From d9326e7cbcb62bdfe54ffac2f13f6609112400c4 Mon Sep 17 00:00:00 2001 From: ludovicdmt Date: Thu, 11 May 2023 12:11:54 +0200 Subject: [PATCH] [ENH] RESS implem sklearn interface (#62) Co-authored-by: Nicolas Barascud <10333715+nbara@users.noreply.github.com> --- .github/workflows/testing.yml | 2 +- Makefile | 7 +- doc/Makefile | 1 + examples/example_asr.ipynb | 272 +++++++---- examples/example_dering.ipynb | 203 +++++--- examples/example_detrend.ipynb | 813 ++++++++++++++++---------------- examples/example_dss.ipynb | 80 ++-- examples/example_dss_line.ipynb | 593 +++++++++++------------ examples/example_mcca.ipynb | 714 ++++++++++++++++------------ examples/example_ress.ipynb | 507 ++++++++++---------- examples/example_ress.py | 21 +- examples/example_star.ipynb | 328 ++++++++----- examples/example_star_dss.ipynb | 450 +++++++++++------- examples/example_trca.ipynb | 633 +++++++++++++------------ meegkit/ress.py | 199 ++++---- meegkit/utils/denoise.py | 2 +- meegkit/utils/sig.py | 3 +- tests/test_ress.py | 43 +- tests/test_utils.py | 10 +- 19 files changed, 2731 insertions(+), 2150 deletions(-) diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml index 6ce5194a..c4ef5483 100644 --- a/.github/workflows/testing.yml +++ b/.github/workflows/testing.yml @@ -19,7 +19,7 @@ jobs: steps: - uses: actions/checkout@v1 - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v1 + uses: actions/setup-python@v4 with: python-version: ${{ matrix.python-version }} - name: Install meegkit and dependencies diff --git a/Makefile b/Makefile index 5132ca7d..544480e5 100644 --- a/Makefile +++ b/Makefile @@ -4,7 +4,7 @@ PYTHON ?= python PYTESTS ?= py.test CTAGS ?= ctags CODESPELL_SKIPS ?= "*.html,*.fif,*.eve,*.gz,*.tgz,*.zip,*.mat,*.stc,*.label,*.w,*.bz2,*.annot,*.sulc,*.log,*.local-copy,*.orig_avg,*.inflated_avg,*.gii,*.pyc,*.doctree,*.pickle,*.inv,*.png,*.edf,*.touch,*.thickness,*.nofix,*.volume,*.defect_borders,*.mgh,lh.*,rh.*,COR-*,FreeSurferColorLUT.txt,*.examples,.xdebug_mris_calc,bad.segments,BadChannels,*.hist,empty_file,*.orig,*.js,*.map,*.ipynb,searchindex.dat" -CODESPELL_DIRS ?= meegkit/ doc/ +CODESPELL_DIRS ?= meegkit/ examples/ help: @echo "Please use \`make ' where is one of:" @@ -43,9 +43,8 @@ build-doc: cd doc; make html build-examples: - cd examples; - find . -name "example_*.py" | xargs sphx_glr_python_to_jupyter.py - find . -name "example_*.ipynb" | xargs jupyter nbconvert --execute --to notebook --inplace + cd examples; find . -name "example_*.py" | xargs sphx_glr_python_to_jupyter.py + cd examples; find . -name "example_*.ipynb" | xargs jupyter nbconvert --execute --to notebook --inplace # Style # ============================================================================= diff --git a/doc/Makefile b/doc/Makefile index 1b22e89e..081f0dd2 100644 --- a/doc/Makefile +++ b/doc/Makefile @@ -24,6 +24,7 @@ help: clean: -rm -rf _build/* -rm -rf _source/* + -rm -rf auto_examples/* -rm -rf generated -rm -rf *.stc -rm -rf *.fif diff --git a/examples/example_asr.ipynb b/examples/example_asr.ipynb index c6d36439..de462d2f 100644 --- a/examples/example_asr.ipynb +++ b/examples/example_asr.ipynb @@ -1,105 +1,177 @@ { - "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" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:56.242976Z", + "iopub.status.busy": "2023-05-11T09:18:56.242363Z", + "iopub.status.idle": "2023-05-11T09:18:56.537008Z", + "shell.execute_reply": "2023-05-11T09:18:56.506069Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# ASR example\n", + "\n", + "Denoise data using Artifact Subspace Reconstruction.\n", + "\n", + "Uses meegkit.ASR().\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:56.539575Z", + "iopub.status.busy": "2023-05-11T09:18:56.539423Z", + "iopub.status.idle": "2023-05-11T09:18:57.468309Z", + "shell.execute_reply": "2023-05-11T09:18:57.467945Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from meegkit.asr import ASR\n", + "from meegkit.utils.matrix import sliding_window\n", + "\n", + "# THIS_FOLDER = os.path.dirname(os.path.abspath(__file__))\n", + "raw = np.load(os.path.join(\"..\", \"tests\", \"data\", \"eeg_raw.npy\"))\n", + "sfreq = 250" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calibration and processing\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:57.471431Z", + "iopub.status.busy": "2023-05-11T09:18:57.471281Z", + "iopub.status.idle": "2023-05-11T09:18:57.766418Z", + "shell.execute_reply": "2023-05-11T09:18:57.739208Z" + } + }, + "outputs": [], + "source": [ + "# Train on a clean portion of data\n", + "asr = ASR(method=\"euclid\")\n", + "train_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\n", + "X = sliding_window(raw, window=int(sfreq), step=int(sfreq))\n", + "Y = np.zeros_like(X)\n", + "for i in range(X.shape[1]):\n", + " Y[:, i, :] = asr.transform(X[:, i, :])\n", + "\n", + "raw = X.reshape(8, -1) # reshape to (n_chans, n_times)\n", + "clean = Y.reshape(8, -1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot the results\n", + "\n", + "Data was trained on a 40s window from 5s to 45s onwards (gray filled area).\n", + "The algorithm then removes portions of this data with high amplitude\n", + "artifacts before running the calibration (hatched area = good).\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:57.789136Z", + "iopub.status.busy": "2023-05-11T09:18:57.788591Z", + "iopub.status.idle": "2023-05-11T09:18:58.362129Z", + "shell.execute_reply": "2023-05-11T09:18:58.361743Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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": [ + "times = np.arange(raw.shape[-1]) / sfreq\n", + "f, ax = plt.subplots(8, sharex=True, figsize=(8, 5))\n", + "for 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([])\n", + "ax[i].set_xlabel(\"Time (s)\")\n", + "ax[0].legend(fontsize=\"small\", bbox_to_anchor=(1.04, 1), borderaxespad=0)\n", + "plt.subplots_adjust(hspace=0, right=0.75)\n", + "plt.suptitle(\"Before/after ASR\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_dering.ipynb b/examples/example_dering.ipynb index 364fcc12..a7823d6c 100644 --- a/examples/example_dering.ipynb +++ b/examples/example_dering.ipynb @@ -1,79 +1,134 @@ { - "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" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:02.307919Z", + "iopub.status.busy": "2023-05-11T09:19:02.307506Z", + "iopub.status.idle": "2023-05-11T09:19:02.653295Z", + "shell.execute_reply": "2023-05-11T09:19:02.652942Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Ringing artifact reduction example\n", + "\n", + "This example shows how to subtract the impulse response from a filter to\n", + "reduce ringing artifacts.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:02.656577Z", + "iopub.status.busy": "2023-05-11T09:19:02.656159Z", + "iopub.status.idle": "2023-05-11T09:19:03.577456Z", + "shell.execute_reply": "2023-05-11T09:19:03.577083Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.signal import butter, lfilter\n", + "\n", + "from meegkit.detrend import reduce_ringing\n", + "\n", + "rng = np.random.default_rng(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Detrending\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic example with a linear trend\n", + "Simulate the effect of filtering a signal containing a discontinuity, and try\n", + "to remove the resulting ringing artifact by subtracing the opposite of the\n", + "impulse response.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:03.579843Z", + "iopub.status.busy": "2023-05-11T09:19:03.579610Z", + "iopub.status.idle": "2023-05-11T09:19:03.748268Z", + "shell.execute_reply": "2023-05-11T09:19:03.747953Z" + } + }, + "outputs": [ { - "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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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" - } + ], + "source": [ + "x = np.arange(1000) < 1\n", + "[b, a] = butter(6, 0.2) # Butterworth filter design\n", + "x = lfilter(b, a, x) * 50 # Filter data using above filter\n", + "x = np.roll(x, 500)\n", + "x = x[:, None] + rng.standard_normal((1000, 2))\n", + "y = reduce_ringing(x, samples=np.array([500]))\n", + "\n", + "plt.figure()\n", + "plt.plot(x + np.array([-10, 10]), \"C0\", label=\"before\")\n", + "plt.plot(y + np.array([-10, 10]), \"C1:\", label=\"after\")\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_detrend.ipynb b/examples/example_detrend.ipynb index d565e529..02a7b040 100644 --- a/examples/example_detrend.ipynb +++ b/examples/example_detrend.ipynb @@ -1,436 +1,433 @@ { - "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": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 369 - }, - "needs_background": "light" - }, - "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" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:48.845013Z", + "iopub.status.busy": "2023-05-11T09:18:48.844870Z", + "iopub.status.idle": "2023-05-11T09:18:49.144585Z", + "shell.execute_reply": "2023-05-11T09:18:49.143789Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Robust detrending examples\n", + "\n", + "Some toy examples to showcase usage for ``meegkit.detrend`` module.\n", + "\n", + "Robust referencing is adapted from [1].\n", + "\n", + "## References\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" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:49.147055Z", + "iopub.status.busy": "2023-05-11T09:18:49.146714Z", + "iopub.status.idle": "2023-05-11T09:18:50.130695Z", + "shell.execute_reply": "2023-05-11T09:18:50.130306Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.gridspec import GridSpec\n", + "\n", + "from meegkit.detrend import detrend, regress\n", + "\n", + "# import config # plotting utils\n", + "\n", + "rng = np.random.default_rng(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Regression\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Simple regression example, no weights\n", + "We first try to fit a simple random walk process.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.132979Z", + "iopub.status.busy": "2023-05-11T09:18:50.132782Z", + "iopub.status.idle": "2023-05-11T09:18:50.224531Z", + "shell.execute_reply": "2023-05-11T09:18:50.224146Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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fOhfje6nF+G4PAh8BZ2qtA1J1tNYOrfWvMfLB3wB2Y6SLRGHUqf8IuAmY3cj2hERrnYuRv34pRkrJYYySlWDMiPxvjNmBA+7WaK0fwJh9+TuMuyJhGPXhL9Na/w5jojIwfr+a2r6HMMqkvoQxJ4QNI5XsIEbv/O8xqiu5lWCkaj0BLDd9nnJX2+4Bxmqt95n2eRz4DcbdqS0YF4aRGBeXc4EZDfxNWLX7RYy7RG+62hqHcRHxNXC+1voybT3hlhCiE1HG/y1CCNH5KaXmYPTkvqa1vrJ9WyM6OtfsrvkYQXN/rfWu9m2REEK0POnZF0II0V39BiPQ3yqBvhCiq6qvGoAQQgjRqSmlHgPWAJ9rYyZilFKZwK/xlrj8ezs1TwghWp0E+0IIIbqyScCtAEqpKoxKTEmm9a9j5NoLIUSXJMG+EEKIruxPGIN3J2MMmo4DcjHKmP5La/1uO7ZNCCFanQzQFUIIIYQQoouSAbpCCCGEEEJ0URLsCyGEEEII0UVJsC+EEEIIIUQXJcG+EEIIIYQQXZQE+0IIIYQQQnRRUnqzGZRSO4EEYFc7N0UIIYQQQnRd2UCJ1rp/Y3eUYL95EqKjo1OGDx+e0t4NEUIIIYQQXdPGjRuprKxs0r4S7DfPruHDh6esXLmyvdshhBBCCCG6qAkTJrBq1apdTdm3RXL2lVKzlVJPK6W+V0qVKKW0UuqNBvaZqpT6TClVoJSqVEqtUUrdopSyW2w7Vik1Ryn1g1LqoFKqRim1Xyn1llJqfD3nsCulbnUdu9J1rs+UUlNb4nMLIYQQQgjRkbVUz/69wBigDNgHDKtvY6XUWcC7QBUwFygAzgAeB6YB5/vt8gLGVOcrgfdc5xkLXATMVkpdqLV+z+8cCngbmA1sBp4BUoALge+UUudprT9s2scVQgghhBCi42upYP9WjCB/GzATmB9sQ6VUAvAPwAEco7X+0bX8PmAeRvB+kdb6bdNu/wEu01pv8zvWpcAbwEtKqU+01jWm1RdhBPqLgeO01lWufV4AFgH/UErN01qXNuNzCyGEEEII0WG1SBqP1nq+1nqr1lqHsPlsIB142x3ou45RhXGHAOAGv+M/7R/ou5b/B9gKpAKj/Va7j3GvO9B37bMC425CuqstQgghhBBCdEntUWf/WNfzFxbrvgMqgKlKqcgQj1freq5zL1BKRQFTXcf63mKfz/3aIoQQQgghRJfTHtV4hrqet/iv0FrXuWrXjwQGABvrO5BSagowAtgPrDOtGgjYgR1a6zqLXbe6noeE0mClVLByO/WOTRBCCCGEEKI9tUfPfqLruTjIevfypPoOopRKAf7tenur1trR0ucQQgghhBCiM+uUdfaVUrHAh8Bg4BGt9f9a83xa6wlB2rESCFr6UwghhBCiJTmdTgoKCigtLaW6uprQhkuKjkQpRWRkJPHx8aSkpGCztW7fe3sE++5e9cQg693Li6xWugL9T4Gjgce01n9o6XMIIYQQQnQ0TqeTvXv3UlFR0d5NEc2gtaaqqoqqqirKy8vp06dPqwb87RHsbwaOxMiX98mFV0qFAf0xBtvu8N9RKRWPEehPx+jRtwr0AbZjlPYcoJQKs8jbH+x6Dhg3IIQQQgjRERUUFFBRUUFYWBiZmZnExsa2eq+waHlOp5Py8nJycnKoqKigoKCAtLS0Vjtfe/yGzHM9n2yxbgYQAyzWWlebVyilEoGvMAL9P9UT6LvLeC52HWu6xSan+LVFCCHandaa3JIqHE65LS+ECFRaakwNlJmZSXx8vAT6nZTNZiM+Pp7MzEzA+3NttfO16tGtvQPkARcppY50L3SVy3zI9fZ58w5KqWTgG2AKcL/W+l4a5j7GQ65ju481EWMW3cMYs/gKIUS701pz34frmPTnb7niX8slD1cIEaC62ugHjY2NbeeWiJbg/jm6f66tpUXSeJRSZwNnu95mup6PUkq96nqdp7W+A0BrXaKUugYj6F+glHobKADOxCjL+Q7GpFdm72Gk/mwHbEqpORbN+EBr/ZPp/dvAuRgTZ61WSn2MMfnWhRhlOa/RWpc04eMKIUSLm785lzeW7gFg0bY89hVW0iclpp1bJYToSNydANKj3zUopQBavXOnpXL2xwJX+C0b4HoA7AbucK/QWn+glJoJ3AOcB0QB24DbgKcsZuLt73oeCNwfpA27gJ9M59BKqYsx0nmuAm4GqjAm7npIa7045E8nhBCt7NuNuT7vDxRJsC+EEF2ZO9hvbS0S7Gut5wBzGrnPD8CpIW6b3ehGGfvVAY+7HkII0WFtyvHN2Vyw5TCTB6S2U2uEEEJ0FXIfSAgh2pnWms1+wf7zC7azKUcyDYUQQjSPBPtCCNHO9hVWUlbtXyEY/v6VVAcWQojGys7OJjs7u72b0WFIsC+EEO1s/QHrHvzF2/KkKo8QQrQDpRTHHHNMezejRUiwL4QQ7eiFhdu5/o2VluvKaxwcLm3dkmxCCCG6Ngn2hRCinWitefjzTT7L7jl1OLERds/7bYfL2rpZQgghuhAJ9oUQop18teFQwLLx/ZI5aVSm5/13W/LasklCCNEpaK155plnGDlyJFFRUfTq1YubbrqJ4uLigG2Li4t59NFHOfbYY+nduzcRERGkp6dz5plnsmTJEp9tX331VU9JzIULF6KU8jzmzJnjs915553HgAEDiI6OJiEhgWnTpvHGG2+06uduipaqsy+EEKIRDpVUcd3rgek7/VJjGNIj3vP+reV7uPnYQcRGyj/XQgjhdsstt/DUU0+RlZXFtddeS3h4OB9++CHLli2jpqaGiIgIz7YbN27knnvuYcaMGZx22mkkJyezZ88ePvroIz7//HM+/vhjTj75ZADGjh3L/fffzwMPPEC/fv248sorPccx5/DfcMMNjBw5khkzZpCVlUV+fj6fffYZl19+OZs3b+bBBx9sq6+iQUoGfzWdUmrl+PHjx69caZ1vK4QQwbz03Xb+/NmmgOU7/3IqRRW1jHvwa8+yd284ign9UtqyeUKIDmjjxo0ADB8+vJ1b0r4WL17MtGnTGDhwIMuXLyclxfj3saqqilmzZrF06VL69evHrl27AKNnv7a2lrS0NJ/j7Nu3j0mTJpGYmOj5bt2UUsycOZMFCxZYtmH79u0MHDjQZ1lNTQ2nnHIK3333Hbt27aJXr14NfpZQf6YTJkxg1apVq7TWExo8qB/pKhJCiHawdEeB5XKlFMmxEZwyKpPP1+UAsDu/QoJ9IUSDsu/8tL2bELJdD5/W5H1feeUVAO655x5PoA8QFRXFX/7yF2bNmuWzfWJiouVxevfuzezZs3n66afZs2cPffv2DbkN/oE+QEREBDfeeCPz5s3j22+/5Re/+EXIx2tNEuwLIUQbWrwtjye/3cqynYHBflqc97Zzv9RYz+s9BRVt0jYhhOgMVq1aBcDMmTMD1h199NHY7faA5T/88ANPPvkkS5YsITc3l5qaGp/1+/fvb1Swv2fPHv7617/y7bffsmfPHiorKwOO11FIsC+EEG0kt6SKX/xrOXVO6/TJ5y713p3tlxrjeb0nX4J9IYRwcw/C7dGjR8C6sLCwgHSd999/n9mzZxMVFcUJJ5zAwIEDiY2NxWazsWDBAhYuXEh1dehljnfs2MGkSZMoLCxk+vTpnHjiiSQmJmK329m1axevvfZao47X2iTYF0KINrL+QIlloL/inuNJiY3AblOeZf1SvMH+6r1FaK09FSKEEMJKc1JjOhN3Ws6hQ4cYMGCAz7q6ujry8vLo3bu3Z9l9991HREQEP/74Y0Bu/HXXXcfChQsbdf7HHnuM/Px8XnnlFZ8BvABvvfUWr732WqOO19qk9KYQQrSRvYWBPfRR4TbS4yN9An2AcX2TiXNV4NmZV87P+wLLyQkhRHc0fvx4AMsgfdGiRTgcDp9l27ZtY8SIEQGBvtPpZNGiRZbnsNlsAccxHw/gvPPOC1jX2AuHtiDBvhBCtJG9Frn3VbVOy22jI+wcOyzD8379AQn2hRAC8PSm/+lPf6KgwDv+qaqqirvuuitg++zsbLZu3cqBAwc8y7TWzJkzhw0bNlieIzU1lb1791quy87OBgio1PPll1/y8ssvN+KTtA1J4xFCiDayr7AyYFl6fGTQ7XslR3teF5TVBN1OCCG6k2nTpnHzzTfz9NNPM2rUKGbPnu2ps5+cnExWVpbP9rfeeivXX38948aN47zzziM8PJwffviBDRs2cMYZZ/Dxxx8HnOO4447j7bff5owzzmD8+PGEh4czY8YMZsyYwa9//WteeeUVzj//fGbPnk3Pnj1Zt24dX3zxBRdccAFz585tq68iJNKzL4QQbWR/UWCw/8fTRwTdPjXWW50nv1yCfSGEcHvyySd5+umnSUxM5MUXX+Stt97ipJNO4ptvvvGZUAuMvPxXXnmFrKwsXnvtNf7zn//Qp08fli1b5kkJsjr+xRdfzPLly3nooYe47777mDdvHgBHHHEE8+fPZ+rUqXz66ac8//zzlJSU8N5773H99de3+mdvLJlUqxlkUi0hRGNMf2QeewuMgP+/1x1Fckw4g02z5fr7YPV+bpn7EwCnH5HFM5dY/6ckhOgeZFKtrkcm1RJCiC6ktKrO83pgeiypccFTeABSTXX38yWNRwghRBNIGo8QostwOjV7CyroiHcstdY+wX58VHiD+6TGei8G8surOVBUSX5Zx6ndLIQQouOTnn0hRJcwf3Muv3xlBQCzJ/Tmb+ePaecW+aqsdeBw1diPDLMREdZwX4t5Rt0th8qY+vA8IsNsfHXrDJ8ZdoUQQohgpGdfCNHp7S2o8AT6AO+s3EdFTV09e7S9xvbqA6TERhBu962/X13n5Nn521q0bUIIIbouCfaFEJ3ez/uKApZtyilt+4bUo7Sq1vM6ISq0m6phdhsjeyYGLD9UIqk8QgghQiPBvhCi0yuvDuzF33CgpB1aElyJT89+6BmU4/smByzrkVD/wF4hhBDCTYJ9IUSnV1BeG7Bsy6GO1rPf+DQegFNGZwYsq3V0vAHIQgghOiYJ9oUQnV5hRWBZygMWE1i1p7kr9nhex0WG3rM/MTuFf15xpM+y4srAixshhBDCigT7QohOr8BidtkDRVXt0BJr1XUOPlub43nfmDQegOOG9+D1X03yvJdgXwghRKgk2BdCdHqFVsF+ccfp2c8p9r3wGJQR1+hjZMRHeV5LsC+EECJUEuwLITqlvLJq3li6m9355RRYpPEUVdRSWeNoh5YF8g/2L5nct9HHSIz25vkXVUiwL4QQIjQyqZYQotNxOjVXvbqCNfuKyYiPJNxu3W9xoLiSgemN70VvaTkl3mD/tNFZjRqg62YO9ksqa9Fao5SqZw8hhBBCevaFEJ3Qwi2HWbOvGIDc0mr2mwbjZqfGeF4fLjXq0ZdV1/nUuW9rB009+5mJUfVsGVxUuI3ocDsANQ6n9O4LIYQIiQT7QohOZ9nOgqDrBph68tftL+a2uT8x5oGvmPbwPL7bcrgtmhfAnMaT1cRgXylF/7RYz/vth8ua3S4hhOjMnnrqKUaMGEF0dDRKKZ544gmUUhxzzDHt3bQORYJ9IUSnUxKklz4izEbPJG8w/dCnG3lv9X4cTk1JVR2/f2cNdQ5nWzXT46BpsHBTe/YBBpoG9m7LNYL9ipo6tJa6+0KI7uXtt9/mt7/9LVFRUdxyyy3cf//9TJkyxXLbOXPmoJRiwYIFbdvIDkJy9oUQnY55giqz+Mgw0uKCzy6bU1JFbmk1PZOiW6tp1uc1p/EkND3YH2S6a7H9cBlfrs/ht2+vJjs1lg9vmkZkmL1Z7RRCiM7ik08+8Tz37NnTs3zjxo3ExMQE261bapGefaXUbKXU00qp75VSJUoprZR6o4F9piqlPlNKFSilKpVSa5RStyilAv63UkolKaV+p5T6j1Jqg1KqznWO4xs4h10pdavr2JWuc32mlJra3M8sRFex9VAp763aR3m1dQDdEQXLv3dqXW+wD948/tZWWF7DxoMlaK19Bug2p2d/kF/P/nWvr6Sq1smmnFJeX7K7We0VQojO5MCBAwA+gT7AsGHD6Nu38RXPurKW6tm/FxgDlAH7gGH1bayUOgt4F6gC5gIFwBnA48A04Hy/XbKBR1yv9wF5QI8GzqGAt4HZwGbgGSAFuBD4Til1ntb6w5A+nRBdVFFFDWc+8wOVtQ4unlTAX849or2bFJJgPfu1Dk16fPsH+wXlNcx8ZD6lfhdQSvnWy28sc7A/f7Pv+IONB0ubfFwhhOgs5syZwwMPPOB5b65K5q5SNnPmTE/KTnZ2Nrt3G50hs2bN8jlWd0mBbKlg/1aMIHwbMBOYH2xDpVQC8A/AARyjtf7Rtfw+YB4wWyl1kdb6bdNuu4HjgdVa6wKl1KvAFQ206SKMQH8xcJzWusp1nheARcA/lFLztNbyP6TotpbtLKCy1qhF/9byvTx41ijCgpSx7EjKggT7NXXOBoP9vLLWD/bfW7UvINAHSIuLJCKs6d9vdlrwW9PrDxQ3+bhCCNFZuAffvvrqq+zevZv777+/3u1vueUWPvjgAxYuXMgVV1xBdnZ26zeyg2mRYF9r7QnuQ6j7PBtIB/7tDvRdx6hSSt0LfAvcgNEr715X6FreGDe4nu91B/quY61QSs0FLne15ZVGHleILsO/V+PnfcVM6JfcTq0JXbA0nhqHk94N5OPf+8E6ZgxJb9W8/ZIgFyNNrcTjVl9O/qacUpZsz+eoganNOocQQnRkxxxzDMcccwwLFixg9+7dzJkzp97tb7nlFoqKili4cCFXXnllt6zU0x4DdI91PX9hse47oAKYqpSK1Fo3qQtOKRUFTHUd63uLTT7HCPaPRYJ90Y2VVPoGpc/M28rLV0zEbuu4kzUt3pbHAb8Zac3S4yOJDLNRXWdddafOqbl17k/Mve6o1mpi0DsPR/RObPaxL5/Sj9eXWufnP/TpBj79zfRmn0MI0UnNaf6/MW1mjtyNbCvtcb9+qOt5i/8KrXUdsBPjImRAM84xELADO1zH9LfV9TwklIMppVZaPWhgbIIQHZ1/Ccv5mw/zwer97dSahq3ZV8QlLy/zWTa0R7zndZ8Uo9Zy35T6KzHUV6e/JRwqCbwYiQizce30gc0+9l2nBv9nZ+PBkmYfXwghRNfSHsG++7Iz2CWde3lSBz+HEJ1ecWVgOsyibXnt0JKGaa0585kffJbFRth57MIx2G0Km4LHLxgLEBDsT+qfwsD0WNqKufrO/WeM4DfHDeY/V0+mb2rzy8HFRIRx/HDr+gSxkVJNWQghhC/5nyEEWusJVstdvfvj27g5QrSYEotg//3V+7n3tOGkNlDCsiXtyivn0S83MzQznpuPHWQ59ud/P+4LWBYfFc7InoksufNY6pzak4c/omcC327K9WzXNyWGN6+ezKB7Pvcsq65zEGG3UefUhLfwoGRzXf1jhmb4zHzbEnolWef+l1fXUVPnbNYgYCFEJyapMcJCe/yP4P5NDJZY5l5e1MHPIUSnZ9WzD3Drf39u03bc9t+f+HTtQR77eguLt+dbbrNqT2HAsh6uAa8ZCVE+A26vnzmQM8b0xKYgMszGueN6EWa3kRQT7tnmgheW0P+uzzjqL9+yOaflinLll1Wzv8iYMTfCbmv2oFwro3pZ/9Pm1HCgqNJynRBCdFd2u1HcwOFwtHNL2kd7BPubXc8B+fJKqTCgP1AH7GjGObZjlPYc4Dqmv8Gu54BxA0J0J8Gqxny35TC78srbrB2r9hR5Xn+5PsdyG6sLk97J1hV1YiPDePricaydcxJr5pzI1EFpAMSZ0lx+3mf0CeSV1fD60l1NbHmgFbu8FyVH9E4kKrzlZ7WdMSQ96Loci/ECQgjRnaWmGlXK9uzZ084taR/tEezPcz2fbLFuBhADLG5qJR4wynhi1NePAaxKU5zi1xYhuqVgPfuATxpMWwpWCaioIrCtcRH1ZyLGRob5lKuMC5LT/tla6wuMpli7v8jzekJ265Qx7ZEQ/G6B1eBgIYTozmbNmoXNZuOuu+7i9ttv56GHHuKhhx5q72a1mfYI9t/BmAH3IqXUke6FrnKZ7m/++RY4j/sYD7mO7T7PRIxZdA9jzOIrRLdU63CycndgaozbjsNlbdIO/1r/YUGCfasLk/6NHHQbH2Ud7KfFRXhev7Z4F0f95VueX7C9Ucd2O2jK1x/Qwrn6ZhlBJg+TYF8IIXwNHz6c1157jczMTJ577jnuu+8+7rvvvvZuVptpkQG6SqmzgbNdbzNdz0e5ZroFyNNa3wGgtS5RSl2DEfQvUEq9DRQAZ2KU5XwHmGtxjr8Baa63R7uef6eUusz1+gOt9QemXd4GzsWYOGu1UupjIBUj0LcD12itpU6d6LaO+/tCz+vkmHAK/XrOdxxu/TSevQUV/PLVFT7L7LbAPgitNRv8ykqmxUVy6eS+jTpfsJ79LYfKKCivITkmnPs/Wg/AX7/YxEUT+5AcG2G5TzDmYDujnh745hrcI47c0sAboH/+bBPHDe/BwPQ4y/02HiwhzKYYbCpZKoQQnc2CBQssl/t3ILlddtllXHbZZZbrurqW6tkfC1zhepzkWjbAtGy2eWNXUD4TYxKt84CbgVrgNuAibf2Tmm06nrtY9YmmZWP9zqGBi13HrHOd41zXOWdorT9s2kcVovMrKK9hT0GF5/2JIzIDttmRZ92zX+twcvf7aznnuR94c1nz8h8f+HgD23J9z+NwOv3ea675948+y97/9VQW/u4Y4qPCaYy4erY//4XFARc8764KrADUkEMl3gC8R3zrBft/PH0k7psg/tV+fvv2ast9vttymFOe/J4THv+Olbtbd64BIYQQHUOL9OxrrecAcxq5zw/AqY3YPrtRjcIzSdfjrocQwsW/YsvtJw5h7o97fZYdKqmmvLrOp3b7a4t3eXq+AX7aW8SsYelkJVoPlG3INxsPBSwrq/atlvDp2oN8s9F3/MCY3knYmjDLb7CefYDth8v58CffCcUe+nQjhRU1/O6k0OfPM/fsZ7ZCJR63oZnxvHH1ZPbkV9A7OYbL/umdbGzd/hIcTh0w/uG611d6Xj/06Ube//W0VmufEEKIjkGKMQvRDZnzymcOSQ+abrLTVJFn/uZcn0AfQGvYW9CypR7Lq30rBC3aejhgm6YE+hCYsz++b5LP+wc+3hCwz7PzQ8/dr6ipo9RV4SjcrkiOadydh8aaOjCNiyb1ZZzf54DAORQqaxxU1novpHJLmlwDQQghRCciwb4Q3dDBYm+A3tM1QdOcM0YEbHf604tYubuQtfuK+eUrKwLWQ/0VfZrCP9hftrPl0k0So32D7+FZCdxy/OAgW3sFywH19/1W7+zDmYlRlpODtQarmXMLKmp83j/8+Uaf98mxrXshIoQQomOQYF+IbuhAkSnVJMFIwblyWn+W3nUcvzq6v8+2v/jnMv740bqgx7KahTcUwQLoUlOwX+twsju/wmf9xZP6NOl8EFiyMi0ukrQQZgoO9YLm3ZXeHP+TLMZBtKar/X5uheW+wf5rS3b7vI9poGypEEKIrkGCfSG6oRxTz35WkjcAzkyMYnCGbxWX8hoHa/cFn4LdHAjvyivntrk/ceUryxscAFpSaT2hl7lnv9Rv0q+XLp/AA2eOqve49cn0D/bjQwv2D1tUvbFiztc/cWTbBvu/8btD8d3WPP782UaW7rCekbipF2lCCCE6F+na6aYe+Hg9K3YVcP8ZI5mYndLezRFtrMgU6KX6lZa0GlRa5wyexlJSZRxrX2EFx/xtgWf5+gMlLPrDLJ9JrcwOlVrXg/cN9r3t7JMS3ewA2v+zpcdFkB7fcGnNHXnlKKX4z7LdVNc5mT2hN+P7Bk6YZb44SWnjNJmEqHBmT+jNO667C099uxWAl77bwW+PC0xVspqkTAghRNsJNUW0uSTY74aW7cjnlR92AfCrV1ewZo5RLfWr9TmsO1DCCcN7MLp3Yju2ULQ2c69ugl8eeyg93WZPfLOVEVkJPhcQYPSGf742h7PH9bLcL8c0SHhoj3g2HyoF4EBxlacKkDl4jo9sfvDsH+ynhpjGY65iA/Dmsj28ec1kpg5M81leYmpvXAu0t7FSgswJ8KQr8DcrqKhBa91m4wqEEM2nlEJrjdPpxGYxJ4noXNzBfmv/Oyy/Kd3Qj6ZZU93BycrdBVz7+kqe+nYr5z2/2Kc04/bDZcx+fjG3zv2JWocz4Hjdndaap77dytnP/sB3WwIrx3RE5qA0wa/2fHqQmVnN/PPDr319Jf9Zujtgu/oG1+aYUl6GZ8Uz1DXJU02dk5H3f8mqPYWeuwYAcUFmv20M/9KbsRFhIX1eK5f8Y1nA34P5TkSw2XpbU1Ijqv/U1DmpqHE0vKEQosOIjDT+vSovb/1JD0Xrc/8c3T/X1iLBfjdyuLSaP364jn8t2umzXGvNl+u99c5rHE6WbPfm+T729RZ+3F3I+6v384/vd+CoJ6WjO3rim6089vUWftpbxMOfb/Is/3bjIZ76disFfgMlOwLfnn3foDRY77DbeeN7c6RF6tfPFnn9/rPemuWagv0eCVGcMto3ReeJb7b69OwntFDwfI7rTsOgjDiGZsYTExHGuUHuPjTk7eXeScVq6pxU1xnBv92miImwTl9qTf7VhhpSVm09bkII0THFxxudIjk5OZSWluJ0OtssFUS0DPedmdLSUnJycgDvz7W1SBpPN/Lnzzby/ur9AcuLK2tZ5jeIb6MrSNNa8+mag57lj3yxmc/X5vDBjdMCJuzpjuZvzvVJkXAHt7vyyrnm3z/i1EYP9p/PGd1eTbRk7jH379kPtwfvA5g+OI2/XzCGxdvzgm5jtjnHenIn8K313yMhiumD03jiG+93+d2Ww5w5pqfnfWNnyw3mkdlHcMGRfRjdO9HTrr9fMIZhWfH8+bNNPtv9/p019R7rH9/v5OJJfQmz23x69eMiw9olPaa+ScOsVNVKz74QnUlKSgrl5eVUVFSwb1/jZ/gWHU9MTAwpKa07dlJ69rsRq0AfjJlSN+aU+ix7edFOXv1hJ9sPlwVsv3Z/MSt2tVzt887sxYWBEy7VOZyc/+IS3DdA3ly2J2Cb9lRd56Cqtmk90L2TjTKdfZJjQtq+qtYZMFsvGD3K/zF9Lz0SohjcI56RPRN8ttuT771V3VJpMeF2G0cNTPUJjJVSnDXW27s/qX8KGSGk9+wpqGDQPZ9TWF7jO76gHVJ4IPDCrSHu3wMhROdgs9no06cP6enpREW13VweomUppYiKiiI9PZ0+ffq0+vgL6dnvBv7+1WY++Mk60AfYnV9OTV3gf/pzPt7AkB5xFnvQIVNT2lpVrYPlFjnp767aF3Kpxvbgnxpj9Z9FbISdcot8bncKV5+UGHokRHLINQvrqF4JrNvvTdmJDrd7ZmvNK6umT4rvxcGCzbk+7/unxQLw3KXjmfnoAs9y8/iS1g6geyRE8ewl41m6I59fHd2f8hrfFJfzxvfm3VXWPWnjHvyav57nvXvTUnchGiuUcQ0D0mPZcdi4iJKefSE6H5vNRlpaGmlpaQ1vLATSs9/lHSiq5Ol529hbENi76rY1N7D33m3LIet132w8ZLm8O9mdX4HV8IWHPtkYsMzZgcY5mPP1g+V4v3rVJAZnxHHu+F4+1WrMufr/vGIi6fGRDOkRxytXTvLZf1Qvbw99XlnghaH5YigxOpzhWUa+Yr/UWM4b39uzbrFp7EhbBNCnHZHFg2ePIjstNmDg7uljstj4fyfz3e9m8etjBgbs+4d315ra2j79KA2dNyEqjJQY75gMCfaFEKLrk2C/i9tbUNHgNrvzGz+q/71V+31mC+2OrFKcwHcGWLfCio5zJ8SnEk+QYH9idgpf3zaTxy4YywuXjadnopFTf45pIOuoXoksv/s4vrxlBunxkTw6+wj6p8Vy5ynD6Jca69kuryzwLod5Qq3Lp/TzubswNNP6blJbB9Cpsb7Bfo/4KKIj7PRNjWkwxSe+kbnzLcUqZ3+S6QLtz+eOJircm7ZVZXFHTwghRNciwX4XZy5vGMyu/IYvCEb2TAhI6bn9fz93qB7rtra9njsi/g5bBLztpch04RFKAH1kdgo/3Hksr/9qcsDgXaWUJ1A//8g+zL/jGK6fOdDnbkC+xWcvrufuwpAe1lUJsiwm+2pNdptiRJZxhyIhKowB6d4LmBMamNwruYGKRq3F6u7Hb44bzD2nDuev543mtNFZRIV7f4bN6dnflVfOl+tzqK6TuwNCCNGRSbDfxe23GBzpz9yznx4f6RMMuB3RO5F7TxsRsNxc1aW7CeUiye1vX25pxZY0jnm8hX/vdTCNHQSWFucNdq3SeMy/N/7B/tBM62B/QJp1j39reuzCMfxyWjYv/eJInx7xXknR3GCRyuM2LMhnaG1WPftp8RFcM2MAF07si1KKSHPPfhOD/cLyGk596nuue30lj38dOGGXEEKIjkOC/S5uf2HDwb57kCXAUQNS+fHeE3j72ik+20wfnM6k/in0Sor2WW4VyHVFWms+/vkA//1xL7UOo66xOY0nO7X+6jQLt+R2mPkJ8k0/s9S41umBNvfsW93VKK6nzn9mQhQzhqQH7OOuBNSWhmUmcP8ZI5kyIDVg3Vlje1rsYRjZs31moLbbFLF+1ZX8L6aiTcF+dROr8fxv5V7PhFwvWFSkEkII0XFIsN/FWZU9rE9idDhxkWGM6pXoKcmYlRjFCSN6EBVu55vbZvrM0mmVotEVLdxymJvfWs3v31nD1a/9yJEPfcNPe4s86xsK7modmj0hjJ9oC3nl3p+ZOShvSeaUm52HA8eE+E7q5RuMKqV49cqJ9EnxBvcD02MJq6f+f3uo77sb4VdCtC35p/L4B/s+aTxNTMGRmXeFEKLz6Fj/e4oWZ07jCaWeuruXNS4yjGcvGc/5E3rzj18c6cnVjo6w+wz46y4lOB/4eIPn9cIth8n3+9xWeeYxEXaOHuQtjbblUGnANu3Bp2e/lXLLh5uC3S2HSgPSRXx69i3yzG02xf+um0pmgnHRcPbYps1w25qSY6y/uzF9kho9k21L8v87N/fkA0SFNT+NRwghROchwX4XprX2SeNZ9IdjPQMO/ScvcjMHKbOGZfDo+WMY1cu31zrV1KOZ102C/fpScDLiIy3TYdLiIhlsGtS8JaejBPut37OfEBXOAFft/Dqn9szI7BZK+c/MxCi+vHUGX986g5uPG9wq7WwOu03x5EVjA5YfPyyj7RtjkpHg+zP1H2/hU42niWk8tQ7f/WSQrhBCdFwS7HdhJZV1nomRosPtJMeEM/e6Kbz6y4n85+rJlvuEMgOnefBld0njiQwL/qcyID3WsqpNalwEQ009/ps7Ss9+eevn7AMMz/JeUO7yK+8aSvlPMC4EBgepztMRnDmmJza/scvTBrfvRDe9kuofP9IS1XgKK3wH5ud3k7E7QgjRGUmw34XtK/LmiPdKjkYpRXxUOMcMzSApJsKyRzWU9ANz6kdHnim2JUVaVChyG9ojntgIi2A/NpIhpqosW4NMUNbWzIFZa/XsAz6TUuWVes9ZU+ekzDUXgU21X036lqCUCphYbXSv9hmc6zapf3K961uiZ7/Ib96IS/6xtEnHEUII0fok2O/CzCk8PZMCK5lY1S2vr5fVrU+Kt+dwcwdJTWltdlvwP5WTRmUSZ9Gznx4fweAMbxrP9sNl1LTzJEZaa59JrlqzZ98c7L+9Yg9/+3IzuaVVPoFickwENv+u8U5sYHpswFwEbe3c8b0Z3zeJCLuNxy8cE7Dep/RmE9Nv/Mfq7MqvCEjtEUII0TF03i410aCded7UCavSkD2TotnkF6yH0rNv7rlcd6CYOoezw1VKaWmlQeYTuHbGAI4akMr6AyUB61JjI4mPCqdXUjT7iyqpcxoVeQZltH29eLey6jqqXRcc0eF2YizuSLQUc7rX9sPlPDN/GweKK7l2xgDP8vaafKq1tFfJTbNwu413b5hKZa3D8ucbZUpJq2piVR2rgfmHS6vpmRRNSVUtf/18E5Fhdu46dVi7X/wIIUR3J/8Kd2HmOvDuwZJmlj37IeTsZyREeaqkVNU6LQPdrsY8oBRgXN8kNj14MnefOtyVHmWdsw++3/OJjy/k0zUHW7ex9WiLGvtuVilC763a7xMopnSBYN88gVZ9tffbklIq6IVcVDN79uscTnZbTCjnnq37zWV7+M+yPfzrh528tnhXo48vhBCiZUmw34XtMNU3H5Ae2JtsldoTasnAowZ6Jxn67497Q9qnzuHkjv/9zGUvL2NvB6k5HwqtNUWmAYnf/34W7/96mk/QZDlzqSvYNQe0Tg23zF2Ns50m2MovN6fwtF6+fn3HLyz3fpcpQcpXdiZ/PGMEwzLjuXJqNse2cyWeUMRGen9vS00Dpeuz/kAxLy7cztZDpezKr/DcHTI797nFrNhVwMOfb/Ise+jTjazcXdD8RgshhGgySePpYkqrarnhjVVsPlTqM3h2QHpgz745997NKvfcyvlH9ub91fsBWLI9P6R9Pl5zgHdW7gPgjx+u45VfTgppv/ZWXuOgzhWcR4fbLb+3WItgv69rO//e61qHprSqjsSYtq/Fbp7xOK2Ve9XTgtw52FfovdDrCmk8Uwem8cUtM9q7GSHrkeC905RTXNXg9hU1dVz80lJKqur4+1dbOP/I3kG3Pf+FJQHL7v9oPZ/cPL1pjRVCCNFs0rPfxSzccphF2/J8An27TZGVGNiLP9DvAiA+Kgx7iIMlR2Z5c5MPlTQcMACeQB9g/ubDIe3TEZgHlCYFCdD9S3Mq5S09aZWqUlDRPqUK2zKNp0dClE+ZRzfzOJGU2PabfKq7yjQH+yH87W7LLfOUSq1xOPnPsj2NOt+6/SVsOVSK1u1zN0sIIbo7Cfa7mDyLUpg94iMtg/gBab6pPf4zbdYnITqMCFeAW17joLy64XQA//KUnWX2TnMKT7A0J6UUsaaZS4/oneT5fiyD/XaajMwc3LV2Gk+43cZE02zLbj/vK/K8DjYLrWg9KbERRLgGzZZW1XnKoAazp56Uu9tPGBLSOU98/DumPTwv5LuAQgghWo4E+12M1X/cPSwG4gJER9h9Bo8G67W2opQi3RQszl2x16f6z668crbl+lb6yfcLcP0rAXVUxabBufV9R/efMZLIMBs2BVdNy/Yst+pB969T3hqWbM/n5rdWs2BzLlprckuqWL+/2LN+kMU4jpY2a2hgDrt5LMmQDjxhVlellCIzMfRUnr0FlZbLJ/RL5qZjB/HgWSNDOu+B4iqufGV56A0VQgjRIiRnv4sptQj2raruuJ0yKot//bCTyDAbD509ulHnykiIZH+REQj83ycb+NtXm1lwxzEcLK7i7Od+QGt49ZcTOcYV8Pn3EC7bkc/YPkmNOmdbKquu4/fv/Mxna3M8y5Kig/dEXzCxD6ePyaKyxuHTa25TgXdVWrtnX2vNrXN/Iqekiq835HDCiEw+/vmAzzaje7d+mciLJ/Xlo58P8NPeooB14XZl2fMvWl9mYpTn7/FAUWW95WD3Flr37M85YyRKKS4/Kpv7Plwf0nmtBvYKIYRoXdKz38VYVdfITAjM13e785RhvHbVJL77/Swm9W9c4JUR75sGUlHj4PWlu3luwTbc6blXvrKCwvIanvxma8Bsu0t2dOxb+v9Zutsn0IeG737ERIQFpMdM7p9KmF8alTk1qDUUlNd4Unaqap0BgX50uJ2BbdCzHx1h553rj+L8CYGDOkf3SiQ6IvTUMdFy+qd6x+tsOFh/6dztudYzP4/smeB53SPB93c+OSacGUPS6z2u1hpHO1WlEkKI7kSC/S6mzCLY75UcPNiPCLMxc0i6T4WOUFnts7+okpwS36B+3INf8/g3WwK23XrIOojoKKzmDwi1NKlZZmIUL14+wWdZaw/QrS/PGmDKgJSQB2M3V5jdxhVTswOWD81MCNxYtIkxpjtqP+0pCrpdVa2D1RZ3ZQCfmY8fmT0Gm4KocBvf/W4Wq+47getNk6eZvfz9Doorajnx8e846i/fss6UWiaEEKLlSbDfxVjl7E9uZI99qEb1CkwD2XCghKQQA+K8suoOXaFjn0X6glU9/VAcN7wHD549yvO+sJXTePYWWudZu50xpm0nf7Iq/Tq4HWcS7u7M6XNrTAOm/S3ZkU+NK/Um0zSZ3t/OH+Oz3cwh6fxw57Esu/t4+qbGoJQiI0gHwkOfbuTPn21ka24ZuaXV3PPBuuZ9GCGEEPVqkWBfKTVbKfW0Uup7pVSJUkorpd5oYJ+pSqnPlFIFSqlKpdQapdQtSqmg9/WVUqcrpRYopYqVUmVKqWVKqSsaOM8VSqnlru2LXfuf3tTP2pEUV9aSV+bbi15aFZgeMiKrdXpQZ1rcpt+UU8rCLaGV1ayuczZYCaQ9Wc0S6v99N0aCaQ4Dq7EVLamhScsam7LVXDERYdx72nCfZf1SA+crEG1jcI84z52dA8VVQStjvb5kt+f1aUdksfD3x7Ds7uOYbZGWlZUY7XPnq7/FrN1uc00T8f0c5M6BEEKIltFSPfv3AjcBY4H9DW2slDoL+A6YAbwPPANEAI8DbwfZ5ybgY2AU8AbwD6An8KpS6m9B9vkb8CqQ5dr+DWA08LHreJ3WlkOlTPzTNxz1l299Zqj0z9l//MIxPrfbW1KPhCgsxp42irnue0eyv6gyoHoQ+M4c3FjxpmDfKt2qJbkHTgfTy2L25NZ29fQB3DhroOf80waltXkbhCHcbvP5HbBK+6quc/D9Vu+F+2VT+hEZZg855c9uU/x47/HNb6wQQohmaalg/1ZgCJAA3FDfhkqpBIzA2wEco7X+ldb6dxgXCkuA2Uqpi/z2yQb+BhQAR2qtb9Ra3wocAWwHbldKHeW3z1Tgdtf6I7TWt2qtbwQmuI7zN9dxO6XfvbOGmjontQ7NX7/Y7FluDvYX/u4YzhkXfLbLlvDvqxo3C25cZJjPzKrN6Smvj9baU/Gm1uHkhYXbefn7HTgbGBC4t6CCD1bv56lvtnqWxUeFMa5vEmeP7cnxw3s0uU1xkd5eT/cdjYba01T+g6H9qeZepTXR7ScM5YtbpvP1bTOIasS8DqLlme+s7DKVzQUorqhl8bZ8ah3G72eflOh6e+qDSQthLoempsYJIYQITYsE+1rr+VrrrTq0BOzZQDrwttb6R9MxqjDuEEDgBcNVQCTwjNZ6l2mfQuDPrrfX++3jfv8n13bufXYBz7qO98sQ2tshmW99r9rt+Xg+aTHxUa0/O+n0wem8dtUkzh7bcA54VmIUi+86ljG9kzzL8lqhZ9/h1Mx+YQkTHvqal7/fwdvL9/Dw55t46NONDLj7M74LkmZUVevgnOd+4Ja5P/mkGfzl3NG8/+tpPHHROMLsTf+TMQc1K3cXkn3np0z80zf8uKugnr2aJthFlN2meP7S8S1+vlDZbIphmQnEREiA196yTRV5zD37+wormPHofH756grPMvOM2Y31j18cWe/6xszvIYQQovHaY4Dusa7nLyzWfQdUAFOVUuYuofr2+dxvm+bs0yn41yx331avczh9cvbbqsds5pB0/nDKsAa3G5QRR0JUuE9vX2v07H+78RArdxeitTEY8Ol523zW/+Jfy5n85294ceF2n+VLduRbXnwc0SupRdplTuNxyy+v4W9fbbbYunmsvtcpA1JYde8JnDI6q8XPJzofn579fG/P/g/b8nwmkgMY3oxxPyeM6FHvv0U1UntfCCFaVXsE+0NdzwG1GLXWdcBOjMm+BoS4z0GgHOitlIoBUErFAr2AMtd6f+4cjZDmeldKrbR6AA1HuC1sT34FV7/2o8+y4spatNYcLK7CnRWSHh9JRFjb/Xgz4qMCasmfMirT531qrJG+09OUK2xV3rK5/GfmPWwR+B4qqeYvn28it9Q7e2htkKCjR2LDqQihCBbwLN3Rsj37WmvySgMvWvqnxZIovajCpZ+pZ988GL28OnCwbnZa8wZTv3DZBIINHerIg/SFEKIraI9g330/OFhxZffypCbsk+j33JhzdAqPfrU5oNe2rLqO3NJq/viht4Rd35S2rXRitynG9032vI8Ms3HjrEE+27hLdU4Z4K0E8/3Wwy1efvNQSZXP+/oOn2uaE8BqQjKAyLCWyS2Prad3M1g1lKYor3FQ6Xe8MJviuhkDW+wcovPLNvXsm4P9qrrA38XMJszDYXb04DQ2/N/Jlv8uVdQ4qHNI774QQrQWqbMfAq31BKsHsKmt2/LwuaOZPjiNSL9e+xMeW8j8zd5c9N71TKTVWh46ZxQ9E40KPXPOHMmoXome3v2jB6VxyeS+AIzrm0yMa+bUfYWVlj3vzeEf7NenxJSukF/eOoOF3SLCbAE/N7fth1tugrE80+Dc2Ag7vztpKC9fcSTZTRhgKbquPikxnmpa+worPOk0VTWBwX5WYvP/PYkKt3PzsYOIjbBz6uhMYk2zJ7+zch9FrTzRnBBCdFftMUrOvxfen3t5kd8+aa51+fXsU+z33JhzdAqxkWH884qJbDhYwoYDJdz9/loASvx6paNaqDe6MYb0iGfeHcdQWeMg2ZWy89yl4zlYXEVWYpSnAkxEmI1BGXGs2Wf8mHblVZAR37yeQ7OGZo81M39vVmVAW7oefXxUGNUW59l6qIyRPZs+CNJsr2kysGFZCQF3WIQAI/jOTIjypP8dLK6kX2osVRbpbBkJLZPKdv6RfZg9oTdKKaY9PI/yGqNE7J3vreX1pbv55Oaj261SlBBCdFXt0bPvHo0YkC+vlAoD+gN1wI4Q98kCYoF9WusKAK11OUa9/zjXen+DXc8BYwA6g4gwG2P7JPnMgunvhBFNLxHZHFHhdk+gD0aJx55J0QH/gZvL+O1owV5th1Ozy2IyrGBKTAOarcpV3nHi0IBlzREsleeWuT+xdIfVdWzjbcv1fp+D0mWWWhFcRrx5sLxxEVpp0bPfkmVS3f8W+A9YX3+ghJKqOhxOLYN2hRCiBbVHsD/P9XyyxboZQAywWGttjrzq2+cUv22as0+nEmzA5/1njODYYRlt3JrGMQf7d7631jLAaIr9hZWNChRKKmuprHHw1y828d5q3/ngnrt0fIv37Nvq6bW85t8/Ut4CgxV9gv0MCfZFcKkWlbH8x49YzZTdEgb3iA9Ydri0mpOf+I4Rf/yCez9Yi6OV5qEQQojupD2C/XeAPOAipZSnALNSKgp4yPX2eb99XgGqgZvME2EppZKBu11vX/Dbx/3+Htd27n2ygRtdx3ulOR+kvcVGBva29U2J4ZfT+rfarLktZaBfj/PyFqo1vz2vcXcJSqvqeG3JLp5f4FuG86pp/QOqCbWEoRYBjrktf3h3TbMHLG895P0OBmZInr4IzjzBnTuNzTy4OyM+kgfPGtUq577wyD4By95avoetuWXUOTVvLN3D8p0tPweFEEJ0Ny0S7CulzlZKvaqUehW407X4KPcypdTf3NtqrUuAawA7sEAp9bJS6hHgJ+AojIuBuebja613Ar8DUoAflVLPKqUeB9YAA4G/a62X+O2zGHjMtX6NUupxpdSzwI+u49xhnqCrM4qzqNueEN05Jivyv/NQWN4yg/P2FVY2avuSqloe/dK3zv2oXgn88YwRrZI7fP+ZI0iMNspfnjW2J1Hhvn+Cn6w5GDCPQmNU1NT57N9S4wBE12Tds++9M/bQ2aPom9o6lb2OzE4OWPbRzwd83pvHnwghhGialooMxwJX+C0bgLdW/m7gDvcKrfUHSqmZwD3AeUAUsA24DXjKaiZerfXTSqldruP8AuNCZQNwr9b6NatGaa1vV0qtxejJvxZwAquAR7XWnzTpk3YgViUhB6R1jrSN2MgwLpvSlzeW7gEImMSnqeq7aEiJjaDAb31pVR1Ov1+3v58/tkXaYiUrMZoPb5zGugPFHD+8Bxcc2YdLX17ms82SHfmM6xsYCIVi2Y4CalxlDIf0iPNMuCaEFfMEd/kWaTwtmavvz+rY/uNmWmPSPSGE6G5aJNjXWs8B5jRynx+AUxu5z8fAx43c51Xg1cbs05m118DcpnD3cEPLBPtl1XUs2pYXdP3vThpKckw46w+UeGbVLamsJS4yzFNjPzE6nMGtnOeenRbrKYM5bVAad586jD9/5q3iqmj6HYWFW7zlV2cMbp1ca9F1mNN43AN02yrYD4XV5HBCCCEaR+rsdzGnH2FVfKhjSojyBvslzQz2q2odHP/3hfXm+KbERnDyqCymDEj1LNtXWOkzmdbnv53e5uMdLpvSz+d9fjN6M7/bagr2W2lgpeg60k09+weKjRQ4c85+dCsH+389b3S961t77gshhOgOJNjvQnonB5a47Mhasmd/webD5DQwmZY7pSUpxnveDQdLPK8HpsfSM6ntJyOLiQjjkfOO8Ly3Sl1Ys6+IC19cwqNfBp/Hray6jh2HywGIsNtavJKQ6HrM1ZpW7yni9Ke/Z8uhUs8y/zElLW32hD7E1zOztKTxCCFE80mw34W09y33xkowBfvmevfBOOspw1frqL/cZlxkGCN7JgBGD7+V9uwJTzdNWpRvMe7ghjdWsWxnAc/O386KIJWL9pomE+udHN3pfh9E20uP950sa93+Emod3r+z1v4dstsU54zvFXS91UR3QgghGkeC/S6ktXvhWlqoPfuF5TWc+uT3THjo66CBbkVN/fXppwxIJdxufD/JMdbB/oUTA0sBtpW02MDJjcz2F3mrDC3eZj35lk+wn9I6FVRE16KUYsqA4HeA2uKCMSYieM9+rsVEd0IIIRqnc9RpFF5VJVBkVLBBKYaqPWjXgM5BJELuRnAP8PSk9DT0nkZu3zLvk3UpKZSgAWeZk+UbthIVZmd07yQjHUnZQNm5578/se1gPk4Ury7azsR+yQFtL6qo/87A9MFpntdR4XZiI+yU+03k1bcdA+RU00DJXXnlVNTUBQ2C6pzWdzHMZUd7J7d9OpLonM4e24ulO6wvoqMjWj/Yj63nHAXlNVTVOuQulRBCNIME+53NnqXw5vmet1+a78LnA8+1eYuabASwyl0ZsgT4r/V2z4FRnBWMAq0P4LoQMC4GUDaudCoujtQ4seFEoZSNWm28dmAjY0k0rAjz7POpvZKqCIV2rVfKRsxrfzeOZwsDexjYwsEebry3hQV5He7a1up1ONjsFseJgLBIn+dMeyST4gvYV+qkpjacj5Zt5KIpg8AeidOvOo//YOaDxZU89OlGPl1z0LOsT7L07IvQXDSpLwPS47jgxSUB66LCWv9uYYxFzn5STLjnAv5gcZXPjNtCCCEaR4L9TkemjwdAO40HRvpOJBDpPzbZ/L7Ud1U2BCax7W/B9jWSDde1jvui5lvXA1C2cNZF2qkhjBrCqV4ZTtGWOBLjYzlQ6mRfqYMLdThnh4dTTQSVOoLJe3vDV6kQHgPh0RbPVstcz2FRgXd9RJc2qX8KyTHhFJrukIXbFWH2Ngj2/Xr2I8JsDM6IY8WuQgAOFFVKsC+EEM0gwX5nExEHGSPxBP2eCaFa6z2N3L5x74sqanBqjTfBx1ieEGWnsroWtBM7ThQaO05saGyqe13wKGctccrUm6+A8lwoh15AL6t4bLvr0VTmC4CIOIiMg4hY1+t40zL3+1jTsnjvOveysMiGzynaVf+0WAr3FHnef3Lz9DY5b5xfz35KTAS9kqJZgRHsm8erCCGEaDwJ9jub7Gnw68Xt3YoWc92LS1hmURt/7hVTuOgfS9EabAqOGpjKD56BqRobmj+cOJjrpmeDdvDLfy1j5a48FJoXLx3LlP7JRs+/0+G6C+B6dhp3BB77ciNfrj/guZCYOTiF3584BJx1xsNR6/e61jiW+7XD9d7ytf8xasFRZ3pdC3XV4KiBuirP64qKCorKyoigjlhbHZGqDpuznaqR1FYYD6wHAzeaLdy4KIhKDPJIqmddonExIXcbWtWwrARWmYL9tupN968IlB4f6VMCd09+hf8uQgghGkGCfdGuslNjLYP9C19a6nndMymau08dzp3vrmXt/mJA4UTx5sqDXHfsMAAOVoVRghGcxKVkQlxivefNGBTJ5nXeX/+jMwdA7+Et8Imabu2OfM/nPrJfMreeMIRLX15KBHVEUEsktcZrZTyP6hHJ7kOFRLreR1LDWaPSmNE/lnhbrStgrzQ9V4a2zNEKFVCctVBZYDyaQtl9g/+YFIhO8X2OSYXoZN9lEXFykRCiAX7BfUQb5OtDYLDfIyGSYVkJnvfLdrbQBacQQnRTEuyLdjWqdyJzf9xb7zbZqbGM7JnIxzcfzYc/7ee3b/8EwO78Cnbnl9MvNdZnQq2MhIZTRsb3TfZ5f/yIHo1vfAtLjPEtRVpV6wAUNYRTQzhl7pWuLKatOQDpnvfrHjgpICWiSZwOI+ivq4KaMqgph+oyqCl1PZd533vWlUF1qWmd6bmmzLir0Rza0bSLBXuE30VBsuuiIAVi041HnOs5NsPYztY9K7+cN743z8zfRlFFLVdOzW6z86bF+f69ZiREMXWgd5br1XuKKK+uI7YlfreFEKIbkn89Rbs6f0Jv9hVUsHpPEbmlVeyyuGWfneatLHPW2F68v3o/CzYfBmDl7kLS4yM9lTvC7cqnZn0wQzPj6ZMSzd6CSgZnxDHBL/hvDwlRvsF+hV9pUIDhWQlsNM366/a388e0TKAPRrAb6cq1j01rePuGaG2kKlWXGKVjq4qhqsj1HOKjrol5244aKMsxHqFQNuNiIDbD+OxxGX6v000XCRldaixCcmwEH990NJtzStt0grmEKN/f2/jIMNLiIj1/n3VOzaGSKgakxwU5ghBCiPpIsC/aVVS4nbtONdJnth8u47i/LwzYJjvVN71gdK9ET7C/OaeUI3onedZlJUZjszWctmG3Kd741WTmbcrlhBE9QtqntSX6zShcWesb7EeH27l+5gDPnQ2zjPgOHHQqBeFRxiMuo2nHqKtxXSwUQ2Wh8agogIp8o7e/wtXrX5EPFYXe13VVDR/bTDuh/LDxCEV0CsRnQXwmJGR5X5ufYzOMkqydQJ+UGPq08XwTyi/Nyv23GGuaZ8LqwlcIIURoOsf/QKJbGJgex/TBaXy/Nc9nuf9AweGmfN51B4o5utjb+5yVGEWo+qXG8stp/ZvY2pYXE2EnzKaoc2qqap0U+00U9txl40mPsw7q/fOeu5ywCAhLa/ydhpoKi4sB13t3UO9+lOUadxwaw51alLu+no2UcZHjfxEQnwWJvSGxDyT2MgYhC09aj7kkZ1Vt5wn2q2od7MwrZ1hmfMCFjBBCtAcJ9kWH8sSFY7njfz8zf7O3Z7WfX8/+sMx4z+sftuUzPNMb/JureHQ2SikSo8PJLzcq8JjHIVw7YwCzhmaQU2zdU93lg/2miogxHom9Q9u+rgYq8lzBv/tCIDfwvfu1DiUI1VB2yHgc/Dn4ZtHJpuC/NyT08n0fn9llxxPcecowHv58EymxEVw4sQ/gO3tvZ+nZr3U4OfmJ79iVX8F1Mwdw1yntO+hfCCFAgn3RwaTGRfLEheMY839feZb1SfEN4PunxTIsM55NOcZMWS8v2ulZ15ie/Y4oJTbCE+zvzCv3LI8KNwKf1LiIgH0iwmykxgYuF00QFgEJPY1HQ5wOKM+D0oNQmmN6PuD7PtSUIHd6Us5a6/XKbrQrsbfxSOoLSf0gORuS+0FC706TLuTvuhkDmD44jd7JMZ6xJ9HhnSuNp6Sqlmfnb/OMO3px4Q4uOLIPA2WsgRCinXXO/xlEl5YYE84NxwzklR92cu2MgUSG+fZmKqW4ZHJf/vhhYOpEZ+7ZB8hOi2VrrlF3Z/2BYs9yd0pDuN0WMNNpVmKUpAu0B5sd4nsYj/rU1Rh3A8wXACUHjEfxPijea7x21tZ/HO0wti0OUr1K2Y2LgORs7wVAcjYkud7HpHTYMqRKKUb29C2X21nSeFbuLuTxr7ewaFtewLrj/r6QZy4Zx+lHhHDxKIQQrUSCfdEh/eHkYdxx4lDsQQbOBhtE2DOpc/fsD0yP42sOAXCoxFvv3hz4pMdHBgT7ogMLi/D2xgfjdBoXBO7gv3i/6ULA9bqhOwTaAUW7jcfOwIHuRMS5gv9+kNIfUgdCykBIHWSMH7C1TV39UEWHd440noc+3cBq02Rk/j5dc1CCfSFEu5JgX3RYwQJ9CF59Jiuxc/fsD0i3HqQZZQp80uIi2XLIU3Wfnp38MwuMQDs+03j0PtJ6m9pK37sBRXugcJfrsbvh8qI1ZXBonfHwFxbtCv4HGMF/qusiIGWgMSi6He4I+ObsN3Oehlaita430AcjvaepKmscfPzzAfqmxjBlQGrDOwghhAUJ9kWn1CPBuje7s6fx9Atyx8Lcs5/sl5+fKT373UO4KyBPHWi9vrYy8AKgcJfR01+4ywj2g6mrDH4hEJkIqQO8dwHSBkP6MON1eOv97kV3gjSew6UNzzZdUtm0C5Wc4iquenUFG1zzakSE2VhwxzGd/t84IUTbk2BfdEopMYEDUuMjwwIm6Ols/AN5N3Own2Sqxw9SiUe4hEdD+lDj4U9ro+xo4W4o3AkFOyF/GxRsN54rC4Mft7oYDqw2HmbKZqQEpQ+D9CHGc9pQ43VkvPWxGiGmE6TxnPrU9w1us+5AMY99tZlZwzIY14jJ++79YK0n0AeoqXPy+tLd/OHkYU1qqxCi++rckZHotmw2RVJMuGfmXIABGXGdfqBqol8g72ZO40mK8d0mRSrxiIYoZaTjxKZB7wmB6ysKIH+7K/jfbroQ2B78joB2GhcOhTthy+e+6xJ6QdoQ3wuB9GHGIOEQmXv2n1uwnd35FTx09qigF8RtraSqlryymga30xqemreN15fuZsldx/n8LQffR1sO+F2yPb9JbRVCdG8S7ItO67YThvhU5BnbO7GerTuHYMF+jGk20aRo32An2eIuhxCNEpNiPPpM9F2utTHZmDv4z9sKeVvg8GYjNQhtfbyS/cZjx3zf5XGZ0GMk9BgBPUYZr9OGQFjg3SlzsA/w6dqD2G2Kpy4e1/TP2YL8J71rSGFFLfsKKxmUUX8pTqdTs7+okqpaZ8C6gvKGLy46g+o6B5sOltIrOdoziZoQovVIsC86rV8clU243cZd760lOtzO1dMHtHeTmi0q3E5EmI2aOu9/9DYFvUx5uonSsy/ailLe8qLZ03zX1VYaFwGHN7sem4wLgfxt4AySp16WYzy2f+tdZguD1MEBFwEx4YHVgT76+QBzzhzZIX7nS6t8P+Mj5x3B799dA8BJI3vw5fpDAfsUVdQfrBdX1HLWs4s8tfoBBqTFsiu/HKeGvYUVVNU6Qro70FGVVtVyyT+WsXZ/MWE2xZvXTGFS/9Dv+AghGk+CfdGpXTSxD+P6JpEaG9llctcTo8N9Bv4dP7yHz2fzz9nvCIGP6IbCoyFztPEwc9QaYwIOb4I884XAVqizmAHaWQeHNxoP0/jg08MT6BnRk03OPqzT/VnvzGar7s2jX27mL+eODjxOG3t96W7P64nZyZwzvhc/7ysiv6yG/zt7pGWwn99Az/wz87f6BPoAvZKjcWrNrvwKtIYNB0sY34jc/47mmXnbWLvfmEOkzql5b9U+CfaFaGUS7ItOTSnFsMyE9m5Gi0ryC/bH9k3yWe+f6iNpPKJDsYe78vSH+C53OqBgh6vqz3o4tMF4XbTb8jDhtSVMtpUw2bbJs6xah7Hlp97kVEwic+hkyBqLI30E9kjrKlatZcfhMt5avsfzPiEqnHC7jT+dU/9FSENpOB/9fCBgmVKK8f2SPRcBS7bnd+pg/6sNvhdBu/LLg2wphGgpEuwL0cH4B/OZfmVGw+y+g5D9c5uF6JBsdqNsZ9pgGHmOd3l1KeRudF0EbDAuBHLXQ1VxwCEiVR2j1S7Ytgu2/RcAjY29YX3pNWIKtqwxkDXGuNsQ1XqdAB+s3u/zPj7EKmD1Bftaa5+J9NzOHNMTBby3yjjnsp0F3Dgr9LZ2JPuLKtmZ5xvc7/a7kyGEaHkS7AvRwTQU7A9M9w7wCzXIEKLDioyHPpOMh5vWULKfqn1rePW9j+lbs41Raid9bYGzCIfhpE/dLlizC9a87V2RMhB6TfA+Mke32LwAsZG+f3cJFgPrpw9O4/utvhV18uup3nO4zLpm/1lje7LLFCDvzKtnvoQO7sddBQHLDhZXUVnjkE4LIVqRRApCdDAZCb5jD3r4TZqVFBPB0xeP44v1OVx9dP+2bJoQbUMpSOxNVGJvLh90IusPlPDOtjxe+3Y1I2y7uXZQCbMSDrJ9zQ/0VznYlEVVoAJXKdG1xh0AbOGQOcr3AiB1sDF7cSOF2333sZrte86ZI/n7V5vZlFPKjsNGsP6/lXv5/clDLQfY7soL7OH+/clDCbfb6J3sTVM6UFRFncNJmL3x7W5v/ik8bnsKKhia2fy5GYQQ1iTYF6KDmT44nbeW7/W8t5ot+IwxPTljTM+2bJYQ7SI2MoxJ/VNYt7+YYuJY4hzJkNR+zDprFMf9+CkxVDFc7ebGYWUcm5gDB3820oK030Rczlrv5GArXjaWRSZAz3G+FwAJWQ22qazatxJPRXXgpF8D0+N47tIJLNmez8X/WAoYFXx+89ZqXvrFkQHb7/JLb0mJjeDSSf0AI1UvLS6SvLJqHE7NweIq+gSZbbujWre/mE/XHLRctyu/XIJ9IVqRBPtCdDDHDE0nPiqM0qo6+qbEEBcpf6ZCmP8Oyqod1DqM8rQVRLFSD+WnrEEce6Jr9uDaSiP3f/9K2Pej8VywPfCg1SWwc6HxcEvs40ormgJ9J0PGSLD7/g2WVvnW2PcP/s0m9U9hZM8E1h8wZsNduOUwWuuACQB3F3iD/dNGZ/HweaOJj/KmB/VJiSbPleqzt7Ci0wX7X6zL8Xl/1tiefPiTMSDZ/0Kns9lxuIytuWXMGppBRFjnu+Miuj6JIoToYGIiwnj5F0fy0c8HuODIPu3dHCE6BHOefHl1XcBg1xJz3fvwaOh9pPGYfJ2xrKLA6NXfvwr2uy4AygPHAFC813ise9d4HxFn9Pj3nWJcBPSeGFBj//wjewdtt92m+M/Vkxn7f18DUF3npKy6zieQB3xmA58yICVgfb+UGFbvKQJg3sZcpg5MC3rOjuhQibfs6skjMxnTO8kb7HfiQbr5ZdWc+tT3VNU6uXHWQH530rD2bpIQASTYF6IDmjwglckDUtu7GUJ0GLGR3jz3/PJq5ny03md9QxNWEZMCg44zHmAMAi7eawT9+1caFwEHVkOtX+BZU+bX+6+4KaI/I8MGsNI5hLyUscwcXH/gnRQTQe/kaPYVVgKQV1ZDebWD15fuYmJ2CscMzfC5OxBnMfD+5FGZfOAKjueu2Mvdpw7HZjFWoKPKNZUTnj2ht89Qid2duPzmf5bt8cx2/Oz87RLsiw6p3YJ9ZdzDvNr1GAkoYCPwMvCS1trpt30P4F7gdKAnUAIsAh7UWq8Kco5o4E7gIqCfa58FwP1a640t/6mEEEK0BnMaz4pdhQHriyprA5bVSylI6ms83KVAHbVGCdA9y2DvUuO51L/2vaZ3zQ4uD9vB5XwDZcDj90O/qdBvGmQfDWlDjOObpMVFeoL9w6XVvPTdDr7ZeAjYzjOXjPO5WxAXGVjd58QRmaTERlBQXkNpdR17CirITott3GduR+ae/R4JUT6DmvOCVCLqDMrrSeESoqNoz579N4BLgFzgLaACOAF4HpgK/MK9oVIqG1gMZAHLgfeAdOBc4DSl1Bla6y/NB1dKRQJfA9OAH4EngT7A+a59jtVaL2vFzyeEEKKF+Je79FdY4Rvs78wr59uNhzhpZGbo+e32cGPAbs9xMOV6Y1nRXti7zHjsWWpcDPj2RUHpQSPtx536E5tuBP/Z040LgPRhpMV5q2xd8OISn91venM1MabSk1YldW02xfCseH7Ylg/A5kOlnSbYL6+u85koMCMhEqf2VlDacqiMG95Yyf+dNarLzIQuREfSLsG+UuocjEB/JzBJa53nWh4BvAtcrpT6QGv9nmuXJzEC/aeAW7Q2/pVQSj2EEci/opQarLU23wu8DSPQfwe40H2nQCk1F/gA+JdSarT/HQQhhBAdT0MD1QtNOfxOp+aXryxnV34FH/y0n09unt70Eyf1MR6jZxvvq0u544l/0bNkDRNsWzg6eif2mlLffcoPw4YPjQdAdAo32UbQx96fZc7hbNR90fgO5Kyo8Vb0CfZZh/ZI8Ab7OaWcNDKz6Z+rlX2x7iC3//dnymt8KxUpBamxEdQ5fculfr4uh5o6J/+8cmJbNjNArcPJI19sorzGwR9OHhYw74k//6KvVoOvhWhv7dWz754+8e/uQB9Aa12jlLoPI1XnJuA9pVQUcArgBO51B/qu7bcopf4F/BY4D/g3eFKEXN0y/N4c0GutP1RKfQ9MB2YC81vpMwohhGghDfXs7ymoYOPBEoZlxlNQUeMZ9LlufwkVNXXERLTQf3eR8SysG8lhxyBwwJLbZpJVtR12/QC7FsHuH6CqyHefygLGsoix4YsAKNYxLHMO5wfnKBY5R7Fd98TIZDUEmyxvYIa3J39vQccd1FpeXcfd768LCPQBMuIjCbPbCLNDZJiN6jpvf9u3m3LZX1RJr6Totmyuj7dX7OUf3+8EjAkNf3Pc4Hq39x+sXVpdR0JU/RcIQrS19gr23d0ROyzWuZdNd/X0pwDhQK7WurSe7Y/DFewDA4G+wBat9U6LfT7HCPaPRYJ9IYTo8MwDdN0y4iOpqnV4KvGc8uT3PHDmSI4a6Du4Pae4igGmmaeby1x6Mz4mCpLHQNYYOOrX4HRC7gYj6HcH/xX5PvsnqgpOtK/kRPtKo306mR+cI/nBMYofnKOC9uynxkZ4XvunLXUk327KDaiW5DZraIbndXJMBDmmXH6AxdvyOL8dq5D96dMNntePfb2lwWC/0O9zFlfUSrAvOpz2CvbdvflW038OcD2HuV7vBhxAmlIqTmvtP1e4e/uhpmXu11uCnH+r63lIKI1VSq0MskqG3QshRBuIDLOTGhtBvim46psSQ3mNg5KDJZ5l93+0nr+dP8Zn35YM9msdTk/1FZuC2Ai/ixCbzZipN3OUUfZTazi8GXYvomD9POx7F5Po8B1gnKkKOc++iPPsRs+/85UnYeAs6D/TGPAbnQQYVX3cGqw+1I42mn4e/syBfFJMeECwv3xnQbsF+zsOl3l+tmb5ZdXc/f5aYiPD+PM5o31mQPa/qCmqqKVPSqs3VYhGaa/ZHz51Pd+mlPL8WSilwoEHTNsla60rMXrfbcD/mQ+ilBoEXOXe1rQq0fVcHOT87uVJjW65EEKIdjEx2zeKio8Ko1dS4AzTd/zvZ5/3/gFlc/hWzQlrOD9bKcgYBhOvJuXKN1l05mKOq36Ue2t/yReOiRTrwMHDtvytsPwlmHspPNIf/nEcfPt/9CxaSRjG+X/cXcjZz/5ATnHLfbaWcLi0mucXWExg5jK+b5LntdUEVKv3FrVCqxq2t6CC059eZLnu7vfX8uX6Q7y3aj/vrdrvWZ5TXMXyXQU+2xZVdtyLMNF9tVfP/tvA5cBJwAal1IdAFXA8xkDcPRhpOO5L7FuAH4BblVJHuV6nY+TpbwXGmrZtcVrrCVbLXT3+41vrvEIIIbwm9k/hi/XemVjjo8JJjmk4ZeJgCwbE5hSehAYGb1rJSo5mu+7Fdkcv3nCcwJD0aKLy1nG0bR1TbeuYaN9CJKYUHe10TQL2I32B1ZHR/OAcxULnESzcO4ZLX67l29uPaf4HayH1BfovXT7B5+Ko0OLuxJ78ChxO7VOasy38c9FOn0HSYNy5cTg1X64/5Fn2v5V7uWRyXwA++Gk//g4WdayLLyGgnYJ9rbVDKXUGRsWcy4ArMIL9BRgB/DuuTXNd269XSk0A/ohRnnMCcAB4HPgS+N69rYu75z4Ra+7lRc3/NEIIIdpCn2TfgZsJ0WEMymg4PedQK/Xs+89yG4qsRN87ERdN7s//fVLJGsdAnnOcxeB4O1+fF2lM4rVjARz4CXPNl3hVycn2FZxsXwHhsKW4F6Ufnk78qJOh71QID7zT0ZaW7vAdn/DGryYTHWFnRFYC0X4pT+eM7cVT87b5LKtxOMkpqQoYpKu1Zt3+EtLiI8hKbPkBvIu35wUsc2rILfX93emT7L0Tc6CoMmCfeZtyuWCizHwuOpZ2q7Ovta4F/up6eLiq7wwG8syDa7XW2zEuCvDb3p3Gs8K0eLPrOVhOvnvETbCcfiGEEB1MapxvDfb4qHCOzG44Qbq4sRNu1aPEPDg3SNWc+mTER5GVGMXB4ir6pERzzrhe/N8n3kGhPVKSYeBkI2cfoKLAGOi7fR5s+xaK9/gcb4htP6x+0XiExxi1/Qcdb8wUnDqwaR+yieocTrYf9g6re/DsURxdz+zCv5o+gBqHJj0+kk/XHGDVniIA7v9wHc9cMt4nN37uir3c+d5aIuw2vr19ZuhzJ4Rof2Fg4A6wKce3LkiKaZB0bkngZGCLtgVeNAjR3tpzUq1gLgIiMCbaCsXlruc3Tcu2Y6QCDVFK9beoyHOK63lek1sphBCiTaXFRfi8j48KY0iP+Ab3a8lg/7a53vEACU0I9u02xctXHMkX63I4a2xPkvzSkHr6j0GISYERZxoPrbnk4dcZVracmbafmWLbSKQyfbbaCtj6pfEASBkAg0+Coa5e/zDf76+lrTtQ4imlmZUYxeVT+tW7fWJ0OHeeYtS5WH+g2BPsf7Mxl+teX8mrv5zoSfu58721gNHzf+zfF7B2zkk+FwPNUVnjsCwTCnD96771OarrvNv59/oDlFXXtWypVyFaQHsN0EUplWCxbCzwKFAIPGxaHumaEde8rVJK3QMcA8zVWq9yr3PV4n/B9fYRpZTNtN9ZGGU3NwALW+rzCCGEaF1WPft2m+Jv548JSI8xK2mhYL+gvMZnsK/VANNQjOyZyO0nDmVQRnzAAN96U1SUojxhIP9ynMIVtXcypvolrqz5PZ/HngUpFr34BTtg2fPw77Pg0YHwvyvh57nG3YIWpLWmqtbB+6v2eZb5lz9tiH861sIthz3Bf3m1by37Wofm7eW+dziaI7/c20OfmRDFscO85UHN8wAALNh8GKdrQrDc0sCefYD8MhmkKzqW9rz0/FopVQmsA0qB4cBpQCVwhtb6gGnbwcD3SqmvgV0YdfePA0YDi4BrLY7/GMbkXLOBZUqpbzEG/Z4PVABXyey5QgjRefiXuQxzDeKcPaE3syf05phH53sm0zJrqZ59/3KXa/YFK/jWOJdN6csbS/cQFW7zDP4MZkBaLD+7KtZUEckC51h2q2mc8ptjjOB+27ew7RvY+Z3R0+9WXQLr3zceygZ9phg9/kNOgbTBRtWgJnA4NRe8uIR1+4t9AuNzx/Vu1HFGZAX0/7F2XxET+iXz1LytAese/2YrV06zqt7deHmm4Dw1LqLe9KyDxVW8uXwPl07u6xPsD0iLZUdeuet41S2eZiREc7RnsP8ORsrOZUA0sB94CfiL1nqf37aHgM+Ao4AzgFqMnvmbgBe11nV+26O1rlZKnQDcCVwM3AqUAB8A92utN/jvI4QQouPy7wWv8et1taqRDlBcGfBfRJOUV/umepw7vnEBbTB3njKcUT0TGdEzgR4J9Q+wtQoiDxZXorVGpQyASQNg0jUcKigm8dByonZ+BZu/8M31107Ys9h4fP1HI91nyCmudJ+jwB76wOOvN+SwcrfvvAHhdsXE/slB9rA2smdgPY2NB418+Y9/OhCwLtjEY6F68JMNfLk+hztOHOoT3KfFRTZ47Hs/WMcZR/T0/P7FRNjpmxrjCfalZ190NO05QPdRjJSdULY9DFzahHNUYFTw+WNj9xVCCNGx+Vdsqay1zrs2D6ptjjK/dJKLJ7VM1ZW4yDAumlR/j77bhRP78PyCbdQ6vBV6qmqdFFfWUlPn5JrXV3p6/qPCbTx41m84/5RHjFl9N38OW76AfT9irvBDwQ5Y+qzxiE6GoafC8DNgwKwGq/vstyg1OTQznsiwxuXTp8dHMiwz3mdA7MacEpxObZku0zu56RV5NuWU8M9FxlC+W+b+5LMuNS6CuBDGYuwuKPe87pUUTWqsN8XMnBYkREfQbjn7QgghRGM9ffE4YiLsHD0ozSe3GuAiU8nD04/IIsJu/BdXU+ekKsiFQGOYc8dnDU1vlRKQDemVFM0Ll03g2hkDiAr3/hd+sLiKd1bt8wT6YFwE/O6dNUaKTo+RMOMOuPobuGMLnPUsDDsdwmN9T1BZCD/9B966CB4ZYOT5r30HqqxnxbVbZP+MsuilD8WLl0/wGdR7oKiKgooa6pw6YFv/C6/GWLGrMOi6tLhIEkIoqfq0qWRodlqsz+DxbzbmYgwdFKJjkOHiQgghOo0zxvTkpJGZloNjf33MINbuL6amzskfTx/B0h35nnzs4sraZldvKa/xBpixzUwjaY7jhvfguOE92JRTyndbDgOwK6+cNXutxxDUOZyE2U3fV1wGjLvMeNRWGaU9t3wOmz6DUlPKTG25N8/fHmH09A8/w+j5jzUG4BaUB6asZNYzWLo+/VJjuee04by+dDcAxZU1PnMkRITZPKkzzblbs3JX8AHKMwan+5QPDebrDd6JtvqnxZJqCva/3nCIx77ewu0nDm1yG4VoSRLsCyGE6FSCVcFJjAnnzWumeN4nRIf7BPsN5cM3xNyb3Nyc8ZYwLDPeE+zf8J9VPj39ZmXVdSTFBCm7GR4Fg483Hqc8CgdWw6aPYcNHUGCaDddR4y3rqWzQbxoMP5