAvQiAxNyAwIFIgL0QgMTggMCBSIC9OIDE5\nIDAgUiAvUiAyMCAwIFIgL1MgMjEgMCBSIC9UIDIyIDAgUgovYSAyMyAwIFIgL2MgMjQgMCBSIC9l\nIDI1IDAgUiAvZWlnaHQgMjYgMCBSIC9lcXVhbCAyNyAwIFIgL2YgMjggMCBSCi9maXZlIDI5IDAg\nUiAvZm91ciAzMCAwIFIgL2cgMzEgMCBSIC9pIDMyIDAgUiAvbCAzMyAwIFIgL20gMzQgMCBSIC9u\nIDM2IDAgUgovbyAzNyAwIFIgL29uZSAzOCAwIFIgL3AgMzkgMCBSIC9wYXJlbmxlZnQgNDAgMCBS\nIC9wYXJlbnJpZ2h0IDQxIDAgUgovcGVyaW9kIDQyIDAgUiAvcGx1cyA0MyAwIFIgL3IgNDQgMCBS\nIC9zIDQ1IDAgUiAvc2l4IDQ2IDAgUiAvc3BhY2UgNDcgMCBSCi90IDQ4IDAgUiAvdHdvIDQ5IDAg\nUiAvemVybyA1MCAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDE0IDAgUiA+PgplbmRvYmoK\nNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwg\nL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTMgPDwgL0NBIDAuOCAvVHlwZSAvRXh0\nR1N0YXRlIC9jYSAwLjggPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoK\nPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0RlamFWdVNhbnMtbWludXMgMzUgMCBSID4+CmVuZG9i\nagoyIDAgb2JqCjw8IC9Db3VudCAxIC9LaWRzIFsgMTAgMCBSIF0gL1R5cGUgL1BhZ2VzID4+CmVu\nZG9iago1MSAwIG9iago8PCAvQ3JlYXRpb25EYXRlIChEOjIwMTkwMjAzMjM1NTMwKzAyJzAwJykK\nL0NyZWF0b3IgKG1hdHBsb3RsaWIgMy4wLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1\nY2VyIChtYXRwbG90bGliIHBkZiBiYWNrZW5kIDMuMC4xKSA+PgplbmRvYmoKeHJlZgowIDUyCjAw\nMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMTEwMDY5IDAwMDAwIG4g\nCjAwMDAxMDk4MDcgMDAwMDAgbiAKMDAwMDEwOTgzOSAwMDAwMCBuIAowMDAwMTA5OTgxIDAwMDAw\nIG4gCjAwMDAxMTAwMDIgMDAwMDAgbiAKMDAwMDExMDAyMyAwMDAwMCBuIAowMDAwMDAwMDY1IDAw\nMDAwIG4gCjAwMDAwMDAzODkgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDk4ODE2\nIDAwMDAwIG4gCjAwMDAxMDgzNDAgMDAwMDAgbiAKMDAwMDEwODE0MCAwMDAwMCBuIAowMDAwMTA3\nNjM1IDAwMDAwIG4gCjAwMDAxMDkzOTMgMDAwMDAgbiAKMDAwMDA5ODgzOCAwMDAwMCBuIAowMDAw\nMDk4OTk4IDAwMDAwIG4gCjAwMDAwOTkzMzAgMDAwMDAgbiAKMDAwMDA5OTU2MyAwMDAwMCBuIAow\nMDAwMDk5NzEwIDAwMDAwIG4gCjAwMDAxMDAwMTAgMDAwMDAgbiAKMDAwMDEwMDQyMSAwMDAwMCBu\nIAowMDAwMTAwNTU3IDAwMDAwIG4gCjAwMDAxMDA5MzQgMDAwMDAgbiAKMDAwMDEwMTIzNyAwMDAw\nMCBuIAowMDAwMTAxNTU1IDAwMDAwIG4gCjAwMDAxMDIwMjAgMDAwMDAgbiAKMDAwMDEwMjE2MyAw\nMDAwMCBuIAowMDAwMTAyMzY5IDAwMDAwIG4gCjAwMDAxMDI2ODkgMDAwMDAgbiAKMDAwMDEwMjg1\nMSAwMDAwMCBuIAowMDAwMTAzMjYyIDAwMDAwIG4gCjAwMDAxMDM0MDIgMDAwMDAgbiAKMDAwMDEw\nMzUxOSAwMDAwMCBuIAowMDAwMTAzODQ3IDAwMDAwIG4gCjAwMDAxMDQwMTcgMDAwMDAgbiAKMDAw\nMDEwNDI1MSAwMDAwMCBuIAowMDAwMTA0NTM4IDAwMDAwIG4gCjAwMDAxMDQ2OTAgMDAwMDAgbiAK\nMDAwMDEwNDk5OSAwMDAwMCBuIAowMDAwMTA1MjE5IDAwMDAwIG4gCjAwMDAxMDU0NDEgMDAwMDAg\nbiAKMDAwMDEwNTU2MiAwMDAwMCBuIAowMDAwMTA1NzEzIDAwMDAwIG4gCjAwMDAxMDU5NDMgMDAw\nMDAgbiAKMDAwMDEwNjM0OCAwMDAwMCBuIAowMDAwMTA2NzM4IDAwMDAwIG4gCjAwMDAxMDY4Mjcg\nMDAwMDAgbiAKMDAwMDEwNzAzMSAwMDAwMCBuIAowMDAwMTA3MzUyIDAwMDAwIG4gCjAwMDAxMTAx\nMjkgMDAwMDAgbiAKdHJhaWxlcgo8PCAvSW5mbyA1MSAwIFIgL1Jvb3QgMSAwIFIgL1NpemUgNTIg\nPj4Kc3RhcnR4cmVmCjExMDI4MwolJUVPRgo=\n", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAAKACAYAAABjZiq6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niqIoShJSAVxRFEVRktD/AaymQE9dgRqsAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3) Apply DSS on STAR-ed data\n-----------------------------------------------------------------------------\nHere the bias function is the original signal minus the sinusoidal trend.\n\n" ] - }, - "metadata": {}, - "output_type": "display_data" + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "c0, _ = tscov(y)\nc1, _ = tscov(y - _sine_fit(y))\n[todss, _, pwr0, pwr1] = dss.dss0(c0, c1)\nz2 = normcol(np.dot(y, todss))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plots\n-----------------------------------------------------------------------------\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": { + "image/png": { + "width": 496, + "height": 640 + }, + "needs_background": "light" + } + } + ], + "source": [ + "f, (ax0, ax1, ax2, ax3) = plt.subplots(4, 1, figsize=(7, 9))\nax0.plot(target, lw=.5)\nax0.set_title('Target')\n\nax1.plot(x, lw=.5)\nax1.set_title('Signal + Artifacts (SNR = {})'.format(SNR))\n\nax2.plot(z1[:, 0], lw=.5, label='Best DSS component')\nax2.set_title('DSS')\nax2.legend(loc='lower right')\n\nax3.plot(z2[:, 0], lw=.5, label='Best DSS component')\nax3.set_title('STAR + DSS')\nax3.legend(loc='lower right')\n\nf.set_tight_layout(True)\nplt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7-final" } - ], - "source": [ - "f, (ax0, ax1, ax2, ax3) = plt.subplots(4, 1, figsize=(7, 9))\n", - "ax0.plot(target, lw=.5)\n", - "ax0.set_title('Target')\n", - "\n", - "ax1.plot(x, lw=.5)\n", - "ax1.set_title('Signal + Artifacts (SNR = {})'.format(SNR))\n", - "\n", - "ax2.plot(z1[:, 0], lw=.5, label='Best DSS component')\n", - "ax2.set_title('DSS')\n", - "ax2.legend(loc='lower right')\n", - "\n", - "ax3.plot(z2[:, 0], lw=.5, label='Best DSS component')\n", - "ax3.set_title('STAR + DSS')\n", - "ax3.legend(loc='lower right')\n", - "\n", - "f.set_tight_layout(True)\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/meegkit/__init__.py b/meegkit/__init__.py index a0d41135..d04fe6ae 100644 --- a/meegkit/__init__.py +++ b/meegkit/__init__.py @@ -1,4 +1,4 @@ """M/EEG denoising utilities in python.""" from . import asr, cca, detrend, dss, sns, star, tspca, utils -__all__ = ['asr', 'cca', 'detrend', 'dss', 'sns', 'star'] +__all__ = ['asr', 'cca', 'detrend', 'dss', 'ress', 'sns', 'star'] diff --git a/meegkit/dss.py b/meegkit/dss.py index cc32280a..1a1bd0f5 100644 --- a/meegkit/dss.py +++ b/meegkit/dss.py @@ -7,14 +7,14 @@ theshapeof, tscov, wpwr) -def dss1(data, weights=None, keep1=None, keep2=1e-12): +def dss1(X, weights=None, keep1=None, keep2=1e-12): """DSS to maximise repeatability across trials. Evoked-biased DSS denoising. Parameters ---------- - data: array, shape=(n_samples, n_chans, n_trials) + X: array, shape=(n_samples, n_chans, n_trials) Data to denoise. weights: array Weights. @@ -26,7 +26,7 @@ def dss1(data, weights=None, keep1=None, keep2=1e-12): Returns ------- todss: array, shape=(n_dss_components, n_chans) - Denoising matrix to convert data to normalized DSS components. + Denoising matrix to convert X to normalized DSS components. from: array, shape=(n_dss_components, n_chans) Matrix to convert DSS components back to sensor space. pwr0: array @@ -35,17 +35,17 @@ def dss1(data, weights=None, keep1=None, keep2=1e-12): Power per component (averaged). """ - n_samples, n_chans, n_trials = theshapeof(data) + n_samples, n_chans, n_trials = theshapeof(X) # if demean: # remove weighted mean - # data = demean(data, weights) + # X = demean(X, weights) # weighted mean over trials (--> bias function for DSS) - xx, ww = mean_over_trials(data, weights) + xx, ww = mean_over_trials(X, weights) ww /= n_trials - # covariance of raw and biased data - c0, nc0 = tscov(data, None, weights) + # covariance of raw and biased X + c0, nc0 = tscov(X, None, weights) c1, nc1 = tscov(xx, None, ww) c0 /= nc0 c1 /= nc1 @@ -75,7 +75,7 @@ def dss0(c0, c1, keep1=None, keep2=1e-9): Returns ------- todss: array, shape=(n_dss_components, n_chans) - Matrix to convert data to normalized DSS components. + Matrix to convert X to normalized DSS components. fromdss : array, shape=() Matrix to transform back to original space. pwr0: array @@ -130,14 +130,14 @@ def dss0(c0, c1, keep1=None, keep2=1e-9): return todss, fromdss, pwr0, pwr1 -def dss_line(x, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): +def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): """Apply DSS to remove power line artifacts. Implements the ZapLine algorithm described in [1]_. Parameters ---------- - x : data, shape=(n_samples, n_chans, n_trials) + X : data, shape=(n_samples, n_chans, n_trials) Input data. fline : float Line frequency (normalized to sfreq, if ``sfreq`` == 1). @@ -159,18 +159,18 @@ def dss_line(x, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): Examples -------- - Apply to x, assuming line frequency=50Hz and sampling rate=1000Hz, plot + Apply to X, assuming line frequency=50Hz and sampling rate=1000Hz, plot results: - >>> dss_line(x, 50/1000) + >>> dss_line(X, 50/1000) Removing 4 line-dominated components: - >>> dss_line(x, 50/1000, 4) + >>> dss_line(X, 50/1000, 4) Truncating PCs beyond the 30th to avoid overfitting: - >>> dss_line(x, 50/1000, 4, nkeep=30); + >>> dss_line(X, 50/1000, 4, nkeep=30); Return cleaned data in y, noise in yy, do not plot: - >>> [y, artifact] = dss_line(x, 60/1000) + >>> [y, artifact] = dss_line(X, 60/1000) References ---------- @@ -178,17 +178,17 @@ def dss_line(x, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): remove power line artifacts [Preprint]. https://doi.org/10.1101/782029 """ - if x.shape[0] < nfft: - print('reducing nfft to {}'.format(x.shape[0])) - nfft = x.shape[0] - n_samples, n_chans, n_trials = theshapeof(x) - x = demean(x) + if X.shape[0] < nfft: + print('reducing nfft to {}'.format(X.shape[0])) + nfft = X.shape[0] + n_samples, n_chans, n_trials = theshapeof(X) + X = demean(X) # cancels line_frequency and harmonics, light lowpass - xx = smooth(x, sfreq / fline) + xx = smooth(X, sfreq / fline) - # residual (x=xx+xxx), contains line and some high frequency power - xxx = x - xx + # residual (X=xx+xxx), contains line and some high frequency power + xxx = X - xx # reduce dimensionality to avoid overfitting if nkeep is not None: @@ -214,19 +214,19 @@ def dss_line(x, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): plt.show() idx_remove = np.arange(nremove) - if x.ndim == 3: + if X.ndim == 3: for t in range(n_trials): # line-dominated components xxxx[..., t] = xxxx[..., t] @ todss[:, idx_remove] - elif x.ndim == 2: + elif X.ndim == 2: xxxx = xxxx @ todss[:, idx_remove] xxx, _, _, _ = tsr(xxx, xxxx) # project them out # reconstruct clean signal y = xx + xxx - artifact = x - y + artifact = X - y # Power of components - p = wpwr(x - y)[0] / wpwr(x)[0] + p = wpwr(X - y)[0] / wpwr(X)[0] print('Power of components removed by DSS: {:.2f}'.format(p)) return y, artifact diff --git a/meegkit/ress.py b/meegkit/ress.py new file mode 100644 index 00000000..97444160 --- /dev/null +++ b/meegkit/ress.py @@ -0,0 +1,82 @@ +"""Rhythmic Entrainment Source Separation.""" +import numpy as np +from scipy import linalg + +from .utils import demean, gaussfilt, theshapeof, tscov, mrdivide + + +def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, + neig_width: float = 1, n_keep: int = 1, + show: bool = False): + """Rhythmic entrainment source separation [1]_. + + Parameters + ---------- + X: array, shape=(n_samples, n_chans, n_trials) + Data to denoise. + sfreq : int + Sampling frequency. + peak_freq : float + Peak frequency. + neig_freq : float + Distance of neighbouring frequencies away from peak frequency, in Hz. + neig_width : float + FWHM of the neighboring frequencies (default=1). + n_keep : int + Number of components to keep. + + References + ---------- + .. [1] Cohen, M. X., & Gulbinaite, R. (2017). Rhythmic entrainment source + separation: Optimizing analyses of neural responses to rhythmic sensory + stimulation. Neuroimage, 147, 43-56. + + """ + n_samples, n_chans, n_trials = theshapeof(X) + X = demean(X) + + # Covariance of signal and covariance of noise + c01, _ = tscov(gaussfilt(X, sfreq, peak_freq + neig_freq, + fwhm=neig_width, n_harm=1)) + c02, _ = tscov(gaussfilt(X, sfreq, peak_freq - neig_freq, + fwhm=1, n_harm=1)) + c1, _ = tscov(gaussfilt(X, sfreq, peak_freq, fwhm=1, n_harm=1)) + + # perform generalized eigendecomposition + d, V = linalg.eig(c1, (c01 + c02) / 2) + d = d.real + V = V.real + + # Sort eigenvectors by decreasing eigenvalues + idx = np.argsort(d)[::-1] + d = d[idx] + V = V[:, idx] + + # Truncate weak components + # if thresh is not None: + # idx = np.where(d / d.max() > thresh)[0] + # d = d[idx] + # V = V[:, idx] + + # Keep a fixed number of components + # max_comps = np.min((n_keep, V.shape[1])) + # V = V[:, np.arange(max_comps)] + # d = d[np.arange(max_comps)] + + # Normalize components + V /= np.sqrt(np.sum(V, axis=0) ** 2) + + # extract components and force sign + maps = mrdivide(c1 @ V, V.T @ c1 @ V) + idx = np.argmax(np.abs(maps[:, 0])) # find biggest component + maps = maps * np.sign(maps[idx, 0]) # force to positive sign + + # reconstruct RESS component time series + out = np.zeros((n_samples, n_keep, n_trials)) + for t in range(n_trials): + out[..., t] = X[:, :, t] @ V[:, np.arange(n_keep)] + + if n_keep == 1: + out = out.squeeze(1) + + return out diff --git a/meegkit/utils/__init__.py b/meegkit/utils/__init__.py index 14dfcad6..a6819181 100644 --- a/meegkit/utils/__init__.py +++ b/meegkit/utils/__init__.py @@ -1,4 +1,6 @@ """Utility functions.""" +from .auditory import (AuditoryFilterbank, GammatoneFilterbank, erb2hz, + erbspace, hz2erb) from .base import mldivide, mrdivide from .covariances import (block_covariance, convmtx, cov_lags, nonlinear_eigenspace, pca, regcov, tscov, tsxcov) @@ -6,8 +8,7 @@ mean_over_trials, wpwr) from .matrix import (fold, multishift, multismooth, normcol, relshift, shift, shiftnd, theshapeof, unfold, unsqueeze, widen_mask) -from .sig import (AuditoryFilterbank, GammatoneFilterbank, erb2hz, erbspace, - gaussfilt, hilbert_envelope, hz2erb, slope_sum, smooth, +from .sig import (gaussfilt, hilbert_envelope, slope_sum, smooth, spectral_envelope, teager_kaiser) from .stats import (bootstrap_ci, bootstrap_snr, cronbach, rms, robust_mean, rolling_corr, snr_spectrum) diff --git a/meegkit/utils/auditory.py b/meegkit/utils/auditory.py new file mode 100644 index 00000000..bc193190 --- /dev/null +++ b/meegkit/utils/auditory.py @@ -0,0 +1,228 @@ +"""Tools for working with auditory signals.""" +import numpy as np +import scipy.signal as ss + + +def erb_bandwidth(fc): + """Bandwidth of an Equivalent Rectangular Bandwidth (ERB). + + Parameters + ---------- + fc : ndarray + Center frequency, or center frequencies, of the filter. + + Returns + ------- + ndarray or float + Equivalent rectangular bandwidth of the filter(s). + + """ + # In Hz, according to Glasberg and Moore (1990) + return 24.7 + fc / 9.265 + + +def erb2hz(erb): + """Convert ERB-rate values to the corresponding frequencies in Hz.""" + f = (1. / 0.00437) * np.sign(erb) * (np.exp(np.abs(erb) / 9.2645) - 1) + return f + + +def hz2erb(f): + """Convert frequencies to the corresponding ERB-rates. + + Notes + ----- + There is a round-off error in the Glasberg & Moore paper, as 1000 / (24.7 * + 4.37) * log(10) = 21.332 and not 21.4 as is stated. + + """ + # erb = 21.332 * np.sign(f) * np.log10(1 + np.abs(f) * 0.00437) + erb = 9.2645 * np.sign(f) * np.log(1 + np.abs(f) * 0.00437) + return erb + + +def erbspace(flow, fhigh, n): + """Generate n equidistantly spaced points on ERB scale.""" + audlimits = hz2erb([flow, fhigh]) + y = erb2hz(np.linspace(audlimits[0], audlimits[1], n)) + + bw = (audlimits[1] - audlimits[0]) / (n - 1) + + # Set the endpoints to be exactly what the user specified, instead of the + # calculated values + y[0] = flow + y[-1] = fhigh + + return y, bw + + +class GammatoneFilterbank(): + """Gammatone Filterbank. + + This class computes the filter coefficients for a bank of Gammatone + filters. These filters were defined by Patterson and Holdworth for + simulating the cochlea, and originally implemented in [1]_. + + Parameters + ---------- + sfreq : float + Sampling frequency of the signals to filter. + cf : array_like + Center frequencies of the filterbank. + b : float + beta of the gammatone filters (default=1.019). + order : int + Order (default=1). + q : float + Q-value of the ERB (default=9.26449). + min_bw : float + Minimum bandwidth of an ERB. + + Notes + ----- + The python was adapted from Alexandre Chabot-Leclerc's pambox, and Jason + Heeris' gammatone toolbox: + https://github.com/achabotl/pambox + https://github.com/detly/gammatone + + References + ---------- + .. [1] Slaney, M. (1993). An efficient implementation of the + Patterson-Holdsworth auditory filter bank. Apple Computer, Perception + Group, Tech. Rep, 35(8). + + """ + + def __init__(self, sfreq, cf, b=1.019, order=1, q=9.26449, min_bw=24.7): + self.sfreq = sfreq + try: + len(cf) + except TypeError: + cf = [cf] + self.cf = np.asarray(cf) + self.b = b + self.erb_order = order + self.q = q + self.min_bw = min_bw + + def _get_coefs(self): + """Compute the filter coefficients for a bank of Gammatone filters. + + These filters were defined by Patterson and Holdworth for simulating + the cochlea. + """ + T = 1 / self.sfreq + cf = self.cf + q = self.q # Glasberg and Moore Parameters + width = 1 + min_bw = 24.7 + order = 1 + + erb = width * ((cf / q)**order + min_bw**order)**(1 / order) + B = 1.019 * 2 * np.pi * erb + + arg = 2 * cf * np.pi * T + vec = np.exp(2j * arg) + + A0 = T + A2 = 0 + B0 = 1 + B1 = -2 * np.cos(arg) / np.exp(B * T) + B2 = np.exp(-2 * B * T) + + rt_pos = np.sqrt(3 + 2**1.5) + rt_neg = np.sqrt(3 - 2**1.5) + + common = -T * np.exp(-(B * T)) + + # TODO: This could be simplified to a matrix calculation involving the + # constant first term and the alternating rt_pos/rt_neg and +/-1 second + # terms + k11 = np.cos(arg) + rt_pos * np.sin(arg) + k12 = np.cos(arg) - rt_pos * np.sin(arg) + k13 = np.cos(arg) + rt_neg * np.sin(arg) + k14 = np.cos(arg) - rt_neg * np.sin(arg) + + A11 = common * k11 + A12 = common * k12 + A13 = common * k13 + A14 = common * k14 + + gain_arg = np.exp(1j * arg - B * T) + + gain = np.abs((vec - gain_arg * k11) * + (vec - gain_arg * k12) * + (vec - gain_arg * k13) * + (vec - gain_arg * k14) * + (T * np.exp(B * T) / + (-1 / np.exp(B * T) + 1 + vec * + (1 - np.exp(B * T)))) ** 4) + + allfilts = np.ones_like(cf) + + fcoefs = np.column_stack([ + A0 * allfilts, A11, A12, A13, A14, A2 * allfilts, + B0 * allfilts, B1, B2, + gain + ]) + + return fcoefs + + def filter(self, X): + """Filter X along its last dimension. + + Process an input waveform with a gammatone filter bank. This function + takes a single sound vector, and returns an array of filter outputs, + one channel per row. + + Parameters + ---------- + X : ndarray, shape=(n_chans, n_times) + Signal to filter. + + Returns + ------- + ndarray + Filtered signals with shape ``(M, N)``, where ``M`` is the number + of channels, and ``N`` is the input signal's number of samples. + """ + coefs = self._get_coefs() + output = np.zeros((coefs[:, 9].shape[0], X.shape[0])) + + gain = coefs[:, 9] + # A0, A11, A2 + As1 = coefs[:, (0, 1, 5)] + # A0, A12, A2 + As2 = coefs[:, (0, 2, 5)] + # A0, A13, A2 + As3 = coefs[:, (0, 3, 5)] + # A0, A14, A2 + As4 = coefs[:, (0, 4, 5)] + # B0, B1, B2 + Bs = coefs[:, 6:9] + + # Loop over channels + for idx in range(0, coefs.shape[0]): + # These seem to be reversed (in the sense of A/B order), but that's + # what the original code did... Replacing these with polynomial + # multiplications reduces both accuracy and speed. + y1 = ss.lfilter(As1[idx], Bs[idx], X) + y2 = ss.lfilter(As2[idx], Bs[idx], y1) + y3 = ss.lfilter(As3[idx], Bs[idx], y2) + y4 = ss.lfilter(As4[idx], Bs[idx], y3) + output[idx, :] = y4 / gain[idx] + + return output + + +class AuditoryFilterbank(GammatoneFilterbank): + """Special case of Gammatone filterbank with preset center frequencies.""" + + def __init__(self, sfreq, b=1.019, order=1, q=9.26449, min_bw=24.7): + + cf = np.asarray([63, 80, 100, 125, 160, 200, 250, 315, 400, 500, + 30, 800, 1000, 1250, 1600, 2000, 2500, 3150, 4000, + 5000, 6300, 8000]) + + super(AuditoryFilterbank, self).__init__( + sfreq=sfreq, cf=cf, b=b, order=order, q=q, min_bw=min_bw) diff --git a/meegkit/utils/base.py b/meegkit/utils/base.py index a6ae6f50..a446ff7d 100644 --- a/meegkit/utils/base.py +++ b/meegkit/utils/base.py @@ -17,7 +17,7 @@ def mrdivide(A, B): References ---------- - .. [1] https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html + https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html """ return mldivide(B.T, A.T).T @@ -33,7 +33,7 @@ def mldivide(A, B): References ---------- - .. [1] https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html + https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html """ if A.shape[0] == A.shape[1]: diff --git a/meegkit/utils/covariances.py b/meegkit/utils/covariances.py index 1b722707..30295be4 100644 --- a/meegkit/utils/covariances.py +++ b/meegkit/utils/covariances.py @@ -1,7 +1,6 @@ """Covariance calculation.""" import numpy as np import pymanopt -# from numpy import linalg from pymanopt import Problem from pymanopt.manifolds import Grassmann from pymanopt.solvers import TrustRegions @@ -180,8 +179,9 @@ def tscov(X, shifts=None, weights=None, assume_centered=True): shifts : array, shape=(n_shifts,) | None Array of time shifts. weights : array, shape=(n_times,) or - shape=(n_times, 1, n_trials), or - shape=(n_times, n_chans, n_trials), + shape=(n_times, 1, n_trials), or + shape=(n_times, n_chans, n_trials) + Weights, 1D (if X is 1D or 2D) or 2D (if X is 3D). The weights are not shifted. assume_centered : bool diff --git a/meegkit/utils/sig.py b/meegkit/utils/sig.py index 92ecfefe..c8a312fe 100644 --- a/meegkit/utils/sig.py +++ b/meegkit/utils/sig.py @@ -60,7 +60,7 @@ def modulation_index(phase, amp, n_bins=18): MI_z = (MI_observed − µ_MI_shuffled) / σ_MI_shuffled where μ denotes the mean and σ the standard deviation. Only when the - observed phase-locking value is larger than 95 % of shuffled values, it is + observed phase-locking value is larger than 95% of shuffled values, it is defined as significant. See [2]_ for details. References @@ -200,59 +200,6 @@ def _smooth1d(x, n, align='left'): return y -def erb_bandwidth(fc): - """Bandwidth of an Equivalent Rectangular Bandwidth (ERB). - - Parameters - ---------- - fc : ndarray - Center frequency, or center frequencies, of the filter. - - Returns - ------- - ndarray or float - Equivalent rectangular bandwidth of the filter(s). - - """ - # In Hz, according to Glasberg and Moore (1990) - return 24.7 + fc / 9.265 - - -def erb2hz(erb): - """Convert ERB-rate values to the corresponding frequencies in Hz.""" - f = (1. / 0.00437) * np.sign(erb) * (np.exp(np.abs(erb) / 9.2645) - 1) - return f - - -def hz2erb(f): - """Convert frequencies to the corresponding ERB-rates. - - Notes - ----- - There is a round-off error in the Glasberg & Moore paper, as 1000 / (24.7 * - 4.37) * log(10) = 21.332 and not 21.4 as is stated. - - """ - # erb = 21.332 * np.sign(f) * np.log10(1 + np.abs(f) * 0.00437) - erb = 9.2645 * np.sign(f) * np.log(1 + np.abs(f) * 0.00437) - return erb - - -def erbspace(flow, fhigh, n): - """Generate n equidistantly spaced points on ERB scale.""" - audlimits = hz2erb([flow, fhigh]) - y = erb2hz(np.linspace(audlimits[0], audlimits[1], n)) - - bw = (audlimits[1] - audlimits[0]) / (n - 1) - - # Set the endpoints to be exactly what the user specified, instead of the - # calculated values - y[0] = flow - y[-1] = fhigh - - return y, bw - - def lowpass_env_filtering(x, cutoff=150., n=1, sfreq=22050): """Low-pass filters a signal using a Butterworth filter. @@ -632,8 +579,8 @@ def prony(h, nb, na): References ---------- - .. [1] T.W. Parks and C.S. Burrus, Digital Filter Design, John Wiley and - Sons, 1987, p226. + T.W. Parks and C.S. Burrus, Digital Filter Design, John Wiley and Sons, + 1987, p226. Notes ----- @@ -673,175 +620,3 @@ def prony(h, nb, na): a = np.r_[(np.array([1]), a_right)][None, :] b = np.dot(np.dot(c, a), H1.T) return b, a - - -class GammatoneFilterbank(): - """Gammatone Filterbank. - - This class computes the filter coefficients for a bank of Gammatone - filters. These filters were defined by Patterson and Holdworth for - simulating the cochlea, and originally implemented in [1]_. - - Parameters - ---------- - sfreq : float - Sampling frequency of the signals to filter. - cf : array_like - Center frequencies of the filterbank. - b : float - beta of the gammatone filters (default=1.019). - order : int - Order (default=1). - q : float - Q-value of the ERB (default=9.26449). - min_bw : float - Minimum bandwidth of an ERB. - - Notes - ----- - The python was adapted from Alexandre Chabot-Leclerc's pambox, and Jason - Heeris' gammatone toolbox: - https://github.com/achabotl/pambox - https://github.com/detly/gammatone - - References - ---------- - .. [1] Slaney, M. (1993). An efficient implementation of the - Patterson-Holdsworth auditory filter bank. Apple Computer, Perception - Group, Tech. Rep, 35(8). - - """ - - def __init__(self, sfreq, cf, b=1.019, order=1, q=9.26449, min_bw=24.7): - self.sfreq = sfreq - try: - len(cf) - except TypeError: - cf = [cf] - self.cf = np.asarray(cf) - self.b = b - self.erb_order = order - self.q = q - self.min_bw = min_bw - - def _get_coefs(self): - """Compute the filter coefficients for a bank of Gammatone filters. - - These filters were defined by Patterson and Holdworth for simulating - the cochlea. - """ - T = 1 / self.sfreq - cf = self.cf - q = self.q # Glasberg and Moore Parameters - width = 1 - min_bw = 24.7 - order = 1 - - erb = width * ((cf / q)**order + min_bw**order)**(1 / order) - B = 1.019 * 2 * np.pi * erb - - arg = 2 * cf * np.pi * T - vec = np.exp(2j * arg) - - A0 = T - A2 = 0 - B0 = 1 - B1 = -2 * np.cos(arg) / np.exp(B * T) - B2 = np.exp(-2 * B * T) - - rt_pos = np.sqrt(3 + 2**1.5) - rt_neg = np.sqrt(3 - 2**1.5) - - common = -T * np.exp(-(B * T)) - - # TODO: This could be simplified to a matrix calculation involving the - # constant first term and the alternating rt_pos/rt_neg and +/-1 second - # terms - k11 = np.cos(arg) + rt_pos * np.sin(arg) - k12 = np.cos(arg) - rt_pos * np.sin(arg) - k13 = np.cos(arg) + rt_neg * np.sin(arg) - k14 = np.cos(arg) - rt_neg * np.sin(arg) - - A11 = common * k11 - A12 = common * k12 - A13 = common * k13 - A14 = common * k14 - - gain_arg = np.exp(1j * arg - B * T) - - gain = np.abs((vec - gain_arg * k11) * - (vec - gain_arg * k12) * - (vec - gain_arg * k13) * - (vec - gain_arg * k14) * - (T * np.exp(B * T) / - (-1 / np.exp(B * T) + 1 + vec * - (1 - np.exp(B * T)))) ** 4) - - allfilts = np.ones_like(cf) - - fcoefs = np.column_stack([ - A0 * allfilts, A11, A12, A13, A14, A2 * allfilts, - B0 * allfilts, B1, B2, - gain - ]) - - return fcoefs - - def filter(self, X): - """Filter X along its last dimension. - - Process an input waveform with a gammatone filter bank. This function - takes a single sound vector, and returns an array of filter outputs, - one channel per row. - - Parameters - ---------- - X : ndarray, shape=(n_chans, n_times) - Signal to filter. - - Returns - ------- - ndarray - Filtered signals with shape ``(M, N)``, where ``M`` is the number - of channels, and ``N`` is the input signal's number of samples. - """ - coefs = self._get_coefs() - output = np.zeros((coefs[:, 9].shape[0], X.shape[0])) - - gain = coefs[:, 9] - # A0, A11, A2 - As1 = coefs[:, (0, 1, 5)] - # A0, A12, A2 - As2 = coefs[:, (0, 2, 5)] - # A0, A13, A2 - As3 = coefs[:, (0, 3, 5)] - # A0, A14, A2 - As4 = coefs[:, (0, 4, 5)] - # B0, B1, B2 - Bs = coefs[:, 6:9] - - # Loop over channels - for idx in range(0, coefs.shape[0]): - # These seem to be reversed (in the sense of A/B order), but that's - # what the original code did... Replacing these with polynomial - # multiplications reduces both accuracy and speed. - y1 = ss.lfilter(As1[idx], Bs[idx], X) - y2 = ss.lfilter(As2[idx], Bs[idx], y1) - y3 = ss.lfilter(As3[idx], Bs[idx], y2) - y4 = ss.lfilter(As4[idx], Bs[idx], y3) - output[idx, :] = y4 / gain[idx] - - return output - - -class AuditoryFilterbank(GammatoneFilterbank): - """Special case of Gammatone filterbank with preset center frequencies.""" - - def __init__(self, sfreq, b=1.019, order=1, q=9.26449, min_bw=24.7): - - cf = np.asarray([63, 80, 100, 125, 160, 200, 250, 315, 400, 500, - 30, 800, 1000, 1250, 1600, 2000, 2500, 3150, 4000, - 5000, 6300, 8000]) - - super(AuditoryFilterbank, self).__init__( - sfreq=sfreq, cf=cf, b=b, order=order, q=q, min_bw=min_bw) diff --git a/tests/test_ress.py b/tests/test_ress.py new file mode 100644 index 00000000..385f664b --- /dev/null +++ b/tests/test_ress.py @@ -0,0 +1,96 @@ +"""Test RESS.""" +import matplotlib.pyplot as plt +import numpy as np +import pytest +import scipy.signal as ss +from meegkit import ress +from meegkit.utils import fold, rms, unfold +from numpy.testing import assert_allclose + + +def create_data(n_times, n_chans=10, n_trials=50, freq=12, sfreq=250, + noise_dim=8, SNR=1, t0=100, show=False): + """Create synthetic data. + + Returns + ------- + noisy_data: array, shape=(n_times, n_channels, n_trials) + Simulated data with oscillatory component strting at t0. + + """ + # source + source = np.sin(2 * np.pi * freq * np.arange(n_times - t0) / sfreq)[None].T + s = source * np.random.randn(1, n_chans) + s = s[:, :, np.newaxis] + s = np.tile(s, (1, 1, n_trials)) + signal = np.zeros((n_times, n_chans, n_trials)) + signal[t0:, :, :] = s + + # noise + noise = np.dot( + unfold(np.random.randn(n_times, noise_dim, n_trials)), + np.random.randn(noise_dim, n_chans)) + noise = fold(noise, n_times) + + # mix signal and noise + signal = SNR * signal / rms(signal.flatten()) + noise = noise / rms(noise.flatten()) + noisy_data = signal + noise + + if show: + f, ax = plt.subplots(3) + ax[0].plot(signal[:, 0, 0], label='source') + ax[1].plot(noise[:, 1, 0], label='noise') + ax[2].plot(noisy_data[:, 1, 0], label='mixture') + ax[0].legend() + ax[1].legend() + ax[2].legend() + plt.show() + + return noisy_data, signal + + +@pytest.mark.parametrize('target', [12, 15, 20]) +@pytest.mark.parametrize('n_trials', [10, 20]) +def test_ress(target, n_trials, show=False): + """Test RESS.""" + sfreq = 250 + data, source = create_data(n_times=1000, n_trials=n_trials, freq=target, + sfreq=sfreq, show=show) + + out = ress.RESS(data, sfreq=sfreq, peak_freq=target) + + nfft = 250 + df = sfreq / nfft # frequency resolution + bins, psd = ss.welch(out, sfreq, window="hamming", nperseg=nfft, + noverlap=125, axis=0) + psd = psd.mean(axis=1) # average over trials + + skipbins = 1 # .5 Hz, hard-coded! + n_bins = int(3 / df) # 2 Hz + + # loop over frequencies and compute SNR + snr = np.zeros(len(bins)) + for ibin in range(n_bins + 1, len(bins) - n_bins - 1): + numer = psd[ibin] + irange = np.r_[np.arange(ibin - n_bins, ibin - skipbins), + np.arange(ibin + skipbins + 1, ibin + n_bins)] + denom = np.mean(psd[irange]) + snr[ibin] = numer / denom + + if show: + f, ax = plt.subplots(1) + ax.plot(bins, snr, 'o') + ax.axvline(target, ls=':', c='grey', zorder=0) + ax.set_ylabel('SNR (a.u.)') + ax.set_xlabel('Frequency (Hz)') + ax.set_xlim([0, 40]) + plt.show() + + assert snr[bins == target] > 10 + assert (snr[(bins < target - 1) | (bins > target + 1)] < 2).all() + + +if __name__ == '__main__': + import pytest + pytest.main([__file__]) From 12bb2d7c71cb944a5fcd8e8172c48d86dd8e7142 Mon Sep 17 00:00:00 2001 From: nbara <10333715+nbara@users.noreply.github.com> Date: Tue, 20 Oct 2020 17:40:30 +0200 Subject: [PATCH 2/5] doc --- doc/modules/meegkit.asr.rst | 9 +-------- doc/modules/meegkit.cca.rst | 11 +++++++++-- doc/modules/meegkit.detrend.rst | 11 +++++++++-- doc/modules/meegkit.dss.rst | 11 +++++++++-- doc/modules/meegkit.ress.rst | 26 ++++++++++---------------- doc/modules/meegkit.sns.rst | 11 +++++++++-- doc/modules/meegkit.star.rst | 11 +++++++++-- doc/modules/meegkit.tspca.rst | 11 +++++++++-- doc/modules/meegkit.utils.rst | 12 ++++++++++++ meegkit/__init__.py | 5 +++-- 10 files changed, 80 insertions(+), 38 deletions(-) diff --git a/doc/modules/meegkit.asr.rst b/doc/modules/meegkit.asr.rst index 1df9a58f..da051981 100644 --- a/doc/modules/meegkit.asr.rst +++ b/doc/modules/meegkit.asr.rst @@ -1,10 +1,8 @@ -meegkit.asr +meegkit.asr =========== .. automodule:: meegkit.asr - - .. rubric:: Functions .. autosummary:: @@ -13,8 +11,6 @@ meegkit.asr asr_process clean_windows - - .. rubric:: Classes .. autosummary:: @@ -22,6 +18,3 @@ meegkit.asr ASR - - - diff --git a/doc/modules/meegkit.cca.rst b/doc/modules/meegkit.cca.rst index bacfa057..3172f8f1 100644 --- a/doc/modules/meegkit.cca.rst +++ b/doc/modules/meegkit.cca.rst @@ -1,10 +1,14 @@ -meegkit.cca +meegkit.cca =========== .. automodule:: meegkit.cca + + + + .. rubric:: Functions .. autosummary:: @@ -25,4 +29,7 @@ meegkit.cca - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.detrend.rst b/doc/modules/meegkit.detrend.rst index dc34d59d..a48afc15 100644 --- a/doc/modules/meegkit.detrend.rst +++ b/doc/modules/meegkit.detrend.rst @@ -1,10 +1,14 @@ -meegkit.detrend +meegkit.detrend =============== .. automodule:: meegkit.detrend + + + + .. rubric:: Functions .. autosummary:: @@ -21,4 +25,7 @@ meegkit.detrend - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.dss.rst b/doc/modules/meegkit.dss.rst index 46d704e9..497ad2ee 100644 --- a/doc/modules/meegkit.dss.rst +++ b/doc/modules/meegkit.dss.rst @@ -1,10 +1,14 @@ -meegkit.dss +meegkit.dss =========== .. automodule:: meegkit.dss + + + + .. rubric:: Functions .. autosummary:: @@ -21,4 +25,7 @@ meegkit.dss - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.ress.rst b/doc/modules/meegkit.ress.rst index 2329cb0b..0ba085a8 100644 --- a/doc/modules/meegkit.ress.rst +++ b/doc/modules/meegkit.ress.rst @@ -1,29 +1,23 @@ -meegkit.ress +meegkit.ress ============ .. automodule:: meegkit.ress - - - - - - .. rubric:: Functions .. autosummary:: - + RESS - - - - - - - - + + + + + + + + diff --git a/doc/modules/meegkit.sns.rst b/doc/modules/meegkit.sns.rst index 41aa4ae3..7295c451 100644 --- a/doc/modules/meegkit.sns.rst +++ b/doc/modules/meegkit.sns.rst @@ -1,10 +1,14 @@ -meegkit.sns +meegkit.sns =========== .. automodule:: meegkit.sns + + + + .. rubric:: Functions .. autosummary:: @@ -21,4 +25,7 @@ meegkit.sns - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.star.rst b/doc/modules/meegkit.star.rst index d48b079e..85698cd4 100644 --- a/doc/modules/meegkit.star.rst +++ b/doc/modules/meegkit.star.rst @@ -1,10 +1,14 @@ -meegkit.star +meegkit.star ============ .. automodule:: meegkit.star + + + + .. rubric:: Functions .. autosummary:: @@ -19,4 +23,7 @@ meegkit.star - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.tspca.rst b/doc/modules/meegkit.tspca.rst index 72fad712..fef92b01 100644 --- a/doc/modules/meegkit.tspca.rst +++ b/doc/modules/meegkit.tspca.rst @@ -1,10 +1,14 @@ -meegkit.tspca +meegkit.tspca ============= .. automodule:: meegkit.tspca + + + + .. rubric:: Functions .. autosummary:: @@ -20,4 +24,7 @@ meegkit.tspca - \ No newline at end of file + + + + diff --git a/doc/modules/meegkit.utils.rst b/doc/modules/meegkit.utils.rst index 02076667..a1919394 100644 --- a/doc/modules/meegkit.utils.rst +++ b/doc/modules/meegkit.utils.rst @@ -5,6 +5,7 @@ meegkit.utils .. autosummary:: + auditory covariances denoise matrix @@ -15,6 +16,17 @@ meegkit.utils ---- +Auditory +-------- +.. automodule:: meegkit.utils.auditory + + .. autosummary:: + + +| + +---- + Covariances ----------- .. automodule:: meegkit.utils.covariances diff --git a/meegkit/__init__.py b/meegkit/__init__.py index d04fe6ae..cf38d652 100644 --- a/meegkit/__init__.py +++ b/meegkit/__init__.py @@ -1,4 +1,5 @@ """M/EEG denoising utilities in python.""" -from . import asr, cca, detrend, dss, sns, star, tspca, utils +from . import asr, cca, detrend, dss, sns, star, ress, tspca, utils -__all__ = ['asr', 'cca', 'detrend', 'dss', 'ress', 'sns', 'star'] +__all__ = ['asr', 'cca', 'detrend', 'dss', 'ress', 'sns', 'star', 'tspca', + 'utils'] From d8dd7e874d13930d332e5d4eb3d5f1eff7d73b3c Mon Sep 17 00:00:00 2001 From: nbara <10333715+nbara@users.noreply.github.com> Date: Tue, 20 Oct 2020 17:46:26 +0200 Subject: [PATCH 3/5] fix example_ress.py --- examples/example_ress.ipynb | 71 ++++++------------------------------- examples/example_ress.py | 2 +- 2 files changed, 12 insertions(+), 61 deletions(-) diff --git a/examples/example_ress.ipynb b/examples/example_ress.ipynb index e6292044..376a6b40 100644 --- a/examples/example_ress.ipynb +++ b/examples/example_ress.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, @@ -15,68 +15,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\nRhythmic Entrainment Source Separation (RESS) example\n=====================================================\n\nFind the linear combinations of multichannel data that maximize the\nsignal-to-noise ratio of the narrow-band steady-state response in the frequency\ndomain.\n\nUses `meegkit.RESS()`.