OaokEBh/SvmtQYUeF2osJtVNU6qXVoduV5BxkPzohj/QHjDkNJiOMwiitqeeG77WQmRPGLo/qhlAqone925dRsjh6c1uhJ2LJTYwNmcn563jYJ9kWH0f7/WgkhhBCtICUmgh0YudVWPdCNZU7jac+efbehfnMMBBugXFJZT7BvZrNB7wnG47j74fAm2PgxbPwIctZ6t9NO2PU97PqeO4FjI4byiWMKnzsmc5gk0uOaV88/KTqCnFoj4N58yBuYD0z3BvulVbU4nRqbrf4qQs/M38o/vjfy84f0iGdy/xR25nnz7T++6Wie/HYLAzPiuMMVnPtX40mICqOkKvjFxbCseGKlrr7owOS3UwghRJdkTq1oaoWUmjoni7YdZlB6PGWmajwdIdgfltXwhGLQxJQXpSBjuPGY+Xso3AUbPzGC/73LMA/wnWTbzCTbZuaE/ZtlzuFk7bsE+l8MscFnz61PUky4Zz6DLaZe+KykKGIj7JTXOHBqKKupazC/3h3oAzw7fxt9U4/wlAhNjglndO9EXr5ios8+/gN0eyfHsOGg9ZiFlNgIxvZOosYReKGltQ6oICVEe2j/f62EEEKIVmBOJ2lqhZQnvtnCcwu2Exth56RRmZ7lcZEtM3trc/hPRBVMi0wqlpwNU28yHqU5sOlT2PgRjh3fYccIdG1Kc5R9Ayy9F5bdD/2nw8hzjTz/mJTQT2W6C/HF+hzP6x7xUSREh3tmuy2prA1pMK3bom15THt4nud9/7RYy+0y4n3TkNLjI+Gg9TFvOX4wNpsiyhb4+1Be4+gQ6V5CSDUeIYQQXVJarDdozGtiz/5zC4y89fIaB++t2u9Z3hF69kMtb9lSpUc94jNh4q/Ql3/AdMeL3FN7FUscI3BqUy+2dsCOBfDxb+Bvg+GN82D1f6CyqMHDJ0ZbB/AZCb6VchrK22+oIs7AdOuLpd7JvnMZJESH89LlE5gyIPCCxVw96N7ThvusK2yB1DEhWoIE+0IIIbokc89+Xlnje/brCxY7co/t2D5JnDuul+d9ffnmzVFSWceB2lj+4ziei2vvZXL1M/yx9gp036N8N3TWGbP6fvhrI/Cfe5kxALjO+mcSrBpORnwUMaY7KhU19X+uhi4GTjsiy3K5f9Wmypo6ThyZydvXHhWwrTlN5+rpA+hpqkTUEuNEhGgJEuwLIYToktLMaTxNCPbrC9ZSYps3CLWlPHbBmIBlmQlRJJqqwyzbUcD+osoWP3eOX9Wa4UOGMOPSe1BXfQG3boCT/gK9ffPhcdQYef//vdwI/D/6Dez6AZzenPczxvS0PF9GfKTPQNh1+4tZsasg6EVZfZ95TO9EZgxOb+gjAsFr+lul4w80pVYVVEiwLzoGCfaFEEJ0Sc0doLunoMJy+cwh6UwZkNrkdrWks8f24vYThvgsy0yM8kl3eXfVPo55dD7bchuuH98Y5mD/qAGp/PuqSRw/ooexILEXHPVrYxKvW9bCCf8HWWN9D1BVDKteg1dPhSePgG8egNyNzJ7Q2/J8GQmRxER4e93nfLyB819Ywv9W7rPcPrfUuoTmhH7JvH715Hor+VxwpLcNV07t73n9m2O9pUZvO973ewffi0BJ4xEdhQT7QgghuiTzrKb5TQi85m3KDVh22ZS+vHbVJMLtHeO/T5tN8etZvrXuo8LtAXXfax2aN5ftadFz5xR7e86z6ptIK6kvTPstXLcQblwBM35nLDMr3guLHoPnptDz7RP4fvo6MvDOdBsfGUZMRJjlWInfv7PG8rTBLvDOHd+rwYG9fzh5GBdN7MNNswZxovsCBrh6xgAuPLIPl0zuyzUzBgTsZx5cvDu/gjkfreevX2yizuFEa82fP9vIL/61nG251rX+hWgNHTfpUAghhGiG1Nim5+wv2JzL0/O2BSy/fubAZrerpdn9eqgjwmwMzUwI2G5jkPKRTZVT7P1Oe4Q6a276EDj2Xph1D+xdDmvmwvr3oNIb2JOzlj45a1kaqfjBOZJ3HTPYm3osgE/PvtnafcXc+8FaRvRM4M/njEYpFfRn3iO+4bamxkXy8HlHBCxPiArnr7MDl7uZe/af/Har53Wf5Bj6pETz0nc7AHj4cxVQ8lOI1tIxuiaEEEKIFpYYHe4JhEur6qiuc1BT5+TKV5Yz89H5/LS3KOi+X284FLDs+pkDAyq1dBS/OW4wAOF2xYUT+zCqV2Cwv7UV03gyGzs7sVLQdzKc/hjcvgUuegtGnA127wWaTWmm29fxRMRzvFF0BXz0GwbXbMBc49/t8n8t4+d9xby1fC8LXLMKB7ubkxnqhUkTJAcZy3H3+2t5br53RuJvNuby9YZDDVYMEqIlSM++EEKILslmU6TERnC41Ojh/WJdDv/38QZPEHjL26tZ8LtZlvuW+lWwWXrXcfRIiLTctiO4cdZAhmfGk50WS6+kaAAGZ8T5BPh5ZdVU1NQR00KzvZrTeJoVQIdFwLBTjUdVsVGpZ+1/0Tu/R7kC+2hnOax6jSt5jekRWbzjmMm7junkkgxAUYW3vOjqPUXMGpoRtGc/1PkJmiKlnpmKl+zI93l/zb9/5MmLxnLW2F4B21bWOIgOchdDiMaSnn0hhBBdlrkiz2/f/smnt3dXvncA7p78Ch78ZAP//XEvTqem3FSB5aXLJ5CZGNWhZ0ONDLNzyugshmd5e/TvPm04Q3v4zrKbV9pyg0ZzSrzBdKN79oOJSoTxl8MVH1N548+sHnwzlfHZPpsMtB3kD+FvsyTyJl4J/yun2pYSgTfYT3DNgBssZ9+/tGZLSo4NfZIvwGfuBjDKvf7q1RWMnvMlr/6wM8heQjSO9OwLIYTossyDdK3UOZyE2W3c88Favt+aB8C23DJKTcF+XFTn/K9y1tAMZg3N4KxnFvHzvmIADpdV0Te1ZVKRDpnSeOodoNtEMen9GHfpQ6AfhL3LYPUb1K55l3CHcZFmV5pZ9p+ZZf+ZQh3Hh46p/M9xDBFhIwHrcRonjewRsKwlNbYkq38Sz/oDJXzrGhg+5+MN9EuLZdbQjBZqneiupGdfCCFEl5XaQPB1+/9+BmDLIW91lJe+28F2U/pLR55AKxTp8d67G+6UpuaqrnN45iGw25TPBGYtTinoOwXOeobPT17IbTXXs9gxwmeTZFXGlWFf8Wnk3Zy8+GL0j69SUFDgWT+ubxJHDUjl/jNGtl47qT+Nx4rddbOo1lWt55+LfHvzf/nKilaZI0F0L537XzAhhBCiHj0aSC/58KcDPHnROJ+cb/Ad3GlV7rEzMacyHW7CfANWik3fV3JMREBFoNYSEZ3Ae84ZvOecQe+6XGbbv2O2/Tt6qzzPNhmlG+CT3/K1juKjsKl8YD+RuTec2iZpWEkhBPt9UqLZW2AE8MWVtby3ah93v7+Wqlqn5favLNrJvaePsFwnRCikZ18IIUSX1Ts5usFt3lu1j+o660ALjBrvnZm5Z39/Ycv0EpeYBjAntGGaU2ykN99+n87gibrZTK9+gotr7uEDx1SqtTdnPk5VcUnYPP6r7kS9OANW/BOqWrb8qL+IMFvAOInRvRJ90pymDUzzvC6urOW2//4cNNAHWLmnMOg6IUIhwb4QQoguK5RSmbf99+d613f2nn1zsP/Cwu28tbz5k2uVtdOYBqtKQhobS5wjuaX2JiZXP8PHmTdTGNPfd6OcNfDpbfD3ofDhTbBvJbRS2ctTR2f5vB/ZM4H/XncU547rxbnje3GtaTKu7YfLGzze1kNlUqJTNIsE+0IIIbos/579AemxHD+8cQMeg03k1Fmk++XT3/Xe2mYfs7TKm8YT34bB/sD02HrXFxHPFwnncr79Cc6rvp93HdOps5k+f20FrH4dXj4WXphu9PZXt+z8A8f5/X5lp8XSJyWGxy4cy2MXjKVnUsN3m8zKqus4UFzV8IZCBCHBvhBCiC6rl1+w/7/rjuLlKyYGHbg7vm8SF0/q67OsI5fcDEVafODg2cbOKOyvzJTG05YDmEPJid+eW8a2w+Ws1EO5T91E1W82wCmPQIZf3vuhtUZv/2PD4fM/QN5W6wM2krn8KfiOmQCj9GdEWOPCr+0tPCGa6F4k2BdCCNFlxUSEMX2wkSM9MTvZUxox2IRFFTWOBst1djb+PfsAa12lOJuq1CfYb1xt+eb6/clD612/KcdbWWl4VgJxSWkw+Tq4YTH86msYeymEmS4Cq0tg2QvwzJHw77Ng4yfgqLM4cmjsNsXlU/oBEBth59hhgXeSEqMb952Zy5wK0VidOxFRCCGEaMA/fnEkq/YUMq5PsqeX3hakt35HXjlZiY1Ls+jo0i169rcfLmOWRRAKUFJVyxfrchjfN4lBGfGW25jnIWjLNB6Aa6YPID4qnLhIO49+sbneFJcBaaa0H6WgzyTjcdKf4ee3YMXLkL/Nu82OBcYjoTcc+UsYfwXEpTe6jXefOpxJ/VMYnpVgWXu/Z1J0g2VQpw9O88z9cLiZd2JE9yY9+0IIIbq0qHA7Uwem+fTm1zmsq5/MGJzOGWOyPAHaJZP7Wm7XmVgNMC6urLXY0vDARxv4/TtrOOe5xT65+WbtlbMPEG63cfmUfpwzrjcf3nQ0fzh5GFdN62+57cCMOOuDRCfBlBvgxhVw+fsw9DRQppCoZB/MexAeHwHvXQt7VzRqQG90hJ0zxvRkUJDznzwys9797zt9BDMGey8ycksk2BdNJ8G+EEKIbqfW6Ru49UiIJDU2gttPHEJ8VDgf3jiN5y8dzx+7aH3zknqC/XdX7QOMVJ1FW/MstzHn7Ld1sG+WHh/JDccM5MZZAy3XD820vjPhYbPBwGPh4jfht2vg6NsgxlsaE0cNrJkL/zweXjoGfn4b6po/V8F5E3qRHGOdyjNjSDq/Orq/72Ro0rMvmkHSeIQQQnQ7tX49+0vuPI5ap5PIMKP3v09KDH1SGi7b2VmM75vEqj1Fnvc78sqpqnUw56P1bM0t4//OGsnInonU+M03sKeggtvm/sSQzHiunJpNVLjx/bRnzr6VlNgI4iPDfNKLBqTFcvSgtHr28pPUB46/H465E9Z/ACv+AftWeNcf/Anevw6+/iNMvMZI84ltxPFNMuKj+Oy309mdX0FljYNfvuo9T6zrDlRrzHwsuifp2RdCCNHt1Dl8e/ZtNuUJ9LuiR2aP8Zkc7PuteQy77wveXrGXlbsLeXa+kbd+sNh30q2/fL6J91bv5+HPN3H2sz9QUVPHzrxy1uz3DvBtyzr7wSil6O9XlvPMsT0JtzchzAmLhDEXwtXfwLULYdxlEGaaibnsEMx/CB4fCR/dDIc2NKnNWYnRTBmQSqJfD797LoEMU7CfE2RcwpZDpVz+z2Xc+J9VVNY4mtSOzkRrzbr9xVTVdv3P2pIk2BdCCNHt+Pfsd3WDMuL455UTg67/bG0O+wor2FfPDLubckoZ8ccvmfW3BWw86J2JNsNiAHB7yE71DfbH9U1u/kF7joWznoXbNsJxf4R404RZdVWw6t/w/FHw77Nhy1fgbPzvVU+/AeHuWYJ7JUcT4bpY2VNQEVBBqbLGwS/+uZzvt+bx6dqDvPz9jkafu7N56NONnP70Ik5/ehEOp0w0FioJ9oUQQnQ73S3YB0iIrr8H/rdv/8S+wopGH7dXIyeJai3m/Pxwu2Jsn6SWO3hMCky/3cjrP/dl6DnOd/2O+fDm+fDsJKPCT03DM+O69UjwvVhyp1LFRIRx6mjvQN43lu722W7ZznxyTCU5/7dyX5efafefi3YCsC23jKU78tu5NZ2HBPtCCCG6nTPG9PS8NgdUXVlDtd1X7i5kT0Hjgn2bgszEqIY3bAMXT+rL8cN7MG1QKi/94shG17IPSVgEHHE+XDMfrvoSRpzlW8Unfyt8ersxUdc3D0DpoQYP6T9pW64pP//yo/p5Xn/4837KTGMSftpb5LPfnoKKeqssdTWFFc0fKN1dtH+inRBCCNHG7jltOLvzK1AK5pw5sr2b0yYSohoOftc0crKtzISopuXFt4KU2AhevuLItjmZUtB3ivEo3A3LXzJSeqpd6U1VxbDoMVjyDIy5GKbeDGmDQzq0eQ6I8X2TGZwRx9bcMqpqnazeU8j0welU1jiYu2JvwL65pdUhzTLcGTn90na6wxiFltIx/kKFEEKINpQRH8UHN07j/V9PIyO+Y/RMt7aYILMGm30fpNRmML2SO0YKT7tK7gcn/Qlu2wCnPALJppr/jhpY9Ro8MxHevhT2Lrc8xKOzj/C8/u1x3osCpRRTBqR63v+4qxCAt1fs4aDFoN2uXLXHXGkJoKBcevZD1W7BvjJco5RappQqU0qVK6V+VEpdr5QKaJdSKkEpdbdS6ielVJFSqlgptVYp9aBSynJ6O6WUXSl1q1JqjVKqUilVoJT6TCk1tfU/oRBCCNFx+KeLNEb/tFjL5aN6JTb5mF1OZDxMvg5uXgkXvgG9zHcZNGz6BP55AvzrZNj8uc9g3vPG9+a1qybx/q+nMrq373d6ZLZ3oPGafUUAfPTzAcsm5JYGn024s/OfG6IrX9i0tPbs2X8DeAnIBt4CXgZigOeBV80bKqUSgRXAn4Ba4BXgX0ANcC+wSinVw28fBbwNPAZEAM8A7wMzgO+UUme1zscSQgghOqbMBN+7GNMHpzF7Qu969+mXGsODZ42yXHf88B6Wy7s1mx2Gn2GU7vzl5zDkZN/1e5bAWxfBc5Nh1etQV43Nppg5JN2ygpC5ylBOSTV//WITq11zJigF547r5VnflWfaLfGbzTlXgv2QtUvOvlLqHOASYCcwSWud51oeAbwLXK6U+kBr/Z5rl2uBIcArWuur/I71KnAFcB3wf6ZVFwGzgcXAcVrrKtf2LwCLgH8opeZprUtb51MKIYQQHUt2WoxPBZdHZ4/hzWW769kD7jhxKNMGpXLPqcPZlV9OuN3Ga0t2cdywHhxlSjERfpSCflONR+5GWPw0rPkvOF1Ba94W+OgmmPcQTLkBjrwKohICDmOeXGvjwRKfsqeJ0eEMMVUh6sq93SWVvmk85t9jUb/26tk/x/X8d3egD6C1rgHuc729ybT9ANfzxxbH+sj17J/Kc4Pr+V53oO86xwpgrmv72Y1vuhBCCNE53XvaCNzZPL87aSiZiVEcMyyDMJs3xefBs0ex6cGTeejsUTx/6XjOGNMTpRTXzBjAn84ZzZwzR7Juzkm8fMWR2GxNTw3qVjKGw9nPwW9/NgbrRngDdMpy4Jv74YlRMP/PUFHgs2tqXPABt0nR4T7zHOwvCj5PQmd369yffN7vzAu9vGl3117BvrvOmdUMEO5l0109/QDrXc+nWWx/uuv5G/cCpVQUMBWoAL632Odz1/OxoTZYCCGE6OxG9UrkjV9N5pHZR/Cro42BpOP7JvPxzUdz1ynD+OTmo7l8Sj+iwu1cNqUfp4zOsjxObKQU82uSxF5w4kNw23o4/gGIM5V9rSqGhX+FJ0bDV/d5ynZGhtlJCDJLcWJ0OEN6eC8cPl+Xw8vf7wioXNPZFVXUBPTkHy6tpkjKb4akvf5a3b35/S3WuXvxw1yvN2Hk818M/EopNRr4wbXNdGAEcI/W+kPTMQYCdmCH1tr3vo9hq+t5SCiNVUqtDLJqWCj7CyGEEB3FtEFpAcuGZyUwPCswhUS0kqhEOPoWI33n57fhhyegwNXXWVMGi58yynmO/wVM/Q3p8ZGUVAWGM/FRRrAfYbdR45oo7qFPN5IcE8F5DYzF6EyKKqznD9iWW8aR2Slt3JrOp7169j91Pd+mlPL8lJRS4cADpu2SAVxpOMcCLwKTgFtdjyOBz4AP/I7vHsoerGCwe3lSk1ovhBBCCNFcYZEw4Qq4cQWc909IH+5dV1dlBPxPjeOeuufop3IsDxERZmNYVrzPstv/9zMOp+4yM0WXVVv128IX66y/E+GrvXr23wYuB04CNiilPgSqgOOBLGAP0BdwAiilUjEG7g7DGHjrTtk5HngSWKaUOk5rbV3Atpm01hOslrt6/Me3xjmFEEII0U3Yw2D0bBh5Lmz+DL57FA7+ZKxz1nJs5ZfMjPiKj51H8Wzd2WzVRq+9w5Wu0y81NmBCtIF3f+bz/sGzR3H5lH50RqUWdzUA3l21j3tPH9HGrel82qVnX2vtAM4A7gQOY1TTuQIjvWYq4K6Qk+t6/jswE7hWaz1Xa53veszFqMITBzxiOoX7Nz5YAWD38qLmfxohhBBCiBZgs8Hw0+HaBXDZu9D3KM8qu9KcbV/M15G/5/nwxxmm9uDQRrDfM7HhieEe+XxTa7W61Zl79mcN9dZjKayopaaua9y9aE3tNsJGa10L/NX18HANrh0M5Gmtd7oWuwfhzrc4lHuZufd9O+AABiilwizy9t3T021pYvOFEEIIIVqHUjDoeOOx6wdyP/sTGbk/eFafYl/BKfYVLCk4Gg49SmZiwzMZl1bXUVnjIDqEmZQ7mrJqb85+QnQ4yTHhFLry+EurakmNiwy2q6B9J9UK5iKMSbDeMi1z/xStZsp1L/MMyXbl+C/GmKRrusU+p7ie5zWrpUIIIYQQrSl7GgfPeJMzqx/kK4dvVvFR1Yvg+amctPEuBql9DR6qsI2r1+zOL2+R2v/mNJ64yDASosM9760GLgtf7RbsK6UChv0rpcYCjwKFwMOmVe7ymfcrpWym7e14B/R+63e4513PD7nuFrj3mQhciJE+9G4zPoIQQgghRKsbmBHHGj2Qa2tv59TqP7MkfIpprabnvs/5KuIPPBn+DAPVfs+a207wLTrYlsH+/M25zHx0AVMf/pZtuWXNOpZPsB8VRkKUKdivtK7UI7zas1Du10qpSmAdRo7+cIw6+pXAGVrrA6Zt/4CRy/8LYIJSyt0jfxxG6c084G6/478NnIsxcdZqpdTHQCpGoG8HrtFalyCEEEII0YHFRYbxwmXjeX/1fq6YOpmjBt4IB36CBQ/DFmPqIJvSnGVfzOm2JXzknMpTdecyIH0ck/unsGynMVFXsBKWLU1rzS9fWQFArUPzxw/X8eY1UxqdRlRUUUNsZBifrDnoWRYfGUZCtDd8LamSYL8h7Rnsv4ORsnMZEA3sB14C/qK19rkXpbVeq5QahxH0n4AxKFcDe4FngIe11vv99tFKqYsx0nmuAm7GqPjzHfCQ1npxK342IYQQQogWc/KoLE4eZZrkrOdYuORt2L/KCPq3fgkYA3nPsf/AmbbFVKxfwrLws1iGEWC3Vc/+37/yHRK5ek8RT3+7lce/2cJZY3vx+IVj692/us7BbXN/5tO1BwPWxUeF+/XsSxpPQ9otjUdr/ajWeoLWOklrHam1HqC1vtE/0Ddtv1Nrfb3WeqBr+yit9WCt9c3+gb5pnzqt9eNa69Fa62itdbLW+lQJ9IUQQgjRJfQaD5f+F66ex45E3+o98ZvfYc6eK3k47CWyyOfmt1ajdevPrvvM/G0+7ytrHfz96y04Nby/ej8Hiirr3f+LdTmWgT4Ydw3iTTMKHy6tstxOeHXEAbpCCCGEEKIxek9gydQXObd6Dt85RnsW23FwUdgCFkTexj3211m5cWurNiOUUpgNDdr9bkte0HX90+N8evbnfLyhy0we1lok2BdCCCGE6ALOGdeLorRxXK3vYfmxb0P/mZ51kaqWq8M+Z/Q7M2H+X6CqdYYtzvl4fYPb5JTU3xu/dEd+0HVTB6ZS4xfcbzggQzDr0545+0IIIYQQooXERITx9a0zqa5zEBMRBjNOIeenL8l57y7G2rYDEOmsgIUPw/KXYPptMPFqCG+4Tn8oHE7Nm8v2NLhdrkWwX1Pn5K731nKopIr9QdJ8Hpl9BOF2G0N6xPssL5aKPPWSnn0hhBBCiC7CblNGoO+SOfYk+v5+CdfU3MZmZ2/vhpUF8NW98NR4WPkqOJo/0LWiJrRjmHv2d+aVM+ej9dz45ireXbWPRduCp/CkxxvTLp00MtNnuVTkqZ8E+0IIIYQQXVhKXCRxY87ilJqHubXmBkqienpXlh6Aj38Lz06Cde+Cs+n575W1Dp/34XbFrKGB86HmFBs5+4dLq5n9/GJeXbyLrzccavD46a6ZctPjI7ngSO+Fi/Ts10+CfSGEEEKILm7aoDSc2HjfOZ3fpr8Mp/4NYjO8GxRsh3eugpePhZ3fBz9QPapqvBcKvZOj2fLQKfxianbAdu+u2sfSHfm8v3of+eWhlQNVCrISPXOkkhQT4Xkt5TfrJzn7QgghhBBd3OT+KZ7Xy3eX4vjl1djGXIxz6QvYlzwFVcXGygOr4bXTYfBJcMIDkDE85HOYe/ajw+0opUgxBeVmF720tMHjXXBkb4b0iOdfi3ZyzvhepLp69gESo70VeaRnv37Ssy+EEEII0cX1To4mzRUsl9c42JxTyqkvrGb8giNYfuYCOPpWCPP2nLP1S3h+Knx0M5RY17z35xPsu2bKHZYVT0Z8ZLBd6pURH8XV0wew+K7j+N1Jw3zWJUTJLLqhkmBfCCGEEKKLU0oxLNNbxebeD9ay8WAJxZW1XP7mZjh+Dty8CsZeCihjI+2EVf+Gp8fDvD9BdWm956is8Qb7UeFGsB8ZZufDm6bx7CXjuWpa/0a1eVBGXNB1CdKzHzIJ9oUQQgghugFzsL9qT5HndbVrIqxHlpRy5Lpz+GTqf2Hgcd4dayvgu0fgqXGw4mVwWAfXVX5pPG5ZidGcdkQWd506zGq3AP3TYrluxgBOHZ0VdBtzsF8iwX69JNgXQgghhOgGhmbGB12XV1bNcwu2k1dWw03zaqm88H9w+fuQ6Z2Nl/LD8Ont8NxRsPET0NrnGBU11sG+W7jd5nPBYWVkzwTm33EMd506nIiw4GFqogT7IZNgXwghhBCiGxiWmRB03Y+7Cnzez9+cCwOPhWu/g7NfgARTjf78rTD3Unj1dDj4s2exOWc/JiIw2Ae497QR9bZRqXpXe8RFenP2y2sc9WwpJNgXQgghhOgGBveIwxYkmF64xXcyqz99utFIy7HZYOzFcPOPRl5/pOmCYfcieHGmMYi3LNcn2I8KEuwfPTiNM8b0tFzXGOaLiYpqKb1ZHwn2hRBCCCG6gahwO9mpsZbrVu8p9Hm/v6iSyX/+luo6VwAfHm1U7PnNTzD5erC5e9a1MYj3qfEM3foykRh1863SeNweOnuUJw3ndycN9VmnCK1rPzZCevZDJcG+EEIIIUQ3kWmamMpsU05gpZ3iylq+WJfjuzA2FU75K9ywxKjF71ZTyqTtT/F1xO84ybac6Aby7effcQwf3DiNXx8z0GddqGk8MZGmnv0a6dmvjwT7QgghhBDdRHxU4+ZT3XG43HpF+hC49L9w2buQ5u2d72s7zIsRT3Dxxl/75PP7S4mNYGyfJJRfdB9irE+E3UaYKyep1qGpqXM2sEf3JcG+EEIIIUQ3ER8V3uA2l03p63m9t7Ci/o0HHQ83LIZT/0aF3ZvP36t4pZHP/+FNUHqoye0NRilFrGmQrvTuByfBvhBCCCFENxFKz/4RvZI8r/cWNBDsA9jDYNI1/GXwW/yz7hRqtTvFRsPq141JuX54CupqmtboIGJNg3Qlbz84CfaFEEIIIbqJUHr2R/dO9LzeW1AZ8rFX5Dh5sO5yTqr5K/k9Z3lX1JTB1/fBC9Ng+/yA/f5wsneyrbtOHR7y+WLMPftSkSeoxiVuCSGEEEKITiuhgZ79CLuNgelxnve5pVVorQNy6/0Vltd4BvnuVr2IuuId2LsAvrwHDm8yNsrbAq+fDcPPhJP+DEl9ALhyajYRYTbS4iKY3D8l5M8iPfuhkZ59IYQQQohuoqE0nqSYcCLCbESFGyGiU/tOlhXMugPFntejeiUa+fSDjofrF8FJf/Gtz7/xI3hmInz3KNRWER1h51dH9+essb0avKgwizGX35Se/aAk2BdCCCGE6CbiIutP40mKCQ/Yrqyq4UB6Z563as+QDO+dAezhcNSv4aYfYczF3uV1lTDvIXhuCmz5MsTW+4o1ld+UYD84CfaFEEIIIboJc4BsJSkmAoA403ZlIQTS5mA/O81i4q74HnDOC3DVl5A52ru8cCe8eQG8eSEU7GjwPGbmnv0KSeMJSoJ9IYQQQohuorqBevTpcZEAxJnSfRoK9rXWPpNvDbAK9t36ToFrF8Jpf4eoJO/yLV/As1OM3v6aECoA4XvhUio9+0FJsC+EEEII0U2M75tc7/reKdEAxJkq3TSUxvPl+hwOFld53vdPryfYB7DZYeLVcPMqmHAlnqm0HNVGHv9zU2Dr1/UfA0h23YUAKChr2bKeXYkE+0IIIYQQ3UR6fCTPXTqeiyf14YXLJgSs75McA/gG+w31mm/LLfO8jg63M7RHfGiNiU2FM56Ea+ZBryO9y4t2w39mw39/ASUH6v0sbnll1aGdsxuSYF8IIYQQ4v/bu/c4q8pC/+OfZ4Y7DJcBFBQU8IpXAkRFUYST2dEUtdS8hP7MTmRaefqVlf3S9BwrT2kXs9JTdMrU8hIntbwgXlErELLEK6KSIsgADgPDbZ7fH2vtmT1XbjNrz+z5vF+v9Vqzn7XWXs/mmb35zrOf9axO5F8PHsq1px3CUXsPbLRteHnjsL+1i1/z/xi4+Li9tmtGHQB2HwsXPgQf+QH0zPvm4YVZyaw9z9wEWxrXIT/sr6g07DfHsC9JktQJlfXoyvfOOLRe2e7902E82zFmvzJvmE+/nlu/aVeTSkpg3PRk1p4x59SVb1wLf7ocbpkC/5xX75BBffLCvj37zTLsS5IkdVKnjR3GGeOHAXDQ7n1rL67Nn3qzcitj9vPH9PfZyjz+W9V7EEz7MZx/Hwzar678nYVw81S474tQnczpb8/+tjHsS5IkdWLXnnYI915yNHfNmEhJSTIEp892zGGf3/O/tXn8t9mIo5Mbck39f9ClR1oY4S83J0N7nr+TwX3qLtDN3elXjRn2JUmSOrHSksBBu/eje5e6gJ8/Zn/N+k0tHl+vZ7/7Tvbs5+vSDSb9O3zmmeRuvLUnfBfuupCy353B6B7vAVC9qYa/LV3TzBN1boZ9SZIk1TM0HbsP8M/V61vcN/8C3bKdHcbTlPKRcM6d8LFfQtnQ2uKweA6zwv/lotJ7KWUL9z//TuufuwgY9iVJklRPbgpOgDcrmr/JVYyRNevq5rhvk7APEAIcOA0u/jMcPgNCEmG7xQ18retv+H23r8Oy59vm3B1cwcJ+SFwUQng2hLA2hFAVQvhrCOHTIYSSBvs+GkKIW1n+u4lzlIYQvhBC+FsIYX0IoSKEcH8IYWJ2r1SSJKljGV5e17O/dNV6amoaj4fftKWG02+ay9t5N9Rq1WE8TenRFz78LfjkbNj14Nrig0uW8KU3/w0evhI2tfxNRGfTxi3Sol8DZwPLgduAdcAHgZuAicAn8vadCTzazPNcApQDf8wvDMkkr7cDHwVeAn6U7ncm8HgI4fQY46zWeSmSJEnFo6xHVwb06sqqdZvYuLmGdyurGdqvZ719Hn7hXea/ubpe2U7PxrOtdh8Ln5rDW/d9h13mXU/3sIlSauDJ65P5+T/yAxg5KZu6tHMFCfshhFNJgv7rwIQY43tpeTfgLuC8EMLvY4x3A8QYZzbzPPsB3wDeBRoG97NIgv5cYGqMsTo95ifAk8DNIYRHYoyVrfzyJEmSOrw9B/Zm1brVALy0rLJR2H/3/epGx+Rf5NvmSruy9rBL+MTTu3Jt11s4omRRUl6xGH55Eoz9BHzwaujZP7s6tUOFGsZzarr+bi7oA8QYNwJfTx9+dhue51Pp+hcxxoaXis9I11fkgn56jr8AdwCDSf4YkCRJUgNjhvev/blhDz5Al9LCX/rZp3sXXo9D+fjGr/GtLjOge7+6jfP/B26cAC/8b+Eq2A4UqpWGpOvFTWzLlU1Ke/qbFELoTjLUJwI3N9jWg2Qo0DrgiSYOzw35mbIddZYkSeo0PrBH/9qf57+xqtH2hjfb+s7ph7R1lRrJXRAcKeHWzcfBxc/C/ifV7bD2XfjteXD7OVC5LPP6tQeFCvu53vyRTWwbla675P3clNOAQcDDMcaGfzTsBZQCi2OMTd0J4pV0ve+2VDaEMK+pBdh/W46XJEnqaA4bUV77859fr2h0c63K6rpBFV1KAh8dNyyzuuX0zrsguLJ6M7MW1xDP/DWc8Svos2vdji/eCzceDgvvgE52861Chf370vVlIYTa36QQQlfgqrz9BrTwHLkhPD9rYlvuO5zm7q6QK+/fcjUlSZI6p93692T/IWUAbNxSw+Mvr6jddvPji/nxo6/VPv7aiaNr776bpa6lJfToWhdnP3f7Aua8tBwOODmZpnPs9Lqdq1fDPZ+C28/uVL38hQr7twMPkPTAvxBC+GkI4fvAAmAS8Ga6X01TB4cQ9gEm0/SFua0uxjiuqQV4sa3PLUmSVCgfPKCud/y3f30LgOWV1fzH/Yvq7VfWo2um9cpXval+XPzLknTIUc/+cPIP4BP/C/33qNvhpfuTsfwLb+8UvfwFCfsxxi3AR4DLgRXA9HR5hWSsfW6GnOXNPEVLF+ZCXc99vya25Zev3vZaS5IkdS4fGze89ufHXl5B9aYtvNXETbba7GZaO+Cd9I6/m7bUsLyyGkYdCzOehsM+WbdT9Rq459/gto/D+8V9592CXUYdY9wUY/x2jPHgGGOPGGP/GOM0YAmwD/BejPH1hselF+1Op4kLc/O8BmwBRoUQmvrt2yddv7yTL0OSJKlo7TGwF7v3T6bcrInw9ur1vLd2Y6P92lPYf3tNNes2bmbydY9yxH/O5u75S6F7HzjxuzD9D/V7+V/+I/z4cFhwW9H28hd+zqTGzgK6kdxoqymnkkyb2dSFuQCkU23OBXqRDAtq6MPp+pGdq6okSVJxa3g33eVNzK/ft4DDeC48uv58L8vWVDNz7hL+uXo9NREu++3Cuo0jj0l7+S+qK6teA7//NNx2VlH28hcs7IcQ+jZRNga4DlgFfKuZQ3NDeH66lVPclK6vSafizJ3jMJK76K4guYGXJEmSmjFsQK/an99atY5339/QaJ9C9ux/+YT9+e7HDq19/GbFOr7zp5eaP6B7Hzjxv2D6vdB/z7ryl/+U9vL/pqh6+QvZs/9QCOHREMKPQgjXhhB+D/wF6A6cGmN8u+EBIYS9geNILszd2h0SbgfuJLkG4LkQwndCCP8NzCGZlvOiGOP7rfdyJEmSis+wAfV79pc16NkfNah3vT8IstatSwmnjxtGv57b+e3CyEkwYy5M+FRdWfUa+P2MZMaetc1dOtqxFDLs3wmUAecClwGHkEyjeUCM8bFmjrkICDR/YW6tGGMEPp4+92bgEpK5+R8HjokxtvksPpIkSR1dbsw+JBe/Lq+s69k/bMQA7pwxkdICTLvZ0NB+Pba+EzBrwT/50p0LeW3F2qSX/1+vS3r5B4yo2+ml++HHR8CiP7RNZTNUyAt0r0unsOwfY+weYxwVY7w4xri0hWO+HGMMMcavbOM5NscYr08vAu4ZYxwQY/zXGOPc1nslkiRJxWtQn+61P6+s2khFVV3Y/9qJB1Deu1shqtVIS2E/psNy/vH2Gj53+wJ++9elXH3vC3U75Hr582fsWbcS7jgX7vl00uPfQbXHC3QlSZLUTgzIC/Or1m2kIm82noHtJOgDDM37BqKhDZuTufhvnPNqbdmjL62ov1O33smMPefeDWW71ZUvvA1+PBEWP9qa1c2MYV+SJEnNyg/0q6o2UbGuLuwPaEdhf7cWevbfr05Gf897Y9XWn2jvqfCZuXDwGXlPsBT+5xT445dhY+P7DLRnhn1JkiQ1Kz/Q/3P1+to71nbrUkLvbqWFqlYju7XQs19ZvZmNm2sazSQUm5t1p+cAOP1m+NgvoWd5XfmzP4GfHgNL57VGlTNh2JckSVKzencrpVtp48g4sHc3Qij8hbk5x+23Cz26Nh1t31+/Kbkgt4HcHy7NOnAafOYZ2PeEurKVr8ADX+0w03Ma9iVJktSsEEKTF+GWtKOgD8k3EHd+emKT2yqrN/PissYzrueG97SobFf4+O1w8g+hWx/o0hNOuRHa2etvjmFfkiRJLWpqbH63Lu0vRh60ez9++29HNipfs34T71VubFReuS1hH5JgP/YTMOMpOP0WGLT3zlY1M+2vlSRJktSujBzU+KZZHzpwSAFqsnUTRpbz8GXHcMSourH2S1etZ8HS1Y32XbN+8/Y9+YARMPqknatgxgz7kiRJatHHJ+zRqOxzU/cpQE22zd67lHH4yIG1j7/9pxe572/vNNpvm3v2OzDDviRJklp01F6D6j0eNbg3PdvRTDxNGVTWfav73PrsmxnUpLAM+5IkSWpRSUngX0bvWvv47CZ6+tubwX22fg+Ah154lw2bt2RQm8LpUugKSJIkqf37z1MPYs36jXTrUsLHxg0vdHW2alCfrffsA/xz1XpGDe7TxrUpHMO+JEmStmqXvj34XTNTW7ZHA7cx7L+6fC3vrd3Iwbv3a/dDk3aEYV+SJElFZ0jfHnQtDWza0vjmV4ePLOfZ1ysA+NSvkrvhHjC0L/ddenS7ulFYa3DMviRJkopOz26lfO+MMRy33+BG2w7crV+jshfeeZ8VlRuyqFqmDPuSJEkqSh85dDd+ccEETjx4aL3yD+zRv8n9127Yznn3OwDDviRJkora1NG71P58yLB+fPCAXTnxkKGN9qvaUHwz8zhmX5IkSUXttLHDGDmoN4tXVDF5v8H06FrKjWeP5aJJq5l241O1+9mzL0mSJHVAH9hjAKePG1Zvlp4xw/vXG9NfZdiXJEmSikfv7nUDXao2GvYlSZKkotEnL+w7jEeSJEkqIvV69g37kiRJUvGoH/aLbzYew74kSZI6rT7dS2t//v7sV/jj8+8UsDatz7AvSZKkTqtXt/oz0X/ujgWFqUgbMexLkiSp08q/QBdg4+YaampigWrT+gz7kiRJ6rR26du9Udn71ZsKUJO2YdiXJElSpzVhRDmDy+oH/vfWbixQbVqfYV+SJEmdVpfSEn563rh6ZRVVhn1JkiSpKIzdYwD/MnrX2scVVRsKWJvWZdiXJElSpzewd7fanx3GI0mSJBWR8j51YX+lYV+SJEkqHrvkXaS7vLK6gDVpXYZ9SZIkdXpD+/Wo/fmdNYb9nRYSF4UQng0hrA0hVIUQ/hpC+HQIocl6hRC6hxD+PYTwlxDC++kxL4cQfhlCGNzE/qUhhC+EEP4WQlgfQqgIIdwfQpjY9q9QkiRJHcXQfj1rfzbst45fAz8DRgC3AbcAvYCbgJkNdw4hDAH+AvwXsAG4GbgRmA98CNi1wf4BuB34HtAN+BFwD3AM8HgI4ZTWf0mSJEnqiPJ79petWV/AmrSuLlvfpfWFEE4FzgZeBybEGN9Ly7sBdwHnhRB+H2O8Oy0vAX4L7AecHGP8Q4PnCzT+w+Us4KPAXGBqjLE63fcnwJPAzSGER2KMlW30MiVJktRBDOzTnS4lgc01kVXrNrF+4xZ6distdLV2WqF69k9N19/NBX2AGONG4Ovpw8/m7T8NmARc3zDop8fFGOOWBsUz0vUVuaCf7vsX4A5gMMkfA5IkSerkSksCu/at693PXaT7+MsruPjW+Tz+8opCVW2nFCrsD0nXi5vYliublPb0Q/ItAMBtIYRdQwgXhhC+EkK4IISwe8MnCCH0ACYC64AnmjjHH9P1lB2rviRJkopNed5c+xVVG6netIUZv57Hfc+/w+fvWMCWmljA2u2YggzjAXK9+SOb2DYqXXdJf34ROCwtmwDcQDK2P2dTCOGbMcZr8sr2AkqBxTHGzU2c45V0ve+2VDaEMK+ZTftvy/GSJElq//LD/qp1G3n85RVUbUwGj1RUbeSdNesZNqBXc4e3S4Xq2b8vXV8WQijPFYYQugJX5e03IF3vkq5zF++OAvoDpwOrgKtDCOfnHdcvXa9p5vy58v7bXXNJkiQVpfo9+5t48tX36m1/c+W6rKu00wrVs387cB7JLDovhBBmAdXAvwBDgTeBPYCadP/cHyUPxxgvznueu0MIm4D/Bb5CE7P4tIYY47imytMe/7FtcU5JkiRla0CvvJ79qo28vbr+FJxLVq5j4t5Z12rnFKRnP72Y9iPA5cAKYHq6vEIy1j43Q87ydL06Xd/TxNPdD2wE9g0hNOzR79fE/vnlq5vZLkmSpE6mvHfX2p9/8dTrvPxu/Ukb//52c4NG2q+CzbMfY9wUY/x2jPHgGGOPGGP/GOM0YAmwD/BejPH1dPeX0vXqJp5nC/B++jB3N4TXgC3AqBBCU99e7JOuX97pFyJJkqSiMCBvGM/ba6p5s6L+sJ3fPPsm//3k6w0Pa9cKeVOt5pxFchOs2/LKHk7XBzXcOYSwKzAIWEt64W861eZckgt5JzVxjg+n60dap8qSJEnq6Abmhf3m/Of9izKoSespWNgPIfRtomwMcB3JRbffytv0c5JpNC8OIYzK27803R/gdw1m3rkpXV+TTsWZO+Yw4EyS4UN37fwrkSRJUjHYZ9eyre6zpSayfmPD2zu1X4W6QBfgoRDCeuDvJGP0RwMnAuuBj8QY387tGGNcGkL4DPALYEEI4R6gApgMjCEZjvOlBs9/O3AayY2zngsh/AEYSBL0S4GLYozvI0mSJAF7De7D9844lMt+u7DF/Ra/t5YDd2vu0tD2pZDDeO4EyoBzgcuAQ4CfAQfEGB9ruHOM8ZckN8GaC5wMXJwefx1weP6deNP9I/Dx9Lk3A5eQhP/HgWNijLPa5mVJkiSpozpt7DCO3ntQvbIxw/vXe/zaiqoMa7RzCtazH2O8jrohONt6zKPAo9ux/2bg+nSRJEmStmpQn/pj9887Yk8OH1nOTx9fDMCry9cWolo7pJDDeCRJkqR2Z2XVxnqPTzxkKF3+ETho977sNbgPBwzd+tj+9sKwL0mSJOU5cq+BPPFKMkJ8xMBe9OhayiljdueUMbsXuGbbrz1OvSlJkiQVzBnjh7PPLn0Y2q8Ht0wfX+jq7BR79iVJkqQ8g/p058EvHANACKHAtdk5hn1JkiSpgY4e8nMcxiNJkiQVKcO+JEmSVKQM+5IkSVKRMuxLkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElFyrAvSZIkFSnDviRJklSkQoyx0HXosEIIK3v27Fk+evToQldFkiRJRWrRokWsX7++IsY4cHuPNezvhBDC60BfYEnGp94/Xb+Y8XmVLdu5c7CdOwfbuXOwnTuHQrTzCOD9GOPI7T3QsN8BhRDmAcQYxxW6Lmo7tnPnYDt3DrZz52A7dw4drZ0dsy9JkiQVKcO+JEmSVKQM+5IkSVKRMuxLkiRJRcqwL0mSJBUpZ+ORJEmSipQ9+5IkSVKRMuxLkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElFyrAvSZIkFSnDviRJklSkDPuSJElSkTLsS5IkSUWqS6Er0JZCCB8FjgXGAIcCZcCtMcZzW+n5Xwf6Akta4/kkSZKkJowA3o8xjtzeA4s67ANXkIT8tcBSYP9Wfv6+PXv2LB89enR5Kz+vJEmSBMCiRYtYv379Dh1b7GH/CyQh/1WSHv45rfz8S0aPHl0+b968Vn5aSZIkKTFu3Djmz5+/ZEeOLeqwH2OsDfchhEJWRZIkScqcF+hKkiRJRaqoe/ZbSwihuXE6rX0NgCQVvT8+/w5fn/V3NmyuKXRVJGm79e3RlZs/MZ4Ddutb6KpsE8O+JClTDy9azntrNxa6GpK0QyqrN/P04pWG/WISYxzXVHna4z824+pIUocWYyx0FSSp03DMviQpUzWGfUnKjGFfkpSpGrO+JGXGYTwZqampoaKigsrKSjZs2ODX2NohIQS6d+9OWVkZ5eXllJT497o6Hj/9JCk7hv0M1NTU8NZbb7Fu3bpCV0UdXIyR6upqqqurqaqqYvjw4QZ+dTgO45Gk7BR12A8hTAOmpQ+HpOsjQwgz05/fizF+sa3rUVFRwbp16+jSpQtDhgyhd+/eBjTtkJqaGqqqqli2bBnr1q2joqKCQYMGFbpa0nbxm01Jyk5Rh31gDDC9QdmodAF4A2jzsF9ZWQnAkCFDKCsra+vTqYiVlJTU/g4tXbqUyspKw746nBqn15ekzBR193KM8coYY2hhGZFFPTZs2ABA7969szidOoHc71Lud0vqSKKj9iUpM0Ud9tuL3FfWDt1RawkhAA6HUMfkbDySlB3Tp9QB5cK+1BH5R6okZcewL0nKlFlfkrJj2JckZcqpNyUpO8U+G0+HMOLy+wpdhW2y5FsnFroKkoqAY/YlKTv27KuozZw5kxACM2fO3KnnWbJkCSEEzj///Fapl9SZ2bMvSdkx7EttpLX+0JAkSdpRDuNRUTv11FM54ogjGDp0aKGrIillz74kZcewr6LWr18/+vXrV+hqSMrjHXQlKTsO41Fm1q5dS7du3TjqqKPqla9fv54ePXoQQuBXv/pVvW033XQTIQR+/vOf15ZVVFTwla98hdGjR9OzZ0/69evH1KlTefDBBxuds6WhNA888ABHHXUUvXv3pry8nGnTpvHiiy9y/vnnE0JgyZIlTb6OJUuWcNZZZzFo0CB69OjB+PHjuffee+vtM3nyZC644AIALrjgAkIItUvueSsrK7n66qs56KCD6Nu3L2VlZey1116ceeaZzJs3b2v/nFKHZc++JGXHnn1lpk+fPkyYMIFnn32WyspKysrKAHjqqafYsGEDALNnz+a8886rPWb27NkATJ06FYA33niDyZMns2TJEiZNmsQJJ5xAVVUV9957LyeccAI//elPueiii7Zal9tvv52zzz6bHj16cMYZZzB06FDmzp3LkUceyaGHHtrscW+88QYTJkxg1KhRnHfeeVRUVHDHHXdwyimn8PDDD3PccccBcP7559O/f39mzZrFKaecwpgxY2qfo3///sQYOeGEE2rP+clPfpIuXbqwdOlS5syZw6RJkxg3btz2/QNLHYRRX5KyY9hXpqZMmcJTTz3F448/zoknJlN5zp49m9LSUo499tjacA9QU1PDnDlzGDVqFHvuuScA06dP54033uC2227jrLPOqt139erVTJ48mUsvvZSTTz6ZXXfdtdk6VFZWMmPGDLp27crTTz9dL9xffvnlfPvb32722EcffZQrr7ySb3zjG7VlZ599NieccALXXXddvbAPMGvWLKZNm9ZoFp/nn3+euXPnMm3aNO65555622pqalizZk2zdZA6Ou+gK0nZcRiPMpXroc8P9bNnz2bcuHGcdtppLF26lJdffhmABQsWUFFRUXvMwoULeeyxxzj99NPrBX1Iesuvuuoqqqurueuuu1qsw6xZs1i9ejXnnHNOo178K664gv79+zd77J577skVV1xRr+xDH/oQe+yxB3/+859bfvFN6NmzZ6OykpISBgwYsN3PJXUUzrMvSdmxZ1+ZOvLII+nZs2dt2F+zZg3z58/nS1/6ElOmTAGS8L/vvvvyyCOPANSWP/3007XHXHnllY2ee8WKFQAsWrSoxTo899xzABx99NGNtvXp04cxY8bw6KOPNnnsmDFjKC0tbVQ+fPjw2vptiwMOOIAxY8Zw22238cYbb3DKKadw9NFHM378eLp167bNzyN1RI7Zl6TsGPaVqW7dunH00Ufz8MMPs2LFCubOncuWLVuYOnUqo0ePZujQocyePZsZM2Ywe/ZsQgi1YX/lypUAPPTQQzz00EPNnmPt2rUt1iE3RKa5oT4tDQFqrte/S5cu1GzHFCOlpaU88sgjfPOb3+TOO+/ky1/+MgBlZWVMnz6da6+9lj59+mzz80kdiVlfkrLjMB5lbsqUKcQYmT17NrNnz6ZHjx61M/RMmTKFOXPmsGHDBp544gkOPPBAdtllF4DaKTS///3vE2NsdvnFL37R4vn79u0LwLvvvtvk9ubKW9uAAQO4/vrreeutt3jllVe45ZZb2H///fnRj37EjBkzMqmDVAiO2Zek7Bj2lbn8cfuPPPIIEydOpEePHrXbKioquOmmm6iqqqrdF+CII44A4Iknntip83/gAx8A4Mknn2y0be3atSxYsGCnnj8nN9xny5YtW91377335sILL+Sxxx6jT58+zJo1q1XqILVHjtmXpOwY9pW5sWPH0q9fP2bNmsU//vGPeoE+N2Tn2muvrfcYYPz48UyaNIm777673rz7+Z5//nmWL1/e4vlPOeUU+vXrx6233srChQvrbbvmmmtYvXr1jrysRgYOHAjAm2++2Wjb66+/zuLFixuVr1q1ig0bNjR54a5ULKKTb0pSZhyzr8yVlpYyefLk2t7r/LC/5557stdee/Haa6/VTseZ7ze/+Q1Tpkzhwgsv5Ac/+AGHH344/fv3Z+nSpfztb3/j73//O08//XTt0J+m9O3blxtvvJHzzjuPiRMn1ptnf+HChRx77LE89thjlJTs3N/CRx55JL169eKGG25g5cqVDBkyBIBLLrmEhQsXctppp3HYYYcxevRodtttN1asWMGsWbPYtGlT7Rh+qRh5B11Jyo5hXwUxdepUZs2aRd++fRk/fnyjba+99hrjxo2rHaefM2zYMObNm8cPf/hD7rrrLm699Va2bNnCkCFDOOCAA7jkkks4+OCDt3r+c845h/Lycq6++mruuOMOunfvzjHHHMPTTz/NF7/4RaBubP+OGjBgAHfddRdXXXUVM2fOpKqqCoBzzz2X8ePHc/nll/PYY4/xpz/9iVWrVjF48GDGjRvHpZdeyoc//OGdOrfUnjkbjyRlJ3ih1I4LIcwbO3bs2Hnz5rW4X24qyNGjR2dRLe2ELVu2MGrUKDZu3Mg777xT6Oq0yN8rdVQfuv5xXnq3stDVkKQd9vWTDuDCo0dmdr5x48Yxf/78+THGcdt7rGP21SmtXr2adevW1SuLMXLNNdfw5ptvcuqppxaoZlLxc8y+JGXHYTzqlJ555hnOPPNMjj/+eEaMGMHatWt55plnWLBgAcOHD2/ypl2SWoez8UhSdgz76pT2228/TjrpJJ566inuv/9+Nm/ezLBhw7j00kv56le/2uIFvpJ2jmP2JSk7hn11SiNHjuTWW28tdDWkTsmsL0nZccy+JClTTgwhSdkx7EsdkGFJHZlj9iUpO4b9DIQQAKjxTjJqJbmwn/vdkjoSx+xLUnYM+xno3r07QO1NlaSdlftdyv1uSR2JWV+SsmPYz0BZWRkAy5Yto7KykpqaGodhaLvFGKmpqaGyspJly5YBdb9bUkfi558kZcfZeDJQXl5OVVUV69atY+nSpYWujopEr169KC8vL3Q1pO3mmH1Jyo5hPwMlJSUMHz6ciooKKisr2bBhgz1b2iEhBLp3705ZWRnl5eWUlPjlnDoex+xLUnYM+xkpKSlh0KBBDBo0qNBVkaSCMupLUnbsFpQkZcpvNiUpO4Z9SVKmHLMvSdkx7EuSMuWYfUnKjmFfkpQps74kZcewL0nKlD37kpQdw74kKVNmfUnKjmFfkpQpe/YlKTuGfUlSpsz6kpQdw74kKVP27EtSdgz7kqRMmfUlKTuGfUlSpiKmfUnKimFfkpQp76ArSdkx7EuSMuWYfUnKjmFfkpQps74kZcewL0nKTDTpS1KmDPuSpMw4Xl+SsmXYlyRlxvH6kpQtw74kKTOGfUnKlmFfkpQZs74kZcuwL0nKjGFfkrJl2JckZcZhPJKULcO+JCkzhn1JypZhX5KUGaO+JGXLsC9JykysKXQNJKlzMexLkjLjMB5JypZhX5KUGaO+JGXLsC9Jyow9+5KULcO+JCkzhn1JypZhX5KUGbO+JGXLsC9JyoxhX5KyZdiXJGXGYTySlC3DviQpM4Z9ScqWYV+SlBmzviRly7AvScqMYV+SsmXYlyRlxmE8kpQtw74kKTOGfUnKlmFfkpSZGrO+JGXKsC9JypBpX5KyZNiXJGXGnn1JypZhX5KUGcfsS1K2DPuSpMyY9SUpW4Z9SVJm7NmXpGwVfdgPIQwLIfw8hPB2CGFDCGFJCOGGEMKAQtdNkjobs74kZatLoSvQlkIIewFzgV2AWcCLwATgc8AJIYSjYowrC1hFSepU7NmXpGwVe8/+j0mC/qUxxmkxxstjjFOA64H9gP8oaO0kqZMx60tStoo27Ke9+scDS4AbG2z+BlAFnBdC6J1x1SSp07JnX5KyVbRhHzguXT8YY6zJ3xBjrASeAnoBR2RdMUnqrJxnX5KyVcxj9vdL1y83s/0Vkp7/fYHZLT1RCGFeM5sOXbRoEePGjduxGu6gv/9zTabnkyRJUp3PzIQf794vs/MtWrQIYMSOHFvMYT/XAs0l41x5/504x5b169evmT9//pKdeI7tF8KBobRr964Dh2d6WmVr08q3ALCdi5vt3DnYzp2D7dw5bFr5FnHLpg3z343/yPC0I4D3d+TAYg77rSbGmG3X/VaEEObFzRvZsOzVdlUvta7cN0q2c3GznTsH27lzsJ07h1w7t7d82JxiHrOf67lv7juWXPnqtq+KJEmSlL1iDvsvpet9m9m+T7pubky/JEmS1KEVc9ifk66PDyHUe50hhDLgKGAd8EzWFZMkSZKyULRhP8b4GvAgyQUNFzfYfBXQG/hVjLEq46pJkiRJmSj2C3Q/A8wFfhBCmAosAg4nmYP/ZeBrBaybJEmS1KZCLPK7GYYQhgPfBE4ABgLvAPcAV8UYVxWybpIkSVJbKvqwL0mSJHVWRTtmX5IkSersDPuSJElSkTLsS5IkSUXKsC9JkiQVKcO+JEmSVKQM+5IkSVKRMux3ICGEYSGEn4cQ3g4hbAghLAkh3BBCGFDouqm+EMLAEMInQwj3hBBeDSGsDyGsCSE8GUK4MITQ5HsvhDAxhHB/CKEiPeZvIYTPhxBKWzjXSSGER9PnXxtCeDaEML3tXp22JoRwbgghpssnm9lnu9sthDA9hPDndP816fEntc2rUFNCCFPT9/Wy9HP47RDCAyGEf21iX9/PHVAI4cQQwoMhhKVpuy0OIfwuhHBkM/vbzu1QCOGjIYQfhhCeCCG8n34e/3orx2TSlpl/lscYXTrAAuwFvAtE4PfAt4BH0scvAgMLXUeXeu316bRt3gZuBa4Ffg6sTsvvJL3PRd4xpwCbgbXAfwPXpW0bgd81c57PptvfA24ErgfeSsv+q9D/Dp1xAYan7VyZtsMnW6PdgP9Kt7+V7n8jsDIt+2yhX3dnWIDv5LXBz4D/BG4G5gPfabCv7+cOuADfzmuDW9L/a+8ENgI1wLm2c8dYgAXpv2klsCj9+dct7J9JWxbis7zgjeGyjQ0FD6S/CJc0KP9eWv6TQtfRpV67TAE+ApQ0KB8CvJm22el55X2B5cAGYHxeeQ9gbrr/WQ2eawRQnX5IjMgrHwC8mh5zZKH/LTrTAgTgYeC19D+KRmF/R9oNmJiWvwoMaPBcK9PnG9FWr8slAlyUtsFMoFsT27vm/ez7uQMu6efzFmAZsEuDbcelbbDYdu4YS9pm+6Sfy5NpIexn1ZaF+ix3GE8HEELYCzgeWELyF2C+bwBVwHkhhN4ZV03NiDE+EmP8Q4yxpkH5MuAn6cPJeZs+CgwGbo8x/jVv/2rgivThjAan+T9Ad+BHMcYlecesIulxhOQbBmXnUpI/9C4geV82ZUfaLff4P9L9cscsIflM6J6eU20ghNAd+A+SP9Q/FWPc2HCfGOOmvIe+nzumPUmGNz8bY1yevyHGOIekh3hwXrHt3I7FGOfEGF+JaZreiqzasiCf5Yb9juG4dP1gE+GxEngK6AUckXXFtENyoWBzXtmUdP2nJvZ/HFgHTExDx7Yc88cG+6iNhRBGk3zl//0Y4+Mt7Loj7WZbF9YHSYLA3UBNOqb7yyGEzzUzjtv3c8f0CslwnQkhhEH5G0IIxwBlJN/c5djOxSOrtixI+xv2O4b90vXLzWx/JV3vm0FdtBNCCF2AT6QP89/szbZxjHEz8DrQBRi1jce8Q9KzPCyE0Gsnq62tSNv1VyQ9v1/dyu7b1W7pN3a7A2vT7Q35/m97h6XrauA54F6SP+xuAOaGEB4LIeT3+Pp+7oBijBXAl4FdgRdCCD8LIVwbQvgt8CDwEPBveYfYzsWjzduykJ/lhv2OoV+6XtPM9lx5/7avinbSt4CDgPtjjA/kle9IG2/rMf2a2a7W8/+ADwDnxxjXb2Xf7W033/+Ft0u6/r8k420nkfTyHkISAo8Bfpe3v+/nDirGeANwGkmwuwi4HPgYycWUMxsM77Gdi0cWbVmwz3LDvpSREMKlwL+TXN1/XoGro1YSQjicpDf/uzHGpwtdH7WJ3P+Vm4GTY4xPxhjXxhifB04FlgLHNjc1ozqOEMKXSGbfmUkyC15vYBywGLg1hPCdwtVO2jGG/Y5ha3/p58pXt31VtCNCCJ8Fvg+8AByXfl2cb0faeFuPaa4XQTspHb7zPyRf4359Gw/b3nbz/V94q9P1c/kX4gHEGNeRzJYGMCFd+37ugEIIk0mm3vzfGONlMcbFMcZ1Mcb5JH/U/RP49xBCbiiH7Vw8smjLgn2WG/Y7hpfSdXPjuPZJ182N6VcBhRA+D/wQ+DtJ0F/WxG7NtnEaKEeS9Cou3sZjhpL0SC1Nw4jaRh+Sf//RQHXejbQiyUxZADenZTekj7er3WKMVSQho0+6vSHf/20v12arm9mem1WjZ4P9fT93LLmbGs1puCH9d/8zSW76QFpsOxePNm/LQn6WG/Y7htwHz/GhwZ1XQwhlwFEkV4o/k3XF1LIQwpdJbpqxgCToL29m10fS9QlNbDuGZLaluTHGDdt4zIcb7KO2sYHk5itNLc+l+zyZPs4N8dmRdrOtC2s2yVj9Axp+BqcOStevp2vfzx1TbqaVwc1sz5Xnpl61nYtHVm1ZmPZv7Yn7XdpmwZtqdbiFZFhHBP4KlG9l377ACrbvhh4j8eYs7XYBrqTpm2ptd7vhTbUKvgCz0jb4QoPy40nurLoK6JeW+X7ugAtwRvrvvAzYvcG2D6ftvJ70jvW2c8dZ2LabarV5WxbqszykJ1E7l95Yay7JrBCzSG79fDjJHPwvAxNjjCsLV0PlCyFMJ7nAawvJEJ6mxl8uiTHOzDtmGsmFYdXA7UAFcDLJ9F53AmfEBm/YEMIlwA9IPiTuIOlx+igwjOSC0S+24svSdgghXEkylOeiGOMtDbZtd7uFEL4LXEZyMeidQDfgTGAgSSfAj9rsxYgQwjCSz+DhJD39z5H8Zz+NuiBwV97+0/D93KGk39o8APwLyQ207iEJ/qNJhvgE4PMxxu/nHTMN27ldSttmWvpwCPAhkmE4T6Rl7+X/W2fVlgX5LC/0X1su276Q/CfzC+Cd9BfqDZJ5ngcUum4ujdrqSpIA0NLyaBPHHQXcT9JLuB54HvgCUNrCuT4CPEbyn1MV8BdgeqH/DTr7QjM9+zvTbsD56X5V6XGPAScV+rV2loVkGMcP08/ejcB7JIFwQjP7+37uYAvQFfg8ybDY90nGaS8nubfC8bZzx1m24f/hJYVqy6w/y+3ZlyRJkoqUF+hKkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElFyrAvSZIkFSnDviRJklSkDPuSJElSkTLsS5IkSUXKsC9JkiQVKcO+JEmSVKQM+5IkSVKRMuxLkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElF6v8DL8GfYIWEG4sAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 381 - }, - "needs_background": "light" - }, - "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)" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.cumsum(rng.standard_normal((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", + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.226719Z", + "iopub.status.busy": "2023-05-11T09:18:50.226596Z", + "iopub.status.idle": "2023-05-11T09:18:50.404693Z", + "shell.execute_reply": "2023-05-11T09:18:50.404372Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Multichannel regression\n", - "-----------------------------------------------------------------------------\n", - "\n" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 263, - "width": 377 - }, - "needs_background": "light" - }, - "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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.cumsum(rng.standard_normal((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", + "ll, = ax2.plot(np.arange(1000), np.zeros(1000))\n", + "ax2.stackplot(np.arange(1000), w, labels=[\"weights\"], color=ll.get_color())\n", + "ax2.legend(loc=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multichannel regression\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.406750Z", + "iopub.status.busy": "2023-05-11T09:18:50.406630Z", + "iopub.status.idle": "2023-05-11T09:18:50.514174Z", + "shell.execute_reply": "2023-05-11T09:18:50.513838Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detrending\n", - "=============================================================================\n", - "\n" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Basic example with a linear trend\n", - "-----------------------------------------------------------------------------\n", - "\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.cumsum(rng.standard_normal((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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic example with a linear trend\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.516367Z", + "iopub.status.busy": "2023-05-11T09:18:50.516236Z", + "iopub.status.idle": "2023-05-11T09:18:50.595676Z", + "shell.execute_reply": "2023-05-11T09:18:50.595350Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 248, - "width": 375 - }, - "needs_background": "light" - }, - "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()" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detrend biased random walk with a third-order polynomial\n", - "-----------------------------------------------------------------------------\n", - "\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.arange(100)[:, None]\n", + "x = x + rng.standard_normal(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" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.598189Z", + "iopub.status.busy": "2023-05-11T09:18:50.597965Z", + "iopub.status.idle": "2023-05-11T09:18:50.679911Z", + "shell.execute_reply": "2023-05-11T09:18:50.679522Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 248, - "width": 375 - }, - "needs_background": "light" - }, - "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()" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" }, { - "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" + "data": { + "image/png": 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FAgkJpuN548ePx//+9z/D/TvvvBMzZszAvHnzAADdunXDBx98gAsvvBCffPKJocLw5MmTcf/99wMAnnjiCbz77rvYsGEDevTogaVLl0Kn02HRokUIDAxEnz59cO7cOdx3332G1/noo48waNAgvPbaa4ZtX331FVJTU3H8+HEkJSVZ/LkJIcSbnSmtw8INpwAAn2w8hYcmdEOgHT0U5mh1HPIrjYIPO563S6zQwxEf5pkV5b0/+PACp06dQnNzM0aMGGHYFhUVhR49egAADh8+DK1Wa1L9t6mpCdHR0Vaff+jQoZL7Bw8exKFDh/D9998btnEcB51Oh5ycHEMV3P79+xv284FNcXExAODo0aPo37+/IVABgFGjRpm8zoYNGxASYtqVd+rUKTQ0NFj8uQkhxN1Ol9RiY3YJbhnZCSqlAg//eABRwWq8cFUfi497Y9UxfLzxlGTbz3vP4daRndrdpqLqRpPKtEF29HxcNTAJn28+jZzSOozpav0c4g7eH3z4B7EeCHe9tgPU1tZCpVJh7969UKmkf2ByJ3ZjwcHS3pfa2lrcc889ePDBB02OTUsTlmr5+/tL9ikUCuh0to9b1tbW4sorr8Trr79usi8xMREnT560+bkIIcQdpi7ciurGVry0Ikuy/cbhqeiZECb7mOzCGpPAA2CBjCPkldebbAu0I/gI9Fdh1UPj0NCiRWigv/UHuIH3Bx8KhU1DH+7UpUsX+Pv7Y+fOnYaTf0VFBY4fP44LL7wQgwYNglarRXFxMcaNGyf7HGq1GlqtVnafscGDByMrKwtdu3Ztc5t79eqFb7/9Fo2NjYbejx07dpi8zq+//or09HT4+Zn+KVn7uQkhxF2aW3XYl1uBajPJtradLDMbfBwvqpHc1/ir0NCilS3m1hZ5Fab5OXQ62+cYAoCfSolQledO6/TclvmQkJAQzJ49G4899hj+/fdfZGZm4rbbboNSyd7+7t27Y8aMGZg5cyaWL1+OnJwc7Nq1C/Pnz8fff/8NgK1Oqa2txfr161FaWor6etPImPfEE09g27ZtmDt3Lg4cOIATJ07gjz/+MJlwasnNN98MhUKBu+66C1lZWVi5ciXeeustyTFz5sxBeXk5brrpJuzevRunTp3C6tWrcfvtt0Or1Vr9uQkhxF3eXH0MN36+w+z+sromvLP2OB74YT9ajVaynC2rk9zvFs96qKvqHRN8nKsw/Xw/fL7KIc/tKegs4CJvvvkmxo0bhyuvvBITJ07E2LFjMWTIEMP+xYsXY+bMmfjf//6HHj16YOrUqdi9e7ehx2D06NG49957ccMNNyA2NhZvvPGG2dfq378/Nm3ahOPHj2PcuHEYNGgQnn/+ecNkVluEhITgr7/+wuHDhzFo0CA888wzJsMrSUlJ2Lp1K7RaLS699FL069cP8+bNQ0REhCHAsPZzE0KIs50tqzNZCvvF5hyLjzlTWo8P1p/AXwfz0f3ZfyQ9Dzml0uCAX8LqqJ6PXJlhF09aJusICo6zY72oC1RXVyM8PBxVVVUIC5N2eTU2NiInJwcZGRmSiZDEt9DvmRDiKNtOleLmL3bi6oFJeP/GQYbt6U/+bbh97ZAU/LL3nMXn2fPsRENK8umfbMPes6zYW2SQP164qg8eWnYAXeNCsO6R9g0pNzRrMXrBelTUt+ChCd3w8caTCAv0x+9zxiA1yjHzDJ3F0vnbGPV8EEII8Vnfbj8LAPjjQD60ZuZNXDUgCf88NA6RQeYnZxZXNxlu88MuKx4Yiz3PXoJucaxSrCN6Po4X1aCivgURQf54YHxXnHh1MvY+d4nHBx72ouCDEEKIz0oTnbRXZRbKHpMSqUGvxDDsf/5S/HTPKNljJn+wGa1aHSrrm1Fa2wwA6BQdBJVSgahgVtKioq7ZZH6IvUpqmgzt9vPgCaPt5bs/GSGEkA6vpklYzbLpeLHsMUkRGsPt1CiN7DEAsCarCP+dYOUjusaFGJaxxoUGIMBPiVYdh/OVpitV7FGsDz5iPaQGi7NQ8EEIIcRnldUKwyUV9S1obtVJeideuLK3JCtpgoWMoI/8dABrjrDek0t6xxu2K5UKZMSwlA+nS+pkH2srvucjLoyCD0IIIcTr5JXXY7W+ND0A7DhdhuGvrcNd3+wxbLt5hDQjqUKhQGgAy1v05OU9cUH3WMO+xhYdVhwqAABM7BUneVx6NAs+jJfh2qu4phGA7/d8eGWSMQ9boEMcjH6/hBBHWH+0SHK/Rp9QbEN2CQBArVJC7Wd6Df7r/aOx7WQpZo5Kx80j0vD5ptP4aIM0Y3PvxHDJfb6ngp8P0lZ8QbnkSPPDP77Aq3o++HTglhJsEe/H/36N078TQog9rF3GBAfIpyzvHh+K28ZkQKlUICzQH49O6oGxXWOEx6lVJlVm+WW4paJhnrbgU6v72uoWY17V86FSqRAREWEofhYUFASFQuHmVhFH4TgO9fX1KC4uRkREhEmdG0IIsUd5HeuFuKB7LP47XmKyPzjA9lPgfRd1wZaTbLKpUua844jgQ6vjDD0faRR8eBa+pDwfgBDfExERYfg9E0JIW9Q1tWKNfr5Hr8RQ2eAjxI7gY3QXoTqseAUNLyaELbctqW3Gf8dLcKK4FtcNTUGYHYXdyuua0azVQaGwPPHVF3hd8KFQKJCYmIi4uDi0tDgmlS3xHP7+/tTjQQhpt1f+zkK2vgBccoQG43vG4d9j0otWe3o+FAoFAv2VaGyRz+MRrw8WDuZVYuZXuwCwlTaPX9bT5teoamA9NWGB/j6d4wPwwuCDp1Kp6CRFCCFE1g+78gy3Y0IC8MRlPU2CD3t6PgDgq1nDMPOrXXhqci+Tfd3jQ+GnVKBVlEX1z4P5eOSS7jYHEpX6wnQRFjKt+grfDq0IIYR0KIfOVWLMgn8l2y7oHoseCaFYfPswjO8pLJG1N/gY3TUGR16ahNljM0z2adQq9EgIlWw7V9GAzzeftvn5DcGHhoIPQgghxGvc/c1eSZbRj2cMNgQZF/eIw7huwqqVMI39nf8BfuZ73PlcH2Jvrc62+bkr9bVhwoPUdrfL21DwQQghxGcUVjdK7o8VBRsAECk6sYc5uIchMdx0kqiZWnayKuvZnA/q+SCEEEK8WKjR0Ep0iBB8hDv4JJ8gE3zYg+Z8EEIIIV5Ga9TNMDgtwiQXVFyoECBEaBw7vNE9PlR2u3G7zOFTq8eF+nZqdYCCD0IIIT6itlHIvzGhZxzevG6AyTHiE3uQ2rErJsd1i8F7NwzEf49djAmiia3GQ0Hm8BVtxQGSr6LggxBCiE+obmTDFgF+Siy6bRi6xIaYHCMe0mjWyufsaCuFQoGpg5KRFh2ERbcNQ3o0y1KaW2ZbSZCi6o5R0Rbw4jwfhBBCiBhfOC400PypTTwM08PMMImjpEUH40xZPbILq5F5vgqVDc24tHcCokPUSIk0TZ9erO8hiffx7KYABR+EEEJ8RG0TH3xYnrC55uELcKa0DgNSI5zannFdY/Df8RK8uCILfLHuhRtOITVKg42PXgyVUgiE9uVWoKyuGUoFkOLjFW0BGnYhhBDiI2r0wy6Wej4ANjH00j7Orx911cAkaPxVhsCDl1fegD1nyiXbHlq2HwDQOynMavDkCyj4IIQQ4hOqbQw+XCU+LBALpveT3Xe2XDoPhJ8se/3QVKe3yxNQ8EEIIcRr5Vc2oFU/cbSsliXpig72nAmbVw9MxvTBKSbbqxuEwqgcxxnmq1zSO95lbXMnzwgPCSGEEDttPlGCWxftwuyxGXjuit4o0S9VjfWwPBlvXNsfF/WIhVbHYevJUvy895wh2ACApladoSBdRxhyAajngxBCiJd6f90JAMCiLTngOM5jgw+VUoErByRh6qBkRIewtvFDRBzH4cfdrAKvQgEE+XeMau3U80EIIcQriZekPv3bYUNBOU/OEMoXs1u89Qyq6lswonMU/u/PIwBYlV2lUmHp4T6Dgg9CCCFeqbKh2XD7h115htvtrbHiTOJhleX7z2P5/vOG+/6qjjMY0XF+UkIIIT6loNI0bXlqlAbD0qPc0Brb+Fno2Sivaza7z9dQ8EEIIcTrfPHfaZwurTPZfufYzh7dg2ApgdjIzp4bNDma5/6GCCGEEBn5lQ14deVRw/2BokylfZPD3dAi243tGoOnJ/eUbLt+aArmTeyGpyf3clOrXI+CD0IIIR4vp7QOa44UAgCy8qsN2yf1iceci7sa7qdGeXZqcoVCgTvHdpZsm9grHvMmdkf/lAj3NMoNaMIpIYQQj/X9zrMIUqvw8I8HAQDL7h6JAn0BtpgQNRZM64+sAiEYiQ3x3JUuPKVSga5xIThZXAsAiAxWu7lFrkfBByGEEI9UXNOIZ37LlGw7kFdpqOEyuV8iIoPVGNk5GtMHp6BXYqikaq0nW3L7MIx9fQMAIDKoYyQWE6PggxBCiEcqrDJdzfL7/vPoFM3K0SeGsyEWlVKBt68f4NK2tZd4yW1IAAUfhBBCfMyH60+AA/DghG7ubopdiqubTLYdK6zBscIaAMCAFM+eXGpJuMYf1wxKRrNWh/gwzx8qcjQKPgghxIdV1jfj7bXHAQCzRqcjXOM9V9kltULwofZTorlVJ9k/qku0q5vkUO/eMNDdTXAbWu1CCCE+rKJeqJ7a0Kx1Y0vsx9dquXFYKvY/dwluG50u2e8t8zuIKQo+CCHEh5XXCb0HtU2tkn2V9c3YdrIUOn1FVU8jLhQXHOCHF67q4+YWEUeh4IMQQnxYeZ3Q81FnFHzM+HInbv5yJ1ZmFri6WTYprmETTsVVagP82GmrR3yoW9pEHIOCD0II8WHing/j4OOIPlnXioOeGXwYej5EuTuW3T0SF/eIxcIZg9zVLOIANOGUEEJ8WJmoWJl42KWyXtjuqUmu+Amn4p6PQWmRWHz7cHc1iTgI9XwQQogPK68Vgoy6ZiH4WH+02HC7oVnaI+IJdDrO0PMRFxro5tYQR6PggxBCfFi5pOdDWO2y9WSp4bZ4SaunOHiuEo0tOoQE+CEhnIIPX2N38HH+/HnccsstiI6OhkajQb9+/bBnzx7Dfo7j8PzzzyMxMREajQYTJ07EiRMnHNpoQgghthEPu4jnfIgDjtKaZniafzJZEbmLesRC7UfXyb7Grt9oRUUFxowZA39/f/zzzz/IysrC22+/jcjISMMxb7zxBj744AN8+umn2LlzJ4KDgzFp0iQ0NpqmySWEEOJc5WaCD/F2vlaKo2Wer5K8jq20Og5/HDgPALhqQJKjm0U8gF0TTl9//XWkpqZi8eLFhm0ZGRmG2xzH4b333sOzzz6Lq6++GgDwzTffID4+Hr///jtuvPFGBzWbEEKILcrNTDgVb69udPycj6MF1bjiwy2ICw3Armcm2vXYnTllKKpuQkSQPy7qEefwthH3s6vn488//8TQoUNx3XXXIS4uDoMGDcIXX3xh2J+Tk4PCwkJMnCj8oYWHh2PEiBHYvn277HM2NTWhurpa8kUIId7AU5Nz8XQ6TjK8wvd8cBxnsgpG6+CfhZ9TUlzTZMjXYasDeZUAgHHdaMjFV9n1Wz19+jQ++eQTdOvWDatXr8Z9992HBx98EF9//TUAoLCQjdHFx8dLHhcfH2/YZ2z+/PkIDw83fKWmprbl5yCEEJe677u9uODNDaj3wJUivJLaJkk9lDr9hNO6Zq1JnRTj7KftFeCvMtyeuWiXXY89UVQLAOgRH+LQNhHPYVfwodPpMHjwYLz22msYNGgQ7r77btx111349NNP29yAp556ClVVVYavvLy8Nj8XIYS4Qn1zK/7JLMS5igYczKtyd3PMyiuvl9znAwx++a3GX2XIGFrd4Nh5H+IlvieLa+167KkSdnzXOMpi6qvsCj4SExPRu3dvybZevXohNzcXAJCQkAAAKCoqkhxTVFRk2GcsICAAYWFhki9CCPFkfEl3AFA6oLZZfXMr/jhwHmUOXvJ6rqJBcp8fdinVZz2NClbDX8VOA0fyHRtElYp+logg+yrpFlezxybSElufZVfwMWbMGGRnZ0u2HT9+HJ06dQLAJp8mJCRg/fr1hv3V1dXYuXMnRo0a5YDmEkKIe7VodXhXX6IeMB2uyDxfhQd+2I8ZX+7A5e9vNiTKsmTJtjN4aNkBTHhnExpbHFd5lp9UGqk/+Rv3fESHqA3bXvory2GvCwBlorTu5XXNNs8pYfNR2GNjRJlNiW+xK/h4+OGHsWPHDrz22ms4efIkli5dis8//xxz5swBwMobz5s3D6+88gr+/PNPHD58GDNnzkRSUhKmTp3qjPYTQohLPf7LIWw+ISToqm1qxYbsYox8bT1e/TsLn2w6hb8O5mPryTIcLajGysPW66Zk6WusVNa3YPUR+flx5hzIq8Thc/K9FtX6JbQJ4RoArMdmw7Fi3PkNy82k8VdheEaU4edwpFLRsIuOkwYjllQ1tKBFywKVaA9N+07az67gY9iwYfjtt9/www8/oG/fvnj55Zfx3nvvYcaMGYZjHn/8cTzwwAO4++67MWzYMNTW1mLVqlUIDKTuM0KI99siygwKAL/sPYfbF+9GYXUjvticg78PSYON7afKrD5nTmmd4Xa2aEjHmrLaJkxduBVXfrQFrVqdyf4a/RJa8fDF7Ut2G27vy63AW9cOAMCW2+aWSeeItIfxEFJhleUVLzodh71nK1CgPy400A+BokmrxLfYvYbpiiuuwOHDh9HY2IijR4/irrvukuxXKBR46aWXUFhYiMbGRqxbtw7du3d3WIMJIcQTJOlP6OJeEDmHz1ueS5FXXi+ZQ1JRL0z8rG9uxZQPNuOFP4/IPnZfbqXhtlyuDj7w6Ronv2rk8Uk9JanLn/j1kMW2WtPYokVBFZtnwi/ljdFXpD1mJah6f/0JTP9kG55afhiAtJgc8T20gJoQQmzUqtUZJlL2Swm36THnKxtQYSHL57/HiiXzIcTVZn/bfx5H8quxZNsZ2cdmigIb8eMAYPeZcmQVsOGclEiNyWOnDUrGrNHpkjwaRwvbl2fp9sW7MWr+v8gurEGlPoi6oFsMe+4Cy8/9/npWhoPP8TE8PapdbSGejYIPQgixUUltEzgOUCkVSIsKMmy/ZlAypvRLNPu4nLI6s/uq9Etcg9VsiOGfzEK8tvIoWrU6yVCFXEKzXNFS2iqjpbLrjgqrDkMD/bDm4Qsk+1+e2tcQeHx08yAAQEJY+4bHt59mPS0LN5wEwN6nUV2iAQjzWuQY5xwBgIm94mWOJL6Cgg9CCLFRGb9KJFiNsEBh+eiNw1IRphGqVaREavD3g2MxQN87UlZrvueDr6uSKgpmPv/vNDZml0gmbdbITAgV5/HINcrpIZ6s2dyqQ/f4UPTXt+eTGYMRHCC0t0ssG5bJr2xoc9ZW8ZyTfbkVAIDYkAD0SWKvmVVQDY6Tf+5D5ypNtg1IjWhTO4h3oOCDEEJsxK8eCdP4Y1LfBPSID8XEXvEYmh4lCUY0/ir0SQpHtH6+g6X8Hfyk0JTIIMn2M2V1OFch6tmob0F9c6skRfoZ0QTRh5YdkDy+sUUIBvjVLl/OGopld4/E5Ua9NPz8iurGVkz/dJuFd8DUqsxCrDiUj3LRsA+fXyQ9Jghd40KgVLCfs8TM+/DtjrOS+/4qBc358HF2FZYjhJCOrFYfKIQE+KF7fChWi4YyCquFIZIT+oyefO+DuI7K/JVHkZlfhdeu6YdO0cGG4GNIp0icKaszZAPNK6+XrIIpr2/GjEU70KrlsOmxi7HnTLkkkRcANLVqEeDHhm/4YRiNv8ow7yIuNBBxoaZDK1FBQi/J/txKyfNY0tiixb3f7QUALL59mMn+5lYd1H5KhAT4obqxFTWNrTBOWspxHP49WizZplQ4IHMb8WjU80EI8Rrmuu1dhQ8UQgNNr9t6JAhn1X7JbKiB7/ngg4RTJbX47L/T2HqyDG+uzsanm07hb30ekNjQAKx75ELMn9YPALD+WLEkQ+mxgmrklTegoKoRJ4trZVfRFFQKARAffMwd3xUKKydzpVGa1qU7cy0ez+MzkQLApuwSk/0zRrAElKH6XqFamRU5JbVNqGlqhbiJFHv4Pgo+CCFeoblVh8vf34x7v93rtjbwibjEQyy820anY9aoThjVORrv3sByZ/A9H3ymUXHOjxWHCrDgn2OG+3xAM75nHPyUCpPU6OL8IieKa1CpDy5uGZlm2C5+DB98hGvsS20OAC/+lWV1dQoAFImq1S7fd06y754LO+OaQckAWE8RIJ/I7HQJ690Rr8hRgKIPX0fDLoQQr3AgrxLHCmtwrLAGHMdZvZp3Bn5yaEiA6UdnkNoPL17dV7ItRB9Q8PM0iqvNJ9riA5r4sED0SAjFEaPVIStEycvE8zviQgMxvmcc/j1WjMz8KvRLDkezVmdY3mtrXZUp/RINvTAAcPhcFXolWq619c9hIRurcZ6Ry/smGnpU+PehxuiYLzefxit/HwUApEQEIa+cBU9+Kgo+fB31fBBCPI7c0kvxyEBds+Pqn9iDTwAmN+wiJ0i/fJYvZV9ULT/hslN0EPokCyd6PjEXAHQzkyCMFxHkjyGdIgEAC/45hgEvrcGwV9dhz1m24iQpwjTHh5z50/tJ7pfakA79q605Jtv6JofhoQndDCt9ACFY44M3ADheVGMIPAAgMtgfr0ztCz+lAh/cNMimNhPvRcEHIcSjbD9Vhr7/txqLRSc2rY7DflE2T+OcFq6w+kghFm1hbQqVGXaRE6xmJ936ZnbFLx6m4D1ySXdseuxiyVCOeGbLraM6WXyNcI0/RnY2n5BLLsGYnLBAfwT6C6eEcgvLg42Je4KentwLD1/SXdIzxfd8iIdd1mZJq5+Ha9S4ZWQnZL44CRf3iLP5tYl3ouCDEOJRnvntMJq1OrwoqrL65ebTeHWlcJVc7YbgY6tozsWgtAibHhMUoO/50PfU8BM0e4uGM0brk3CJiYdnbh3ZSXJyv6J/IrrEBhvu+6uU6Jdsvj0xwbYvWf3l3tGG22UWsrIC0t6pO8akG273TTbN/BrKz/kQDbsY17Dhe4monkvHQMEHIcSjyJ185osmZgLApuOmKyucjT8ZPzihGy7oHmvTYww9H/orfr7H5tkpvbBgWj8sv380hsqkER/fk135d44JhkKhQKdoIQfIZX0TsP5/Fxnu90wIhdpPKUmTzksKDzRZyWJJ3+RwvHUdmyxrvIzXGN+bw9rE8obEhATITsYN0096fXvtcRzUp08/XymdUCs31EZ8FwUfhBCPEmI0n+JksWlBsgVGwYgr8BM4xb0O1vBZRPmeD37OQ1xYIG4cnobBaZGyj5s7vitentoXP9w9EoC0pyRa35Ox/anxWH7/aHTWZyf9atYwKBXA0E7Cc64ySqlui+gQfW4SK8Mu/BBKgJ8SvZPCsPLBcVj54FjZY8WF7eYs3QcAOF9BwUdHRqtdCCEeJVQ0xPDCn0fMFlVbl1WEib1dV/+DXy4bJUpbbk2wftilvrkVHMeJlupa/ugNUvvh1pHCXI9+KeH4eS9byspXoU0M1yAxXJjPMbZbDLY/NQERQf6477t9iAuV74Wwhh+mKbMw4fR4UQ2u/YRlQg3Q97j0TjK/Mqa/aPLpuYoGfLLxlMn8l5FdqJBcR0LBByHEo4iHXcwFHgBw5zd7cOTFSZIaJc7EBx+RQbYHH0H6YZcWLYebvtgBvmyKce+ONdMGpyCntA5J4RpkxJjveYnXF4b76jbTbKO24ns+yuuazS5pfvCH/YaltcZLbOX0iJemNX19Feu5Ctf446+5Y7E/rwJX9k9qc5uJ96FhF0KIR2losX0Z7SM/HXBeQ0R0Og4V9fb3fPCTKAFgx+lyw22NnZMqQwL88H9X9sFdF3S263Ftwf98LVrObGBxrNB0KMwShUJhmEsi1isxFGnRQbh6YLJdc1OI96PggxDiUcQTGa1ZfaQI2jZWYbVHWV0zWrQcFArYVfDMX6WUzQnijgRptgr0VxlW15griNczIVR2uyVyE2J7JlhOYkZ8FwUfhBCPsk+Uz8PY9UNTsPnxi7H58YsN24xLyTtDYRWbnxAbEgB/lX0fm22Zd+FuUUZp4Y3Z0zvFCwkw7e3pbSWDKvFdNOeDEOIx9p6tMFn10Ck6CJf1TcCV/ZMkOSQ6xwTjdGkdCqsaLc6DcISCKrYyIzHctCKsNcZLSr0B31tTI1OLBQDq9at3xnWLwWOTetj0nBd2j8O1Q1Lwy16hBoy19O3Ed1HPByHEY2w/VWqyLT4sEE9d3sskeRW/6qPIQr0URzlbxnpXxKtLbHXD0FTJ/R/uGumQNjkTP4m3vkm+h6NRH3y8dHVf9E+JsOk5VUrTeR892jB8Q3wDBR+EEI/ByUzfMLcsNUG/sqPQBcHHfydYUrMhneTzcljy7BW9DLe7xYVglExGU0/Dz/mok+n54DgO9fphF3snzgJAWhRLmNY5Nlh2HgjpGOg3TwjxGOX6FSXXD00xbAvwkz/B8QXTMs9X4ff95zFn6T7Zk2V76XQc9umLtI3rHmP348V1YJq13pFIi+/5qJV5P5u1OsMkX43a/uDjkUu64+qBSfj69uHtayTxajTngxDiMSr1VWPFGTGrG+XruEzqk4CPNpzEikMFhnLzyREaPD25F5pbdViyLQfDM6IxMDWiXW06X9mAumYt1ColusRarjBrTYuXZPHkJ4fKBXONzcLPENSG4GPqoGRMHZTc9sYRn0A9H4QQjyGXyMtcBdu+yWGSgmsA8Pl/p1FU3YhX/s7CayuPYc73++xuQ0lNE+78ejfmfL8PpbVN2KIvKNc5NtjulS68yf0SAACzxzk/T4cj8DVpamWWPde3sG1+SkWb3w9CqOeDEOIx5BJ56eQmgoDlykiJ1JgkvFq44SSW7swFYN9Kk1WZhfhowwlEaNSGgKNVpzM8x5R+ibb/IEbeuX4g7hxXjYE2Ts50t2ALcz74lS5tGXIhhEdhKyHEYxh6PoLVeGN6f0QG+ePFq/qaPV5u6WtOaR1a25B47N7v9iLzfLUh8ABYEjO+9Ht7hgoC/VUYnBbpNVk8hQmnLNDgRAEgvwKG7x0hpC0o+CCEuN3Wk6WY9vFWnNNXOo0MUuP6YanY99wlFleY3DE2w2RbSY00K2d7M6C2aDmEBvohJdL+Zbbeis/zcb6iAeV1zRjx2no893smAGEOTpiGgg/SdvTXQwhxuxlf7pTcj9LP+bCWhnxct1jkzJ+MJdvOQOOvwpPLD6OgSrr0trqhBZF21GORM7lvokenRHe0eH2P0q4z5bjywy0ormnCtzvOIiVSgx92sSEtb8zcSjwH9XwQQjyKSqmQrYdijkKhwO1jMjCxdzwA0wmqlWYmrIpxZuaV8OaO72pze3yBeDhLPG9m/j/HcEafcC1MQ8EHaTsKPgghbtVoVCckMsi/TXMjooLUkHsYP4nVEnMragAgJiQAqfrEWB1FYpj1ISZzyd8IsQUFH4QQtyo0Giaxp2S9mFKpkCT04hVXy1dmFTNXQA0AkiPsr+fi7WyZz0E9H6Q9KPgghLjFtzvOYurCrdijzx7Kiwtt+8le7qR5rsJ61VtLQzOx7WiPt1IoFHjAylATzfkg7UHBByHEaeYt24/rP90uO6zx3O+ZOJBXiUd/PijZ3p7VKXInRFtyfVTpM6smR2gwsVcc3pjeX9Qe78hK6mgTe8WbbLtGtNw4NjTAlc0hPoYG7QghTpFf2YDfD+QDAN5anY2Xpwr5Ot5YdUz2MUoF8NhltpVolyOeqDquWww2nyhF5vkqq4+rbGDDLhkxwfhy1jAAQFOrFi+tyMKs0eltbo83Mx5WGd8zDi9P7YvRXaJxvrIB04ekmHkkIdZR8EEIcYrdZ8oNt3/ddw7/d2Vv+KmUOFtWh483njI5/vHLeuCWkZ3a1Z1fUSf0sLxwVR9c+u5/2H2mAucrG5AcYX4SJV9TJjxIeO1bR6XjpuFp8OugKcTFE0rvHJuBZ6/oDQC4bmiqu5pEfEjH/K8ihDidOPiob9aisJpNLC2tlZ8AekW/pHbPIzhTVme43SU2BAlhbL6GceIxY/ywUITR1X5HDTwAluitT1IYAKBPcpibW0N8DfV8EEKcYs8Z6UTSvPIGpEQGyQYCfkoF0qLbv5x1WHoUtpwsRTd9VdyIIH+cr2xApZXltmW1pgXtOjqlUoE/5oxBfmWjQ343hIh13LCeEOJUfKbRJH3CqrxytuqkRH+i7yQ6oXVy0MltwfR+uPuCzvj6juEAWPABCMMq5vCTUpM7UAp1W/iplBR4EKeg4IMQ4nA6HWeoAdI3ORwAkMsHH/qej7FdYzC5XwJCA/3wwU2DHPK6KZFBeHpyLyTp53dEaFhPhrWej1MltfrHU/BBiCtQ8EEIsUtOaR1WHi6wmJK8pqkV/G4++MirkAYfsaEBWHjzYOx8egL6JIU7pa38BNJvdpw1e8y2k6U4q08ZnhJJV/mEuAIFH4QQu1z10Rbc//0+rMosNHtMtX4CZ4CfEl318y+Mez5iQwOgUCgQ5MTS7Gr9hNHTJXXYebpMaF9jC2qbWgEAq44IP0cq9XwQ4hIUfBBC7FLTyE7av+0/b/YYfvVIuMYfafq6KCeKalHf3GpY7RIb4vwkVZf2ERJl3fD5DuzKKUdjixbDXlmHvv+3Ghe/tRHfbGe9Iu/fOLBDr24hxJXoP40QYjNxwq68CmnmUK2Ow4wvd+DWRTsNPR/hGn/0TgxDWlQQaptasSm7xNDzEeOCDJmju8RIkpst3HASp0vq0NTKspbmlApLcwekRDi9PYQQhpbaEkJsdsWHWwy388rrwXEcFApWSvbQuUpsPcmGNqb0SwTAgg+lUoE+SWHILa/HgXOVhpUlruj5AIDOMcGG25uOl8hWue2bHIZ00XGEEOeing9CiE34ORLi++f0vR8cx0mSivEBBp+im08e9s02NsThr1IgIdw1BduGdIqU3D90zjTd+rK7R7mkLYQQhno+CCE22WtUfRZgwxYKBTDxnU1obBEKsG09WQqA9XwAQrXZhhYtAOC20enwd9H8ikB/Fd68tj8e++WQ7P4HJ3RDSAB9FBLiSvQfRwixyQ7RahHezK92ISzQTxJ4AMC+3EoAouDDKG16apRrl7RGBZvPXPrIJd1d2BJCCEDDLoQQGx0tqAYAvHx1H3SPDzFsr25sNfcQYdjFqGZKjIvme/DM5RGZP62fS9tBCGEo+CCEAAA+3ngSo+avR64+4Zax0yVsZUi3+FDcfUEXm56T7/lQKqTbY12w0kUsITwQB56/BP4qoSGf3zoENw6jCq2EuAMFH4QQAMAbq7JRUNWIRVtOm+xrbNHinD5DaefYYEwblIyrByZZfc5Q/VwK41yoru75AICIIDW0OqElF/WIM6zUIYS4FgUfhBBJmXuV0vRj4Uh+FXQcEB2sRmxIAJRKBR6c0M3q84YGsuBj2uAUyXZX93zw3r1hIABg9tgMqP3o448Qd6EJp4QQvP7PMcNtuc6Avw4WAACGpkcaegu6xIbg4h6x2JBdYnL8uG4x6B4fiom9WYbRkAA/XNI7HmuzigAAwWqVo38Em1w9MBmDUiORGOGaZb6EEHkUfBBCUFYnJN4qr5Mm4dLpOPywKxcAMKW/dKjlvou6GoKPqGA1Vs0bh/K6ZnSPC4XSaKJHi1ZYEePO4Q4qEU+I+1HwQUgHV1nfbKjFAgDrsoqw+kghJvVJAMCKsPHpyCeJaqUAwPCMKLx7wwB0jQ1Fr8RQ+KmUiAuV71UQBx+EkI6NBj0J6cD+PVaEgS+tlSQQq2lqxT3f7sXJ4loAQq9IaIAfAvxMh0uuGZSCfinhVouyzbm4KwBgutH8D0JIx0M9H4R0YO+sPW52X155PbrGhRiGYaJCzCfqssXoLjHY9fQEt6x0IYR4Fur5IKQDSwzXmN3XqE+FXlarDz4sZAm1VVxYoMlcEEJIx0PBByEdWICF5ab88lu+5yPaAcEHIYQAFHwQ0qFV1rdI7idHCD0hJTUs+DhfyZKLxYfR8lRCiGNQ8EFIB1Ld2ILmVmHVSUW9sKy2X3I43ri2v+F+iX645aw+3Xp6dLCLWkkI8XUUfBDSQezKKUf/F9ZgygebDUtr+SGVG4amYuldIzCmawwensiqvPLDLnzwQfkxCCGOQsEHIR0Ev5z2RHEtnlp+CIfPVaGgqhEA8PhlPRCqL3vfIyEUgDj4YAXlqOeDEOIo7Qo+FixYAIVCgXnz5hm2NTY2Ys6cOYiOjkZISAimT5+OoqKi9raTENJOlQ3CEMvKw4W48qMtAICUSA2iRctfY0PZxNL9uZXILatHdWMrACAtino+CCGO0ebgY/fu3fjss8/Qv39/yfaHH34Yf/31F37++Wds2rQJ+fn5mDZtWrsbSghpnyqjyaW8nvqeDp44D8ejvxwEAMSHBUDjpnoshBDf06bgo7a2FjNmzMAXX3yByMhIw/aqqiosWrQI77zzDsaPH48hQ4Zg8eLF2LZtG3bs2OGwRhPiy85XNuClv7KwL7fC+sF2MF7ZwksIl65iEadH35VTDgDoFEVDLoQQx2lT8DFnzhxMmTIFEydOlGzfu3cvWlpaJNt79uyJtLQ0bN++Xfa5mpqaUF1dLfkipCN7avlhfLU1B9M+3oZPNp5CbVOrQ55XPOwiFhsiDT40ahWmDU6WbKPJpoQQR7I7+Fi2bBn27duH+fPnm+wrLCyEWq1GRESEZHt8fDwKCwtln2/+/PkIDw83fKWmptrbJEJ8ygFRj8frq45h9pLdDnlevufjtWv64a5xGYbtWp1pwbc7xmRI7seGUkp0Qojj2BV85OXl4aGHHsL333+PwEDHJBx66qmnUFVVZfjKy8tzyPMS4q06x4ZI7u/UD320F7+8tm9yGJ6Z0tuwvVdimMmxPRJCMbJzlOE+1WMhhDiSXYXl9u7di+LiYgwePNiwTavV4r///sNHH32E1atXo7m5GZWVlZLej6KiIiQkJMg+Z0BAAAIC6IONEJ7ciZ7jOCgU7auJwvd8RGjYapZ/HhqHvWcrMKmP6f+mv0qJZXePwrqsIqzJKsSMEWntem1CCBGzK/iYMGECDh8+LNl2++23o2fPnnjiiSeQmpoKf39/rF+/HtOnTwcAZGdnIzc3F6NGjXJcqwnxMUfyq/DHgXw8NKEbdpwuAwAEqVWob2bF3aobWxGu8W/z8ze2aNGgLxQXHsSep1dimGyvh9jE3vGY2Du+za9LCCFy7Ao+QkND0bdvX8m24OBgREdHG7bPnj0bjzzyCKKiohAWFoYHHngAo0aNwsiRIx3XakJ8zJQPWM6NH3blGiaYfnDjIDz80wHUNLaipKapzcEHx3F4e002AECpAEID7Pq3J4QQh3P4p9C7774LpVKJ6dOno6mpCZMmTcLHH3/s6JchxGfkVzYYbtc0CitbggJUiAsNQE1jK86U1qFrXIjcw63alVOOLzbnAAB0HKikPSHE7dodfGzcuFFyPzAwEAsXLsTChQvb+9SEdAhrjsivBAsJ8MPYrjE4VVKHlZkFbR7+OHy+qj3NI4QQh6PaLoS42f68StntQWoVLuwRCwDIym97/pusAsqdQwjxLBR8EOJm5yvYsIvxsEqAnwqdY9i2nNI66HRcm57/aEENACBYrcKXM4e2o6WEEOIYFHwQ4mbn9MGHOK/GsPRIpEYFISVSA7VKiaZWHc6W19v93M2tOpwsZsHHqnkX0MoVQohHoOCDEDdqatWiqIaVtZ8xopNh+/xp/QAAfiolhnRi9ZOW7jxr9/MXVDWgRcsh0F+JlEiNA1pMCCHtR8EHIW50JL8aHAdEBvmjZ0Iolt8/Gu/eMABd44RKs7eOYkHJV1vPoKy2CTWNLXhn7XGcKKqx+vx1TSy3R2igf7uTlBFCiKNQ8EGIG+07y+q4DOkUBYVCgcFpkbhmUIrkmMn9EtE5JhhaHYe9Zyvw4b8n8cH6E4bcIJbUN7Olu8FqleMbTwghbUTBByFuVFDFhly6xFkuWT88g80HOXiuEvv1heeataYF4YzV6TOkBqkpsRghxHNQ8EGIG1XUsTL3UUFqi8fxK2HOlNYjUnQs/3hz6vXZUoMDqOeDEOI5KPggxI3K61nwEBlsOfhIj2Y9I2fK6iRZUAurG8Fx5pfgUs8HIcQTUfBBiBtV6CvNRlrp+UiPCQIAnC2rN6yOAYDL39+M25fsNvs4w5wP6vkghHgQuhwixI0Mwy7BlovGpUYFQaEAaptaUVvSKtm3MbsELVod/FWm1xL8ahfq+SCEeBLq+SDEjSr0wy4RVno+AvxUSAo3n6dj1le7TLa9+ncWXl91DACtdiGEeBYKPghxE47jUKefEGpLmXt+6EXOtlNlKK4WhmPyKxsMlWwBIMiG5yeEEFehTyRC3KSpVQe+XIvGhp6JuNBAi/sXbc3B8cIaPDapJyZ/sFmyL9rKhFZCCHElCj4IcZMG/UoUwLY5GaGBlo/5bNNpAMCG7BKTfWlR5ntNCCHE1WjYhRA3qW9hwYfaTwmV0nrq8xAzQydD9bVfLEmLpuCDEOI5KPggxMmyC2uwcMNJNLZoJdv5lS5BNk4GDQ2UXxEzZ3xXq4/tFGU5gyohhLgSDbsQ4mST3vvPcHvOxSxQqG1qxRUfstoslfpcH9aEiIZdAv2VaGzRIS0qyOp8jn//d6FNc0oIIcRVKPggxEWO5FcZbs9bdsDux4tXxHx/50isP1qEm4anwVqx2s6xIXa/FiGEOBMFH4S4SGiAP0prm/Dj7jysO1pk9+NbRIXk+iWHY4h+rod44qqxvslh9jeUEEKcjIIPQpyoqVUIDEIC/fDozwexUWY1ii3EGUzVfsJt8ZCKQgG8MrUvvtl2FrePScflfRPb9FqEEOJMFHwQ4kQlNU2G2/4qZZsDDwC4vF8CVhyKw8jO0Sb7MmKCkVNah6sGJGHGiE6YMaJTm1+HEEKcjYIPQpzofEWD4XZjixZqlRLN+uGTSX3isfpIES7pHW/TcwX4qfDlrGGy+368ZyR+3nMOV/ZPan+jCSHEySj4IMSJzpbVG25XN7QYAo/f54zBgJRwHD5fhe7xoe1+nbjQQMNKGkII8XQUfBDiRGfK6gy3S/V5PQCgd2IYFAoF+qdEuKFVhBDiXhR8EOIE2YU1+G3/eXy66ZRhG59UTKVUwF9lPaMpIYT4Kgo+iE/hOA4rDxeid1IYMmIsZ/XkOA5bT5ZhYFqE2dTlbSVOLMYr5zOa+qugsJacgxBCfBilVyc+5autZzBn6T5c/NZGzF6yG1q+bKxIi1aHwqpGvLv2OG5ZtBNvrDrm0DYYv+bwjCgAQGktW/kSSNlGCSEdHAUfxKd8v+Os4fb6Y8U4UVxjcsz//XkEI+evxwf/ngQAfLP9rMkx7ZGVXy25/9ikHgCAplY22dTWWi6EEOKrKPggPq2uqVVy/3RJLZbuzDU5TifTQ9JWM7/aKbnfNylcMsdD40/BByGkY6M5H8SnFIuSegFAbRPLMHqssBrbT5Vhy4lS2ceV1DYhPizQIW2oEBWKe+KyntCoVegcE4LsItYLE0jBByGkg6Pgg/iMoupG1Op7OnolhuFoQTXqmlrBcRyu/3Q7qhtbzT62sr7FYcGHn1KBVh2HBdP64cbhaQCAZ6b0wsyvdgGgYRdCCKFhF+Iznvkt03A7PiwAACtdf993+ywGHgBQWd9scb+tGlu0aNUP4VzeT6ir0ik6yHCbhl0IIR0dBR/EZ5TVCUMuwfqls3VNrVh1pNDqY6saWqwewyuuaUR2YQ3+OpiP8W9txNECYYJpmX45rb9KgbBAoWNR3KvSLKpOSwghHRENuxCfwZeWX3L7MPxzmAUctY2tCAnwMwzHAMKwiFhlQws+23QK/50owRczhyJILf3X0Oo4PPjDfvROCsO7a49LHn/5+5txZsEUAECZfjltVLBakssj0F8FhQLgOCAx3DHDO4QQ4q2o54P4DD6PRlxooKHno7a5FTqOBQr3XdQFCgXw8tS+Jo99e0025v9zDFtPlmHJtjOG5+LtPlOOvw8X4M3V2SaBCwDsOVMOQCgklxCuMTnm53tG4eGJ3fHIJT3a8VMSQoj3o54P4hO0Os6QQTQmVI2QADavorKuBfX6HpG7x3XGvIndEOCnQqtWhxWHCpAcqcHyfedRVC0EG2+sysYbq7Jx/0Vd8MD4btCoVWjVWl6Ku/lEKYamR+F0Kavl0lkmu+rQ9CgMTY9yyM9LCCHejHo+Ooj6ZssTLr1dWV0TdBygVADRwQFIiWITPHfmlBmOCdP4I8CPBSW3jkrHj/eMQg8LFWU/3ngKP+xiOUGqGy3PCeHzieTogw9rqd0JIaQjo+CjA9iVU45+L6zBh+tPuLspTlNSw8+1CIBKqcCoztEAgDP6kvahgX5QKU3rqYhXocgpqGLDKNYmpJ6vZMed0Qcf6RR8EEKIWRR8dABP/noIWh2Ht9ceR3F1Ixb8cwwvr8hCcU2ju5vmMKW1bMglNpQtsU2JlM65UJop5CaemxETojbZr58uYjX44Hs8ciwMuxBCCGFozkcHIF7aeePnOwzzEjYcK8a/j17kplY51vFClj2UDyCMq8ZGBPnLPq5XYqghUPjrgbFo1XEY8OIaw/4vt+SgqVUn22sill1Ug7zyesNSW+r5IIQQ8yj46ACaW4Xggw88jG97M47j8OrKowBgWNli7I3p/WW3B/ipsPaRC6EAoNQHGHeMycBXW3MMx3y7w3LhuS6xwThVUoc3V2cDAJIjNAgJoH8tQggxh4ZdOgBfT2rFD7kAwJBO8qtJRujngMhRKRWGwAMAnri8B24ekWb2ePEk1QfGd8W0wSkAgD8P5gMAxnaNsa3hhBDSQVHw0QE4smKrJ+InewLA3Rd0NtxO0ifzGpASbtfzBfip0DNBfhXMxkcvwrd3Djfcv7xvIq4fmioZlhnXnYIPQgixhIKPDqCpVdrzMbFXvJta4hznKtiKlmHpkZLhjm9mD8eNw1Lx0c2D7X7OUTI9Jb0Tw5AeE4zo4ADDtuQIDWJDAxChEeaUjO5CwQchhFhCwYePa2jWmgQfr17DMnwqFWy+hLfjl7emREqXzXaNC8WC6f2RGmV5Oa2cbvGhWPPwBbj3wi6GbfddxG6rlAqsnncB/po7FuH6iazieTVRwaarZgghhAhoVpyPq2wwrdbKpx7XcawQWl55PdZkFeGB8V1Napp4srqmVtz1zR5sO8USiZkbKmmr7vGh6JMUZrgfLurd6GH0Wk0+Pq+GEEIcyXvONKRNKuuF/BThGn+8dk0/BIlKus9bdgBZBdUor2tGeW0zXr9WflWIJ1qy7Ywh8ACA3qJAwVHSo4Uls2Ea+eW6AJuEevh8FaysyCWEEAIadvF5fPDRNS4EB56/BFP6J0pWdmw5WWqoifLjnjy3tLGtcoyWCltKld5WaaIMqP4q85HFuzcMxPiecfjlvtEObwMhhPga6vnwcWV1LO14ZJC/SeItOUXVjYgP846S72WiyrNBapUhu6kjhWv8MbRTJAqrG9E1LsTscV3jQvDVbcMc/vqEEOKLqOfDx+Xrl6EmGpV4//vBsbLHH8mvcnqbHOVchbDENiYkwKbgqi1+umcU/v3fRYaidIQQQtqHgg8fd15/gk42qnXSJykcVw9MMnu8p6trasWpklrD/WiZuiyOolQqoPajfxVCCHEU+kT1cXwCruQIjcm+LrGmwwj/ZBYCAOqbW3G8qMa5jWuHnNI6iHOnRdPyVkII8RoUfPi4c2Z6PgBpQBIWyKb/bDtVhqLqRsxctAuXvvsfdpwuM3mcJzCuyCsXSBFCCPFMFHz4OL7nI0Wm50Ncdv4eUTKtrIJq7DlbAQBYtivXyS1sm8IqYbLp2K4xmDO+qxtbQwghxB4UfPiw6sYW1DS2ApDv+RBn/pwxIg2X9UkAAGQXCsMtWg9NgFpUzXo+bhqehu/uHIGwQPM5OAghhHgWWmrrw/jJo5FB/rKZS5MiNHjxqj4IDvBDRJAanWNZQq33150wHOOuonSV9c2Y+dUuTO6XKElxzuOHXeLDHL+8lhBCiHNRz4cP43swOluYDzFrdDquHcJKwk/Xf29o0Rr2Vze2yD7O2ZbtzsOhc1VY8M8x2f1F1WzYxVtykhBCCBFQ8OHD+JwdfW1MO94lNgST+yVItmWer3JL74dW9Jo1MgEQP+xCPR+EEOJ9KPjwYceLWB6Mnom21zzpmSA9tqK+BSeKa80c7TwtokJtfxzIN9lPPR+EEOK9KPjwYXkV9QCATnaUlE+RmZi6M8f1y21LRanT/z5UgOZWHdZmFeGRHw+guLrRsJ+CD0II8T404dRH6XScIcdHqh3BhzgN+/D0KOw6U46dOeWYOSrd0U20qLSm2XB7++kyTHhnI/LK2c+z+WQpACAtKghRQZRcjBBCvI1dPR/z58/HsGHDEBoairi4OEydOhXZ2dmSYxobGzFnzhxER0cjJCQE06dPR1FRkUMbTawrrmlCc6sOKqUCieG29w70SBAqw95/MVtlciC30tHNs+p4sTS7Kh94AEBJDev1uHZIiqRCLyGEEO9gV/CxadMmzJkzBzt27MDatWvR0tKCSy+9FHV1Qmnzhx9+GH/99Rd+/vlnbNq0Cfn5+Zg2bZrDG04s44dckiIC4aey/dccFazGmocvwObHL8aQTpFQKFiisvK6ZusPdpDyumacLqmzepylKrOEEEI8l13DLqtWrZLcX7JkCeLi4rB3715ccMEFqKqqwqJFi7B06VKMHz8eALB48WL06tULO3bswMiRIx3XcmJRXjkLPlIjbR9y4XWPF3o/wgL9UdXQgvK6JkS5qH5KTqltE1wzYoKd3BJCCCHO0K4Jp1VVbClnVFQUAGDv3r1oaWnBxIkTDcf07NkTaWlp2L59u+xzNDU1obq6WvJF2ud0SS0++vckgLYFH2IhASw+rW3SWjnScYr1K1ms9WykR1PwQQgh3qjNwYdOp8O8efMwZswY9O3bFwBQWFgItVqNiIgIybHx8fEoLCyUfZ758+cjPDzc8JWamtrWJhG96z/bgdOlbNhiSKfIdj0XH3x8tSUHl7yzCbll9e1unzXL958HAHSW6dkYkBIOgBXF06hVTm8LIYQQx2tz8DFnzhxkZmZi2bJl7WrAU089haqqKsNXXl5eu56vo9PpOMMy1It6xBqyl7ZViL7a7Z8H83GiuBYvrchqdxstqapvwdosNkHZ38/0z/PinnEAgPSY9vXoEEIIcZ82BR9z587FihUrsGHDBqSkCCe3hIQENDc3o7KyUnJ8UVEREhISICcgIABhYWGSL9J2NU2thtuf3jKk3atBggOk04KqGpw78ZSfKAsA0cFqScbV0EA/3DQ8DRd0j8Vd4zo7tR2EEEKcx64JpxzH4YEHHsBvv/2GjRs3IiMjQ7J/yJAh8Pf3x/r16zF9+nQAQHZ2NnJzczFq1CjHtZqYVVXPUpFr/FUI9G//sESoUfChdWKq9eNFNThVIkw2fWB8N8SEqHGiuBbvrz+Bxyf1QHxYIL65Y7jT2kAIIcT57Ao+5syZg6VLl+KPP/5AaGioYR5HeHg4NBoNwsPDMXv2bDzyyCOIiopCWFgYHnjgAYwaNYpWurhIpb5nIiLIMSXmQ4yCD2fFHuuyinDnN3sM9y/pHY/YUFa3pXt8KBbePNg5L0wIIcTl7Ao+PvnkEwDARRddJNm+ePFi3HbbbQCAd999F0qlEtOnT0dTUxMmTZqEjz/+2CGNJdZV6ns+wjWOCT6Mh104zjnRx4JV0uq1CZQ2nRBCfJbdwy7WBAYGYuHChVi4cGGbG0XarqLesT0fUcHS5xHPKXGk8xUNkvt9k2nuDyGE+CoqLOdj8itZqfm4UMf0HIgTjgHA6ZI67Djt+EJzxnNJRmREO/w1CCGEeAYKPnwMnx20c6xjEnD1TjLtgbjx8x3Ir2yQObptCqoa0KzVSbZ1iqaltIQQ4qso+PAxOfrkYp1jHVP3JCUyCPdf1AUX94jFZX2EZa+HzlU55PkBYMaXOyX3L+uTAIWCCsYRQoivsmvOB/FMWh2HGz/fjt1nKgzbkiMcN2Hz8ct6AgBqGluw6ghb4ZRbbr3wm63EReRevKoPruif6LDnJoQQ4nmo58MH5Fc2SAIPAAjXOL4IXGigPx4c3xUAsDG7pE3PsSG7GDd9vgNny1jAUVzTaNh32+h0zBqdjuiQgPY3lhBCiMei4MMHVDe2mGxz1FJbY1P6JwEAtp0qQ0lNk92Pv33xbmw/XYZnfssEABzJZ4UEu8QG44Wr+jiuoYQQQjwWBR8+gM9qKuas4KNHQihi9D0TbQk+eGf1wzZHzrO5I32Tw9vfOEIIIV6Bgg8fUNlgGnyoZYqyOUpMCBvS4QvYtceWk6UAgAEpEe1+LkIIId6Bgg8f8MOuXJe+Ht/zUVZnGnxYSkTX0KwVHQc0tmixK6ccADCxV7yDW0kIIcRT0WoXL9ei1WHziVKXvmY03/NRw7KpHj5XhYUbTkKlVGBjdjF+vne0bH6Q/CohN8j5ygYczKuEjgNUSgVSozSuaTwhhBC3o+DDyxVWCatFrh6YhNBAP1zcI86pr8n3fBToX/vKj7ZI9i/emoM3rxtg8jhxYjKOA1YeLgAAhAX6UV4PQgjpQCj48HK55fWG289O6W2oBOtMieEsh8hXW3MwtptpGnRzcURBZaPk/i798uAwJ02OJYQQ4plozoeXu23xLgDAuG4xLgk8ACAlUhgiuWPJHpP9+UZBhmG7ftgl0J/92R0tYMtswwIp+CCEkI6Egg8vp1axX2FGjGNqudgi3kq5+zNl8tlPTxazujPD0qMk28M01AFHCCEdCQUfXozjODS1soJs91/U1WWvay3QOVfRgJrGFtQ2taK+udWw/eC5SgCsl0asuLr9S3YJIYR4Dwo+vFhTqw6t+lL0IYEWeg90OiB3B9DsmHosEUFqrHhgLCKCzA+XHMyrwpgF/2Ly+5vBcRzyKxuQV94ApQIY2zVWcmyFTJI0QgghvouCDy9W08h6FRQKIMhfZf7AvYuBryYBv8x22Gv3TQ7HJRZycyzffw5VDS04U1aP7afLMHrBvwCAgakRSI6ULqv94KaBDmsXIYQQz0fBhxerbWLBR4jaD0qlhaWqW99n34//49DXN57gqlYpDdv+PVZs2H7zFzsNtwelRSI0QOil8VcpMLqLdBiGEEKIb6Pgw4vV6ns+LA65AEBLveX9bTSmqzRoyHxxEm4bnQ4AqDQzlNIpOkgSKPETZgkhhHQc9MnvxWqa2Ak+JMBa8CEk90J9OXD0L6C5/QGJcfCh9lMiNSrI4mP4ZbX+KhaAZMS6bpUOIYQQz0BrHL2Y7T0fouBj6Q3AuV1AfF/g7k2Aqn1/AglhgSisFvJ6pEZaTpM+OC0SAPDO9QPx58F83H9Rl3a9PiGEEO9DwYcXq9JXsw21mqRLVOztHEtKhqJM4M+5wDWftqsNQWrpRFdLPR8rHhiLtGi2/8oBSbhyQFK7XpsQQoh3omEXL8YHH5EWlryitRngdPL7Dv7Q7jYkRUh7OqKD1VD7mf5ZDUiNQN/k8Ha/HiGEEO9HwYcXq6hnVWUjg9TmD2qocGob5k/rh/4p4fjwpkEAAIVCgUCZ4OOHu0Y4tR2EEEK8Bw27eKkfd+di4YZTAIBwS4XZ6suc2o7UqCD8OXesZJu/zAqWIDX9qRFCCGHojOBlmlq1OFlciyd+PWzYZnHYpaFcej9lGJA0GNj1GaB0TkE3cfBxzwWd0T0+1CmvQwghxDtR8OFlbvhsBw7kVUq2RQZbGHap1Sf7iu4K9L8BGDgD4LT64MNCVtR2mNI/EYu25CA9OghPTe7llNcghBDivSj48BLNrTo8/0emSeABAOnRFnJlVJ5l35MGAxc+zm7X63tDWhsBbWu7l9sa+9+l3ZESqcElvc2nXyeEENJxUfDhJVYdKcSy3XmSbckRGrx13QAMSI0w/8CKM+x7VIawTR0i3K4+B0SmO6qZANj8jtvHZFg/kBBCSIdEq128xLGCapNtVwxIxKgu0ZYfWJ7DvosDDD/RMM3ye9rfOEIcreocq8ZMCPFJFHx4iZPFtZL7YYF+FqvKGvA9H5FmeiLydrAP+szlAMfJH0OIK2UuB97tA6x6wnTf5reBg8tc3yZCiEPRsIuH0+o4PLRsP9ZkFQEAvrptKMb3jIdOx1muZAsA2hYWWACmQyu9rmQ1XgBg8WQ2N6S+DBh+l2N/AELstf5F9n3X58DkN4XtRVnA+pfY7QE3ur5dhBCHoZ4PD7fzdBlWHCow3I8JYSXrrQYeAFCVx1a2+AUCIUa9JDd8B4Qls9v8pNQdHzuiyYS0j9rM0uzGSuF2S6P8MYQQr0DBhwdr1epw85c7Jdv44MMmhZnse3Q3QCnzq47uKr1fX0ZDL8T91DKrt6rzgRUPC/ebTOdAEUK8BwUfHirzfBU2nyw12R5lKaeHsdwd7HuamdTmxsFHYxVQkWP78xPiDAGi1Vg6Lfv+y2yg5JiwvZGCD0K8Gc35cJPS2iZ8ve0Mrh+aalIJ9kh+Fa74cIvs4wL97UgMVqTPgpo0WH5/RJpMw04AUZ1tfw1CHM0vULi972tg52fSwANggTIhxGtR8OFiKw7lY/m+86htasWunHIs33ced4zNwK97z+Gb2cMRExKAHaelKdGHp0fh0PlKDO0UZd+LlZ1m32O6ye/n53yIVZ+37zUIcbRW0XwO8VCL2P5vgJQhrmmPOSseBvIPAHesAvzsGA4lhFDw4Uo6HYe5S/dLtp2vbMDLK7IAAG+uysbr1/ZHkFrauzGhVxwWzhiM0EA7fl0tDSyBGABEdZE/JlwcfCgAcEAVBR/EzZrrrB+zdwlw5ftOb4pZzXXAnq/Y7fN7gU6j3dcWQrwQzflwoeyiGov7f9yThw/Xn8BTyw9LtseEBCA2NMC+IZdyfa9HYDgQZKbHJDxFuD30dvZ956c06ZS4T20JkLvdtmMr86wf4yxnt7nvtQnxARR8uFBJTZPVY95ee9xkW1SIHZNMAaAkG9j/nf7BXQCFmWW5EWnAhU8Cl74C9JjMtjXXAsVZ9r0eIY6yb4ntx352gdOaYdGG14DvrxXuN9WaP5YQIouGXcxobNFi6c5cJEdqMKlPgkOes6K+uU2PC1bb+Wv6dpow5GK8osXYxU+JXigOqCtmKdnj+7AeEHOBCyHOoLDjeqihnP2tRrm4jtCm16X3myn4IMRe1PNhxp8H8vHSiizc8+1eFNc4JqFRRZ39wcdNw1MxtFOk7Q/QaYXAAwCSBtn+2PQx7HvFGXZ191Y3oDLX9scT0l4Nley7eMVLTA+g73Rg4otA14lAsmii6Z8PuLR5AIDACOl9Cj48n6U6QfXlwMn13lNLiOOADfOBTW9aP9aDUfBhRk6ZMOktv9JBwUd9i9l9cglLF982DPOn9bctmylPvARx2pfAsDttfyyfgv30BnZ1V1cCbHnX9scT0l71Zex7/+uFbVEZwLVfAWPnAbf8CsxaIQTVBQdde9LQtgoJztLHse/n9gAvhLOv7QvZZNST64UcJcS98g8Ar6cDW2UmKLc0siG076YBR5a7umVtk7cL2LQA2PCKV18cUvBhRmGVEHDYMlfDFpaGXRLDNSbbLuoRa/+L1OuX6apDgf7XSSvYWtNnGvt+cp2wrdUxPzshNuGDj9hewjbjoRh1EDB7LesdaaoWygO4Qm0RwOkApZ8QrO/7Wti/+mnglzvYyezlWFYIj4IQ99r2IdBUBax9Xro9cznwWhJbrQQAv84GfpoJLJsBrP0/17fTVtkrhdvndrPv1QVA2Sn3tKeNKPgwI7+yAf5oBQDc9c0ecA5YAZJTynpTLuxuGlSEBEjndaRGaaBoy3yLBn3wYW6FiyWJ/YH4fkYbac4HcaE6fVbfyE7CNrmEYip/IDSR3a4pdH67eHXF7HtwLFtJJuf4Kvad07JCeMdWuKZtRJ5GNGwtXiH1y+3sdySW9Qf7fW19T6gI7mlKsoXbhZlAxVlg4XDgo6HAjk/c1y47UfBhRlT5fmQGzMarfosAAGVtmK8hVlnfjK36dOlPT+5lsn9i7zh0iRVqWrw+rX/bXqi+HcEHACQbzRGh8WzSHkd+A3Z/aX35dsFBYPndQL4+D05QjLDPXDZTQ/BRIL/fGfi07oHh0ho0Sn9AZaaXkS9z4E5b3++4Q6icaFju4A+2P+7UBse3xRFKRcFHTQELlpqq2c+5+hlWzdwL0GoXGXVNrehZtxsBfi2Y4bceH7VORWFVo31F3YycKK6FjgOSIzTokRCKtQ9fgJ/25OGLzTm4uEcs5lzcFfde2AWtWg6hgX7wU7UxLuSvzIKi2/Z4viuZV3VO9jDSgTVUsrHmRCsBckMl8PNt7HZ4KtB9kvljv5wIaEUBvvjvN8BMldtQfaVmV/Z88PM9AsKA2J7stkIFPLCHffDL9XLw3fruUl8uDDkMvcN8j42vOrFGuG3P0ERtkePb0l4tjdIemep8ICROuM9pWYAc3MbPfxeing8ZxwprkIgyw/14RQXyKxva9ZynilkPQpc4VjSrW3wonpnSG2cWTMHi24cjSO2H0EB/RAar2xZ4bHgN2P6x0CVnbYmtOWEp0vtFR9gkO+I6LQ3AsZVAc727WyLv26nAZ+OAs1aSgeX8J9zevcjysVqjnsXgaODGH4DEgcAVZq7Y+Z6PKhcmGxP3fPS5Brj1d2DWnyxoN3dSLz7q3sR99aJyDZ76N+Us5/ZK/z4aKuSPm73OdFtdKTvZt1hZcFCSDfzzhHQ4xFnKT0l7cqrzhaFKXpN31D2i4EPG+coGJCuEX2i0ogonS9o3/HBaP9+jc4xMufD2qi5gq1NWPwXs+pxtizMd2rFJWJL0fmuDaVEv4lzrXwKW3QS809MzJyvyQyN7F1s+7tS/otvrgVajAKPkOLBnMdBklPlXoQICwoGek4F7Npn/W+YLJmb/w07urlj1wvd8BIaxHDhdLgbSx+q3mQk+mqqtB0jaFhbMOaPLvF50cupow6g5m6T3GypY74dxVeTITiyQFKsvBZZMBt7vL59ILmczG8paOJxlhl7/kkObLuu0/ufR6IfVq/OB2mLpMV5SdJGCDxlV9c3opBS63Popc/DGquw25engGfd8OFS90EtjuIJsa8+HuKJtXG/2nT/ZENfY+Sn73lhl/QTvSOf2AOtetHx1vOU94XZ1vuXnOyOqzKxrlRYt1GmBH24AVswD/n5U+rigaEBpw0dTj8vZ94oc4MUIYEGq81Ou8x/sAWGm+5SiUeygaOCp80CkPgGateHLPV8Biy8Dll7v+F6SuhLhtnGg5+uURiUpzu0CPhwMLL1B2BaZwSYQd7kYuPNfYOhstv34ajZkVlsEfDRM+nupOAN8fQWw7gVh24k1zs92y19cDrmNfW+pA06ulR5jHFh5KAo+ZDRXFSJF1PMxz285VNDiqoXyZe4BYNupUhzJl484/z5UgPXHWHQqnlTqMHJdiW2d8xGeDNz0I3DHGqDrBLYtf1/b2+ZqFWeAb6ayK2pv0lABZK9iH3ARopUef/9PehJ3pi8nAFveEQqmGdPpgHWiJYjWJnryczH4pbL81X9rE/DBIKH+0KFl0scFx8AmASFAiCj7cHOtafZRR8rdAWycz24HygQfDaLhjfoy1j7+ZzHuGjd2cj37fupfNtTpSOLXtqVon69obQKO6+d7ZBil4s8V1eaZs1PI5JwyhPW4AUCLKAivyZd+zhYcMn09bTNw+Of2t9uc+nIWaAPAmAcBf6NzCX+fej68V1Bppsm2GFQhr7wBjS3SbvC1WUV4a3U2bv5iJ6Z8sAU1jdJuU52Ow5O/Cn+oXZ3R81FXbLpN08bVLgDQ4zIgbQQbbweAwsMWD/cov8xmSdJWzANKT7i7Nbb7bjrrCcj81TRd+JIpzn/9ClGuDHOJiwqNPnArzpgfD9e2AM36q+wE/fJtvlei+Kjl3Bz2lKcXL8kF2DJXZw1ViU8sxllOAWDMw8JtPgEZv2qn3krwIX7Pja9k26vOwrALxwlZZX3N6qeBs/rAnZ8cbEwVYPr3FhIvf6x47kypaQ0utt2Jnzn853BkOls+3GIUSPKVlf9+xCvqDVHwIUNVz07mVYFCyfl4BYt6j+RLu7Tu+mYPPtpw0nB//VFpIJBbXo+aJjZh843p/REXGgiH4jiW1MiYeG17W/EnjaIs70k9LF758NFQ61ecnqD8tLAiYsNr0rkSrrL+ReF2gJkA+YTRSVHXCpSZ+bAVX33xuWP4E6x4mFCOuROFHOMTRV0JS/rFcWxM3pErYcRXvr2vNt0f0xV47BQr1jhVn2+BX3VQZ+Fnzt0BlBwV7jv6b1Yy7GJ0Ulr9NPBGZzYx01eUnQKWXMGWePNiurO5RMbk/tbFQ89ix/8RvcZJ6T6+t7Kx0q6m2ozj2GcDAER3M90/4l5hzlFdCbDT8/N9UPAhQ6H/AyqPGmSY1BanYNsOnas0HNfcanpCLqiSXgkeK2RXf32Tw3D9sFTHN9bcB5U9mU3NierC8he01LFuR29gfGXnDUuFD4hyD5SbWQrorOCvtZlN2BRfeYuv8MT4bIpi4vdXp2XZIX+5QzhRB4QBUen6Y/U9H+aWMA6/G+h5BXDpq7a3/4LHTLed2sCGj76+Avhjju3PZQ0fNF3zORDdRf6Y4BhWrDFC/78erE8oaKnnw/h9Nbcio63EwYfx/8eOj9nyzO0fOfY13WnpDcCZzdJtaSOBQTNMj5Vbxq02MzS+5lmhl8i454MPmJ3Vi3ToJyBPny+GXxRw62/SY8Tz/Io8vzI5BR8y/JrYPz+niTQs5+N7Pg6dE67oKhtMJ6Dy21q1OhzIq0SJviidXPp0h+CzKTqDyk8Y2/aGSUxnt5leeXjD7P4i02E+AMB1S4Tbjj4h8XZ+Cvxwo/QEaO5EyV+d37aSBQkAe6xOy+YpnFzP8lxk/ioM42gigPA0dpsPcPjeiO6XSZ9/0nzgxu/ty1GQ2B945CgLctT6q9i6EmHlgbhUQHvxgb497ePnXol7e06sA3Z9IQSUfC+R0p99d/Tv2txqF/HrtDUpoScy7o0beT/rxe15pemxajM5ZPpdJzxW7NjfrBeCH17JuBCI7ytMfnZWz8fBpcJtfg5Vl/HCNm2zMEcPYBmAPVzHCj4O/AB8PNpqopmAFvZhoAyONoy/z01nV3h55WwS0l8H83H9p6Z5DqrqW7DzdBm6PvMPpi7ciqW72NVeqFH6dIf5c65we/Jbjn9+/gPdG07iv98n3Obnq3jDBDs+aRCft4IXkSYMn4mvXh3pwFLTbXWlprldGquF4CG2p/TE9e01wCejgaXXCdv4Xo7ACKEXgP85+Z4P8fBKRCcW7LZFWBLw2Eng5p/0zy8zB8oR+OAjyMYJsYBwZc3/HVYXAMtuBlY+Kqxc4AN7PsFfzmZhMi7Hsfow2e24yBD3joqHXQ7+KNw2zrPiS8Y/y753nQD0vVa6z1wCuyveBebsBi6bL/ReASy4LjvJlk8rVMCMn4H7tgpzjxzZ81F2CnirO6temye6OBAHinzw1GU8kDpcGA70gjovHSv4+P1eoPgIW0FggUYffPiHRAP92B9rbDGbHV1R34zimkY88MN+nCkzXZL477Fi3PzlTsP9owXsgyUk0MnJZPvfwCrYXvEecN82q4fbjP/n9IYlevxEQ6W/97Sb44STcqcx0n3qEGFOgyPqTOh0wJmt0l6siDTT43K3Ax8Oki65Pfon+x6Zzq78xdWSjXMpAELwoYkA4vuw1ONVeayHhO/5CE1gzxOWAlz/TXt+MjZpkM/0aByoOWLpqk4n9CCIT0bW8CsQ+OD9xGpAqy/WyGdD5Xs++OCjuQb4cAjrOj++mvXi/CBaGmovc8MufDc+4LyAzdXk8qTwwyhKFXDtImCcaGm3uflNAaFAbHd2+yZRkJa9Ulhe22W8MFmVn4DsyJ6PbR+wQH3DK8Lk0h5TgFGiC845O4Ablwo9kRP+D4ACOL+HTeyWc2ItcN79Kxg7VvDBMzdTWS9Ixz6cA0JjDONofi21uFP1NyrrW3C0wPwJrbimCVqd6YedceE4hxDP6r/0FbZcbOjt7MPeUfiej8qz7OrLE5Ne8fg8C7P+Ej5wxD0f/Emo4gzLBqttYfvdmX2y/DRb0qf0BzqNku7z17CxasAxwwdH/2BJkz4axrKoAua7ZytzWRACsPfH8IGr79rtc43wgSdn89vsuyaSTYRL0/9s+fuFno+QeGDK28DDmUDSwLb+VAI+KGgyGiJ0RABaW8Qm2CpU5ldDyDH+O6wS5TrJ3c4mRvJLjcWlDTgde6/au8y9ud588CHuEfGV4MP4d33hk6bHiCfjm+v5EEsZwvJ/8Pigsb8oINREsO/15Y77PDF+Hk0kcNNSac9HeArQc4qwVDi6C5A4gN2W6/0oPQl8fy3wxcVuX+XUcYIP8S+yvpx1Y8kkU2pq1SKMY3/AmvBYyR/ns/7fo7KhxTD0YsnFPaRXR07p+RD/ozmrXgN/ZbDiYXb1tXeJc16nvThOekUtHi5qqAA+uxB4pzdLW/7+AJYN9uUYVlLbnZPt+JUtaSOBzhcL27tfznol+PwEBQfa/1ql+hn6tYVs7BowP7kUENI4N9cJJ7Cx+uWkCgUw4Cbrr8lfEfL5Lhqrpb8n/rkcITBcmuiL54irUX5ibViSfcNDxsGHeOK2rlU6MTJtJNDvetFr5klX6/ABo5hOC3w7jU30lTvpGfeYiYNxcVDirLkKrsb3IqnUwC3L5Scki4MPW1cFpgwR5i7xxHMsQpMAKFhGaGuruWxlnMTPOK+HOXwQLvc7FfdSOnO+oA06TvAhHqNubQAWTQQ2mM6qr2poQaSCXR1owkzHdoN1NThWaH3y5dhu0uDDKXM++OBDbq26o6iNuiUzlzvnddqrqZr9XgF98CH60F9+Dzt51+SztOXG1jzrsmaa4E8OiQPYVcvoB1nAcf3XbDs/g708p/2vJf4f2P8t+6A2/qAU54fh9/EnKT8Nu9Li8WnFLeE/3Png+PweIVGSPT0ItlAo5INwR1zh8cNI4p/fFoYgWH/BUm0hMZsmApj+hTBHoTJXmhVW7ufI28lS1x9bIT+/qcLo70Y850MSfHjBhHJb8MFHUDQLDuQCRXHPgT0pCS4QDdeoAqSP9Q8EwvSpGfj5Ou1l/LtTB9n2OP5/QC7ZmPgixlFBUht1nOBDLhW0zBVvZX0LIsD+QZXBpjPAuyvOYdsp4Zf2zR3D8cb0/uiZEIrUKGFFS98kaQZE5/R88BU2beg6bCtzY6Kehr9CDAhnwxXiOR8nVlt+rK1XFM5QZzSP4NKX2bARH0zy6bnrS9t/ghBn4Dy9EVh0qXByi8wAZq0Quo8B4eQkbqO4l0ITAUx43vJr8s/HpyPP/FXYx39YO5Jc2nNHfMgWHGTfxdlnbaE2mvPB/53K9dDwRR353/npTUChaCWU3CqYc3uE23JXusafe3w7tK3SXi/joSpvJa46bI64Cqw9wUcXUc+ktsm0x45PDuiICwWdVpr4D2Cfa7bg/+fkglXxkno3z4frOMFHRBpws0zqW6Ouyo2ZZxCo0E9a4iPkiUICph7Kczhdwq4w1v/vQlzQPRbXD0vFqnkXYGgnIVgxruESEqAfWz+4DPjmasvd3bYyVNi08I/WXsZL0RzVRe5oxl35/BWnLf9gLXXu+0fkT4zmUooHhgmrYNpbY8f4b67kGDsZBYQBD+wFMsYBYx8R9huCjxLzbYzpbvk1+WEX47/RYXeyq0VHk+v5sFaDhnfoJzYkd3Y7sP5laZrzo3+x7z0uk3+sOcbDLnyA0Pki4ZihdwA3fA/E6Vf/9Lic/d9Vn2NDZLzGSpasTDxXQ1xJVe5kw1/98r1MfPDRUA5A9NmnbbZevdUTNdez5Fv8/AZx1WFzgkXBhz3D1XKTs8X4XjFrZQdsUX0e0BlNnrX1Isl48mtDhTDBVFz7yFeDj4ULFyI9PR2BgYEYMWIEdu3a5ayXsk1gGD7Iy8BuXQ/p9tMbgW0fAYsnA001OHLyDABAp/ATTmBj57HucAA9FOyX1z8lHF1ipQGGeKJpVJAaKqVwoo4KVrN/jN/uYa+563NWEVE8Ac1etkT57eWITKmusP9b9j1U/yHLf1CUHGPjv9a4KxMqv4LCUi0efj2/uNegLRrMBLxJg4QCXANnAN0uZbf598QQfMis8ugxGRh2F+AXyJagGo+L8yc44w/5+L52N98mcoF4tY3/Y8vvYsNgiy8DNr/Flg+f+ped1Pnkb+KgwRZ88KFtYhOc+ZPj+GeBIbez927iC0CvK6SPiZbJsllXyoKjd3oLgYK4a16u54P/jOATU/HDLvzvVBMFQCE91ptseJXV8/lYPzGb7x2yFFSIez5g58WU8TC0mKGOjwOWxcv1ntja88H/7HzPya93sgmm318nTQro5t+3U4KPH3/8EY888gj+7//+D/v27cOAAQMwadIkFBe7d0b1O2uPI1OXLt2YvRJY8wxwdiuO/vU+FGfZMtXWgAjpVb6+wmtnBbuKumqAUel5AEM6CSdqpVKBQD/h7e0aFyK9kto4n60g+G5a238g/qrGmT0fxpkcPXG1S6uooBP/T5sylH3P3S7kMODX+PPpvsXcNeGOT7ttKXfEwJvZ9/3ftW/+grnkVeL6KEol0Osqfdv0H6J8V22Y6d88lCpgylvAs0XAo8eB2auBS14Cht/DMuTKJXYChB4qR2ttEm4PupV9t1bO3pLl9whp5cPT7A/GxSer1c8I9W7CUoAr32PvndyJUu7vIesP9nhtE0ukpdNJez6MC9JxnJA9lx/iKjsBHPlN+N2GxAtDlN4474MvS6BtZu8H31MUamE+kXh+nMLOU+CN37MVT3JZePng3BEXMsbzPQDb53zwPfYnVrNzDL9S7sQaYZk34PaeD6ckn3jnnXdw11134fbbbwcAfPrpp/j777/x1Vdf4cknZZY+udC7rdMRo6hCOOpwgeqw5A8l6+B2vKdmhYi0kUYnXX1UG6Fg3adT+osSQnEcoFBgxog0aHUcxnRlx9Y1CyfqcI2/fObIkmNt/2H4bvS2VrC1hXG3urnU2O4kPrkMnsm+G9c/UKnZh33KMKDvNOAto/3OXnbW0iB/5cL3RljKMJk+lvXkVOayCWP2Xn3z+L+XWSvYB9LW99h944mfhg9R/QmKzxgZI1NTQkypYgHKmIdM9xl3GTt6silPnNsg40LWI5a3y/A/arfGKmDHQnZbvLrBVn5q1ivU2gjs+kzYbu2CQTzXSh3Kgo7MX4RtpSdYoC3+TPnncWDEPcL946uEopPiibI/3yZtR2MluwrO28Hq03gTceB2fBVQwy/jthLcDrsLyPkP6GUmODan80XA0/nyQ4bG/zftITtvxMa/366XCLe3vGu6XxXAghBfG3Zpbm7G3r17MXHiROFFlEpMnDgR27ebZgRtampCdXW15MsZOP3cjmqE4IGWB/GrVl918oiwemO6Sihdzhl/gOqveCL0K2EM6dJ/msXyJjRWwU/XjDvGZqBHAruS4HtHpg7UXzGai4irzrH6GpbWh7c2AaueAt7oAnw6jnWhrXqC7XN28CGu4Fl+2vOukMRXCSP1WU6VRn/aHMeu8Ebea9TtqufMno81zwEL0kzLcOt0wlwAa5OG9TWGkH+A/Sz5B+SXXpqj0wk/Y0x3fTIifp9RNlP+QzR/Pxsq4MfTo9txYupr1MPnrJ6PlGHse3Q3oPulLOgsOWa5ii5gvkcvvo8w12bsvLa1KVymppO11WniVTHTPjPdf3araU8HIO35yRV93ibI9PYBLJEZ3zO4/WPLbfJE4vkVy24Slq5b+/ua8hYwd1fbJtSbm6vkyOAjT2aagriXy5LQeCB1hPn9fD4hXws+SktLodVqER8vvbKJj49HYaFphcn58+cjPDzc8JWa6oTiawBqm6QfsOWwfOURFG90lac/AUerGvD3g/olhhwHZP3OrgwXpAFfXSoJIJ6/sje+nDkUb12nT/pirmbGp+NYjQx+UpucA9+zIlD1pay0+Yk1osY6MfjwDwRmr2XdjJooABywZ5HzXs8eLQ3Aj7cC6/QTgrtfbv4kbjx5i0+QFaOfA+TMno9tH7AP+E2vS7e3NsAwJ8LfSpdqXC/2vfwUm/vx+YXAb/fa9vrNdfq/TX3eDk2kNDjjT9g88cTSvUscE3z4BbDEZIbXsCNLqD2ufA8Y/QAw83d2VcxfAVvrCje3n0/yFRxr/0oXXltKE4h7HI0z3wKsYuumBey2+Pcint8iHiLSaeWTwnUaDQyexW63euCEU52O5TD57V6WnXfr+2wbx7Ggnl+FxOPn5jgruLWEnxheeZYNke37pm3D1GWngFx9lmr9cD8A+4IF8QVWSDzr7eTxgaivBR/2euqpp1BVVWX4ystrx/isBcU1TZL75ZyVbk/j9fz6f2SNrg59YgPYJJ63jIYkCg5KrkZiQgIwsXc8/FT6t9lcWW2+651P/GQs5z/5GhyGtjm5KFRsd2D0XKHbed0L0iVb7rLzM5b2u1Dfo5BgYRLj1UZXddd/AzyeAyTrexQaK9lVozN7dYwnBouT3FkLPvgTX8VZFswALPC1xfHV0sJxfMXjObuBaz5jk0bFxB9c2z9iQZLSv+0nX574qtxZha8i0li2X/7/19KyQzFry3GH3tH2lV7KNvysE55nr3nPZvYzWJpUPugWYZhRPKFQvHpFE8F+12JxvVmwNlg/N6b8lGlNH3eryGE5TA7+wLLzrn2eDa8UZQr/B8b8g0wDaleI6c562hqrgJ9mAn8+AOz5yv7n4XvpYnuxOSa8K9+z/TnEw5qhiUKGYQBIH8eG8mydwOokDg8+YmJioFKpUFQknRtQVFSEhATTaDQgIABhYWGSL2cI9Fdh1ijhw7PUQvDBBceZTu4Rjy2eWs8mONbJTKDN22m6jVd42HIjj/zGJgW2NAK/3cfub/0A+PpK+XLmPGf2fIjxlR4BzyjZbPx+WvrAMS6nrVSxeRb81eG6F4BX4lhAKf4Aby/xlY/xxEK+XoN/kOkwkTF+UmjFGemJyJaThfHVIS+2OzDgRtOTqr9GSB3NJ0GLymh74TeeO66sDcGHlUqx5lYCAWzSqFymTFtNXSi9Lz4RmBMaz4qbJfZn9y0FfpoooXifeK6A+GfueQUbYuCXzsf3YzWgwpKk+VZWP2W9ba5UY9pbjsqz0hIZfF4U3gWPuafnw08t9FDy2lJDhf+ZwxKBqM7AC1XA/1UC3SfZ/hzi4IPPyjsvE7h/B3uep88Bd/1r/vEu4PDgQ61WY8iQIVi/fr1hm06nw/r16zFqlA3/dE6SHKHBi1f3xc/3sja0BMWjgJPvMVDMO2S6UeUn/OPyM6zlmPsQq8wFzm5hs6s7mckMqW1i+QUO/8xKKP98G7D2OekxcmvN+fwAztZ9kj6NMKyPobcXx7Hgy1J1RuP8DXxNAx5/wrjkZfPPYZzoqrXBsWXYxTUz1KJJl+f3smWTgHwxLGN83Y+qc9K5QbYsI21LfRC+K57XniEXXurI9j+HvWwt+GUpOIlMb19PDZ8in3dLG7IEi09q074ERoiG3DSRQII+SDm3S+hh4n/mS14WllLPXs3q6dzznxB0iuefnNpgf9ucqVYm+Kg6J71AuHU5cK2ohyHjQue3yxzjIPHgUqDWzjkg/DwWcZVre3vdxO8BH4hFpJoGR27klGGXRx55BF988QW+/vprHD16FPfddx/q6uoMq1/caVh6FLY9OR6fzRyKj1uvMtnfAj/z3VH8igS5yUA8c927/FV6XB9gyCz5YwA2OU7uH44341ehXPyk+azr3NxkMmfgJw46u2TziTUs+PpwsPx+jmNdrzylv+kKioueBubsYnMAzJEL5kpPOK73Qzw81doIHPkdeDkW+GK8sN14PoqckAQ2S53TshTlPGvzCXQ6NjmVd9HTtrTadJWTtQRLthjzIBsSmWOhF8/R+J4ta4mf+JVA3SYB0xcBs0UBqNwE5baKSLN9yaRYvGjsP7ozex95CgUrpw6w5dhvdgV2fSEE5+K5H/F9WII34542/vkcXSOq5Lh8mm9b1RSZbtv+kTAMPfYR1jsgXk0llyPFVeSy9v4ls/rLEuOEiW2ROpzl7FEoTYNfD+GUpbY33HADSkpK8Pzzz6OwsBADBw7EqlWrTCahuktShAZaHYdftBfgGtUW7NN1w5UB+xGvLURO4mSYzdkYEs+u+MXFoIyZu8Li54Ik9JWfQMarKQT+fcX8/tAE4I7V7PmSBlnvrnc0PvDJ+h2Y9Fr7u+LNyRWV+5ZbJll+WpokJyzR9BilEog1SipnTC53xfaP2Nezxe2rmaPTCctUATZB9mcLgaclSiW7cik7KR2+OL6aBV6xZv5qq8+x90npDzxTaPvvKyQWuOZz4Le72X1bErVZ46+xHAg6Az/ssvltVkrd3Imf7/kIigL6Xct+d7z2nDyNtXVORa+r2BwnnVY/t8CfVWw9s5lVGhbXdWmqBlaK6pDYMrk3RR+8yA0lt1XxMeDjEay9c9sYcPJB48j72UTo9S+x+3yKAj6lufj/2J2JEeU+T8SLA2zBJwezt46QmEIBTP2YDd05q+5XOzntzDV37lycPXsWTU1N2LlzJ0aMsLD0xw2SIjRoQCCmNb+EV1pvRcy8zagd/Ti6XW+hi96WKyC5no/jq4UidvF9gPBk87kayq30KASEshUoKUNcH3gAQO+r2Ymotoid2JxF3PskN+5rnDgqVOaf3haWgpNvp7U9Df7yu4GXIoE/5gjb7FkaK0du3H/9i6xEtjn8BFpNhP2B4oAbgAseZ0tFxd383kScUO7on+aP44dL+ROXUikkkuIr+bYHn3/m4jbOqYjuAjx8BHg4U1jRdfFTwO0rWUAVYiHAiLQwX4THP76myHEl4fmqqaXH256ckM8rFJrAMsIar9jhV1Al9geu+gi4zcykfVcJl+n54HSm2yzhzwFRXSwfZwsPDTwAD1jt4i4qpQKbH78Ygf5KjOkaDVVoHEIufQYKfmxdjrjo1lUfsYlA1y6WHlNfziZ98StbdFrgl9nC/vg+7Putv9s+C36APsNlfD/311bxUwvdgfaOZdpDfNI/udZ0v/F8j7Z2UQaEAv/LZitfHjFK+HZ2C5tlD7Asqt9czZb3WcNxwKEfTbe3N52xuSvYyrOsfXL4K2JLaaEtGf8MO+HJfah6g/7XAX30Q4W/3SMt1CbG17wQX7mOngs8cVZ+iaq9rngPmLtHyLraFkqV5ZNJXB/57basUuKHLLVNwJcTLR9rK/EKrg2vte05+J6PkATWKyVe/QFIl9YPvtW2SsvO1G0SMOAm4CJRkMnZEXhpW4Wejyg3Dh+5QIcNPgAgNSoI256cgEWzbFyWJf6AH3Aj+977aukxuduADwYCb3YGXghn0X+zaD01fyWmUACzRFdil79p/nV7Xw3cuR646Qfb2ulsfGEmZ2Y7Fc97yZK5YjWuidOe7vxQ/QdbWCJw5fvSfXyXe+42fR2gD9ik4O+vMz9RNOc/+e3i5Zz37xRqttjKUiKyf1+S387PCWlr8OELxKsEtrzDvrc2Sf+f+VU9xhcfmgjHBPxKFcsQ68yLh+lfsrTsxkGILXNMJJOh99g2CdoacV6j7JVte44aUc+HNwgIAa751PTzyNaen/pSNgdMoXRO1WcP0qGDD4AVfAv0V9l28OgHWH2HaV8Is9+VKuCuDcJsc2NrRZkkb/5Z2j3aaTTwbAmbFDnoFvOvG57MapXwy+ncjb9KcmbwIV7KK1sqXB98jHkIeOigUMulvYxXebToc3GIPzw2v8XGcX+9E3i7p2m12W+MJjJPfot9NySyUrDhnis/YMNvctWW5VgKPrZ9KH/CMAQfNlbE9EXigKK1iX19NIwlauM4VsWWXxFkvGzTm8T3Bh4/BUz7XNh2YxsvWBxRmVW80qut82ZqZSZf8pNLYz1n5YYJdTBw90bhvq3vZ71o+M8dw+ou5Ns/naMl9gcePgz0v166PXkwcO9m06WegDDhsPfVLN2zMT81OxH5a1jBIrFZf7HkWK5czWILfu5LrQMnp4lVnQdKRamEz+1mVYfFkwD5YZeozqZXq+2hUEhTE2/7kAUech+eWb+zDxVxrQw5fHptPu2yOpi9TkQqMPMP+b8LOdZSsJ/bY7rNkL69A/d8JA8Rbh9bAXx1GRuqKs5iK49+FOWAMS6k6I3ierOaJcPuAnpOtn68nE/GtD/hmDjNeFuCj6Ij7HFKf2kvwKy/2PDG9V+3r33OljRIGPKqzLN8LM8w98jJiSM9AAUfjiT+kDOepGat7L1CwXpADI9/hC2RMk6O5Qmc3fMhN+n27FZg5f+ADwaxZbB88OGMrsnpi6RVRb+cYDkPRMUZIVWx8WS9W5YLwRrfg2Mtm6k51oqRFcnMZzDM+ejAPR8qfzbrnyfOe6JrEYbDprzj9qyPDqFUAjd8x+qX2OPiZ4TbTdXA6Tbm/OD/B8QXJ8210oy+tti7hH3vPkkaPKcMAWb8ZH0lmyfgl6hbW0jA4z9n3Llix0Uo+HAkcYEucU5+wLb18zFd2cTH65YAFz7h0KY5FH8yPbHGcTPjxfjiUGFGS832fMWW2B7+WVhp44zgIyKVLSPm5e+3/kGc9Qf7Lr7Ce6aIpaSP7ytdqtqWPA+A+QCW/4Dbsxj47AJhmfKWd4Ullx15zgcgX6LemPH8rY5m3KPS+8Yrymyx8jE2562+3PTixJ6Caw2VwH795NJhd9rfDk/BX5Ce3sSGRa2teDNUKqeeD2IP8QQ244RX1no+eEFRbPmYucqJnoD/2arPs6uTkuMsqZG52jX2aKwWykCbm+Ny6GfhCkFuXb0jGKcCt1T0DxDGdPkP2IAw4Xfop5am1G5rz4dC9O/aSz+vJG20cMVafISlUv9qEvt9rHtBOL6jBx/WVutMXyQtqNcRGc8xaMv/867PWU/gnkWmwYY9ifuyV7LyA7G9zKcl8Ab8ZOcjy4GXY4APh0pr7hijYRfSJuJJj8bLIq2N13sTcb6TFfOAxZexK+x/Hme9Fm3pDaktBr6ZyiZz8sSJk8SK9QnbuoyXLn92JHvTifMl0A1LA41ywgy9Q7jd1uBDfNV09UI2YfXG7+Xzz6w0uortyMMuAJA0GJj4gvy+MfNYYjHCgjCeuSrcYhzH5jwtvUE64bnkuDBZO220fttR29tRoC9x0fki96cXaI+0UWzuB98rXn2O9U5uXyh/PD8pnXo+iF2G3A5ctgC4b7tp8GFtvN6bGF8h8mPmmb8A317DJvXZ6485bGhjq2ip64T/M388IC1052idRrMaGramJubnoPAFr4yDF/Ga/bYOu/S6kg1FDZ7F/p6GzNIXx7Phg8pblio6i0LB5mEZ9wD1mQZc8qJ72uSJ+l0rJFersyH4aKhgNZiOrwLObhO28/OP/DTCRVnxMdPHm8M/3lKlam+gUEgDOoBNpl/9tHxJe7m6Lj6Kgg9HUvkBI+9jS96CogCIInZbh128QWQGMHS2+f2nN5nfx3HyyclOrpfeTxsNdLOS7CjWiQX1FAqWoKqb0UqUkXOAUXNNj+cnlJXoV+kY10YRf5i0pcQ6wHp5Hs4ErjIqJW5LVWNfWMXhCErRirKRc0zzuhDh4sKWng9xsr8c0f99sX6pfFSGMP+t2I6eD36+iSOyfLpbdBdhxZuYOFjjGSbSO2k42YNQ8OEsSpX0pOBL3WgKBXDFO6YnWF6LhVnt618C3uoKnDDKWmqcBTBZX1ButtFx4n9ic6/vSOIPgeuWAJe9xjIYGis9wear8MGHcWAk/ltoT5p1uS5oW4IPH8+WaLOB+tVjkensd+lLPZKOwk/OtWXOhzjHzVGZHk+lSqikWpxl25AsxwkrZUI9ox5Yu8mlfZcrG0HBB3EIcSpk49UvvsDcVYmlWfJ8hsl/Hhdte8/0OL4kdOpwIUmXuDQ44JrcFeIVN3x5dvEci9v/YYnnwAF5O0XBh9EyQKUSiO7Gbsvlg2kPa8M4XScCEemOfU1vNf5Z4OJngVt/c3dLPFewPpi1pefjT1EvoDg3Dy95qPC/0FBuecm6Tst6TevLhAuYYJn5TN4oshPwf5XA3L1AX/38IuNyC/kHWP4ZoEMEH04qSUoAsLF4PhOnL/V88MxdTYvLyJsjHnpYJzO3I2OccHvoHWzWeEQamzG/6zMgwMGlv80Rfwjwy6XFPQ0xPYBul7DZ/fu/EzIyyvXK3LkOyP5Hmu7b0SIzgIoc6bZbfnXe63kbdTBw4WPuboVnM/R8lMpXlLZVWDIw4XmWO0UdyspMNFSY/yxc/Qyw8xOg/w3svjrEt5LjKRQsnQL/OdJoFHx8fSX7HhwrP0zjY6jnw5kmPA90GsNKk/uiMDOToipzWQprY+KMiXx6ermqsT2vkCZ7UqqEXBaXvMSKNt213vRxziCeqOkXKLTnrn+B21ayq8Re+g+NrN/Z9+iu8t35mghg4E3OCUTvWMPyiVzyIjDlbWG7pbT9hMjhg2tdi/ykSJ74/7n75ab771gt/K3zq/0sPd/OT9h3viijuUKK3o7/bDDu+eDvD73Du1f42Ih6Ppyp+6W2p872RvzQiDFOx5KBxRnVXhDXN+DLTJ/bLWy7/E0AHNB7qvnX9A8ELnqyLa1tG5U/C3aqzkl/HnE22/Sx7CqNr6PC5+BwpbQRwH1bhfvD7mTLf43zzRBijTqILQdvqWdDL+bmxYgLZqaNAI7/w25fu5hNNBXn6QkIAWog/I8YMy4UCQDpY9rUfI/HLz7Ys5jVpgpL0vcwqdjctyG3ubV5rkLBB2m7RKNien6BQnKuspOmwYd4OKb0OOv1OKs/YQ68BRhxt/Pa2h7Wgh2VP5sHUq7/YO0z1elNsom5nilCrAmKAapy2aRTueHVphohk64qAAgVDU/2ulLo2eRZ6/k4tMx0mzOX0rsTH8xpm4AvxrPCmCXZwqR7W7Jh+wAadiHtI15C+tR5odei6hwryrbrC2G/OPjQtbKEZAf1XaxdJzi9qU4lXsFirsIxId7C3NAAb9VTwA83stvaJpaavtskNtRsHHgA1oOPXV+abkt2UKVqT+MnGlKuKWAVlj/Tz3FTqNqehNDLUM8HaR8/URp4lZ/Q1XpyHfsCWFIsP7XpRNTcHcIEzZ5TnN9WZ2oSdSd3gPFa4uP4ZGzmsgzv/1Z63z+QFXuz9nxywUxDBVCTb7rdlyabihkn/ONXuADsfeognx/U80Hax7gKaLgo+ODx1VwLDrLv/Gz6c/oqvupQ6bJkbxSZ7u4WEOI4/Inf3BwN46KPVp+P70kx6vk4vRH4+3+mz6nw4VNTl/HAiPvk9zVVyW/3QT78GyYu0Xca+x7RiX0Pl/lQqisBMn8FsvWJdgbPZN/5YMRZ9VlcadpnQPo4lveDEG9n6KkwE3zYe7HAD7uIV7eVnWLlGDL1S8GjMoR9ClE+H1+jULB8Mx0cDbuQ9hkzjwUefA0UueDjx1uF9ONBMUCXi4VkY4BvTLCK7wPc1oaaNoR4IrWVng9xFmNbygXwk5+3fQD0uJzVTsr8VVj1BkiXoCt9OPgATAs9Jg4ECg4ICcg6AOr5IO2j8gf6Xy+MY8olx+EDDwDoOdk0HTifOZQQ4hmsDbs064OPftcD9/xn/fni+wm3/3uTfS86Ij1GEyVk//X1k7BCAfS/Ubh/yUvA/TtM6zb5MOr5II6liRRyBMiJ7Wna01F42PntIoTYztqwS4t+IurEF4DwZOvPJy4pcOpfVmROPNESYBcyN/8EZP0hXz/J11z0pLDEOCjaNDWBj6OeD+JYCoUwoVROYIRphV9dq+yhhBA34YcF5Fa7tDYL/7PW6grxQmLZclzekiuACqPgQ9vMelBH3NMxCv6JPwc7ws9rhIIP4niWVop1vlC4quJd/7VTm0MIsZMhL4fM0tgWUUBiT06K7pcJt+tLWaE5MW0HuwjRRAAhCWy4KbTjJQSkYRfiBDLRR7dLgctfl5+Q2u0S5zeJEGK7YH3v5cl1LChQKFllZkBIqKdQASq17c9pvCwfYNlTA8LYZMsBN7SryV5HqQIeOsBSq8slZvNxFHwQxwuKNh3Pvfkn+eQ5kRmm2wgh7sVfibfUAyv/x6ox95wCXPGuMNlUHWxfQiy5QCVpEHDlB+zzIr5P+9vtbeQCsg6Chl2I4135Plv1csV7QOeL2HJc4w+py15n2VGH3u6GBhJCLBIPA+xdAtQWAXu+Yvf5gnLGy0Wt6XoJy4UjljiQrazpiIFHB0c9H8TxEvsDD2ey2+aCi5H3AsPv8v31/IR4I3NzEA7/Ahz9k922d4m8nxqY9RfwShybXAoASQPb2kLi5Sj4IO5DgQchnsnPzFyOX2cLt9uSHFChEAIPAEgabP9zEJ9Awy6EEEJM3fyz5f1tLYsQ15t9Txzgu8XjiFXU80EIIcRUcLTl/W0tizDtcyDrT5YZmXRYFHwQQggxZW1OR1vLIiT0Y1+kQ6NhF0IIIaaMMxGHxAPXLhbu+0JBSOI21PNBCCHElLjK7CUvA6MfYAnG+NpNcT3d1zbi9Sj4IIQQYkqpAh7OAo79zbKPKhSslstDB4Hy00DKcHe3kHgxCj4IIYTIC08GRtwt3RYSx74IaQea80EIIYQQl6LggxBCCCEuRcEHIYQQQlyKgg9CCCGEuBQFH4QQQghxKQo+CCGEEOJSFHwQQgghxKUo+CCEEEKIS1HwQQghhBCXouCDEEIIIS5FwQchhBBCXIqCD0IIIYS4FAUfhBBCCHEpj6tqy3EcAKC6utrNLSGEEEKIrfjzNn8et8Tjgo+amhoAQGpqqptbQgghhBB71dTUIDw83OIxCs6WEMWFdDod8vPzERoaCoVC4dDnrq6uRmpqKvLy8hAWFubQ5yYCep9dg95n16H32jXofXYNZ73PHMehpqYGSUlJUCotz+rwuJ4PpVKJlJQUp75GWFgY/WG7AL3PrkHvs+vQe+0a9D67hjPeZ2s9HjyacEoIIYQQl6LggxBCCCEu1aGCj4CAAPzf//0fAgIC3N0Un0bvs2vQ++w69F67Br3PruEJ77PHTTglhBBCiG/rUD0fhBBCCHE/Cj4IIYQQ4lIUfBBCCCHEpSj4IIQQQohLdZjgY+HChUhPT0dgYCBGjBiBXbt2ubtJXmX+/PkYNmwYQkNDERcXh6lTpyI7O1tyTGNjI+bMmYPo6GiEhIRg+vTpKCoqkhyTm5uLKVOmICgoCHFxcXjsscfQ2trqyh/FqyxYsAAKhQLz5s0zbKP32XHOnz+PW265BdHR0dBoNOjXrx/27Nlj2M9xHJ5//nkkJiZCo9Fg4sSJOHHihOQ5ysvLMWPGDISFhSEiIgKzZ89GbW2tq38Uj6XVavHcc88hIyMDGo0GXbp0wcsvvyyp/0Hvs/3+++8/XHnllUhKSoJCocDvv/8u2e+o9/TQoUMYN24cAgMDkZqaijfeeMMxPwDXASxbtoxTq9XcV199xR05coS76667uIiICK6oqMjdTfMakyZN4hYvXsxlZmZyBw4c4CZPnsylpaVxtbW1hmPuvfdeLjU1lVu/fj23Z88ebuTIkdzo0aMN+1tbW7m+fftyEydO5Pbv38+tXLmSi4mJ4Z566il3/Egeb9euXVx6ejrXv39/7qGHHjJsp/fZMcrLy7lOnTpxt912G7dz507u9OnT3OrVq7mTJ08ajlmwYAEXHh7O/f7779zBgwe5q666isvIyOAaGhoMx1x22WXcgAEDuB07dnCbN2/munbtyt10003u+JE80quvvspFR0dzK1as4HJycriff/6ZCwkJ4d5//33DMfQ+22/lypXcM888wy1fvpwDwP3222+S/Y54T6uqqrj4+HhuxowZXGZmJvfDDz9wGo2G++yzz9rd/g4RfAwfPpybM2eO4b5Wq+WSkpK4+fPnu7FV3q24uJgDwG3atInjOI6rrKzk/P39uZ9//tlwzNGjRzkA3Pbt2zmOY/8sSqWSKywsNBzzySefcGFhYVxTU5NrfwAPV1NTw3Xr1o1bu3Ytd+GFFxqCD3qfHeeJJ57gxo4da3a/TqfjEhISuDfffNOwrbKykgsICOB++OEHjuM4LisriwPA7d6923DMP//8wykUCu78+fPOa7wXmTJlCnfHHXdItk2bNo2bMWMGx3H0PjuCcfDhqPf0448/5iIjIyWfG0888QTXo0ePdrfZ54ddmpubsXfvXkycONGwTalUYuLEidi+fbsbW+bdqqqqAABRUVEAgL1796KlpUXyPvfs2RNpaWmG93n79u3o168f4uPjDcdMmjQJ1dXVOHLkiAtb7/nmzJmDKVOmSN5PgN5nR/rzzz8xdOhQXHfddYiLi8OgQYPwxRdfGPbn5OSgsLBQ8l6Hh4djxIgRkvc6IiICQ4cONRwzceJEKJVK7Ny503U/jAcbPXo01q9fj+PHjwMADh48iC1btuDyyy8HQO+zMzjqPd2+fTsuuOACqNVqwzGTJk1CdnY2Kioq2tVGjyss52ilpaXQarWSD2IAiI+Px7Fjx9zUKu+m0+kwb948jBkzBn379gUAFBYWQq1WIyIiQnJsfHw8CgsLDcfI/R74fYRZtmwZ9u3bh927d5vso/fZcU6fPo1PPvkEjzzyCJ5++mns3r0bDz74INRqNWbNmmV4r+TeS/F7HRcXJ9nv5+eHqKgoeq/1nnzySVRXV6Nnz55QqVTQarV49dVXMWPGDACg99kJHPWeFhYWIiMjw+Q5+H2RkZFtbqPPBx/E8ebMmYPMzExs2bLF3U3xOXl5eXjooYewdu1aBAYGurs5Pk2n02Ho0KF47bXXAACDBg1CZmYmPv30U8yaNcvNrfMdP/30E77//nssXboUffr0wYEDBzBv3jwkJSXR+9yB+fywS0xMDFQqlclqgKKiIiQkJLipVd5r7ty5WLFiBTZs2ICUlBTD9oSEBDQ3N6OyslJyvPh9TkhIkP098PsIG1YpLi7G4MGD4efnBz8/P2zatAkffPAB/Pz8EB8fT++zgyQmJqJ3796Sbb169UJubi4A4b2y9NmRkJCA4uJiyf7W1laUl5fTe6332GOP4cknn8SNN96Ifv364dZbb8XDDz+M+fPnA6D32Rkc9Z4687PE54MPtVqNIUOGYP369YZtOp0O69evx6hRo9zYMu/CcRzmzp2L3377Df/++69JV9yQIUPg7+8veZ+zs7ORm5treJ9HjRqFw4cPS/7g165di7CwMJOTQEc1YcIEHD58GAcOHDB8DR06FDNmzDDcpvfZMcaMGWOyXPz48ePo1KkTACAjIwMJCQmS97q6uho7d+6UvNeVlZXYu3ev4Zh///0XOp0OI0aMcMFP4fnq6+uhVEpPNSqVCjqdDgC9z87gqPd01KhR+O+//9DS0mI4Zu3atejRo0e7hlwAdJyltgEBAdySJUu4rKws7u677+YiIiIkqwGIZffddx8XHh7Obdy4kSsoKDB81dfXG4659957ubS0NO7ff//l9uzZw40aNYobNWqUYT+/BPTSSy/lDhw4wK1atYqLjY2lJaBWiFe7cBy9z46ya9cuzs/Pj3v11Ve5EydOcN9//z0XFBTEfffdd4ZjFixYwEVERHB//PEHd+jQIe7qq6+WXa44aNAgbufOndyWLVu4bt26degloMZmzZrFJScnG5baLl++nIuJieEef/xxwzH0PtuvpqaG279/P7d//34OAPfOO+9w+/fv586ePctxnGPe08rKSi4+Pp679dZbuczMTG7ZsmVcUFAQLbW1x4cffsilpaVxarWaGz58OLdjxw53N8mrAJD9Wrx4seGYhoYG7v777+ciIyO5oKAg7pprruEKCgokz3PmzBnu8ssv5zQaDRcTE8P973//41paWlz803gX4+CD3mfH+euvv7i+fftyAQEBXM+ePbnPP/9csl+n03HPPfccFx8fzwUEBHATJkzgsrOzJceUlZVxN910ExcSEsKFhYVxt99+O1dTU+PKH8OjVVdXcw899BCXlpbGBQYGcp07d+aeeeYZyfJNep/tt2HDBtnP5FmzZnEc57j39ODBg9zYsWO5gIAALjk5mVuwYIFD2q/gOFGaOUIIIYQQJ/P5OR+EEEII8SwUfBBCCCHEpSj4IIQQQohLUfBBCCGEEJei4IMQQgghLkXBByGEEEJcioIPQgghhLgUBR+EEEIIcSkKPgghhBDiUhR8EEIIIcSlKPgghBBCiEtR8EEIIYQQl/p/coMspI48bToAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.cumsum(rng.standard_normal((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", + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:50.682253Z", + "iopub.status.busy": "2023-05-11T09:18:50.682031Z", + "iopub.status.idle": "2023-05-11T09:18:50.766453Z", + "shell.execute_reply": "2023-05-11T09:18:50.766146Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 248, - "width": 377 - }, - "needs_background": "light" - }, - "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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "interpreter": { - "hash": "8d3f30eede7542cb9736528e9b7571a47759a8e9b61fd9e91cab8e19ba424bfa" - }, - "kernelspec": { - "display_name": "Python 2", - "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": "3.9.6" - } + ], + "source": [ + "x = np.linspace(0, 100, 1000)[:, None]\n", + "x = x + 3 * rng.standard_normal(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" }, - "nbformat": 4, - "nbformat_minor": 0 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 } diff --git a/examples/example_dss.ipynb b/examples/example_dss.ipynb index 1d2afa8a..62f8bdee 100644 --- a/examples/example_dss.ipynb +++ b/examples/example_dss.ipynb @@ -4,7 +4,13 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:04.772654Z", + "iopub.status.busy": "2023-05-11T09:19:04.772529Z", + "iopub.status.idle": "2023-05-11T09:19:05.083106Z", + "shell.execute_reply": "2023-05-11T09:19:05.082141Z" + } }, "outputs": [], "source": [ @@ -16,21 +22,25 @@ "metadata": {}, "source": [ "\n", - "DSS example\n", - "===========\n", + "# DSS example\n", "\n", "Find the linear combinations of multichannel data that maximize repeatability\n", "over trials.\n", "\n", - "Uses meegkit.dss0().\n", - "\n" + "Uses meegkit.dss0().\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:05.085983Z", + "iopub.status.busy": "2023-05-11T09:19:05.085469Z", + "iopub.status.idle": "2023-05-11T09:19:06.011756Z", + "shell.execute_reply": "2023-05-11T09:19:06.011374Z" + } }, "outputs": [], "source": [ @@ -38,17 +48,16 @@ "import numpy as np\n", "\n", "from meegkit import dss\n", - "from meegkit.utils import unfold, rms, fold, tscov\n", + "from meegkit.utils import fold, rms, tscov, unfold\n", "\n", - "import config" + "rng = np.random.default_rng(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Create simulated data\n", - "-----------------------------------------------------------------------------\n", + "## Create simulated data\n", "\n" ] }, @@ -56,7 +65,13 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:06.013969Z", + "iopub.status.busy": "2023-05-11T09:19:06.013832Z", + "iopub.status.idle": "2023-05-11T09:19:06.138154Z", + "shell.execute_reply": "2023-05-11T09:19:06.097649Z" + } }, "outputs": [], "source": [ @@ -71,14 +86,14 @@ " np.zeros((n_samples // 3,)),\n", " np.sin(2 * np.pi * np.arange(n_samples // 3) / (n_samples / 3)).T,\n", " np.zeros((n_samples // 3,))))[np.newaxis].T\n", - "s = source * np.random.randn(1, n_chans) # 300 * 30\n", + "s = source * rng.standard_normal((1, n_chans)) # 300 * 30\n", "s = s[:, :, np.newaxis]\n", "s = np.tile(s, (1, 1, 100))\n", "\n", "# Noise\n", "noise = np.dot(\n", - " unfold(np.random.randn(n_samples, noise_dim, n_trials)),\n", - " np.random.randn(noise_dim, n_chans))\n", + " unfold(rng.standard_normal((n_samples, noise_dim, n_trials))),\n", + " rng.standard_normal((noise_dim, n_chans)))\n", "noise = fold(noise, n_samples)\n", "\n", "# Mix signal and noise\n", @@ -90,8 +105,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Apply DSS to clean them\n", - "-----------------------------------------------------------------------------\n", + "## Apply DSS to clean them\n", "\n" ] }, @@ -99,7 +113,13 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:06.153859Z", + "iopub.status.busy": "2023-05-11T09:19:06.153625Z", + "iopub.status.idle": "2023-05-11T09:19:06.397817Z", + "shell.execute_reply": "2023-05-11T09:19:06.393715Z" + } }, "outputs": [], "source": [ @@ -122,8 +142,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Plot results\n", - "-----------------------------------------------------------------------------\n", + "## Plot results\n", "\n" ] }, @@ -131,15 +150,20 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": false + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:06.411141Z", + "iopub.status.busy": "2023-05-11T09:19:06.410550Z", + "iopub.status.idle": "2023-05-11T09:19:06.672263Z", + "shell.execute_reply": "2023-05-11T09:19:06.671833Z" + } }, "outputs": [ { "data": { - "application/pdf": 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Oxx/Cx6eCT5+Az3aZVQVUifBZ9KxdbyB8jIbbFzEJhE+VHmUI2T2ID+/cJqLQ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\njFOSR5swr16LGI9qFP5F4beA8XAF1AMI74XudowkPK8RMd5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Gsndbz7h52mmyEOut3WMa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\nPgpzdGFydHhyZWYKNzY3NTAKJSVFT0YK\n", 