\n" + "\n# Rhythmic Entrainment Source Separation (RESS) example\n\nFind the linear combinations of multichannel data that maximize the\nsignal-to-noise ratio of the narrow-band steady-state response in the frequency\ndomain.\n\nUses `meegkit.RESS()`.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import scipy.signal as ss\n", - "\n", - "from meegkit import ress\n", - "from meegkit.utils import unfold, rms, fold\n", - "\n", - "#import config\n", - "\n", - "np.random.seed(1)" + "import matplotlib.pyplot as plt\nimport numpy as np\nimport scipy.signal as ss\n\nfrom meegkit import ress\nfrom meegkit.utils import unfold, rms, fold\n\n# import config\n\nnp.random.seed(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Create synthetic data\n-----------------------------------------------------------------------------\nCreate synthetic data containing a single oscillatory component at 12 hz.\n\n" + "## Create synthetic data\nCreate synthetic data containing a single oscillatory component at 12 hz.\n\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 3 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": { - "image/png": { - "width": 380, - "height": 248 - }, - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "n_times = 1000\nn_chans = 10\nn_trials = 50\ntarget = 12\nsfreq = 250\nnoise_dim = 8\nSNR = 1.\nt0 = 100\n\n# source\nsource = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\ns = source * np.random.randn(1, n_chans)\ns = s[:, :, np.newaxis]\ns = np.tile(s, (1, 1, n_trials))\nsignal = np.zeros((n_times, n_chans, n_trials))\nsignal[t0:, :, :] = s\n\n# noise\nnoise = np.dot(\n unfold(np.random.randn(n_times, noise_dim, n_trials)),\n np.random.randn(noise_dim, n_chans))\nnoise = fold(noise, n_times)\n\n# mix signal and noise\nsignal = SNR * signal / rms(signal.flatten())\nnoise = noise / rms(noise.flatten())\ndata = signal + noise\n\n# Plot\nf, ax = plt.subplots(3)\nax[0].plot(signal[:, 0, 0], c='C0', label='source')\nax[1].plot(noise[:, 1, 0], c='C1', label='noise')\nax[2].plot(data[:, 1, 0], c='C2', label='mixture')\nax[0].legend()\nax[1].legend()\nax[2].legend()" ] @@ -85,31 +51,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Enhance oscillatory activity using RESS\n-----------------------------------------------------------------------------\n\n" + "## Enhance oscillatory activity using RESS\n\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": { - "image/png": { - "width": 395, - "height": 261 - }, - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "# Apply RESS\nout = ress.RESS(data, sfreq=sfreq, peak_freq=target)\n\n# Compute PSD\nnfft = 250\ndf = sfreq / nfft # frequency resolution\nbins, psd = ss.welch(out, sfreq, window=\"hamming\", nperseg=nfft,\n noverlap=125, axis=0)\npsd = psd.mean(axis=1) # average over trials\n\n# Loop over frequencies and compute SNR\nskipbins = 1 # skip bins directly next to frequency of interest\nn_bins = int(3 / df) # number of bins to average over\nsnr = np.zeros(len(bins))\nfor ibin in range(n_bins + 1, len(bins) - n_bins - 1):\n numer = psd[ibin]\n irange = np.r_[np.arange(ibin - n_bins, ibin - skipbins),\n np.arange(ibin + skipbins + 1, ibin + n_bins)]\n denom = np.mean(psd[irange])\n snr[ibin] = numer / denom # divide amplitude at peak by neighbours\n\nf, ax = plt.subplots(1)\nax.plot(bins, snr, 'o')\nax.axvline(target, ls=':', c='grey', zorder=0)\nax.set_ylabel('SNR (a.u.)')\nax.set_xlabel('Frequency (Hz)')\nax.set_xlim([0, 40])\nplt.show()" ] @@ -131,7 +82,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7-final" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/examples/example_ress.py b/examples/example_ress.py index 68a287d3..081961c2 100644 --- a/examples/example_ress.py +++ b/examples/example_ress.py @@ -16,7 +16,7 @@ from meegkit import ress from meegkit.utils import unfold, rms, fold -import config +# import config np.random.seed(1) From cd5a2a2d4a7b5e36a67add049189dd1bf49aa746 Mon Sep 17 00:00:00 2001 From: nbara <10333715+nbara@users.noreply.github.com> Date: Tue, 20 Oct 2020 17:59:16 +0200 Subject: [PATCH 4/5] Update .travis.yml --- .travis.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 32bb0d99..b79bbaf1 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,7 +4,7 @@ branches: notifications: email: false language: python -sudo: required +os: linux dist: xenial python: # We don't actually use the Travis Python, but this keeps it organized. @@ -24,10 +24,10 @@ script: - make html - touch _build/html/.nojekyll deploy: - provider: pages:git + provider: pages token: $GITHUB_TOKEN edge: true # opt in to dpl v2 - skip_cleanup: true + cleanup: true keep_history: false local_dir: _build/html target_branch: gh-pages From 4158960d6c02f8e919e69fa6153d7628c94c6ff6 Mon Sep 17 00:00:00 2001 From: nbara <10333715+nbara@users.noreply.github.com> Date: Tue, 20 Oct 2020 18:01:25 +0200 Subject: [PATCH 5/5] Update .travis.yml --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index b79bbaf1..8800fb7a 100644 --- a/.travis.yml +++ b/.travis.yml @@ -27,7 +27,7 @@ deploy: provider: pages token: $GITHUB_TOKEN edge: true # opt in to dpl v2 - cleanup: true + cleanup: false keep_history: false local_dir: _build/html target_branch: gh-pages