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7Oy+++CLLly+X4CaEOKFIKBNCdHI4HKSnpwNmL1ZjYyNFRUVYLOZHxa7J+RMm\nTAB2h7KMjAzADGtKKVasWAGwV08ZmOEsMTGRBQsWcNtttxEXF8fIkSMB2LJlS2coGzx4MIFAALvd\nvl+NGzZsoLKyknXr1rFo0aIeagkhhDj+JJQJIQBzCYtdPWVghjIwg9qUKVMAKCsrQylFZmYmAwYM\nYPv27bS0tHSGspSUFIYPH47dbicuLo4BAwYAkJycTHZ2NpMmTQIgNjaWfv36AZCZmcmMGTP46quv\nCIVCnT1lwH7LcoRCIfLy8pg4cSILFizA6/Xi8/l6uGWEEOL4kFAmhADM5SgMw+jsKRs0aBBJSUkA\nzJo1C4vFgsPhIDU1FavVyrnnnktTU9NePWWw+yzMIUOGYPG0dG6/7bbbOOussw743Oeddx6JiYkA\nDBw4kAEDBpCRkcGqVas6TywAc+Faj8fD7NmzO8/c7Ojo6FwTTQKaEKIvk1AmhAB2Lxy7q6fMYrEw\nZswY4uLiyMnJISsrC6AztE2YMIELLrgAMHu7dpk0aRJKKYalhOHRCdBS1nmbUuqAz52cnMwll1zC\nkCFDGDhwIFarlauuugqHw8H777/feXWB3Nxc+vXrx6hRozrrdDqd1NfXs3z5coqLi7uzSYQQ4riK\niXYBQojeYdeZlbtCF8D555/P3LlziYmJYcCAATQ3N+/VKzZ37lyys7MZNmxY57a0tDRuvvlm+he/\nAtqAxnzoP/aQzz9lypTOYVIw10o755xzWLFiBeXl5aSkpFBVVcW5556LxWLZq6fM4/EAZm+fEEL0\nVT3aU6aUulApVayUKlNK3X2A27+vlGpWSuVF/v2gJ+sRQnRt354ygNTU1M7J+rvmh+0Z2pRSjB49\nmri4uL0eKycnh0T7dvObltKjrmnevHmkpqbyxRdfsH79emJjY5k1a9ZedTqdzs5lOXaFs96s2dNM\nvav71mALhoO4Aq5uezwhRPT0WE+ZUsoKPAWcB9QCG5VS72mtt++z6+ta65/0VB1CiMPjcDiIiYnp\nnEe2rwOFsoNqKjL/P4ZQFhMTw7x581i+fDnV1dXMmjWrs77Y2FgSEhI655RB7w9lroCL6z+6nkZ3\nI+eOOJd7T7+X/on9j+qxfCEf1314HeXt5cRZ41hy2RJy0nK6uWIhxPHUkz1lc4AyrfVOrXUAeA24\nvAefTwhxBAzD4IsvvqC5uRmtNfX19aSnp3c572vYsGHEx8d3nhl5UCE/tEbmkrUeXigzjBAeT8V+\n20899VQSEhIwDIPTTz99r9vS0tJwOp2d18ns7cOXj+Q+gs1j45rx17CqZhXPFTx31I9V7iinrL2M\nb47+JgD/KvzXYd3PE/RQbJcgpOdlAAAgAElEQVS5d0L0Rj0ZyoYCNXt8XxvZtq+rlFJblVJvKaXk\nzzwhjpOysjI+/fRTXn31VfLy8qiqqmL27Nld7p+RkcE999zTOZx5UC0loMOQkg2t5RCZqH8wFZVP\nsG79RQSD7Xttj4+P54ILLuBrX/taZ2/dLqmpqX1m+HJV9SoWly7mpik3cf+8+zlz6Jl8Wv1p50kM\nR6raaV4v9OapN3PVuKt4r+w96lzmEiIdHdtY88U8/H7bfvd7aP1DXP3+1Tyz9Zmjfm4hRM/oyVB2\noD+39/0EeB8YqbWeDnwKvNjlgyl1q1IqVymVu2tVcSHE0duwYQMJCQm0tbXx7rvvMmjQIObMmXNM\nj9n5S37X0OWkSyHggo4GvN5qQqGOA94vFHJRW7sIrYO43Pv3rM2cOZMFCxbQ/tFOfKVtndt39ZTt\nOkmht4ay0rZS7vniHiZlTuLHM34MwHkjzqPR3UhhS+Eh7x80gjxX8Bwdgd3tV+msBCAnNYebpt6E\nUoq7V9/N0/lPs7PxYwKBJlyuHXs9TqO7kY92fsSAxAE8seUJ/p7/9+57kUKIY9aToawW2LPnaxiw\n1+xWrXWr1tof+fZZ4NSuHkxr/YzWerbWeva+fy0LIY5Ma2srZWVlzJ07lwULFmC1WrnkkkuwWq1H\n/mAee2dPWMN991Hz49uhaTtYYmH8RQDU3/U91m+4lLLyv+x396CtiW2PXI7ytpPd5MfjLttvHwAd\nNnCtrsOzualzW1paGm63m3A4TExMTK8cvvQEPfzPyv8hMSaRv53zN+Ks5kkRZw87mxgVwydVn/Cv\ngn/xdP7TXT7Gmto1PL75cd4vf79zW7WzmsHJg0mISWBQ8iDunHUnta5ansx7kr9t/wAAv79pr8d5\npegVDAwWXbSIb+R8g1eKXiEQDvTAqxZCHI2eDGUbgXFKqVFKqTjgWuC9PXdQSg3e49vLgKIerEcI\nEfH5569isZjztc6cM5NfXTGLYXvMFdOGgXvDhkMPb7ma0I9OwCh4A6017i8349lWRl3hOzgT4yl1\nvgtAMLWEiYUNjFryT/jLGHh4KDx9NmhN/f8+yA5mMbh4IFN3dOBv2nzApwp3BM3HatrdG7ZrWQww\nF7v1+XyEw+GjbZYesaFxA3WuOn572gMMSt59DdD0+HTmDJ7Dou2LWLh5Ic8WPIs/7D/gY3xR9wUA\nGxs3dm6rclYxPG145/c3TrmRVd9exS1Tb2FjeystIYXf39h5u8Pv4M2SNzl/xPkMSx3GNeOvwRlw\nsqZuDYY2aPbICIQQ0dZjoUxrHQJ+AizDDFtvaK23KaX+oJS6LLLbHUqpbUqpfOAO4Ps9VY8QYrfS\n0hr69asnIcGAbe8Q/9Z34cOfQ+QsRtfq1VTfcCOe9RsA8Nd9SWjl7+C168FR2/k4/oplqHAAV+lr\nBKuqiB15KbGzbuLD4gfZ6ruK6valhFEM6udmULMfRwqEJ14AOXOgIY+OD16jsqmMlqqL2F5+LQC6\ncav54AVvgWt3T0/YaQaWULMHbZhhcc/lO3bNdfN4PLz99tu88847PdN4R+ir4jXEGjFMaxy9320X\njbqIsA4zf8h8/GE/Bc0Fnbe1eFsoaC5Aa90ZynJtuRja/BlVOasY4swi1L73VQyuGXMBFjSfdcR0\nzikLhAP87LOf4Qv7uHHId3F9Vc+8IfPITMjk/fL3uWfNPVy0+CIa3Y0Y2uCJLU9Q2nb0Z80KIY5O\nj65TprX+SGs9Xms9Rmv9UGTbA1rr9yJf36O1nqK1PkVr/Q2t9Y6DP6IQ4miEQiGWLl0amRTfgteb\nSHp6HXV1r4Azcn3JTf+GFb8DwL/DfCt6cnPN2166nJjVj8GOD/BsfR4dCQbB6s/wG1MwWqrwbN6C\nJW0w4dghfD01HQIXMTz227hTLMSHDDrSBlIwKRX7GVfB134BgOvNf+KcMA6AWv8pVPlnEtOyE9qq\n4O1bYM2jna9hVyjTAaPz6z17ynadFerxeKioqGD79u2EQqEeaE3TttZtXLrkUraWP0Vh4Z1d7rex\ncSOTvWOwNAX3u+3yMZez7Kpl/OXsv6BQbPzgNthsXmT90dxHuWHpDSyvXEqDu4GZA2fS7m+nrL2M\ndl87zoCTATsT8eTuPZnfai/m1OQw690xtLrNn+2D6x5kY+NGHpz/IEMLUmh/txzlNrh41MWsqF7B\nRxUf4Q/7WVG5grymPJ7Z+gzPbH2mG1tLCHE45DJLJxF/pQPbws0Ygd41vCN6Xnl5OevWrWPDhg2U\nlm0CoF+mk5raF9EddZCYCeMvhG1LAPCXmvO6vJs3E3RWEu8LUj1+BGEFzcV/Z2PuFfhrqvDnl9Ec\n+DNh21Q8m/NQiZkEDEiyKJQviZTcUfi8MRgKPP5LUJY4HO2b8KSYa43p+FPw6KnExXSQbq3ny46b\niG93EK5cZRZesrRzvlrHirWdryfUZF4Pc1dPWWpqaufXbW1tuFwuAoEAtbW7e/W627LKZVQ6Kykq\neIvETYvR2kBrzYaGDby8/WWWlC6hzdtGabiCU9zjCTbufxKCUoohKUNICScxPn4IuaF2qivyuGxT\nCasa8ggZIe79/JcA/OzUnwHwUcEfOyf5948x8DfuPvFBB4NUP3cfc5PCBLWioL0aX8jH++Xvc+2E\na7lk9CUE6s2FZv0VDi4bcxkKxTneuYzwDeaTnct5f6c5b+2zms9wB3vfHD0hTmQSyk4CWmt2VvyN\njupygg1uwm1y0eaTTVmZGbK2b99ORUUZVmuQaVNvJBBoxmfbQiicgM4cCx020Bp/ZH9vfj6eik9p\nCdxHIr9EJwylv86ho6OQnX/6b/BONZ/APxx3aTFKWQhHTrKOM8DRMB7vtgtoKJuDr6Sd1NQptLV9\nRX7Z3bgsYzGyrsHXNoL+8bWcEv8ebaEctKM/oYqV5uO2VUJLCd6CAlxrNnS+nkC9efWBpKQkrFYr\nGRkZVLSbvWI1NbtX4ikvL++xNt3YYM7vammqY2SVk4CvkVxbLrcsv4U/b/wzD6x9gD+ueQiAGcFJ\nhGzu3XP0gj545utQ/DEA9td2MKMxRH58HB+6ktjg9GDXmZzp8RJQirGBEAMKt5Fl1WxsXEdZS2Te\n3ZRXaA4uBSDs8OMrqiSQ7WNURywWFGUuOzvsOwjrMPOGzEOHdWc4DFQ6mZQ1iZfTn+Tnldczv2Mm\nW+x5LK1Yypj0MfjCPlZUr9jvdfs9xxbUHH4HD69/GG/Ie+idhTjJSCjrYWtq19Duaz/0jj3I56uh\nomIhdr/Z+xB27T+Mciy01ni91d36mAfi8Du6nAgdLZUFLXz5Vu+fe1NeXo7VasVut1NW2kxqWjM5\nOf9FbGwmRmsFvupWXHmlEPaj3XYCO3cSM2gQhtuN53MHPmMu7oIc3CV24pvbQVtwJ5biCsznY0eQ\nGt8kwkm7hgrNX7aJCtrCmpgxZ6By5uAvLSMj/VScHVvxeMrpCH2fkNb4w7EMslaT7DR7tbyuIVgr\n12IMmGJ2kpUsxfbQw1jTBqLiDAy/C99283hTSpGVlYVKTOf217cBsKPADJTJyck9Fso6Ah1sj1xG\nqtowsBrga1xPri0XheLZ854lJzWHjxuWkWDEcUbq+yhvDUbkZAXduBXqt+Ba+mM2rr8Kd0UN84wm\n/BYLq5PMC79jSeM39R1MtMTyPYcDd+3djI+PpdRnZV3d51i0IitG0xwu5ZEn/ofmV3JpXrSU4EhN\nSomfkSqOSq+fguY8AKb1n0ao1QshA5TZUxa0uclcr0iYnsmklmwMDFxBF3eddhdDkofwwY7393rd\ntp1lPHXzddh2mm18x8o7+Gf+P4+o7dY3rOfVHa/uNX9OCGGSUHYUtNZUVlZ2XtqlK56gh9tX3M6i\n7YuOU2UHFgi0AOZaUACGe3coq3HWcOPHN+LwO4768VtaVrD2q3Nwu3ce3h0cdZD3Ste3aw1v/wD/\nZ/+h7PwLCDaZk71v+PgGFm5eeNR19oSSDTa2rqzt7AHxVzn5oPwDLl58MWHj4MPEHR3bWb3mNHy+\nA1wHsXgpvPrdw1p09VDa2tqw2+3Mnz8fpRSBAPTvH8BqjSc9fRbWoJuQ14JzldkTFSzNRweDZFx1\nFdassYTqTyOsNYZhwWucgc8zm7GrHydubDZ1waEENNQEs7GMNpeqsWL+EZJgUbSFNJb+o2HUBMIt\nLaRYxwMwlB8QDszAisHsJCsZeIi1mcdpWygH3e7khZLfUhL3PYyNL5OVspLEoWnEDEhFu20Eah24\nN2yg/t7fcGFDI5XuDHyYy3m0OszjZdasWdTX13fLMhltjfV8/vLz6Mh7frNtM4Y2SI1NodJifowa\n9RvIb8pnbL+xfFb7GTUdNSToOGaEhpDcuoxEywaCNrMW92bzrNSUNjvhplzcg99itqsapTWbUs05\ndtkkETbiuHWIgwU6QE41XF10PQawrH4zA1Q8VgWN1hIsX1Sg6++mX+bDGEkwpNLPTGcrtX7Fis3v\nkBWbSf+ELIIN5mdA4uQsgo1uHB9XomItVMWXUFaxgmxXLP38McwdPJcFzGd983oKC9+iru5VAOqK\ni9DaoLowH0/Qw+e1n7OyeuWRtaXPHG5t90f3j9XD4VqzBl9JSbTLOGw6FEIf5TxKx3vvUf7NS/B1\n+An4em4uJkDQZqPxDw+iA7Icy74klB2FqqoqXnjhBXbuPHgIafW1otEU2aO70kcg0ApAyDCHfPYM\nZZuaNrG5afNR15jrcGNzlgCa9vYN+93u8zVgb/tq741bXoJ3bjOHygBj3+DhboGCN/F9toRgdTX+\n0lKC4SAVjgp22I/tXBBv2CDcjauYu9p8GIbG7wkRbPLQ/I98WvKrqemowRlwHvS+7e0bCQbttDs2\n7bU9aASh7BMo/hDa9r/sUMmGRorWNhz0sdva2jqD4q6hy+nTpzM8x1xCYchgc4J8RtoMdCCe6ozz\n0Rnm2YvBEnNoLOXrZ6OnfRu/AUW+MHFKEep3Pe7weVj9aaQ3fxtb0AwprSELcWoyWDpQkU+VeAVN\nwRArq+P5eNswgjHJUDGQ4o2PYfnybCCMUlYGxChSLUPw1sUxOC5IW2gYTaGxeP2x1MfMxdJeQuow\nHzoUi07yotJCaJ+Vmh/8kI5PPiH8yZssL7UTZ1hQRgwoTbI1kSHNyXu9/vwVNax7t+ueMx0KYX/p\nZQzv/sNq27/4jJUrXqfdZrb7hsYNxFniuGDw6VTExmIARmMh+c35zBgwgxZvCynhRP6v8i5+EzMR\nAKuqw9tgLlERKP6cQKzC0IoRFWkkxn9KuqG5VvXDGT8MgIFGEowI4PRaWR4eRlKog3HL/sEvtCLd\nYmVErPnzVbHmcGRG7A5SAx76v6XoFwNT/H7cWCgI7qSf08GK5+8h2OAGqyJ57mDQ4NthJ/n0wTTV\n5zNgahs3rYjjzo8shKpcLNg6HQsW/rHj/ygpfZBw2EdLtXk8NpaXsr11O4Y2KG0vPaK1zux+OxD9\nUBYKdVBT80KXy75oram765e0/vPIegKPmN8F5QcPtjX/fRvtSw5yNrFhgN9F3V2/pP5Xd9P60nb8\n1Qf//NmXe8MGAuXlvPu3lSz91+dHdN8j5fz4Y9peeQVfSXRHGepcdaysXokv1Hum9EgoOwoVFeYH\nk9N58IO+1WuGoRL7sf2lZbN9QCBgP+r7d4aysLka+J6hrMVr9k4czRpFbf4Al28q5g2b+YvZ4czb\nb5+q6qfJz//h3h98zkjPUHMR7lCYqV8Wsti2e7IyLSUUei6gwRYPQLi9nUZPIxrdeWmZfXWsWoVx\nGKu5n7uxmMcq97/0TFcC1dUH/Wuuo9V8M/tcQUJ282vdau7f8u/naXvjjb33t/tot5l1eryVALj3\nWMF+p2Mnp//ndJy7rhdZt/+aXZuXVZH3adfDxbW1tSxcuJCVK1diGAbFxcWkp6eTlZVFWmgQ1lAi\nAzLM5RmSwiP5yH4fa/zfJ3DxDWY9y81enPgxY7CmDqU9HGKtMv9y1rEDCGqzJ8fimklTKERMjMJt\nQNA5hVjqsVjMC5YrpTCw0O418Aeg4rRf8O67fnRFChVOP2DBFtyGUgoVM4u4WT9mTlISmllU+79l\nvvyWGGrVg1Rlj8DQ/aiPeYrGU1aj4lKIHTuRMcs+ZtvcaxkRSGdaOAaLEQtAoj+elB1hsrKyWLNm\nDUF/iI0f7KQst+ufvXvtWtqe+B3Ojz7ea/vK6pV83PAp75xVT2WN+V7e2LiRyf0nE7CX4LVYaIix\nUmOvxBV0MWPgDFq9rcxwT2SMbxhDMc+A9CXnsi5wGW2uepK8FbSnx+JwDGKQvYZR1e20pycxqN/u\nJT4ydAqehBjyv+pPWb0FIwwp01KJq8nkjux4rhxo9m7HxvlJtAZINMzjLrspjqQBXqb6ze8DVs3k\n/h4SWYxv23vE9k8gfmQaWBXK6ia98nukxrzLsPk2hkxwMnmHh4bXP2JwyiAuDpzBF24Xjf4A7e0b\naKmuAqCxvKTzSgQhI0Rp+/6/XENtbZ09i7s4HJvp8JrBdlePWbTYbB9SUvrgflc92CXU1IThcHT2\n1PeYLS/BS1fs/lzch+Hz4frsMzzr1wPwSdUn/DJy8ken/FfhsSn4S0vwFe3Au60VX9GR/c4I1tSi\n0bQ1BbFV2XvsElxaG/gjYSzc2rLf7U6nk8rKyh557n0tq1zGnavuxBV0HZfnOxwSyg4gaGhaAl13\n3+46YA41LGL3mW+KJm/TIT+A/rLxL7y+4w0KPqvdq+vY52ugcNudlBU/f5jV72/X8GUY88DTzdvR\nteZSB7uCo81z+EFll5LmGsLKQoPP/PB3HiCUNZQYNG7+JqHQHgHWFXmupiIqfQHswTCvNrR23uyv\nK+Vz53+z0riRxuzTCLe10+AyP8ibPE34/XtfqsdbXUntbT+m4tV/H7ReVyhMudfPJmfXP7ePm9s5\nc30RfsMg7HCw85JLqVj8Dv+sbtqvhy0cNqhxeimLCePpCGB0mO1g7TD3C775Ho7FSzr311rz8T8L\nWP5cIZ+/Ukxbi9mD43aVRB4vzJqaNQSNIAGnOVndvqOYDvvuv+KMsEGbzYPbsffcOsPjIRS5KPeu\ny5CtWbOG3//hIcrKyhiUPgoAR36QzJbT8NTloLXmq1cUjcFJADTYvbQEHiCk5hI3egqGEUOCNZZ2\n7adAhdFaozIiV08Lu0H5CWsrp5yTw4g4C/EqhhjdhFUl4Y+0VYJFMTrFypTZAwkkDyIhZA4xJlks\nEG6j1B+LK+xDh5KI6T+NsBFmdFwWzYHTAPC5ssE7E1fymYRUIm3DNhAYZAYD323Xsam8lDrf1zjb\nF8v3gjEYRgwA8eFklM/g6zPn09LSwooP1+D3hvG3df0+DOZ+wJiLmzEKP+jcVuGo4M5Vd7I9UI5h\ngcKqLbiDbnbYd5ARl4G1xfyFXpCeSJHPPC5H6kG0eluY7ZqCPzaIjszpStKtxFkMXl32axK0C2dC\nDHmlgzEyZrBx+Bg2Tk5hp+8bAOR4WvDGpLNj/TASK1PJaPSz2TeF6y6+j9vnL+SO2Kd53vITYmMz\niYsLMSDePKY1kDWuBWtMkDH+IHGRn8P5VU7m1zaR3fEASambULFWkmdnkzGtEdW8jVEWG2G/BWOB\nn9bbg+yccz/Os5Zx1bDxxCj42BFLa+tqWmqqiImLx9ncRF7D5s4QXNS6d0+7395C0dlfo+CFJyhc\n9Qlaa/yBFjZtvpZMrxkuKlsbWLUhemvJ+fxmCNpzgd09+SPDluFm8/NzZ14zb/05F8Po3rDS2Lyd\nF9JSCdftwPDvP+Uh1GjWZ7TV0viPBeSXfczSyqW4g+aJI6W5NkKNJeBrJ2xvJRQJOiH7kfX+BGqq\nCWTGEvanEHBl4HRsP/IX46yH0k+7vDkU6mDNF3NpNczRk1BL6377fPHFF/znP//h18U1PF9RT+0d\ndxKorevyMRv/8Aeqf3jrXtvq6l5la8Fthyx3Xf06xmaMpX9i/0Pue7xIKDuAGwp28t2tew9zVDur\nWVu/FmdeQ+dp9i5XOx0de38Y+YqLqfvVr9DBYGcoAyhuK95rPyMQoOWfT2P4fBja4K2St/iyYCOr\nXyuhbNPuv8yaGnfwNLfz8c6mzgUzD8fK6pX8cPkPMbRBIGge+OHI8GV80cOE/nElcHg9ZeveLafg\ns/2XFihpNT8sWnQiYMHtLiUY3Lv3sLEoG3vJeVQ3F+yet9YRGXprKqLGawaZte0uWiNB2B7pyUoI\nO9g+6fu02Tw0uM37aDR1fx0HlV90Pkfl9nUAlG79DICAL4TfE5lQrTWlbvPDqSYSHss8XZ8s8GGz\ngzKPn3pfEF9xMToQYFHIyu/K61nfvneYc7f5IQFOTbbS4fARcvoJ1qwnucOCMjTYWgjtcZ1WW4WT\nwNYtWIq3ULi6DrfL7HF1uUtpbW1l4cKFbP7K7BlbG+nV/PCLiXz+6u5jx9HsxQhp/O4Q4eDuXojG\nh/9I1ff+C6Dz4txhHY/FUPQLTKRjawaVK7biDacA0LbVj23jZmrq4jgj9QVi49tIaxmDz5iBkfVN\n4iZcxs5PzFpqAJtV02GAjvwI37K0okigf5xmxgUjGJ9gwaIUxCYSpy3Uh83aVs1OonVwHAPcAU5P\ntjIkSeFQIbJRtLlbaQvl4LfuGor1U1u1lhgFA2KVeRaohlCMIrP2Aty1/wGlCVgbCMU3YN+SQPUH\n1Wg0AxJ9zE6Kw6LMkGANJQIwvF0xJCOb/Px1xFoC+ENxXfYAqGrzmNL1uyeg73rftiSYf9CUtpVS\n0laCRpMQm8i0gHksFSX2o1ApMqypLP/N78lZ52OWaxJl6SXEeeoIGBaSAmGUoRkeGR52Gqm47Ym0\n3rKU22vv55FP7iAvPZXhgVrGeitpicvAZUskLhRLor8/V57/OA3xWfx8xTPM0LlsZC6GMZ3YhDAD\nI/W1hhOITfSjtcLVkMiESC/vTLePiuGJBLEQEzLPGu13xTiSs8xjMNMRpPzD4ehWK4GxGq8jhnrf\nm+iMXM5IsLDVG8v6qqUE/F6KJ/ox0GxtyifYMQ4Vjmd7696/wCvWLiMmEGbr2lUs++dCWmuraWr6\nCK3DpEYu/bTJNoBb2rLRh7gCg2fjRiqv++5h9YTvpfQTqNvU5c0+bwNtZODzN5hzNxf/CLa+2Xn7\nrlC26z1cV9yGrcKJu/0YTjZy1sOOj/ba9IGjiEez+pH3SRWtL5vtGHY4cK1eDUAwEsrykwPMmPgo\nHc3m53lNRw2tdS6W/2sbZeWJaA1hpwvD6UAbIfOkDszPQ6/LPA601tTX7+6Ra/l3IR2razECAYIN\nNpyjI+FEW6kuO/AQ5pamLZzzxjnUOesIBoMUl/wem+0jvqr/CuPLJ+CVb0Nodxt1dHSQm5uLfdFL\nVL31B4LBVjyxZg3uxgY67JEQGQiT+3ElTduDJDaN511bGy/XNNGxfDnNa77sskk9uZvwbtq01/u6\n1b6a5ublnYsnH4g/7Gdz02bmDp7b5T7RIKHsAIYlxNHgNg8qjzPAihe288T6v/PAqvtY8/4WvJFr\nrTfW55G76UrC4d1/kbhWr8b53vsEqqpo9TTz23orMz1hiu3F1C95naJHfm8+7saNND/+OK7Vq7G5\nbXhDXvxt5pvI07B7vtCO1ipWq3N4IvkKXv79CsLuwztz8uW8f7KuYR0OXztBbxNTijqI95kfLirs\nwmpxov3+zlDW5DE/KIONjRj79AB2tP2Z6pLH9jro7fYvyW8zh9AaVX/+EPM33CThdObvdV+vIwmw\n8NSax3k091EKVi5Hd0T+Mm3eQY0vgDXYQNgIs6zF/I3fWm8+/+Sm183vW8LUu3d/kNRYNB0bPqA0\nMhTVtNM86y5YbfYurVxUxAdPmnW8XNvEBWvyyG13dYayWl8Ab/jAJ2ns6kVr8Afxl5pd7MvTzA+q\nr9rNX3xlZX+mrW0dHXYfZ8TE8HUVS2W1E/+OInybnmNYWS1ZHaDCBqHmZgqcHgKGQcHntYyu+ICs\nijWgQmirDYsljra2VhYtehGn00liTeSXvArhCmfi9PejpXp3z6C9fvfPxv3V69BuvuYthQ62h8YT\namujra2NxJRE0uyTwGJl9Kx/E/QZrHyzhqGxcFaqhda6AWx9rRoLYSYnrCQ5s5y4UCpxseuxshod\nn0PF0s/MNrFYaLUYOMIaBbRrD0+TQVhrhiTHoSscJFnM90QwbixWoCoybJXqN6hKtpBa58aiFNkx\nFoa4G0hSirywFYMY9NwRBAnhj/XiDwWoCWgGxVpI9JYDGv/AJGyr3qfJavaQacKE+7/CyNYk5vkH\nMzLJwpwYc6g7TpnXlSSUiFXZca8rZnZTDoH/Z++9o+S4rnPfX1V1ztMz05MDBjMDYJAzQYIUg0iK\nlEjaskRJlG3JspJlBSv7SrZl+jJIsizbVKYoKzAIlMQMEowgSBCZwCBOzql7pnPuqq6qc/+oIWFf\n6a1333rPy17r6fw1mG70nK5zzt7f/va396FKtvYshmxQHEuRXFjiwQcfpFBYZo9NE7tmaUTl4jzm\nMpgZS48hmZDxWP9+xdfBt6ctpzhfVOmNmdQaBq9LLo66XXRWXNhcBl1TTuaWTjElW6zBgtOLBDjz\nCp32IgKYkzeh1Wzg1z/6MYmiQl9+lhH7Knqqo9RX4yTsNfiS1nkfa9+KZnPwcP/n+fDUY9yg7kOT\nnOwdllAcJg3+IhWHTDprPYchaRWf2PF3XF6W2C40AqZg0hsi5XEg0la/N9VQMUatNfaVDERKoeU5\nk7UPVJjeryDMMpnKEXZoKzEQJNQlZjvzHGyd5kRfmrieonsBfNnAb4Gy5CkrUCpnLSCVji0wP/co\nACG5gISgUg1RcriJjv/uKkwhBM/EM8w+9hjl/v6LjYz/D0fpiU+Q2fcFAGJjI+z77j9h/rvim1eL\nbj7DjxjORJmbfAnO7oEnPwmL1nd5I8Vmlkrc+fLfEl+WWLwhWfhd40Lywn+4NP7fj6yaRRy6Bx5+\nP1Qv6hbnl7MoQ8Uk2u0CoV0AACAASURBVEyewuHDTNx8C7Mf/RiVgQG0+XnGWzbydJfFHkepAeDJ\n+WEOzVs2M5uVMHUJlgGuUPNUY9ZrB/eMsPe71i0ZQ0ND3HvvvczPz2OWdSrDadTxDNW5eeabL2dg\n/cXrp2cnL1yc/NNfgF9/kKWpCb55+OvEy3F+se8X/OQnP+bB+QWemXiaj77wUV5LngVhWM2fl8fJ\nkyfZu3cvC089RTxptVgxfNY8j517nUfv+hozH/0ogz/dx7EnJiiOe7FptWQMkyFdUHK66D97npHR\nO/6DDxK6TnlggLw8TmllAX3pYgBcqVg+9PTCQaLqb8tPhBB8t/+7qIbKruZd/xer+V8zfg/Kfsdo\n3xvjpufSlAyT6fMJho7GyAzrrEy18MVtdRxYtRlJq5CJFzBNjUS0/83ePYd1iQ9/5W5mps/imj9D\nYvpuLh/5NKNL43xt6vt82vEIAEbKYtG06WnGsxYr50tbDjk1MsBj37gd0zAYXVoWBuPgji0KM3vu\nonr/RyiXZzCM3x05JstJTqYtBi+ZGESaG6QxrhIoWn9TklRkRVA5e/QiKCtboGzqttuY+9d/5el7\n/pFCOkWlUqJ7+ip6E70sTV+s0JyY+GfOGRoutUJS1DFsNDFFF9ncaV7e9+ecP7kH09TRciEAOs04\n5cXDNDz/gYtX5ywNMZaO8b7H/4mNU4+wN24xPImUzC+u9vJS7yYAojk3sWIMl+JCIPGbhhv58Vwr\njzwwwLFDJ8kNWMbTs5ijrJdJzBWITeSIJ9PsGxyh5HTxyOgUM8ugTACT5d+OdhOazuQycxfTqhSH\nx3n0hm8x4bc0Ui9F4xw7dpTpmXuJRh+lECuycvkIZeZzVBcsit0fTxDJWMYj4fJw/ckRfnjhNYz6\nD+ImStndgN2bQJJMgsFLmZ5eT6lUJJROE6xYTVUHnHYm5LUAFLMalfveBfERkgsXtQ/Z5+6Bpz6D\nWS7zUONO7lp3DaXz58lkMqhyFY/uZV3rBXbPvk59YAhZ8bDJY6NGUai3wWRRIWKzkdW/QrBRx4WM\nrpRw1Z9FxkZ3YDN5vcJxxcDhKBFfBrLnJJUrzGmmNJNOAfE9Q2SEyVLVRCtaz2paGKgIIhmdKZ+0\nHMZALTJrAxZweN3TAMCDWY1Hw/uxVwMcaFlPQjdRlCrN7/sOgY4jlP1OBup3Mb9+h7V/Swq5xnMU\nhEAIwSaHDRkB9hIRLFBm111UHQ5MvZmA4WNraT0VuUIuNMD8j8/z6hP7GR0dpb+/3zpfo8O4QhWm\nKltRfMabNxpMLQ5xxy8MVkYFkgmzwV5eLQQIOkPUnBzB8UiIzXGdszaVkizz1uwi6z8wSltYojy5\nH0fJcvCJTmufyFGJiFSi5FEoFpoxXHWox5+lwVziyNuuooSXq9WXqKtmSNpDRNveC0JwtmcNvkoO\nkVHxdqj07J/Aq5co+3tomy/T4C6T99nILTlRTZmfhS7hwMpLCTq38P2FJZI2mWftJrl6GY86D4U4\n3/zCrYjFs2QCVsp3bXCRzrYMgZUaPZMu5iqW86933gCOdVyoKIx1Wkz4YKcFPN5/aoDN0wVG0iNW\ngQrwzr1neKJk7WPVtL731MxhiqVzlFMObDaTiE2Q9lrBzuCRI1SSYxTvbCQ9eeDN/X0oleBD56f4\njcc6q6efuZ+HBq2qbSEEs/lZEqUEE9nfUXAlBLZCCnN+hOgjQwz/+gEGDr5MPnYxDTauOjEkG/uX\nxtn77CcBMGxu6yaJaoXK6EUt8IHTjxGbtGxxZvEi6BrPjPPlV79MRa9Qqpb4k2f+hJ+c+8lvTee1\n+de4fM/lZOaPEZf5D6BlwbR8x7gjilAN5j/31TevO1PHx8lPTDFUp7G/cxsAaTkMwOjeZznQb6UB\nC0U7unrRnYtKFnQFUzNIRYuWjjV2nuEBCwAnEgm0Oet7qOkS+185QCbQSMp+EXDOLRqUSsvzHH2e\n0uhhHvjKZ5mds+ztTHqGTHaKn4kP8UR+AxKCkcJy4JS6mGlKJCwfky3mKC3vHyMkQJZJF3KkFuYo\nvHqQaP8YHmfRarfjsiyGKUkMrugmMTfD6OjDlBOTGMuBVO6ZZ5j6o3dR3FUm994q6r8rvHsjJb13\naj93jv92UdRMfoafXfgZMjJbG7b+1uv/leP3oOx3DK/fTrBkMl/RmJvO4pPBvVjH+vJmUi4HE3XN\n5GwO1LKEJ7Gevf/0ffb83ZeoaioHnT7G2zq525yje2YIAydauRfx6E6Oh7LEQoLoxDkmEyk+/JW7\nmYotMZGZoEGrJVS0UkuZeIGJUydIzs0wl7WW6OPD/WQDNfxoQWbs0Zc5dvwmJie/81tz13ST7x57\nnDd4oOTiWewpi2WSTBVhVJGUMgbwngtfIZlJc9Xo+1EmTJ56+JfoC1GmJ0cZOvQKR772d5y76krs\n5UbcuR4mzly8DLlUmqZZm+FX/+OT1MStQ5J1riedPoHpPMD5mQcp5hdR83NoxUdYU7fA5vIiEVcJ\nCcGSVMegEmZp+jRNSRe944McTBdInVtg3t7HdL2TZzZbkWHGkYbiGXprerE7uvl1x2f45ubd/OCG\nILePT5GPWs4gkhGcXjj5ZiT7Vw98hXxhCoCxbJTpwkWW6UzmYmq5alQxDJ0n9z/y5u9iapXUeJwz\nXSEkIbglEqK/VOVvn7OeQak8RWE8jSJZxkOkyuhLFnOnpOZoWWYsJpvbMIH+2XHsnhTRLjdDnatw\n+JeQDcHpl1Lks/VIToPGWIyq04u3ZDLgcDDF2jfnk5iIwdk9zM1mYXl1B+xrKU4e4sSre5nw+Ija\nYeDVU6TTafLlMrVr9hFuPUooq9MnP8UWj4IANKHS7VJQ84/S1HwfZaWNrvjVKJLEw8XdfCazHRUd\np+IhXU2xJAlE1cOksKLbw9hprXjoLxv8BBV0k8fNKgldIAvreegGJCVBpGhQclk6sqexAG/E34gp\nBI25PFUEj1/QeLrYSQWTJz1OooZB1bOI3VnCFZ4ipRlk/O0E3VMYmovEzFUka2SErcRs1eSCf5jp\n9od5rAHWGrWghdnq8mFWPCQQHCuZzJeC7NJ7qTpyjJfOMbhk6fn6+/stvdPRJ5k1t/B05m+IuTdR\nPm3pwMqDg/REBTuHTdqWnKh2LyoO7Kka/Ms6yCuXDLoqEX4Vi3G904rWO+Ip1s/F2Z6qUFYU7qr7\na8u2pHTqCirJGjtqLkDR24jNMMnu6CTqq+VzfJ1V8gXqtDSq4qTs68atmQyt7GWD8zTnvQ0oisk2\nfZG3Lh3ixdpLCcV1ptfJ5PwK5ZKLb0fX83LYqvh8MbwLl2YyqgVYNNaQqbEz4mvhB8ceoSuVwSaZ\nzDW70UyZy+qn+dTav+Gj6/6etvES+i8F2Ukfd9FCMvJZTpd9zLitPeAVICFYoVfZPF2galY5OfwK\n448+zRGpytM7r6fo8KHaLMCXzVvpp6PzFivx9tkg6YDVj+3sxAwXzj6IpFeYPnEf9D8IwAPzlmMd\na/LxwFttlE8c54HBBwDYN7mP235+C5/c/0k+8txH+M03X+fMfos1nh04x4Gf/5AXvA7GnVWu9iU5\nZ1qayvyclY6uVGIs6laqO2l42JrJ8FDqLr6d/wLTkwtUh19EGxsnur2TlA9qClBfO8yOTc8Qn72Y\nEntm4mleG3uK51/7Fa8eeJSqWeWF6f+oqYrm8txx5BsIBPdqC9zS0kz1jUKeSpaF5YglKqeZlRNI\n9hpqP/4xkGW0yUkSMwss1tWR8VoBblqJ0D1n8sHJA9z24t9xubgHUbAzy88wZRu6DHet+wWD3iGM\ndIV8WkUr66j33sTokMV+7Ynn+LNJK9MxlZ7n2PQ06VonOc2yW5pcIZttIDn0I/hWL2SmmYqbFBWN\nnNeytzkth+mqoElOxukmYhdMLxMFv75wlPedHuPgc88QW06XJna0otgMqMgYIXCuWU2rdys7w++g\nYrcx7i1zrTtErTdH0XURmpzv6iVvt3Hy9VuY+/MvMvvxz0G1gjo2CkLQEq+wcTpLYbYfUa2SfvqJ\nN3XUPeIC5/IFHhp8iMlHv8Hxu7dhqioLeWtObylto/TTcfT/Nynp/4/H70HZ7xhyUsNXEczkK+RG\n01wTsLM+10dIWIJoJInzK9YhTDetpz5LMVYiMTvNK7/4CRMOa1M/p1xKtGT1ZOrzPkNz1U17pg+E\nYPG2D/LoUpbxtk4OmlWORY9x98yn6SlaVW2qakX7/7b/PJOVDmym4OZ8gbpkjFc27KJ44+UYRuHN\nVhPpqs5QsczcwaN8/B+fZM+Fp3Ets7zJxCCuohWdiDFBYd/nMKp5Zm02JqUckmqnN76Z9vkGTl4Y\nRJckFgtZhCQjO49R/HwGgQzYMZbpbCFMtGqaW5WH8BoFDNlyuseK9fxs0koxhHyjnH75DNOhFCe3\nNiIrJl6byXtCm5iiltOVt/D5VV/ktFRLveJn5bSGbhTIPDnOUp3VEmC8uYFyZJGm6+7jEvk8Td5G\nQpIVJe6enkR1yPS3rMBZ0jCdApsJ508exTSsL18b70C2WWmCrJlkfHaetnIUSZj8zYkfcuDUXp77\n0b/w2W+9i+898Cl+HQNFmLhlicHsEolMkYm+FF3ZGNckTiAUmWq9tTal0iTVhQIFBNMYBMoamfgE\nU40tGPkFVuXq+N6fSjz8dqvNxIJs7Yvv3fhn/OCmLbyAG9+Yk/cWDlOuBIikJvEWi5iKwtumvFRk\nmVh2NSGb5WimxAb0sVdYnEuTD0whgHu7r2XTrke5xdFDtMFiJg6dnCKfy+EvuPFGLmA6BCOueqL2\nXmptMgfRsJlHccgOtrdtonzJUcrt38IxZKW0bKbgpL6ScXW50OANTYaU5zwGx8pVXhQmAa2JMXuV\nf5NVbqbAz5xV4vrFlLBhQCo0T9u2r7E+axnAn6JSdsgoQiFvgt8WoigJDEkwoYb5dcMLfHn3P5Cx\np8m6LIcs+xKMnk8iJAWPL0Yu60EerkGSTaSacVQb1B54iYXXZ5CHD9EswjRqawkoMt8VKu8UBRar\nguOKjq3sxGs6OVmzhCZ0tmzZQiqVYnJqktkTP2O8cikABVsD0fgDlPUyzmlrHt0xwc6kialY1ZHt\nqVVcGrU0kO0Zme3x7RTanPgLVZSSgn1ZbN2p5Zhx13HNL14nmfbSW80gC1isd6JmXBRdtRzZfDmp\nujo+ceGHbOQ0mkemtmqxxkW3i3ywjbwnyBouoPtVno/2EAkWuTn1Clm7nxdat5GsdZAN2BnzRHDk\nApQ8VuuTA+HtVCQHM8UQZ/N5zld9/Gvve7hdvgS52QJMcbuLxZwPRRYcDGzmlK+P1Ed12s0qE/tX\nMB2sxZQdZDy7kRCsXtzNTU6TW2s0Su836F0wcOoKHzn+WT4/fDvCLZMMhXnmig++YVF5LdzFv1U+\nxpT4MwxdYVXeQF8GbNOqndfOPsVlHa2cnR3lJydeIBMdYF/Ker5na+t4cjtUNY1cIsVtzz3OnheP\n8QcHm0mNxpAXfSxO5DhxwmIlj7/wLC+fOsrf14T5h5owW2ZjzHiClDpWcUf/P3PHYx/myNGrSQqL\nCcyZIVoKreS0NWSXZH4zs56BF55ANTS+evUSP79GpiZvw13tpGnqFvLxGdSCyk/+8lnCRw7xjYYS\n4oVzKE/FWTHnIbUURywOEH/yOYZv/zbX/vN+xifWEi4LnnDZyCsyZx+/j8S9D2Kmp5ELG3hv/1fw\nFtt42TWJHGgm53Fz5m07UScnSS3lGFuxBsk02Zk9S160cOdDMuKaCiu3JdjQ9DIdtnO4bDXogQhT\nXYLDgRj7m/eiLpUo56xgaEproVi1EOC+ksHLdsEvjTmOa9YeFw151FINhi1LwR3DyDeQjx9+szBr\nvBDGLpfZNmqCEJQxqfjf2EO1dIsQ6dJaXsx8Gl/5BXZOfpFjP/0eieWzsMl7gB0nMzj6JYyQoGos\n0OFbR4unm6d2BmgU6wFY6/BQdFrzlE2TC2t34LQ7MQ2F6uQE6sgQ2p1dFA5bVdJKUiaY03mkmuL4\nvueZu+vLpAlyQd5FC3OkUq/x9eN3MSbvIb8zzdKxxxg9b+n1tmR60eYKKD47/13G70HZ7xiJvBXF\nzC4V8S5v6GYR4IzDcvBti/NcaFtJ3ulAQqbG0UjX1u2ceeEZxrx+NkTPYafKnsZrAVjn/yUVpcSu\n6FrCRYEzU+KV1k4AXohoHJw/yOt1dcQcQcruGGXJYsy2jf8Tqi1Ic1ngrzSzafwEk4E6pu1WO4N8\n/gK6XuTz/ZPcfHyE6Cc/wY7D96N4x9lSdBIpRZidGEVLW6CJmAy6ipZUGHdYmzCUhUrme9hUQJaZ\nrwuyqKtM9GzEEcljhA10l6V50HQHuWSZSiWKhInDplHZapL3WSmr2bKf5DIgsitVpkcOc3TjGvZv\nuBETGRGSsCnN7EvczWj6j5l2tZC1h5joXUW+cxNXTJ3AkYcLYTvKclFD9LJTKM4yDklQI7lwY/XX\nunrRKscXsky9tkTsG1VSl9vIn8wiENhtWdqza1Cd1vfMKQ7mihV6S1PUaAl0exMv7f8R5/e/yIpT\nBsVDRRYDYdqKSzQJg8Pjx1js8DMnt7FdG+GaVz8HQKk+yIGlPyIZ9RAoaPSLKuNGmQ5h46zb4M++\n9i1+fOttCEcvZ5olRustgJm0W/Oerm8n77VxzNFKz1KGn3tuAWDD1DCuisXwbVsIYTecaJU2IqGT\nOKU850trGV1IY6RMsr45Kl7BoZZVtBp5AqqB1ml9/mSoGSSJkNqAO2gBK83+HgzjBvIInpcMFrUz\nDGSOEKizjn/cZsOcs3rMhUyDq+RzTOcsAL5UsVICEc8CSUUQU2F7xYZNshOr6WfdpkYWd9WhdzuY\nQLc69JsCrylRrh9A9s+x2/4kp+0pYgj6heVos7pAkhQUrBTFhlX9SLUTRDxJbK0HifmmALB5ojgM\ngVNNUw3lcGvt9I1Z5zPvTeFzyTgbLkHEgKTFglyj2DGEYEEz+NO8AycSV/qmGV16ko16J4YiE8gX\n6T88h8PuYO/BvTToGSZUKz2aNxrIrRpmYOEIq5JehE1Qf3OVrdeVEbJVQBAPdGEIl/V8MwpyMM9C\ns5uZNg/KZAH3ouVU+ktNPJbZwoZLX2V+zI9NMym5ZLI+G9WUStQ7xyuXXMeq8XOs9Fo6SGGHGt0C\nZWWXwkS7dZVVHxfwhgoMVPrYK64inbZAxanQKmveHhsznVup2CXSoQZq00uUFDc/T72d26+4A9l5\nPXr/R5lxNQFwYeN6SnaFVMZLIuljwV5H1hkk6a4htdGF85IyA20hVLsLh6FR9r2VrZrGlRPvpt3R\nSMTRwcZcio6bitz9uIsb+ruYa+zmjUZ1o601gIzNs4FTvq285L6OiVSZC8M3kA/exBtjKdyIcyGH\nLklMOVW+2vNXfP/CaVQh4VENcnIbACOtdjTXu9nv6GTSZjFf6+c20ZOw0k+5aJnYHXcwGosihVfw\ntQckrn1tK5e+XkPLrExg/RkOuWaZLR3GNFWSWExdWa9jRr2MtwZsvMvfhkvxk5qb4PRKib5iL5VI\nB958OzWq1Ry5VMjy3JO/omI4cOpFVLdC7doR1ni28afjb2H9mIule3dz5LFh7ot1UyjbWLkY4ds/\nNOmZ7uHyiXcznDpH/L4fkogP0LW0Cqdk8OrqXfzb9ktIRtr5ilLlr276NCflDNlKhdHONbRGp9iQ\nHSIaaECYBqsGi4SW9VIuxcpWVIO1jFnbgSl7jNz8RbnDmLEahKCqmMT8FuuWkyM4squwqyGyjTM4\n1RpcSgK7fRG5VE/GXGC62Ycp4LhjHbccW+SLj5rccb9J3BvgdM2GNz+/RevEnbmU4cpVLA78MWu9\ng9RdFUNTFOK+ILXVDG7NZEMlh6wIMl4/PnsNimzDUfshaoUXgaBGuLH7Lfvfkokz0N7O+sAV2FQN\nuVrBLCSxm0UKSxZTXUm7mXC38j+b3877XBH6163mZd7KEXMjJjKrzJNs9xjIAYucONn/U8Zf2Q8C\nNhX7KIRK6Pp/nya2vwdlv2OcViwKNjqySN1yOiYolbjgzSObBlceP4yuKMyFQ+gYNPo6aX37DnKR\nNpaCYdbIF9iUOs+5mlYke5HXfILpmvPUFtaxfdFkqSbMcLMVyUYDNQgE/9KdQK5WKQRHWArOYdQ0\nkilcT8IToqVs4qg0sCv3Ok5D8FSkAWFKgMl48gzPFgrkEDyzdSOqN48kmfTObOXyxctJn7Dz8kAv\nT9ZdyaHwDtL+AFrKxtgyKOuNtiFhopUtBmi2Ls9iqMCrW65C1FgOVPMuMOLM8cdbdvGdc1PE+n8F\nkoQwJRbf4iHrtpp0SkoHtYp1mIQAZ3CE2aZ2TEkhSwCfrczXFz7KCqUeXYakI0TJ4aFis2MzdDbO\np9DQORtSaC2Y+Iwcp+wbiZ6wtCcjY/sZdteDqdKePwBAU3wOqbUADkhd6yZnU3DYK3gUBbfupWCz\nGKSo1MSM10tTJU5Qm8OwNzFVSRIOpTi4W6VU62MpUEN9fIng4ABUfCQ7LU3b2mgzvmKRpnyC6drV\n/LjhNh6z/TEBIZMqDhNIHyaIzNluyxoOrOghVl/HFclrCJoWu7okRajgIuG0HMGVDXYeaPgYt2//\nBAvBMDXzKbSNGXy+JFnRx465K5CQeS3SStg+jdv0ELe1IwmZt2vrCTVY6/WWuSiXzKqYEReKx8bi\n8qXckmxHclqUvBZOsNL0cJAKFzB4SQtwtHKSezZZ2j7DpyG7LSOtqU5WGZeQLQzw5MwPSJUn8Bsm\nG321mMvNcHeqdozqPEXPk7S2SoiAA6leYs6nEA2dJ1H/Oh4hYbdbgE5reo09riVaww4OV6055Zer\nswJVFaeAxZl1NHusCl/hyFP1WIDS581xjV+hvTSG5M3QrLbhrLsCs6pwf3Mbf3ypD3v9aiJymHe0\n/QVVYeKWJGJVwWqlSL0pgaiSij5JXo9jz8RpMkKsHZniqXKQalknNRYn7etDEz4EBktmA7ayzL6n\nv0NDUpD6iI6+RpBf7r8GEI20ksICaHJWYUOXVbmZsrvYPqaCadmN06VmujrG0NYIKt2ChaM1zId8\naAUnZZHkxOoaZNPkD57fg9Fge/PzPZLlTItOiZGuNQT1NA1E8dRWMGr6eF3axJi+ApdaImZrBKAs\nOTFdHobXrMBQbGwav4CjqnH7TZ8iGWjDJu0gO76fedkCZfvDVxCPOHhBuoGhRCP3R6988+8v0kR1\ntUlhlfXet4/1YzhauEFrRaLK8/63caftH/BnTZqkAvInl9jlaGPH/HJrArPKZJsXj9RD0H01CWHp\nB8srvFw//4cUHNcAUJtJMdLZhS3dxZbCGuKSFZj82GyhKaPSuahj2MJIJkw0b2Smzfp/JXctLsVL\na6qF7sRmBAbOSoDont9QXE6z17k3Ue9+J7o9QaTqYce5L2Iz7HQELLuWFBbIihrtFI2rQNaZD/v5\nxoe+xKTczKErVvPxpT/jPcX3Mum+ig6s9bFXFU4esQoZ4i3LuqzG8+RqT+Nr2MDGUh0e00Q1dM67\nrXO6fWwcT0Wwa2Yzaxd3Mxl0Qy5JYn+Om4sb0XzzLAbCFFwe/uIPL2e/37Ilr3WEidszJGobWTE7\nhj3lQLM7iIfC2KMS800udFNBtpcRCAp/MkH9bmPZ5pR4+fjBN9f0nLIOX7XIpK/+zd/lvA4MTAYa\nNjPuV/FpNdRKSXzSEh6thqghcXTyXr6U+T66abVrObphBb3zgh2Jaerki+L6eGAlNflmnEqcUrKX\n8We+wumlqznT5eORrVdxzrOarM1PUCnTEq0w1ngrJ20TPGs/zYauEzibTlEJjlMIHkVvslKrKxJR\nijaJcqgVX82O5b1l8teObW9W61ez8JuG65CEibtY5qvv/iq1JPggP2ZKdLDaHOHGoIY/p+PMCO5e\n/SH2r3wvq4vdaKbgicTLpFO/3Zrjv2r8HpT9jvFZ6ecAZM8uEFIs4+qXi6SCddSWsryvdbn3VH2Z\nClW6AluYuf88iY5ehCTTGJrFuSiRdbuxZWMUE31skR2Ypp++eAfPf2wLAA61QtVuAQ7VnMEQlqPS\nHXnykTam9VUseh00FqvEpTwF+wYuW1I54uoludiBEHDP0aOYy7qmydY2dIcMAozlCh3hrGOwppeP\nrr2dL938Vd5z53d5tv4yxu12JCHRlAkTcbWzUtRSX1DZPWhw2WCSVdMTGLUWwCp7FniiRsKUJH5d\nyXH21AsApEffyky7ZbQjFZOSPUSnkNBVmVLcw0K9jOaw2IQMYSQJdGeGFR6NvPsN6TdUJIWdJ4+j\nmTIDzjQzXpmN+TKXlF5jiDXE4habtDmr45RCKEYaWyaKr1ggkoySWGsZPk9dEruzSJ9X50mHhMM/\nTVYKIQsDVXJTsbnIq17QY+i2JpJOk9O1Bn8T/xjurgC6YiNSTlCXTaHbwhQ93QCsS4UY9/49fXPT\nrI5NsTt1jpOezeQlFTP3KmnNEg8PdyzrVuwWELwyfQl5TyM200CTnAzr1rrLpsmphjq+0/l2AKbq\nWqjmwPG2NF0rT6C2bmRz9B2YksFPV19LIiDTLLfSUHDjlaFTjxALWt+5J66ztnwEyRD0tgfBbYFt\nr99KGciGRDE4iRuJ2+x3sk46Dbk0U209bMlbFVnCn0Vyh7lvhZ3HN/lZWx1GQqBKASRMNpSLdNqD\n1KeHaF54jT79m/S2/COXDdTR/qOv0zE3hr+s0pIZItXzEOnVv0CTDWzOeWyVMELR2OJ7gs5QAb1T\nYdArkc5ZKZHW1ffzB80HWSq7afJbILHbPYjpXk6b2jSqjjwNkSqyJHCUIki13YiijwmXn6xTJhH2\n0d73bmrtd1KyW2z2nGbSlBe4fGNIucfRSoK1rTkGMse4rrKONSs/wC25BCM5BWSF4T4Hvo7XmAkN\nkTQbeLpyK4/54tQ4cqjrBd4XZXJYoKwms8hSXRNphwcTQekaHbe7gG1eQnVIVDLWGuhBgaNJpXal\nxTRn17koRl3Migmb9gAAIABJREFUxDpJz0T41bXXcKGrg9XjF+ibjeP1lJjBCtaes1mp1EQAZhvC\nrNYHkAC7V0eEC3hzZZTUPOFKkgSWk62knWCaeMMWO1tXLrBp+AJIEnXpFEs+J5Kik5AjeESBCXsX\nP25/O9UJhVe3Xs9UqP3NMxkzm0CBUrCLxmyM9qMHcRkVjgffgqk/ypzchKq4mXM14qgKnIt2muvP\nIAdnQZi0LPQzXd/I5silXBm0k5ZCIASFFg+6XCTqtlxPT2GceChMKbyLO2c/xTX5Hu4a/TvK9iCb\nx1W8FQ3V4aU+ZWdw1Q00JpZoyx6i4K/lprZPEJCsnnR+v5WOGupoRndZZ0PbeBOr/HUcWPErGmsH\nabFLvHVpM6ucBioOCrIfxRREXY2EHF72OA/xo8g8miIR626nr3uMz2+tZV/Ham5RLGmJLgQ1up8O\ndTUgaJGimLEG7MUGZjp+wVHnGErNVs4LF7XhJO81FlFMnU2ZIYZvaMMjLEZ73t2IHOogEFuD4pVI\neUC1O2hOx1nwu2nTxvGLLLNNrSyGmwFoXpwhHbds0nykESOroNFGTHuYnBzgeGQfTzRfwbeD3ybb\neA+LynoWdMs2aQrce9mlPLtyE7ORZpxVixmKh8osec/w0sYgzzd+hqqtDo8wCEpFJGQeG7uZ75gS\nLVoj3aIRz3V3M7Xu/Uy1XcHVPSls3gI2U2dTbpCTymY6OwbpvPEfuK7m62TsJUKGF1V0AvCFlZ/i\nF/4OEuZleDMusDexIKVYdM7j6nkBvesFVFeU/MrfkG6cwm5UaUtZduCZFoM/TIfB5kSz+2id+Syq\nzzojal7ikci1bMgPc9X5VzFkhQl9DTYM4tUmNtgShGzQOlXh7PQqxhyrmOhYz/snPs2CnKLosCHc\n/z/SlEmS9DZJkoYlSRqTJOmvf8frTkmSHl5+/ZgkSZ3/2XP6vxtzoTpqFJOmXAaC00xtuxM9VCTj\nC9BTnsbhN/GKPKpfJmNmyMtFjnvipD3WgVsxsIBnmQ51tNVyJV/jrdp2WuQkQX8rR9u302zMsSKZ\nQigWc/K2Q69RZgFJr+JKySiyQHLYyDlknPk0C3KaMgrd5VmyUoiR4lryhTAHPOtRUio2rcpCQxuo\nNvqiYbwdC6zf8Dx6IMj5tVtxaCp/f/9PWDk3zZff+WUO1d2Ox/736K1ruKrpfVzSZ7DxklOkP6jT\n6K1y7cmXiAUbOMRuiu4JzgQsZxdzOhkNhzE0D/qhHhawNFOXxnVyDoU1xQhazkFh3s1osOPNZ7qQ\ntd6nO9N4hRc5pLz5WtWUSXmbeXLDZezpsAzq1Usqm/KnEJLCdGgnVV2h0SbwVlbj0AqETim0x+aI\nhyLYWjXKZS8n2MGPt/8RC84qX1T82AIvkqGGhtzFaK5U9iOXKyC7yIXCBMxrKHd9D22lBQiurnkC\n55YMiZpa5vxOPFWdVs3FSWeUnqVZrhw+zepYHUmnjWeqGppaYGPoOFVRZa7WAthTDU3oskwikCDt\nlFmhTQFwpnw5AJdPzbHgkck67QRLeSZrWyh3yMgKBINx3P5FuqovMSf+ldVzh1kIdbLG7SKpf4Ra\nl2U8xn0yobJOT2Uv29Z9n0tTSWYaHbxXkZAEBENW/6mGeJmqf4aMVMIrn2VH5Sx2XWO+sYN6Zbkp\npbPIYFcL9/Y4eX2lk3M5q0JLty+niPJRCqkBtuYHqdv1IOZto9ivLNLQkMOmqbzr6Z/zvn2PcO25\nx3mg5mbu8f4lcuX7KN443sRa1JkG+rpGcE+NkBZT/OUmE2d6AhB41vRz6YoXaXfMYrNbEb5byeG1\nJzArFrhZEuextVislK0UweEIYC/Vs2CzzttQQCbonMJnO8649yDHahUSah7DVaTjbf+If0M/LdkS\nO/xjaHIdBxYextTLfDCymRucm3EpRVwdI/h7niXjXkKv1tNTGEaqZPHWW4GJ75BEVrXYxJ7JYQzF\nRrqpl/Q7BJWdgqnTzaiDbkRA8HpqDaYdsptg8uo1nCpuIb9QQ6LZSzxYQ/z11Uye7CbsSaDb7bxF\ne5FK2IlHLjFTtlJ1isdijAZbTApuhfW205TiVoDjqllk68mzNCwsUEucOBGKBTdGCRwLk+ztvhrJ\nNPBWdb50/7387X3/yg1HDlDxuqhduRVNcrI79TKSMBnR+rix82k8rizzkVZCOQtADujrkRIyA8E+\nIvOzOMoZmqvzvO5bhZqfZ960gN+It5Oc24baoqNLneRrV1NTzLFheJSq3UmiuYmoE4Qks2UhT94u\n8cuGQRacEn61ilOYqHYHC14bWd8YgS0jvNi9G7tuskF9GVlPYygKWyb9TLZ2EimkMfPzZL0eVJtM\nrVNBUnLs9DzBeKOdOz78OYpuC6QW6obwBGbJSkOoTaOMXfkZrnY6CNkgl7YAaFe2gGqTOVF/Bl0y\nGG+07FS6s0Kfv8yET6a/RuFKOUBVGCyUZ2muuEhVR9nteQCXFxaNIPbEauRAFhAkbDqex1potV/C\nNe4u3pE6ReKqFvw3jVP7zodwhmZIinrKHVba9bTjCI6Vlo26ZHyAW0+9zMfLd9HFOOOhLsbau5BN\ng0giisu09Jlz9Y2oORsifhvgwlvaSjD0OE/xB4CEDSctjsvZfMVPkH3DXGhTKbkcnO9ax1jTCtYW\nB3FUNRbDBaZbrEyHwMmDVwaY9IV4pPtGAK7LdPKQ5Ge6z8PSGi+Kp5Zbi63Ed6/GFUqSlkME9Tzd\n2RlmfS3YArNI7grf2hwjExhAEqA6fEjCZNy3ij3h66lo/4Oh/B08saGetFTCH7ACyEponJQRIx9O\nkiWIX+Twq2VWZIs8G7GjIHPksis4vm0bWvY+lvwO0j6JkchqZtzN/Mn8k7hsa9mZ0Dhl24SJTE1O\noUbRQIdDF97BhOs2AAzFxkSrkxh5ijaV+dj/syup/jPHfyookyRJAb4H3AD0Ae+TJKnvf3vbnwNp\nIUQ38M/AN/4z5/R/MjyVj7Pdq9BpGiysvQ81PMpE78PkXF76SmMM+ZqoI07W4WNW6kcT4DY9pD1+\nZNOk8aUKwYpV6TffFGBh8TD5aooGVxV93SIjrGaD3E+XQ0F31dOY8XHroTS6vULIO409NYxkChJh\nixqv5mfJSlZKtQ2r8eSItIZT6k6Stno8M0maUlFiEcug7Mo009NzjFBoEVurzuDKjawZPUNjcIkv\nNNxOc26Rybo+Zhs6Od+7hqQySnT1zzDcKcqbBYVrDS6dO8VjvIvvS5/lTI3JZEsrV0Qz+DSdl0NX\nMprfhpF9jpjRjE0YdC73GFusi/CQ44McVq7ngrSe0HLD2sW0xahVnCnOukcI+i8yZYsBF69c+jYW\naup5cUUriiHYnnDQLllRXqo+j1oK4aqBnFNmU7IJT8cHaKwI0qE6XPUqiUQHY5VNVBQXT0YMmlAI\ntpSoSg6aMhfv2Ksrq+xYsFIpEyv+hqmeK6i0zDOc24pDqLTNxqg1kxiyzOshQSgVwxA6sZKHOtOP\nVyg4c1ap/Ml6K4rzOnwcMV4n4fdTJ+KYioLSkiO5xarC2iRZeq1Tzh4kYfCeqQySEHSnp3in4yHy\nbhdD174VIay0r9x4Bj9hImko23XOtviIuSTa7XZWyTDqmGLUL7Eip1OusXRUTWKSpFPmrFLBJ9w0\n1SbQyh6ckx2gVBkOHEaSTPzxLENd68inPbg9WbR8EBOZb12+EbshELLEQEMXC5FWfnDr1WT8NdRU\n5qkKja7WCbSdOicH10NaomFzkqeufQ9Fj5/a+AzV5iUGpPWcYRPu9jKyW6U6MMrSlITda9Alj6I1\nNvDu9K9oiR6gO/YQklvH50vzTv/T1v5IO7E1VFECBumopa1MieOYfmsfHbJbqTqPtoL4cmuAUz7I\naVY6qV55lb/c5qFkDKK47keSoX11HF/ESY0o4rA1kdKjvDj+GJnJl9kp++jxmUgSBIKLBDLzmHqe\nUHaSdRMuCl0ycgXKip1EyQqgNs4td4JfvQr1Rp2fpj/C3274Z/5p3WdIEqahbROlhlqK22CP9094\novROygkv/a6t3HbHPQw2CvzyHIVQkBYxy671R8m9zTLFzuWrThV3CUe1SixsAc8Nymky41Zq2udN\nEsosIQyDBvsiceoZ9q1B1Ntw5DPosoRDN/EUy9TmMjy//XIi8ThClkl2W+Y3MrTAOnGGU97t2LsM\nOmovMNK5iq7oFGGRYMTey/RsLyXZS0d8AskJK5xjzARbUV0OcnYLoJ52djPqrQUJ1K5RJr0yHZUC\nm6OW7drnL/O02wL/N0bzRAplXqrrZd4lUVOp4spaoDfvdTK/8QeUZSeHuZx1sbOk44dw6FaVdH2p\nlYLbg1fX6FrWSU17ZM53t/L0NUUe77yGh3f7SIbqGG9ox+3O4tj0IKl1D/L9cZNQcBahaDg2Pm+t\nXeYd1ufGrcKkyrqjxOxekstaq7TdR0Hyo8sSk14ZXZHISFMky2NINUusCFUIeN+F4jAoV/ykShKK\nw8BmU0m63Xzxy99gIhymLAumdq1mssOyf4qzRPuV36TiWc3X/+BKbtntJt1XIFtnQxIm7doSNZk5\n2h1FusQYc0orU327CKcWwBPE4SphMwxmuiMkpV7kwnYMypQjNqY7mylIAW4uPMZac5iZcC/IAteK\nZzix0kZdMsa6xdMISWaH/SDBUpGc28t8XT2+UoEPP/saigTfvHw7/XIdfluFNr2F920ts2edm8dW\nupgpLhKUZBrW7IWqRJI63HoZNWdDUxws+Cy/1yML6ithwsKH7gjQmorTmM4Rq38HCy6JO/pW8WqT\ng6lQAP8yq49skm85hZAFGSNCWEkQNFXWLMVIuN2c9paYaQoTa67FqbgoOiRGuoI8c+lbcOgaN8Rj\nfDIb5sZ4jpRUxwDr2KBEEYaTeLqd2cZu+ht66TCmCesJDjfbScl56jI+2l3N/HcZ/9lM2Q5gTAgx\nIYTQgD3ALf/be24Bfr7882+AayRJkvgvHIaURpertPQMUg3Mkc3WU2koYMoy6aIfeyhBRM+QIEK1\n8RznlRkcpozuiRAsFygbQQLlEoppcM6r0596iZFCP8dCY8jNMaqSg3o9ScA1Qs7t4qrTERp3fBp3\nuMy6nUeo653EXlaIBpbvVRRnySyDsnr3KTyiyJyniePSLlyixMdLD9E6N04i3IBqt9G+fQqEBIad\n6dZ6qoqdjYOnYPU8bneJLxl38+GDT7E6WmSo1sfSqgcQwHz/uyguNlBaKVG5/HrOY4k4fxZ4D6rD\niT0zxhULWU66t/E/6z7DX3/y84yJbhr1NE0JSwN0xNXHy6Fr+c3GP2KItVwivYokDBYUSyNRdMX4\nZe0+0staC2+lxHR9HSe7u2nNZlgZm2XL+DxOE0K+An4jRdRvp1gO4KwRFLwBenUb4Y6dbFRWUHZ5\nKSo+8rl6MhXrbyyuKjPaew+lRot5CecyBJYvP16rSdQWUjSO7KE7V+KFrkaSSpgpWxutxhzUGYRP\nWh2epwJOGnJJzhvDFDFYX2nElXaiV9K4VJXxBhNkN6fKHybqmUNTHFxlWs0RcytMJiuWnmyHw6ps\njDtriLBEyJXhHWcP8RfpF9iuHEMSguOdnZSLftRMO/7GQfQrXkO5VWG09S0cbgzxzt0enm4QeGw+\nhrTzTHplJHWW8hrrqHjtVl+6uK+CoTvRA/OEsl2YxT8HIC32IQT8ZsdNPHXde5m4bC33Kx+iOhHk\nFFsZCvj49IkJvOUqE+1dHNl6NSW3ndmmTnQSSGoZx7o0as7J3tRNpPvr8DaWaQouonlayLsdzK73\nsUQDhmQnu8ZiK+byBoWolc4N++ep9Z7i6tZ96H2LpDouXm+zavUYwoTMRDOyx6riFOOWhifjjVJ2\nLSDpTh735jCEQaHaib7cvf+4P4ehW851bWWMYC7J6dYS470WANGDkO+zmDaXVIu7tsJU2IXt7B4e\nzp6jPmSxQ9NKJw/c/Gle2GRnttjMrvk1VFYq6FkXI7UNJFQLlF1a8hLSTBYi1mcOGWvwl4pciGzk\n19yGrbuNVPdOop2NVCQPCWc9yXKYOakd3WZj/66rOL91O+NSL0q1ippx0LTa0tPd+OgxjJINh7OM\nq6oiZJn25Cy1pCguuVFzdnyuNJga1QZBoytKVXKysFTPPu9NfP8DX0aSYL3tJF1N5zCdgqFIB0XD\nYtmO1lhr0TyS4OpT+yji4zHt3XjdWbJ+H2vTIzQSpVxxs89/PQA9zmkcHXZamaEk+VAvr31z3V6R\n1jMd9vMv4otMhzxMe6GnoLBSaaGxbHI+JBhfFliPmQM0peeYa2xlwq8Qckyzq8sC40atjuJN8nLs\nQ1QkNztyr+JZstFWsZ7LwoY/BCBYKbJh0fou016ZfSs7OB1czb90foCGSoqmZJ7pcCM9vUeRZINy\ncAy7uY1izQQzues4ZVxCPLWCXNWqjO8xLd1jxhlg0WvtO5uokjbrSS0XApiyxJGte4grJ8nZVea2\n/iORK0aZ9FpnrlIOkChZ59AjJxhu6uJsUx0f3+bmtp0OjnWt4WywF0y4cP4qMg4fp3pv5GS4hqRD\n4njtViarvTSKRdatOUDA4UN2VYnkcghJYbQmwOp0EZw1SECtkeDU9rW8+1Pf4K4+JydLiyx0P87Z\nZXlEMKGwznmctFTLjLqCTIebxbp6rpNe4HORb/BxcQ+hcYFfLfG/2HvPMMvO6s73t/c+++Qc61QO\nXVVdXZ3UWa1uZQkkhJCECCZnsM04gzEMNiaME7bhsbEBg4lyEEFIAqHYCih1jtVVXTmfOjmnHe+H\nXVeax+O5z/0wXPs+M++XSrtO1dn7fdf6r//6r7UqTg8boShd6Xmu1Tx865SGzxAREi4GgwZf2Blg\nPhIlXq2RsZucUQKkg5dIRXWMp9wUiBAyioQKViZlOmj5jO0ejYbNJG4EKLgcBOs6N1w5jSbBO692\nMxmwMiU5XwCfL0e7FkFqBXEmUmgNO0WlkyAlupKL9KQXwTT416SVJdBlG9f1vIsufx8To9t4et9h\ntsxNMNF6HzktjatwP26zxr/oH+CToXfzvOMgzfUERafMRNDOjto0B4WXeTlq49xwlJ/esJOVtf9x\nROB/1Pplg7IurCkt//da3fzev3uNaZoaUAYi/AeuZ5vHechxnNLoQxQKncy+eAsb2hAAS/UYXkeD\nZE0kSxxXzyrrYoEtRic5t4dQo8rs4AAhf4pou8isX6fqtLPgzuPsuExetN6aVLThdU9gCgIj4dto\n2EUCQSuF5u1vYbdFKLitNgot+xQVwdr0Nk+eAWWRVDDKtH8ru7WzjO6+yGBTwRAlmtf1EghnqF+5\nGW9uB2cCO4lVynRUZFzdWQxFIhxZJxpeYWt5M43WXWFxaSfTWpN6awgxYHBqWKUgRAlqNZZFK43V\nU8hwffY0HzL/ljsWH0aTY1yWd9JlZvBupggfE16LzdC4eq2IKQh0zecJ6U2KctAqaban8M/mWbY1\ncKoaiWqeSqKL+aCLrakUt0ye5IanvoZmNJA8TaLqOlmPm2bTT9NtWJVz9SpPrH+Hvs1RSut0ka/4\nKApWSmVSHKfaOU3eYTl1T6lIrJrGaTbZIupogs6HTle584q1NS+xk5QjTnezSrtLZIzuV/ZCfzvH\nnJjCacqo2TbtWgZBgK7sIoXwIM69GZxHf8DqqMVijM216Wy1maod4WJxH7KuEtUz+Da7fHeyRtmz\nSlexQK8zR4Ayw+YM97tu5IO+b/OA/l4crirtzks8HHojXrXO/c/XSWZX+MxOHz/qr7DcrKGLIj3q\nBrKsYBoi22xWg0Sps0IkOYXiTuEod2LXh9DbNgIhlVPVXi6M7mHvxFn680vMM4x4tkHGtNinratL\nDC2cY3JwC/N9ltMqxrpoUyS4cQ5tVGe6vAOxy8/SahdaXeL9tn/gmuYlRMMkMxDF3Ky8W4tazMCG\n4se1ZqC0bfiDefYWngEgM+am0WM9H6MtIHs0WlU3q0rilXvvXtAx6hK2gEIhdJFmrZOdk09SVjJk\nTOsZRaoZUsEIYXcD1RDxGw2uP/04T1z7ep7pvhGlZZ2hpYE1NqJ2ul7/DUbvXWDkwBXsfpWrp09D\ncJF6JcL85qD1k9v6mXe+jdd0vx050iZfGiBt89JUfTjNBls8EbZUDVY9ARolB7lgnJtOvMB4oc40\nW2m7N5D3rjArWq9X8YbINiOkse7zzOA4Px+7k2FzCrNho3QmhLCZzV+yx3HkdHZvXMK2OcJpd35T\n+5cVaeYdeHw5MiEXfTetE2tvjgBqdnFSOIRTb3KEZ7lF/zmJvdNs/KHBDuMcfo8VsJzxWPfXXzGx\nn2qwbfocT9hv44WYJeLulRZIkKJq83MhsZ0R8zJ9/jzBiEoPlvj6wsAuAALVMuuBJJcS2zkpHuKv\n+X3aksRQzUPSO0RvpUHW56BmswKwHXWBneuXMUSRrFukwzlPn8vqF1cL2NB1iRO2AQJmkS3+NWw2\nH+MF6+ent1l7Jamvs1UcRDBNXvZXmQs4eNtTD/NF86P8fvPzbNkokvMFMQIq95ffyzPi9VzY2+Jv\n5Q/zB4EP85e2j/Fnjk+T22xtsjd+EsE0yBCnFOvA264ywBwb7Z5XqjMBpkI6xsEncRw4iSE3Ufwr\nLAWtnoWRej95dRP02/JMx5N0lnLEKxXSbolAo0bGHcPWtKGWknxL+wiIJr9y+nn2ZCY5L+7mijjC\nSL2FM5BG8lnBiiv9aouZm+sdCA6LNU0IKRbEIUoOiWNxGxviDzDCc5xWDhGsFPBeuZptWNXpV0p3\n8rT7ehxGixtDj5JbHuAoz+KSGwRadapON0WPn7H5OYIdCkLHt/mTk3mwiXzgaCeXYiEOz15iKDVL\nS5bQXBrHdp3kE8KX2HD8LgUiRMQMbkNja1nlnH0n7bYL2aHhC20QwNJ9RioCgXaZuy/PUbaLbFm7\ngqvdpuDx4/PlKVbClPJWSlnLh6jYnDhbKqGBC8jk8DRmOJUMENWsVGtOqhF3JZgYv562w8n+KxMc\ns8/xMhdZ6bNzLU+zJCVZpo+fcC9X59+CJ3AIBIH+bIZD4vNoosBz3QcwXG1Mu4v/LOuXDcr+Pcbr\n3w6e+39zDYIgfEgQhFOCIJzKZv/ncxr/V6zZSD8/2LOf99q+xc+Vu5FbIfIVq5HpkYA1TLen4qYt\nOBHCBtHkFSStxYbbRrhZJh+LMjp6nH7HFSoeL2owSikQojc5Q6lulberqQAhzar4sHf283eDJjNx\ny9G83HWUL956DZe6BnEqbTbcRdqigmCa2N0VuhrrlNxemnaJ1814cLlqDA9b/1dtwEYh20Hvyk2s\nFfazLPazozRBfDyIzaWxMLGTej3AwOAZkg2LibusjbO+thW7IVKrWbqoubgVjb5h+VkEUydea+Bp\n1DA8M1zH04xlcuxdstJ4HeYaaVvForEFF8OlBXZNP8/7Hn6OtZU5fHWRusNFW3GjyhkGUx6mXCW8\n7SY95jrlzaq24YV5EEVUh52MOAmCibcGRY+Pdj30SuRaMmeoX3sKc5clUVxSBlDbJimXSKRWRRNk\n7pu8lYXLVnS9Ht7G7tnjvIaf4be1wQRfZJRGawW/VuNZbqRlc9JZqyDadRLCq0OrB7cdx9Yzj79S\nJTX4Y7p3P4Ot1aK7kKfqCxG6SsUbnaeVNBBMnQvZDnYWBCZd/czEewg06px+9G58ZYst6GSNpjuF\nTfXR8i9ga4W4V7iP63iKqNJmVRhkfn4Pz079FhPCTu5RHsdfWuHen32f4cYV/nQkyfFD1wFwnWj9\nn77UQWLuTcedrNM//gSCCJdWZ/lZ4bsUV20EB6v8fegNKHYndz77BFtqc5QJ4J1rUtUS2EwNVSmz\nZXEazSZj0zSC9SYb0SQmOpHRCoIIL2qHKYZCGG2VmWNbcTTbvPT2HuRdArloHACH0WRa2IqpgVKV\niVWa1DIBAokKfUELCBudOnZfDUMXMC9ZhlZelcmqr1aGXQmMY8uZ+HtqyMEsc3k/W2YWKbbXSAvW\ndbvzp9BlG+VAmEvKAIu1IFO92zEkG3k5TKHURbruZnskx8Q2P4IO7ZIXrUvmLR//TSa2X4/qX0bM\njzGnjuAwWxxcK3Hfoe2s+KdBMHGlRzANA8PpIkAZPWkyWNVZluOsVrrRZDuDqXWuLThJC0mWnCmE\nzjkuti3wYkgS6WaYDZJsL13C3aghofPB5t/z9T/8NMJpGaVho2QEmA4EyIphnI4moYoVpI0rF1AV\nCXtFoJHy4fbVEf+giDvWwvmyxRZm6SAjdHCw9QIf5it4v91k5id9KKaND3d/lT1HnibYVqmLTsJ6\niXJsDEW285rnfo5PqfCI+y4Agl1pws0cit1JyR9mb/kkIU+GoCtLd8lirc4Ie7GZOjcVHBRCCc4L\nexANnYxgAb7+dpu4vYd4boOSx0PF4cLT1Ph28lECxRVcihVg+pUadhRiap2i20+1EiPrDTOsruPz\nVnH27idZdlp6JFsPNlPlwMCjiC47iabBE91WqrHLWSJJinBolYG8lVr+tvarPBi8g38Qfp0/G3gL\nLwlHuG1piauWpkl5A/w82sZvlImEsoTJc4YDzCa2MqIvEzILlIi+Up0pGRqLDPCo5zY+3vtH5PNH\nQDCJds1gmuApBalplg1Lh6wKyrH1Be546SHe8eLj7M5WSNuT5OvDCKEdnJX38EbuJ+SY4SpeQBNk\n6jYvfXkVQTBJdFhAVCpKhAzLR3THHiAUaxLUbAxJMzjMJtdtTNOwi7QPijQUD4vOPoYyaWbUdVpT\n/XjaDZ70H+KEcJjXCQ8i5jpZWLJ0bEPZCZJpCUMUMQWBnkaT4lXfpbHlaSbFB7np/C8o2UVGNpbY\nsTKFa3N8kzT+DdJ2S1ZwbEs/iuAgsTm7ti+XYl7cwkLuKp42bqLYLWEolsRjyFzEV6vS2X6BT5p/\nxG+F/pxYdZ2Sz4NNVrik7+RiaQDThNRCD3VZRsr6EOQ2/YNnuNM4SdEdoLmnjM9VIS2WiTojZAJR\n4pV1RgWmdWjjAAAgAElEQVSvhSRcLXqELG9V/5XPfucPeaf5j2SEDma8CX7YY6ezqHFwfYQhZnjn\nyr/y2dYn+J21PyPi/7dc0X/c+mWDslWg57/7uhtY/59dIwiCDQgAhX9zDaZpft00zX2mae6LxWL/\n9sf/S5cz1o1AGz8Vznp2kg7EuKgNEDFz7O+3UlE9FUvPslAeY2jLCc4dOY8piOxwnMbjLeNwVegW\nVqjafTQ6uuiXJ5A9JTbmrQ3tKIP2snWQz4w9zaOD3bzoO4TciDEtjCKaBjWnG1+rhrNtAaS4HSRJ\nJ1m1cvA+xeCaU3W0qUGGE+fpNFd4XLyd+ecGSYhRfibtRjANXi+cpRWzqPZqupOVpe243RVinpeQ\nTYWL7f3YSxIdNYGNujXYdloeJWzkCWYL/Arf55aNCQJ1EcOVs4Ydt/zsXbrCTZUnuFp4kkxQJty2\nDMjgtDVTMWKu8IHJDHalRsPuot1203DVmRqskvLacSkNRpzWWA6X2WBg3XpfhYSNot0yTJ2VJppk\nQ22OvwLKJjw5xgarJMt2ZFNlrrkNlypRcIhsW0vhbrcwOwZYclj0g7vtonvxAm/mn6nJBYKGjzl7\nAUMw2NqcZUawup/LmyLnBfXbCJtl9SE1R0fXHO1iitjuGWLbiwyIk4y15xFNnYfVe3j+xBuZLh8m\nWcqQjUQ4uLxGvGUQbNTYuTqLPbdMqGhp7jr0DXRXDodpR/TkCSwfpbu9wQfMr7K9ZJJzOlhbHeel\nQAd2Q+EG9/2sGscwtnfxMdfn6GKFyx0jiLpOzHUWe70Df24PDrFFWCmQJsniyWtInwmzmhK5MHaa\nRi2EKJuc372fZGYdc6uB11uiQoBoQaWsRQiYNdpqmW3pKM5Wk30Lc4xyiVwsQuJwjcSOPLV1F2ZW\nQWw3EQ2DH429kZ9eeT/fEH6N84f3sOHswqar7E+dYZqtkLHRtnsJmRCcVJnw7yJjT6BVJNyRBk53\nlXbZzn1bfgUA/3wbqSSjKyJaS+LMyAFychK7V8MwBMobWyh63JjtJVI2P5KpcVi1tGQXvKOcde3i\nn8TruTK0g3ClQFUMoGx4uVB34BJBycmsPfwmyvO7+WH47axGjvLTw3EQTOL5XSyZA/SwzLtWG+ii\nwINBS6830LJao+QdUfyUUbyrBKtNWoKT86YVrCUVgauK1p653CFhuEqsGAPYNqvcFHuQAhF6hHne\n8cA/8KnSZxmcW+NS/zCPDF7H6rMdLE7fyckdh6lGh1DDAl3hdSRTZWjkEkrRDpId53N2Fp/sorXu\n5Hj6IN8ffQsATbtlj3YFz9Eq2inpdpopF5M/HuYXC7eid5wlLlqCtQ6lysXtIzw6djtbsgp/9dAn\n+bz5e3ziwT8nkVgjuPGq+R1Zv4KUrOCMF3FsmPiqVdqCiw5zgy0NlbbNzgmuZtvcBPtLVuCRsFtN\nXB3FJQxRJNWRINgw2bMSJ+VIsq1h2SJ5qR+5EWeLOcmsbZh0uYei28tANY3HWSRrqxIdjxCgjCFI\nhLUcXneJglAhWW3Qku0EFQN3xLI7omjQ4z9OxMxySt5LuFbmhvozLApDHFWfo3fxLEeXLQCxHAwS\n0K0zGVYLLAqDBM0cbzMewqU1adhdZPQOJFOjv73AtLmVh/Q30hC8/Ln0HhTVjttTRq15mFw9jWHY\naLddXIruRNZUjhpPYvo82E2VwXIbVZCxq1u5FAnha+vcrj3BjqFz7Aq+RFK3XGJRTWPqAtHoMqYJ\n8kKDzmqWkJHHkXiE8MBx+jwSdwv382U+wq3KI2AazCVGOJ67CU2yMV6HRO0M9fUwA8Uya247nXqG\nO/QHuTC/E4fhRGvacIRiHFHjrzzn3u3zaE7ruQeTWXoqOd7zo7/n3vxPOHzkBwQ2waEwpLBYt1jX\nY0mLXUrIazgFk2jVKhB6PHAX35B+jWPha0kL1l5Ijj/CUecEB8MttpmXcEkNRoNTFNx+qnj5Tvdb\neCZ8PVOP3UK+3A2CgL/uw71yDcnkLLe5H6Jb2eA7wevZMv4SG0KBc2MXWXUmuc33Mzqv/xlgUhSd\nBGwZjHKYUucAHStFJEPh8+MOVv12bji9hKM0QLPh5/roTxlyzFCddpBd+d9E6A+cBIYFQRgQBMEO\nvBV46N9c8xDw7s3P7wWOmf/91NH/gPXRua/w+Stf4Fb9EVL+KAV7k3PROFeXZkBuIrUDxNOWxutC\n6gjNlpuHnXfRqyxxbfAx4vEFTFPAPidjCiLBXQt0jE4hZaBRcuNT6nRXUpg1y5A+69yBIYosCz14\nl69i0Rxkd/sCv9b6Eu91fpUjDhkwme2wRpVEig1smsaWFYVJxzHU1WEWHv+vfHTpGZpGkB9d904K\ndoHjXRFGW0vEuo7RlZxCqcbwSF2UNnowW34GRp5liBmmhWHMdpznOjv49v7X81nzT5lgO1uUacxG\nkNu1n7LHOI2n6sPuaKApLgTDxg6ti5sKL9JtmyWYSdPVWiRiZtlY0ajpbaoBDxeie5CVGi27m4za\nxa9H/4qFrTtpO4P4lSqdXqth5hgT2MZcYIItYKNmt1Il3VWLzQsaFymYFih7W++jrCoCc1f20lkz\nWdIHsRkWwxeqqfTlU5wI76HicmPXDfZnyjTdQTAkmvYSHiUEAgQUiXHTYhgFw8BdsNKh7q1TBCkh\nawr1rJNAIIOvcwHZo6Eb4L56lv3bH+c69RjPyjfwYtzNjKeTRFahtz5BV/kh/ttjL/CGsy8wurGE\n2KqQaFoOINQu4XTV8LmsdGb+5Sd5QH8TC0vbiVcV0i6J8MIZbI4O/I06ds2Ea19kdOwFJFPhtwtf\nxKU36EuvY4avsLHRx3TKui8JeZ0VrZu1ySwbFyL8bG+GnaqdcaXG7PoIa94+XlN+jJ7rTuINl9EF\nG8eHeygZAfwUcZU26C5U+OgT67wv/jcMuy5St3lx7agir0Pu6QQ7J8+w/7zVk2s93kPeb8VcJzjE\nKr0EWhUOnTtLQ/CwVuvnY4NPsq1rkcClNl/m93jAeBPZyW5kl4Y/UqJVdfKs/zryS714T+nsmJ+j\nmXfQKtn5eONb2DQLWJdXg5gNAUME1ZZiTcoRM7IMOReQdI2XAtuYkbp4tvcanO0mRzas4Km16uTn\nzTZ/lXbwOedn+OO3X8dP/fdwRthPrJ7lQqKDi8YOHqim2bAl6WGJXP4vcLYazHaOotd9XJAbxML7\nKMhhgkadhn2OsLY5CD5wEABn+Dq2VgwkU2PGPoCKjbSrg6EVq9HtRsJK7XbJK2zLFhnyTVMrB/nr\nvW9hReqgsuxDPtXJzqmTVJcrCB6Duz0/4iOZL+EQ2jQyThoeJ9uXU4w+KRD9ej/Plu9hpbMLe7vN\ncqIXwTQYkmaprrlxaCY7V6xiAOXiPrrP/C5JyTpTnS2Ny4kwS41OzgXGSE6VGGCBnuErSKKOc8US\na3elFsnpoyCDENDJtbaitiyXkRSWMaPfA0AV7GxbXeXzZ+G3lb9ADJxF1Zs46xZLUpF9RPQiN51P\nEK0PcsR4BsE02JON4c6PMy6foCyEONPYCYJAZ/k4okPB5ahQHn6IoGYJ+8NqBVHSqblThIpWtmQs\nV8buLWEaEqYp0LflPHs5gWgY3Dh1hmtXTvFF86N8dP5pdqoCd1UGGctbTJ1Ptd7n/vXzHC0/y+cK\nf0DSeYZYoUTTJrJu9hE0SvQJS6yIfTRkD3tnZlgNhbhffScmoNZ7Oem/AVWHf+JdnPIfZKx4nuHx\nU/T5T+OuFVFXreKCRbWL8z6V7qJG96V3Y3NU8birHCpNIBgGn87/DZ6UjigaqI0QrUaEfRPz3PnI\nQ1RnhgmGUjRtJ5EwkJsQDV2iu7nKBXZzzHkjomEQqaS5ynkLJVuIgzkVwTR55+UU3nPvod0MMKx3\n4FAjyPEgOze7+3vMKsn+s/gWj6LmXYTDayCKhAJJeronkGSD0aB1nvJ6lI2qBebaspWWDgt5et0a\nHXqKmJnmuM+S+iwyyMyN1n6JkkUZ1xDjE9RzES6fvo6OdgpFdPCo8XoMUWI1lKCGh+VOi7WKtgU6\n596MfamX1HMf4bXPu8gJUR5zX4ctMcmx7gaCabDlwgSyt4DLVUEXJGzeCnrJTc0RYXixhrd+kiWv\nREDLsbde5mJTpJqN4HQ2MAwBR8ZGYvTVJrv/0euXCso2NWIfBR4DJoH7TdOcEAThs4Ig3Ll52TeB\niCAIs8DvAP9D24z/r5ettgVHrMqOokXXnxrtRZdsHHncShHp6zCVt0BZSQ7wo5l3sSF1cc/sOez2\nJl3dk+j5buznLMNR8PuQwy2cT8ukInH62muMtOdoedzImsqksJnSFBz8WShFWuxg0HGZfdppBppL\nHBhbJZGYQ/dZr6c2XHzwJ9/j5vNNVmL9VCv7cC6pRF7O8BdnFFLhKHcf9ZDzSrz24RcoZSXsziaZ\nUpyGDB1CEvvytUiSxoC6QNYd5Wt3HeTRvfsZq0pk6KAheEk0r+DPHELMydh9KeRmCKejSUtxETJ1\nrtIGEdpeBAF2Tx7nzeXv86nypynJIU5VOxlZP0cmHsejtKjbbUzY9tEWnJT8N6LIHrpYpktYxq6r\n7GxfxtM/gYaAHycx/zIYElLVMpzpmJcNpRvR1JErEscXennSlaanUiXjD6O6LWAy1JhlIJeiZXcy\nF+si2jYZ1lyEoz3Y2kFE5tGbFhiWcil2Oaxq1mA5R7CUo9124Ym1CZlF/M0GrdQQgmDSc80Guirx\nw4ILv6eFLLe44dwFBODi0J14mwpHJ1rUjBqu2Et8q3MGuxJilAUGfS1ubj6Pr1EhVKkTCKTxJCyB\ncV2NUkp3cp/7wxRTL6NKIkXRzYZbJtCokz1/BMOw4fMVeKbgI5/P8Cn+iI9k/xZJblNZuInVSjdG\nW6KDFBmSONsi5/dWqHg1Bpse9jYWeUB8PW6zzjWDT3K5KVE+Ywm+n3z7b1MQfPiEIv7qHN56hpH9\n38LlyRJ40WrOWPrhILG/spExB3C3qmxZnOL09quxKy1KslVAkRY6mWAHgi7QPWul3abYjoxGuX8b\n4g0+NEFmRhxlrd5DFS+LzkEq7TAt0cX0y+PYsgK7Zq+w9lQXl09tZToywL8G7+VLfIz0XAyxZZ25\nkKfCmkch0dxATLYYFq9wLHkAX2uGhZ5h9k5fxNZrOV4xbaOjaDIj7mXetxWbbvDUcB8RM8MnCp8m\nbm7wHe0DLKvQtDnpNpbx9zfpX51l0rOdaiHBrLRBOeqlJEUIKVCPTtMhWwzAUqiXQF2nR4qRMwxC\n7TzTbGWjehhdlBhaXUDSdZa6+gHoca0wuv8A2OB0aDeFlouCbPUU1JrP4VBVfGubAD6fJ3p/hgvf\n28b68TgnZMtORCoZ6p5ONMPa87aWiSFJJM013DTRFoM8eeRGJMGOYg9xqFXEld+Kbcli8nprLkpG\nEHSTJzrGEDM2TB38o2VUXcYoeglUi+yevEB09sgrdlHIbSex6bs6qzkGo5amSjRNRjNNIorAkelL\nVCKXuFJLMxDKYzOtQKfDPst68mY62nH2+1/kj6c/xYGKB09+/BX90wt9lq7tNtM6kzuGnkW0N7CX\nrMAsvtnBXfLkcaetgfGhwjJ+dxWhEqJRjeLxlLlXfYBPPHGRaK1EodBFV7OFbaGfGedhvJKfGzes\nveGtWR/vTPXwzvRD+GJ1kAzii9b+XZT6iQg5hmwWY9q7vswf/OP3GE5l+bnndr7Ex3lYvp3yrXG+\neeNdPO24iTFjkje2/wWArsEZbn/8cXr1RQBeVDUywTCD2SxLi3upH/8Aay9+iNsuzfKJme/Q2c5i\npC32SavGCIS9uBtVfEAhtwNJ0oj0X0FXRKpznXjcJXbazjMtbGM+0sP25ZdoGkVqPus13rru4FOP\nlFlezvBd8ReEMweIGCLOdoK2PUexMoNsKnS0MzQu3UHt8n7Wa4P4/RkkSUEKFvD78zibOgNJy15J\nFRcVhxd381UQEyZPxF7E4WhykBexawrvu1JFFeyckfcimAY9K2O0Y0so3nWy6wnqagfKGSuQftS0\n+jWWXQ5+ftU1tDZHFXapAjbVj+2511PL7CaZUbk62+YX5k0Mj77ElDREvJmnNm2lsaPhNURRw+6p\nUFWcmCbsMSd5w5oFKPXKT/mr7V9FE1QqG9bZKadDiAmFzu6r+c+yful9ykzTfMQ0zRHTNIdM0/zC\n5vf+0DTNhzY/b5mm+SbTNLeYpnnANM35/+dX/OUv4eQMelLBl4/Qla+yHu9gZHWOLZdmyU++lvTC\nG7ATx6EpVFwezm3ZSWcpj/fiEfR6EEEwaa/twBPy423W+ZbwYe7b+Ag/89/LSrKTnnaarcIsvmqV\nSNNyaknTav+wLr0HgMhqgOlTb2Ty+A00mz6i0UUCeNA1G6ri4kr0LJpQpNIcoaD1E6mdpZmd52BB\n57vPl+mra/jVCnsvHKP4gITxUoi1tVEqYpOMVGUpV0dRHEQzRUwEduQ3eNePvsN/eeoF/uj0l/lN\n8y948+osAhJy1sBnT1H39uKQW7TbbjQzQ9MwONi0UjsBqUHAW8FVbtDdWmJX+SKrgsBVp88wkLWc\nzFmXpbFZC/QD0OOapdFo8s7Lv8vIag5PxwSHDv2A3qFF9JALqR5A1Fv4Wy3Ox4Zxl2Qkw2Bq6jqi\nud1MuOcJV9K0ZTtXOi3GpkWLrlIWu6rQsjsItTX6BB+31K5FbIWwySloygzbm0iyl5g9R5c+Tag0\ng760SqtoRX83l45x73OPouVM2mU/NpdOKbWFkw2TpYk4VyauYb0xyN6FSXo21vj4P/0MvxKhjIRi\n1vC3Y9jrY0R9a9zTfZKx6gJXXf42hcWtiKJBcugYYgVMeZA9K9N89sw3ucmxCECmZ5i0SybSaPJc\naYRjZ97BheffxtJylJ96JQbEebp3znKiLvHT2DQbwRl8DYW4maIhe/nF/hpnglU6ZQNVWmTNmeB8\nx0Fuu/gkZx8z+G7BgWpaDm7PbJay5CNAGV+iit2zhicxSfnMDWz7hcXyzOzs4TO//ht84573snM5\nyzff8lscO/I6OjOrSKoVjQNogsz49EWO795NopjlsryTtimz2D7AOZ9VCZklztHGGX7Mm/ksn2dB\ntKJqZ91KXdsMg5rRzdLwLn5j6yc55dnNSeEQZ83dSM06JiKdtnlWAwmSlTSSZLAzd4YVsY/Wdg8V\nf4hrzBNcKx4DYCWa5Pfv11G89xBopvmzr97P7vk2b87fR0d3ljcYPyDl6KaWsETGwWqdQE+V0coE\nZTFEutVJ2hciY6vTsEvEi2HwVokMP0h0M6UTKBcJ2wTKhsGQ2WaBQY5pVuf53XkfgYZCPmyxCwl9\ng8qenwAwXR1GAFqiD1WwYRolYuNbmWMQ0wT9ER9xxUWnbRAnfqaCA2ibc2br3iTxdR1UHddm5d9Q\n20pPztV2c2mwzVv/21fIJO8g5OykoubJNSzn1VcM0JGxwFLKG+XLd/8x5aoPUTRZLPXR9ob4wD/9\nNVvWCihKkGJtcyRPeYCDmy0sphb7sD+5FV/bYEdRo+y2tEqOSRDdRS4OnaBv/AxJw0oXdvimMO06\nEfd3ESQTY6qFohVwF8aIGWlCWp6i10WwUmB+Uy/oiJbJ57qRFes9BxatINntLrN1aYbdS8vEy6s4\nnTmqJQmKVkGSI9eDsxxB1DTMqsTQo59CrI5jD3sRBZHbs3YkwyQwL3LpZ7uIZKO4lFc7NfWds0BZ\nRfISEXJslS4jmAZ3HX8IbyPNW56TuOnSs5xlDw9HD7PoDnHXiz/n68/9Dh+TPs9gYolGxonoM2hd\nrSMmanjMKucTu0AQcK2eYl4xWMn0U09t5zbzx/z6xvd43nmYheLmjKS8E8GxBbNRR/MGyTe60HUJ\nW6RFqxCkutpAEE2uki1gnCjOY6//FBC4ZFshonsIGC7Mus748hSd7Qyiaedx1wXyhkrLnmVWuY+b\neYzdmUXK2TEeDEcol7oQRZNQcIOOzmkMXWLPhTK+Zh3ZbKM0AzR9XvpWZ3GoLQTTIKg1EFxLBNUc\nb+Rf+c4Xf4PXTFpZnUvGLmLtGh2rt4JoYJqQyFr9Gn2bdqNlcxHLWftkJdRBU7bkOp2KVdyx6t6N\ns5nDo68yvq6RFWOsS53MMEq8UKZNnGYtQjycwm23JChFI0ikkOKldBfvvfwyv/qTL3PLjEJXI8pL\n/T/hSt2JrkqUJjx4t5VhM3j4z7D+T0f/f2eZB3vBDu2Kh5tblrO4OfcMcs8ahbO3U84cYkpfI9wq\nM5PoIe2N8cmVr+KNXqEx/TrQ7Kzmkxg2N299/F+49uJJHknewsX9d5IJRelppYj7C0Qnz9BrWGDs\nJuNx3EaDhc1u3K5UhPjKZcL5AsVikkAgQ1Lwo1bd2FWdib4KJWeGSM2q8KoJE3SsFzCaRYZbNr5/\n/DKnj7+Zme4WR85D5/ebqE0rgpp2T6FIG/y49g7ElJ8v/OLv+PHU+9nTnORS8UkKiyX2G8dZ3ngD\nSXkCOatj85YwJBm7s47SdtPTnmFZzWNTNsf6eEwcfpV2xc6B0nm6W+sERgZx5zbYO2Xpw+ZcHSTM\nFOZmx5OYP8WLTRv3lqc4l4tRmr2eTMNDvGMRvTOLWrMOZ3++wILaQ8oZJaYW2K5PIup+Dpd24K5a\n9+94bwcO3cAwHEimSe9mJ+iQUiFqE/EbEWq1AIK3SSj8Ih2HfsjALZbh+JjxacKZ7yMAOSuryL1d\nV7H/zCPc9fBT6FesLtqLpQGGzT0Un4/QTnlAELju8nG+88e/RyI2i4CIZJhM2CUCrSg1eZ2vuzTS\nRFloRtGc60jpvRRWdyGIJvKKwGxrCcE0KLkklnL3ArDeP4YhCiQbClEjR7ekIahBOtZLpDQRcgKm\nKvB00cZS4Of8ZOwrnCnKLNU2R4V0+9HkbsZdOkNpgW90vxEBE+/sEzzWbzm4nsAiAFsDP6QlO/Dq\nDdrjBrYBq/JLne1m68oa0WKes707OLVlB95mje5ihXjZMnyd6RVU0UeoWqYjaxnV/tUZPJ40vmqN\nSz3D5M0EVT3KOb/VHsQURLriKjP6KLpg46XwNfiadYKqwk+vuYE3/clXmO/ZghG0mLzvnv4Y7kaV\nmb5t2KolTNmG4japyl66LhYIfE3mtX9rOaYfxS1tWueOS8TIIRsKL+yPcmXgKlruAY5OPESoUuT1\nJ+t0rFmVbIOrZ5GVJqe2WyNcAqk2Dm+Lq+NWdP0XAx/igT3XcWZgl7VvSzL1ja2I9jZ9qnW/zXoT\npyhgqAJHVjzogszj4e0cyGvc7d5DX93a785WA89cnzVL1pBwFrZz0FT4Q9FNxW6xBlfvGmNDvYH7\nf/wOPOL7Obj9YxxNvJH90dso2EPMBax+SnpHH0dyIvceK+NvWAzYQDmDvCDwojTC6wIizuqLOGoe\nQo4uzvsdaLKf62QHBwo6AzkFMBnWRAbyQYplCzSurifx5bMIpkllZ5WJYJaNzC6a+QEUvYO7cgbj\nBY10O8HKym2876V1fntaYVD2o2MipSxHu3PHU7icVeJ56+uYuEEk8HV6vGcQmpBu9rPRnKHYFEmf\nitGf3dxT5TSz5jCSZv3eicx+esoWK9PZ3IfeknG5y7jcEu9e+xperYzD06Tc8GHLW8DKTG9HNd14\nKrvwVA7xpcHTfHLPd1k0/gGARNvkL89nGJs8hraq8Jz2MBc2Nlm/lEDn+qt9DcPk6GCDN3Ef/a1l\nMCsYosrVk34++9gzfPL+k7z9pUfpj83gDWyyszaD9VNxWBSpvkZH77OTJEU+sAnMM5Y91A0Pi+5T\nPO3dgyLKXMy9HW1tL1IBnCsCerWDEqI1/NtZoFqwwGq7shu1YRUxjZqXuXH2OPH0d8huasIUQWPE\n6GIVlb/cLtK9Mc+2fA4Tg+jGTVQLCSSngis2xDv4NttnpklpGZLKAqVKDE2TGRk5QSIxR3k1Sf7F\nAKFvSITUEouuJFW7j2S0hr92EVe7yFrLhFiJHe4eZFPF/HCW5YERwvUqmiTT015Byf855UUvlWUv\nbDLDNtPEX7e0XD2leWRDoWF3UbdbgXFnywJlbaAjfRKcCs4VCzw90HorqmBnsFRB9IbJ57twBVIM\nD53GMASqjQj2ZprZXBj9STt3PHeeRCvOVYUDDNdKmDYnl749THXZSyCtkFud4z/L+j+g7N9Zrh6r\nFLm/nud3uoq8/eTDvL+rSqZfZ/eFr7D31J/wlN9NpFVEsclsrc0TvNhmz0NfY+NlgZd//kkykpX6\n6TBUfv97/4BDaeNVWxiCSHcrjdLwcvEN3fRGrPz5DXOX2V6dQZNs+Ns1PrjyBWhJhLM5SsUkkk1n\nS3gG56pGQT2Pao9Q91iHUPI1WPLnSJRAL1hEo2hk8elNHrxF4vyQHdE0cLQtQanHMQ31Jm91P8NQ\ntcWqmUQXYdSzCECr4GL6J39NZz3N68OfRSzJCHYd2ZPDJrcYb8/jrFZQqheQNkGZmjSRHAaaaB04\nQzAZHd/P5a4IKan6yr29jYcJKpvpGS3P6ZpM54qNy56LvLQ0zv0ZF6nUFgTBpNa04zBlDsxMMB8e\n4KXgVeyuTrFPOI/bLNHR7MDeWiHUNqjaJeIN5ZVS3oHNyGtAsQxgXj+Pni9gBE18CWvYtsNvAZCo\npJFP1LncYeOYXWUl66B38HbSIxFEE7TTXWQu3IP3bJBDT1uGQm9Ze0RwhVD2uxnwnQR03GqQ7/t9\nJJoRKq4Ck94ST27/DGsZCV2vIegeShfeDBoYawKmYUcUy8x4Eng3W3xshC1mYrAuYpPd1IQWq95l\nglqIm8+Y6MeuYePc7fxgMcWfnhQ5WmvxTcnJlU0Nz6Xwb1BM/gl+9yiCzeTB2I0cKL7II/vKGLZ+\n696rm4JnZxJFsiO2VJRtBvpIlXY1jl4VEE2T/o1lzruuounwUPX4WA8JbFmxijM60ytkw1HkRpqx\nGUsbGChn6SldpCv2GHXZzSnXIcrNdc74xgg0Lcd70TvMsmRNe5gKbaWrmKHisPPVe95OLhhmsWuQ\ntJn1GbEAACAASURBVCNCTzPF3uYUWxanmO8dwTB0dLuTjNcCMPFGDs95AWPApGdjjbwQI15Ps2t9\nmfxEE3c7xWIozg9evxdPs8EH//k5bJqVAjXmXktlZhdvr+iMNebRbTK+WhnvlAUGerrW6VPmMQ2B\nUL3CuU0mtl0WyVy0wHNfzUqth1rWGciqBndsuPi1+Qrvvv9vuOVHf86KWqG/Ze1Kf61NaO1doDmw\n15O8oe3hw0qYGwQZp287GUcPjz3ST1+lB9V3mC2x7VxpF5mvXiDh6icoSkyGrOfnvHqcy7JG9/Yw\nobq1F71nduH5mpcZfyf15aMELwXoFFWCgkh9Y41tUoxv9ncRa5uENRj1u3ld00HIEFGqFqAJT2aQ\ni1mytiR3XC7zgmeRzNm38sKzv8tXAy0GNfivv6jx2kKDtruDXROX2V422C/YaMoijR37aLU8SJLC\n+ssfonezrUOHDL7r52kcMDDmXVwe2c+FwgmOpf6F9Pkk3csW4NhrFrj+6usxBRAMk9iOu9ldybBj\nsc2N5lPUmyG8rhr2q8rEr55iZLPwKhm/kWL1MPWzb0NetpgYhxrBbniJ79pNTi6yaH+1xmzf1QEy\nAYt5W401ORsX0XRYqotEyq9WX4exgPduzpC68TWMP/okvcNxBKOPVnkvGG0ETDyyh8WIxbYKOkSO\nvoXGMyKGH8Zji3SY1t92N/K42iXaUgMTg2z4ceLfXefUwo2MVi4RydRI/Fc7A7PLmJjg34WvZu2f\n9oplF/RSHFPbAS0vnuIIv1duELBN0bA1ELGqywf1BFcEgU7hJ/RpRUZSGs8P/Ij10FlcJQFBNAl0\nWGeh0eqnaRNQaCOYIuWFo5jNLrKZfopnklRnXNQ2eonUSpzzW0VRt+ZfIlL8Cq7cp6nkbIjeNO1A\nGhUXM8FhOoZ3MrZuMbcxtcBW/zypp3sonw7T3vEUbdEKJGLFLO5mjS8cupYbihcRMJmNdWHTNWKa\nlcaMLj9DKP8yml0kVDeIVDROuCwt5+6iTtvpJFfoRBBNvJEsM9OHUQoC9apGb8Sgc0+Jnhu3E9yc\nC3yPtMivto9hGgJX+sdxXIogu//3aR77/8ulHxlAVx0EJDeJ536Pv2x8ka6Bo9gGQgQqC5SdVZqy\nk17NAhe/5ciieEaRFQVNXeA+uwcEyxgdvfctjPzt37Avs84zHZt9ZvJZVLOPv/zw97hzZA93ZY9x\ne+oEe7KWTqUznSbzpJeOjQLRbIZSqQPDAEEA73KLCx0LXNt7M/GkVb15OXgOocPSSenFzdy/suk4\nnX6eu3c3zh2vRQ+dZc29xlYjTWnGxbnv2MlnNzCQqCeuIxnZnCFpd7Lr5JcZ9ryAiIEsW6XurqiV\nzupUCrR83RRt5VeYMrXfcma+IStF2XAZDHZvQ5MkNOVVIzdcmeVansJmqjgXioSyJk+tHcSmpnh8\n9B9JJKPMTe+jsL6F1VwfsUyaD56/ny898CXuVOe5N/04fUaGXdUzrHpWeKrrFwxUrWgrVmsT8vvx\neDz0FtL4jAp9rdMk7B9mWP4cs/4MpgPsA3M0ssNUZq/CSwxRdNLlcXJizxwTIkTDv08w3gUHrEaI\nebFOYeo2dsycZWzN0hUmI2FEBK4yt9Pqux4hp+GyL5GoDjDa1rErEeruGg45wK/c83Yi4RBC0yDr\nW8RT8xH/nEzqsowgiMRCVaqNCOuhKVxKiyW/1c+qv6piiIAA854sS6/9TT419l+I3/0Z4n2/QssI\ncXN8gQ9UyigiSGoGAWhKloPLiGOs799N2hHl+soFZHmUfZfd2HUTRbfYh3PufQCskUIPgjJmECk1\nSActBnLH0i+wN8/T0Vih4XLz+IFxbj3+C/ZOXyRUypIJx6ioPnZPvMxbH/wGrmaFhqxwKX8OTIPn\nY9vZ0IrMu3u4ftFiJn8SvwldkIkYGTRBZv/0eR65+hbaDgfRYp58KMYl3wjXF0/gEHSG1idR7Q6W\nuwYRPS7OBMetc5RYpjpq48v7JXIBiwUWGjr/Irj5XCSEZmygyAnS4R1sWb+Iv6EhG5ugTHUTX5Sx\n9xzmrh7rXHYWcviXm9Tr1rk6vDLFG04+x6H5CXTJYhgFo0272Efgr/2MLVmtPN5TXMfEpKJDMe7l\nPdMm8UIWxWhQU1T6W9bZSDTcdKhxaqc/SPDKm2k4DLrslgmOBHfzg847GPPdj833Ih/HRUWCqbrE\nVPk4oiByq1zjh8OH+ccb383aQJhHPSruiJOdSwp3XGoy2Ijy+Mg9GILIk5dLlCpBii7LsRV0eO22\nYSrfm0Q1TRKIXJ9rIxsma5JOePFm9FO/RrvsQREdRHt3EC+MINd2sE+S2e90MCJI2ASBNVuVkZId\nm2ADrYKhqzgQ8MXdNA7fwZWpIxQeeS3V1X0c3VjmU4NJbhl5H756COdFkdLsNv4gOwCYmHoGHLsZ\nWTfo3ljlHaEmW5IjGJKALth498F9eFzr/Pa5pyh0ZKg1QrjcJfqClqYs0msFF0NjN5OLeNiTvfWV\ngeQCArqgcWjbNQDkbK8yYKHefsoeK3Bed1WI7zzI4hOd/L1T5jNv05A290mEPFUzwD+duJu+oTci\nd3Vx+0d2cOvWpxlkFk/Ysreji13MyIMAiDUHuwa3Mo+d5ikJQYB+1SqyQJ+hdu8IWc8qc+FzjLg3\ncGgaW5MBDjS/xZaFB8n/5gfpH5lDja4zlO3G3jyMpBmYF11cKMho2U5AIHj2rSQn3s99PZ2MG6pV\nvESGvCHgQGYSjVvUx/D2JvBoTpK+x7k58HcMzT4NQDh6ArURRCeBKekYgonPcOK9PMqlf5ZxVu+i\nf8Pau/7t24jqKv8Xe+cdJkd15e33Vuic03RP6OnJOUgaJZCEAqAAIoMJNhgwmA+Mbex1wPY6rMM6\ne529rJd1WC/O2AQHMrIRwhZCCOUcR5qcQ6eq74/qGWnQDAiQkLDrfZ55ZrqqpurW7Vu3fvfcc89p\nVwxrX/nQIfwZDUkbYLTNjpB1hvLWkVRC/If6FWoqgpS051ZzDg8hBBSrGtcG1nNF7CwydmNw27L5\nWa586Ec01lRzhb4XXUgM2uws2LYeCzK6rlO887ccDNlQBoZAaFTkpjOifW0UDAmyEgwMhBg5UsfB\nDRfT3l6Kbdi4dpXrIIGKYSI3X048kQCgiDbyHDKekgrW18zicyvuQFNOa7z6CZiibBKSw4OMdpXi\nu+gjUH4uIKBoNpWJeo74YGNJmhXOXVxVWcU72cdFS24mWGyMpO1OhXD8EKokkIGGeefgnDuXCxfP\nJyMZX7x4LM2wajgWnp8X5AO2bQigvsOw6lTsN0Zwsdb9BAeGqX1hK329RueqdUnsj1bxlbM+TEm5\nEaBzu+95Lpx7PQDZLuMcqmaMUr5edg2fmvZprGVLiNraWJO3hiZphMR5B5l93RwuvfndTG9oxHfj\nvUQ++ASqzU40ECLQd4jW1mYe6biL0o9/GQBH2Di3Namx/P1fZuXHPs6OQStoglSpIULDMcPHLO1W\ncAUMoWhLjmDJavgzWf5y6FwuS/6Sz/IRXK0xVj6nUdZ2iEjOV6Ui2oxDUtm8ZQZdo3EiB/cQmFXC\n1QVPc0/fg6zof8Gow6EhjmgbSakZ0mljKXZRdw/vvesuvF4vTkXiW9zKBUceQ5UOMdJnoaDxfON/\nvcMMd1TScTjE7MVrKCy4muY8Q0yG7WEuONeoy9Cssznsh70lG5jvvof6d3uY9r+/wOkPUFlXz0fu\n+hDVvhLiYgVyj6BE2Uz+QDGfa5UBmWjYwcrS85Akiboly7Ek4enS/2OWT+IIgkMFdmRFYXZLIQ7H\nMG65B8/oMJqQsKeGGc2JdIAthcsIlNUTuu02mpeWcO5Vs/lb7WfYlwnSPJok3u8gkLHz0eI8PhmX\nkdNHOGBpZFuJMb1dm9zJkoyPxJFhHMMyh6wKvkwfm+yGwOkYzVkzJSjs7+Ac2ZjOsaWfwdvxVW7a\n/nUcI8Osmr6Exh1b+X+//zmSkBlyuKiVQMlmKD60B13IDNkFkjZEeGQnf48k2J9LFTS3cx2h0U4e\nCRqJhPszfhCCB2YuYmP1DC498iBXbPgTByIBhhQHM9KGw3eotwc1lWRHSS12h8wTgdnE+o/gn36Q\nHVcW8u9t76dgZBT0LGL0T/w2Y2flwBA3dO0iq8boskbwS88zagGLOjxep5XSZojP4W11Z1O8bxUz\n9m4m2NVFV1cRmqby+5J5eLRRirrbCGaN0BaK1oVL68HdFmL5gST3rhli/nABAoHPrnGorQ9JlpBz\nwUk9yjqKho1no3xEJwu07W9C6ainRUg4clP5TaMCVYNDti4Oi2m4EazvT6MpdgazcCjdy/mZAHE5\nSL4+k/I/HuQz2BkZSrEwK/j0oQwL3QpL8s/hS5fV88lpcf6Im3dILtLo+G0xwht6yfYl6SZLTJdw\nDytU2HeQtOrMUDzUds9iY/5V/Dp2CRdEp7Op/DzKNJlmu8wsReU2rPSJYXY4XiQt5yyKC85F9ht9\nky1gJ6VbGegJIPYZA9agmuHO4jyiecuYln8F8S03MFteir9GZ9TuBgRWSzOOlM6HOn9GU1EMu92w\nONmsAaI2K7ujIZb6v8LjzlkMD3uR1SRyYBjn4xJ6VkLPykTj1QwXu/kho6y1GtOIaZGix9FPgdtP\nxB5hQB5CE2lAxx8JM+QyxNs+SycN4Uau+dzDjOgye2ICO8Y5fGIAj7uSW8+9lAubjT7eYleoKB9i\nefRDJKxGeI+ItYIBi53YkVEGe2OUFSSIXXY1f/EbQi2eMgY5rux+slEnf679L56o+CnzwvWoTp30\nnu1kclkXCq56JwMuJ4HA35A0GUlXqdu8geGeLh7uFci5MJ6RRAt7zmrkwXCUC7QR3tPTi6yN8LAS\n5hbrLh6w7qEl3Uf0lkuQb76Vb7R3ct7QMH+IGrHtMv4M6cEwUmZsMG7nMmkO2YI0Z7/tHVx66+3U\n1xiWsbKbriZms40/OwWj7QRzU+k7j4mVELV7eXJWNbESL7GcN4VzMJXrWkawShr4iqgrM/z/FjbU\nsXzOHGRF5UJnkh9t/BhNWz7D/Bf3IxAMoaGhsTfPjaO7H5t/L7UDxvuxvncPYrgvd2VB97O3sa21\nkr8U/IWCqGFIKMml+MKVx5w5c1iwYAGhRC2++kXc8sVvcFf+CAdtUXozQ5wpmKJsEhzZD3Fg1V14\nCiNwzc/h/S9BtJ5E4Cz+7V2Cdeem+N57L2PZjAV8cdHFSLJC2TTjpd4UDfH0HXcyrWUm9U1NSJJR\nxYtzLyaAIq8La0Xl+Gel5RZGhKC5dTP2ZIq5mzbQazXimQmPm9rNW+hvM0YWbVmwBM7DrciUVEf5\n6fRPctU5K0k0GiuXxOhe3AsseHK+Qf7YNCJ1cQ4WprhgcJjbevqoIIuvdIDGhRdRPXMOF11+GYrN\nheQKceW/fo5Z0wzTcGjN75k5J4HTl8uXl2dMFVhXfB9nfgXheIyZH5uDojnJGjNKlCbmkRU6UsCB\n02eIMgEUKRoL84McaV5K7B6F2j8c4KzqG5m734NncIBQ7tkq95UTCQXRc8uti+NxHBfeCCPdsPl3\nEEjA9Bs4IpcR6zQ6iV7dKFd8tB0hBDU1NbS0zGRa/VfwHDReelLGRzRQP17nrh6J/rCxqqqy8l85\nq8TwR1pQuICxLF+leTW87zaFbJObRucf8RdPIxor58avf5+ZF1+B1esgfEsDgRtm4EgsJN+yFaFb\nOTKwHIBbFt7Ip+Z+CoAZF1zCzHnL6LcM0F/4Ev9yk0Jqej13/vjXNM/5BBdf/HYAorJx7Uiyj44+\no8OXhUyPp4Fim3W8/JIksfKqd3C/YzH37mrhvKHZfKvyK7yvNMbtZQ1ckF/JPorZNCojdI2g3Mle\n3WgTtqTKdhw45H4OeIxzDqUHGBmCjC54xhtlun8HocZ+Hq0x2p1L28XCdWvYXzCd9kCQxN69jNgN\n4dGiGELHNzSCrgs0qyFCAsMb2OYqZnXLIoSucX7rC9T27yElWfAn+/jNR2+j6MgBpEyK6zf8lM8f\n/B43WY2IObKeodRqiNKos5/E4c1sL62jK5BkjbeR2btfQLGmiY9UES8oIZbZQPDQnWS1p1gg69yS\nSqOnjnZveZkdfP8CBXeF8QbJSqMEAzqUn0vQHmRJ2RHK8gYIjEoc3N/A+oEPI6UUZF1DAi5VNVQt\nS0bdRaH2c5yLP4nNlqCxTxtvL94dT9J+JMmgtxU9N41fat1F6aCG0HXqhzSyTpV07iWmSDKgk9J1\nAhJckRTck76ECHY0XaMvDeqsIBnv1WzWbFTods7XHMy0yVQKmYWoaPsHKbfKjCoS20az5EsSnue7\nqdjWTwYdFR1Jh2zayd/Xd7FaE/RnRilEQiCTUFbzXtWGLWcoKFF8eC1BPIc1Hki2cpewkdYhI1I0\norBe2o+QMqSduQHku8/G2ZjL6+ix0Ha4jQH3KL++tA+X0km0rmT8O7DVXUVh/CtYmr9F/PplPFt6\nBQf8yxGSmxEVLlAPQ+FMrNYYQihYLMYKuf2VlzF/5k8YSHsYHjasmEKoxGPvQu+9nqEj83B6nRTm\nufgRKVL1dtZP7+JgSLA76sWvKpT4SkCA5lGQPRYkVWaozMWGplG6vCnqQ/V4LB6KPca0uk82BFtD\ndB7VhZdzVUsRNlUevxfcxj032dtobm6mqLYBT2aE6u1DdGXykJxBrrrk43zupt+haVDRf5Dp/ZvI\nz+5kIDVA2BVCyIKZ9degOlKkDx4gq+YjbDYSAT8veOq4cvCXJKx/x2Ft42DeAC+Wws1lFxNy9GOX\neii4dBbZaREGcBNR4d29/exSY2gjxWxLRsg6d9E4mkItqaG8xQgO3O7w0XPOzPHb0HqdRAaMfqFp\nRjMln17Iyg/fzZzL3oYQgsgH7iL2hS/gnDuXguDRbBvRdA+xcBVO1cmagiEGjerC46oialWRVYkq\na4yLn36EyD6NtYOX4xgLyu2LM7PKWBhyzrKLWXj9u4w+zVvIsq5nGA5qjOSyQGQ0wXs/8Fn6HL24\nBzrIm3YfLdGfM9/tZOXgFgYG96PqMpIuWJP3FM8k7ufu8+9mwWXXsnBOHIeSc+B3RcjPz2fx4sVw\n3a9g5X8A8Lb6Wfwl2k15bmrzTMAUZZPQ3zmCkCRcAStIEviMEZIcKOXrfZ18ub1n/KEcIzB3Ds6z\nz6L+ViPX4IoVK7j00kvH9xfbrVQ4rLhkiab7fkbwXTeP7yvKa+KD0TxGN+s8+NN7mfvis3DJlbiX\nLkU01SEcISp/q2H/o8Qe2cZnmozzzonN4Vsrv847696JWpQbxRUV4V0xGylhCCuC5QhVxnF1JeGs\nzh29fWiyBSEsuFzVx917rLwKd4Hh56aEggSuugJFcaJmJFJO48mzll80frw37BjvPC1KiIg3zl9a\nerDOrcBit6MrRhP7z5CFr1XH+dPZTQRiM/E8pOCcNw+9wFjY4Bs2Xv7lvnJKKwzrjoxO43e+g9y4\nHGovBl0Ddz5c9C3s+ZVEuwxRFqOHt//xfi4Qxmhn/vz5nH/++UTzVoJsjOY0TwVlIWOqLquDz3of\nu6O+8fuYHplOwpPgorKj91bmK8OtupnpMUa7RIz6sjqcyIpRXsVvw1buw7387UQcG3FL7WwcNkSZ\nP+IcP5eiqpTGDavU4fP8aBI0LbgcWVGQJAtVVY0sWbKEppjR8cUVGUUGt8tFtDCfGV4nC44R9mM4\nI3n0pe0U1lbTPP+s8e3NHhftmpMdtgsosemsmXYjuzRjhGlPyQxoAp8+Qjq3mk/S+nnugMof+hTW\nBiO0Flmx1g/Rl5te22+VWbb+abKyhecampE1DXfM2DcteQ/zp20nWzcA6OhWo524hp4lprfS7/cz\nr301riKZqty0+rSuzbhHhgn/dS+f/ON/cLPjPjyjKXzaMIu6n2N+z/P0aMb5z3ZtoLj1UUZtDn5R\nt5SUZGFJwlgIEO6r4Cexh9g6+jOycoDphxazeFThxfIAPy1YCYBHG+SBvPN5thqk6cbUsG7bjfSO\nX4HXaOtfmP8Fbr/1S5Td+2uCwRh0C3zDxhRv/fTpfHRGPV9LH8aXVHkkvpUe0cOofQe60Em1riW9\n72kaqp8AJDb29iPkMIqkkNRvoWBE48dr9rOyI8uRYWPKTB1LWqKnsAiBSxIUJq2s7I9RrUmkdIGG\nznSrykFVpSMp2EmWlTYLCavM1lSWQV1nZVsamyTo8e4ho+uMaDoluwcoGdZ4wgFCSLR37UcHii2C\nzv402XSWaM77MmbZiwQcHh5kMKsxG4WgLrHTIrjMEiMhyWwaySJrGTQ0Dud8o0bs3ZTFdmNzqqgF\nxgBS8lo4fPgwpUWl3Hj27dzwnatouuqy8TYpuwsYvPRL+C/8JUJInN1Sx1a38WzpbhXXbU9BuBJJ\nUrDZ8lFVY1A3ze9jt6MI3/DAuCgLhZaQ/56PMH/FR1m47LsAlASN523xjGksXrmY/10U4c8zQvgU\nmTKvscpXznOiFhjPkc8bYl1BG0IIaoPGwPO84vMAyLfbUATMqf4w+flXHvfc4TbaUSgY4JJLLiF4\nSSUtmUHeXv9FVoWmQy7qvara6O6agfCdyx9sm4k6LBwZOsJodpT5hfOxVl2I6obUgCArBZD9foQQ\nHPJW4NBGKS6+j4Lzv8QT1TbWVfaSqLqYxUvsXFPyFSSHl6CqoAuJPneAtCIIJwbJjx7AEnqUYGgd\n8UwG/CXj76tY2Xl8YeG3x1dM523bzJzURmpra5k1a9Zxtyn7fPguuxQhBMVxow792jD2D+/g9tkf\n5ZNzPgkI2nJWPqstOv6/0cZS3v/z/6Fi62YObc0nrhirWvHGqa2t5fbbbyeQm00xvhDjHWZVvfTK\n7WR1nZQGewry0S65CUXvJjWYhzYQ4efTyrgiP82iyMPENB8+3clfC/9Et7OVqkAVRbUNzJg3/ei5\nnUcD5aLaQckNcMOVOKddDdbj+9bThXK6C3Am0t8xgjtgRZZfpll9caYNJCFYDpI8YZdktRL/7/9+\nxfPeHo+wbWgUKbe6ZAxVVtHKFjHg2EJg+zo0Xaf+nJm4Fy+CrgMM3f0wgVXfRBxSCL17FpfmXtyS\nkJgVyz1INhtqYSGWxtwoaObN4PCDy2iMtcFaksKGXR9GU/wEArOQpInlGC9PLmNC8MYbkXIma7vu\nJM0AalZGlq0Tjrd5ixju2YfdmUASEh+6+ouU+coQQuAOBBls7yDq9eLI1Wfkwx/DWv8H1MJCrJVl\n6Fs3UdXpYUZeGbXBWkanD/H46jWE3K5xKwTnfx62PzL+Eg0WFOF96QVC1iAxTwG3PPYQ+V/+0nH3\nkvE3M3RkO1TPIeqpYrMOrRkrX8tzMN9zVFj7bD4evPTBCf/rUB08euWj2Hc+AWt/DbGmKb9bx6xZ\n9D8zwrXhO1mbupBU8904vBPr128zrCcv9hoO+TXRxgn758+fz/7WLug/wKzKWt75tf/kcHcPdrud\nW3L+EC+nsmo6ax9fz/SmhRO2N+ZiFW1Iurk8z0+JrYa0lEV1OnGM9jBsHaagW4KchbPsUD/PWhXa\nBgTfnPEh/irdis1vgxHD0rlDVbk59RJyJsXmkgrese8B7KVG9zHv4FZC6T5mOdv4s0/jKYchyoaz\nh/lM2yewBgeJbQW31Ev1kOGD0ziwnawk0epRKQl3U9wxwkDKxb7oO/nh5k+QtEr8tquKUW87lXoX\nO2IvYhvZSI+zHlt2hPIjvXR7QR2K8uvBnzLDNwP7jnoa27aRdim4bQOc1aHwiB1miNVIw/1sAHYV\nBxnZPEiebSO4rp1QZ0ISOBpCFOwuZOPmLYQU4yV/3sKFuFwu6uIlbF6zlh2+En6TfZ64bR/zLu/A\n9o0d2KU/EXQOYRkepK2nDKutiPnBemQxgIab2lwGkF19KSxCQxk4jO4pAKEgAEkIzvL9Lw/2X0e1\nrjCka3iVDPkvdhGUwZmW+Lw+yPtGnASVFNuHVXZ5s1wgLPRldfoCj1LX9S7+4NJYMSiR0nXSBU7Y\nMcJLqSQoML3Gz0jXCKnWIbxCotbWxXD2RiQGGNzyMMmGq6izyBSNSsR1DV0o7Eh20K/5EMLBiPwA\ng6qTip3b2VFeiafUaMfWYg9IggFHmnQ6zdzquUwrmTZpe3U33Tb+978sreLGGUX85lN/ozzqmnBc\nWdmHUBTDenF9fhCPIjHwgkQGP+VlHyYYWgyAzalicxrTcXPLgnzlikYWVUdY3TcEQuCWJRRJML9w\nPus71pO3pA5FNo6P2I2+scxXhlM1vuvbm28n7AhTGGlibf8IspjC12is7/DFxze1qBrvDs7hprY/\nGA7AOVau/BGqqoKq4nvy/Ty+/3EAbqq/Cawu1HiC7K7D9K/bh7XMGJB2FZ7Nj0f76CxO0WxZy87g\nECKbIeKIIM+/E/vcWwBI2K0EVYWeRC1/DYxwQdEsmqRqPvrsd5mePw9x/pfAX5wr4M1QcyHC5sOS\nhqQFbCN2XEUFXHXVVZPf5zHEnG6gnbg3CFYXMasLh2oMjobkMHAAq+Wo+MmfWcHWvFmUbP8b8BJ5\n1U5QNHCGDCtcJDLxAvGzoGwJsm8avc4DDGRgOJNm2OahoXo5dXdXc/8v+5H1JPItErhDxOwdzBst\nZFCS+S+hIxDkO3NO+2Opk1QnWCe2rzMZ01I2CbFyH9VzY8fv8BQCAnzFr+u818SCfLp88hxbPzj3\nBxRVTEcbMHx7bNVGvJqCQCFP3pil/RLDB232krdPef74vf9N5IMfND4UTIfzPzfeOUhCIisbL2qr\ndy5NjT+c8jy2piYKvv0tAte/Y3ybXTGsYVb9+MStY5YyR84XZEHhAgpcxn16c/GZ7O6j5mFrRQWR\n970PIQSu3H2WWgv50bIf4VAdBEJhZs2YzvJLj46y8RXBrU/Cok8A0HT+CpbceBtfXfQ13j/7X6h4\ndjWuJUuOK5tc3MT+p0KoFfVIkkootJBOxQhxMSaSXgmn6kSqvhDetx5yK98mQ3a7yQg3ikhRdbQG\nhgAAIABJREFUHXiKBW+rPCoocwRsxot5zeE12BU7Re6i485TbDeEXLnbiS8vSk1NDYkpBBnAogWX\nc+cPf0Fpce2E7Y1ux/jfDS47ZT5jlJtyChyjMlkZArlVgUpmmIKuFMMeK43hRuYVzucvw1b2Og3x\nnUBlu0XFHR6isLuTXSXFxGb2ssNSgyWbZMMshd+56un2qiyO7kYRxpRBtyyx45E89GEFe3wYoaWZ\nPrDFiOY+tJknrvsX8ku/x1dd3WgZnXVHKhnYbGVfwMY+r53+/W5GbBLprMawJHHF4fsAiAxvRre2\nQ1ZhtDrAUGaIc+LnEBsexuX1kRpUkZUM/7alh3c5dnIxv+WK/UYb/Uu2i583f545zgfBdtRSeizN\nzc1kUkla9m41VkO7jVF0Yc6qW9/djBA6+0cSbN2zi94rl9GaKEASGoWSsQo1Zknis4Tx2P4Xq3ge\ngBFNp18D92gnijeNkGSEkBktM56NhGxlg7ULtyTozkCRew3WKj/LcyLiE2kX+1I6gn4kYGREp0fX\n2DaahaCxpL/T28OQrrNrVOOs3Pe3212M4tGIXFNNIi6xV3PSns5SYQuT1stxeH6EJ/9xMiNbsQjB\n9YoVRcBfBzLsGLHiyb0l9kgHEejMLwkQ5xB/OaDxxBNP0JHsIfLRFnYOGVkOYrFJ+s5JUGWJaJ4L\nf9RBtGiipSIvsoJgwAhcG7Gq3FoUIRgI4PX6KC5+Ny5nxXHnkyXBlS1FqLJEvtWoM7+aGzgUzOMX\nF/4Ci92GZDEG1GGHMfisDx11a1AkhWuqr2F+wMtdiShT4j5elOW7fdx24OdcNrRhwqEOh8MQZYDP\narS5swvOZlrEEK6ea/8fnhonngsuIHTnewCorVnA3ZUfwGZXGMANWcNxPeKIgKyMi4ygRWHTvHrC\nriI0WVAYrmB2URUCQVOkGQpnHC3IhV+HMkPMWjWjnyl814eI3PX+qe/zGPKsRl0W2o4ONj0WD1bZ\nimYx6sFqPSq0YmVegu99PyI3sFdDYaMfn0rouvPgHb8lHr+O1uh5rB7KsKu/l3+rKOCiiI/IfKO+\nnLlwOTiMEaVwttFqMyy4he5C5DGDydh35HqZ+DvDMS1lk9CwsHDyHYoFog1Q2HJKrmvJTRtKHg9K\nrmMTQnDb3DvQZmVpf8cLROumvrYlHp9yH4DiDkBPF75I/DjBcCxCCDznnTdhm81WAMm92KTjzbxq\nTpSNOegei9Ofc/Z3TT5S8TU2MgCEamombF+x8qLjD44cPSZYUESw4HhR83Js9XUgSdjrjKnD5qb/\n5sFnPwvswW99dVEGGJ2I75XrFkC4S6C3Cy0Xc+rlBG1GPe3t30tjuPFo53EMs70uPl4a4/zQifs4\nTFa3HkWm1G5l90iSBredSl+YhUULObB2E45kLgDpyF6gDG86SbQHnpXT/Ne5/4VFtnBILmNnn/Gi\nb8762SO30xHVaBlQ+H1JhAHZyUbHDALZLpKjKuyfyaYVrbSs6cfXPwpuFU0IhrIS4h4/yrISYDU1\nQ7v5855vU9v/Nz5huYNRVUMXFj4/EsOd76I4OYDnp072R3zodsGAsDCS8wuZlX6R5zt/RSa5jVF3\nhpFehb55FngMaqO1XPPha3j8nm9z5LDxAtSCA1wk/QyceTjOWQDbfsxfBnahyIOU2TyGa8IkFBcX\ns3DhQp588kkGXb7xZ8Xj8ZBRMigZhQsDu/lbv491z+ezjo3Actp8NSSGnmf3wNkkrE/SW+Qjr2k2\noiOf5HPQk8mFrujajnPFQoaeh8zgATKzY+i7ZIa1uVzucCNnBYOaTjXPEbzqbg5tb4ch2NvTDtYQ\nPjmPQmcPB4fdfF0kmZGWCQcFmkhTlNrOO7R6bkjaaGrtY0DPEs4KXPEuFJ+NQncff0Nh7bDGUncP\nsrwHb+oRhq4LICd/CKu/QViV2GLvY2jAgY4dd6YXLeNgi7WAErWL+DUXsuK+O/hz6P2sWrWKVatW\nIUkSmqYRjUZ5rbmJr/zYTGT51Ve/LV++nGwuMfarEcuJMp96/DM2RtieE2XB+imPmRJfHGxeKDja\nHwtfnE8/dzfEp44OPzYwe0/ze8a3WedfScH8iVOk58XyWRsIs2nvAlq7HQiMgZxLnbwftVoNAWm3\nF+Owh7jn/HtoCDVMWQ6rcAE9eBuWoZxgP5hnMeq0wHpUlAkh+Njsj1HpK8MzspBA4Jyj+yRB0+XT\n6Op9D53f+z7K7CtBffXrlDustOW5SG8FhzbCrUVHRZU7aMPuyV0/2gBWL+Xvexu29AD87ruU+8qP\nnmjMUubK462EKcpeK7c+BeLUGBiVfMPsaquuPk40SbL8ioLsRLB58qBnB6oj8OoHvwy7swySz2DN\nWcyOxaJOLcr80Xxc/gCyMvnTaK+qQnK5CLTMmHT/G8V51llUPP0UyjEvirERsm8KS8nrxVGyGF5Y\ni+qumXR/wH603qv8VZMeo0qCO4tPTifS6LbnRJkDIQSfO/tz/OtjV4/n+NwrDP+uIn+QyrnL0HiE\n9pF2EpYEpb4KHu3bi6LLNKbj3C+3s98rM2/Ywm8khT/55rPBp+BOH2Sk04YnVUBW8vJcyMUAR1Ow\n2NODRLvteDKXAavRgIi9AEVo2DPrGRGCPB0erFaxy21cZq2l+UGBqgAF0J+x0yUbYsbulLjpwI/5\nctDPEasVpc/D3n7jHkq9pdhsNuxuD6mdRreWqtrNwMBLlJd9BE9eBWyDnswQs5MpJNcrxyWaP38+\nv9m1H7v/6HcmhCBWHGNkYIRpUQcFO57mV94ZzB7azD69ktW9pZzvWEXTwK+otv6e9PWPobprkQZT\niOf/yHCyFajCkzwAZ9nR1vfS1fIk3R1PUsl3yeqlnJ3THL7Ik5Smn6P/bz/H9chnsc34GoPWEAop\novbvImey7Bt6L7NSChYlRXn5XYza+2hMQ6+cIqOkaD3sZlhkUFDJKzIWjVj6WvH2penzlmGTv8ah\n6Uco3ASJF/IYFIeQxRGyIo9Fd56LeGA329YcwbbtIfY6U/TOKGdR+hloLyFKJzdcdw0DmpXdu3fT\n2tpKSUkJlZWV44ubThTVMrVwOpa8vBN/LlyKjEeR8CtTv+KiTkPINIYbpzxmSqxu+PDeiVafnE8U\n9qlFzlVVV1EXqptgnZsMIQT5Ngv51e9mW/dC2HEFEUdkysF0MLSIoeFdxuAZw9/4lXA4K7GNrkM9\n0YEp4FNk3pEf5IKwd8L2yyrGZjQmd+8I3nwz/muvRbIfP8syGe+J53GjrYn/e+IFLCI1YV/d/HxU\na669lC2Cu/cjgGjWhSqplHpLjx7sCIKkvuUsZeb05WtFkqc2v75B1Jwos1ZP/sJ+w4w5M74Op0Z7\nyDAdWx3HCy/LK1jKZl9yJdd+/utTnld2u6lY9TSeFStec5lOBCHEBEEGuSkAjo5aTxb2OcYCDNes\nyyfd71AcWHP+eNWB4xdZnGxuLgxzd0kMj5JLU2P1snzG5TjSxouq3WvEd4u53NRcaEyLHxgwpqAq\nfMb0kE94SaQKEehss1iY0WWEH/l6+bvIKB70/sdJDRZQ7KrHLleQLkux1390JJ3f14Xdl49Saoxg\nR20S6UNGzKa4w5jqu2uoDB2d4ewIj2b/TqcbHp6b4r5zD/Co8NCae7GqHolZo0YexG0MIGlhdvft\nxqW6CNkN66Td4yE9aAwA2ly/RJIsxGKX47V6kYVRD/XJ5KuOniVJ4os3XMe/Xbx8wvbb3347H7jt\nA0j+OHkj+7j8kvOZqR/k8oYwZQVhVolZTA/+BlmScedSS8kuC655D2GTjLqzL4cXtl/H/oX/hvbc\n05RK12GXjVWnAzYjjkB13iCyyHBk7RdJLO0mGjTy3gbUfXSUraZYeRYJHU0Hm2UEv38usiwIDlTx\nS+Un1NlW0TUArckMOjqqfRUAmcNHKD7yNGXOtdhqFXr9GporREzLEl2fxa3+Gt+KYpSAjVkXllBZ\nbcF9ZC3bIjbsMtSyDbY8aDiyO4K43W6amppYvnw51dXVr1mQnUpmeJzUumxT7l+aWMp3l3yXmuDk\ng6hXRZImvgu8Y6Js6n4l6oyyJH68m8UrMdZPjVn2JsPvm0lT438iSSdmZyk5+3+YuXD1ayqHEIKv\nVBUx2/fa/bNOVJABKJLAEwwQ6N5MQHRN2DdjWYLGRcfPkKiyyv8s+x9urL/xmItKULUcSha85vKe\nTs6cJ8gEa4mxfNzeMLXZ+Y1dYEyUvfaHyhGehRAyzsQFx+0LhZaQSLwHt/v4cqs2G+7g5NN5Y0gO\nxytOp55sxkTZCU9fniAirxbe9QSiduXk+4UY72Ar/ZWTHnMymel18r7ERPFx/sU38O4PfxUAKWuI\nspBFGfdv2z9gCKYKvyHKotYIXk8hBYrG4w47JXlPUjp8gH3OMEpyN0pyM11SMXbFhS/SjGTN0CPL\nhHPT3L0uUAvjKKWGT9uoxcqgPxezybEPh6bRYF84Pi3Tluzg+xep/LU2TVrWeM4aZHvZfBRJQbJY\nyMeNO6uwMyVhVePs7dtLqbd0vP3ULzqPc9/5IUAik+klL+8iLJYgkpDG674hmTqh0bNDlrC+TGQI\nIQzh4StGoJOvJxDJAaRQBeeeu4RRbDynTkO3Tnwx2+LnU2l/mrjjYfobVhEILGB62fdxPSnjfiZF\nSLmfDBnco0E0bYBcKlz89g4US4Zw6m8ABNS9DEVmIymjRGzGQTb7KPrObpJP/AqRlgll7qJU9qMI\nQVbTyZOfJCPvZWhoN7sTv8O1YCvL3J+nXdtGOHoB0qzbsKS2429QcVWkcc0zfGY9ITvn3j6LlNtB\na0E+zVUVqGSh9QXDv/JNfGZfD/c1lfGpKXx4ASyyhQWFJ/GFPebiYD+5Fvgxi/5Yv3UykGUrFsvJ\nHZSeTISq0rzvPqqse074f5rCTXitE614vO2nMOuWk1y6U4spys4gLMXFJH7961NmNRoXZZbXbimz\nWaOcNfcpwuGlx+2zWAKUld51wqO00830yHSurrqalugp8A0snDGlrxIYo16BeFNE2WTIikqsqh7X\nqEBoOVGmKgRtQRyKg4O5wIwLixZiU2zUJZqIXDKTBZ4M260W1gw+S0v/RgDCw4/gkzU2SD0Iu4wv\nz1iCPpgVxIcMMdjrBGt5KZaSKBk9SJoi+kOG8OtTh6hMpfGWLCXhTaDk2s+ePJh3wENhh53DzmGG\nAnGijihkrWyNn02tHGfnqITTVcaevj0kcgnuAdyBELULzh13OC4qvGF835g1rV5TX3HRxgkxtqJt\n52O5k1cQK6mmRuzhWaYz4jL8Up9++mnWr1+PNX4OAeUgVdPuI9SvUWu/CFu+YT1Mv/gEkhhin934\nPkRqgKEtB9A1iHSmyMiCUO7l5HQdgJ/sYrjHQsJpZEhwuHR6/v0O9PReopabsPMoFrGQ5V6VGfm/\noUp+GgRs2HAbw+EO0tMNq5u94Bxqa74KM24E2YqU6h13BAfo7u7m/371K55eshhdCGaeu/yohfGN\n1t8/Ina/UZdVy1/92NeAKqlMj0wfXxjwz4KSl4cSfuUB/T8ipig7w7DX1yHkE/OxeM28gelLAJst\n/021aJ0qHKqDj8/5OO7XIU7fKBFHhIQ3Mb6U/HQR0p34k4P4FZk6lx0hBEXuIv5+5O/88KUf8nzb\n84xmRil0FWKxhJjuyBLRBf/tcXHdwN/xDT/DLHUP9VaFF+w70YMqHrfhJzOkCYqi5dizKr1Owfrq\nFN/c/h3a8r9Npv6DpGwZdGCvIlGeyWKvjlPsKR6fXhy06tRUziXca6VbHmRr91aizii6ZmPE0km1\nz0t3VqLH5aF9pH2iH0kOl6uKgP/s8SlEgKA9SMQeIe/Wp2HO7W+sAsesIseIMoCzQv2ksHIgUIeu\n66xevZonnngCzREiY7UT7E7RsKkXy0N3I1ksyMEgSspYOTbnauOlK9k1Rl/cSHpIRgA90TC2/D2U\nWtfgjaxH3ZJGcjdSLR7Cah0gJj1DfsULFF9XhKwkSW36KVbJWAGoD3SRf9X78fek0Hq2433SQ+JF\nw6Jd2PgpI7yNMwQNOUfzY0TZ888/z86dO/Hm5zO3sNCIKZXL2GGKskkQwghKmph30k/94+U/5urq\nq0/6ec9kir7/PcJ33XW6i/Gm89YwbZicHN7A9KXJyeFDMz9EMpM83cXg6nOM1V/XVh91OK4KVPHA\nrgfY1rNtfFu+Kx+LJYQi4G22IN8WnTwq96B2/oDyPBd+Kc4zw3tZ69vMxbYWMimVYQ0ixXHCmSgj\n05z8xPJXXtr0Emvya/jmWd9EXVvBYWUtA7JESdaCGnVQ3FZMMptElVTSWpqG2Rewb5Xhc7anbw/1\nwXrkzH76RSsVdj9yr8493b8DoMRbwstpqP/ecdve0/we+lP9EDhexL1mPAUgKdC6HhR7LlwO5OXn\nQ4dOp+ZlYGCAZDJJMplk3759FOXVEtxvhMeg/yAceh41FsPq2EkmbcFaFcezVJDaZlgrs1IA6MA2\n40727fsqyzu/xNZAAkV1YF9xA/Kf7mRR6vOE97RCFKyH/whAUiknoH6JDsdS5OEUAfkIoZf6OeK1\n0f2AHefbVRgRRlDRHAdq382qw8W8LViJAui6zpYtWygpKeH6668/et/5zbDjz6YoMznlvFo0gX9U\nTEvZPxPWXJgFiynKThdF7iLK/eWvfuAp5rqa67iu5jqEEOPWz3+d8688fOnDPHXVU1xZeSV2xU5N\noAZZdiDLDhYHoyweGuYX2U4AElIH8/MuoiAZ4Qvad1jbtpYMCXQM37mQM8zBSJZNXZs4u+Bs9vTt\n4QcbfkCi9H1szsU6KpfzEEIQ9xgd8LLEMgCqI7Xc8v++gJTroqLOKKriQ1JTWAf3sUiV2D20F5hc\nlMmyDVme6ORdF6pjbv7U4QpeE5IM3kJAzwWTNsppCZfjp4/2pEpHR8f44S+99BJKfm5F3Fl3gmyB\nTfejxqJYvRkysjEt6FlUhHNuLUgScv0icIZxN96GUno+z8z0I7dcTcVTTyKXG9kb7HvbsLuH0cLN\nxvPtKSTyr18iNTKMS/0tBV4Z6c8fQ0fgadUQaVDVfkNUqUfrZ8veI+xoG6az0/huOzo66O7upuZl\noWooyK2SDp7+Nmxi8o/IKRNlQoiAEOJRIcSO3O9JvaqFEFkhxPrczwOnqjwmQM2FsPBjJxRzy+Sf\nD5tiI+6JE7QH+eTcT/Lctc9R5DEWAPi8LRzSn+ML1hD3zP0styaaCFmsJMqv4MuHPkDUmscdj99B\nqP4jxvFWHyF7iB09O9B0jdsab6Ml2sKGjg3kFa1gi81YjVXpM/zQxnIOPnfkOVyqi4gjQmXDzHEB\nG3PFsNhCKLYsmtTNUmcRCY/hh1boniKu4KlmLIh06BiBEqwgTBcdw/q4KCsrK2PTpk2kay6BpmuN\nAMhlS2Dz71CieVi9GfRcGiAAe1MTlWuexXLtt+H2NaBYKC/7MFlPhEjeMiSnEwIl6LINV2wU1ZlF\nmnG1kdPv4u/gmD4d4ajD05sh0L8aqi9EtNyE3S1AEih654SYf8B4Wcd+b9lihNCorn7ZKuHy8+Bt\nP4OSczAxMTn5nEpL2UeBx3VdrwAez32ejBFd15tzP5NEDDU5aXjyYeFHzvhVUyZnBsf6DzY0fI9Q\nwaWsKenEnX6aRrGJSHgpVp+fun85j8+c81lGMiM81WqsEvTb/OOO9W7VTX2onvpQPbv7djOSGWGD\nxUN5KkWgwsjROmYpax9up9R3dDXlWADMqCOKw5GHbNGwuNOEw3V8c9E3+fd5/44qnUBEylPB2OAm\neEx0+dJziESL6BpI0tbWht1uZ+7cuSSTSXaNeODS7xsWqrpLoP8QbucWJEVHFDVPOLXs8RjHOY06\ndLkqWTD/b3i9OWdvSUbEGnAX5xIuF86E+BwjdhPgOP8aw3gXa4DL/gvy6hBakqpHfoU0dBDCE8XW\nZKKsqKgIt/tlfpeSZAzuzqDQFyYm/0icyifrYuDHub9/DFxyCq9lYmJyCpFlO7W1X6W09AO0tT1A\nJtNPNGYEjZTdFuoj9dgVO4/sewQwwo2MibLZsdkokkJdsA5N19jYuZEXrdAymkTKrUD0WDzjIUqO\njco9PbeiM+6J4/AYcfyEgLz4TEp9pSwrWfbmVMBkjK3ADB0jyqxuwnPfhqZpbN++nXA4TElJCRaL\nhZ07dx49rmo5uPNx9j4EgNr82mJXARBtQOhZkK3wsjyqUt2FUH854ur7wOKAsBH7UNr/BGgZ9PBR\nS1kqlaK3txeA9vZ2+vv7OXLkCFVVpyheoomJyZScSkf/PF3XDwPoun5YCDFVkBWbEGItkAG+qOv6\n7yY7SAhxK3ArQPyf1AHQxOR0IoSgJHEHVkuEnp5nCfiP+mepksq0yDRWtxoBKY+1lJ1VYPg/1QWN\nVFe/2v4rRtCYOTIKgaP+YHFPnJ6OngmrKS8ouYCEJ0Gxp5jDQwVgLFTE7T463XfaGLOQvWwqcCzN\n0NDQENXV1ciyTCKRYNcuI21VT08PQgh8d66lf8PDPLthJ+eWvA5ft2guLmCsyUgBdyzeQrji3vGP\n7SKCAweuTb/jKeaw6akD3FgxjMPhGPcjUxSFjo4O9u3LZUkoPQkLIkxMTF4Tb8hSJoR4TAixcZKf\ni1/DaeK6rrcA1wL/IYSYtLfVdf0eXddbdF1vea251UxMTE4e+flXUlf3dYSYGLplZnTm+N9+m5+m\nSBO1wVoWFRlTamFHmIgjMm5Nm5HXMiElzZhf2VjydABZksfT4FhtR2MWTZY94k2n+kK44aGj4ihH\nKHS0nGN9VWlpKT09PXR1dfGTn/yE3/72t2BxsjFVyLP7Uxw6fPi1X3/MOlY48xUP0zSNe+/7LT/g\nHaw6JHiKuXT0DPDII8b3MDZlWVlZSXd3N7t27cJqtRKNvkJCbhMTk1PCGxJluq6fq+t6/SQ/vwfa\nhBAxgNzv9inO0Zr7vRt4CvjnipBnYvIPwpgoG0snVeot5RcX/mLcYgZG8mdN1yjzlhG84aEJ/o0J\nTwKYOH15LBbViEAuyy5U9fgcrG86sgIl84/bbLFY8PsNsTkm0MrKDKH50EMP0dPTw5EjR9A0jba2\nNoDx36+JaANUXQCNV77iYR0dHYyOjjKMjSeYR4HSw9y5c1m/fj27du2io6MDSZKorKxE13U2bdpE\ncXHxGZUyycTkn4VT+dQ9AIyF074B+P3LDxBC+IUQ1tzfIeBsYPMpLJOJickpojZYi0Nx4LdNnb6q\nLmRMYU6WTeGKyiv48oIvjyeKfjmqaqSbcdiLz/ggxmMWsrHfoVAIt9vNnj1GZP4xP672dmOs+rpE\nmWKFa/4P8l95HHvokJGO6e0Vw8xhHVcl+li8eDGBQICHH36Yw4cPEwwGxy1j6XSa4uLi114eExOT\nN8ypFGVfBM4TQuwAzst9RgjRIoT4Ye6YGmCtEOJF4EkMnzJTlJmYvAVRJZWzC84en4acjLGpyGOn\nOsfw2/wsL5k6Rc2YKDsjpi5fheLiYnw+Hx6PERtQCDFuLZs507j3w4cPj08dvi5RdoIcOnQIm81G\norSMZTyNt6ASVVVZsWLF+HRlOBwmGAyOi91EInHKymNiYjI1p8zRX9f1LuC4JUW6rq8F3pX7ezVw\nirJvm5iYvNl8Yd4X0HRtyv2zo7P5zuLvMK/gtaeikSQrTmcFXt+MN1LEN4W5c+cyZ86cCRa9lpYW\ndF1nyZIl/P3vf2fr1q1kMhlsNhttbW1omjZhylDXdXRdf8PTiAcPHiQ/Px8pLydmcwsTysvLqamp\nYcuWLYTDYVRVxe/3MzQ0ZPqTmZicJsw0SyYmJicNm2J7xf1CCM4pev2BR+fM/tPr/t83k8mEVGFh\nIYWFRqDbYDDI1q1bAaitrWXdunX09fWN+6IBrFq1ipdeeok77rjjdU/XplIp2tvbmT9/PiQWwCXf\nN/zQcixdupT29vbxlZaNjY2k02nkU5V/18TE5BUxRZmJiYnJm0xeXh5dXV0A1NfXs27dOtra2iaI\nsn379tHZ2Ul3dzfB4Otb2HD48GF0XaegoMAI+Np87YT9Pp+PO++8c/zzwoULX9d1TExMTg7m8hoT\nExOTN5m8PCPXZSAQMAQTx/uVjX3ev3//pOfQNI2//vWv9PX1Hbcvm82ybds2nn/eSIA+dg0TE5Mz\nG1OUmZiYmLzJjImySCSC1WolEAhw5MiR8f1DQ0MMDQ0BhijTdZ39+/ejaUf99Q4cOMBjjz3G6tWr\njzv/jh07uO+++9iwYQN5eXm4XK5TfEcmJiYnA1OUmZiYmLzJHCvKwPA327JlCz/72c/o6ekZD5Vh\ns9k4cOAA27Zt49577+Wll14aP8e2bdsA2LRp0wSxBketbHfeeSe33HLLKb8fExOTk4MpykxMTEze\nZPx+PytXrqSlxYjXtnz5chYuXMjevXt57LHHxkVZU1MTnZ2dPPbYYwBs3759/Bzbtm3DYrEwODg4\nnhppjM7OTrxeL8FgEEUxXYdNTN4qmKLMxMTE5DQwY8aM8ThmdrudhQsX0tDQwI4dO2htbcVut1Nb\nWwsYIsvpdLJr1y6y2SwdHR10dXVxzjnnoKoqGzdunHDuzs7OCemeTExM3hqYoszExMTkDKGmpoZU\nKsXGjRuJRCLk5+cjyzIej4elS5cyOjrKoUOHxqcu6+vrqa6uZvPmzYyOjgJGfLOurq7XvWLTxMTk\n9GGKMhMTE5MzhJKSEqxWK9lslkgkgqqqnHfeeaxcuZKKigqEEKxfv57nn3+eWCyG1+tl5syZJJNJ\nfvazn5FMJhkYGCCVSpmWMhOTtyCmKDMxMTE5Q1AUhaqqKuDoIoA5c+ZQUVGB3W6nqKiIdevWMTg4\nyLJlywCIx+NcfvnlHDx4kPvvv5/Ozk4AU5SZmLwFMUWZiYmJyRlEfX09APn5+cfta2howGaz8fa3\nv31C0vC6ujrmz5/P1q1b2blzJ2CKMhOTtyJC1/XTXYbXTEtLi7527drTXQwTExOTU8Kl3Jf1AAAg\nAElEQVRUPmG6rqNp2qRpkHp6evjmN7+JoihIksTdd9/9utMzmZiYnFyEEM/rut7yaseZljITExOT\nM4ypnPSFEFPmpfT7/SQSCTKZDKFQyBRkJiZvQUxRZmJiYvIPQnNzM2BOXZqYvFUxRZmJiYnJPwi1\ntbW43W7i8fjpLoqJicnr4JSJMiHElUKITUIITQgx5TyqEGKZEGKbEGKnEOKjp6o8JiYmJv/oWCwW\n7rrrrvFMASYmJm8tTqWlbCNwGbBqqgOEEDLwXWA5UAtcI4SoPYVlMjExMfmHRpLMCRATk7cqpywp\nmq7rW4BXczadBezUdX137tifAxcDm09VuUxMTExMTExMzkRO95CqADhwzOeDuW0mJiYmJiYmJv9U\nvCFLmRDiMSA6ya6P67r++xM5xSTbJg2cJoS4Fbg193FQCLHtxEr5ugkBnaf4Gv9smHV68jHr9ORj\n1unJxazPk49ZpyefU12nxa9+yBsUZbqun/tG/h/DMlZ0zOdCoHWKa90D3PMGr3fCCCHWnkigN5MT\nx6zTk49Zpycfs05PLmZ9nnzMOj35nCl1erqnL/8OVAghSoQQFuBq4IHTXCYTExMTExMTkzedUxkS\n41IhxEFgLvCwEOLPue35Qog/AOi6ngHeA/wZ2AL8Utf1TaeqTCYmJiYmJiYmZyqncvXl/cD9k2xv\nBVYc8/kPwB9OVTneAG/aVOk/EWadnnzMOj35mHV6cjHr8+Rj1unJ54yo07dkQnITExMTExMTk380\nTrdPmYmJiYmJiYmJCaYomxQz9dMbRwixVwjxkhBivRBibW5bQAjxqBBiR+63/3SX80xGCHGvEKJd\nCLHxmG2T1qEw+FauzW4QQkw/fSU/c5miTj8thDiUa6vrhRArjtl3d65Otwkhlp6eUp/ZCCGKhBBP\nCiG25FLrvS+33Wyrr4NXqE+znb5OhBA2IcTfhBAv5ur0M7ntJUKI53Jt9Be5BYcIIay5zztz+xNv\nVllNUfYyzNRPJ5VFuq43H7PM+KPA47quVwCP5z6bTM2PgGUv2zZVHS4HKnI/twLff5PK+FbjRxxf\npwDfyLXV5pyfK7nn/mqgLvc/38v1DyYTyQAf1HW9BpgD3JGrO7Otvj6mqk8w2+nrJQks1nW9CWgG\nlgkh5gBfwqjTCqAHuDl3/M1Aj67r5cA3cse9KZii7HjGUz/pup4CxlI/mbxxLgZ+nPv7x8Alp7Es\nZzy6rq8Cul+2eao6vBj4iW6wBvAJIWJvTknfOkxRp1NxMfBzXdeTuq7vAXZi9A8mx6Dr+mFd19fl\n/h7AWElfgNlWXxevUJ9TYbbTVyHX1gZzH9Xcjw4sBn6d2/7yNjrWdn8NLBGvkjPyZGGKsuMxUz+d\nHHTgESHE/2/vzuOjKu89jn9+WQhhJ2Ffw76GJYTNBVHZtEUEQZZbi1vdbXu1VsUFtVVxbb22tmpF\n0HJZFKnYooIVK2hZC7ImEPYAQtjDkpjluX/kwI0xAZIMOTPJ9/165TUzZ56Z+fK8ngy/nOc556z0\nrsYAUN85txfyvniAer6lC11F9aHGbenc402lTc43ra4+LSZvmqc7sBSN1VIr0J+gcVpiZhZuZquB\n/cACYAtwxDs1F3y/3870qff8USC2LHKqKPuh8770k5zVxc65BPKmKu42s35+ByrnNG5L7k9AK/Km\nNfYCL3nb1afFYGbVgNnAL51zx87WtJBt6tcCCulPjdNScM7lOOe6kXfloF5Ah8Kaebe+9amKsh86\n70s/SdG889HhnNtP3vnqegH7Tk9TeLf7/UsYsorqQ43bEnLO7fO+sHOBN/n/qR/16Xkys0jyCohp\nzrkPvM0aqyVUWH9qnAaGc+4I8AV56/Vqmdnp87Xm77czfeo9X5PzX/ZQKirKfkiXfiolM6tqZtVP\n3wcGAevI68fxXrPxwPlctF6+r6g+nAv81DuyrQ9w9PTUkZxdgfVMw8kbq5DXp2O8I7FakLcwfVlZ\n5wt23lqbt4CNzrmX8z2lsVoCRfWnxmnJmVldM6vl3Y8GBpC3Vm8hMNJrVnCMnh67I4HPXRmd1PWC\nndE/VDnnss3s9KWfwoHJuvRTsdUH5njrIiOA/3XOfWJmy4FZZnYLsBMY5WPGoGdm04H+QB3Lu2TZ\nRGAShffhPPKulJECnARuKvPAIaCIPu1vZt3Im57YDtwO4Jxbb2azgA3kHRF3t3Mux4/cQe5i4AZg\nrbdmB2ACGqslVVR/jtU4LbGGwFTvqNQw8i7p+Hcz2wDMMLPfAqvIK4bxbt81sxTy9pCNKaugOqO/\niIiISBDQ9KWIiIhIEFBRJiIiIhIEVJSJiIiIBIGQXOhfp04dFxcX53cMERERkXNauXLlAedc3XO1\nC8miLC4ujhUrVvgdQ0REROSczGzH+bTT9KWIiIhIEAjJPWUiErycc+w6dIrkfensOnSS9Ixscpyj\nWlQ4DWpG06puVdrVr05EuP4mFBHJT0WZiJRabq5j6bZDzP1mN18kp7H3aMZZ21ePiqBPq1iGdm3E\nwA71ia4UXkZJRUSCl4oyESmxrJxcZq9M5c1FW9mSdoIqlcLp364ud7WMpVPjmsTFVqVG5QjCzDjx\nXTa7j5wi+dt0lm47xOcb97Ngwz5qVYnkJ72bc8slLahdtZLf/ySRCiErK4vU1FQyMs7+B5QUT+XK\nlWnSpAmRkZElen1IntE/MTHRaaG/iL8+27CPZ+ZtZOuBE3RqVINbLmnBVZ0bnvder9xcx5JtB5ny\n1XYWbNxHtagI7rm8NTdf0oJITW2KXFDbtm2jevXqxMbG4l0ST0rJOcfBgwdJT0+nRYsW33vOzFY6\n5xLP9R7aUyYixZKWnsnEueuYt/ZbWterxl9+msiVHeoV+4s9LMy4qFUdLmpVh0370pn0cRLPfpzE\nnFW7eX5kF7o0qXWB/gUikpGRQVxcnAqyADIzYmNjSUtLK/F76M9RETlvX25K46pXvuSzjft5YHA7\nPv7FpQzoWL/UX+xt61dn8o09eeOGHhw5mcWI177mz//aQm5u6O3JFwkVKsgCr7R9qj1lInJOzjne\nXLSVZz9OonXdaky7tQ/tGlQP+OcM6tSA3i1jeWj2GiZ9nMTKHYf53ehuVIvSV5WIBI8nnniCatWq\n8atf/Sqg76s9ZSJyVtk5uTz6t3U8My+Jqzs3ZO49l1yQguy0mtGRvPZfCUwc2pHPk/Zz3Wtf8+05\njuYUkdDmnCM3N9fXDNnZ2b5+PqgoE5GzOJ6Zza3vrGDa0p3ccVkrXh3bvUxOX2Fm3HRxC6be1Ivd\nR04x6vWv2Xnw5AX/XBEpO9u3b6dDhw7cddddJCQk8O6779K3b18SEhIYNWoUx48fB2D58uVcdNFF\ndO3alV69epGenk5GRgY33XQT8fHxdO/enYULFwLQu3dv1q9ff+Yz+vfvz8qVKzlx4gQ333wzPXv2\npHv37nz44YcATJkyhVGjRjF06FAGDRoEwAsvvEDPnj3p0qULEydOPPNeTz/9NO3atWPAgAEkJydf\nkD7RnICIFOp4ZjY3vLWUNalHeWZ4PON6NyvzDJe0qcO0W3sz/u1ljHr9a6bd2pvW9S7cXjqRiujJ\nj9azYc+xgL5nx0Y1mDi00znbJScn8/bbb/PUU08xYsQIPvvsM6pWrcpzzz3Hyy+/zEMPPcTo0aOZ\nOXMmPXv25NixY0RHR/PKK68AsHbtWpKSkhg0aBCbNm1izJgxzJo1iyeffJK9e/eyZ88eevTowYQJ\nE7jiiiuYPHkyR44coVevXgwYMACAf//736xZs4aYmBjmz5/P5s2bWbZsGc45rrnmGr788kuqVq3K\njBkzWLVqFdnZ2SQkJNCjR4+A9hkEaE+ZmQ0xs2QzSzGzhwp5PsrMZnrPLzWzOG97rJktNLPjZvaH\nQGQRkdI7+V02N7+9nDWpR/njuO6+FGSndW1ai5m39SUnF65/fQnr9xz1LYuIBFbz5s3p06cPS5Ys\nYcOGDVx88cV069aNqVOnsmPHDpKTk2nYsCE9e/YEoEaNGkRERLB48WJuuOEGANq3b0/z5s3ZtGkT\n119/Pe+99x4As2bNYtSoUQDMnz+fSZMm0a1bN/r3709GRgY7d+4EYODAgcTExJxpN3/+fLp3705C\nQgJJSUls3ryZRYsWMXz4cKpUqUKNGjW45pprLkh/lHpPmZmFA38EBgKpwHIzm+uc25Cv2S3AYedc\nazMbAzwHjAYygMeAzt6PiPgsIyuHW6euYMWOQ7wypjtDOjf0OxLtGlTnvTv68l9vLmH85GXMvvMi\nmsdW9TuWSLlwPnu0LpSqVfN+j51zDBw4kOnTp3/v+TVr1hR6RGNR51ht3LgxsbGxrFmzhpkzZ/L6\n66+faT979mzatWv3vfZLly49k+F0u4cffpjbb7/9e+1+//vfl8nRqoHYU9YLSHHObXXOfQfMAIYV\naDMMmOrdfx+40szMOXfCObeYvOJMRHyWlZPLHX9dyb+3HuTFUV0Z2rWR35HOaFGnKu/c0pucXMcN\nby0jLT3T70giEiB9+vThq6++IiUlBYCTJ0+yadMm2rdvz549e1i+fDkA6enpZGdn069fP6ZNmwbA\npk2b2Llz55mCa8yYMTz//PMcPXqU+Ph4AAYPHsyrr756pphbtWpVoTkGDx7M5MmTz6xn2717N/v3\n76dfv37MmTOHU6dOkZ6ezkcffXRB+iEQRVljYFe+x6netkLbOOeygaNAbAA+W0QCxDnH4x+u54vk\nNJ6+Np4RCU38jvQDretVY/KNPUlLz+TGt5eRnpHldyQRCYC6desyZcoUxo4dS5cuXejTpw9JSUlU\nqlSJmTNncu+999K1a1cGDhxIRkYGd911Fzk5OcTHxzN69GimTJlCVFQUACNHjmTGjBlcf/31Z97/\nscceIysriy5dutC5c2cee+yxQnMMGjSIcePG0bdvX+Lj4xk5ciTp6ekkJCQwevRounXrxnXXXcel\nl156Qfqh1JdZMrNRwGDn3K3e4xuAXs65e/O1We+1SfUeb/HaHPQe3wgkOufuOcvn3AbcBtCsWbMe\nO3bsKFVuEfm+vyzaym//sZE7+7fiwSHt/Y5zVguT93Pr1BX0aRnDlJt66bJMIsW0ceNGOnTo4HeM\ncqmwvj3fyywF4pssFWia73ETYE9RbcwsAqgJHCrOhzjn3nDOJTrnEuvWrVuKuCJS0Pz13/L0vI1c\n1bkBDwxqd+4X+OzydvWYNCKer1IO8sy8jX7HEREJiEAUZcuBNmbWwswqAWOAuQXazAXGe/dHAp+7\nULwSukg5tGHPMX4xYzVdGtfk5eu7ERYWGpdeGZXYlJsvbsHbX23n/ZWpfscRESm1Uh996ZzLNrN7\ngE+BcGCyc269mT0FrHDOzQXeAt41sxTy9pCNOf16M9sO1AAqmdm1wKACR26KyAVy9FQWd05bSc3o\nSN4cn1gmJ4YNpAlXtyfp22NMmLOWNvWq0bWpLmIuIqErICePdc7NA+YV2PZ4vvsZwKgiXhsXiAwi\nUjzOOR547xt2Hz7FjNv6UK96Zb8jFVtEeBh/GJfA0FcXc8dfV/LRvZdQp1qU37FEQoJzThclD7DS\nTgJqdaxIBfXW4m3M37CPh65qT2JcjN9xSiymaiXe+GkPDp34jvtmfUNurlZGiJxL5cqVOXjwYKmL\nCPl/zjkOHjxI5col/wNXl1kSqYCWbz/Esx8nMaRTA265pIXfcUqtU6OaTBzaiQlz1vLmoq3cflkr\nvyOJBLUmTZqQmppKWlqa31HKlcqVK9OkSclPJ6SiTKSCOXoyi59PX0XT2tE8P6pLuZm+GNurKV+l\nHOCFT5Pp1SKG7s1q+x1JJGhFRkbSokXo/0FW3mj6UqQCcc4x4W9rSUvP5NWxCdSoHOl3pIAxM54Z\nEU/9GpW5d/oqjp7SiWVFJLSoKBOpQD74z27+sWYv/z2wLfFNavodJ+BqRkfy6rju7D2awSNz1vod\nR0SkWFSUiVQQuw6dZOLc9fRqEcMd5XjNVUKz2tw3sC1/X7OXud8UPI+1iEjwUlEmUgHk5Dp+OXM1\nZvDy9V0JD5ETxJbU7f1a0r1ZLR772zr2HcvwO46IyHlRUSZSAfxl0VZW7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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -148,9 +172,9 @@ ], "source": [ "f, (ax1, ax2, ax3) = plt.subplots(3, 1)\n", - "ax1.plot(source, label='source')\n", - "ax2.plot(np.mean(data, 2), label='data')\n", - "ax3.plot(best_comp, label='recovered')\n", + "ax1.plot(source, label=\"source\")\n", + "ax2.plot(np.mean(data, 2), label=\"data\")\n", + "ax3.plot(best_comp, label=\"recovered\")\n", "plt.legend()\n", "plt.show()" ] @@ -172,9 +196,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/examples/example_dss_line.ipynb b/examples/example_dss_line.ipynb index 19846ec1..b700d1c8 100644 --- a/examples/example_dss_line.ipynb +++ b/examples/example_dss_line.ipynb @@ -1,300 +1,315 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "SyntaxError\n", - "===========\n", - "\n", - "Example script with invalid Python syntax\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "\"\"\"\n", - "Remove line noise with ZapLine\n", - "==============================\n", - "\n", - "Find a spatial filter to get rid of line noise [1]_.\n", - "\n", - "Uses meegkit.dss_line().\n", - "\n", - "References\n", - "----------\n", - ".. [1] de Cheveigné, A. (2019). ZapLine: A simple and effective method to\n", - " remove power line artifacts [Preprint]. https://doi.org/10.1101/782029\n", - "\n", - "\"\"\"\n", - "# Authors: Maciej Szul \n", - "# Nicolas Barascud \n", - "import os\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from meegkit import dss\n", - "from meegkit.utils import create_line_data, unfold\n", - "from scipy import signal" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Line noise removal\n", - "=============================================================================\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Remove line noise with dss_line()\n", - "-----------------------------------------------------------------------------\n", - "We first generate some noisy data to work with\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[PCA] Explained variance of selected components : 85.44%\n", - "Power of components removed by DSS: 0.82\n" - ] - } - ], - "source": [ - "sfreq = 250\n", - "fline = 50\n", - "nsamples = 10000\n", - "nchans = 10\n", - "data = create_line_data(n_samples=3 * nsamples, n_chans=nchans,\n", - " n_trials=1, fline=fline / sfreq, SNR=2)[0]\n", - "data = data[..., 0] # only take first trial\n", - "\n", - "# Apply dss_line (ZapLine)\n", - "out, _ = dss.dss_line(data, fline, sfreq, nkeep=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot before/after\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 277, - "width": 393 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f, ax = plt.subplots(1, 2, sharey=True)\n", - "f, Pxx = signal.welch(data, sfreq, nperseg=500, axis=0, return_onesided=True)\n", - "ax[0].semilogy(f, Pxx)\n", - "f, Pxx = signal.welch(out, sfreq, nperseg=500, axis=0, return_onesided=True)\n", - "ax[1].semilogy(f, Pxx)\n", - "ax[0].set_xlabel('frequency [Hz]')\n", - "ax[1].set_xlabel('frequency [Hz]')\n", - "ax[0].set_ylabel('PSD [V**2/Hz]')\n", - "ax[0].set_title('before')\n", - "ax[1].set_title('after')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Remove line noise with dss_line_iter()\n", - "-----------------------------------------------------------------------------\n", - "We first load some noisy data to work with\n", - "\n" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:22.419329Z", + "iopub.status.busy": "2023-05-11T09:19:22.419190Z", + "iopub.status.idle": "2023-05-11T09:19:22.787580Z", + "shell.execute_reply": "2023-05-11T09:19:22.787160Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Remove line noise with ZapLine\n", + "\n", + "Find a spatial filter to get rid of line noise [1]_.\n", + "\n", + "Uses meegkit.dss_line().\n", + "\n", + "## References\n", + ".. [1] de Cheveigné, A. (2019). ZapLine: A simple and effective method to\n", + " remove power line artifacts [Preprint]. https://doi.org/10.1101/782029\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:22.789848Z", + "iopub.status.busy": "2023-05-11T09:19:22.789680Z", + "iopub.status.idle": "2023-05-11T09:19:23.756972Z", + "shell.execute_reply": "2023-05-11T09:19:23.756570Z" + } + }, + "outputs": [], + "source": [ + "# Authors: Maciej Szul \n", + "# Nicolas Barascud \n", + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy import signal\n", + "\n", + "from meegkit import dss\n", + "from meegkit.utils import create_line_data, unfold" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Line noise removal\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove line noise with dss_line()\n", + "We first generate some noisy data to work with\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:23.759546Z", + "iopub.status.busy": "2023-05-11T09:19:23.759388Z", + "iopub.status.idle": "2023-05-11T09:19:23.892423Z", + "shell.execute_reply": "2023-05-11T09:19:23.889212Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(400, 64, 267)\n", - "Power of components removed by DSS: 0.00\n" - ] - } - ], - "source": [ - "data = np.load(os.path.join('..', 'tests', 'data', 'dss_line_data.npy'))\n", - "fline = 50\n", - "sfreq = 200\n", - "print(data.shape) # n_samples, n_chans, n_trials\n", - "\n", - "# Apply dss_line(), removing only one component\n", - "out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400)" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "[PCA] Explained variance of selected components : 85.44%\n", + "Power of components removed by DSS: 0.82\n" + ] + } + ], + "source": [ + "sfreq = 250\n", + "fline = 50\n", + "nsamples = 10000\n", + "nchans = 10\n", + "data = create_line_data(n_samples=3 * nsamples, n_chans=nchans,\n", + " n_trials=1, fline=fline / sfreq, SNR=2)[0]\n", + "data = data[..., 0] # only take first trial\n", + "\n", + "# Apply dss_line (ZapLine)\n", + "out, _ = dss.dss_line(data, fline, sfreq, nkeep=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot before/after\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:23.905574Z", + "iopub.status.busy": "2023-05-11T09:19:23.905034Z", + "iopub.status.idle": "2023-05-11T09:19:24.400704Z", + "shell.execute_reply": "2023-05-11T09:19:24.400360Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now try dss_line_iter(). This applies dss_line() repeatedly until the\n", - "artifact is gone\n", - "\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 2, sharey=True)\n", + "f, Pxx = signal.welch(data, sfreq, nperseg=500, axis=0, return_onesided=True)\n", + "ax[0].semilogy(f, Pxx)\n", + "f, Pxx = signal.welch(out, sfreq, nperseg=500, axis=0, return_onesided=True)\n", + "ax[1].semilogy(f, Pxx)\n", + "ax[0].set_xlabel(\"frequency [Hz]\")\n", + "ax[1].set_xlabel(\"frequency [Hz]\")\n", + "ax[0].set_ylabel(\"PSD [V**2/Hz]\")\n", + "ax[0].set_title(\"before\")\n", + "ax[1].set_title(\"after\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove line noise with dss_line_iter()\n", + "We first load some noisy data to work with\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:24.402887Z", + "iopub.status.busy": "2023-05-11T09:19:24.402759Z", + "iopub.status.idle": "2023-05-11T09:19:25.688193Z", + "shell.execute_reply": "2023-05-11T09:19:25.686663Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Power of components removed by DSS: 0.00\n", - "Iteration 0 score: 8.822795627883133e-30\n", - "Power of components removed by DSS: 0.00\n", - "Iteration 1 score: 5.459919539000422e-30\n", - "Power of components removed by DSS: 0.00\n", - "Iteration 2 score: 1.8597287845349988e-31\n", - "Power of components removed by DSS: 0.00\n", - "Iteration 3 score: -2.861548485101071e-31\n", - "Removed 3 components\n" - ] - } - ], - "source": [ - "out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400)\n", - "print(f'Removed {iterations} components')" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "(400, 64, 267)\n", + "Power of components removed by DSS: 0.00\n" + ] + } + ], + "source": [ + "data = np.load(os.path.join(\"..\", \"tests\", \"data\", \"dss_line_data.npy\"))\n", + "fline = 50\n", + "sfreq = 200\n", + "print(data.shape) # n_samples, n_chans, n_trials\n", + "\n", + "# Apply dss_line(), removing only one component\n", + "out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now try dss_line_iter(). This applies dss_line() repeatedly until the\n", + "artifact is gone\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:25.698616Z", + "iopub.status.busy": "2023-05-11T09:19:25.697827Z", + "iopub.status.idle": "2023-05-11T09:19:31.463723Z", + "shell.execute_reply": "2023-05-11T09:19:31.463389Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results with dss_line() vs. dss_line_iter()\n", - "\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Power of components removed by DSS: 0.00\n", + "Iteration 0 score: 8.822795627883256e-30\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 1 score: 5.459919539000548e-30\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 2 score: 1.8597287845363136e-31\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 3 score: -2.8615484850997842e-31\n", + "Removed 3 components\n" + ] + } + ], + "source": [ + "out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400)\n", + "print(f\"Removed {iterations} components\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results with dss_line() vs. dss_line_iter()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:31.465676Z", + "iopub.status.busy": "2023-05-11T09:19:31.465559Z", + "iopub.status.idle": "2023-05-11T09:19:32.064153Z", + "shell.execute_reply": "2023-05-11T09:19:32.063695Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 279, - "width": 422 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f, ax = plt.subplots(1, 2, sharey=True)\n", - "f, Pxx = signal.welch(unfold(out1), sfreq, nperseg=200, axis=0,\n", - " return_onesided=True)\n", - "ax[0].semilogy(f, Pxx, lw=.5)\n", - "f, Pxx = signal.welch(unfold(out2), sfreq, nperseg=200, axis=0,\n", - " return_onesided=True)\n", - "ax[1].semilogy(f, Pxx, lw=.5)\n", - "ax[0].set_xlabel('frequency [Hz]')\n", - "ax[1].set_xlabel('frequency [Hz]')\n", - "ax[0].set_ylabel('PSD [V**2/Hz]')\n", - "ax[0].set_title('dss_line')\n", - "ax[1].set_title('dss_line_iter')\n", - "plt.tight_layout()\n", - "plt.show()" + "data": { + "image/png": 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" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "interpreter": { - "hash": "8d3f30eede7542cb9736528e9b7571a47759a8e9b61fd9e91cab8e19ba424bfa" - }, - "kernelspec": { - "display_name": "Python 2", - "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": "3.9.6" - } + ], + "source": [ + "f, ax = plt.subplots(1, 2, sharey=True)\n", + "f, Pxx = signal.welch(unfold(out1), sfreq, nperseg=200, axis=0,\n", + " return_onesided=True)\n", + "ax[0].semilogy(f, Pxx, lw=.5)\n", + "f, Pxx = signal.welch(unfold(out2), sfreq, nperseg=200, axis=0,\n", + " return_onesided=True)\n", + "ax[1].semilogy(f, Pxx, lw=.5)\n", + "ax[0].set_xlabel(\"frequency [Hz]\")\n", + "ax[1].set_xlabel(\"frequency [Hz]\")\n", + "ax[0].set_ylabel(\"PSD [V**2/Hz]\")\n", + "ax[0].set_title(\"dss_line\")\n", + "ax[1].set_title(\"dss_line_iter\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 0 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 } diff --git a/examples/example_mcca.ipynb b/examples/example_mcca.ipynb index f18dcb07..18adadad 100644 --- a/examples/example_mcca.ipynb +++ b/examples/example_mcca.ipynb @@ -1,306 +1,432 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "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" - ] - }, - { - "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" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First example\n-----------------------------------------------------------------------------\nWe create 3 uncorrelated data sets. There should be no common structure\nbetween them.\n\n" - ] - }, - { - "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": "
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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)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n\n" - ] - }, - { - "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" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:51.933643Z", + "iopub.status.busy": "2023-05-11T09:18:51.932524Z", + "iopub.status.idle": "2023-05-11T09:18:52.192672Z", + "shell.execute_reply": "2023-05-11T09:18:52.179977Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Example multiway canonical correlation analysis (mCCA)\n", + "\n", + "Find a set of components which are shared between different datasets.\n", + "\n", + "Uses meegkit.cca.mmca()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:52.219471Z", + "iopub.status.busy": "2023-05-11T09:18:52.219272Z", + "iopub.status.idle": "2023-05-11T09:18:53.114029Z", + "shell.execute_reply": "2023-05-11T09:18:53.113675Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from meegkit import cca\n", + "\n", + "rng = np.random.default_rng(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First example\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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.116238Z", + "iopub.status.busy": "2023-05-11T09:18:53.116107Z", + "iopub.status.idle": "2023-05-11T09:18:53.121346Z", + "shell.execute_reply": "2023-05-11T09:18:53.121034Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build data\n\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = rng.standard_normal((10000, 10))\n", + "x2 = rng.standard_normal((10000, 10))\n", + "x3 = rng.standard_normal((10000, 10))\n", + "x = np.hstack((x1, x2, x3))\n", + "C = np.dot(x.T, x)\n", + "print(f\"Aggregated data covariance shape: {C.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply CCA\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.123197Z", + "iopub.status.busy": "2023-05-11T09:18:53.123069Z", + "iopub.status.idle": "2023-05-11T09:18:53.284637Z", + "shell.execute_reply": "2023-05-11T09:18:53.282147Z" + } + }, + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.295323Z", + "iopub.status.busy": "2023-05-11T09:18:53.295161Z", + "iopub.status.idle": "2023-05-11T09:18:53.854474Z", + "shell.execute_reply": "2023-05-11T09:18:53.853764Z" + } + }, + "outputs": [ { - "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))" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "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", + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.857101Z", + "iopub.status.busy": "2023-05-11T09:18:53.856957Z", + "iopub.status.idle": "2023-05-11T09:18:53.863578Z", + "shell.execute_reply": "2023-05-11T09:18:53.862634Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute mCCA\n\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = rng.standard_normal((10000, 5))\n", + "x2 = rng.standard_normal((10000, 5))\n", + "x3 = rng.standard_normal((10000, 5))\n", + "x4 = rng.standard_normal((10000, 5))\n", + "x = np.hstack((x2, x1, x3, x1, x4, x1))\n", + "C = np.dot(x.T, x)\n", + "print(f\"Aggregated data covariance shape: {C.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply mCCA\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.866759Z", + "iopub.status.busy": "2023-05-11T09:18:53.866604Z", + "iopub.status.idle": "2023-05-11T09:18:53.878602Z", + "shell.execute_reply": "2023-05-11T09:18:53.874520Z" + } + }, + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:53.893058Z", + "iopub.status.busy": "2023-05-11T09:18:53.890208Z", + "iopub.status.idle": "2023-05-11T09:18:54.532028Z", + "shell.execute_reply": "2023-05-11T09:18:54.531514Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "A, score, AA = cca.mcca(C, 10)" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "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", + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:54.534968Z", + "iopub.status.busy": "2023-05-11T09:18:54.534812Z", + "iopub.status.idle": "2023-05-11T09:18:54.538868Z", + "shell.execute_reply": "2023-05-11T09:18:54.538542Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n\n" - ] - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Aggregated data covariance shape: (30, 30)\n" + ] + } + ], + "source": [ + "x1 = rng.standard_normal((10000, 10))\n", + "x = np.hstack((x1, x1, x1))\n", + "C = np.dot(x.T, x)\n", + "print(f\"Aggregated data covariance shape: {C.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute mCCA\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:54.541076Z", + "iopub.status.busy": "2023-05-11T09:18:54.540740Z", + "iopub.status.idle": "2023-05-11T09:18:54.545714Z", + "shell.execute_reply": "2023-05-11T09:18:54.544911Z" + } + }, + "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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:54.548504Z", + "iopub.status.busy": "2023-05-11T09:18:54.548060Z", + "iopub.status.idle": "2023-05-11T09:18:55.181303Z", + "shell.execute_reply": "2023-05-11T09:18:55.180946Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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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()" + "data": { + "image/png": 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+ "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_ress.ipynb b/examples/example_ress.ipynb index 43464ca2..227be3cd 100644 --- a/examples/example_ress.ipynb +++ b/examples/example_ress.ipynb @@ -1,258 +1,279 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Rhythmic Entrainment Source Separation (RESS) example\n", - "\n", - "Find the linear combinations of multichannel data that maximize the\n", - "signal-to-noise ratio of the narrow-band steady-state response in the frequency\n", - "domain.\n", - "\n", - "Uses `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", - "from meegkit import ress\n", - "from meegkit.utils import fold, matmul3d, rms, snr_spectrum, unfold\n", - "\n", - "# import config\n", - "\n", - "np.random.seed(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create synthetic data\n", - "Create synthetic data containing a single oscillatory component at 12 hz.\n", - "\n" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:45.537090Z", + "iopub.status.busy": "2023-05-11T09:18:45.536959Z", + "iopub.status.idle": "2023-05-11T09:18:45.847738Z", + "shell.execute_reply": "2023-05-11T09:18:45.847323Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Rhythmic Entrainment Source Separation (RESS) example\n", + "\n", + "Find the linear combinations of multichannel data that maximize the\n", + "signal-to-noise ratio of the narrow-band steady-state response in the frequency\n", + "domain.\n", + "\n", + "Uses `meegkit.RESS()`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:45.850708Z", + "iopub.status.busy": "2023-05-11T09:18:45.850539Z", + "iopub.status.idle": "2023-05-11T09:18:46.816387Z", + "shell.execute_reply": "2023-05-11T09:18:46.815997Z" + } + }, + "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 fold, matmul3d, snr_spectrum, unfold\n", + "\n", + "# import config\n", + "\n", + "rng = np.random.default_rng(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create synthetic data\n", + "Create synthetic data containing a single oscillatory component at 12 hz.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:46.818725Z", + "iopub.status.busy": "2023-05-11T09:18:46.818565Z", + "iopub.status.idle": "2023-05-11T09:18:47.183158Z", + "shell.execute_reply": "2023-05-11T09:18:47.182828Z" + } + }, + "outputs": [ { - "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": "
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\n" - }, - "metadata": { - "image/png": { - "width": 386, - "height": 248 - }, - "needs_background": "light" - } - } - ], - "source": [ - "n_times = 1000\n", - "n_chans = 10\n", - "n_trials = 30\n", - "target = 12\n", - "sfreq = 250\n", - "noise_dim = 8\n", - "SNR = .2\n", - "t0 = 100\n", - "\n", - "# source\n", - "source = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\n", - "s = source * np.random.randn(1, n_chans)\n", - "s = s[:, :, np.newaxis]\n", - "s = np.tile(s, (1, 1, n_trials))\n", - "signal = np.zeros((n_times, n_chans, n_trials))\n", - "signal[t0:, :, :] = s\n", - "\n", - "# noise\n", - "noise = np.dot(\n", - " unfold(np.random.randn(n_times, noise_dim, n_trials)),\n", - " np.random.randn(noise_dim, n_chans))\n", - "noise = fold(noise, n_times)\n", - "\n", - "# mix signal and noise\n", - "signal = SNR * signal / rms(signal.flatten())\n", - "noise = noise / rms(noise.flatten())\n", - "data = signal + noise\n", - "\n", - "# Plot\n", - "f, ax = plt.subplots(3)\n", - "ax[0].plot(signal[:, 0, 0], c='C0', label='source')\n", - "ax[1].plot(noise[:, 1, 0], c='C1', label='noise')\n", - "ax[2].plot(data[:, 1, 0], c='C2', label='mixture')\n", - "ax[0].legend()\n", - "ax[1].legend()\n", - "ax[2].legend()" + "data": { + "text/plain": [ + "" ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Enhance oscillatory activity using RESS\n", - "\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_times = 1000\n", + "n_chans = 10\n", + "n_trials = 30\n", + "target = 12\n", + "sfreq = 250\n", + "noise_dim = 8\n", + "SNR = .2\n", + "t0 = 100\n", + "\n", + "# source\n", + "source = np.sin(2 * np.pi * target * np.arange(n_times - t0) / sfreq)[None].T\n", + "s = source * rng.standard_normal((1, n_chans))\n", + "s = s[:, :, np.newaxis]\n", + "s = np.tile(s, (1, 1, n_trials))\n", + "signal = np.zeros((n_times, n_chans, n_trials))\n", + "signal[t0:, :, :] = s\n", + "\n", + "# noise\n", + "noise = np.dot(\n", + " unfold(rng.standard_normal((n_times, noise_dim, n_trials))),\n", + " rng.standard_normal((noise_dim, n_chans)))\n", + "noise = fold(noise, n_times)\n", + "\n", + "# mix signal and noise\n", + "signal = SNR * signal / np.sqrt(np.mean(signal ** 2))\n", + "noise = noise / np.sqrt(np.mean(noise ** 2))\n", + "data = signal + noise\n", + "\n", + "# Plot\n", + "f, ax = plt.subplots(3)\n", + "ax[0].plot(signal[:, 0, 0], c=\"C0\", label=\"source\")\n", + "ax[1].plot(noise[:, 1, 0], c=\"C1\", label=\"noise\")\n", + "ax[2].plot(data[:, 1, 0], c=\"C2\", label=\"mixture\")\n", + "ax[0].legend()\n", + "ax[1].legend()\n", + "ax[2].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Enhance oscillatory activity using RESS\n", + "Apply RESS\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:47.185190Z", + "iopub.status.busy": "2023-05-11T09:18:47.185076Z", + "iopub.status.idle": "2023-05-11T09:18:47.287122Z", + "shell.execute_reply": "2023-05-11T09:18:47.286607Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "(0.0, 40.0)" - ] - }, - "metadata": {}, - "execution_count": 4 - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "image/png": { - "width": 395, - "height": 263 - }, - "needs_background": "light" - } - } - ], - "source": [ - "# Apply RESS\n", - "out, maps, _ = ress.RESS(data, sfreq=sfreq, peak_freq=target, return_maps=True)\n", - "\n", - "# Compute PSD\n", - "nfft = 250\n", - "df = sfreq / nfft # frequency resolution\n", - "bins, psd = ss.welch(out.squeeze(1), sfreq, window=\"hamming\", nperseg=nfft,\n", - " noverlap=125, axis=0)\n", - "psd = psd.mean(axis=1, keepdims=True) # average over trials\n", - "snr = snr_spectrum(psd, bins, skipbins=2, n_avg=2)\n", - "\n", - "f, ax = plt.subplots(1)\n", - "ax.plot(bins, snr, 'o', label='SNR')\n", - "ax.plot(bins[bins == target], snr[bins == target], 'ro', label='Target SNR')\n", - "ax.axhline(1, ls=':', c='grey', zorder=0)\n", - "ax.axvline(target, ls=':', c='grey', zorder=0)\n", - "ax.set_ylabel('SNR (a.u.)')\n", - "ax.set_xlabel('Frequency (Hz)')\n", - "ax.set_xlim([0, 40])" + "data": { + "text/plain": [ + "(0.0, 40.0)" ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Project components back into sensor space to see the effects of RESS on the\n", - "average SSVEP.\n", - "\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] - }, + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "r = ress.RESS(sfreq=sfreq, peak_freq=target, compute_unmixing=True)\n", + "out = r.fit_transform(data)\n", + "\n", + "# Compute PSD\n", + "nfft = 250\n", + "df = sfreq / nfft # frequency resolution\n", + "bins, psd = ss.welch(np.squeeze(out), sfreq, window=\"hamming\", nperseg=nfft,\n", + " noverlap=125, axis=0)\n", + "psd = psd.mean(axis=1, keepdims=True) # average over trials\n", + "snr = snr_spectrum(psd, bins, skipbins=2, n_avg=2)\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(bins, snr, \"o\", label=\"SNR\")\n", + "ax.plot(bins[bins == target], snr[bins == target], \"ro\", label=\"Target SNR\")\n", + "ax.axhline(1, ls=\":\", c=\"grey\", zorder=0)\n", + "ax.axvline(target, ls=\":\", c=\"grey\", zorder=0)\n", + "ax.set_ylabel(\"SNR (a.u.)\")\n", + "ax.set_xlabel(\"Frequency (Hz)\")\n", + "ax.set_xlim([0, 40])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Project components back into sensor space to see the effects of RESS on the\n", + "average SSVEP.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:47.289673Z", + "iopub.status.busy": "2023-05-11T09:18:47.289435Z", + "iopub.status.idle": "2023-05-11T09:18:47.812541Z", + "shell.execute_reply": "2023-05-11T09:18:47.811995Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
", - "image/png": 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mHym4lD091sVjuT90gUnK97KjLOe4gMEAGOgOeBivGwkh1yjqSBBCigkh/waTvnQnAkyP1kkpPYBo1JmXwNR3LQBihsuj7Khzbq/4gnKsOJdwgBCSQgg5ixDyBo6AGFQWq1XK31cIIWOVck2EkDPAouDE3PgU6crDyt+bCCEPE0JSlftzCCH/AnA2gFjSL4CdFLofTFK1ghDyYyViBX+2YkLIDWBS7osP89H4YjjpoLkYAgC+JIRMV+o1EUIuRDRM29eU0uWae+aC2aMOVtp+DiHEqtxPCCGDCCF3gEnHu8OEiHgUzGygD4DPCSFDlHLthJDrwU7+BICXKaVlh1k2wM4ZWAXmY/AtIeR6Pm5KPfmEkJ8RQr4DO+0zFni/rqCUHpGttwEDXcBY22Gs7QfBodb2hWCMz0gAz3IGgxCSSgi5E+zAt6Oxld+ufP+CEGLuIs+x3B+04P2w5CjLOT5Aj4PDCIzP0X/QvcNi5h2ijJj5wCKZrET0UI4QoifvUbADTnj9V2nunY0jOCzmaOrUlHOtcA8F8PdD1GsGO01QvKcNzFREPKp+kea+q3CQA6eEfFPAFnJejkf43wJmR0qhCKg19xIAr2j6pFVpVwQsDFulcm1ajPsHgtlqivc3a9pD0cUpmwd5phKl/g4AyV3kqVDKvg7sMB4KJjUT694LoKCL+yeBRerheQNK2/2ats863HEBO31UPDbeqZTP/y+EcmpoF+9cl/NPyZcLtpHy8sLKWHsgt/2BLu7nm+zV8VovjM+J84GxtndVjrG2R+/vzbX9KU0dTrA1joKdBMwPKjvs+Qv5hOROpQ8qADypyXek+0OFkj67G33RV+kLD4CUnnr/j+XH0AAYOCQoO0hjDqKShgjYAvM1gAsppQ8f5PbervN9RMORAV2riHm9YUrpLQBOATthsBLMttMBoArAJ2CLcVeHQh0UlNLVAKYB+AhsobSCEcT/BDv0pksTD8pWoWvBYmevBXsuArZZnk8pfQ7saHogatsu3r8PLOb0LWBx751gcfBDYMeg/wvA+cpzH84zVQD4Biws2kWHyL4PTArzCtjmawZbhP8CYCJlkr1YdawFMBTAH8HU0h4wtXAHmB3os2CL+3eH03al7E/B1PYvKm1JVMpdBnYS8NmUUu/hliuU3wjm3/AzAF+AORNzVfUuMPOEH4PNdQmEkDwwQssN4N0jbYMBA7FgrO3G2n6IZ6rAIdZ2SukdYOvkRqXdZuX37UqdocOpU1P2q2BmRGuUcvoC6AfNeSjHcn8Q8BOwMXmXMo3PCQ+icDYGDBg4waE4kO0Dk36kKBttT9V9KZjq/HNK6QU9Ve/3HYSQX4FtXv+ilB7UdtmAAQPfTxhre++DELIezB9rOqX0qA7eO15gaAAMGPj+gDuKLenJDULBB2CSpvMIIcN6uO7vJRSb19vBpGqP9m5rDBgw0Isw1vZeBCHkNDDif/73hfgHDAbAgIETCoSQVwkhlxJCsoS0/oSQF8DUsAAzp+lRUObINhdMRXpPT9f/PcUVAAYA+AeltPJQmQ0YMHDiwljbj2vcC+YrcFdvNySesPR2AwwYMHBYOBPMKQ2EEC+Y/awY+uwRSulXvdAuUEq/VKItJBFCLJTSI7b9NACAbTgPgkXSMGDAwPcbxtp+HEIJHboEwNuU0o293Z54wvABMGDgBAIh5HIwZ6xxYCcsJoI5la4E8AKl9NtebJ4BAwYMGDgCGGu7gZ6GwQAYMGDAgAEDBgwYMHASwfABMGDAgAEDBgwYMGDgJILBABgwYMCAAQMGDBgwcBLhpGMAFC/7vxFClhJC2gkhVDn+24ABAwYMGDBgwICB7z1OxihA9wIYA3ZSXA3Y6XEGDBgwYMCAAQMGDJwUOOk0AAB+C2Aw2LHaN/dyWwwYMGDAgAEDBgwY6FGcdBoASuki/psQEvfyCSHlYMxFRdwLN2DAgIFjixIA7ZTS/vEojBBSBOAhAOcAyAJwAMBHAB6klDq7WcZiALMOkiWBUuo7ijYaa7YBAwZOVJTgCNfsk44B6AGkJiQkZA4bNiyztxtiwIABA4eDnTt3orOzMy5lEUJKAawAkAvgYwC7AEwG8BsA5xBCZlBKWw6jyAe7SD/aQ4mMNduAAQMnJI5mzTYYgPijYtiwYZnr16/v7XYcd2jx+PHoF7vwlx+P6e2mGDBgIAYmTJiADRs2VMSpuBfAiP9fU0r/xhMJIU+BmWL+CcBN3S2MUjovTu3SwlizDRgwcELiaNbsk9EHIC4ghKyP9YHhVNwl1lU68f6GmpjX3L5gD7fGwLGE0xvo7SYAAP61pAxba9p6uxknHRTp/1lgZjXPay4/AMAL4EpCSFIPN82AAQMGDMBgAAz0IMxd+Fw0un0YNW9BD7fm2GHngXY88PG2oy7HFwzHoTU9j0AognEPf31Myj7/2aWoc3Vf3fnoF7vwjyVlx6QtvYFG9xGbuvc0TlO+F1BKI+IFSqkbwHIAiQCmdrdAQshPCCFzCSF3EELOJYTY49dcAwYMGDi5EHcGgBBiJYQMIYRMUT5DCCHWeNfT26CUToj1AbNzPaHx/voanPrEt3Ev12yKzQC4Opj0PxCKxLze26hxdiAY7n7bPtpYi3+vrDzqeofe9xVWlulNpFfsaz7qso8l/CHGuIQjNO5lb69rx5Ya12HdYzoGzv6HizXlrZj3yfajLmfyn77BttoTQqMxRPne08X1vcr34MMo820AjwH4C4AvAFQRQi7t7s2G1taAAQMGoogbA0AI+TEhZBFYfP0dYM5fK5TfHkLIt4SQy+JVn4FjhxVlLahuPTpHwEAogo6A7Jtn6oIBaPb4AQBtncenGdAp/7cILy7d3+388Ywu1dAuS3w7AiFc8dLqY0JchyMUE+IgufcFGbOkZZrq23xxaTcvX4TbFwSlscvuYtrp4A+FEToMRu9w8PaaKry2oiIuZXn9R+vz2iNIU7674lZ4eno3yvoYwIUAigAkgBHsjyn3vkMIOeeIW2nAgAEDJymOmgEghJgIIe8AeAssVFsQjOhfqXx2KGmzAbxNCHmbHIv4mwbign2Nni7t9A8Hv3prA2Y8LmsRuAmQllBrVezFXR3Hh914LLR6ut+27hKcHG0dQZz51HfdytuitCOWedCC7fWY+/6Ww6tcgD8URos3cNREMG9bSEPsT33sG/w7DkRwrGcfNW8B3lsXe952dzimPfYt7v5w61G0rGt0pf06HPD3pitG+vsKSunTlNLPKKW1lFIfpXQ3pfRuAL8D28Me62Y5J7zWtq0jiANteuHMol2N2Nfo0aXvqm/XMd1uXxCfbanT5XV6A1i9X69xdHUE4InBdD6/aB92HmiX0iil2Nfo1uUNhSMxNVd1rk7sqGvXpW+ocmJ/k/55uvItirVm7W/yYNlevbZ0xb5m7GmQ2xiOUDy1YLdubaGUYuGOBkQ0fdgRCOGlGEKht9dUYXkMDe0nm+ti7m+xhF5ObyBmH66vbMXeBn36W2uqUNHs1aVvqnbp9toWjx/3faQ3T23rDMYch398V4ZPNuvnyjc7G3R95QuGY86rJXua8PfFejPM29/eiAc/1WtF11e2qkJBDkop1lc6dc/T2O7D0r1NujI2VDmxqdqlS/9q24GYfbuv0a0r29URwKV/X6Eb+85AGOUx+pu3U4vXV1bEHPvawzBlPVaIhwbgVwAuA7AKwBkA0iiloyilpyifUWDSoDkAVit5fxWHeg0cA3QG4mN3vrm6Dc4OeXGLKC9HMKxZTP2szmXdMG2pbu3Aq8vL49LGrnDx88vx/KJ9Ulq4C+kypVS3EHKTk+7a8O840I69MTbvWODMUqyy31pThbfXVnernEW7GnHW0zLTwcfFd5SmWNwEKNamXO3s0KV5/KHDYjq0z76xioWTf2L+bpQpRIPHH1J/d1fe0OoNYE+Dfhx8wXDM/t5S49IRGO2+IBrb9Xb6FnPspXbkA/Px/KJ9XWovRPiVcTleTeU04NReWhfXebrrKOp4CSwE6FhCSMpRlHPC4MFPt2PaY3rzzKtfW4tfv7VRSqt1deKcZ5bi212NUvqSPc247c2NOkbiyQW78ZN/rdLNxcmPfqMrOxiO4M/zd+O15RVS+rJ9zZjz1BJsr5OJ/a93NOCCvy3TEXZXv7oW5z27VEqjlOKSF1Zg3qc7pPT6Nh/GPfw11pS3ap6nCQPv+VJdGzlueH09fv7yamhxxUur8fv3Nktp5c1ePPvtPny4sVZKX7W/Fdf9Zx0qWmSC77UVFXjk8526/XLuB1txr4bAbusM4tdvbcQ7mrV5fWUrxjy4QPc8ry4vx5ynlujWxF+8vAZnPr1E9zx3fbAV92l8zhrafbj4+eVYWyEftbFodxNeX1WJ6lZ5HX70850479mlurF//Mtd+NPn8ji4fUFc++91eHed/DyLdzfitjc36gjsJxfsxv99tUtX9keb6nRCm2A4gh/9fSX+smC3lL6mvBU/+vsK3fO8uaYKV768RjcOv3l7Iy5+frmURinFTW9swN0fyn1V3dqBOU8twXd7ZEbiuz1NWFfpxM56mTG6+8OtOO3JxbrnueE/63DHu/K8avH4cd/H2/HmmiopfX2lEzMe/zYm09WTiAcDcA2YBOU0SukiSqlup6SUhiml34I5hu0BcG0c6j0iEEIuJoS8Rgh5DcBcJXkaTyOEPNlbbetJNHv8ugUTADYdxL56faX+3B5KacwIPr6QnmAKRdiC5tdc46ZCjW6/7h4t/rVkPx78dIfONCae2FTtwne75cVAKwXg+GBDLYbe95WUxgW0//iue86nTZ5DPzeHU5EkxCLStYzVwfDdniYdscsJy+4yga6OAHbV6xewqAmQvj2c2RMx8oH5eGK+vOA3e/wxJTVAlBDm4BtRs8ePRz/fCQB45LMdOOMvjMHR0v/tvmCX42m36JfEy/6xEj/+50op7aWl+/GD55bj9ndkwui6f6/D5Ee/0W0+li6k9h5/CH+ev7tbc59LYTu6MT6dgXBMSV8Pgg9oVzb+g5TvrnwEDgnl8C8+SU6KaELbFMJaXLv5vKjTEPSrFP+hb3c1SOmcCd9U5ZLSqxSisF5YW33BMAKhCDZUyWv/7nq3VBZHjZO1QUvUciaE38fRoDi1iww2Nz/V7iurFO2EVuK7QnnOJRoCjmucRe1FmyKUcmmEU1x7ou2TlUqd2nZzKX+ZoKXgmpb2Tm3Z7N5dmjLWKcTsZo2kmo/DVo3GxKqsTaIAgJsD1rfJ++EWJfKZtq+4hmdthTw+e5Q2VgmMATfhJBodKteebNFEV+N9uFoz9nxNFfcbvsc4rGYpb2ULq79Jsx7yurR9tVcpc4dGE+X164VQLco706LZbzlz9/UO+T3hwh0ts7RX6Stxzfb6Q1iwowELd8pllDWxsrfXyu3jz6HVoL27rlrXvmOJeDAAgwB8Sik9pI0EpdQP4BMAA+NQ75FiLIBfKp+zlbQBQlq3ncpOVFBKMfGRhRj/8Nd4a02VtPh2RTTUujrxo7+vkNKufHk1Ln5hRcwIPrGISE4QNnsCquqTUorK1g5YzUQnZW33BXWqZ77xTXn0G+l5LvzbMlBK8e8VFXh9ZYV67b111dhS45I2zCa3HyVzP4/5nJwZsZjlRe/fKyvx1bZ6Xf7faSRJQFTirKUxt9S4dPUGQhEsVTauWI7Gt7+zCR9ujEpJeB9pNyogtgalS5V5JBYDEZHqOBR+8coanPPMUl26qgGIUYdX4xfCI/poVaq/enMj5jwlS7s40b5NIzVJtEWPM+GaGrcwb7Qb2JQ/fYM/dmEqpd2QALYRazfvRxRGY2zfdCl9v7Lga9XPXAIkSo1EW/5YpgeVGqnj7D8vBgCdb00stHj9+EazGfUw+InrZxFCpH1GkdbPANABpjk+IhBChgDIAGMCjm/P+DggHKGoaOnA0PwUlDdHianKFi8G5yWjIxCW5kaD24dJJRnYcUCeuzXODmQn27BZIOAopdhR146ijARUNEcJngNtPvTNTEAwFJHMVXYcaMfIwlSJWQCAxnY/UuwW9T3g2FnfjqH5KSqBB7C1z+MLoSQrUSI8dze4MTQ/BbVOmaHZ3eDW5QVYZKysJJtkUkEpRbWzA30zE1AmaFernR0YkpeCA22dkiCqye3DgOwk3TpU6+xETooduzWmN01uP/JTHRKhWufqREGaA95ASNq3qlo7UJyZqDM7qmztwMDcZJ12gaeLJlPhCIXHF0J+qkPS3JQ3e1GYnoA6V6e0tlS2eJGf6sBOzdjvb/Zicv9MKZIapRT7GjwYVZgmjU+N8uyt3oAkMNld70GfNIcuGluj24+cFDuqWuTxOdDmw4g+qdLzH2jrRGF6Ato6AxJDU9bkQW6KHQc0DE2j24f8VIdu7GtdnchPdaBGYETbOoMIhCLol5WI/cJ4VivjoBW2NLn9yEyySc/On39wXrLK1IrpQ/NTpD2h1tWJAdlJCIWpNPZNSp9otW2Nbj/sFhP2aczcnv56Dzp7MPpfPBiATgCHc4JiJoBei2VHKZ1HKSUH+ZT0VtuOFk1uf0xbTS1EB9+7PtiqkzTEgsfHyhUJlaV7m3UcOcDs8rRSWgAIKQzA2U8vwfmK2ndXvRuvLq9AgtWsc+6c9cQiXPPqWiktls2kNxDG1to2nPvXpXjgk+24X4i2cuf/tuA3b2/C+Ie/Vgmutk5GFIsLZjjCbD2H3z8fQGyTDa0kYEVZbJqD91GyXSYmY/Xzwp0NeG89I/AXbI9NsG0UiH3eR7e+uUFNe3tNFRbvbtTehnCEYtzDX8fU9HBmRiQS+ULclX+BaK9Z1dKhSmW00nTexlAMDYCoNV1X0Yrpj+vNGQDEnMcBhUH5dHOdJB1MtEX7mTdFJPm1wvfOYDgmMwcAVg3jx7U4gVAkZr9opfEef7Rd2vklPgMgMwBun/y8a8pbMevPi6UzDHifaJnrdl9Qx1g6vUFkJNl07e0pUErLACwAO6b+Vs3lB8Ek9q9TStUdmhAylBAiReQhhPQnhOj2F0JIDoBXlb9vU0pPCM/oo0GL149UhwVD8lMkIr2qpQP9spJQkOaQCKdmdwDDC1LRrCF4qls7MWVAFuoFosQbCKMjEMbkkkxpnTvg6kRBWgL6ZiZq0n2YUJyBxnYNMeXxYURhqi5cbUO7HyML0yQToBYvI7zy0xxSOTXODkwsyYCrIyi9cwdcnZhUkokDLrnsJrcfY/qmS1LwRrcfiTYzBuemSExKk8eP3FQ7MpNsqj8VSw9gVFGajqE50NaJmYNyVEmuWP7IwjRJE93o9iEv1YGijESJIG12BzC9NAtlTR7JH6PO1YlpA7J0RG11aycm989Eg9Anrd4A0hKsKMlOlPbvsiYPxhanw0QI2jtDQhkdmDU4R2IUAaYpGNEnFc3Cs7d3hgACDMhJksanotmLofkpSE2wSkRzebMHpw7K0dmwN7n9GF+cLhHMkQhFY7sfU/pnSX4KTW4/CtIcyE1xSOO2r9GDUwZm6zQaTW4/xvdL12mcDrR1YmJJhtSWxnYf8lLtGJKXIjF/Va0dGFmYCr9mLW90+zGqUD/2De0+jC/OkJ6nU3lPhhekSqaeta5OFGYkoCBNfp4mt4+VHeN5ppVmSe0LRyiaPX7kpjjQU4gHA7AawE8IIeMOlZEQMgHAT8Gcgw0cAlUtHd2OJ9/Y7sOkPy3E7W9vOmReLYcZi1DTln3ZP5j0f+h9X8U0n3hXsG/k0k6HVZ5enGgNhCPqS8WJznZfCH6hXV5/CM6OoCTJBWSpMlfncqaAc+Rac2ou1eGEMG++uAjuqGvHdf9Zp/63mfUmG0GNRPuKF/X2pR5/CP9cwpzDtNLkWFoRsY9Eol7cKMTniSUdmPvBVlylYZQA4M3VLBTpirJmiXHaVtumPrtox8k1AKKmhzvB3fD6erwq2PuKm5aWKeNEsajRWLCdEdwU0Ye59B9dLwM83ztrq1SpplieKH0JRyjGKJL4WHPzvfU10gJsM5vg9oe6xSw/+81e9fcjGltYgJkfiGpckYn1CuOdbLforou/RbOB+dvr8ZN/McH4o1/s1NXZomHouFmVaKvb2hFARmLvMQAKbgHQCOBZQshHhJDHCCHfgp0CvAfAPZr8O5WPiFkA6gghCwkh/yKEPE4IeRMsjOg0AOsA/OGYPsVxgia3H9nJduSlOiSzwWonk2zmJNslYr/Z48ewglQ0uf0SM1rt7MD44gypjBaPH1nJNuSk2qX0A20+9ElzICdFTm9w+zAwN5lJpjUSzxF90iSCMRSOwNURwND8FInA5M+TnWyXGQNPADnJDhSky1LmFm8Ao4vSdIRnY7sfo4vSJCkrl7rnpzkkIr25izqb3NG+EnGgjWlRxHb4gmF0+MMYmp8iEenNngCyk+0oykhAjUCkN3n8KMlOQrLdKpXf0O7H5P6ZkuTZFwyj3RfEiD5yW7gkWctclDV5UZqdhKxkG5q90fyVrR2Y1D9TGgdKKRrdPvacwrPXujrRJy1B1yf17T70SUtAYUYCal0CQ+MJYHTfNBxo80nrLR97sd0t3gBSHBYUZSTI/a0wYoXpCahxiRqnTowuSkO7LyhpaJo9AYwvzpD2nXCEosUTwNi+6ZK2qNkTQFayHTkp8vPUODvRV3lPtH07qjANDTqtgx/jitNl5sLtQ24KLzu6Djcr45OtLdvjx8g+rL/FPb3R7cPYvukS08EYfCtsMcxQjxXiUdMjYKHZVhBCXlEOaxlHCBmgfMYpaa8CWAbADnYEfK+BEFKktLWOEOInhFQQQp4hhGT0Zru0mL+9PmY8+b0NbpTM/VyyFZusmMQ0deOgIK0JAZeId4XNNW1oFySUzhge7a+viraT2zsnCARwV3H0RYmoWC53aspMko+QEGlwrjpt69BrBQC9xJ6XzwnxSX9aqGowtHbiFpP+1ThY+EW+wT7yWZQI0zprxjLR6cqhUyT0RaL5cA4Hq1YWxdve3IhrXosyCO8JRL+4gfGxEMf69VWVEmPEn9MlzJkGzZzjEQ/EKEA3vL4egDx+IrTqZJ7vj+9vxctLmdP3x5uiESYu+8dK9R63L4SCVCY14Y7m2tj/ovalX1YiAP38AGTGYntdmyThf2MVY2y10pwblWfTRi1pF8zcOoNhpNgtkmmQ6CfTKsx9MYrIrCE5UpmpDovO/+VMxZn7xaVR5/iq1g7kpvbuOVmKFuACMGL9QjCfq5kANgE4m1KqDzmjx3qw+P99AFwJ4I8ALgfbc1YB+DGl1BXvth+PaFSJDJtEZHDCMzPJJmn7mj1+FGYkwG41qdJhSilqnZ0Y2zcdze6AVEZWsl1HHNW3+5CX5tAxF43tfuSkOJCXapfmIyMCUyWJfrMngMwkGwrSEjTtZs+jJdRavAFkJdvQJy1BIr6aPQGMKExDo1sOJ9zg9mFMUbqk/WjxMEI/P1WWyDZ7AjHrbPb4UZKVCAqqrvOUUtS5mIRZXJ84MZ6X5pDWvmaPH9nJNvTVEOlRRseGFq/MdA0rSJH28RpnBwrTE5CX4pC0KE0ezgDIfVLT2oG+mYnISrZLGo0DLh+GFaSgIxCWhGx2ixlF6QnSWLZ4/chOsSkMgEzUZqfY0EerWfL4UZiegBS7RUfUa5mLhnYfclLsCoMim+HmJNsZcyEQ7y2eAHJSmGZAnENNbj/G9k2XTJ1avQGkJlhRkpUk9UmLl42Dlhg/0MYYnZwUu9S3jW4/BuYmIxiJqGPPfV8G56XIDKQyr7KSbbo5m51sR3aKTcdY9klPQFqCPn1YQao0Zs1uVkZP4qgZAErpCjC7eTeAqwC8CSaV2at81ilpv1TyXEYp7TUNgHJE/XoAVwNYA+BpAPsB/AbASkJIVm+1TYtY4f6c3oAaCWDCIwt1nujWLqKNiGjXmBtonXk4eNlaB8ZYToiizbwpBgPQleOiX5GC3jSrFIt2N6lEGXfSsmmeR9QA8BezPYYTMgBc/mLUvNhuMambo9iWixRnTU4vcuLQrDyPSCR6BQdWrT0nby/v//REq45Y5x7/X2w9oKZpTT84Rj4wX/0tDnGsGPjdgah+3aSx/eWYH8MsRuu8xA8mE6X+5zyzFJurXbj+P+tww3/WqX0Ri+kLdMEIblf6xh8K45b/rlcJeYCZYzW2+3TRNaY//i2W7GmCxx9CfprMAPDxzE1hC6ooVQlTCrOJSI6NfIOvcXaqUi2tTSjHnzRSeV7np5sPSOl8XgbDFATML+GXr6xRr4saoY821qpjJEr4RUIn0WbGfRcM1zEg4hzi47mx0okp/Q/HMjP+UNbaz6D4iQH4PwBLwPywvtKutdwMU5O2FSzcpxmAA8C3Sjlfgp0ivIoQMuDYPsnxgSY3Mw/QSmpbvQFkJdkYEahhALIVSWiTh82ZJo8fyXYL+mUlSoRaqzeA7CSbjjBm6XZkazQAzg5GpOemOiTJaZNHkQJ7olqH+nZmGqNlXEQNgE4bkWRDdopM1LZ4/OiTloC0BKtKNPtDYXj9IQwrSJUINc5E5KU5JCkrJ9J1klp3lBnh6W2dQdgtJhRlJKLFE1CfhzNiuSl2yQyEE3AF6XqCmRPB/HkopXB2BNA3MxGBcNQk5UCbj5nGaDQxje0+5CTbkaUh0p0djLnKSrKh1SsT9bkpDmQkWlWBTKuX5c3WMlwKA5mdbNMwBgFkJSnakhgMZ26qQ9IwNLn9GN4nVaeF4pJxMZQ27+/CdJmhafGwccuPwXQUZyWCgKiaVc5E5KU6JEFWi4e1m837gK7s3BTt2DOpfn5qdK7w+ZOTEuvZbTG0VsqcjaFZykmxIz/NrjEN8mNYfqr0nvDx6UnERddAKf0YQCmA68CI/fUA9imf9UratQBKlby9iRcA5AL4NaX0YkrpXErp6WCMwBD0knZixb5mlMz9HDOfWKSarMSKHDJOc1CTlrC2mAk2V7vQ7PHjlWXlqGzx4q4PtuDBT7eDUopFuxt1UQpiRfcBotFWtDHMYxHzG6tcaoxiblJU1+ZTX+6uIssEwmGcNiQHJQrhvZFL5JXr2+vasUgIYydaK/EFsiunSJF4OndkfjSCTgwpOs87IJsFE+GMx6lPLFLzvLaiQg1v5/QGpPHhZiCpCRb87szBuGZGf1WK7/GHUDL3c3WxvOW/zNTnxtfX6aLf+IJhyewEAP67OhpCTHzWriLZ8HTRpGpIPouSSCnFViHSk1jEs9+y0KepjqhTrZYJ5dnLGmWb2IU7G/DNzgYs2NGAPyvPFMu07GAOrOEIRUObH19srZechZPtZp2zFEdDuw9uXwh90hUGQMNfXDS2j+4efzCCcITiHiEc3LX/ZlqOVIdFJdy7iszJfTvW3H2GlE/Le3Opqy8UlszBuL2+OA8X7mzEVa8y5oBHHEm0mVXpXSgcQUcgjAE5yQeNgLVI8QXxhyKSc3QvIV5r7aNg0YSeopSeoZRzMZjQJlep53sPTkzEYgAyFCJQkigqBE9Osl2VprYoEvCMRBvaO4Mqk97iYfb42rKdStlMAxCQ60xUiCklP6XM3rsoIwF2i0kVEjS2i2YTMjGVk6LXOrR6mTYiK8mmMjSRCI0SsAIR3OT2IyuJEdeujmh0r1ZF68CIQ70EVyft9viRkywzV82eALJT7HBYzbCYiWrqxJ9HR3gqkucsjSaGE6rZyXZVA9DeGUKC1Qy7xYyMRJu6N/FnzNESqZyJ0BD6rR1BpCfaFIk0KyMcoXB1BJGRaGW+Dl5etl/Xf/zZs2Iwec2KWZg2f4snqtHg+bnkvE+aQ7KxZ8S4TWmHnvkrSHdIPh3NSh8yBoDRDqEwc0Dn48wJcm5GFEuDxJ9Ta47E+1ZkXBoF5o+X3aJ5dk6kR5kl/VzmGjStVoSNW3Tsg8rzFGYkwGqKzqsWrx+ZyScgAwAAlFI3pfQVSumVlNLJlNIhymeykvYqpTR2XL8egiKROgtABYDnNZcfAOAFcCUhpMdDynHnlqrWDpUAEAlvrz+EqULkG46q1g48KRCREcqk2vd9tA0PfbYDD3+2E2+tqcanmw+gye3H1a+ulYjxmYNzYpr02C0m3PD6elUVJkJLxD314zEAgDVKaDGvP6QSXuWK8xS/h0tkOfzBCOwWMyYp0kru3BmMRKUtVwvmK3yBT3VYVMfkrsxoRG1IRpINrV5Wdiw7el4Gv0erWbntNBa4anN1m1pGakLUPKnB7cPmahcW725CaoIVCVYzOgOszFhx4QFg/vYGnc2pxx/CmwrBP2dYrnQtGI7gb99GzyeIFWpVfD5RW8DtwTsCYdgtZtw4iwlNIzGoXLF/eBfeelopACZZ9/pDeGV5OS6bUITfzmFRHtMSoraLXMpfqWhPxL6scXbqQupxuDoCKuEvOrol2S2qpkiLWlcnFu5sQJ5iAsTnIH9zJvRj8+r5RftU86xY48/np2hGEatvQuGIqjHj6lrO5GqZJXUcAuGY0YU8/hAml2Tiltmsb3mULE6wpCdYVQLtnL8yp/kCjURTizXljJn3hyI9akuqRbzWWkJIMpjpjxfAPM3l5wBUAjj7ZNACSAyAWybIMhUiixOHnGjKTFQkvt4ogZmRaIPZRJAhMAwt3qjdtLgmOTsCyEi06kwbRIknz+/2h2AxESTZLUw6zokpLknWSV4Zsae1p+aEmvg8bZ1BJNrMsFlMTJKupDe6GRFoNZuQaDOrzDsrQzG70UieVeLVHWVcmhRzF5EZ4c8IsHXBqewfjW4/8lKZ+VOjxgQoK9kuEfRqnSk2RgQqbWn2sry87FavzADwvHzt5GOvNfNyKeMjlu3qYKYxFrNJys+J8fQEK7z+kLrnqdJuHaGvN2sRGTHRLIy3jxAimce0KM+Zlaw3T4sSxhopfZJdktK3egNIT7TCbCISExXVitjgFCIVtXjEeSXP2exkO3JTHLp5yLQl0XHj7XBYzbBbo8ysyBi0aJmoZOVdc+vnm6j9afEwptpsIpLpFtfC9SR6b4foHZymfC+glEoUhcKcLAeQCKZa7lG8vCxqv2uzEOxv8uB/SnSYjzbW4q01VTE3/tve3IDnhEOrePi1bxSpOY9Lm5pgUePw8kXyrnOH4slLR6sTUIwZbDObsGRPE2pdnTpCU6sByFeIL64K9gXDGNs3HaOL0lRbSH7Pa1dPlu4NhBmhUpqTjBtmDlDNGcQIOlwqD0Ql9SkOKx77chdW7GuOGXEIiEZ0OX1oLlwdQTysEIAdgTCG5MnnBmnLKG/2Sjb/4/ulA4hKWDsDYfW5AfZSX/bPldhe144UhwUZSTZB46BvX1cHP3l8IZTmsud96idjpfzcRGThHbOQmWRDRyAsnTD4ws/Gq8/Hnik6TnzM231BpCZYcMssxtDw/uTtsVtMiNCo+c7OA248e/k43Hn2UMwcnCNFwxnfLwPZKWzBSnFYYNX4TfDDg8S+rXF24uxnluhs/gFGbIgb51vXT0V+qgOEdO37wA/XyRPGQsTsITkY2zcda8pb8dKycny8qVbaiPjzc2I/xWHFUiX+s5axnNw/E19uq8f2unYMzE2WCP5AKCJpDMwmojLaTR4W8u3yyX3V65urXbj23+uwpqIVUwcwSxg+BrzUtEQbguGIcroqe3dzU+xweqOSWzEa0hM/Go1mjx/NHj8W7mzoVQYA8Vtrp4LZ+y/XCpCUcrmt3GnaG79vaPL4kZuitzNu9gRUQkiV9nYEkK4QgdlJNtVkpsUbUKWMohSzRTJtECT9HSyalJg3qGij0hKsEvHe5PYjV3kPczQEXGayDSl2C4Lh6MGJXDqqNTHhBJxEvHr9KsMtEruN7X5VqCTnD6gMitYsSusDwBmXRJtFMo/hjAurM8p0NCgagOxkFiKTryHcBEhsh0567ZGJcd5uzlw4FeLaZjEhwWZWzXU5ga3VLrQqbWQEtthuW7SvNMyFyUQkiTzvb51Zi5cRtVlJ0TEWGbFsYewbFS0HH/tmibG0ITORaWh4X3GGM1todzDMbPDTEqyylscTHXvGcArpKYz5S3ZYZOI9hj+LqF3hGjFfMAx/KILUBIv0/nCCPvo8/mh6kv4dbFHeQdGcjTNLWYpWiJfNHYkByMyShzGtPYmTjQEYonx3dfgMt73o6vAaFYSQ9bE+AIYe6t5YEA/JuOa1dfhoU53qMHj7O5vUuONa1GlCovHJlKCROHp8IfVUxG92MiL2jGF5yEyyoa0zKEk2gWgc9Wa3H52BsCSN1jrDckKjVmmLqzMIh9WMM4floaq1A89+sxcX/G0ZJvTLwPA+qdK9oqQyxW5RCRoTIbhmRn+WLkjauYSYc+TL9jV3qQHgi/ejPxyl2vYDTDI7sSQDn//6FADsAJl/LZGPdd9c04ZxD0XNrfgCxA8LWV7WjMF5yep1Z0dAPXgm1WFFboodH26sxTtrq2JKnLUn/04uYZJqjz+ERJsF//j5eKQ6rKh4/HwkWM3oCIRR3+7D9NIsDMxNRigcwcRHFmKs0MZZg3NQnJmIjkAIc576Dh8JTrNcgt7eGZKk9Zxo5XaVNosJZhNRx7i82YtpCoFqt5jgD0VUCf9lE4rUkGWBMO3ytGTxoLQfjGGaIfGEzrJHz8PoojR4/GHJoTvZbsEpg7IRDFH4QmFcNLYPXr9WZiC5nWhaguwsblaYEYfVLDF7v9FEydpS44LbF1Q1DqcOylady/lcu+e8YbjttIEIhKJOYuePKpDKcXUG8Of5u/HjiUUAGMHACZ2VZS0Y0ScVj10yWp1HWxSn5OmlWUhSIgTVtflUUx+AawAoHv9ql1qPxWxCTkrUnnR7XTuykmxYeMcsWC0EwXAE9ysO9LEONetBxGutjduafSzAI6vESufjTylFJELh9AZQ1uRBKByBxx9CJMLOepivRMgKhCIxzfrCEQpKKZbsbmJS4MTomk0pCx2YnSITzKJDYZZA2LUKUu1snaQ2Kh3mwgOnojEQCXpnB5PImkxEKqNJIAJzBSfWZqVOQojURlWjkRI1JQmE2PxPdVglkyZud86eR6zThxxlDRKFLtzcJSNRlg7zckTikDm7KsSrqAFQiDdAZi5ErUNaQpS5avb6kZNiU9oRVNoRQLqicWHaCNnEhLebBwHg2g9tnbxvxTR/iJ1QzojXqJZHJF4zk2xo5WPfoWH+3LK0WytJV/sqRZ4nvK90Y58iEukCY5lkh0Uh0l0dMgMkmig5lb4yafpKLFtsS6vCtKrPozId3IeE5aWUIhSOwO0LReeyZs4SQtS5oo59UrRsrs1q9jKzMD1DwzUD0fa5OoNIsltgt5gVST/XXESZVrndgR43AYq7kSghZBaAOwFMBjukJdYuRCmlvWGgmqZ8dxX4nqenH/umHBxWjTlBcab+ABQgamYwc3COdBKi1nxBtHlbub8FN80qxcBcRsCmJVjR2hHQOdwCjMv2BcOqkyWgdyLme1aTx4/q1g58vKkOs4fkoDgrEV/vaFC5bTFeO4c/FFEJldQEK+obfGr65P6ZuPbU/jj/2aUY+9ACbLr/LHVD4MRZIBSJ2S8Ac8S97bSByEu14+oZ/fHysnI0un3YUdeGJJsFpTns+X8hOGZec0p/ZKfY8ebqKslhdVBulIhsdPvwxqoq/HBcIf530zR8srkOy/Y2q2OR4rAgXTG5+eP7W/Hf66ao954/qgC1rk7dQScpDgsG5CRhV70bbZ1BpCVEF4KMRCucHQHUuTrVcbhxVqlqaw+wGM6JNjMSbWZ4/CFVYgwwbU5nMIw15a0IhSNIT7Sp2hGtJNlqZk5v3+xsxCXjC9HeGVSJa5vCAPiDERRnJsJiNuHM4Xm4ZkZ/+INhSTPED0rRHmd/59lD8MnmOinNbCJwWMyobPFKUvREuxlWM8EflEO75gzLw6mDcvDYJaNw1wdb1XzPXzEewwqijGUgFMHmGhde+sVExMKZw/Pwq9MH4gfPLccPX1iB166eBAAYmJuMkuwkrNjXjH2NblUbdfqwXHQGwvhmV6M6J7hJzx/OGYJ/LC5TTd3GFWfg3XU1SLJbVALwq231mDEwGwDQN5OFw+ObwY2zSqVQsA99tkONnlSQ5kAgHNGZTBVmJCiHHCXip0q40IG5ydhd74bXH1a1fr3MAMRrrY3bmq0IaGLhiIQ2Ly8rV7WKJVmJqGhhEVzcvqC6Rs4ekoMtNW0xz+IQMaV/pnSCqtlEMK5vOqxmE1bub8HEfhlw+0MYkJMEi9mkrtkJVjNMhEmvJQZAYQoARjDz8yRaO4KqOaBoxsCljyYTUc0V+qQnMCfTRBuCkUiU8PJGQ8yKjIFIqGUKJpetSvjOaDorm9ndMzMQTng6O5h5BJdSS+YrMYi9RregAUiM1tniiUrSE21mtHUGkeKwoL0zyExsBM1Ak0Z6zf28RBOgDIFQbWj3qZoOFgWJaT6aFX8E/sy8fZxIFaXx3ESJpUeJdO7UCzCzzVZvAP2zk1R79/REG9p9IYQjlJ31kcgYqyxRy+OJai4k8yLF5wKApOloVhgdUZKelmBFeycr3+sPyX4RSVHilQdvYIyYnjEQGR2uvchMsqlS/UA4ojoHNwsEvdhXXMMVHfsogzZUWfc54zYkP0Vl3BJtFlhMBG5/CP5gBKkJVpUR42U0un1qtLTMJJsqUOXmQrzs6HviR3aSDRazCakJVma2kxx9rlCYymZRydEx5oFDuOZL21etXn+PmwDFlQgnhJwP4COwiA1VYMfBfy8PaKGUToiVrmwy4w+3vK9uP1U6VXWPRkJ8qNM/tRPH7QvhR+OLsGxfk+SoxCESB3wjiBVNp7KlA3+evxvXn9ofa+4+A/9csh+tXj/u+ZARYP+5ZrJqJ+4PhlX7ZbvFjPw0dnIft6uPZQcdEDQAY/um4/VVlfjXkjKUNXlgt5rQJ82BYCgCbyCsnvC37cGz8fCnO/DOumrsrG/H8n3RaIIb7zsTs59crPbBpP6ZIIQg0WZGZyCMyX9ifhQXje2ji5h0/ugCTB2QhakDslQ7fA6LmWDR72fjsn+sxJy/sLCLrd4AJpZkwmQi+I8QrjVVObCFozMQxuT+mbj/guEYWZiGHzy3DHM1J9FGKFs4/rWkDAQE6YlRiXZ6og3X/Xsddje4cde5jFa59bSB+OvCvSpB+q8rJ4IQgtxUh3TI1cDcZFwwugDPLNyLH/9zJZ64dDSKMhJgNhHcfd5Q/O3bfXB6A+oCZzYRnD40B3WuTngDYVjNJnV87BYT/MGwarbF4bCaUCY46X72q1MwJD8FQ+79Eh0a7UdRRgIAxtDub/Li16czU6QNVU6sqWiVNE2JNrM0RhuVqD1a1/gZA5mGouLx8zHqgfl45PMdaPH4MbY4HQAwSNDUDMpNxosaxoAT6mcOz0Oqw4qPNtXho011uGV2KW6fMwilOcnY2+BGIBRWNSkJCtF+y+yB+HBDraqRSnVYlW8LOoNh3PHOJqyrdKoMwP0XDMcPX1ihbspJNjP6pCVgZGEq9jV6sGp/dC7npznwwuIyaFGUkYAaZ6cqOeawWUzSQWQ2s/59MxA/XDi6AJNKMpBst2BfowdfbD2A04bmYnBeimpOmZ1sxz3nDYM/FMGBNp/qAFjd2oGCNAeKs5JAwEzCrjmlPygFVpY1Y87wPNQ6O5GeaMXcc4dibUUrbjmtVNW4cQluos0cJfQlokk2m+AEc6vXj8GKRiwryQbZ3EU2DcpJsaMjEEaKwwIKtp4GFYItU5MXiDpTApClqYJpQ1YMqbHNEiU8mwWiW7Qb5xJWVqdNDZTR2O7H6L6MucgQfAaaRWJXIfaDivDDrGEuRO2C6DPQ4gmoQjLR9EbWdLAwqINDyegMhlVhidfP+oqHh+TPIxLpIrEbHR/GcAHcNEis0wGziSBV7CuhbIn5S472IRcgtHoDajAI0YFXJHYzE5n2IkKZYFC1u/dEyxZNY1Tmz6MxAZK0KKImKoD8tBCsJoIEmxkOaoJP0WSIY5yl0QBwrUNWkk09lE2asymyORtngHhbgmEqz+8YRHpGok1laJo9AQzNT1XmlVXDiApzxeuH1UyYr4DFzOrzBlS/Ej4HRR8ApgGIvscyE34CMwBgTlpBAOdTShfEuex4gEuL0rq4ztNdx74pMobmp2LrvLNQ2dKBC/62DJ9qpKSiXeb822fi7GeWSNcTYkjXq1q9WH33HBbP9t4vpWuigzFflHnYw7QEq0rQiFLm3FQHLGaCR79gJgkOqwkzB+eAUoqHLhqBDzbUqu0kYESeaFakNR1iUSN86qJZkOaAqyOolm+3mEAIwewhufh86wGMeZBNqWS7BXPPHQpCovHdE21m3Hb6QKQpKmxfMIxN1S6MUSRPscKjaqMb2YU87900Dbf+d4OqObGYCDISrZLd340zmd8hJ2o5UhxM7cfh7GCL/chC1pZYYVfDFHj8R6Px6eY6bKhySgxAhFI1Pn1JVtQfQtRQ8I2qKCMBb62JMi/v3DAVzZ4AnlnILCWqWjrQNyMRhBDcMLMUn2yuQ1Vrh6o6t5oI8lId2NPANRHRdtgtZny1rR5D81MlBtJuMasbweT+mepzWs0mdQPjIITgrz8di08318FhNeHm2YwB4FLvhTsbcfnkYry1pgpJdot0HgNnOs4akY+5igbAaiZSG60Wk8qMcYbz2lP6qyZ0IzQmaEDUZyIn2S6dBNzQ7lfz2y1m+EMRVVVvFuZKot2CFi+Txp47Mh/L556O/6ysQGcwjA821gKI+kGMK85AaU6SaiJgUpwxP/vVqRjz4AJJU1eQFtuvoSgjETvq2vHaigop3WomUqjaXvYBiNdaG7c1O95Cm9xUhyoJHpCTjLNG5KvXRI0UB38vYmHm4Oh5D+eMzNdd5wfdcXDzhkSbWSXeMpKscCrEh8wARO29xVCD2SmCRFrHMPjh6ggiPcGq+rpwp2HRNEZkAGQNgFVds2SbdEao+oKM6OPvLmdSWr2i2Y3A0AjSdZnp8CE3JU8om0UCcgmSdE5M+oJhlTDOSGR7XDhCJel1piSl92NKcqaaLvoX8Px5qewsANG+HmB7qKsjqBw8FttMpb/i25adImholKhLrI3MNMgXDCsSbIvSFtaHOlt/j55I1flFcOJd4/+hNXUKhiNqWqLNrJ6PwA9SizX244sz1HQ1pLFHHvsWr19qn2gWJhLuYl81e/yqv112il3VlLVqmMJmj1810xTnVZObHcLF54NIpHNzLm1fyWZUMmMt9lWLJwCLyaT2icNqht1sQrsvhCZPdF6JUYAa3T6JCecMjTj3ewrx3iFGAnjnOCX+AaaRALq2Fx2kfHdlb3pMkeKwSmYyi34/G7eeVqoSsRxD8lPwy2n9cMn4QgDA6KI0/PbMwfjkthnSxsOJ+FiEgHh6Y1qCFVe+vAafbK7D/26ahlV3nYFLJxRJ+XmEEs4tAwBRZLGEEEzolwF/KKKe+BoIR9QXn2OdEm50w31nAgD63/UF/rlkv/qS2K1myXGVE9FaQh1gm9GEfhkq4XnqoGzcMnugqjreUOWE1UxUUxxAZpJixajn7QCYpFh0PCWKmp3j2cvHYboi1c1MlJ+TLz6Lfj8bAHDn/7bgi61Rae2dZw9R66t4/HzMGZaHH4zpo24abOONlilqTrS27lrkpzrUhfPGWQOQpSFq11W2SkRwfmoC3l1XrZ4knJvqQGaSDV/vaMCC7fWSeYrFRPDNrkasLm/RxdVfqPiV/HRS1NE12W6RnLAuViJDBcMsvy8YiWmmYreYUPH4+Uh1WKW28zmbmWRT/UNyUxwgwqFf4lRxKGWL13NjOAvvafDgkvGFuGp6ieSj8v6GGiQrIVETbMwP44DivCzO7WS7Gfd8uBWdwTBMJoLC9AQkWM3wCSZRop9KRqIN9UqIOzHkqsNqUs9Q2PXwOUjr4iTfPmkOHfEPsPdcPPAsxmvTk4jXWntcr9m9BU58cadEgK2XCVYz2jtDaghQQE8c8vUqK4mFVOQx6TOSBGLcHVDNcbR1OnXENTPfERmAdMVGGpAJNR71hDMo/N3kJhyitiA9wQqPIklv9kYl5mIUF9EEiPsAuDqDSHZYVKEP14xwrQbAfGlSHBa0dQZ1/gWiZiBTw7hwXw5uApWbyg6sanZHiVexLSIjxqMXUUrVCDv82aNmIEHBOZgxdGKEHXE8xX4VGRpRkp6pCzEqENjugGpZwPe2DOU5G91RKTUhRJhvAQ0DIPtz8HQe314kmHnfiu3jz9OqjI80r5S+4lGUxDkIyBJzXifzT4kyYryNoibGYTXDxol0RbMiPjsf+6jTOdMsiX4E6lz2BlQnag4e7UoyAUq2qaZOTcKczU2NzmXRLKynEG8GwAOg9ZC5eg88qPtZhBDp2QkhKQBmAOgAO2GyV8CJPZvFhP7ZSbjz7KF49vJxunwPXjQS153CJNAP/mAEspPtGF2UrtpyZyRaJWkxIJv9iIdviOYbQ/JTkGAz48nLxuD+C4YDAP54zlDcrIQq5ISXFnaLGe2dQVXiGQpTifACoj4AGYkyEctfNO5kqm1vrPMQANZHqnOOJozcFS+u1vkqiI7RsRyHS4RoQw6rWXe/SPSKZVk02oUUxQykv1DeVdNL1N8/nthXyccW3Zd+ORGXTihCWoIVDW4fKCAR3mK9aYkHZwDEMZ6lSBXF+7fVtkvSxlGFaeo5AxeN7YPXrp6EJJsFDe1+PPjpDlQIh2HxQ9ge+Xyneu4BAFwrzAnRhj/BZlYX1PsuGI5nfsrmMXd4BmIfdicS/aLm5hkhKhKfWiLTplxRf2nHBZAZWA6+oZtMBAVpCah4/HxdaWmKvScnsEcLTHmSzQKt72aKwyrNnykDos+8v9mLtRVO/Pr0gRgo+JaIpnp2i0k3Rx+5eCQAmZGdMywPS+5kAXD0h+Z1cZBBzyBea+0qAJ0AZij3ieWYwEKNivWdFBAJspyUKPGRqRBOoqRWNLtxio6giiS0vTOkmjCwdGYewt4Lq1AnS28WiHS7xYwkuwWuzqBk28xDKlJKJa0Dd/psEtqntsXjl6TaJhNBegLzf5JssoUQo5IEN5FLkv0Sg841ACJRx9vS6vXLphpJok12ND+XDnPHTr6m8lCgorRXbEuzJ2q+kmizgICgIxCWCGNOMHLNBRdacYK0SUNgihJz3q+coXF1BBjzlxSLEYv2LY9sI0r/ebudHQHFz0EYH4WQFn1LMpPYWRKhcERj186YC48/BLMpKjjLTOLMn8ws8fnZIjB52r7SMh2UUilKU44SfrNZM/b8OUVfDFYOmxON7dH5I5p5SWZRSnprRzQcKQA1upbYDl52s0c7r2JrHfipxP5QGB2BENIPIeCLN+LNAHwDYFqcy4wblKPpFwAoAXCr5vKDAJIAvE4p9aKXwBmAb+6Ypab1SU+Imbcok6WLUmHuuLjyrjPw3BWyVlskri8ZV6j+nl6arf7mxCv7zV7cH00oVMMsigSbJG21miSmom8ms4F/U3CAtceQyAJAofJ8dotJksxzIniycKLpqYOibRUJHvFsg3AXhI/40okajrvPY3b14hkFIiEtalWeu4IRsdooS29ePwUHw1nD89TfvF/FvgbYOFa2dCA9wSr1kdgW8Z5ku96CTyQauYZG7KeijARJo/BDYR6M6JOK9ESbGpVGC9EchwiEtsiUiJGAHFYz1pS3YlRhGq49JcokFGclYpTGHOKb383CH85hmhGRYVkjOEaeMSzah7x2PQNwcIhMGUeTx4+kGCZ0ADC6KF1qU1mTF4t+PxtFGVEfj1jmd1lJNlVKv/7eOThbMA/hm0xBF+81wN6RH44rVB2Ugej8vGB0HzWtKCMBxUqEK7Hfzhiaq76DvYEjWWsJIUMJIZJDLqXUA+B1Jf88TTm3KeXPp5Tux0kEiSDTEbUBNHujjpPJdgtCEYqOQEiyMc9OYrbQzV65jByBucjUElNuv3pyarQtAsEjmCO1egNo94XgsAjMhUCMi+9utM6uiV3R3t3pDSAQisApEOkiwZyVLBKY0b4S6+RRhsQ6Ux1WdAbY2TfSOQBKiEittDcvhR0GJkZ2EZ+/WTCB4W1v0Uikefx9t48dDqYyFynspN3Gdr8a6Yi3hTMuuUI6l0iz57Sp7RA1ABmixNztl/wIpD7UlM3HmDtuA0wzn57InlO0a+dEtyjpVsfe65fax8eh1RtAqzDGYl/J2gXWDm8gDIviR8D7sEkh9LWMS5Pbj/q2Tmm95e+P6LvAtTbiWQfiPGnRMS52tX1ZEnNh1zEACTYzLCZ2irGodeDt5gxxLIHYsUS8GYA/AiglhNxLtFTe8YNbADQCeJYQ8hEh5DFCyLcAfgumRr6nNxvHid4UwTTAajZh+4NnY8Xc0/G/m6L8FXc4FM1crj+1P26eXcrUXAJBwCfi/NtnYtfD50jE1LwfjAAQdabk4G3QErvRtkbTRZv304bkqET79IHZKhMgxmoXwzlyyTshRBNLnbX/p5OLhfuihDan8/tnJ+HFX0YdO8WoOyLOHs6IsPdvmo5zRkbDOPbPjkZD4hCn75e/OVX9fYpi9pNgk18dzkSdMTRXSudtsUt9xe71axxk0xOtCEeoZP8v5reZTZJE7us7ZuqecfaQaP08rrwoRdc6GYn+C7w/Y0VrAmQCM1ZoU7FOANjX6MFLy8olsxQOcRMFgNKcZPRXNFZie0WfCxHcuVh7sNyhVh3ujAswwnzqgEzUuTpjMj1ZSTbVaU6E1jb/W8X8SQRFtB+0Zf/1p2MBxPZLEQkxs4lIRDzPL5rEic8rlvfyVZNiMog9jMNda3cqHy3uVvLfQQj5RinnIwB/VcrXMhjfe2QnM/MdrcSTOZTKGgBCCHKSWbQaV0dQ8AFgxJRI7ADROO4H2jol4ZNKZLVrCTtu8hCVGmcokmdR0s3bF9UAiGYT7GCuhjaftE+wMJYBqRyrEgVpT4MbaQlWdd5zp1TRwZbVGSVqYzEXovSa++Q0un1o94XUvZWbgWiZC37SsJbw5G0RNQC8r5q9fp3PRZPHrzsJNjeVORg3xWBcWr1BicDk6apUP0nQxHiD6AiEEKZUFXRwIp1F9RH7hBH0De0+5Ok0AH40eQK652l0+yX7dS1Rq+3vrghpHr5TTG/y+FHf7kOewlykJVjhCzJTTHHOcsfepnaZceHPWd/ul9Zt/jxiFKAkmxmhCMWBdp+k5eHMn6j9YO1jDE19u086E0hllLXjpryzPKITz9vk9ksO9D2Jo9ohCCGvxEjeDibhuYYQsgmxnbMopfTao6n7SEEpLSOETATwEIBzAJwH4ADYZvIgpdTZG+3icCiEtJZoSLJbkGS36LQBorkCANx2+iDEws+n9MPq8paYBA0H0cRXSbYzYrNbDIBgsqKVv08rzcIb107BKMFsgjMvvztzcJeEimgKEgvcRr80J1nVIgAykSeiVHGUtWjK5Q60oo0/KydLijAEiExC7LZNK5WZKH7+gNiHnLnYpQnvyPtBO/bcbn3Pn86V0rUaBABSH3OC3ioQ7lp/EC5xmDEwSzVT6ooBEE2keDx/jvdvno4f/X2FzhSmK/TLSgLQJKXxjVxs4+WTi/GnL/Q0Ifdv6Uo71hVEaX1Wsh2pDis2VrmkzbsrPHHpaAzNT9FFs3L79RG6RvSJjoPWz+GisYX4zdubpEPcOC4YXSBpp0SmVCT8LSaiM/E51PvS04jXWkspbSGETAM7QfhiAKcCaAHwKoD7KaU1x6D5xzWylVjmyUELpg6Izt38NEboxyJWdh1oR6YSwhAQCGC3THhxYqrW1Smtq9nJdhxo8+mIFX4uhasjKDlxtnoDqHF2SiGkOVGrlcZnJ9uxr9GDBrdPys8j+IjhJ3mdW2vbJGYhP5Wdki0S1/zZV5f7YTWbNP5PDhxo8+kI1awkG/Y2epCeEDX3yFAYES0TkauEAW1ojzp2AkBBWgIOtPmkEJbseWxoaPPB7YuaeyTYmE16VWuHal8ORJmLpnZZ45KZZENFs1c3DjyijBh602E1I9lhwfa6duQKfgTcnKvFo5deb61tRzAUwZT+WbqymwUtD0/f0+BGqsCIpSawk9trXZ0aBkWxx/f4pb2Em4U1azQAOcl2VLV6EQhFVKEYC3lqx+4GtzxnFWZWz7gwxrLdF5TmCs8vMlGEMP+trTUuaYzzlXHQMi6cqfYHI9K+n90lA2RHebMXdotJ3UOS7BaYCUF5k1cnzOoJHK2I6KqDXCtRPrFAAfQKAwAAlNJqAFf3Vv0Hg8lEsGLu6TGlg0eD38wZhKi/XGxopaecqI9lSy1eB6KMCwAdEUgIwSmDZKKcE5k/HF+IWPjuTtnM4vY5g9RINhzcpEm0lxehNevgTIfYtyIDpSV8n/7JWPWERvFZgK79ErSKrySFqdC28czheZJ5i3iv1pb73vOH4aaZpbq6ErtgzDbedya+2HYAE0sydOV1RSKW5iSri1JXc+/nU4px30fbcP7oAskeHwAm9GN1ac+fAICrZ5To0n5/9hDcetpAKc0maDo4rp85AGsqWtUD2DgGKmc4aMvmz6c96XnXw+dg8W6Z4QAYIeEPRVQJ08HAfTe0MJsIwhGKVwVzncF5KTh1UDaW7m3WzQkOcXMAgPHF6Th7RL4ULUZkAETGdVppFpbubZY2wd41+deDEDIdwL2Inua7C8ArAP5GKdWpkCilMTuKEBLryfLB1vDh6IWT23sb3GyERbYRGIBUB+raOtUTYjmykliIQ5G4tlvYuSH7Gj2SVDcv1Y4Gtw+pCRZMEvx1ONEtnvgLRIlAHmITYO9yZpINm6pc6JMWZSIK0xNQ6+pEo9unnsPCy272BFCv0QDkpzmwu96NCKVqFByACUU2V7skAUB2sg2ujgDq2/2aZ2dlW81E6qu+mYmoaPGyU1w1DM2OunYpLcXOQqHuPOBGX2Ffykqyoa0zgANtPsk8NT/Vgb0NTToTrawkO2MuBEdV3vY9DW5Jqs1NgJo8fmlNKEhzYPm+Zp2JTVayDTXOToQiVBKqFWUkYPm+ZukwTB7f/0CbTyK6izISUevsAAV0hPT+Zq90Ki9P33mgXQ4OQkg0XdM+bp42QZhX2cmModFqAHJT7dha0468VDnQQ3YKK1vbr86OAOo1jJjq6+AN6DQAje1+yc+D99XGapfUJ2kJTDNf0eKVmKWijETUODvgC9p1TOumaidqnJ0ozBA1aDbs0PQJe04Htte1S2ZePYWjpTL7H+FnwFHWe0QghFgJIb8hhLxKCNlECAkQQigh5LreaE9XOFypZjxw+eS++NmUYimtKyJXvWdSNL/NYsLOh84BIJuBdAUuvS6M8ax2i0mREEcRS0tQrJhHPHTRyJh1aPuRS39jHXj29g1TpQUSYNEmYmlM1t4zRxeWDwA+uW2Grg+5NF8rNX7uinFY9sfTdGVcPaMEt8+RA54k2iyqnbcIkxKj+VxN2MCMJBt+NqWfQNBHxzEWkfj7swbjhpnRV7JvZqLkG8DBF2G7xdSlrWKsk0z/cLb+nKVku0W3EMbSAACyYzHH7XMGoezR83RaG26aNP+3snmUw2qOGV7x1EHMITqWPX53jRjfU8zyxIg+APDrM7pmuPc/eh4u1vTxB7fM0GmQRGYsIvgE//PKCUhPtEq+BYPzUjB7SA6OBxBCLgKwBMBMAB8CeA6ADcDTAN4+giIrwTTL2s9L8WjviQbRzlhiANISsLWmDemJVuk9YpJdWWLO09eUt2KAIJHNS3Wgvs2HOpdPQ2Az6X2LV5YC56TYYxI2RRkJWFvRioJ02aTHH4xgR127tN7yKEAN7X6pjSVZiVi6r1kNXSzm31TtQqFQtsXMmI4dB9olQo1rHSqaOySTx+LMRKze34rMJJu0PuemOLC+0ikJoAgh6JeVhCV7miSzPIvZpMSPb5MIuIJ0B6qdnWgTTK54+pryVom45n27uUYen9QECwKhCCqaO6T+Ls1Jxv4mr87EpCQrCWsrWqXoSnwcVpS1oDgzOsYmE0F+mgNrK1qRlyITwDXOTsmmH2Da0vJmrxq/X2z3zgNu3dhnp9ixq96tmZsO1Lk60djuk54nN4VpYpivg8CIpjiwqdopmdfwOtdVOCUawWYxIcluwZ4Gt848jftR5GmY1t0NbqQ4rNIaW5SRiLXlrVKdhBAUpDmwrsIpMRF9MxNQ1dqB+jbZBCg72YZd9W4kWM2q0BFg79WWGpdO0p+TbMfmGpduTvQEjooBoJRWHuknXg9wmEgC8AyY5iIfQP3BMp9MeOyS0ZJdPMDMNGIdTPHIxSPxws/G4/qZMh+XYDMjPdGKsTGIYy3y0xwof+w8nXT0d2cOxtp75+jyzx6SI0WPAYBTBmWj4vHzY7Zx8e9n478ax1wu4deaAAHA1AFZXUpqtejKVm90UbqO0OebsO7MAYs5pgnPAxeO0BGBB8O6e+fg7z+PGd5cBSFEjSATiuijH912+iBpswOAccohWt/+bpYuv/kg/RSLwehKQ6MF7yutBiIWQ0kIiRke1u0LxWTwugI/sK2v5iyHd2+chteunhzrFh0GKSZk2nYPzkvBREUzosXhOHu9f/N0ANHTrwHGFG66/ywM0mg6fjiuUMeI9DQIIakAXgQQBjCbUnotpfROAGMBrARwKSHkp4dZbAWldF6Mz0nJAGQppg21rk70zYzO3fxUB1bub9FFgBuYm4xl+5p1REZhRgKW7WtWzSMBJpwxmwi21rahRCTSlRjsuSkODXNhw8qyFomJABgxuaa8FQWCBoAQgsKMBGyocmFAdrKUd+eBdoQjVJq/JdlJ2FztQmmuXHZ+GiMwtUKe/FQHVmuev29GIipbOtDs8Uvp/bKSsLvBLR3aCAB90h1YUdYs9SsADMhOwo4D7argiYObAYnPX5CWgPWVThSky301rCAVy/Y16wRL/bKS8M3OBpTmRMvgJikbqpySxqU4KxH7m71wdQQkk6HBeSn4dlcj+qTLBHNRRiLWlLfqBFxD8lKxoqwFQ/KjZlF5qQ60egOodXVKZpGlOWz+xGLyNlfrTSizk+1YWdYi1ZnqsMJhNWNthVMKxjC0IAXL9jUjWTFzFtM3VLmQp/G56peZiNXlreivGbeCtASsrXDKUvcUZrYmmt3w9n29o0EXjKJImZslmrncJ529J/2z5ffEYTVjf7NX0gD0SU/Alpo2XX/3SU/A6vJWFKbL6TmpdqyvdEpmoz2FuNqZEEIuI4R8Swjp08X1QsWJ65J41nsY6ACzQ+1DKc0HU0cb6AKZSTY1Zr+In0/th/NGFcS4A9h0/1n43VlDulV+LIL7V2cMkrhmjoG5KXhXcIA+FEqykyQJBhA1x4m3edWh8MxPxsYMP9mT+PnUfgCAYKh7diJXTC7G0j+chgGCmp4jFgPFIRK2PKpPdxkrTrhriZTDIZbfvXEa/ndz9+fJ4NwUvHrVJJ2Zm3ig2aHAHeC18yotwYr/KcT70YCbV4XChx67i8YWYsu8s4+6zqPEpQByALxNKV3HEymlPjCTIAC4uTca9n0Bn2vBMJUCMPRJd4BS/aFjI/qkIRyhOtM4buIzUPOe8zLFABOc8OWmhRwDcpIRilCM6SvXWZKdhEA4ojLIHFxaKkrjVWfbZJu0XnCCfbjmYDVu5qFlAPplJcEfimCwcPq3zWKCxUSQKhxqxvLGjpI1vCAVvmBER+hzRkGbzuUT4pkJ/NkyNGd58OcYqmEARhWyOnnUMY78NAf8IbkP+dhQyIIlfuL5qEK5jGEFrK5SzRjzPuLXoZTHfYtEgnlIfgoohUToAuxgQ7c/pK5RHCP7pCIUobp5yBkccY3n8yFFI7jg/hoiU8Tay9K1RDoX4ogmQCy8rUkKwgFAZe5Ga85Y4v6A2veEj6f2IEkecVAU5vEyRMYXYAykqyMo9TcADFPmgrYtPYF4i4quA5BOKa2LdZFSWksISVPyfRDnug8JSmkAwJc9Xa+B4wMOG5cw96yzpNbUozcRiHEAWixYzKYuw0gOyo3tSP7+zdMxsjC6QN4yeyDmCNGmDgUeWUmrjXj0h6Nwy2y9D0QsiCFjuwOTieA0TeSmwwWfT4cymTsafHDLdIzuJkNyHOB05furGNeWgAliphNC7JTS2GGe9EgnhFwDprltA7CeUtpr57UcD/j9WYN1jGv/7CRcOqEIP50s+6twwuUHY+S16JpT+qMwPUF3mvkdZw5GebNHSkuwmXHW8DydyeGowjT8YEwf3Tr3o/FFcPtCkh8BAFw5rR/sFpOu7a9cNVF39kVRRgKG5qdgznB5HTltaC6e+NFo3fryy+klSLJbdAf+vXn9VJ0m0mE149bTSnUE/SzFjG5ovkzsnTIwB88vKtMxDrEOM7SaTbjttIHSwYL8eUYWpmLaANkn7qeTi5HssOoI6VMH5aDJ7dcHhkixq4cUimklWYk4a4TcJzzi33hFq8tx2tBcrKt0SkwewM5pKdBoEcwmglMGZkvn2QDA8D6pSLZb1Oh4HDMGZuPZb/epkd04fjtnMD7eVCcxeYQQ3Dy7VEdcF6azsRcj2wHMf+7LbfUYrWF0zh2Vjwa3X6eFf/3aKTr/vuEFqUi0mXUa1In9MjC2bzqma7TwswbnYPHuJh3Dec2M/mpACg6H1YwzhubqzGgn9MvAgJwknD9aFp5eMaUfvIGwzjyvJ0C6Y6/d7cIIqQPwGaX0hoPk+TuACymlRV3l6SkQQuaBRZa4Pl6qZELI+vHjx49fv359PIozEEe0+4IYPW+BLnLSyYK/Ly7D0PyUoyJ4/aEwbGZTt6X6hwNKKb7b04SZg3J6PB7y0aJk7udY8NuZkvTpRMSECROwYcOGDZTSg9uVHQSEkLUAJgKYSCnVLYSEkG0ARgAYTimNFfZTm7+rTWozgCsppVuPtK1K+SfFmh2O0Jhmcwa6D0r1B1weaOtEdWvnYQsfjqbOZo8fdospphnp0SIcoTCR7mtuxcPLOCilKGvyqtLw4xGx+vVExNGs2fHWAGSCxWU+GFoAxI7TeAKBENLVbqH3eDRwXCDVYcVnvzqlt5vRa7i5m1L0g0E0N4g3CCE6ac+JhDjKUk50cFWF/gAIOT29m+U9BeB9sLMAfGBr7B/BTI2+JYSMpZTWHqqQk33NNoj/o0csgrEgLUFn7nGs69RGEIsnDneeaIl/gLX5eCb+ge4zON9nxNsYuhmHijXJrrviXK8BA91Cd+26DRg4HJw/qkDnNHgigxBSoURI6+7njWPVFkrp7yilKyilzZRSD6V0HaX0MjCmIBvA749V3QYMGDDwfUW8NQDLAfyAEDKUUrpLe5EQMgzARQA+PdIKCCEVAPodxi3/pZT+/Ejr6wpdqVsUKdP4eNdnwICB4xfP/+x798qXgUnbuwvR74tL+Lvitnm66zDbpMU/APwILNToIWGs2QYMGDAQRbwZgCcBXAJgGSHkITAnsFoAhQDOBXAfALOS70hxNBuTAQMGDBg4BCilZxzF7bvBfAAGA5DMbgghFrCzYEIA9h9FHUD0KOmkg+YyYMCAAQM6xJUBoJSuJYTcAuB5sANfntZkCQO4mVK6+ijqOJqNqSdQsnPnTkyYcMQ+dAYMGDDQK9i5cyfQ9Qnu3cW3AH4G4BwAb2muzQSQCGDJYUQA6gr8BOCjZSSMNduAAQMnJI5mzY5rFCC1UGbqcwuAKWCOXi4AqwD8vTtRH3oKxygKUDmAVAAV8SjPgAEDBnoQJQDaKaX9j7QA5SCwMrB1cAY/C4AQ4gBjDqYBuJxS+rZwTyKAYgAdlNIqIX00gJ2UUinWnpL+LYAsAD+jlL55FO011mwDBgycqCjBEa7Zx+TISIXI/9WxKPt4x9FsnAYMGDBwooNS2k4IuR7A/wAsJoS8DaAVwA8ADFHS39HcNhnAIgDfAZgtpN8B4EJCyFIA1QD8YFF7zgEzJ30Rei3D4bbXWLMNGDBw0qF3z4zvBRBC5iIa9m2s8n01IYTHh1x2sh4vb8CAAQPxAKX0I0LILAD3gDnqOgDsAyPon6XdVz1/BCadHw12wJgDLJT0lwBepJR+EuemGzBgwMBJgWNiAnQ8gxCyGMCsg2T5N6X0qp5pjQEDBgwYMGDAgAEDPYuTkQG4FIwBGAtgDIAUHKNQoQYMGDBgwIABAwYMHG846UyAANwLRvh7ANTgJDkF0oABAwYMGDBgwIAB4ORkAH4LRvjvA9MELIpn4UZECQMGDJzAKMFRRgESQQgpAvAQmNNuFoADYHb9D1JKnd0sYzEObraZQCk9nLNhtOUba7YBAwZOVJTgeIoCdDyDUqoS/ISQY1FFakJCQuawYcMyj0XhBgwYMHCssHPnTnR2dsalLEJIKYAVAHIBfAxgF1i0n98AOIcQMoNS2nIYRT7YRXroqBpqrNkGDBg4QXE0a/ZJxwD0ACqGDRuWuX79+kPnNGDAgIHjCBMmTMCGDRsq4lTcC2DE/68ppX/jiYSQp8A0sX8CcFN3C6OUzotTu7Qw1mwDBgyckDiaNdtgAI4QhJCudgvDp8CAAQMnNRTp/1lgZjXPay4/AOAGAFcSQn5HKfX2cPMMGDBg4KSHwQAYMGDAgIF44zTlewGlNCJeoJS6CSHLwRiEqQC+6U6BhJCfAOgPIABgJ4BvKaX++DXZgAEDBk4eGAzAEYJSOiFWuqIZGN/DzTFgwICB4wlDlO89XVzfC8YADEY3GQAAb2v+NxJCbqWU/q87NxtaWwMGDBiIwtTTFRJCriWEvNLT9RowYMCAgR5DmvLd1sV1np7ejbI+BnAhgCIACWAE+2PKve8QQs454lYaMGDAwEmK3tAAnALgFwCu6YW6DRgwYMDACQRK6dOapN0A7iaE1AH4Gxgz8FU3yjG0tgYMGDCgoMc1AAYMGDBg4HsPLuFP6+I6T3cdRR0vgYUAHUsISTmKcgwYMGDgpMNRawAIIYcryR90tHUaMGDAgIHjGruV78FdXOf7QFc+AocEpdRHCHEDyACQBMB9pGUZMGDAwMmGeJgAvQSAHkZ+cpj54wpCyMUALlb+5ivf0wghrym/mymlv+/hZhn4HqDG2YGCtASYTcfkgDkDBk4k8AMXzyKEmMRIQIq0fgaADgCrjrQCQsgQMOLfDaD5KNpqwIABAycd4sEABMGOd3+1m/kvBjA6DvUeKcYC+KUmbYDyAYBKAAYDYOCwccr/LcJDF43AL6aVSOnPfrMXt8wuhcUcf4u711dW4KeTi2E9BmXHwrbaNpRkJyHZfvwGEGto98HrD2FATvJRlfPeumpcOqHoWJ0Y/r0GpbSMELIALNLPrWC2+hwPgkns/ymeAUAIGarcu0tI6w+gjVLaKpZPCMlBdM95m1J6tKcBGzBgwMBJhXhQDTsA2CilD3bnA2BTHOo8YlBK51FKyUE+Jb3ZPgOHh0AognZfsMfr3XmgPWZ6fZtP+h8MR/DU13vQ7Al0q9x7PtyKN1dX6dLP/etSbKxySmmUUtz38XYs3dvUzVYfPS742zI883Vsq41le5vRGQj3WFu6wlWvrsXpf/nuqMoIhiO4839b0O7rHl1ZMvdzNLrlsX99ZQUu/9cRC7gPG15/CA99uqPH6usGbgHQCOBZQshHhJDHCCHfgp0CvAfAPZr8O5WPiFkA6gghCwkh/yKEPE4IeRMsjOg0AOsA/OGYPoUBAwYMfA8RDwZgI4A8QkheHMrqERBCigghrxBC6gghfkJIBSHkGUJIRm+37XhCfZtPR3RyBEIR+ILxJ/YCocihMwm464OtGD1vQbfyrqtoRSTSfeuzto4ggmF9e5o9fpz716WgVF+WX9P+jzbWAgA8/u4xKf9dXYWXl+3Xpe880I6FOxti1nVAw3TEaldlixet3gA2dDGeWqyraMXGKieC4QjCmj4LxOgTAPj5y6vx1hqZeSmZ+zke+WwHal2d3ao3FiIRGnNehCMUdTHK7QwcnjB4T4PedPznL60GwMb6UOBzpNUrM3lfbK3Hyv0tMe95+LMd2Nfo6Vb7Su/+Am2dh54/exrceGV5eczx7w1QSssATATwGoApAH4HoBTAXwFMpZTG7hwZ68Hi/+cB+JFSxjkAtgL4NYAZlFJXvNtuwIABA993xIMB2Axm1z+2m/l3AVgSh3qPCMoR9esBXA1gDYCnAewH8BsAKwkhWb3VNgD48/xdcCqExO56N0ICsVXe7JXyUkqPirA6FO7/eBt++MKKmNduemM9fvDcMintjnc24Yb/rFP/h8IR/OSfK1HZ4tXejk8212FvDMJr8L1f4sf/XInfvbsZ/lCUwfhoYy2qWzukvFtr2vD+hhoA6Jbk+dJ/rMSAu7/QEWpbalzYWiOHK99W24YxDy3AMwv10u7KFtYOLbEPQMcU3fm/LQCAJXu6b6Ic6oJJcXZEiUCnN4C/Ly4DALQI2oUXl+zH7CcXS/cFwxHM+vNiPPzZDlyiGc8Xl+zH9Mf05zBd+o+V+OELKzDoni9xz4dbpWt1Lh8W7mjQ3cParu+Tl5aV4/lF+2LmF/HWmipc/eoaNLTLDM3zi/Zh8L1fSmluXxCld3+B6Y9/K6V3BEJd9l8s7Gt046ynl+iI5tXlzOKk2X1oBqBJydPWIRPpXVkORSIULy8rx+ryQ9O/lFKEI1T3rsUsV3mGGmenbo73ImiMT+yMihZWk7aVUnoVmCbgdQC1YOZDpQDGAcg9Ns0+/uELhmMKKGKlAdC9VwdDKBxbwNPuC8YUoohrtQit8ABg81/7rgBsrscq2+0LdpuppZR22ZZYCIYjXQp5tG2nlKrvuohWbyDmXuYPxR6fts7uP48/FI75Lte3+dASQzjR1hG7bGeMMiilcHXo09s6guiIIUTx+kMxy65xdujSIxEaU8BBKY05r3zBcMy50t7F2MdqXzhCuyUo4Wj1BiT6isPj15cdCkdijoMvGI75PO4u3pNY856X3xuIBwPwPJgj1reHyggAlNL/o5SeduicxwwvgG0av6aUXkwpnUspPR2MERgC4E+92DY8v6gMd32wFS8t3Y+zn1mCt9dWAwD+u7oSpz25GA98vA1vK1LWb3c1YsbjXXf741/uwnX/XocV+w5umhEMR/CXBbtxuoZwTHYwO2/xRXZ6A5j4yNf4dlcj9jTIL/gHG2uxYEeDqjVo94WwurwVv35rI/75XZn00v76rY2Y+8FWbKhyYtlemTheU96K9zfUqIQ2ANz+ziac+sQiKd+Btijzc+ubG6Tn+XhTrZRXXERErUYkQvGD55bjpjfWo6Hdpy6ID3/GTCka2vWLbIXCiHUofer2BTHl0YUAumZEHvpMNs0omfs57nxvs5TGF8CgwFjUuTox5ylmzsLbdsc7mzDu4a/x12/2ApCl1JtqXKhs6UCzx68uZC5l0XHHMJVauLMBdW0+neTeIjgylzV5dPdcJzB6ZU0enKbMHXHN++/qSvV3qsMqlfHdnia8v74Gox6YDwD4cGMNnvhqFxbtbsJtwlgCQJWG8QMYExIL0x//FjVOmSl2egNYvi82A1bd2ql+BxWiZ0VZNK8zxgYpIhCKYEuNS8kbmwEQCZInvtqFMQ8xjZV2X9td71YJhpK5nyubC/tf2dIhlbOirBklcz+X3oH2Tjbepz6xCLP+LL8rvYF4CVuUfCuV+8qUctYo5a4nhAw4yO3fS1DKmMKLnlsurW31bT4MuudLPKusDRwbq5yY8ug3+GLrASn9v6srMWrefDRqmINfvbURpz25WCJiOgIhjJ63AA98sl3Ku/NAO4bc+xXeW1etK7v07i+wvU4Wrvzh/S0Y89ACaT5HIhRnPr0EV722Vsrb2O7DqHkL8NYaueyle5tQMvdzrNZo2P70+U4Mve8raU2klOJnL63CzW/IB0F3BsIYdt9XuudZWdaCiY8sxPvra6T0l5eVY9KfFurMPG9+Yz3OfHqJ1Fe+YBgTH16Iue/LwpP6Nh/GPLhA3dc5Pt1ch9Hz5mNbrdxXd763BeMf/loyc6WU4oK/LcMlf5eFOc0eP8Y8tAD/XCJrkBftasS4h7/W9dWLS/dj7ENf65iAM5/+Dhc/L88rXzCMEQ/Mx90fbpPy7qpvx8wnFuGTzXVS+ivLyzHnqe90Qrvfv7cFo+bNlwjeUDiCmU8swo2vy+PT0O7D6HkL8NqKCil9/vZ6DL9/PjZVu6T0Bz7ZhjEPLoBXIOAppbj07ytwrWZeVTR7Mf7hr3V9tbKsBSMfmK+jSZ5euAfjH/5ax0Rf/epanPGX76Sx9/pDGDVvAf70hWzNuHxfM8Y8tAAfbJDn1dtrqjDwni91JqQ9gaNmACilIUppG6W05w2xDxPKhnQWgAowxkXEAwC8AK4khCT1cNMARCX8X22vxyOfs8nDOfd7lBfv3ysrMfeDrfjPygo1TzAcwYG2TryyrBw3v7Eeox6YD0opPtpYi4U7G3DFS6vx6opyBMMRbKxyomTu55JkYuyDC/C3b/dhf7NXZS5eXV6ODzYwInrOU9+pbVuyt0myZ+cTX+Ten/hqN3zBsEpwbq5pw2Nf7sKVL6+Rnnd9pROXvLACP395NbbXtekkN7G0GyvLoouYSJxxachHG2txwbPL8Ju3N6Fk7ufqC7tMIACfXLBH5do/3VKn1jXl0W/w85eZ6UdGog0AYLewV6Rk7ueoaPbCFwzjdwrhzhmarTVtKqPwwcZatW9Fbj872a7+5gzEe+tr4PGHsK/RDVdHAGsUqXNdmw9fbavHwh0N2F7XrjJgX2ytRzAcwdca6buoAUi0mgEAEx9ZiJEKcc37aVO1vLmEwhGVWL7rg6341VsbAbBFM8URdfJNS5CJdw6+QXy7s1GdH49/uUvdUL7aVq/mdVjlpeaXr6zB797bDLciVfrtO5tVArrFE5C0XemJrH6+mUQiFHsbY0d8dGmI8GA4gns/2oafvbQaJXM/x+Q/LYQvGMaOunY88dUuXPNvtjHc9MZ6DLrnS/a+vLhavZ8T1QCwqdqF+dvrUTL3c3VD/vviMtz0xgb1OseOunYs38fm6nX/jjJLG6tccPs4YxYdN68/hLOfWYLzn12qzs22ziCuejX6zpz5FFOc7mv04Mn5LMqmSKSI0i93N30XjjHiJWx5FCyc6FOU0jOUci4GYwhylXpOKtS6mJanrTOIvYKAZtHuRowvTsdrKyokouT1VZWYVJKBdzVE+j+/24+SrCS8IxCk4QjF8n3N8IciWFcZFZasLm/F0PwUvL+hRhImLNjegAn9MvDiUpmYentNNSaVZOCTTVHi0BcMY/62egzNT8G3OxvV9C21bQiFI9hU5ZSk7B9vqkNxZiJeWyGbtr2/vgb9shLxkSDoiUQoPtxYi8klmRKjs7fRg931bqyrdGJ3fXTd+HpnAwrSHViwvV4iSN9eW4XppVnq3gCwte7N1VUozUnCZ0I6W4s8SHVYpL5atb8FBekOzN9eLxGkb6yqxLCCVPxbQ9S+vKwco4vSpXR/KIxvdzViTN90LBcI0i01bbCYCJzegMSMvLuuGuOL0/HKMrmv3lhViTF90/GOMPaUUry6vALDClLxP2ENKW/2IkIp2jtD2C+swV9tq8eowjR8urlO7qs11ZjQL0Pnt/b+hlqMK07He0LZTW4/vt5Rj/7ZSVi1P+rTv2h3E7KT7Vi9v0XSVPx3dRUG5SbrmIs3VlViZGGqNJcjEYpPNtVheEEqvtkVnVeVLR3Y2+jBirIWaT9evLtRnbPie/LeumoMK0jFm2uiwitKKT7ZXIcJ/TKkvmps92FbXRsilGJnfdQncOneJpTmJOGDDTUSTfPxplrMHJyj66t31lVjYG4yXl9ZiZ7GyXYQGNc8LBDD0gEApdQNYDmARABTe7phN76+TpWiivCFwjFNaO7/eLtKJG2udmHaY9/ioc924Mtt9XD7Q1hR1iJJDZ74ajcG3fMlPtvCFsZT/y8qIfQKUuu5HzCJxdMaR08uPVlZ1oKSrEQ1/d6PGWNSK0hdV+5vwZryVh0Rsr7SCbcviFZvAFlJNunaAx9vx+/fY+Yyl4wrBMCk34t3N6Kx3afmv/zFVViyhzm9itL5zTVt+Ns3e3H7O5uwW1DHTnmUmbeIzMfOA+34XOkHrXPuvkYPAqEIvtpej7F90/Hf1VW4TiESZz+5GF9ui24sXNrvsDGi+4LRBSzfnxdjT4MbbygS8MsmFCEnJcoAiCY6q8paMOepJbj9nU2Sff5Nb6zHdf9ZhxqnLEG54T/rdKZHy/Y1IxKhONDWqWolOErmfq5uelwqdqXC5Pz23c0Sk/Xp5jpQSlHd2onOYBj/vW4KACA/zYH6Nh9eX1khlb1AYUS0ko46lw9tHUFsqnKpmgQu2dpR146SuZ9L+d0alev+Zi9Oe3Ixbn5jPZbva8aLS8sBMMn2+konvtvbhNve3Kjm5/NBBCGMIH5zdRU+F4iBRrcfp/zft3h7bRVeWFymSuF3KE7dz30bNVVKcVikd+ji55erUqotCjPFpf82s0nSOn28uRYmAvz+rMFYurcZ3yj+G3aBEXIq6npXRwDrFeJhT4NHLaesyaOaIgFRTcicp77DhipWr8jM9oYEqSvES9hCCEkGcKWSf57m8nNgUdvOPtm0AOsrnZjYLxNTB2RhbUV0jizb24wrpvRDWoIVewQmeX2lE388ZyjWVThVf5pGN9N4/u6swZKAZHtdG/JSHfj5lGLJ72hdRSvOHJ6H0UVpWFcRXavWVbbi+lMH4IArapbS6PahqrUDc88dikW7owTZ6vJWDCtIxaUTiqQ615a3YubgHEwdkCVp65bsbcL9FwyHqyOoausopVi1vxXzLhyBRbuaVGJ3x4F2pCVY8aMJRer7BABrK1oxa3Au5gzLk7R7C7bX47bTBiI90YZdAmOwtrwVc88divWVTlWYU9fmQ7svhLvOHSY9z656N1IdFlw+uVgq+7s9TfjBmD4Ymp8iCQZW7W/BXecORXVrh0qQev0h7Glw43dnDZb2gA2VLpTmJOGcEfnSOrB4dxMuGtsHs4bkYokQAGLFvhbcMnsgIjQqPPMFw1i1vwVP/XgMvt7RoBK7+5u9MBGCm2YNUAVPrOxGnDk8DzMGZmOFIGxbV9mKi8b2QUGaAzsPuKX0204fhK21UQFeuy+IyhYvbp5VijWCmeP6Sicm9MvA6UPzsK4yWue6ilacMzIfo/umSX21prwFvz97CPbUu9W+CoUj2Fjlwr3nD5eEgXsa3chKtuPSCUVYKYzD2go+rzKl+bau0onLJxcjUxj7SITim12NeOTikVhT7lTnVXmzF6EwxQ0zB+jGYdbgHJw5PE8y8V1b4cSPJhShOCtJmofrKpy4fc4g7DjQrtIOHYEQdte7MfecoVJ/9xRONgZgiPLd1eEzXG/a1eE1Kggh62N9AAw9koZ1ZdKwp8GjI8a1iEUA/eyl1TpiEGCSBgCob/fh74vLVGJsxkBZG8+jn7x+7WQATIry9Y4GVDs7cM0p/dV8nJvdcaBNkhqXNXlUBmBy/0w1fdS8Bbjy5dVo8QZ0NtLlzR4pf52rE1e9uhaTH/0GLd4AzhzO/My31rYhGI5ILzQA/OUQ/cRx0dg++N17m9HWGVRNfTh8wQge+oyphP915QQAwEJBUvXbdzYjxWFBos2sLlZ+xUyjbyZjjGpdnfjFy2vw5/m78cNxhbj9zMHYeaA9pp0oN6VZvLsJf56/W3edS4/uOJNNyUW7myQn3NFFaWjrDOKej7Zi2mPf4vOtB/CLaf0wvTQ6nqLECgCW7mXmI58KkpV5Fw4HAJz+l+/w+qoK9MtMwoyB2fj9WYOxYl8Lpj72De77WFaVb6ttQ8nczyWGEADOe3Yp5n26HX3SE1R7/CWKBCuWE/Itb0RNfn40vkj9/eW2evzspdVS3h/9fQUcFrOU9otX1mBtRSvueGcTAOCq6SWgFBjz4ALJnrNPmgMAY/q4ZqcwPQHP/GSsmmdXvRsZiVa8ef0UXDOjP6pbO/CP78p0bf75y6uxpcalSpueuHQ0DrT5MH8703p8t7sJH94yA6cPZXP2WsUUTwzX6uwIYMneZox96Gv84pUog/pHxWzgihdXY2CuHMr0xtej2gQ+P4fe9xW21bbh0S924RfT+una2kuIl7BlKoAEAMuV+8RyIgDma+o7KbC2ohUTSzIwsSQD6wVifGOVE5NKMjChX4ZKpDd7/HB6AxhfnIGijATsUqSVGypdGN8vA+OKM7BNkcADwIqyFkwvzcIpg3IkgmdthRMTSzIxpX+Wms4Jsin9MzG+X4bKjGyvbceowjSMKUpHjbNT1U5tqHRiYkkGJvfPlBgX9jyZmFYaLTsSodhc7cLY4nRM6Jehrh2cEZ49JAcAUKGYim6sdmFiSQbGF2dI68zGKhfGFadjUkmGxLhsqnZhYkkmJpVkqkRwQ7sPHcEwRhWmsb5SiN3N1S6M7cvasbm6TdV4ryhrxvSB2ZhamiURpBuqXJgyIAsThDoDoQh2HGjH+H4ZGF2Ujg3VTrV9wwtSMaowDXUun6pdWV3egqmlWZgyIFMahy010efhYx9W+mpccTrGF6erhOfuejeKs5JQmpOM9ESrKtVfW96KSWpfuVRid0tNG8b1zcD00iyJkF5XwYj3Sf0zVeLd4w+hrNGLqQMyMTA3GVsUP7qNVS6MKkzD1NIsbKlpU5mojdVOjO3L5qZIGG9U2j2ub3TcguEItta0YWr/LGle7ap3Iy/VjkklmWhy+1Ut6toKJyb2y8C00ixJu7C2ohWTSzIwc3COGi2PUop1Sn7Wt2zc9jd7kZZgxfjidFhMRGU4N1a5MKEf66tNVU6VidpQ5cSkkkxML82S/LnWVbRiUkkmpvbPxNpy9jxObwCNbj/GFKVjaH6K+pzrK50Y0ScVMwZmY6fAGPQU4s4AEEJmEUI+I4Q0EkKChJBwjE9v6af58fNtXVzn6enHvikyLp9cjDFFabr0r3c04CNFhfrwRSNi3vuxRkWmRVcHU/3fV2q4bTz703FYf+8cVo9AFI8rZoGRwhGK6/+zDtWtnSqhy/HBhhrc9MYGXDy2EGcMZT55LZ4ALn9xFQbkJOHdG6dJ+bfXsQ1o1V1nSOnbatsxICcJJoUz0DJFD180EgDw5/m7cdWra7CmvBWvXzsZ1woMiYhBCvH0lMAYpCVY8eRlYwBA1QKcr0juOb7e0YCJ/TKQm+qIWW5xZiI6AmHc9cFW+ILMSat/dhJumlmq5qlXTI/SE62q9uLMp5fg3o+iNqFXTCmOWb6IJxfswW/nDMavzxgkaRE4PrplBmxmk2Qje/6oAhSmJ6j/K5o78Pglo1Dx+Pm4/4LhMesZVZQOgEk71lY4MV1hCCmFpAq2CQTs3xRpeUVLByb0kwNofbixFrsb3Hj16kn4zzWTYTURVLV04MkFuzGmKA3/uWaymnfZvmaM6JOKd2+chocv1s/xD2+Zjl+fPlD9/8nmWl2eJ77ahQ+UiEvzfhAtQ4zwM600W/3NtQrOjgAuHNNHKmtaaRaml2YjJ8WOf6+sxONf7tJpLQDZ5OcHShk3vr4epz7xLXbVu9EvKxEZSVHzqSteWi2Zb32woRarBLtcq1n/ng4vSAUADMhhgvL526P3nzUiX/19wd+Yk/CvzxiEhy8eiX4apqwXEC9hy3ErtPlq2wHc8+FW3PvRVtzxziZc+fJq/O7dzbj/42247c0NuPW/G3Ddv9fijnc3Yd4n23H72xtx1atrcMt/1+PnL63GTa+vx+/f24w/z9+Fq19dg1vf3IBb39yAa15bi7s/3Ip5n2zH/R9vw10fbMUvXlmDue9vUbU96xRifEK/DKxXiIlGhXgtzkzERIHI2lDpxNjiDJhMBGOK0rFZmbcbqpyYUJyBtAQrCtITVM3p8n2MqB3RJxV7FL8UfyiMbbVtGF+cjnHF0TJ21btRkOZARpJNIlS31bZhRGEqLGYTRhamqZqyjQohPbwgFXUuH5zeACPIKhnjMq44Q32vylu8SE2wIjvZLjEAq8tbMbl/JgghmDogU32Htta4MKooHQOyk9DeGVI1YhurnBhfnIFJJYzpoJSi2eNHW2cQ/bOSGGOgELUbq1j7CCEY1zcDGxUifXO1C2OK0pCRZENeql1lojizNKFfhiqYCoQi2F3fjuEFqZjYL0ow7zjQjuLMRCTbLRjfLx0bFS3epmonxvfLgMVswrCCFGyrZWUzYjwdowrTUNniVZ2hN9e4MEZhRnjZZU0eZCbbkJVsx/h+GWrZW2rbMKqQrSHi2HNmrigjAYRANQXdXOPCqCJGvK8pZ33l9gVR1dqBEX3SMFEgxjdVuTCyMBV2ixmTSzJVHwNOAKc6rCjOTFRDZm+qYszcuOJ0bKp2IRKhCIUj2FbbhtFFLJ23e+eBdhRmJCAt0YqJ/aLM4oYqpvkymwhGFUY1BrzOwXkpaHL7VVMi/p5M7Jepzp9aVydCkQj6ZSUyZlZhGLbWsmcnhEh9u6WGzYmcFDvSE22qTxxnLMcXs/6ORCg6AiHsbfRgVGEaJvfPxJoK1iebahhTZDYRTB2QpfYVY8QykWAzY1BuMrbWdkWaHhvElQEghJwPYCGA8xA95XFJjM/SeNbbG6CUToj1AYtydNi4YkoxPrxlRpfXJ/TLwJWaA6YA4C+XjVGdZVMcFrx61STMGpyjXr9x1gD8ds4g3DiTacgvHtsHux85R1dOssOCLMVOnWsJHrhwOJLtFux8KJq/qrUDxRoG4I53mU18SXYSTh/GGAAuxfDG8Kg/fWguXr16EnJT7HjlqokAoEoPpg7IYjGlwIhIjhd/MRH5aQ6V2Of21aML03Hn2UNw9gh9FNr/XDsZ2ck2ySEu0WaG1WyC2URwtxLd5oZTByA3xY6rZ5QAYKZFXMr+sxhE+pvXTcVjl4zC6UNzcf6zS3HrmxtQ3+ZDWqIVfTMTpLzpCTY4rFGJ9RurmMbkvZum4dEfjsKpg7Kl/FwyLSKsSGde+eUkKf3UQdkwmQimDMiU0pMdFtVuHgAqW9lGCkB9Ro77LxiOBwWC2UQYs3fxWGaG1amJcLDpgTOxZd5ZOknzY5eM0rUbAE4bkouZg3Mwe2gu7v5wK1wdQQzOS8GMgfJz3zirFJP7ZyLRJh8wNqwgFeOKM6TDuN5aU43BeclYPvd0bLr/TABsQwOgMkkPKczyx4L9sdYPAQBmDMzWMciblE3oAg1jCAA3zy7FZ786BQAzwwOAu84dCpNQBpccpSVYVV8SEeeOzMdfFCb0G8HE4mdT+uH80QW4YeYA/OmHjNktyUrEZ786Be9pmOhfnzFIV+7uR85BdrIdswfnIBTu9VCg8RK2HLdCm/y0BAzMTUZ+qgOT+2fiwjF9ML4fI0DHFWfg1EHZ+PHEvpg2IAtFGQkoykjE+OIMnDIwB2ePzMfUAZkYlJuMQCiCSyf0xfjiDJw6MBuXjC9EaU4y+mUlojQnGYNyk3HF5L74cls9lu9rRlsnJ8hSMTAnGU5vAE1uPzZVuzCmiBGvEwWidkOVC+OLWfeM7puGzcpay00yAGBcX0Z8+UNhbKh0Ymr/LCTZLeiT7sC+Rg+21bajf3YSUhxWjClKx9ZaJgVfU96KSYrGViSmNlW7MLowXSo7EqHYVOXE2OJ0WMwmjO3LJNX7m71IsJpRkJaAYQUpqGj2wusPYVMVI3QBJogSGZqJJazd0wTJ+5aaNowpSoPJRDBWqdPVwezkB+clq8RudWsnY4r6psNkIooGwKlIhlsxkfdJsUikR9syuT+TMgfDEawtb8W0AVkqsbujrh17Gtzom5GIJLsFE/plYFOVC+EIxYZKRuizPslQg1FsrmnDaEX4N7ooHVtqmER+a20bRhamwWo2YVhBKrbWtqHW1QkTIchPdWBIXgoa2hmxy5kcABKztFlo99i+6disMGLrKxnhSQjB+OJ0bKhywtURQGO7H4Nyk9EnzQGzIgXfWOXCyD5psFlMrOxKVsa6ylZM6KeM/YCo5oZrp3gfbqh0qoT+2L7pyE62IzPJhn1NHuxucKNPegLSEqwYV5yBzdWsr8S5Oal/lOngmggAGCuMDyP0M2A2EYwuYoxBk9uPFm8AQ/JSMLQgBdWtnXD7gmoZhBBVAxCJUGypacPoQjYO4wUGen0Vmyu8b9dXOtHWGUSNswPDClKRm+pAst2C/c1eVZvjsJoxsV8mNlW5EAxHsElhFgBG43Atxfqq6Fwe2zcdm6q7F6Y7Xoj3cZ7zwE4GPp9S2r3g7D0LvlnoRe1yuuvYN0UPk4ng3RunwWE1YXRROgKhiBr+8O8/Hw8A2P7g2fh86wH8QQkvOakkSvzdc94wnDY0F6U5yZipRAG569xh6vW7zov+1sKuMasAoC4oWsKpODMRwwtSVbtpjqwkGy4eV4gEq1llClKU6C/bHzwbuxvcuOSFFQiGIzhtCGMUuDkHJ7hvmlmKMKVIT7SqDp2r7joD+Yr5RrrGITU1wQJCCC6b0FeSjlY8fj4AvY3/iD5siEWn5TF907Hmnjmobu3Aq8srAACPX8IOq/7TD0fhv4qZ02tXT8LQ/FSkJVoxIDsJdwnSXE4oL/3D6VhR1oya1k784f0tXYakG6m0Q3SwffWqSRhXnI6xD32NO88eopoEcdV8skN+XV+/ltnoP/rDUVKEpJxkO3531hD8ZFIx/vrNXny6uU6NwqM91TbZYcGPJ/ZFOELx8MUjcd9H27C1tg25qYyQ1pqRcQJdjOrz50tHq6YtC++YhQc/3Y6le5tVQhkArphcrJrzdATCEtF99og8XBiD2AaAd26cqrRbTq91dqpajssn91U1IFxT8ItpJSqB/vDFI9EZCOGcEQW48+whGPvQ10ixW7Dq7jOQpJxovHzu6ahq6cDlL65CneJYp41cBAB/PIcJiz/71Smq1J3PzY9unYHl+5rx5/m7UZieAEIIHFYzrjulPxbtbkRZkxdf3X4qhuanqtF7xEhaQ/JTMG8yY1y438ac4XkYWahfrrhJ2P5HzwMh8rimJljRfhjh8E4WKAIaHRQtwPjDLW9s33SVMOgJ7GlgPiGcyOHv3DjF5IWbqQDAgOxkuH0hNLb7sL6yVWUYxxSl49XlFfAFw9h5oF0isDdUOTEoNxmluclIUwQIIwvTsLW2Da3egLrXZCTZkJVsw/4mD9ZVtmLOMCZ84ZJqpzeANRWt+L9LRytlp+PttdXY3+xBaoIVuSnsfeES+WaPXzX7tFvMGFqQgq21bdhc48JYRTM5sjAV+5sYY7C+0omfT2UCiGkDsvHkgj3oCIRQ0eLFkPwUAJyYcsFmNmFUUZp6CvtEpc49DW71eYoyEmA1E1S0dGBtpRN3ncve8fH9MvD378oQjlBFSs3ew+mlWfh4Uy3G9k1HUWaiKjgb3y8D6yqdSLSZMUrJm5lkQ16aAzsPtGNDlROzlX1vbHE6fvuuwhRVu1TN7Ji+aVi4oxG1rk5QStU1bnRRGrbUtMHpDWKMoqGwmInKRG0UCMxRhWnY2+BBZyCMzdUuXDW9RCkjHZ9uOYAmtx+t3oCqIR9fnIENlU6kOCwY0zfaV9yUqrzZiwkKkVqcmYhQJII6VyfWVThVgdKkkgz89p1N6AyEsaWmLcroFGdg+b5mTO6fhfw0h7rfTShmplGhSATjlDmYqcyrfY0erN7firMUod64vhnYVe+GLxjG+konfjNnkFrnS0vLUefqhC8YRv/sJHW+baxywhcMY0I/pvkygWBEn1RsrWnD6vIWTOnPNNwFaQlITbBib6MHm6tdOPPsIcqzp+N/65mz+/4mrzqenFnKT3NglPAOjleYrjpXJyYq84oJBBOxrbYNG6tduFKZsxP6ZWBbXRu8/hA2VzOTKz4ntAE+jjXibQI0EsA7xynxDwDcyLordTEXq3XPmPwYYHL/TIxWFj2bxYR/XzMZ5Y+dpy6aSXZGsHH0SXeg4vHzUfH4+fjpZCatLs5KxJvXT9GZZWjB7a2X/TG2+SzfHDhxcfucQXjuinGwmk344jenIlFxfr18cjFSHRY1vyjF5RLtJLtFZSjEuLl2q8x4FGclon92Ejbce6aaJhLJ188cgIvGMnOL92+erratMIMtlI9dMgqD82S7aQB4+4ap2DrvLDx3xTgp/e7zotr/TMExeXifVClfVpINs4fkqsRe/5yufRenl2bjx5P6YuVdp+PW0xhByiW+HJyp+tGEItWGvl9WItITbdj/6HmS5oHb0ffPTsJpQ3KghdYkKyOJaR0G5ibj8klsrnQVyYdLis0mIhHhPGqR1lmboygjqumwmk3ISbHDbjFhYG4ybpnNnjkrOXovX5yBKMF86YQi/Gh8Ef5wzlCJgP3ltH745bR+eO6KcSoRLtrOA4BPcIQWzZJELdk/FKY52W7GDTNLUaz0LwBcPK5QJf4B5gsgmk0BkKT6Wk1Q3wzW58MLUnHuSNZvY/umq+NtEpp77wXD8eb1U/H+zdMxNJ/Nq4K0BFwzg2mzblc2NFH7Myg3GZ/edoq6FnQFk4nomLoUuwVufwg/+efK3jwULF7CluNaaNOTmNyfmdgw++Wo4GdMX0aUMCk16w6TiWBCcQaWlzVjW227uvYOK0iFqyOATzbXYVBusvoOMIm5E9/tacIpgnZubN90rKtoZZLxkuh+Mr44A6vKW7GyrAXTFH8jm8WEscXp+PfKCuSnOtQ1ZEr/LKyvcGJlWQsmCwKrSf0zsKaiVTFHyZDq3FTtwsqyFpXw5IzBgh31aPL4MVQh9PtmJqgmkKMK01RB1jjFDn7p3mbpeSYpph2ilJppTDLx3e5G7Kl3q0zUwJxkeHwhzN9ej/w0h7p2TFWk3Uv3Nkm+VhP7MUJ68e5GpsnmdZawcdtQ6VQ1MdnJdmQk2rB4TyMiEaqup1P6Z2FFWTNW7GNEKn+3J5VkYmVZC1bub5b29QkK07GxyqUSkg4r66tFuxtR4+xUmaKRhcyka0VZM8YrhDHAiNc1FU5FMp4plb22ohUr90fHjRCCccUZWLavmflQKPnTE20oykjAf1ZWYGBusrpuT+iXgTXlrdhQ5VTNiQE2l9eUt2DhzkacNjR6lMe44gysKW/BirJmnKJoxxNsZgzOS8Enm+rgD0UwQNlLJpZkYnO1C9/sbMDU0mhfMdMtl25eTeiXgVX7W7C6vFXSmk/pn4lvdjVgd71bfU9G9ElDRbMXi3Y3SfOKawa4E75atsJ0rKtgpmxi2cv2NmNDZTQ9yW7BkPwUvLWmCrmpdmQoe+y4vky70pNrdrwZAA+A1kPm6j1wMelZhBDp2QkhKQBmIGq6dFxg1uAc3QYPAGWPnoefTuqrcutaTC/Nxvs3T++y3F0Pn4NbT2M260UZh7YXPntEHq6aXoILRkftpdcrRPpZw/OwZd7ZKpE3KC9ZNUH5x89lodvkkkxVCgJEQ0lq7fD54pRstyDBFmUSHFYzzlAkTuJCOKwgFRWPn4/LJxdjwW9nqelP/2QMbpldiqkDspDisErmOEk2RhhyJNrMuHpGCcofO0/3/HkafwDOkAHMrOrjW/XmWwVpCeoGK5r63H1elOA9bUguHlR8G7i5iMlEkJ5oU9shhmwd1QVBKJppicTy9IHZ+Pq3MzGyUGZoUpR2iRqKFEHizcu4eXYprj2lP0o1DM8ggckanJeCZLsFux85FwCQk8KeI9EaJbDzlf67/4LhmKtI2J68bAz+8uMxKM2RGbYHLxqJBy8aKc21q6aX4E0lKhEga3C6Opl4gFLusIJU3bVYB/Rw86FfCuZNeYom5JGLR+K7O2er6akJ7Nneun4qbDHMtsyadzYv1aFjyE8ZxIgEzjCJc9NkIqrUiWNgbjKev2J8zPkpgr87Nc7OmGtHDyFewpbjXmjTUxjbNx37Gz14dXk5ZgpmnmcNz8Obq6uwscqlSh8BYEJJBh78dAeGFqSo65DZRHDWiHz84X9bJDO8wXlMY/DC4jJ1fQWA2UNy8f6GWizf14JpAlF75vA8PPHlLmQk2VCQFmWcJ5dk4ZmFe1WmAGACiZLsJMz7dIcUEGJcX+Z8/MXWA6pEFgBmDs7BXxbsRqs3oGoAAODUgdn47TubMWtwjrrvcTOOx7/cKe0rUwdkYVttG15ZXo5Zg6Ppk/pnYtGuJuwWCH3W7gz831e7MbooTX0PTSaCWUNycMt/N+D8UdH9KSfFjtwUO55ZuFcKnjGpJBOfbz2AxbubcNbwaB9OHZCJR7/YidQEqyQImTEwG795axPOHpmvvqd90hPQLysJf3hfHp9TBmVj2b5mvL++FucIvj8zB+fg5WX7caCtE0MLUtT080YW4Jb/bsC00ix1LU+0WTC8Tyqe+3afaubExiEdrV4/XlhcJhGvpw3NxTtrq7G1pk0az1mDc/CH/23BqMI0VVMEMKL+sS93Yeag6NwckM18+p5csFvaA6cMyMKCHQ1YW94qmSyfNTwP9328HUUZidIeO6kkA3d/uBXnjMxT+yrVYcWgvBTc9/F2qb/H98vA6v2teH1VBWYLY3/2yHz8a+l+NLv9qiAGYEzXE1/txrjiDHXsbRZmonb3B1vV4CMAMDQ/Fc2eAF5ZVi4xEdNKs/HltnrGWAqMweT+WfjL13swOC9ZZSB5nY98vhNnCu9av6xEECL73B1rxNsE6BsA0w6Zq5dAKS0jhCwAC093K4C/CZcfBDth8p+U0p4bgSOE2UTw+I9GH/H9DqsZA3KSVVMZjuVzT8fTX++R4t0CwD+vnKgrI8FmRvlj5+mIjNKcZGy6/6yY9b57kzw9Rhel49WrJuGUQdn4jcau+Q/nDJGIUvWewjQprv7B8MNxRTHTB2Qn6Yh6QggeuDC2ozWXWot48Acj8MHGWjzz03Ex7pDBzXf2PHKujmDMVBaGVI2UnhCCH08sUh1MAeBXpw9Eit2iC72ZYDPrxpJjUF6K9H/VXWcgLcGKWlen5M9hNhF88etTcek/ogfMWMwm3HfBcFS2eFHWFH0tCtPZfUv/cJpOA5GZZFfbxGEykZjP3l0k2S2YPjAbt502EM8t2idpNHi/fXX7qdI9g/NSsOOhs3V+BQBjLLWI1YejCtPR0N4AQgj6ZUU3b0IIdj9yTkzTOUDWHnSFqQOycMHoAtgsJvz50tGqWVxXWHjHrINeFzEkLwWlub1ynAmHJGwRIwEdprBlFYBOADMIISliJCBFiMMXmt4/+ewYw2E144/nDsXGKpdEqI3ok8oca/ukSmZrl44vwne7m/CHc2Qf559O6ov1FU5cd2o0cqrFbMLvzx6Cr7bVqyYZANPc/XRSXxSkOVRTF4AJLjKSbKpZA8f5o/OxvKxZ1W5xPHDhcDwxfzfOFQjpBJsZN84sRbPHL0W7mj04B6cOysG0AVnSe3TtqQOwpbYNN80qlcr+5bQSBMMUP5kU1Yw7rGZcd+oA7G1wS4z08IJUnDooG6W5ydK6cPaIfDz6xS5Vg8dx/akDsKnahZ9rfJ7uPHso7vzfZkwXAgv0zUzE9NIsjCpMk4i9OcPy0D87CXecOVjaK689pQQ1zg7VRIfjulP74/31NbhsYnTvSnVYccXkYngDIZQITMT44nQMzkvBuSPzJcHPjyYU4cttB/CHc4ZIZd9x5mDc99E21VoAYGN/59lDsWB7vfQ8pTnJGF2UhoG5yZJw4pLxhXhvfQ1umClH3r1kPAvtermgLSWE4MIxfbBoVyPOE8a+f3YSSrKSUJDmkDSxc4bnYcbALJw/Sg7M8JNJfbGhyqXrq6tnlODV5RUSkZ6ZZMPVp5SgzuWTNPnj+qZjcv8sjOubLpmgzh6Sg1MHZatmlRy/OmMgrnhxtdRus4lg7rlDsbKsBTNKZQb6xpmlcFhNElN06uBs9M1MkN41ALh0QiG21bbhSmFeEULw4S0zkBsj2McxA6U0bh8A/QA0ALgXAIln2XFsY6nSRgrgIwCPgZ1iTMGkTVlHWf768ePH0xMZXn+Q7m1w93Yzjik6AyHqC4a6lbffHz+jc9/ffFT1RSIR+shn22Neq3N10H5//KzbZQVCYbp8X9NRtedw0ez20R11ber/UDhC+/3xM1rf1qnLGw5H6OX/WnnM2tLq8dPGdp/6vzMQojXOjm7fX9XipZ2B7o39Uwt2H9bYUMrmy5y/LD6se+KNzkCIhsKRw75v/PjxFMB6Gp+1dr6yrv5Kk/6Ukv4PTfpQAENjlPNPJf9fNOm/VtK/Osp2nvBrtgED3UUk0v11IRKJHFb+w6kzGAof0RrVk4jHsx9rHM2aTSg9cnsjQsgrMZJLAMwCO6BlE2LbZlJK6bVHXPFRghDSF8BDAM4BkAXgAIAPATxIKT0qN2xCyPrx48ePX79+/aEzGzgh8Nrycpw+NA/FxzC0Yigc6dKc63jF51sO4NyR+d2Sdp+oiEQoAuGIJAE7FF5csh8l2UmSVOpEwYQJE7Bhw4YNtAuH2cOBchjYCrDTej8GsBPAFLCY/XsATKeUtgj5KQBQSommnCylnMFgwpo1AIYBuAhAo1KO/rCG7rfTWLMNGDBwQuJo1uyjNQG66iDXSpRPLFAAvcYAUEqrAVzdW/UbOLFwlUadfSxwohH/gN5v4/sIk4nAYeo+8Q8wR3UDqsnlRESFLeeBCVv+isMQtlBKWwgh08BOEL4YwKkAWgC8CuB+SmnNQW43YMCAAQMxcLQMwLGnjOIIQogVwC0AxgIYB2A4ACuA6ymlL/Vi0wwYMGDgewVCyHQwc1B+mu8uAK8A+BulVBcfVyv5F8qJpabOBxPiDMehTxM2YMCAAQMaHBUDQCmtjFdDeghJAJ5RfjcAqAfQt8vcBgwYMGDgsEEIuQjA+wB8AN4Biw53IYCnwRyALzvMIisBvBYj3ZD+GzBgwMARIK5RgAghlwG4GcDPKaV1Ma4XAvgPgOcppR/Es+5uogNMDb2JUnqAEDIPTK1swIABAwbiAEJIKoAXAYQBzKaUrlPS7wOz4b+UEPJTSunbh1FsBaV0Xtwba8CAAQMnKeJteHwdgPRYxD8AUEprwQ5uuS7O9XYLlNIApfRLSumB3qjfgAEDBk4CXAogB8DbnPgHAEqpD8wkCGCCIgMGDBgw0EuI9zkAowB8dog8a8FUwQYMGDBg4PuH05Xvr2JcWwKmiZ1OCLFTSv3dLDOdEHINmO1/G1jYu+PmwEYDBv6fvbMOj+O4G/A7YmbJbMnM7NixHTtxwHGgSdpAIU1TbkOltA1/YWjTMDTcpGFOGjMzs2xLspiZ4U46mO+Phdu9O9myJVtOvO/z6JE0uzc7Ozs3+6P5jYXFt42eVgASUNKyHY1aIOkY55z2CCE6yxk3upNyCwsLizMBbfchn915pZROIUQ+MA4YipIatCtMAt40Fggh9gM3SCnTu1KBNWdbWFhYeOjpEKAaPFuzd8YI/O8NYGFhYWHx7UfberWxk+NaeVwX63saZeFwMhANnAV8hqIUrFHXlllYWFhYHAc97QHYDFwhhBgtpcz0PiiE0DZv+eZELyCEKEDZcbirvC+l/OmJXq8zOtt0QbUyTe3p61lYWFicKk6XeRZASnm7V9Eu4FohxGfA1cBfgT93oR5rzrawsLBQ6WkF4F/AD4BNQoiHUGJAS4EBwCXAfUCget6JkouSWq6r+F2QbGFhYWHRKd2ZZzULf6y/Ew3lDcfZJm9eQVEA5nWzHgsLC4szjh5VAKSUO4UQNwMvoeR7fsbrFBdwk5RyezeucUE3mngqSMvIyGDatOPeldnCwsKiV8nIyABIk1ImdqOaLGA6MBIwxd0LIYJQNpB0AnnduAZAtfo7spv1WHO2hYXFtxJtzj6Rz/a0BwAp5etCiE0oO+7ORInzbAC2Af+WUnZ10de3lSabzcaePXsKershFhYWFsdJGtDUzTrWANcDC4EPvY7NAyKADceRAagztB2Au6tIWHO2hYXFt5U0TnDO7nEFAEAV8m87GXWf7kgph/R2GywsLCx6kc+AfwA/EkK8YNgILAx4RD3n38YPCCEigMFAm5SyyFA+EciQUjq8zp8IPKr++153GmvN2RYWFmciQkrZ2204pQgh7sST9m0ySiaJLUC2WrZJSvlGLzTNwsLC4juBEOIqFEXADnwE1AFXoKQI/Qy4ThpePkKI84C1wHop5XmG8rdR9o3ZCBQD7Sjz90KU9WSvA7+TZ9qLzMLCwqKbnBQPwGnOQuBcr7LZ6o+GpQBYWFhYnCBSyq+EEOcC96As1A0DcoC/AM8fh8D+FRADTETZYCwMZS+ZpcDrUsr/9XDTLSwsLM4IzkQPwDUoCsBkFOt/NCcxhZ2FhYWFhYWFhYXF6cSZ6AG4F0XwbwFKsHaBtLCwsLCwsLCwOIPo6Z2Avw38GSU9XQxwUy+3xcLCwuI7ixBioBDiLSFEmRCiXQhRIIR4VggRfxx1rBNCyKP8hJ3Me7CwsLD4LnLGeQCklGu1v4UQPV6/ECIfRbko6PHKLSwsLE4uaUBTT2TGEUIMQ0mwkAJ8DWQCM4A/AguFEHOklLXHUeWDnZQ7u9lOa862sLD4tpLGCc7ZZ5wCcAqICQ8PTxgzZkxCbzfEwsLC4njIyMjAZrP1VHUvowj/f5BSvqAVCiGeRvHEPgr8vquVSSkf6KmGeWHN2RYWFt9KujNnWwrACSKE2N3JobAxY8awe3dnhy0sLCxOT6ZNm9YjG2Kp1v8FKFb1l7wO3w/8FrhBCHG7lLK1u9frJgVjxoxJsOZsCwuLbxvdmbMtBcDCwsLCoqeZr/5eIaV0Gw9IKZuFEJtRFISzgdVdqVAI8UNgCNABZABremA3YQsLC4szEksBOEGklNP8lauegamnuDkWFhYWpxOj1N9HOjmejaIAjKSLCgDKhmJGqoQQt0gpP+vKh4/itbUywVlYWJxxnIlZgCwsLCwsTi6x6u/GTo5r5XFdqOtrlN2ABwLhKAL74+pnPxZCLDzhVlpYWFicofSYB0AI0QdlN10nsEFK6XfiV3eHPFdK+VBPXdvCwsLC4ruJlPIZr6Is4G4hRBnwAooysKwL9VheWwsLCwuVHvEACCFuRVns9RnK1u0lQoi/dHL6eSiLwCwsuo3LLWl3unq7GRYWFmY0A1BsJ8e18oZuXOMNFIPTZCFEdDfqsbCwsDjj6LYCIIQ4D3herWsVsBTFs/CkEOJ9IYQVZmRx0vi/rw8y6cEVvd2MHqOhrQNbx6lVaHKrW3C55Sm9psV3niz198hOjo9Qf3e2RuCYSCntQLP6b+SJ1mNhYWFxJtITwvmfUKwwF0opL5ZSXo4So7kV+BHwnjgZO26dIEKIq4QQbwsh3gbuVItnaWVCiH/1YvPOGGpa2pn4wPLj+kx9a4dP2cGyJuwOt5+zv51Mfmglf/543ym95gVPreeDHUWmst2F9XQ4ffs1q6KZtDsXn6qmnXTcbsnS9PLebkaPUefnO9JLaBsuLvA2AqnW+jlAG7DtRC8ghBgFxKMoATUnWo+FhYXFmUhPKABnA/+TUm7UCqSUhcD5wOcoSsA7PXCdnmIycKP6c7FaNtRQdk3vNOvMoqalnSa7Eym7bnme8vBKFh0oM5W53Ke38J9252Juem837uOwsJc32Xu8Heuyqo56vKjWnIr96n9vYfmhCp/zyhqPb8ORRpuDFX7qOR7Oe3Itf/9sf7fq8EfanYt5e0sBN72/B7vjxL0uG45UU9Fop6yhxzbQOmGmPrySrbnHs7nuyUFKmQusQNml8havww+iWOzfNe4BIIQYLYQwZeQRQgwRQvhs0CWESAb+o/77kZSyW7sBW1hYWJxp9IQCEI/H3asjpexAEf4/Bn4qhHirB67VbaSUD0gpxVF+0nq7jf7IrGjya5F1uNy8uSn/qJ91uyWlRxFOmuwO3t9e2OW2OF1uqroppGpye0Obw+dYTlULh8o8a8i/2FOiW51v/WAvALYOF2l3LsZ1FPnf7ZY+CkZudQvXvrKlW23vKg/87xAASw9W0GDzvU9valuUlOahQV3/Wn6yq/iYyoWUkp//ZycNbR3c8sEev+fUtHTo40sLB4oJD/Y5LyTQf9v+7+uDfL2v1Kf87c0F/Pbd3X7HrpFmu4Md+XV+jxXUtvHJrhL2FNX79QJ5szG7mk92Fh/zPIADJQ0A5FWf+F5UP3trB2c/vprZT6w54TqOh0abg4a2zvuh0XbaeAFuBqqA54UQXwkhHhdCrEHZBfgIcI/X+Rnqj5FzgTIhxCohxGtCiCeEEB+gpBGdBewC/n5S78LCwsLiO0hPKACVgN8t1NUNYK5HWRx8oxDiVaDXw4GEEAOFEG8JIcqEEO1CiAIhxLNCiPjebltlk91HaLU7XCx8diMbs6t9zi+ua+PhRYePasF8e0sBc55Yg93h4vZP9rO/uMF0fPnBCu758iBSSnKqWthV4F8Q03h5XS4zHjOn7i6sbaW6uZ0LnlrHS2tz9PJZj6/m8aUZ5NeYBSyb2t6qZvM+Pq3tTi58ej2XPb9Jj4XfWVDv04ZGVaA+mvA79O4lfLnXLJRuya31W19PYHe4TM/u7S0F+t82P8/H1uEit7pF//9X7+wClDHgPJpmoyKl5O+fHaDeIAzaHS4Oljby2//u4vUNeQC0q8J3Rnkziw/4D3f5cm8p0x9ZCUBtq/JMbnxrh8+4ClCj+bz7/b9bC/0qohLlvHP+oQjHf/lkn19F4Z0tBVz36la+3FtiKtcEdIAfvLyFx5ea5cO0Oxf7KBePLcnk758f8HufGtmVSui41jdaHx4qa+T8f60DFOX6ZNHoR/Etrmsjq6LZVOZ0uX3acdVLm7ns+U0nrW09heoFmA68DcwEbgeGAc8BZ0spu+Kq2I2S/78PcLVax0IgHfgDMEdK2dDTbbewsLD4rtMTCkA2cE5nB1Ul4CfAN8CvgZt64JonjLpF/W7gF8AO4BkgD/gjsFUIkdiLzWPmY6tZf8Qj6Lc7XfxrueJgqWlpJ88gMAK0qULyuizPZ15ck43D5aa+tYOKRjv7VIH/kcWH+XxPCZ/uNltH//aZIiw9vCiDX769k2te2QrAwdJGnlye6eM9KKpr82n3uU+uY84Ta8itbuXJ5VlsylZCcssb7by6Po/f/HcXre0eL71dVwDMnoRx93vWBRSoYSnBgWadUUpP5h/t95FKj+BUUt+m12+07JY12HTB9YevbvW5B2++2V92XItjR9+3jK/3KSFK3gLylhylP+wOxXOx4Ug1T63I4oKn1vPS2hy25dXqz7awto3/bu3cI1PT0k5Zg00XXh0uz7XWZVVz+QubWHG4kmVq6I12nqaEdSbYNtmdXPrcRs55Yq1eZlQuDpY28oePFA9Ma4fnWWpC+tGs/Jqi98WeUl5TFRMj0WGKt+HPH3tCfRY8s54rXtxsOs/YdO0+OgyFr23IJaO8yfSZ/cUN3PtVuqnsomc2AJ6+0RTKrbm15NW0IqVkxD1Lda/MieIvxO2rvaVMemiFPkazKpppsjt48JtDXPzsBv28tDsXc9/Xh3hmpbJOdvmhCqSU5Ne0Utpg47YP95rWL2hj7jii6k4F0s+P/xNVL6xXWbqU8uconoB3gVKU8KFhwBQg5eQ028LCwuK7TU8oACuAsUKISZ2doMZnXouSqzm5B67ZHV5GeWn8QUp5lZTyTinl+SiKwCjg0V5tHYow8ujiw7R1OHlmZTZvqJbVOz5P5/yn1gNKTPfDiw7TZFcEl9+/txu7w0WjzcG/VhyhrMHGz/+jhCZo4SfvbVMWehbV2fx6DN7anK8L92szq/i/rw/y0tpcrvn3Fl24c7jcPgsNNSHZKIiVNpiVhJyqFv6uKhppdy5mdYYSk17V1N6ptVuzNgcFmIep0y1pbVfarylAC57xCE7n/GMtTyzNBJTQknP+sYbdhXXMfmIN96thOdvz6zhc1sTQuxaTdudiH0HN1uHitg/3MuzuJby8zuPRaG138uyqIzy+NIOCGt+wkZwqRYhv6TCHJGtK1uj7lHTlP3trh/5cn1yexavrc2myez7j7RkpbbDp/XTdK1uZ/cQaXbnZU+TxaBgVllg1hEdTkrQwL3/eCI3D5U2m53jfVwf1v4vq2qhW21Vc51EKNSG9w89zPFDiCeU6WKr8XdnUTn1rBw6XW6/PX9jTkcoWn7IAg3hYqYahOQyKx2NLMn0+8+62Qt7bVsTiA+U+Y00T8BttDnYX1pOpWuC1heX7DR4IgCXp5by7tcDnGt7UtXbwt0/3M+SuJXrZ9rxabB0u/qQu8s6vaeXdbYVc/OwGJj6wglUZnnUaO1Uv3Pb8WrKrWnC7Jb97dzdPr/Qkzflmfxn3fHWQrbm1XPLcRirU/iip7/21CNBzxhb1vK3q53LVenao9e4WQgzt+daf/rS2O2nr8F360GR3+FU8i/0YbgC/82+700Wz3ddLVdPif75u9BPiKKU0GX00NOOUNx1OX2+Xdk1/9+OvHS631N+JRtxu6deYY+tw+X0XlhnmW2Pd/kJpa1vaTQYojbYOp18PdXVzu9/yztrnzwhR1mDzMZ6BYlDzV4+/c91u6bfu2pZ2v8++vrXDb935qsHEu+7Miiafczt7Ps12h9903p31lb92dzjd1Pgp72ydYWWT3e9481e30+W/7tZ2Jy1+xnhLu9Pv+Kxo9I3w0OrpDXpCAfgc+AToVAEAkFI6gO+jLAjecLRzTxbqC2kByp4FL3kdvh9oBW4QQvRqSjkp4fWN+WRVNJu8AUbu/98h3tyUz09e366XfbC9iO+9oIQGCAQ1Lcok2+L1hdtwpJpLn9+I3eHijs/8h0r84u2d7ClqAJQJeOS9S8mvaeW+rw6yJlMRVNZlVXHn5wcYdvcSv3V4U20QarUwkHe3FTL8nqVUNNp5ZNFh0/mVTXY+3llEcJBH6osMCeT6N7az8nAlgE/KTG2C0r6se4sbKKm3UdfqO+lc+vxGtLlla54SjVDWYOPX7+zSvQ8A/1yWpdc97v7lPLsqm1fX5+ltkFJy24eKZVybxJq6EPNvxGjFV+7LSUWjnU3ZNRTWtjLniTX8/bMD3PL+Hr1tlz6vrLu/+f09+qRinLjXZFaRU9VCuyrMHiprUuvu+oLXVRlV+sJr40teu3a5YVGw0QNwx2cH+NFrW/WxAp7nb3e4mPLwSsbfv5w5T6yhrrXDVPfRFoZr+cScLjfn/EPxVGzLO3okibbO5JYP9uhhVhr7VQXlQEkDV/97C5/tLlHvW3m2Dy/KYNnBCtxuyWsbcrn5/T3c97WiRLa0O/V1Hkaqm9tZcaiCT3ebw5keXZLBXoOytvJwpUnB0pBScq3qhWtoc1BY24pdHVcvrMkxnVvX2sGPX99GRnkTr2/M06/TnUXNPUhPGVseQ0kn+rSU8gK1nqtQFIIU9TpnFG63ZOFzG7js+U0moaywtpWJD6zgIa+5dMORaub+cy0feWX7en51NsPvWepjzPj9u7uZ+8+1JqGsoa2D6Y+s0hVYjd2F9Ux6cAWvbcg1lb+yPo9x9y/XlVmNP3y4lykPrzTNVR1ON3P/uUYf9xpFtW1Mf2SVj9dwSXo5w+9ZytpMc3KDu744wMQHVpiUHZdbcunzG/nRa1tNwmRDWwdj/m8Z93xp/g4uP1TB7CfW+GRGe351NnOeWEOhV8KEm97fw4JnNpj6qtnuYPJDK/n9e7tN5+ZUtXDWo6t4Y5P5ft7dWsCwu5f4LOC/7cO9THtklend6XJLLnluI99/ybyWrbiujRmPrubJ5eYlmYsPlDPj0dWsyaw0lT+98gjTHlllSl4gpWTBMxu49PmNpnFV39rBlIdX8kfVA6yxq6CO859ax7vbzB7r51Zns/DZjT7e2N+9u4tJD64wvYPaOpzMeWINN761w29fGUOKQVn3Nu2RVbpXXePvn+1n+iOrTAK8yy0571/ruObf5r7KrGhi5mOr9egKjVWHK5n2yCqWHTSHyj6yOIPpj6zyCWW+/o3tnPfkWpMiUdfawfj7l3Ov19y+OaeGsx9fbQoNBnh1fS7j7l/uE91xKui2AiClzJFS/lhK+d8unNshpfyFlHJ+d697gmjXXaGGJulIKZuBzUAESmajU44m+DjVL94v395JYmSIz3mf7S6hsNbXmvPQosO6Bb/D5dKFJU2QN5JX3cro+5bx8a5jL5bUhNPWdqfpuj//z04+Ospiy2cM1kqAHQV1uqBXq1qAtPCkhxYdYmO2+Qv93rZC7vg8nUBDFtnWDhc78uv4bI9y3WYvzVlTRjRLrmaB/s1/FcEvOtT/5tc/eX07pQ028mtaya5q5pLnNpIUZe779FLz5taahX3IXUv4Zr8iJL++MZ96L4FW42iCrbdV/p2thZz9+Gp++uZ2zn1yHQBf7C1lcXo5/qKSCmqV+PFmu7k/iupa9TAX/VqGybcrWZheVIVO73vKqWph1uOeha/aJHiorJHlhyvYlmd+8WvrATThtN3ppsPlZurDK3l8qcdy/0+vSdmIUJcQPb86Wy+76f09NNoc3NrJAmejMtaZQv3hDvM41hS6/JpWXlqbQ3ZVi8m7UNZgI72kkbe3FJi8ElJKznp0lSlMLu1OxcvUYneavDxG74gRo+ejrrWDoro2xv7fsVPmVjV5Xnyj71vW6aLqU0FPGVuEEFHADer5D3gdfhEoBC4+07wAh8ubCAoIICw40LRma9GBci6f2I9Pd5WYvANvbyng6qkD+dAwX7vdkv9szucHUwbw1mbP+p2Wdic7C+oZGB+ue2pB+e7MHZHE5pwak9C4+EA5358ygDc25uvzicsteXdrAddNH8iHBkG6qsnO5pwa5o9K5ivD+qwtuTUMiAunqslOTpXHmv7utgIuHJPC6xvzTQaGj3cWM39UMu9v99Td1uFkSXoFV08daFr7taugDimh2e7UDT2gvEfnjkhixeEKkxX3g+1FXD9zMB8Z5gSHy8272wpZMLYPHxiuaetwkVHWxOi+0azN9MwtKw5VMnNIAjsK6qho9Fjf39yUxxWT+pv6SinP52ezUk3rqOpaO9ieV8uCsX10gwQohp20xAjA41UFxYN/zbSBvL+90CSQvrohlx9MVZ6PRrvTxTtbC7hsQj9TApCdBfUkRIYQGRLEvmKPseJ/+8tYMLYPazOrTIrb+9uLuHJSf97f5ukTKSWf7S7hysn9Tc8+p6qFg6VNzB6WyGqDMrJofznTUuPJqWo1KVf/3VrAgrF9+GxPiamv3ttWyPcm9TcJ0m0dTlYeruTCMX1YbAiLTC9tJEAI8mvMdS8/WMkVk/rz3rZC0/dE65N3tnj6pMPp5ut9pfxg6gDeNyg6GeVNVDXZ6RsbZjJCrThUwdwRSSxJLzcpI//dWsCPzhpkGrMAH+0sZsHYPrxueD6nijNtk65R6u/ONp/RpIrONq/REULs9veDsgfCcbOzoE4P+9BCG+rbHH7DNf766bFTIn6+p7THQwFqWzsIDe7akBEInjMIaRqrDlf6ORtSosNweKX0XKGe+5/NBT7n1/ux6BvdyloojjfP/2RKp212utxUNdt1i3lSVKh+bEd+HVe95IlH7x8bZoqDN1LaYKPJ5nvMuF/ByD5RpmO7C7u3MLnR5uDiZzewzytkpdHm61p9dpVn+Htbi/wRrGb+8VYAvC17lU3ttLQ7uez5TX6zO2kvcKc/DQb48YzBgBJq1NleAwEBinDx1T5zOtiCmlYWeS1wvvaVLdzywR52HGNR+7FIL23k4mc3EBfhyYr0wppsPeTJeDv/Xq9YQf25ylvanaYMPSX1/kMyjOsAgC7vc1HZZGdokkeevu1D/wrRKaKnjC1nA+HAZvVzxnrcgKYZ9ZZRqVfYkF3NvBFJzB+VzCaDJXR1RiU/Omsw4/rHsF1VwB0uNzvz67jjklEU1LTqGdwOlTWREBnCb+YNZYNBMV6fVc3U1Hh+NitNN2xo5ReP68t5o1JYnWlUDKr45ZwhRIYG6V7GjPImwoIDuX3BKFZnVOnfh7VZVZw7KoWrpw00eQfXH6nmgjF9WDCuL8sPed4R67Kq+eMFI+kXG6Ybi1rbnewqqOPR709gW16tLsDtKqhnTL9ovjepn6lPNufUMH90CpeM72dKh7z8UAW/njuUSQPjdGtyu9PFroI6/rpgFCX1npDH9NJG+saE8YcLRrDSIIxvzK5m/IBYfnjWIJOQvuJwBd+fMoA5w5L05B1SSjYcqeG284cTGhxAtvqOKqhppa3Dxa3zh7Mjv1bvqzWZVcwZnsSlE/qZ+mptVhVXTB7ApRP6mhS0DUequXFWGoPiI/REH+WNNorr2njs+xPYX9ygz+E78usYkRLFT89O1dfrade8ZEI/LhrbR3//avd5+aT+TE2NZ4vqpXC7JRuzq/nzRSOparbr4VFaYovfzRtmWpu4JbeGeSOTuGB0H9M1N+fWcPG4vpwzPJHNObWGa9bwxwtH4HJLstQQq7rWDvKrW7nn0jFszavVw2y259UxfkAs10wbwArD+FmfVc0Fo1O4ZEJfk2KwIbuaa6YNZOLAOP2ajTYHewrreeSq8RwoaTCMqzpSEyO54exUk5Fy5eFKLpvYj8sn9jelzF5/pJqrJg9g9rAk/f6dLjdbcmv5y4KRulcXFANTa7uTvy8czdrMquNKi94TnGkKgLb9vH/Tm6c87uQ3xcxTK7J0QdcolJ2oYPjvdbnHPsmL384byl2XjPYRTjVufGuHLhyfKLcblJffzB2i/11U18aw5CifBb/gP2bdX9zdlIdXdnrdxMgQfjYrlVlDOw87PvfJdRTV2qhoshMZEsiXN8/h61vmAJhCN6LDgrh62kB2FtT53XiprMGmT7TjB8Tw+s+mEyBgvppdBuDyif07bUdXSYn2KCiacuKd5efPH+83xesDfLWvjK/3ldJsd/ByF8ZJemkjH+4o8glruuuLdJ9zx9/fuaV6cfrR9wNYMK4P9142Rs/QY+T80dpaT8HazCqfhegHDWljNS/PzoJ6v1mP7vri6BmCOmPCgFj97w93FPPxziKfc7RwMS38zkiz3UlFoyJQ/Hx2Wo8r6FkVzSQYPIZDk/x/j08RPWVsOW2NNgdKGvh8dwlf7i3h/e2FvLgmmw93FPHl3hLe2VLAfzbn8+r6XN7fXsjX+0p5f3sh72wp4M1N+by4Jpu3NuXz0Y4iVh2u5NX1uXy+u4R3txbw/vZC/ru1gLc25fPOlgK+2FPCS2tz+Gx3iR7CsuFINXNHJDN3RDIbVKGkpd1JZkUz09PimTcyWfd27StuIDUpgpToMGYMSWCb6hnakK3UMapPNM12py7ArTxcwUVj+zB3RBLb8+uQUuJ2SzZkV3PuyGTmjUxis3rNkvo2GtocjOsfw/xRKXpIzu7CemYMSaBPTBgp0aEcVhWDzTm1nDM8kXOGJ7GzoF73Bq4/4qlbEw6rm9upbLIztn8M54xIYpMqSG/OqWHSoDj6x4UzeVCcLpRtzatl1tBEZgxJ4GBpox5XvTm3lnOGJzFvZBIbjijn2jpcHCpr4qy0eM4dmcw6ra+KGhieEkV8ZAgzhyayJVetO7eWs4cmMrZfDPWtHboHZOXhShaM68P5o1NYf6QaKZXU0zsL6pk1LJG5I5L09hXVteFwuRmeEsU5wz3lG3NqmDsimZSYMJKiQvVMYFtyapg3Mpl5I5PZllurG3K25dVy9tAE5o5I1pWLyiY7ta0djO0fw9wRSboCtLOgnulpCYQFBzJlcLzuLVqfVc28kclMTY0jp6pFz0q2I7+Ws4ckcMGYPrqxzuFysz2vTunDEZ5xdbi8ieiwYFITI5U+VJWr9UcUQX9Mv2hsDhdFatTA5pwaZg9L0vtE66stubXMHpbE7OFJbFb7u7iujWa7kzF9lXG1XhWkN+XUMHNoAn1jw+gfG85BdVytP6Lcz5zhSewp8oyrdUeqOG9UCheN7asL4402B5nlTcwYksAFY1J05WpXQR2TB8cRHxnChIGxugK9La+W2cMSmTgwjoomu65Ab8qpYc7wJM4blaw/S6fLzeacGuaOTGL+6GTWqn2SXtrIgLhwUqLDOH90sn7NtZlVnDcqmWHJkQQHCV0pPFX0uAIghDhXCLFICFElhHAIIVx+fr71m7ZIKaf5+wF8VyF2gYTIEF5Z718YG5oUyXXTB5oEkONhUEK46f9zhieZ/u8bE8YjV43n7kvHMGlQnE88upGgQGESPDvjWGkYAe65bCwxYYqwtj2vluK6Nn4+O810TrLhWgl+wqGOxqg+0frfta0d/Hx2GmHBgbzxs+mdfuYZ1Tre2uEiPCSQSYPiWDiuL+8Y3I1npSkvtiXpFVz6nBILP3OIkgn3kvF9+e27u3Vr0Oi+MSREBuOW6Is0ASJCAo/Z/rPSlKy0Zw9N4KPf+hpKpwyOY2B8uE+5d5iTv/Sxf/xoHxMeWNHptRfddg7L/jRX//+uL9J9XJdGlv5xbqfHNIzWRIBvblWSh41IiSIuIphzhieRFBXqd/Hv9TMH63/vUpXiW+cP18s2qy+8703qT/qDF3M0vMN9NM/DsRicEGH63yjkb/ibxwCdFBXid9GdzeFicXoZkSGBpMSE+lVi/XHuSHPehNF9lXG95c7zWXSbJwFbc7tT7xuAaam9mtW4p4wtp63RpqTexobsahYfqGB/cQOlDXZ2FdSzLqua3YX1HC5roqalnYOljaw8XMnKw5Vsya0hu7KZ+jYH+0sa2JBdzRub8qhosrMms4r9JY0cLG0iu7KForo2squaWZNZRX1rB3//bD9bcmtpbXdyoKSRWcMSmZoaR25VCw1tHewsqGPCgFjCggOZZxAON2YrggrA2UMT9XCFTdk1zB2RRECAYNawRLbk1OBwuVmbVc1FY/rQLzac8OBAcqtbOVzeRExYMIMSIjh7aCLb82sVpeCIIqQGBAjOH53CGlXg2ZZXy1lpypw4e5giSBuFvbiIEEb1jWZHfh3FdW002RyM7RfDWWkJ7C9pwO5wsS2vlhlDEggMEJwz3CPUbsqp0b8TF4xJ0QXVbXm1nD0skYiQICYMiGVHQR3NdkXYm54Wz8SBcVQ12ylvtLGzoI6x/WKICAnivFHJrM9ShPeN2TXMVvtqzrBEtqjWYU3oDggQzBupCHZOl5vVmVVcNLYPqYmRhAcHklXZTE5VC5GhgfSLDWfuSMVD43JLNuXUcM7wJIQQzB6WpHsdtuXVMmuYYpiaOTSB7fnKNbfn1zFjSAIJkSGkJUWyv7hREfRbOhjTN4YZQxLIKG+iye5gS24NZw9JVPpqhEeJUtqdqD77BP3Zb8xW+jA0KJBpaQlszauhpd1JVkUzUwbHM2FALLWtHZQ32thb1EBaUiQJkSHMNShomhcKYP7oFD0Eav2RauaNSEYIz3NzuSXb8uqYPSyR4SlRON1uCmvbyKlqITQogMGJEcwZnsTW3FrVs+AZm+eNStaF942q4gswa1iiPu9vUBXI6LBgRvWNZnehsmdMdmUL09PiOSstnoOljdg6XGzJqWGaqhQp7VYs7zvy65iRpvSVolirCmeu8nwCAwSzhiayObeG1nYnh0obmTEkgVF9omltd1Jc18a+4gYGxivK9nmjUtiUU6Nb/2cPU/rq/NEepWNjdjXnjkxBCKXuU72Jo/+A6BNECHEZ8BUQCBShbBB2Ogn72suiM0laK284+U0xk1Hua/XUePfXMxkQF05pg405fjYb+vGMwaZYO2/iI0J468aziAgNYs4Ta5g6OM7kIl3z13OJCFGGQkhQgCnUo+CJy0zhGBuza/jbxaO6FDoCEBYcgN3h5l/XTtJDl/rGhOnCsBZeYnO4yKtu5dbzFaFOu9+48GCqm9u5bEI/nrx2InWtHfriT4D/u3ysz4K3J34wgTu/SOeFn0wxZQfSUk1eOLaPXnbB6BTaOlym2FBvzh6aoKfU1O5ppKpcaPfxyk+nqQvblOH+2e4SfjtvKH+7eBSZfp7trGGJ3Dp/OC8aFjjdc+kY0pIieWpFFpkVzfzqnCHsLKhndN8YxvSLAZTQozI1pvTVG6YjpTRlmgFIig41rY04muDeGeOPU9lMTYzo9FjBE5exPa+WH762zVSuhZP97txhlNS3ERwYwNBk/yHh2nqLTTnVukfjLxeN1PuvtMHOz2encc9lY/x+/mezUvnv1kIum9iPxQfKuWpyf1ZnKqELv503lPNGJfO7d3fz0JXj+L+vD7H+b+ex6EC5aZwnRYXy4xmDdAVC84j85aKRDE6M4MADC5j4wAr6x4V3+j05UtnCjbNSGdff3L9avfddPpaHvcbz2784i8eWZOgxosv+NI+Gtg7iIkLoH+erAP75wpG8sj6XWwwKkoVitPFXrnoBph5vfZdO6MelE/p1u11dJTY8mDWZVdgdLiYOjCVSVfSnp8WzNbeWfcUNuiA5rn8M9W0OShtsbMyu5vaLFEfK2UMTeHdrAS3tTg6UNDBTFQ5nD0tiS24t/ePCSUuMoG9sGAAzhiTons55qtDdLzac2PBgjlQ1sy6riksm9AXgrCHx5FS2KMkLcmp46MrxAMwalsR72wo5d1Qy4SEBDFIV6fNUL0VxfRtzRyhKRHRYMKNVAW6rQXidlhqvp8vdlF3D8z9WQjkvHNOHl9bm0GhzkFXRzNTB8eo1E9mWW4vD6WbSoDjCghWDyzkjktlwpJojlS26EjE8JQopJbnVLaw7UsV9l40FYM7wJF7fmI/D5WZvUQMvqNe8aGwfPttdwvDkKPrGhDEwXrmfeSOT2HikhrDgAF35GRAXTmJkCOmljWzOqeGC0X3U/k7k7i/SVet6LXcuVJxQM4cksvRgOeePTqHD5WaYOh/OHq4Iu+WNkcwcoigiYQGBSkhOTi2bc2qZM1zpq+mpCRwub6LZ7mBbbq1uPDl7aCIPfnOYikY7lc12Jg6MU/pkeCKbcmoIEIIpg+MJV41Tc4YlsTmnlsLaVuaqgv6oPh6r/oYj1fxmrrL0Zt6IZO798iCNbQ52F9TpfTV7WCLrjlQzYUAsydGhpMSE6X27IbuaDqebOapgPCBOGVcZFU2syVTCa7R2/+HDvbS0O9mYXcPN6rx27shk/r0+l+9N7E+TXVEgPe2uoa61gxlDEvRnP65/DDsL6liTWcX8UcqzH5oUSVhwAIfLm9iaV8tdl4zR23fHZwdoaOsgq6JZf55zVO9FTFgwEwfG6XLTnOHKNUsbbJyr1t0nJox+seHsK25gc04Nv5wzRB+Dt3+yn/rWDnYW1PP0dZP17+DSg+Xc6GUEPZn0tAfgAcABLJRSpkkp50op5/v76eHrdhXtbdyZu3iE+rszd/NJI9Zr19WIkEC+N0kJEwlTUyRGh/nqa3vvu4iHrxyn/z9xoK/gJoARfaJ1y32El4VYG8Sg7PTqHdaywCAwA7qreOtd5+tlxthjjamD40iODiU6NIirpw7gyWsmAuYc8g9fNZ6HrxyHW4JbSl2wjlLb+LeLR3HwwYt5+oeTiAgJIjzYYznf8Lf5/PKcIRx+6GLTZ66cPIA7Fo5mZJ9ovlJDeABiws33fdnEfrxx43Q+/O3Z+mc1LhzjueeoMPOzGdM3hqmD4/QXIkB8ZAjpDyzgpvOG6Yuv/37xKIIDA3zWTQQHCsb1j+WvFysv5YvU/v3NvKFcNLYPy/40j4InLmPheI9woXkMzhpi3nNPqBcb1z9GLxuU4CuMTxoUx4udrH/Y938X+S0Hc5gWwKs3TCPvsUu5/SLzVyg8ONDH02TEOMY0tF2FLxidwp8uVOob2SeaS1WBAuAyVcBKTVTGlyb8D0oIJ8Cw+rbJ5qBPTJiuUGqM6hPNqr+cy0NXjifz4YW89BNFzusbG076Axfz54tGEhkaxMXjlGsOS47i4IMXk5oYyc3nDTPVFRkayOM/mMgv5qQBnj0StBdPdGgQESGBtKhKYGdenvjIEN27A0pmo/gIxbv1q3PM/X3wwYsRQvCHC0bwu3M961zjIjr3hv3xwhFkPLxQf5H3Ej1lbDltjTanmvmjU1ibVcWarCrT3HPO8CRWZ1axKadGD3EMUK3mX+8rJaeyhbOGKONtbL8YhBC8uCaHyYPj9HlvjipgfrW3lEsMSs2c4UmsyaxibWaVyRM1b2QyX+8rY2tuLfNHKeF5oUGBzBqWyD+XZzIsOUr33s4dkcS+4ga+2V/GeSM92zacO0oJG1mXVW2qe/Yw5ZqrDldynlp3WLAi7L6xMZ92p1v/zg1KiCAhMoSnV2Qxa2iiLuzNHZHEqoxKlh2s0L/boAiNG47UKCFHqqAmhODcUSl8qibXmKp6zoanRBEUqPTV8JQo/Tt37shkdhXU89W+Mn3uVq6pWI2/3ldmuuZ5o5JZkl7Oltxa3ROTGBXKoIQIXt+YR1RokD5nnzsymS25tXyxp5T5o5L1+X32MMWSvjS9Qu8T7fy1mVVKeI1ad3hIIGelJfD25gLq2hRvAcDEgXEU1LTy9b5S5gxLIlCdP+eNTGZ1RhVrs6qYN9ITHXDOiCTWZCp9qIVgalb9T3cXc7isSbdqx0eGMLJvNE8sy2Ty4Dhdnpk3MplN2TWsyqhk9jBP+O38USmsy6rmy72lXDHZEw6rjNkytufVcYH6Do4MDWLy4DheXJNDREigvgB61rBEDpc18d72Qi4a20d/H2jK0uqMSs4b5RlX541KYenBctZmVZvuZ/7oFN7fXkRRXRvT1Xl5woBYKprsvLetkFnDPONqnqoArFNDqIzt3pBdrZSP8JTPH5XMF3tLSS9tZLaqoEWFBjE1NZ4nV2QxNDmSeDWyYfawRLbl1Z3UDSi96WkFYDzwsZSy89iC3kUzHS8QQpjuXQgRDcwB2oBt3h882fz3VzO4bvpA/f/99y/guR9OZkRKFFGq4B8TFsyj3x9vCpOJiwgmKDCA5X+ap/4fwte3zDEJC5pEGhwYQMETl5mylnx582xTO8L8LPJ9zStk5jbVSq8tkg0Q6IP77ks94bSj+8Xw5c1zWH37uQghdEvJlMHxugB06YR+3DBLuZ/EKI9FMzJU+cItGNeXqNAgQoMC1fZ5hJrB6kQQph5b/ud53DJ/GOEhgdykCm+TB8Wx976L2H//Ar0OrX9f+slUfYId4qXA/GTmIP1v7SX56g3TyHhoIbfMH05QYABv//wsJUvB72cBiodhzvAkXXAMUoXRILXDtaxCiZGesKb8xy/l0e+P52hIKXXB1qgAaWy+83ze/dVMAGakJfDy9VPZcc8FHHrwYo48cgkb/z6fD349s9N1B3ERIWy+83wyH17IEz+YYDqmLUC9QJ0wzxulWOp+ZhiDmlDxv1vO4Z1fztDLcx+7lMyHFyrt9hJG541MJkRVbI3PNCw4kJevn8bhhy4m97FLeen6qRx68GKfjEwNXovA82ta9foAXdl8/zczGZ4S5XMd44JeI24p9ectDNmnAGwdSl9ooTWVatad+YaXyeGHFpKnpoqzO9xsu+sCfjxjkKmemLBgIkKC+PwmZdwIPOlNAd771UzdE6K1JTosmJ/OTD1m+N0nv5t11OOnkJ4ytpy2RptTzbj+MUSHBfHB9iKumjxAL//+lAF8vqeE6uZ2U9jXRWP78M9lWVw2sZ8+9wkh+OFZg3hlfS7XTfeMy8EJEQxJiuTT3SVcMckzTywY14eVhysprGvThVeA66YP4t/rcpk8OM6kjF4wJoUv9pRypUGoiwwNYuH4vry0NpdLxnsE4/H9Y2ltd7E+q9okqF0zbSBvbsqnf1y4/t0FxdP9/Opsrp0+0KT8LxzXl3e2FvKDqZ7359TB8bjcki/2lpq8NOeNSmZzbg1uKRlv8MJdMDqFV9fncen4fvpcK4TgmqkDeW51tkkxjw4LZsaQBD7cUcRCw/3MUeP6C2pbDWuWYOH4fry2IY95I5J1zwrA9WcP5p/Lsrh+ZqpeFh8ZwgWjU3hudTY/PMsTmnj20AQKa9tYdqiCyyd57ueKSf35eFcxkaFBJiPcDWen8tTKI/xkxmC9r0KCArh0Qj+eWnnE1O7RfWNIS4zkwx3FXDTWYHyZ2I8l6RU0252mcfWjswbxwpocLhnfzzSvXzAmhQ93FHGlYWz2iQkjLSmS51Znm8bbvJFKHHxxXZtpXd5Pz07ltQ15zByaQIzB8HbRmD68sj6Xn8wcrM/LWgjPaxvyTHVPT02gosnOV/vK+J7hnXfNtIF8uKOYhMhg3aAEirHvg+1FfH/KAP3ZBwYILp3Qj3+tOMLVUz33k5oYSf/YMN7dVmgyVF04pg8bjtRQ1WzXlQitTz7YXsT5o1NMRrCL1GxSPz3b8+xTYsK4cEwfU9aok462EKMnfoBq4KmerLOnf1CyRkjgNq/yp9XyV7pZ/+6pU6fKE8HlcstN2dXy8uc3HvPc2pZ2n7LCmla93O5wytyqZjnloRXyvq/STee9vDZHpt6xSKbescinDrvDqR8zHr/8+Y16mdvtlp/vLpZSSpl6xyI59K7FsriuVX6+u1h2OF36eRuPVPvUX91sly6XWzpdblN56h2L5IVPrZNSStnQ2iF//NpWv+1zutwy9Y5F8h9LM0zlDW0dfvupq1Q02kz3vS6rSj+28Ui1TL1jkdyWW9Olup5YmmFqe1u7U/7t032yvrVdpt6xSF763IYutyv1jkXy/9Tn9/HOIvnU8kyZesci+cNXt/g911+59znGnwvUPteob22Xr67P0f9/b1uBTL1jkbzhze0+z+NnallxXate5nYrz2fmo6tM55bWt8nUOxbJuf9YI9sdLimlMhZS71gkXV5joTN+9OpWvd0j7l4ipZRy1eEKvezdrQX6uUvTy2XqHYtki93hU0+L3eEz/qSU8pOdRdLW4TSVaXVPfWiF/HhnkV6+/GB5p9+h1zfkytQ7FsnDZY162S//s0M//42NeXr5917YKL//0ibZYnfIQ6We8694cZPfuv2Resci+ePXtspdBbVdOv9oTJ06VQK7Zffn2WHqfJoPBHgdiwZaUFJ7Rh6jnigUo0wLEO11LECtXwJDu9HWE56zTzW1Le2mcaKxq6BO5lY1m8rcbrfckV8r7Q7zmLZ1OOXqjArpdpu/A5VNNr9jKKeqWZbUt/mULztYLotqW01lDqdLbsqu9vlO2zqccme+b9151S2m74nG3qJ6n7qllPJAcYN0OF2msnaHy2+fFNa0yv3F9T7l6SUNPnW7XG75xZ5in/miw+mSqw5X+NxPi90hV2dU+NS9q6BO5lW3+JRvOFIlG1rN7yiXyy33FdX7zEVVTXa5p7DOp45DpY0yo9z3PtdlVfk8H7fbLTdnV/v0VYvdIb/ZX+rz7Gua7fJgaYNP3RuPVPvtww1HqmSjzXw/tg6nXHaw3KevsiqaTO9TjbWZlX7fqdtya2R5g81U1uF0yXVZVT73U9fSLjdn+8oZWRVNMr3E936259X6PB+32y13FdT61N3a7pAf7Sj0+3z8PYfalnZZ02z3KV95qELWeclrTpdbbsut6fK772h0Z87uaeH6I2BLT9bZ0z/qi6lSfWl8BTwOrFH/zwISu1n/afUycThdPoPskUWHZOodi2R2ZZPfz9z8/m4fAUZKj2BjJPWORXLYXYu73c5/Lc80CVhf7S2RN723y++5jy0+7DOB9QRlDW3yoW+UvjFOKnuL6mXqHYtkVoX//vJp35LDnQpvm7KrfV7UR2P8/cvkV3tL9P//uSyj07qveGGjfH1D7lHrMwr/kx9c7vdF44+Hvznk85zrW9v9vuyG3rVYXvPvzT7npt6xyCSM1LW0d1nIlVLKf6iKlbfg/eH2Qpl6xyLT+NGeWXcn2NQ7FskX12T7lK/PqvL7HemM37+7S293k+HFaXc4fQQ0KaUsb7B1ebyl3rHIp79PlJ5SAKQ8fmMLSjae0X7qeVU9/ymv8j+o5cu62c7Tas62sLCw6CrdmbN7dBEwcAewQwhxL/ColPLUJjXtAlLKXCHEdOAhYCFwKVAOPAc8KKXsXkL204ygQN+QHu2pDE+J9jkGcOOsNJKjQvWFpxo/PTv1hDMRHYvbF4wy/X/l5AEmV6KRuy71v9Czu/SLDee+y8fy5qZ8PT4SPOFBfaLDOvuoiaON+jleGZiORfoD5ow2neXQB/j61nM6PaYxLTVeTy27+vbzupxZ6a5Lx/C3heZnFBcR4jcWffvdF5jCccCzBsAYhhUfGcKnv+96yMrfF47m7wtHM+repabNzc7TY5A919Tij42hAifCsj/NNWWT0pgzPImtd51Pv9jO1z0YGdsvhqUHKyh44jJTubE/jPSNDTOFCxyNyyb000PwTjNuBrYAzwshLgAygJkoOfuPAPd4nZ+h/vZ+aHcD5wF/EUJMBnYAY4ArgSrglpPQdgsLC4vvNN1SAIQQb/kpPgQ8CPxSCLEP/4uzpJTyV925dneQUhYDv+it6/c2f714FL+Z1/nGmTOGJDDDa7EpKDF3M73y6A+IC/e7buDbjpatAJQF2t6C29GYNSyRZQePnvP+RHEeJUVrV/jwN2dz5+cH+GJv6XGlVQ0MEAQGdG1RqXEDNY2QoAC/fahlVzgePv7dLNOuoInq+gDjAuABceGs+PO8467bm9F9Y/yWBwaILgv/ALfMH37U71x3eOn6405gc0roKWOLlLJWCDELZQfhq4C5QC3wH+D/pJQlJ6H5FhYWFt9puusB+PlRjqWpP/6QwClXAIQQwShWqcnAFGAsEAz8Rkr5xqluT28RFhxoWhDZHZb8cS6ie0bW0468xy7tluV4/qgU5v895dgnngA/n51Gmp+MS10lJCiAx6+ewAOGzFHfNiYPijP9rwn+bR3mDeNG+rHc9xZa2r4zCSHEbOBePLv5ZgJvAS9IKX1295NS+v3SCSH8ab19UYw4Yzn2bsIWFhYWFl50VwEYcuxTTisigWfVvyuBCmBQp2dbHBPv9KXfBbobNnIyGZQQwQ2GzAEnQmhQYKehJ99mmu2OY59kcUoQQlwJfA7YgY+BOuB7wDMo2dauPc4qC4G3/ZRb1n8LCwuLE6BbCoCUsrCnGnKKaENxQ++TUpYLIR5AcStbWFh8i1kwto++CZJF7yKEiAFeB1zAeVLKXWr5fSgJF64RQvxISvnRcVRbIKV8oMcba2FhYXGG0qPB20KIa4UQa4QQfhOOCyEGCCFWCyF+0JPX7SpSyg4p5VIpZXlvXN/CwuLk8NrPpncar29xyrkGSAY+0oR/ACmlHSUkCOCm3miYhYWFhYVCT2cB+jUQJ6Us83dQSlkqhIhVz/uih69tYWFhYdH7aFuEL/NzbAOKJ3a2ECJUStnexTrjhBC/RIn9b0RJe3fKN2y0sLCw+K7Q0wrABGDRMc7ZiRILamFhYWHx3UPLF+uzO6+U0imEyAfGAUPxpP48FpOAN40FQoj9wA1SyvSuVCCE2N3JodGdlFtYWFh8Z+lpBSABJS/z0agFji8Z+mmI9TKxsLCw8Iu2WUhjJ8e18rgu1vc0yoLiIyiLikej7DlzDbBGCDFZSll6Yk21sLCwODPp6QTuNcCIY5wzAv97A3QJIUSBEEIex897J3otCwsLizOR02melVLeLqXcIqWskVK2SCl3SSmvRVEKkoC/drGeaf5+UNKTWlhYWJxR9LQHYDNwhRBitJTSZ1IVQmi7N37TjWvkoliBuorf9QjdRX1x+KB6Bk7PnXksLCwsukZ35lnNwt/ZtuFaecNxtsmbV4Crge7v+GZhYWFxhtHTCsC/gB8Am4QQD6EsAisFBgCXAPcBgep5J4SU8oIeaOfJJC0jI4Np0/zqBxYWFhanLRkZGQBpUsru5FTNAqYDIwFTqKQQIghl/xgnkNeNawBUq79PfGc8BWvOtrCw+Faizdkn8tkeVQCklDuFEDcDL6Fs+PKM1yku4CYp5faevO5pRpPNZmPPnj0Fvd0QCwsLi+MkDWjqZh1rgOuBhcCHXsfmARHAhuPIANQZ2g7A3VUkrDnbwsLi20oaJzhn97QHACnl60KITcDNwEyUhV4NwDbg31LKrmZ9+FYipfy27Y5sYWFh0ZN8BvwD+JEQ4gXDRmBhwCPqOf82fkAIEQEMBtqklEWG8olAhpTS4XX+ROBR9d9urT+w5mwLC4szESGl7O02nFKEEHfiydQzGSW93BYgWy3bJKV8oxeaZmFhYfGdQAhxFYoiYAc+AuqAK1BShH4GXCcNLx8hxHnAWmC9lPI8Q/nbKGmjNwLFQDvK/L0QJZz0deB38kx7kVlYWFh0kx73AHwLWAic61U2W/3RsBQACwsLixNESvmVEOJc4B6UhbphQA7wF+D54xDYvwJigIkoG4yFoaSSXgq8LqX8Xw833cLCwuKM4Ez0AFyDogBMRrH+RwPvSyl/2pvtsrCwsLCwsLCwsDgVnIkegHtRBP8WoARr4y4LCwsLCwsLC4sziJ7eCOzbwJ9R0tPFADf1clssLCwsvrMIIQYKId4SQpQJIdrVDcaeFULEH0cd646xCVnYybwHCwsLi+8iZ5wHQEq5VvtbCNHj9Qsh8lGUi4Ier9zCwsLi5JIGNPVEZhwhxDCUBAspwNcoO+7OAP4ILBRCzJFS1h5HlQ92Uu7sZjutOdvCwuLbShonOGefcQrAKSAmPDw8YcyYMQm93RALCwuL4yEjIwObzdZT1b2MIvz/QUr5glYohHgaxRP7KPD7rlYmpXygpxrmhTVnW1hYfCvpzpxtKQAniBBidyeHwsaMGcPu3Z0dtrCwsDg9mTZtWo9siKVa/xegWNVf8jp8P/Bb4AYhxO1SytbuXq+bFIwZMybBmrMtLCy+bXRnzrYUAAsLCwuLnma++nuFlNJtPCClbBZCbEZREM4GVnelQiHED4EhQAeQAazpgd2ELSwsLM5ILAXgBJFSTvNXrnoGpp7i5pxSKhrtbM+v5crJA3q7Kd85fvjqVs4emsifLxrZ202xsOgOo9TfRzo5no2iAIykiwoAyoZiRqqEELdIKT/ryoeP4rW1MsFZWFiccZyJWYAsuslrG/L440f7ersZ30m259exKqOyt5thYdFdYtXfjZ0c18rjulDX1yi7AQ8EwlEE9sfVz34shFh4wq20sLCwOEPpEQ+AECIA+AEwAjggpVyslscBDwHnoWRqWAQ8IaVs64nrWvQOwYE9nz3pRLE7XNgdLuIiQnq7KT1GUKCll1tYaEgpn/EqygLuFkKUAS+gKAPLulDPGeu1tbCwsPCm25KGECIIWAF8jJLV4X9CiP8KIQKBJcCtwHiUnXfvAZapCoPFt5TAgNNHAbjz8wNMfmhlbzfDL7UtJxaeHHQa9a+R/+0vI+3Oxb3djG89TXZHbzfhVKBZ+GM7Oa6VN3TjGm+gGJYmCyGiu1GPhYWFxRlHTwjiPwXOB9YDfwJWAdcDjwFjgR+juGrHA2uAOcAveuC6Fr3E6WShLqzrujPJ6XLjcsuT2Boz0x5ZRWZF03F/7nRVAPKqWzo9VlDTyv/2l53C1pw+SCmRsuvjauIDK9iSU3MSW3RakKX+7mwxywj1d2drBI6JlNIONKv/Rp5oPRYWFhZnIj0hyf0SKAIuklI+D1wC5AK3A/dJKT+WUjZJKQ8D30exDP2wB657QgghrhJCvC2EeBu4Uy2epZUJIf7VW23rLZwuN+klnYXq+hJ8FAH1VFs3O5O7pJR0OE3JR1jw7Ab+8sm+k98oA63tx79HUdBpFGJlJCSo8+ni+dXZ/OHDvces49HFh1mbVeX3mJSS6ubTO6nLO1sK+MeyTFPZLR/s4Qf/3nJc9ZQ2dC/Xfm1LO+f/a1236jjJaBsuLvD2+KrW+jlAG7DtRC8ghBgFxKMoAd95jcrCwsKiJ+kJBWAYsFRK6QJQU76tBATwpfFEKWULsBSY2APXPVEmAzeqPxerZUMNZdf0TrM6p6Gt46TWvzWvlu+9uImyLgolgZ0IqOuyqpj4wAqfcrvDxVub8tmYXa2XNbY5mPDAchrbuqYw1LS04/Zjve/M7vrmpnxG3rvUVJZX3cqygxV+z39m5REcLrffY13lyeWZFHt5JN7clE9Fo91U5nZLqprNZeBRnoICuva1tDtcx9U+t1vy9uZ8n/JZj69mZ0HdMT8fchTPT1fXYLy+MZ//bC5g1eFKH6v5nqJ6znp01XHfV1c5WNp4XJZ6fzy3Opt/r8s1lW04UsPeoobjqudvnx3wO569OVTWyLSHfUPc3tyUT16Nb/r8iQ8s56MdRTT3cpiRlDIXJTQ0DbjF6/CDKBb7d417AAghRgshTBl5hBBDhBA+G3QJIZKB/6j/fiSl7NZuwGcCXRlvFkfH3/zR1uHstkJ/vNdsbXfS7jw586TbfXweTW9Dm0Zvz0HHorvvgu8CPaEAJALe27lrkl6pn/OLUaw2vYKU8gEppTjKT1pvtc3I3V+m09LuJKO86aTHuGuC3ewn1pjKpZRklPuGsGghKt4vlJoW/4rKjW/t4KFFh7n/60MApJc0MumhFTTbnRTXmwXmutYOHC63z+Q2/ZFVXPfqVt8Qnk6+xFtyvYckhAcH0t7JZPXc6mzKG3yF8kabg92FxxaOAV5am8uiA+WmsiXpFdzzZbqp7MOdRcx41Dfz4c3v7QG6FgJU29LO6Ps6X/f45qZ81mSaswlVNbfzwDeHffq2vNHeqWJkRPMAPL8621T+t0/385YfxQL8hw3Vt3bw6//uorXD3A5N/3rwm8PHbMuJcPkLm8isaDaVud3Sp586Q0qJ04+S6HSfmOLYaDO/IJ9akcXTK7JMZekljdS2+n6vXlaVEO+XWJPdyZ1fpPPK+lyfz/QCNwNVwPNCiK+EEI8LIdag7AJ8BGVNmJEM9cfIuUCZEGKVEOI1IcQTQogPUNKIzgJ2AX8/qXdxmvLIosM8sdTsjepwurnhze1szzPPf9XN7Qy9e4mPoFpY28qD3xzyMX68sj6Xu7444HPN617Zyhd7SkxlzXYH172ylZwq83f9YGkjv/3vLmxe3/NPdhZz7Su+HrPXN+TxH695xOFyM++fa9lX3GAqL6lv464v0qnxWme1OqOSX/xnh8+76bPdJSw64Bui+PfP9vPfrQWmsurmdtLuXMxmrzC99UeqGXHPUh+B9+b39zDH690Jyrz4yc5iU5nT5ea8J9f6vFPKG208viSDtg6zHvvimmwufnaDT90/eHkL172y1VTmckvmPLGGdV4e1somO2l3LvYxRG04Us2CZ9b7zCE/e2sHf/p4n881r3t1K1/uNT/7tg4ns59YTXaleV7dklvDhAdW+PTV0vRyfv+ubzZef8/B6XIz54k1bPMay8V1bVz50mYfI9qHO4q47PmNPnV/tKOIr/eZRdF2p4vR9y1jsdf7uqzBxnlPrqW80fw9+d/+MmY+tspnXP1jWSZ/+3S/zzWve3WrzzWL69qY+dgqjnj1VW51C79/d3evKOg9oQDUA/62UBfSv4oVgeL67TWEEAOFEG8JIcqEEO1CiAIhxLNCiF5TTLz5YHsRWRXNupCQ78fa54+0Oxez8vDxpZG0dyIU7y1u4JLnfL9Q2rvCKMC43ZI7P/d9YQC6dbRfXBgA+0saPNf2svZOfXglI+5Zys/f2ulzzq7CeobdvUQvP1LZ7OMBeH1DHtXN7ewpqjeV2x0ubJ1YlrVzpaG2cf+3jLu/TOefyzK5+t+eifZY8d6a8G4UFFdnVpkmq/xq5VmuzTRP1JvUF87qzCoKa83P23vS0J5ZcV0be73u9UBJAw8vOsyTy83h1Q02RZCsbPQNs6k3CJm3fbjXb+hSgFDu7emV5nq35XsmaGPf1La0c/5T63ltQ67Ju5ReqoSbGV929a0dLD+kKCExYebkZHd9ke7XO6W9qP15brw9S9rk+tQKc9vzalr55du7fD7/vRc2+Sx4HnLXEprsvv2iKaVXvLjJ59j+4gafl7qGt2D/wpocnl+TYyoLUMeT9/0PiAsHoK3D/5jupjOrR1C9ANOBt4GZKGGhw4DngLOllL5aui+7UfL/9wGuVutYCKQDfwDmSCkberrtpztut+SNTfm8sj7XZBQ5VNbIxuwa3thkFqTXH1Fscu9tKzSVP7cqm/9sLuBQmdnQ88r6XD7cUWyan8sabOwoqPOpY2N2DTsK6nhnS4Gp/KOdRaw4XMmKw2bjwvvbC9lZUE+dYfzbHS4eXZLBs6vMxoXDZU0U1bXx6S6zIL00vYIPdxT5GC7e3JTP2qxqDhsMV2635K+f7ufvnx0wzU/ljTY+2VXiIwRqisKOfLOQvuxgBU635FCZOVxWC1s09lVNSzuf7i7h9Y15pnP3FTdQUNvG0nSvdm/M59UNeT73s+JwJUcqWygwvP/dbklWZTP7S8wezYzyJkobbHy0w9xXn+1WhPY1Xu+bb/aXcaSyhWyD4ialZFNODV/vKzO9w6qa7OzIr+PV9eb7WZNZRW1rB5/uNisGn+1S/vfuw8eWZrDsUIXJO9DS7uSTXSW8tNY89+0rbqC0wcY3XmvLPttdwv7iBrZ6Gfm+3FvKobImkxfe5Zbc+UU693550HTu9rw62p1un3DUNZlVFNS2scTr+SxNL6eyqZ29xeZ37XvbCvl0d4lJ0Smua2NHfh2f7zErAOuyqqhsavdRCt/YmM+yQxUmuehU0RMKQCFKCI2RF4AxnZw/GOi1ROfqFvW7URYi7wCeAfKAPwJbhRCJvdU2b4TwGLjn/2sd7U6XXy3R29WW6cdqr3GgpIHNOTUmDdfucHH+6BT1ep76tS+NtwCzKUd5mSw56Jk4WzqcONW2eQvIqtxI3xhFaAkLDtSP7S40f6H0ezAsnvW2OIMSFrXgmQ0+DoBHl2Rwz5fpNHgJgBuOeMKPcg1W6Uabgx+8rFijjApCa4eLD7YX8f72IlM9Dy06zPyjxF5rGZI6vCQw7SWRdudi3Qr9i7d3cusHe7A7XD5WeeNkXdVsV+/Vc7Pay/bvnx3g+y97rGkHSxu54sXNAIQYQrU0pUCrzxu3oe5v9peRWdHEhPuXm6x3xknOOA6DDaFBRoG0RVUiHluSyUN+rPozHl3NW6qg8vDiw7yp/m1si63DxYc7ipj9xBpG3buUFYc8E/NZj64C8PHqrDpcyaSHPKFoS9LLGf/AcuWY1x4L2kv79k/MVhxNSekKmgB2oKTR5PHIqWrmypc28ys/CgZgEoA6o0lVsu/28iJFhSpKUssJrDE5xUg/P/5PVL2wXmXpUsqfo3gC3kXxKkeiKBJTgJST0+zTm6rmdpKiQhmcEGEyDmVXtTBzSAJ7vObV7Xm1zB2RRHal2Uq/r7iBWUMT2WFQ4httDjqcbsb2izEJ0jlVLZyVFs/BsiaTsJtX3cLsYYk+YYSHy5qYPSyRLIPXzeWWZFe1MGlQnKmN2ZUtjO4bjcstTSGv+4obmDgw1keQzKhoYnTfaFPd2v3PHZFk8hjk1bQyKCGcuPBgU9jc/uJGRqREkVfTappb00sbmT8qmYNec8DeonrG9IvxKa9saic5OtSkRGVVNDNpUBzF9W2mvtqYXcOMIQls9bJq7ytuYOG4vqY+dLslRyqbOXtoAlkGA9CRqmaGJEUSHxFs8rpvy6vl3JHJPoJkekkjZ6XFk15qLt+aV8uMtASTp6Os0U5KdCgD4sJN3qJt+XXMGZ5IUV2bqa/2FjUwe1iij1J0pKqZWUMT2WXwdDS2Oahr6WDK4DjT/Lojv5aZQxJotjtNsszmnFomDYz1MX7tK27grLR4n7DLzPImpqXGm55PWYONPjGhONxukxxTWNfGeaOSfZSi9JJGJg+K8/E4ZVU2M2d4IrsKPGO20ebA7ZYMSYqkwGCwO1zexLj+MaSXNJgVtIpmLhrbhwNe4yenqpnJg+JYl1XNqaYnFIA9KNYdHSllrZQyy/tEdTHYbBTBu7d4GeWl8Qcp5VVSyjullOejKAKjUFKZnhYECGEaQPd/fYgR9y7lsGGiabI7mPDACnbk11HVpAh2bqlMHtXN7ThcbnKqmnUX3RUvbub6N7abNGK7w0V4SCBBAYKnVx7RJyxt8i9rUFyIhbWtbMmtYXOOMnndY6gj12BFGHLXElOWE+0WolXLrlHrfnxppn6PRktWfZuDm95TXIX+rNGaMKr9Nn7pVxg8ILd9uBeXW5q8Fde+slUPbTIKuN4WBX/sLVIsOB94KQY3vqUMaW0Bb7vDLJT+7E3PkN9k6JtFB8p5bUMezV6W5chQjxVcExSfMCw+fW2DYonRXiRaHxonIqNgfsWLm/XnZhSYtT7fVVjP0yuP6GPo6n9vpbndyTUGV71RqdlneMkY1wa0GiZZ4yTfmbD7kKqUGF+SRuVN61et3ctUBcAYbqCNgfJGG2l3LuaNTWYr1bqsKr+W8pfX5egvy88NYQ3+0rcezetj1MmNi4ELaxVLlNHCZrSqGcek0dvw1V7FcrSvuIFHFisRMcbvRnpJI1mVzYQGBXQaZ/vK+lwfS+2ppqeMLep5W9XP5ar17FDr3S2E8DZAfecprG0lNTGCtKRIiuo83/lcVQBud7pNgnRhXRsXje1jUlBdbklJg43vTerPwVLPOyW3uoVhyVGM6RdjErAL69oYlhzFwPhwigxW1sLaNuaPSjEJhy63JLOimasmDzAJcAW1rSREhvgItQW1raQlRjIsOZLcas/9pJc2cs20gRTVmQXp/JpWLh7X19S+RpuDtnYnZw9NNFmBC2tbGZoUxdj+saZQlfTSBi6Z0I92h8vkjcuvaeXSCf1M4YLtThd5Na1cN32gaV5rsjto63AyZ1iiSRE7UtnMhAEx9I0JMwnSOdUtXDGpP/leSkdBrfJ8jHWUNtiICw9hXP9Ykwdgf3EDUwbFkZYUafIUHy5v4uJxfalt6TAZlA6XN/Gjswazv9jT7rYOJ9XN7SwYZ77modJGxvaPYWhypElZKq5rY8KAOEKDAkxKR2FtG+eOTKagxtPfUkoKaxUBu6jWU55X08LQ5CiGJ0eZyvNr2hjdN5pB8RGmcZVb3cKlE/qZxgNAUV0bl03oZ1JOG9o6cEuYnhZvandBbStDkiJJS4wkz1BPUW0rM4ck0uF0m7zFh8ubuHJyf/JrPN8Tu8NFab2NBWP7muo4VNbImH4xjEiJMr2PimrbOCstgdCgQErqPc8+r7qFi8b0MT1L7f4Xju9rMkyeKnpCAXgMuErdD+BYTAI2Ax/2wHWPG/WFtAAoAF7yOnw/0ArcIITotZRyda0dupCgTdAaazKrcLkll6pxbltza/nfPsU9dt2rW5nxmBJXXtFkZ+jdSzjr0VVc/MwGvvfCZi56xhxHGBseDCjegz9+tI9AIXC4JC+syWH6I6v0NswZnsh+VRuub3PwwmqPm+6isX30v41WaFAmtB+8vJknlmYSERrIT2YO1gVPb5erZjnxjoleqrpDjR4DgJWHK7GrArb2Ern8Bd/wC9DcnM0UG76Ida0dPLJYETyN8ZLHij3fklujWwbu/jKdD3d4lADNxa5Zxo3C8i3zh5EY1fki2dqWdqY/olizL5/YD8CkENQ0KxPuq+vzfMJ9NMrV+M4aQxadpKhQwCx0zhuZbGpbi3qdknobz6/O5kevm5OyGK1aRg/A04ZQGmN2oNZ2z4vn1g88WYF2FNQddZF5dGiw/rc2DlranexQLWJXTe5vOv9373qs6trLTvvctjzlM8+ooUrFdebrapP1P5dl8ZxXyMHDiw4zTX0W4Hme/1jmsWdMHRxn+oxRATIK6r96R2ljbLhnasxRJ/nLJvZje16t30XZWvztVS8pnpw/XTiCSlUxa7Q5dAV68qA4nxevEW/XeS/QU8aWx1DSiT4tpbxArecqFIUgRb3OGUVhXRupCRGkJkSYhKnc6laGJUcxOMEsTBXXtXHO8CRKGmz697iyyU58RDAj+kRRYliLVVDTSlpSJGP6mS3sRbWtDE6MYEhipEloLKxrY1z/GCJCAqlS55/yRhvRYUFMTY03KcA5VS2MSIkiNcEsvBbVtZGaFMGw5CiTIFRU18bwlCj6x4WbhKmCmlYWjOtDdpWnfbnVioA5OCHCtLasuK6NQQnhpCZG6Eo5KF6HMX2jVUHaeL6NWcMSdQMaKEawvjFhjO4bY/rO5VUrAubQ5CiT0Jhd1cKIlGgGeT2Hkro2xvSLISQoQDeKtLQ7aWl3MHlwnElZyKtpZWhyJGleFubiOhupiZE+z6GkzkZaUgR9Y8MoVfvK1uGissnOxaqAqc1nhbVtDE6IIDUx0qQs5dco42dokrfArJw/ONGscBbVtTJraBLVLe26gtbQ5gCpzE/GNN0l9TYGxof79kl9GwPjIxiUEG6aqwtrW5meloDT5db7yuWWlNbbmD08Sb9H4/0MSzKPn8LaNlITIhnRJ9o0Vgpr21QFOoJ8tW81j8tFY/uYvlMFta0MSohgaHKkl4LSyog+UQzzUgAK6xTlfFiKtxJl46whCTTZHbpRs6XdSWu7kxlDEkzP+FTRbQVASlkipVzflSwMUsq9UsrvSymXHuvck8R89fcKNVuRjpSyGUU5iQDOPtUNA2VSm/rwSv1L8+muYv7+mSeuvsog3HU43fzi7R3c+9VBn3qMgmleTasulBjTNCZEKgKpZs0wTsYt7U5aO1xEhwYxZ3iSHo4TFCCIDFWE8T4xoUfN1uKWkj1FDbyyPpfY8GCmDIrrNGvB5S9sorLJ7jfbka3DN3b/tg/3YD9GBoRtd12g/x0cKHzCojbn1LK7sI47vzCHVngLUZdN6MewZEUfNAq3oMSmO1xmC8ID3xymtqXd5AG4bEJ/jlS2+CyS0zAuhk1LVK7V2NaBS80WVNHkCdl5a3OB3zq0xXCVhjGy7FAFO/LrTAK/0+VmaXo5RyqbeWJpJpXNdiJDPAqW8UUISkiTrtSogsPsYYmmF2zfmDDPvRwlJMW7boC5I5KUul1u/nzhSO69bIz+vB/8n7Jo/PfnDtPXHwiU3/3jwvnbxaMAxRvickufcAAtltfb3b7JkI2qqrmd384bSnK0oiy96RU7vTqzitZ2J/vU2M+vbpnDnqIGk6AvDEErmqeh0eYgJDCA38wdwoQBnr2wFj6rKO+x4cFsyqlhycEKpJQEBwoyHlqon2f8rtw4K01foP7PZZk8vfII358ygCmD400hA95hZ93NatUdesrYIoSIAm5Qz3/A6/CLKCGoF59pXoCi2jYGJUSogr5HECqp95Rr37d2p4valg4GJ0SQEh2qK+Ka0DQwPtxkIClSlQsfwUYVptKSzIJnUW0bgxMjSEuM1K2b5Y12+seFMyghnPIGu/59Kam3MTghgrTECAoM80FhbSupCZGK5dkgeJbW2xgYp7ZRfS82tnlClIwW3OI6pR3eAmZxvY1B8RGKAuAjkGp9qFzT1uGi2e6gf2w4ydGh+veutN7GgLhwBiea685TlY4hXn1SXKcImIO9FLSiOqXPjdbuoto2BsVHMCAunMrGdr2vlLr9CPr1bQyIDyc10UsxqFfqGZTgeZ5ljTb6xYYRFRpEZGgQNa3tnmeZqJxrvJ/SBuU+lfsxC7WDVYVTG1dSSorq2hiSHMmAuHBdiSxUn4O3h6LYMDaN4624zsaghHAGxkeYFFGtr4YYlKuKJjvxkcGkJUZS3dyuG7cK1f4e4jV+NMVyREqUKfxNq9s4Zmta2okOC2JAXDhSetaRldTZGBQf7qNUl9Qpisuw5CiTZ03r29REz/07XW6qm9uVMZQQoT+3ghpFWRiaFElBTdtRPc0ng9NnR6dTwyj1d2ebz2jmwM42r9ERQuz29wOMPtZnO0MTfC54aj0Ai9PLOz330cWHdSv4sdAEA+NGTVFqOE5VkzIhHPGKDW1tdxIZGsSQRI9LtrTBpofzvHrDdMob7bS0O/mJl9UYzIL0sOQoQoMD6XC6/WZiAEVg0iyeANFqCMwfPtrLf7cqoQzfm6RYge0Ot0+Mvzd9YkJ1D4Xd4fYbAvLj17f7lNW2dvDxTo8C9beLR+n953JLzh2ZbDr/ey9sMsWbg5INSVNQRqREMTwlClAyVGh8f8oA/e9N2Z6QIE3wq29z8OKaHGY8upriujZCVSt7Z3swaB4DbyVjZ0GdyXK/JbeWT3aV8PW+Ul5Zn8vDiw6bFBCXWxITFqQLtRHBgdz9ZTp51S26wjd+QCyFtcrCvPJGG812J09dO4kFY/voCqW/bDmvbTBnpnn2h5PZmF3DkvRy7A4Xw1OimDwoTlciNOvJ5EGxjOyrbPQqhCLYVje3c85wRXn4z+YCPt9Twh8/2meqv7Xd5RM7DL6Lb38yY7CP90njN//dxe2f7Cc0yKP4grKmIu3OxWRVNPsNqdpTWM9ZQ+KZMDCOr/aV+azdiQ4NoqC2lfJGG+1ON0IIwg2K2K/f8Xg4YsKDaW538qPXtuoembiIYNISI3h1Q57eX95rIYxhZL1ATxlbzgbCgc3q54z1uIHlXtc7Iyiq0wQ4j/AqpaTEIOxqwkppvY2+sWEEBQaYYrsVy3gEfaLDaLQ59O+3Zu0dGBdOWaPN55qpiRG6MG53uKhr66BfrFkgLWuw0T82nNCgQOIjg3UPlmbtHZxoFow9AqlHCNSEpr6xYQwyWPXzaxUPhRCCIcmRugW3tMHGQFXAMlqStfv0FsZLG2wMiA9XhUC1rxraGBAXTkCAUBWjNr3dA+LD6RsTRl1rh95XedWtDE2KZIiXxVwTpI3PoaXdid3hJikqxCRMFqkW47DgQGLCg/X1YrqylGT2XJQ2KJZ05Tko99nhdFPb0kG/2DBT3eUNdvrFKmvvBsaH61bzorpWBidEMig+gpJ6m/6+LlP7ZGhylOl+iutsqsfA05bq5nYiQ4KICg0iLTGCfLUPtfC0lOhQ3cKt3c+g+HDV0u/rATAqec12h95XaYZraopiSFAASVEhuudb806lJkT4eLNSEyJNCpqmuAxOjDCVlzbY6B8XjhDCNN609vWPCzd5hTpTaBTlIlJRctU+KW+0kxQVQkhQgGm8aaFvcREhBAYIvxnfTiZnmgKgmeI6W+Gnlced/KaYqW/t8FmQ4h0XbuSdrceO733ge2MZmuTfwFbT0q7HxidHh/KPa8xbM6zLqiYwQJCWFKnHy//u3d2M6x/D0KRIRvWJJqeqhfH3L/ebctMo7/SJCSUkMIAd+XWmsBAt3AWUCcyYYUULmdE06NvOH84LP56iH79ftQ5fMNr/GkAhBHOGKSHGl7+wCbvDxae/n8Xe+y4yXVNjiNpPL6zO5o7PPV6B0OAAiutsvLExj9+/t1v3gGgY40SnpypJpGpa2vXY7LSkSD1E5nE1Zd/ovtE888PJ/OfnZwHoFv57LxujC3ENNoe+gGprbi3P/WgyAF/sLfVZFAUea3dxXRuf/n4W//mFUndwoPCbpzkkULmPjdk1/GTmYNOxsOBA07qNj3YW8+jiDFranfz+3GHcvkDRj//22QG+98ImtubVEhMezAVjUvhYzXDQpr4gP79pNiP7KArQWsMip2mp8fRXM9nc/L6yEDosOICIkCBdWdNeSgmRoZw3yqN4/fqdXWRWNBMX4QkbMmYxWvyHcwBFidUWPht50SvbxOCECDqcbj0LkTfLDlVQXNfG1MFx9IsN57rpA3VB3DtF37TUeH79zk6WpJcztl8M4/vHAL7f5cjQIOwONxWNdr7cW6o/o1/MSQOU56KhLSzfllenh6DFhAVz9bSBhAYFcLi8iW/2l/lc41hK8kmmp4wtp63RpqrZTnZlM8V1bRwoaeDNTflsyq4hp6qZJenlLEkvZ/2RanKrW8iubGZXQR17i+rZcKSaL/aUsC6rioOljeRUNfPl3hJ2F9azI7+OD3cUcbisiY3Z1WzJrSGnqoWv95VywLDuptBoYdYs4zYHAogJDzIJ2MWqIAkwwCQEKoJ+QIBQLbg2ve7BiRH0i1Os91rmM01oMp5bXNfGwLhwAgMEQ5I8Vn3FA6B4BgfGexQGzdrbLzacujaPIK21ZWC8p26j0GQU3gtVBQBgSJLHOlymCnDxEcE4XW5dqfd4ACIpVJWlJrsDh8tNfESwyapfXKcIwN7t1oTuwABB/7gwvY1KXHukqrjY9L4qa7DRL85sNS6ua2NgvCJgDkww9HetIjDqz6fBo7j1j1P7yqB0lKjeCKOCUtZgIyUmlKDAAMWSXudRaLR51vSMa9tIS4ogMlQR4I1Kh+YB0ITuDqeiiPWPMysX2jgBTNbuIvV+hBBKH9Yb719R8rR+lVIJ6RkUH6H3oXGcCCFITfCMK02Z056P8X5SEyJJjg6l2e7UF/waFWXt3NrWDkKDAogJC/ZSWu30V5Ul431qzz44MIBkgwfNqNBo5zpdbsob7GrImadPiuvbGKi227houLBW8VAADEoIN4U1nQp63EQkhDgX+BswAyXfvz8lQ0ope9U81V2klNP8lasvlKnHW98Uw2Y/Y/rF+OTfnzAg9rgykwBcM30QD6hx7e/+agY3qAtRLxnfl/e2KVbu5KgwfnTWIK6Y1J9/LM3UrUNa1pG0xEhdywZFMP3+lAGEhwTyyzlDTPnfjVmLNAEdYGSfaJpsDlMIE8CLP5lKUd0mDpQ0csObHmt8ZIhiCQEIVDfFCvXahVbrnzdunM6mnBpueHOHrpmv+PM8AIINn7E5XIQFeeo1EhESyIQBseTXtJoUq1+dM0SP79ZSX2phJj+cPojF6eWmLCzaZlg1Le3EhAUzfkCMLrh/dcsc3cOhLc4d3S/a1I4bZ6fpi7Mb1BAggN1F9bw3eiYXjE5hdWYVC7zWcwB8uKOYm88bTl1rBwPiwvWXxWNLMnlprWJ5f/aHk/X48mdWeeSpW+cP5+qpA7laXcCqrbkQQskKAUooDMBzP5qsW8OHJUciUTweA+PDGd03mudX59DhdNPW7qJPTCjTUuNZ8edzfVJqfn7TbD0DVFRoEO1ON2HBgUSGBpJZ0cyazEr2qFkeBsSH43JpGaY86y3iwj3rKoyWk3H9FT2/w+U2fWc++d0sQoMC+P17u01ZfwICBAmRIfzOkJ/aOxQhr6aVuy5R5MS+seGmMDuNeSOT2Z5Xqytxn/5+FkOToxgQF06T3UFosGc8al4hh0tyoKSRGUOUTMr3PN2JAQABAABJREFUf28cRyqb9QXbYcH+bTQRIYEEBwZw/ugUfvX2TprsTm6clUpseLAu+JQ3+mZ7OoX0lLHltDXa/G9fGc+tyqa53UlqYgRNNgd9YhRrenmjndjwYMb0i6ak3kZFo13PkhYfEUy9QTkLCw5gdN8Y9hU3EBYcgN3hJi4imIHx4YQEBpBb3crUwXGszapm0x3zGRgfoVg8EyIJDwmkuM6mW/8HqALm4IQIFu1XPMhFagw8qEJTg0cB0BRrTZgcnhKlW+OjQoMIDhQ0tDlwuJXvZ0xYsCqkGoRXgxC4RPValzcoceoAg1ShfiYea2qgamHXBP/a1g76x4UTGhSgW3A1C71SR4S+/knzUIAiTGlplUvrbZw3MsVjwa1rI6Z/DCXq/UeEBFHZ2E6H062H9AghSEuM1L/PmlUXFIFMExpL65V1Adp9Fta2MjxFsZIPS44iNjyYwABBfZsDKSWhQYFEhQYpHhqD8Kq1e1B8hJ64oqiujRHqfDAwLpzSBjvTUpXwnQGqcqX1VVpipG7pDw4M8AjMavgPKMKr9hxK1bh7wOT9Kapr40LVQz5QtXanqAuWB8SFEx2mKAUdTjelDR4P0uCECN3IowjdnuegGaYK69qYphrDBsUrcf2j+8YoAnNCOMlRobR2KJ4B7Z0dEx7EIKOyYLyfxEg9bLPI0IeKEtUGJFJY18ZVUwYghGCAOt5GqGN5cKJi4NFDlGrbGJyoKZARvLtV8wC06eNtsMHrUFJvY9KgOL1vtTUYRaoykhARQqPNga3DRXWzkhEqNChQsfSrgr4SRqS0Oy0pUn/3FdW26XUPjIswXetU0KNCuBDiMuArIBAoArKA0ylPnfayiO3kuFbecPKbYua/v5zBz9SMJ97C7qLbziE2PJhBCRGk3bnY5wXizfTUeK6bPkhPFQjKxL/otnO4/IVNTB0cz9KDFboScO9lSsbWzXeez9f7SnlnS4EufIWHBJrSYpU12PUc5PddPsakAIQGBfgNS5o7Ipmw4AD6xYb5CCWa5VO7n+d+NJkrJw/guleV3PtRqsVdC48KCQowWbSFELrAN+KepUSGBDKyjyJYGxdnahbmQEMITUp0KFXN7bx2w3Smp8WbQqTG9IvhvsvH6pZ8zSptd7jZde+FJEWFsruo3hRy8/L1U3nwm0O6NWVIUhQRIcozmGiIAw9WMwWFBZm9CcGBAfxoxiCK6tqoaenQlZzzR6cQEhTA8z+ewp1fpOuLO7++ZQ45VS1syqnhy72lzP3nWkCJLzdmAGq0ORgYH85VUwaYNniJCg2ipd1JTHiwbiUCj9AZKAROr5jEcFU5eOWn0/hiTwlhwYFMGRTP6L7R2B1uqlvaGXnvUn4xJ02P1/dmxz0XmPshOAC7w0VoUIAeBvOcYbF5n+hQ6tT1IdWGDD3Rhv0CvDe5Ad+QmKmD46huaae80a5n/XnkqvEAJEaGmDIVrf7LuVz87AZTaJzWtiabwydvOkCgMC8CTlYXYZc22PhkV7Hp+zh/lOK5EkLJGLJwXF/92ORBcboC8Ju5/kPbtec7JClSXyx/qKyJ4SlR7C6sZ8rgOO65tLNMzGcmPW20+fXcofx67lBcbmmaVzTcbqnv4wBK6JrNoaytckvFs9Nkd1DV1M7wlCjd4yWE/+/NlS9uIqO8mZjwYNqdSniEEIKIkECqW9r1mHaA1IRIk+VZt5rGhev7dpiEKdVq3KouSO0TrVjv+6tCo93h8ngR4hRLpZRSX4wMmmWzTa97jhqiN9AQZqKFKAF6/LVQ6wwMECRFKRZcW4fLdD/GtQ5FdW1MVQXMIUkRrMlUhMOyBrs+j2kWX034jQ0PRghBn9hQShts+voHQAnTUdtdUOO5n0HxEWxQBU9jW7SwEbdbyXajeY81q3GgEPo7UiuTUiqeCF25iGCpmka7rMGmzwf94zwLeMtUYVzrq/yaVsKCAkmOViz9KdGheuiWZjHX6vaEr9g4W1VcBsaH60kIigzPTWvjsOQokEp4odZXZQ020zgxrq9QlFBPH2r7DxXVtvGDqQM8balrw+2WqnIRoShoqrDvdEkGJqhlqsIlpTSN2bTECN7b5hHeLxzTRx9XWuiNUSkcpHpu4sKDCQ9RlFYpJXaHm5Z2pxr+5BmDWkamsga75/nEh5OhGvvM968oYo02Bw6nm8RI5Ts4UF0DUdFk18/VQoNcbql4ANSxOCQpks/VfROK69u4fFI//fkYw5dOBT0dAvQA4AAWSinTpJRzpZTz/f308HW7ipbKozN38Qj1d2fu5pPGFDWzyK3zh+uWBlAW644fEKsPTFDi91f95VzT4kuNwADBZzfN5rqzBullI1KURUrDkhUrQ7TXRkua5RqUQeu9264x9GZVRqX+shNC6AIhwG/nDiUtMQJv+seFMTA+grv9CCTGhYvxEcF8b6IS579AtU6klzYSHRbElEHxPm157PsTAExtMKKtGQBFcNcs2/PUOP6/XjyKgicu45wRST6ZhuJUT0GIlzLW7nTp2XX6xZr7PyQogP5x4VQ22WmyO039bBQENKHOu26AKYPjef7HU0weoF/OGQIoYSOaUAmKV+jqaQN5+rpJpjoiQgJ9nrFmKQo27A2gLQSP8Lp3zR0d4EeocaiW+KjQIFYcrqSiyc5FY1P0GHZNOfvP5gLT4mWNoABBvDretHFU09LBnqIGwoID9WNa5ql3fjmDoMAAXZGqNAj6xvZpMcbP/NDcFxpv3jidoMAAosPMHqCfnp0KmOPlDz14MUIIxvaLMZ2rjZGb5w8zladEh3LZhH5cMbm/buUF9HsBZZMv4x4EmjLRPzacg6WNxEd6zl0w1qMM3L5AiYC5+TzzNbWrnDfKEwK3q7CeoUmR7Lj7Ar68eQ7T0/ztz3jK6Cljy2lrtNHwJ/yD7/cnOFAJOxBC6J+JCQvWvUFCiE6Ff1DmhoKaVl3Y0c7VrMwlBiGjX1yYbsEtrvNYU40hQMVegk1xvSLsDYqP0NvePy6c8kY7BapXACA6LFjPYqPEeyvzhRIfrghT+WoGG/AINsYQJe38oro23eOg9ZkWBmO8n0EJ4ZTogrTnfrQQICmlyWOgXbO4zqYLmICefaiorlX3XKREh9KmLv5V4vE97fYOAQL0FJlljTZiw4P1uUNZeN2qx5JrfRUZqmRH0kKAwGMZ1+o2humUNigpT5vsTv1do3kdSgxW6oAAQf9YJRxJ86x4112irotQnn0EpfU2PUxlgFdbCtWF5fq4UoX0IjULDkCfmDAaVKVDCQlT+irNsFC50NCHWkamqmbFK67Ne9qYNfaJNq5qWztMyps5RMujGKSq/a2tQ/Eof8pzKzSMbyUcSRkT+TVtDFGffUJkCBLFAKmFP4HqFVHHmxZeZLwfrR1aX2leFONYDg8JJCEihPJGm+r98A0BMivh5kxXp4KeVgDGAx9LKVcc88zeYa36e4G6J4GOECIamIOyS7HvqtaTjGYdvGbaQO5YOJqCJy4D/Gfy6HC6GZ4SxYa/z9cFuuV/UsJeBsWHm86997Ix3Hf5WEAZkJkPL/QRdmMNYTGhQYHsL1HeuX+6UNGHjMoHQL0hW4+mLNw6fzh/WTCKf11rFsAevmq8LrxFhfk6nIzW/LiIEP3F82tVSO5wutl730W6uzLRICilqbFzRo+JcUGr8T5LG2x6CEZXVtonqGsQQgIDTFlcjB6O6akeAevzm2YDykvt9Y353PfVQVNbjVwyQdH4I0IC+e08Xwuv9+empsb5rSfAoIhpTEuNRwhBWHAgsw2KpIbRKq+FL3kLKmPVlH5JftqvxfVOGqT0yY78Op/xpGG8/is/VYyvD181XrdeG70UoLxwggMD9PULxjo0Ja/aK0f/L+akERIUwHZ1se/cEeZF2hoXqFYjY8YjI//+qWIAnjwoTn+hP3XdZLIfvUQ/J0L9bEp0mEnRfeHHU3jp+ql8f8pAU52aEvbHC5Tv0c6CeuIN6xY++u3ZXDgmhXanW19cDDBpUByj+5rDwwK8BENtDE8caJaLF47vS4ofw0Av0FPGltPWaHOq0QQHo9AA6uLOBptJaAoODFDSQTbYTMK7JmQo+etdevYrLQOLtoBTo39cmGIFrm3VLcbGaxZ6KQYRIYGUNdopa/RYU7WMRFo4hkcYV7KhGL0IWluK62wmgSw2PBiEsq7FaO0ekqiEADXZlLlM20Vc8zoUeLV7sEHp0DKuaSFThbVtpr4apFpwHS43Vc12+qoGH2XBb4uyADg50lR3cV2buhbB8x1MVT0dRoVrQHw4FY12Pa2lJoxrQnphbRuD4sP1uVlbX1FS7xHoAfrFhlPeaFO9C0p5QmSIvgai1OC50EKAyhvtepiKfp91bXq8vIaWqcg43gIDPNbuwjrzuKpubqexzUF9m0M3TnqepUfQ18ZEUV2bsqDb65rFdW3KXhSqYpwcFaoqRA5TW9KSIvR+1TxIxmevPGPzmC2us+lpbrVnr3l0jG0crPZJbWsHQYGCWHXe1jwg3t/BwWoKU22djOfZK+PKqOhoCmddawdVTe264uKdBelU0NMKQAvgm3bjNEHdmn4FkAbc4nX4QZQdJt+VUp7yhKxCCCYNjKWP4eWtWe690YTmkKAAtt99Icv+NJdRfaN57keTeewHE0zn/nruUN3iDYpQnBIdajrHaIk2LnL904X+37nGdJhOt9KWv1w0Uq9fIyIkkBtUCyt4MvuAJ0f9rKGJTFKFmHavdJ8PXzWel6+fRpBBUJyelkDWI0q6xEhVsQgIEPrEfzS0ts1QLaOd29oM5wjBLarFd1hyJPd/b6x+zmUTPZZaLebx8on99WemWcs7QwjB3ZeO4QqDp0K7H+2ZvHz9VH2iNvLgFeP81qkpIoBfa0KMISe99+ZcO++5EIBx/WNYffu5fHXrHNPxt34+nSmDlfuMDgvWFw8bPTCPfn+8/vebN3oE+fEDFGu6MSzLaDm9bEI/fZI9VxXixw+I0ZUE7Vwto4TWP/d/bxxnD01U/x6rjytt34CfzfKMP+g8vELLlGEkMEAQHBhA+gMLAE+KVoAnrlYWzSdHh+rx+0ZmDEnQX94/muHxxr3187M49ODFAJw9NFFXTAZ7KdneXDqhn+l/bbdkb+VLe9mfBvSUsWUbYAPmqJ8z1hOAkmrUeL3vLFo+eKPQDZ7FnYqV2iiUqAJ2rdGqHUF9WwcHSxtJTTRaez1WYM0DqNQd4bGmGsa/FpOube6kkarGa/eJ8QiYQ5OjyKtp0TOe6OeqC02VDC7mukvq2/RUp4AeNpJV2Uxta7tHMYgIJiw4kG35tQxRMwN56rCRU9Wie1gAPY2lP0Et30tI7xsTRmu7k6yKZlKiw0xhd/k1rXqaTmN/F9W1kV3V7PeaxvUFWnakI5XNCOF5fw1NjiSn2k9fqR6AolrPYlJQFIniOpvJy6OtgcirbjEpLlpsvGLp98x3uqXfq08Gq1mGCmq9FE71PvOqPW0MCgygf1wYm3Nr9MXSnj5pNd271ocFta1klDczuq/H06p5orIrW/R1EZqCdrCkkQ419A3UELLaNnLVvRi876fQa1xpwnuB4fug1ZOn9rn2PAfEhVPWaCev2qxADkpQQuW8v4OasqRlKTLWXVDbqu/poN1PamIkm3NqSI4O1cfVwARzOt5TQU8rAKuBWT1cZ09zM1AFPC+E+EoI8bgQYg3wZxQr0j291bCvbz3HlArwf7eew8e/9e1Oo2CZEBmif4GunDyA2cOSjnmdUap1UQuniTII/X1jj209bDLsPqpFPGjCjhYW8/tzh/Hhb8wZ/oyKxrI/zQXgyWsn8fWtStYW7zzmN5ydysLxffFGe7EYZTl/4TTeaArDbapFdpSXlfWyif34/bmKsJ9kCLWJUjep+s3coVw73SPMDU2Kwh+aEnXtdLNFeECcr5AJ+N1PQVszkOonpAqUBcNG/rpgJL871+xNuH3BSB9FYdFtc9l61/ms/et5PseSo0N57YZpnD86hX6x4aREm8fC+aP7mP7XLNzGMXv9TI/AbSzX+t74nILVBd6f3zTL5DkKMIRHGPnnNRP1uP6bzvWExLz0E2UcGxWlvy9UFuxqipkRbc2LN5MGxjJnuK/XJDosmL9dPMo0XjSlY8qgOJNSMW9kMi/+ZIpp7BvvY0hSpCncaO6IJP5w/vBOx4bG2P4xejYlMGfZAvS9KoyehN7kRIwtQojRQghTRh4pZQvwrnr+A1713KrWv1xKmcd3HC2toLdgMzQ5kuzKZkU4NFpZEyPYW1hPWHCg7uUNDBCM7hvNsoMVZgFGC2HwsgIPT4kiu6rFZBkHGNUnmv3FDVQ1tZu8zmmJkazNrGaIYW7sExOKrcNFekmjWeg2Wt0TfIWpjIomkydscEIEazKrGJoUZTIKpSVFsuJQJSMM34+hSZFkVzWTU+2lACR6FADjNdOSItlZUEeMIaQnIEAwIiWK/+0vM333+8eG02hzkF7aZLpPTQE4VNbEuP4xhmsqbdHSehrLlx+qYFiyR3EZkhhJXUuHkmY4yUuQrGkjo7yJsYbkERMHxrKvuN4UAgQwtl8MKw9XkhQVqs+5seFKiM3uwnqzkJoUQV61oiia26coEVkVzab7H5wQzvb8OoIDhe5B0u5nXVaVqV+1bEL5NeaxmaqO5YzyJlMyjNTESA4UN9Ck7sVgPH/pwQrG9IvR+yohMgS3lGzJrWGMoQ5tQ7FCr3E1qm80GeVN5NeYFYa0JEUYT4wM1aMVwoIDSYwMYV1Wlb6mEJQxm1/TalpHoPSJbzgbQGpSBHsKlX1jjOG7Q5IiWJtZpUcxaHUU17X5hGCfTHo6E88dwA4hxL3Ao/JU72rQBaSUuUKI6cBDwELgUqAceA54UErpf6vVXiDcT7jCu7+a4RM6cbwkRoXqIUYzhySYQgY0IeobVSg3MiIliutnDmbmULOQZIwgMdbtzYQBsSz941w1h6+voNLexX0NAJb+ca7p5TA9NYFlftI4vnnjdJ5ZdYRnrptssjj7a+NLP1HCQF5Zn2uKodf+7uclpAUECJ66dhIXeykpmkV8WLJZQVjx53l+93aI8POch6dEsauwXl/grBHaSVaYW88f4VN25WRlIVZUaJC+cMqo4A2KD2dsf3Oc+4Jx5nvZetf5RAQH+R2LUepkmeAnVMjboq29VI1rEALVv1MTI33q/+uCkaa1MIBpMtcWmWn3B2D8WmhhYeePTvF51r+eO5TsyhY+3lVsKv/az5jXuGX+cJ+ya6cNNK0zAWUxvzfG5xvrlYVKCMFfFozy/gj+Zs7XbphOo83B3qJ6Lp1o9giMHxDLFzfP8am/l7kZ2IJibLkAyABmouTs92dsyVB/e7tp7gbOA/4ihJgM7ADGAFeiGHO8FYzvJAPiwqlv62Bzbo1pjdfEgXG8vC6Xika7ac4ZnBDB//aV+RgRxg+I5aOdxfzWsMA8MTKEkMAAlqSXc6VhTI/qE01mRRPNdqdJCBw3IJYH/neIQQkRZmE8MYLnVmfra2tAGePDUqJYerCCP1zg+R4NjI+gotFOu9PFEIMlffyAGP788X4iQ4JINLwnhqdE8fGuYuYONxu5hiRFsvxgBTcbvqPDkqOob+1gU3aNyVgwOCGSzIomqpvbfbwlL63N0RVpjZF9onl/WyG/M9QREKB4I1YcrtAXcIIiSB4ua6LD5TZZtdOSInh40WGGJUeZlP+RfaL4ZGexHt6q1T26Xwwf7SjWNzoEJRSrurkdm8PFAwbDzfTUBJ5eeQSXW5qU/wkDY3lqxRGfMNARKVGszKjgkvGedg+IC6fd6WZnQT1XTPLMqxMHxHHn5+m43NIkMI/vH8tjSzKYODDOVPeQpEg+31NievbhIYH0iQlj0f4yfT0TKAqNNq6MCtrUwfH85eN9DEuOMoWmpiZG8tnuEpO3XAhFQftmfxkPXenxPGsbkFU22bntfM+YmDAgludXZyPAFIo5JCmCNzbm+RiLhiVH8c2BMn4xe4helhilLMDelFPDZRM8bRnRJ4pDpY3Utzl8FLdX1uUyqm+0yVCUlhjJy+tyudUwZiNCgkiKCqWkvs3koTiZdEsBEEK85af4EIqF55dCiH34X5wlpZS/6s61u4OUshj4RW9dvzt0FuN8oviLF856ZKHfsJPgwAB+PmeIqez9X8/0iU/uDCEEY7wWVmoECI9A2BW863nxJ1P4wb+3cKDEnC3wgjF99DCLrtI/NsxkldBiEUek+Fr8r5420Kessw2YIkODuM7gQdB4+Krx/OUisxD40JXjuduPpfrW+cO5dHw/n/Kj4a+NoLhtzzrGQlF/oTEa2q6a3mEnK/48z6cPNCuUFqsLnk3NvLNegX+FZoRqibn5vGGmCVKbWDsMnrH4iBAe+N5Yn0W/GmcNSdCzcJwoT3qtd+kM48R/tEWeRiS+GoD2YvFOE7f97gv0fN6nEz1lbJFS1gohZqHsIHwVMBeoBf4D/J+UsuQkNP+0IygwgGmp8WzMrmG8wTCgpTsclBBuUqSnDIrjiaWZPh6vcf2VHXQXjPPMi0IIZg1L5Ot9ZUwwrCsZGB9OZVM7o/tGmzxZEwfGUt5o5zIvRXRIciROt9Q9ZBqXTujHE0sz9RBCUOaE5GglK88Qw/d55pBEalramekVWjd/dDIvrs1h5lBz+YQBsXy2u4SzDeUBAYLosGBKG2ymxfwj+kRRUm9jVJ9okzdydN9oyhvtJg8vKPPEp7tLfDyDY/rFkF3VwhiDoN8/NkxfuGuc/yYPiqOmpYMfTDXPwzOGJPLetiI9AYjGxIGx7C6sN3m/gwIDCA1WFl4bLemj+kbT0OZg4sBY09wyPTWBlnanvhmmxrwRyTy18gj3XuYJZRVCcFZaAqsyKplsaMughHBa2pX7MRrP5gxPosnu1NeBaYzoE0Wz3enz7OMjgtlf0mjqw8EJEdS0dBAVGmSSNc5Ki6e53emjiI0fEMtrG/L07E+evopjT1GDqQ9jwoKJDQ+mrNFuUi5G9ommsqndp6+GJUfR1uHy2eTz7KEJbMqp8ZE1xvWPYWN2DdPTPG0ZkhRFk91JWlKkaR4e2UcpHz/A3Fej1TrP8hrjr/1smo/n/aSibVxxIj+A+wR/XN257un8A+yeOnWq/K5x3Stb5Itrsk9a/fnVLbKwprVbdfz0jW0y9Y5FPdQiM23tzi6fe99X6SetHacTOVXNcuWhii6fn3rHIvnu1gL9/5pmu0y9Y5G0O7ret6l3LJI3vbfLb/mbG/O6XM+pJvWORcc1JjYeqZbvbSs49ok9zNSpUyWwW/bMXDgbWIKyLswGHAD+BAQeZz3yKD/beqCd35o5O7+6Re7Ir/Up/2JPsdxdWGcqc7vdctH+Mp+5q7rZLl9dnyPdbrepvLCmVX61t8Sn7r1F9TKnqtmn/J/LMuS+onpTmd3hlMsOlkuXy1x3i90h/7ev1KeOA8UNcn1WlU/5ikMVMr2kwed+Nhypkg6ny1Te4XT5nKvVvTS93Kd8aXq5T7s7nC750DeHZH1ru6m83eGSb2/O97lmo61Dvro+x6fuT3YWya25NT7lb2zMk+UNNlOZ0+X/fgprWuXazEqfOtZkVsptfup+c2OePFjq21df7S3xqbuqyS7v//qgz7MvqW+Ta/xc8/UNufKb/b7P7Z0t+bKm2W4qa7R1yNc35Po8+zWZlfK19bk+dTz0zSH5/KojPuVf7yuV2ZXm8dbucMkv95TIDq/7ya9ukR/vLPKpY+ORar/389GOQr/fkyUHymS7w1x3bUu7/M07O32uWVrfJjdlV/vUXdvSLqu9+kRKKZ9bdUSW1LeZypwut1yTWenTVydCd+ZsIbsRpSOESD32Wf6RUh57K9seRggRjOKWngxMAcYCwcBvpJRv9NA1dk+dOnXq7t27j32yRY/y4Y4i3ttWyOI/zO3VdjTbHWRWNB/Tun6mkV/Tqu+oCMpmZ5MfWkn+45d22TL+s7d2cM7wRH47z5wWM+3Oxdx1yWiTq/50wuly09rhOt1CdHyYNm0ae/bs2SM7yZnfVYQQVwKfA3bgYxQl4HsoO/t+JqW89jjqkkAh8LafwyXdnbutOdvCwuLbSnfm7G75jHtDiO8mkcCz6t+VQAXgG5Nh8a3kxzMG8+MZg3u7GUSHBVvCvx+8M1ppQn9XhX/wH2MPSjapOcOPvQC+twgKDCA2vKdzLpyeCCFigNcBF3CelHKXWn4fsAa4RgjxIynlR8dRbYGU8oEeb6yFhYXFGUqPvpGEENcKIdYIIfp3cnyAEGK1EOIHPXnd46ANJQ61v5SyL+BvDYOFhcUpIDY8mA1/65k9AT/87dk+cZYWvcY1QDLwkSb8A0gp7cC96r839UbDLCwsLCwUenrV2K+BOCllmb+DUspSIUSset4XPXztYyKl7ACWnurrWlhY+GdwJ2lOLb7VnK/+Xubn2AYUQ8xsIUSolLLdzzn+iBNC/BLoi7I78G4p5SnfsNHCwsLiu0JPKwATgEXHOGcnSiyohYWFhcV3Dy2llc/uvFJKpxAiHxgHDMWT+vNYTALeNBYIIfYDN0gp07tSgRCisyD/0Z2UW1hYWHxn6WkFIAElL/PRqAVO32DdLmK9TCwsLCz8osViNXZyXCuP62J9T6MsKD6Csqh4NMqeM9cAa4QQk6WUpSfWVAsLC4szk55WAGoA3wTeZkbgf28ACwsLC4vTACFEAXA8Wd7el1L+9GS0RUp5u1fRLuBaIcRnwNXAX1F2cj9WPX6zZKjGnKndbaeFhYXFt4meVgA2A1cIIUZLKTO9DwohtN0bvznRC5wuLybrZWJhYfEdJhfF2t5VjOu+NAt/Z6uytfKG42yTN6+gKADzulmPhYWFxRlHTysA/wJ+AGwSQjyEsgisFBgAXALcBwSq550o3XkxWVhYWFgcAynlBd34eBYwHRgJmEIlhRBBwBDACeR14xoA1ervyKOeZWFhYWHhQ48qAFLKnUKIm4GXgGfUHyMu4CYp5fZuXKM7L6ZTQVpGRgbTpnVrHx0LCwuLU05GRgZAWjerWQNcDywEPvQ6Ng+IADYcRwagzjhb/d1dRcKasy0sLL6VdGfO7tZOwJ1WqoT63AzMRFno1QBsA/4tpexq1oeTjhDiAeB+enYn4HwgBijoifosLCwsTiFpQJOUcsiJVqBuBJaLMg/OMWwEFoaiHMwCfmzcCEwIEQEMBtqklEWG8olAhpTS4XWNiWpdicD1UsoPutFea862sLD4tpLGCc7ZPR0CBIAq5N92Muo+3enOi9PCwsLi246UskkI8RvgM2CdEOIjoA64AiVF6GfAx14fmwGsBdYD5xnK/wJ8TwixESgG2lGyAC1ECSd9HV8vw/G215qzLSwszjhOigJwOiOEuBNPqs7J6u9fCCHOUf/e1FPeAAsLC4szESnlV0KIc4F7UBbqhgE5KAL987LrruevUKzzE1E2GAtDSSW9FHhdSvm/Hm66hYWFxRnBSQkBOp0RQhwCxh7llHeklD8/Rc2xsLCwsLCwsLCwOKUE9HYDegEtlrQF0FKVvi+lFOrPz3unWRYWFhYWFhYWFhYnnzNRAfgzSnq6GOCmXm6LhYWFxXcWIcRAIcRbQogyIUS7EKJACPGsECL+OOpYJ4SQR/kJO5n3YGFhYfFd5IxbAyClXKv9LYTo8fqtjBIWFhbfYtLoZhYgDSHEMGALkAJ8jeJxnQH8EVgohJgjpaw9jiof7KTc2c12WnO2hYXFt5U0TqcsQGc4MeHh4QljxoxJ6O2GWFhYWBwPGRkZ2Gy2nqruZRTh/w9Syhe0QiHE0yie2EeB33e1MinlAz3VMC+sOdvCwuJbSXfmbEsBOEGEELs7ORQ2ZswYdu/u7LCFhYXF6cm0adPYs2dPQXfrUa3/C1Cs6i95Hb4f+C1wgxDidilla3ev100KxowZk2DN2RYWFt82ujNnWwqAhYWFhUVPM1/9vUJK6TYekFI2CyE2oygIZwOru1KhEOKHwBCgA8gA1vTAbsIWFhYWZySWAnCCSCn97huvegamnuLmWFhYWJxOjFJ/H+nkeDaKAjCSLioAwEde/1cJIW6RUn52Au2zsLCwOKM5JQqAEOIKoEBKeeBUXM/CwsLColeJVX83dnJcK4/rQl1fA/8C9qJsApYK3AjcDnwshLhMSrnsWJUcJWxzdCflFhYWFt9ZTlUa0K+AW0/RtSwsLCwsviNIKZ+RUi6SUpZKKe1Syiwp5d0oCkAA8HgvN9HCwsLiW0e3PQBCiKFdPDXGeK6UMq+717Y4M1l8oJxLJ/Q9KWlcLSwsegTNwh/byXGtvKEb13gDeAaYLISIllI2H+1kK2zTwsLCwkNPhADlAPIY50jgWvVH+99af2Bx3EgpueWDPRx88GKiQq0hZGFxmpKl/h7ZyfER6u/O1ggcEymlXQjRDMQDkcBRFQALCwsLCw89JUG1AHuOcvxcoALPS6HXEEJcBVyl/ttX/T1LCPG2+neNlPKvp7hZFl3E6VZ0zbYO53dGAWi0OQgPDiQk6PTdmPtgaSPj+sdYXhcVl1tS2WSnf1x4bzfldEXbcHGBECLAmAlICBENzAHagG0negEhxCgU4b8ZqOlGWy0sLCzOOHpC4ngLiAbKgR9IKed7/6jnLfJT1htMRllAdiNwsVo21FB2Te8067tFu9PF1/tKe7xep0tRAFrs3dr8k1+/s5Nb3j+azmrG7nB163pHY9KDK7jvq4MnpW67w8W/lndN7y5vtNHQ1uH32OUvbKKwtq0nm3bcOF3uoz4Hh8vd6bGe5rPdxcx+Yk2363lhdTbPrvI1gqfdufikjrmTjZQyF1iBskvlLV6HH0Sx2L9r3ANACDFaCGFakCuEGCKE8NmgSwiRDPxH/fcjKWX3JgQLCwuLM4xuKwBSyl8DV6LkfT4khLi82606iUgpH5BSiqP8pPV2GwEeWXSY1vaT+05zdiIw7StuwO0+VlTX0dmaW8sfP9qn/78uq4qdBXXdqhPA4Vba3NruXzhqd3ZNaNpZUM/i9HKf8g6nb59klDcx+r5l5FS1HEdLfZFSIqW5XzMrmgD4eFcxG7Oru1X/0yuy2HDEXEd6aSMvrs3xua7bLUm7c7HpOc95Yg0/fXO7T70FNYqM5nSb+6aq2X5cQmplk73L5zbZHfzpo72msts/3c85//AvdK/NqmLEPUu7XH9XsTtcpN252Kf/6tscPVL/axvyeHZVtv5/s91B2p2LAahp6VqK+7u+OHBSlO0e4GagCnheCPGVEOJxIcQalF2AjwD3eJ2fof4YORcoE0KsEkK8JoR4QgjxAUoa0VnALuDvJ/UuLCwsLL6D9EjMgZTyG2ACsB34WgjxthCis8VfvY4QYqAQ4i0hRJkQol0IUSCEeFYIEd/bbdN4Y1M+GeVNx/05u8PF5pxje8Ndbsnwe5ZS1+pr8b3qpc3sKar3KR9571K25tbq/3c43dzw5naK63wtw4EB5lCRn/9nJ796e2dXbuGoaB6AJ1f4t2qPuncZKw5VHLOepKgQv+Uj712qC2AaTTZF2Lvw6fU+5x8oaeiSYiCl5Bdv72TIXUv4cEeRXr7w2Y363+UNXReQ/fH8mhxe22BeW/+cKly2dZgF9dYORblsNiiZbgm5Vb6bsl7+wia/dcx4dDWzn1jDFsN4k1KyPa+WlnYnyw9V4FIVjLIGGzMfW42to2sKQ3ZlM1/tK+PLvSV62fa8Ompa/HsoSvyMQX8cLmviypc288D/Dvkca7b7CvVNalmDl8DfWSCUv++Csa5v9peZypKjQ03/txieR20n9+rNhzuK+XhncZfOPZWoXoDpwNvATJSsPcOA54CzpZS1nX9aZzdK/v8+wNVqHQuBdOAPwBwpZUNPt93CwsLiu06PBR1LKWuklN8HfoUSY39QCHHx0T916lG3qN8N/ALYgZJFIg/4I7BVCJHYi80zYTTCtztdXbK2jr5vGde/oVhxm/wINBplDTYA9pc0mMo1C7g/B0CH083BUk9a7+qWdjZm1+gCohFNUDe22eGSPLUii6V+LO/+OFLZTNqdi/lqr8e6qXktMr2Uo/rWDrbnKfJEcb3NdL4/T0poUCCgrCU4FkahzOhhKG+0ccWLm/nRa1t9PvPWpnz+72tPWM972wpZl6VY5w+VdZIavYvh9XaHy+eeGlUBVXqtx7ep/T/u/uW6MN7hdJNR3mz+nGrhtvkZY9r9a2FXTpebRlUpqmvt4A8GS31+TSs/fG0bH+8s5nfv7tbvVVMcL3hqnanu7Mpm/vDhXs57cq2p/Op/K336wuocvUwbzze95yedexfXJmzLq2V/cQNvbykwlR8ua2LCAytYdbjSVK4pLJ/vKaG4rk3vpwD1eje+tYMqg2dj7j/XMueJNRyp9F2P+tGOIm770NNXOwvqfBRlu8PjZalqbvc65uKLPSX4I/L0XQ8j/fz4P1H1wnqVpUspf47iCXgXKEUJHxoGTAFSTk6zT0+yKppZk1npU/7xziK25Zn1Kbdb8uGOIp/3QF1rB69vyPPx8uZUtfCJH0Vy/ZFqDni9JwCeXJ7JvmJzeVuHk492FPl4UhvbHHywvcjHk7azoM6vweab/WXs9TJCSSn5el+pjxGhrcPJxuxqn7r3FNWzxM+75pv9ZewuNNfd4XTz8KLDVHt952wdLl5dn+sTXljVZOff63J96v5yb4nPc5BS8u91uT7GAbvDxZd7S3ze67nVLSw6YDYUAKw6XMm6rCqf8jc25vk8H7db8v72Qp+6q5rs/GNZpk9f5XVyzbc357P4gLkPpZS8tiGXikazwaqhrYOX1ub49NW6rCre2Oib9PGltTm8u7XAp/zTXcUcLjO/320dLt7dWuBzPzlVLfzXTx3rj1Sz3M+4en97ITvyzZEILrfkox1FPu/UmpZ27vrigN/n42/MFte1kV9jNqBJKXl65RGKan2f/ee7S/xGHJxKenzVoZTybWASkAssEUK80dPX6CYvo7w0/iClvEpKeaeU8nwURWAU8GhvNq64ro3vv7wZMIej/Pi1bfzoNf/r5Y5UNuvCncb+4gYmPrDCr8V1SXo5WRWKgLLxiNlb8MYm5YvqzxoKZjnLobZPEwaNZKr1GydUh8tNemkjqzKqfNrrTU5VM48tUaIBjN4Ih/q5KYPjTOc/s+oIP/TTP08uz2Lc/ct9yrUvdXal2Xof7UeQMioAmiX4kUWH+cV/FI9GTUuHz4T6zKoj/HdroR72crjcIxAGBfj/2nmLsOkljfzt0/2msqdWZDH6vmVc/e8tpnKjpdyIcfLSrP4f7ijiulcVAbvBpliZ9xpe5NkG4dUYJtZkd9La7uTplUeY9OAKzzmGZ1nZpDxvzWviUBWw3eozLPN6afzu3d38b38ZBbVtunXcOO7dhn7V7mXpwQpKG2ymF22AH/nf7ZaMuW8Z+9V7a213EhXmeb4vr8vRz8urUcbBr/+7y/Qi0LwejyzOYO4/17IltxYppR7OpghHjab2lTbYWPDMBr2OB785xOUvbOSpFUqsv/aSuPaVrWR7eY+MCqa3Z+lgaSN/+WS/SXDTxpf3gvj/bi3gri/SfTvlFNJTxhb1vK3q53LVenao9e4+jlTU33r+8sk+fvn2LuoNntuWdid3fJ7OLe/vMc1DKw5XcNcX6Ty9wrzG5Mu9pTy6JIM1mWZh8pHFh/n75wdMoWd2h4sb39rBb/+721T3kcpmXlqbyzMrzXUvPlDOnV+k8+lusyLx1Mos7v4ynZ0FZsH7pvf28Nt3d5veUzUt7dz24V4e+Oaw6dwN2TX88aN9vLU531T+2oY8bnhzB6syzPdz6/t7uPn9PaZ3WaPNwW0f7uW2D8x9tTm3hjc35fP86mxTHe9sLeDxpZk+oZV//ewA/1iWSU6VZ67scLr588f7+eXbO011p5c28o9lmbywxlz3xzuL+fPH+00eYYBX1uVy6wd79Xc0KILkHz7ay8//s9M0RzTZHTyyOIM/f7zPVMemnBru+fKgj+D94lrFS7zCy9Bxx+cHuPWDvZQ2eIxn7U4XD3xz2GTI0u7nsSWZvLjW936eXJ7lozD8a0UWjyzOIK/aM5/ZOlw8uTyLhxebI/6Katv422cHeG61eVx9tqeE+74+xCe7zOPq5XU5/N/Xh0xGNSklf/54H797d7fp/dfQ1sE9Xx7kni/N8+LOgjru/CLdZy3Wi2ty+HBHMZuyzTLS7Z/s57fv7jYZfto6nMz/1zqufWWr6dnvL2nk+dXZPOt1P5/vKeH2T/ezzEuReGblEcobbZwqTkraESllIcqagL8D15+Ma5wI6gtpAVAAvOR1+H6gFbhBCBF5ipsGwFd7S3lveyF7ixoATzzw5IdWsKeoQbfaGymua2PBMxtYdtA8kK58SVEitMH0yKLD7Mivw+2W3Pz+Hj7cUcTcEUkmC4mUUp+Ilx+q0EM7/vrpflaqE4YxBKPVYD03fkl2FdTxj2WZAKaXjNMtWZdVzed7Svh8tyKwHihpoLXdSVuH0/QSeGJppm4xDw8J1Ms3qhPx8kOVJkExJNA8lFcermRnQR1FqtXFKDTd8v4e8mpaGRAXzpUvbdbj8N1uSbvmATGc32xYcJyrTmJf7SvVlRxQhGPP+Q6cLsnQpEj9s8a2duaZCfCyYm/KqfHx0PxPFZJLG2y43BKHy42tw0WlqmhtzqnVX+AVjXYOlTXpwmGbum7CGM6yPa/OdAxg0YFyfRJ7Z2uhXv7Hj/Yy7v7lvOxl+Wpoc+jnVzUrk6KmNDlcknH3L+eD7Z6XnOZ1qWi0k2ewmDyovvDrDQuRHS7/iuLCZzeYFGJtPBnJqGjC5nBx5Uub2Z5X66MI/nNZFs12B29vKeDWD8xeDA3vEDlbh4vyRrvPCxTgkuc2mv5/f7vSd4sOlHOwtEkfW/9anuWjMGoYPQC5hhem0+XW12dkV7Xw4Q7FmvqrdxQl1NuT8H9fH/IRLHqBnjK2PIaSTvRpKeUFaj1XoSgEKep1vvPUtLRTVNfGBaNT2GBYL7Qlp4Y5wxMJDgyguM7zjthT1MAPpgzwEfS35NQwa2giSw565v7Wdic78uuYMSSBXYa1WvuLG5g0MJbQ4ACOGIwlm7JruHBMH/YVN5jG8qGyJsYPiPEJQ11xqJKLx/UxrQOrarLjdLuZMjjO5ElYerCCi8f1Ibuy2fRO+N++Ms4fneIjkO0tamB6arzpmlXNdlrancwckmCy+B4oaWDGkARsDpfJOHWguJH5o5J92r05p4Z5I5NNQq2UkkOljcwcksCeIk+7D5c3MaZfDPERIabv7o78Oi4c08fnnbUxu5rLJvTT33Na3Ruza1g4rq9pjVpxnY2o0CAmDYxlT6Hnmv/P3nXHyVnU72e2993rNZdL771AEjpIFUEFURAFbIiK3R8oIiKIFRWxgooUQZQmvYYSIAnp7XIpl0tyvW7vu/P7Y955d+Z9300hlwLs8/nc5+5m35133pl5Z55vnTe2DeDECZXoCSWlfeXV1n6cPrkaT2nI+Kut/fjonAZ13QeYdaalO4IzplRLY79y1xBmjQogk8ur6zoAPLepB6dNrsZbO2VLx4bOEGaPCkiKmWwuj139MVw4u15aM7d0hzCjwQ+v3YKO4YJ2/PnNPThxQiXW7JHn1do9w1gyvkIniK1oG8KJEyqlcdvZH4PTasbxY8vxhjBX3twxiBPGV2LvcFyaVxs7QpjbFMDr2/Rjf870Wul54uksWnsiOGNKjVT3mt1BzGkKwGomaBe0/Rs7gljQXKazOqzfG8TMRj+eF3hbJpfHXW+0HdHshoct7yBl+DWAmQA+Cj3hPhrg2YdeENPSAYByiMybAFwAjj/SDcvlKb7x73X4y2sFiX1IIUKcsFnNJtXNZc9gHE9v6MaJv2CuE73hpKH/8ZX3vINH13Tg7mW78MjqDvQoUuvWngjmjy6XtNv/W9+F37/CtKIPr+rApYor0X9Xd+AL964CAPz5tZ0YjKbwTvsQ/rasoIkRg0cv+jPTLl+xuBm/UaRqLUHnriYfufNN/O7l7fj4n97GRX9+C83XPY3tvRGpXSIZv07Qaoov1ZBAGiml+MK9q/D5f67Cs8oL9sX7Vqmf84V14RiWXCSdzWNjRwg/fGITxlV74LKZERc0B6IAsFTZTEWhBChovAGgO5REfcABp82saiBEs+hgNI3BaEoNruUQN8ETfv4Kfv7cVlWjzmFRiF4kmcVPntqC/3tkA6bc+JxkjuaL+4eUmIUGJVXlK1v70B1KqGMCAO2DMV37fvfydoy5/hkABc36jz8yTSWwRoiksugNJ9EfScFpNav9YWTifExx6frF81ul8jyleHJ9l2TmrvU7jO8njAmlVN2I80Ka2CfWFUzaQaU9azSm/85gQqeFF4US7k7HYbOYdLEQ2TzLTqQ1//7gsU2Ip7PS3OB1aF2tfvIUE35SQrkYNL2hM6QKBy9sZprd9sE4zIo16b+rO1RNZzHh4khipJQthBAPgMuV62/SfHwngN0AzvogWAE2d4Uxvd6PuaPLJFfMNXuCOG5MBabV+7BFcI1s6Q7j3Bl1GIymVFe/TC6PlbuGcPUp4yQ3i+19UYypdOPkiVVYuWtYqnvu6DLMagxI91y5awjnz6qDx26RCM+mzhA+uaAJG4Vre0JJpLI5nD29Vrrn5u4wptX7ML3eL8W7be0OY/G4Skyu9UpuQFt7wrhicTM2dATVdYVSik2dIVyxpFly61m7J4h5o8tw3JhyVaEGMFe/afU+TK33YbNwzy3dIVwwuwHdoaRqAczlKdbtCeLrp4/HCmGv6QolYTIRnDmtVnK9aVGeZ/G4Cokcb+kK44wp1aj02CSr3qbOML508lis2T2svrNtAzGYCHDB7HpsEbTa77QPYUFzORaNq5QI6aauEOaPLsf4ag+2CQqpt9sG8aWTx6FtIKZaDEKJDAaiKZw3sw5bukNSHVPrfJjVGJDmz4YOJuTMby7HKsFys7krjEsWjMJAJCUJUZs7Q/jMotGSxX5bbxS1fgdOnFCFzcLYb+oMY3qDH8ePrZCEkbV7h/HxuY0AgA7BlXdLVxifP3EslrcNqWv8YDSFSDKDTy5ownKhjm29EUyt92Ge5j1ZuWsQJ0+swvhqD1p6hLZ0hXDRvFHYOxxXeUcyk8OeoTguP3403tktzsEIxlW7MacpIM3ZLd0hTG/wY3qDX57jXWGcP6se0VRWshhs7AzjqiVjJAVfW38MtX4HvA4rjhQOe+JxSul2SukTlNL1+7/6sGOS8rvY4TPcplXs8JrDhj+9ukNX9oPHZNNbZzCBS/66HD97ditO+uVSfOVfhTSWNz+1RRUGOMZUurF7MI4bn2ABj9FUVvXF7gwmUOu3I57Oqi8Uf+HEfPRaH0+A+Sb/cekOPLqmE5NrvUWf6bgx5QjGMxiOpWHX5Lj/0f82q3X/9fU2tHSH1QWiI5jAcIxtWDMa/Op12sDkx9d14mTFd1w0iXPCJbomvdTSpyNG80azmO9UNo8fPL4RD6zYg+YKFzx2i5RmdO2eYVS4bfj8CWNw1xu78OiaDjitsgAQSmSwZzCObC6PR1Z3YHSFG06rGYlMDrk8VcnZl04ai75ICl9+YA1O+dWrUh33Ld+Ny/+2Aqt3D6ljEUpkVCGC+aAXrr/nrXbsNAhA5uQyksrCaTXj/Fl1AIDvP7YRtz3DSPfvPjkbv7p4Fh5YsQdLt/bhyiIB2vw5tS5XWtzw2CYc99OXccvTLajzO1SNzGf+vlJ3bTiRxS+e24pH18iZa7h5/v8eKQh5YyoZP+wYjhvGpbDPChtFUtns/reuSwqI5sLiQxof546hBEIJWcu/q58ReaOYG7OJ6Fzerr5/DSb/8DnDtk298Xmd4GQzm3DGr+WAci5MJ7N5zGjw49sfmoiuYAK7FQHtTUHbdL9iWTj1V6/iuDHluHge2zC58kAroBwljJSy5XgATgBvak/6VerlZp2jmVr6iGBTZwjTGxh5bRFcCrf3RjCxxouJtV419oRSyshugw+T63zYrBC+HX1RVPvsOG5MOXYNxNQ53toTxqRaL+Y2lWHd3sI6u70vgsm1Xkypk4WLbb0RTKnzYUaDXyXBuTxFS3cYH55Zh+FYRk0pvKEjiBmNAUyr90uuGlu6wphax55HW/fEGi+m1ftVK2s2l8fO/ijmN5ehLuBUiXRXKAlCCM6YUoNtvRHVZXFbTwSTan2YrbEubOlW7lnnkwjc5q4wZjb6MaHGo1qEdw3EUOa2Yc6oMgzH0+oavrEjiJkNfsxq9Kvuf4CSLa7WizlNZdgolG/pDmNavR+T63xo7WV1h+IZRFNZzGhg1hWu6NnUGcKsUQFMb/BLQtTWHkaYp9b7JNeglu4wptR5ManWi1Zl7NPZPNr6o5jZ6MeoMifalPVsR18E46s9isAVUffDlu4wJtcpYyyQ1609bOyn18t9tbVHEdwa/NikjGckmUFvOIVzZ9Rhz1BctfJu7Qljar0fk2q9koDCz5VZOKYcq3YPSfdk8zCg7vepLFOuLBpbAZ/Dgr2KxWBzF+vX2U2ycLq1J4JJNV5MrfNLQsfWHiYYTK/3Y7Nw/abOEOY0BTCp1quWb+9lAvHMUQFs64kIsYcRTK5V5k+PKLRGMKXWp7wnhbqZRcyPGQ2FtjBlURRnTavFUCytWm5ae1m7jySO3ZOHDg94ZqIiUZhqeWB/FRFCVhv9AJi8v+8aoVPIAHP58aMxa1TxJvz5NX3wkRGmN7DH5VLt0xu78e3/rMeUOh8AwO+0wmk1I5bOYjCawi+VfPGitv5CxZUIAL5y6jgAzAduqWK2HFXugsPKrk9n8xJJP2dGHeY0BbC9LwqfUy/Vav3YOdbvDaK1ly1WN54/VV2sxGDgn350Bv67ugO7B+P4+J/ewtLWftz60em47pzJeKxISsRfa3xhPzK7HgAUFyS2Ee4aiMFtt+D+5buRz1M8uqYDL2zpxdUnj8MnF44CALyxfQBOGzPTVbhZNqFwIoOTfrkUf3x1J/7yehs+OqcBTpsZiXQOP3lqC5a29uM/Vy/Cp48fjZbusM4kyPHG9gFdrAdf8E/8xVK0DcTwwjdPUj+zmPWvMDfXWkwEL337ZHz1tAnqZ1y4q/TY4bEzcl+M/ANssfrMotGY2RjAuhs/VPS6/wnZbUwmovP1F/HrF1olc/DK758OALCa9Y786/cG8U77EE755auGdW3sCEmC78WK9YlrJfmCKlqrRHQGE0hlZIL+m5e2Ydn2ATXPv+hek87m9xlcDwD/vGrhPj9/dVuf2j/bbz1HLT/t16/ilZZe1Pgc+OLJY7GzP4aTf/kq1u8N4teCr7VoFfrr622YWu/DP65cgLUKcTPK4HUUMFLKlmNWacNhJCiKKX8ppcjnKXJ5ipDiLse1srFUVrXcZnP5fVpvlrcNYlq9H1MVMs6v5URtYo1HFQD6IynkKUWtz4EpdV5sVQSGbb2MYDmsZjRXuFUizUnTjEZGurlFcGd/DOOqPIykCwSmM5hAc4VbsjrsGoihwmNHwGXD1DofNnWG1XtOqfNibKUb3aGkSg63KARuqkA8KaXY2hPBxBoPJtZ4sF3xsW8fjKHO74TLZlHILrt+YwdzpXBYzajxOVSXz9beCCbVejC51ie5arZ0hzFVsQDwe4YSTEmlPo9S3qqQUZOJYFyVR7UUbugIYUajH9Pq/djWG1HHcmt3BFPrfBhf7cEOxQWIWwYn1HgwucartmVrTxgTazwghLDrlbp39EUxocaLxjInYqmcarnZ1hvFhGoPJtV4sa1PKwD4MLHGq+4TbQNRNJQ54bCaMbGmIBSyOryo8tphNZvQraxBrT0KqdUIllu7w5iskFouAAzF0oincmgIOCUhaksXEyIcVjPGV3vU52xV5ub4ag/aB2Oq5YaT8Sl1hfFJZnLoHE5gXJUHMwRN+vbeKEZXuOCwmqW2bOpiQkS934FUNq9aI7gwO00QXCilaOWCpSBcRVNZdAWTmFDtwcRqrzpuW3uYMOexW1Drd6hW4ValnLVDEKJ6Iphc51X6hD1PJpfH9j4mGEwUxr61J4IxlR44bWZMqCkIRtt6WPuOJEbc2YgQcjKA7wJYCHZKo5GQQSmlx2zaiqMB0Tw0b3QZKjw2NXjxYOBzWFR/9Ek1HjwpfDa5lk3C8dUetHSH4bFb4XFY8MS6LkmradEQMa7JXjK+EgORNP4tBOJUe+3Y+pNzcNxPX8Ln712l89Gr9NjRPhhTg4te+tZJOON2FiBZLBCY50V/5toTYbOYQAgru1fwR5/e4FP/5qbfJeMqkczm8LNnZdcSjjuX7pCCRX0OK86YUoOvP7RO1XT3RVIwEYI7l+7AnUsLVpl0Lo+mcqaNJgDKXEygOW1yNf6zuuAudbtC1M6ZXosn1nUhmcmpGWfq/A5Ue/UuLY98eZGa9QbQ+71f8Ic3sfUnZ6v/j6/yqH8b5b6JJFk8hclEUK+40PAx5CS73G3T9f9PPzoDdy9rUzVGf3p1J55Y14mTJ1YBYALjgeAnF0zHp+4yDljnc9AsxDtUee2458oFuOPl7ZJP7c8+NgPXPboR1z+6UQo0ntXox3pFw3b+nXIGKq5l4e5VF8ypxxvbBvC2JjNHrc+BgMuKXQMx5AxIl+jS9siXF6uC8GAsjdaeMD59fBM+NLUWnzWwcCwet+/YVpHAWwUBrq0/hrb+GM6bUadmqQIK8TwimspdKtnJ5PKK1WUQn757BZYp1peGo3tK8UgpW0ZUaVPko3eltLnzle24/cVtyFP2bvCA9WQmh0yOwm4xobHMqZDegpDgspnV/y0mApfNjIDLhj1DcTitZlR4bOgNJ1HutsHrsCKRzsFsItgzFMdPPzoD1V47CNha5bCaEYyn0VTuQjSVVV0BuT86IQSTa32qln57bxTjqxnJmFznRUs301Bu643g5IlV8NgtqA84mRtFnQ87+6IYV+VBNk9VoaOtP4amchdsFhOm1vvU9W1zV0hdl6fW+7C1J4wTJlSitTeKUydVwWI2YWwVI7szGwPY3BXC18+YgKZyF9oGokhn8xiMpWC3mFHhsWNCjVd1F2zpLmhHp9QqAs0cFpA6Q1F0ja9mJH1sFROErj55HOr8DqSyOQxGU3DbLdgzFMeEai/MJqK6uzLy6oPJRDC1zqeuIa09YfWeE2o82N4bwdymMmzsDOHKJc1w2swYU+lBS3cEsxr9aOlh9QCMyFNKVU2yw2rG5Dof7l/O9jAmoLBrJ1Qzkn7ChErs6Ivi3Bl1IIRgXJUbO/ojmDe6XBEMPKjzO9E5nEAqm0MslUM8nUNjmROTa32qUoWTbtZur5rogllW2N4xRRn7+oATW3si+OTCJtT5HcjkGJH2Olhfjat2w2kzq6R2aw8j+oQQTKnzYanirrlJcU8DoAp0c5vK0NITwWeOHw2H1YyGMifaBpgQsqMvikk1XmRyeWzriSCfp9jRx4i+zWLC5Fof7lX6iguKrN0+bOmO4OzpddjWE8EJE6qUtrDnqfJWobUngu+c6UVTuQuhBLNEpbN5mAhBpceGafU+NdtVS3cYE2u9sJhNbP70CgKxMj687ok1XrT0RHDmtFrU+Fj65r5ICuVuG3Ypz1XmskmCS2OZC06bGZNqvar3xcbOEKbX+9S53NITwfzmcrT2RvDROQ3FlpvDghEl4YSQ8wA8DsAMYA+AVgDH0gmNfLModkYBLw/uryJK6TyjcmWTmXuwDWssc8LrsCCSzIKQAz8EiH+Ho9bvQDjJJvGochfaf3aemtf+sWuWYMqNz6FWmbwBlxW94RRu0JxCe+6MOilok7uUuG0WXHZ8kyQAzG9mbjS94RR6wwXy3/6z8wAwovy9/25Qy8dUemA1E8Pgzq+eOl4i3VxbffLEKvxOk53BSFIuc9l0vvm7bjsXoUQGs29+EQDLlS8ikswglMioApDTapaCUDlSmRxsFhO+c+ZEtA/GEVDI8JVLxuDa0yfo3K8sZhOcNjO+eF+BczQEnCCaQN8TJ1Ri3uhyPPnVEyQye+HsephNJuwdimM4npYENJOJoNxtw1AsLfmS33vVQrQPxrC9N4q+SBI1Prt6v9s/MQtffmCNSj69Dosut/15M+pwxtRqpLN5nPDzpWog95nTagEAhBCVlH/7QxNx0sQq/N8jGyQNG8A2AI5rThmnBg3vuu1cUAqM/f4zqrma19tY5pQCbi87rgkfnlWP6x7dqMuGc8WSZnzz37JH4cNfWoSvPciej8/382bU4bKFo3Hh7Abdqb1LxlfikwtH4VN/Xa4TeLUYX802zWn1PnxHycr02DWLDTNs1focsJpN+PsV83HVPaukzx758mL8bVkbntnI4lIe/8oSw/v1GByY9vw3TsKn7lqu9pEYOBdL5VThbJkQDNdc6drnc5VwaPjs4mZcvqgZdosJw/E0ukNJNAac8Dgs6AklQcHSIdcFHCBg40QI0zpmcxQumxlOmxkeuwU7+pivdCKdQyiRUd+HdC4Pt429qzV+u6pA4C45LqsZExUt9fhqD3YPxtU0v9zSO6XOq2ZP2dYbUS2fUwRtJdcCA8DMRj/W7w2h0mOH3WJCmWLltFlM6Aolsb2voKnkmnTui8+J2rgqt5r5bFtPBF86iYVoTK5lmuqxVR70hlMYW+mGxWzCqDIXdvSxdYuT14k1XmxXiDQnnrzdXOjY0BHCZxc1AwAmKJr0UyblsHswjgmKhp3f0+OwYEylBzaLCWMq3ehQiDR3CwKASbU+PKK4Jrb2RvDhmfVqW7b1srZsFggpcwMKosJtg8tmRrnSV1azCX2RlKqhF58d4BYXj/o8PNZhu0L0AWCc8jzjq70YjqfRWOaC2UQwqtyFtv4YhmJpTKllQt4kpW5KKVq6C2M5scaD/ymxUDv6ojhxQqU6bi3dYZwyqZqR8VpG6nkfeh0WNFe4YbeYMbrchWA8rQYL87qn1vvUTGqbu0JY2Mxi6kTLQKswbpMUK4XVbEKV166mLvY4LOgMJhSLizJnBe29OD5T6nx4fB0fnyiuOmGMck8/tnSHsaC5HD3hJJor3TCZ2Nhv6Q4jl6eqxWVyrRfb+5hbz8aOEGYoQuv4Go8aXN/SHcYXlTnLBTRKqWIVYX3Fn6fW70C93wmnzcwsN4pHxWbFQsGf/R9vsjm7qZNZkPjzFASGgoB2pDDSWvibAGQAnEcpfWE/1x4N8NOjipmLua9EMXPzYcOPL5iOK5eMUf3C548ux7q9QTz1tRNx1m9eR2tvBFVeOz4yq15yZ6jxORBJFghShduO17+7ACcJedV/e8lsACxw9e3rT0PAacNgNC0RNY5fXjQTF88fhU/MHyW5/1x3zmRMrfep5u4pdT58csEonD2tbp/PJWoy/3HlAphNBBVuu47kcIFBFAA4Zjb61WwGXHvm0PjgA4zUmkxE1Xb/48oFIIQYaq75YqXNnnLO9FrcbeAuskAJGB5d4UZLdwQmE9MmjK1i2h1ulte2h+O8mXUqGf/L5fPwJUUw8CkBP+Oq5VjIz50wFjMa/djYEcLXH1qLq+55B+OrPXjhG8z959RJ1XhkTYcq/K278UMIuGwYWJPCfct349E1HYgJBJXfm2cEaQgwTRKH22aG32UFoO8r7uLFnol9fs6MWoyv9uK5b5ykOzjN57RgTlMAa/cEEXAV6iOE6NL184Avn9OK3UIQ+/fOnmyYDWHDTWdKGYs4Fo4pR4XbLmnXL1kwCn6XFS67PFf+c/UijK/yoMxtQzZPVevCuTNq4bVbVQH3a6eNx7c+VFgqREF7fLVHipXheOu60wAANrN8zze+dypGlbtwVyE7KGYrbn7nzaiTMn7cdP40Xb2Tar146IvHIxjPoM7vYBuUMofylKrziOOXF83EiROqdPUcQYyUsuWYVdqIwXp1fifq/AWLy9gq/UbOr68xqIu7awLAKOV3wFU4rHBUuXz9lDovtnSF4baZVYLpsJpRH3CifTCGlu4wTlIsdxMVLXBO0bJy8j651ovXt/VjIJpCOptXtZqzGgPY0BHE6AoXxgnPwTW7WwVXhVqfA3lK0R9JYVNnGFefwtxEx1V58OSGbqSzebQPxlQhmruqNFe6MbHGo7ow8jiAwWhKJcDlbhvsFjN6wkls7Y7g4vmj1L7a1BlShQ5OpsZVe/D2zkHs7GMWCr73TFKsji6bWd3z7Baz6h8vktdJNV5s72Uaaa5JBphw8eaOAfRHU6CUolo5wG9mYwCrdw+jxueQ9tPxiqVji+KjD7A1N5rKIhhPo7Ungo/Mqlef/YEVu5HO5rF3KK7GPXG3kaZyN6bU+dS9irt69UdSat1VXjssJoK+SApbe8K4dGETa0e1R3Vf2dYbwQTF+jO1zofnN/egfTCGSq9NXWuZO1IEZpNJ7VeTiWBirRdbe8Jo6Q6rsXPjqjzoDCaQSOewWQlqZXPThyfWdzF3oXROtUROUmJULCaTFDs4qdaHbb0RtPYWLBf1fgdSmRwGoils6QrjQ1Nr1Hl/27NhZHMszoHPq6n1PryxvR/beiOKklGYV11hZHJUfU9cNgvq/E60DcSwqYsFOvMx264IeS2C0DGxxovH13WiO5SE3cqsU/x5WnsiGI6nMUlpN7eMtHRH1KB9XkdbfxSZXB6bukL4xAI+l314ZE0HoqksU15VHNkElCMdAzAdwL+PUfIPAJwVn0kIkZ6dEOIFsARAHICx/8JhRrPy4hNCcOGcBjz1tRMBAHdeOgevfucUrLj+dNxw3hRMq/fhY4qpqFpzkqjLZkZTBdP8NZax3xfOacCFyvV1iqR6+yWzYTIRfPesSdL3+SbGFxaOi+Y1wmo2qZtYIp3FZxc36zTuWnDtEVAIKH3iq0tw7WnjDa9vKmdtLnPJmyvHd8+apErmHA0BJz48sw4mZYH8/nlTABTcYwghqoDB8fDViwBAdW8BgKevPQE3fHgqHFYTFo+rUDW0DQGnSqZcNjOe3tiNJ9d34eYLpquCiOi/zjfeC2cXzHlThAWvxldwA+IHd2mDivniO7GWLeCbu8Kwmk3qM954/lQAwJ6hOM6YUqOSBR5wGkvncMXiZrW+RWMLbinf+tBEEEKwcEy5Khy+df3pOBBwoUZ8Bi0IIer85M/1i4tmqp8/9bUTcNLEKmz68Vn46cemA2AuFKInjtF5DFcsbobPYUWt34G/XzFf9/m1p8tzimuYrGaTVN+C5nJpXnLc9rGZ+PlFM3HLhaxNXzttgiK0EHzv7EmS8OJ1WGG3mNH+s/MwSxmrMpdVHR/RMsPJP1AIUhbxh8vm4o5PzVH/52P/04/OkK6bWOPFwjHlGFXuwhlTanDF4mbccN4UfOnkcXBp3sPjx1YUzaB0hDBSypZjVmlzNME1uFt7Cpp+gJH6lu6wRGC8Disqvcw1oTuUVEkG19RuU7T/XEkwU3GxW7tnGLNG+aV7bukKq8HIAHvXp9Yzt5lNgsaTuVNEsL0vgkbFH11tX0+YBQDXC3UrwsWGjoJLDwBMqvWgtSeiPCdbQ2t8DljMJixvG4LVbFLXoim1PmzuCmGr4gNeqIMFzm5R/P8L5YzUsrYocXEuK7wOK3b0R1VNMlAQorgGXOyrDR1BpkluDKh1T6nzYlNnSLIAmEwEE2uYy5DopjOpxoud/VFs74ugIeBUBZeZDUwBtLmr4DICFDTSW4S6C8/D6ublzRVudAzH0R1KIJrMqmR8mjJmrT0RTKoRBJdqD7b1RrFBia0oPA+bKzxwG2AWobGVHqzvCGL3UEwV3KYogcobO1l2Id5XTGMeVaw5QrtrWMwAj0Ph82pynQ+bOvnzs7aMrnBjKJbGxs4Qav0OuJRYPC4Qb+gMYaYwf3hMx5o9w5jbVKabb6LVqiHgRCyVxdaeCAgh6intfJ7wuACxv1t6wmpMiFR3d0iyADhtZtT5HdjWG8GOvqhk0djeG8X6vUFMUlyRjiRG+m5RAMbRjccAlKPpXwDQDOArmo9/DHbC5H2U0hiOEj48s06VSDkm1HhVkxYhBE9feyJuv2Q2nvraCToNNieA7T87T5XU94WvnDpeDWR95dsn4wTFRGi3mPHIlxep14lZfP786Xn41cWzpHouUjKRAJACmL96KiNlNrMJxysktMbnwLfOlAUPjpe+dTIA4HLFrAsAH5pagxe/eRJabzkbVy4Zg++fywj+Xy+fh++eNQl/uXwe7ry0oMC7/PjRAACta/c/rligu58oTPCF4I3vnYa7Pztf1dCKEIm6mKrUJIzDvUoQ6PzRZfjSyWNht5hwzSkFcjp7VAA7f3ougELGFkIIfvfJ2Xj26ydiy82FA7TtFrNqthWFFdGqcea0gk5RFAhv+khBk+xXBCqb2YRrT5+g3pMv2kaEGwA+NqcBlx03Wv2fk+D9pSr76NxG/O6Ts9Vg6bOn16qfTW/w496rFsJjt6ibnd1ixs0XTMPdn5mPzywaLfUnx+cUcy8AnDa58MzzlXl+9nTZGiUSdvN+3Hwm13rVPrhoXiMe+uLxkob/mlPGY7fmNEeOJ756AgBI2tLTJlfjBWXOcvIPADWKC8eTync4PjKrXmdRuPS4JowqN/bjN5kIbvrINHz+xLHw2C0ghOCRLy/CnZcyQUIrEBwFjJSyZTmABIAlyvfEekxgqUbF+30gwF2AmHtEoVtmjwrgzR0D6BhOqNpRAJhc68O/V+3BlDqvOs+qvMxF8LnNPRIxnlLnw66BKF7fNoAFzYW9iPnHhyS/e17+/OYeeOwWVCra0WqfA267BQ+t3Iv5owt1zGkKYP3eEN5pH5LrqGd1r9sblNbdGQ0BPLqmE6lsHqPKXEK5H/e8tUt1QQVYTMPeoQTeaR+WiBoXOtbvDUpa+uPGVOD5Tb3YOxSXXEqn1Hnx0Mq9mFDtVTXJDQEnUtkcHl/bibmjC+2bVOtFZzCBt9sGJeI5d3QZVu0e1gtodT48s7EbbrtZVdo4bWY0BJx4akO3NGbTG5lby/qOEKYJdc8a5cc77cNYvXsYs4XsbFPrfHittR8Rgehz6/Sdr+zAgjHl6ro6ptKDgUgKb+4YkPpq7ugyvNM+hA0dIcyUBBofNnSE0DYQlYSrKXU+PL62E+OqPOpa7nNYUeGx4ekNXTqBa0tXiMVcaAS0Ld1hbO2WBbepSt01foe6f5lNBBNqmEubOJYTqr3YMxTHyl1DmCkKrUomoLV7hjFX4ENT6rxYvXsYe4SxN5kIFowpx91v7MIUJc4BgHqezytb+6SxXNBchhVtQ1izZxhzRsnCxerdw+x0eUEwmFzrw2NrOjG63K0KxC6bBY1lTvx3dYf0PhwpjLQA8DKARfu96ujiGgB9AO4ghDxOCLmNEPIKgG+CaZF+cDQbd+elc/epXRUxvcGPTx8/Gpcd14T2n52Hj8yqxzkzavf/RQ2+d/YkXLG4WWe2nics3CI5OXt6LeY3y0IKFwhOnVSFJwTfZv49rRsGAHxm0WidsMOv9wnuMw4ri5YX3YkA5pv+lVPHS+ZzEXmNBHDq5GqcOKESc4VFk7/kn1wwSi2r8tpVzcKfPz0Pv/3k7EJbBGIVEnzouQlVXJRMJoLrz5mC1lvO0RFaLriJfuQXzG7AlDqfem+Oe69aiPafnYfrzpFjFflmKx4gdvqUGuy67Vy89K2ToEVDwInzZsokmd/LiHBPb/Dhto/PkIQNZlo3XjZcNrNKbD12Cy6Y3aBaRrQWDiN8ZlEzzphag5svmK6WPfLlxQAYsRGJtAhR+BNRLrhQ1HgdMBHoLEFN5S584cQxePbrJ6p94LCaVWFVxL1XLcTDX1pUNBuSGEtgNhFMNJizN184DRtuOlPaGDhqDd7775w5CTcp1p79Yd7ochw3hrVbO4eONN6NsoUQMpkQIk1ySmkUwH3K9Tdp6vmqUv/zlNI2fIAwrsqDtv4YNnQUNJgAMKepDA+v6sD85jJpzT5hfCXuX74HcwQtKCEEC5vLce/buyUlgsNqRqXHjpXtQzhOeA9mNvrxwpZeVHnsqBbm6vQGPx56Zy8WaYLfF4+rwH3Ld0skPeCyobGMkd1TJhUUGrNGBbBi1xDCyYzqAgOw/eR/67twxpRqaY2aN7oMz2/ulQQUq9mEafU+PLhyDxaOkdu9oSOEnf0xqS0nT6zCc5t7ML7GK7mULhhTjr+/uQtLxleqZSYTwckTq/DY2k6cJLjWWc0s0Hv17mGpLQuay/Hill6Uu23qOg0AZ02rxX3Ld0sKDIBZ7P706k6cKCh5fA4r6gNOPLm+SxKKFo+rxMpdQ9g9GJfSRp41vRZ/f3MX5jQFpL46YXwlHlixR1IgmU0Ep0yuxgMr9uD0KdWFvmpgWaC2dMskfcm4Cjy6thO1PofUV8eNLcejazt1ysaZjQE8vKpDsjyPqXQjmc3j5a196hk8AHDSxEo8vaEb2TxFY1lB4XHKpCo8vq4L85rkuo8fU44HV+7FqZMK7bZZTJhQ48GT67tUdy6AWdBbeyNIZfJqQgyACZz3Ld+NxeMqpfdkyfhKPLKmA4vHyWM/r6kM9y/fI439uCoPBmMprN0jW0vmKnNzWr1fUpTNby7D3ct2Sc/O++qxtZ2qm9ORxEjvEv8HYCUh5AYAt9Jj4UQaDSilOwkh8wHcDOBsAOcC6AbwOwA/ppQeEzn0DhRnTavFWUqQpuhGcDC4ZEFT0c+WX386NnQEdQd5FYOoNRBh9P2bL5iOXJ5Kh6kAzI9a69r0bmA0++65cqEuc87Wn5xdlNSKmmtAzlx0krCgzhkVwBvbB/DEV40DO4tBeyCUEbSBwxwvfvMkzPnJizpyzVLL6YOkX/nOybCY5OccVebE/52tT4LymUWjcfLEKh2BHV3hRust50hlr3/3VJz0y6U4eWKVjthyv3nruzRt8o2lqQj5B4yFy223nCMt7A9+8XjDQ8le/96Bp48Xx1uL82bW4TRhQyoGu8Ws61OOD02t0R3md4HgRnYg8DnZki7GbRxFXAPgLTBly+kAWgAcB5az30jZ0qL81k747wM4BcC3CCGzAawEMAXABWDKHK2A8b6H1WzCzRdMg8VkkgjZ3KYAPrNoND4xf5R0/YVzGvDImg586WTZffKGD0/B3NEBVXDk+MG5U9ATTkrC/+gKN65Y3IwzNUTlQ1NrcMn8Ufiqxq3ziyeNg9tuwfmKrzvHd8+ahNe29aNeyFLlc1jxq4tnwWUzS+vdvNFl+NTCUZL1DwAunt+IZCany5ryf+dMxjMbu1WrIMDeub9fMR9mk0lah5or3bjp/KkYXSn7XV+6sAlv7xzEeTNkZcmVS8Ygk6c6snvq5GpYTCZVSw0A9QEnrj9nsmQVBBgZv3heIz67eLRU/vXTJ6ChzKme6cHxtdPGY1X7sGShcFjNuGT+KDisJrmvmsrwifmNuPQ4ue7PLm7G1p6Ibi350klj4bKaJeHColiIvXaLNK/GVnnw1VPH4+RJ8hr4kVn1+N+6Lp1b7jWnjMNrrf04bXJhTSSE4C+Xz8PKXUOSUFTtdeC6cyZjdLlLep4TJ1ThI7PqccWSZqnuq04Yg6FYWhJaAaYseWP7ACYIfWW3mPHHy+bCZpb76oTxVTh3Rq0at8Bx4ex6rN0zLCkEAWZ99rusUoY3QghuvmA6Yqms6m4KMDeqL540VhK4AJZ2fHnbEL5wotxX3zhjAqq8dpwgCJxHCuRQODoh5O8Gxc0ATgY7oXEdjIOzKKX0c+/6xscwCCGr586dO3f16mIZ596/2DsUR53fofNjm33zC/jYnEbVb/1I4LVt/Vg8ruJdE89i2D3IcrOv/eGHJD/yXJ4ikckd1DHezdc9jUk1Xjz/Tb22/kBBKS0qIBxJ9IaTcNstuud/dE0HvvXwep3m/WCwqn0I9QGnRBgA1n/1fgeW/d9pksarM5g42ikwjyqGYmk1G8nBYt68eVizZs2aYgGzBwtCyCgUlC0VYMqWx2CgbCGEUACglOomNCGkHOwE4QsB1AEYBPAsgBsppR2H2MYP7JpdwsjgWFmHS/jg4VDW7EO1AFyxj8+alR8jUADvSwHgg4xiLhrv/OAMKe/7kYBW+h4pjK5wG5JZs4kcFPkHWBrIwAHm1i+GY2XTKea2duHsBslU+26gdTcT8etPzNa5L32QyT+Ad03+RxqEkMUAbkDhNN+tAP4O4PeUUp3py4j4K/UYaalqAVwJYCr2f5pwCSUcVhwr63AJJRwMDlUAGLP/S44dEEKsYGbp2QDmgG0eVgBfoJTefRSb9r7GSGvh3y8wCjJ+v8FkIoYZd0YCu247t7TxHqMghFwA4BEASQD/BksOcT6A34AFAF98kFXuBnCPQfkhaf9LKKGEEj6oOCQBgFK6e/9XHVNwA/it8ncvgB4U0i6XUEIJ7yGUyP+xCUKID8BdAHIATqGUrlLKfwjgFQAXEUI+SSl96CCqbaeU3jTijS2hhBJK+IBiRFWzhJCLCSGvEELqi3zeQAh5mRDysZG870EgDhb0W08prQUzR5dQQgkllDByuAhAFYCHOPkHAEppEswlCAC+fDQaVkIJJZRQAsNIZwH6PIAApbTL6ENKaSchxK9c9+gI33u/oJSmwQLHSiihhBJKODw4Tfn9nMFnr4MpYhYTQuyU0pTBNUYIEEKuAvP9DwFYTSk9Kgc2llBCCSW8HzDSAsAMAE/t55p3wHxBSyihhBJKeP+Bn/KnO52XUpolhOwCMA3AWBRSf+4PswD8TSwghKwHcDmldOMhtLWEEkoo4QOJkRYAysHyMu8LgwCOfMLTEQYhpFjOOH1S9RJKKKGEDw74YRChIp/z8sAB1nc7WEDxNrCg4slgZ85cBOAVQshsSmnn/ioprdkllFBCCQWMdHqWAQAT9nPNBBifDVBCCSWUUMIxAEJIOyGEHsTP/YerLZTSb1NK36KUDlBKo5TSVZTSi8GEgkoA3zlc9y6hhBJKeL9ipC0AbwL4CCFkMqV0q/ZDQgg/vfHJd3sDQkg7gNH7u07AA5TST7/b+xVDsUMXFC3T3JG+XwkllFDCEcROMG37gUKM++Iafr/RhUJ58CDbpMWfAXwcwAGdpFdas0sooYQSChhpAeBXAD4GYBkh5GawILBOAA0AzgHwQwBm5bp3i0PZmEoooYQSStgPKKWnH8LXWwHMBzARgOR2QwixgJ0fkwXQdgj3AIB+5bf7EOspoYQSSvjAYUQFAErpO4SQawD8AezAl99oLskB+DKldMUh3ONQNqYjgeaWlhbMm3fQpzKXUEIJJRxVtLS0AMVPcD9QvALgMgBnA3hQ89lJAFwAXj+IDEDFwE8APlRBorRml1BCCe9JHMqaTSg1OmX90KC4+lwD4DiwQK8ggOUA/kQpPdCsD4cdhJCbAPwII3gSsJLhwgegfSTqK6GEEko4gmgGEKaUvutT3pWDwHaCrYNLhIPAHGDCwSIAnxIPAiOEuAA0AYhTSvcI5TMBtFBKM5p7zFTqqgBwGaX0X4fQ3tKaXUIJJbxX0Yx3uWaPtAsQAEAh+V87HHUf6ziUjbOEEkoo4b0OSmmYEPIFAP8F8Coh5CEAQwA+ApYi9L8A/q352kIASwG8BuAUofxbAM4nhLwBYC+AFFjWnrPB3Envgt7KcLDtLa3ZJZRQwgcOh0UAOJZBCLkOhbRvs5XfVxJCTlD+XjZS1oASSiihhA8iKKWPE0JOBvADsEBdB4AdYIT+DnrgpufHwbTzM8EOGHOApZJ+FsBdlNL/jXDTSyihhBI+EDgsLkDHMgghmwFM3ccl/6SUXnGEmlNCCSWUUEIJJZRQQglHFCN9DsB7AdyXNAqApyp9gFJKlJ8rjk6zSiihhBJKKKGEEkoo4fDjgygAfBMsPZ0PwJePcltKKKGEEkoooYQSSijhiOIDFwNAKV3K/yaEjHj9pYwSJZRQwnsYzTjELEAiCCGNAG4GC9qtANAN5tf/Y0rp8AHW8SqAk/dxiZNSejBnw2jrL63ZJZRQwnsVzTiWsgB9wOFzOp3lU6ZMKT/aDSmhhBJKOBi0tLQgkUiMSF2EkHEA3gJQDeAJMJfLhQC+DuBsQsgSSungQVT54yLl2UNqaGnNLqGEEt6jOJQ1uyQAjDzap0yZUr569er9X1lCCSWUcAxh3rx5WLNmTfsIVfdHMPJ/LaX097yQEHI7mCvmrQCuPtDKKKU3jVC7tCit2SW8a+wejKFtIIZTJ1UfsXt2hxKwmU2o8NiP2D2LIZbKwm2XqSSlFDv7Yxhf7TlKrfrg4FDW7A9iDMCIgBCy2ugHhRSjJZRQggHi6SzW7Dkg749jCpRSPLGu82g34z0BRft/JphbzR80H/8IQAzA5YQQ9xFu2vsGL27pxdMbunXl9y/fjeFYWiqLprJovu5ppLI53fWheEZX9tbOATyyukNX/svnt2L1bvndzeUp/vlWO5IZue5wMoPnN/fo6tjUGcKvX2jVlXeHEmjrj+rKf/TEJnQFZQ0npRRDmmfkdfxrxR5deSieQTytNxQ9sa4Tr2/rl8ryeYoTf/EK1u0NSuVbusI46RdLocW1D67Flf94R1e+dGsf1hqsc7c8tQW7B2OGbdTi4VV78bl79HWfd8cyfOIvb+vKv/7QWrR0h6WybC6Ps37zOiJJuf6d/VHc+vQWXR2f/ftK3PD4Rl35jU9swsaOkFTG+mopekKyB96aPUGccftr0GaZ3NEXwb1vt+vqfnRNB1a1D+nKr390I9oH5L5KpHP4zYvbdHP5zR0D+PbD63V1xFJZZHJ5XfnZv30dz23q1l1785NbdHP5rZ0DuPIfK3V1/Hd1B+5bvltX/ruXtuv6KhTP4BsPrUU0Jc/DXJ5i6dY+XR1HAiUBoIQSSjii+Nsbu/CxP751RO+5dyiObb2RQ6ojlc3j6w+t020Oxxre2jFwtJsAAKcqv1+glEq7L6U0AuBNAC4Axx9ohYSQSwgh1xFCvkUIOYcQcvTVn0cRX7h3Fa59aK1UNhxL44bHN+F+DSnhJGrlLplkvbilF7NufgGhhEwOr31wHb79H5lMUUrxh6U78dhaWTBoH4zhR//bjJdaeqXyJ9d34Uv3rUanhrzf+coO/P6VHbrnOfP213HNA2ukslA8g3++vRsvawjSsh0DmPuTF3XP85fX2vD9xzbq3tFP3bUcl961QnfPrz+0Dj99pkUqW7s3iL1DCWzrkdeLV7f1Yc9QXCdcJYqsB1fe846u7kgyg7uX7cIb2+V39O2dg5h18wvYOxSXyp9Y14mXt/bpiPRQLI2d/Xpi/MS6Lp3QtWr3MFp7I7r177lNPbjrjV06cvzatn78+529uue59+3duHPpdqmsK5TAUCyNjZ0y2W1V+m5YI9T8/LlW3PjEZl3d33p4PX78pCyMRJIZPLhyD17RjP3ytkH87uXt2NIlCzoPrNiNR9Z06Prq4396C5dpxn4wmsLWnghae2SBc3NXGH9/cxfWa4S/l1v6sLS1H4m0PNY3/W8zfvj4JqmMUorfvLQNdy9rk+vuDuHxdV14WfOePL2xG1fe885R2VdKAsC7BKV0ntEPCqlFS9gPuoIJDEZTR7sZSGVzeMdA+1DC4YGRNuZw49N/W4Ezf/P6IdURVkhSf+Toz9liiKezuPTuFcjnj/r5LpOU39uKfM6ZxMSDqPMhALcB+DWAZwDsIYRcdKBffj9abfMassPJdquG7LUPGgsAr7YyctU5LJN0u4VRA5FMDUQZ8d07JF+7s4+RqA0ajef2Xla+bk9QKh+MsfcnJmhCKaWIpLIYjsvkmj/Pbo0WmAs0Wu1wm/L/7kGZSG/pDqvt5OAWhDGVshFqu9J3/Zq9qS+cktrE4bJZ1GfgCCvadu0xS7xdvWFZY75sB7NCaIl0JkuV6/VrjsUkJzHpDLK692ienWui2zQCA9fadwfltpgIkMlR6Xn4WGnbsV3p081dcrs3dAQBALs048PnWTpb2ANyylqltVDwvtqjEYq2KsKFtg/jCjkf1AhoW3si2KRpH69DK/jy+bRNM1f4mr9TY6FyWM0A5LHn99cSej4uOzR1c8tHu4FV6HDjsAkAhBAnIeRrhJD/EEKeIYTcSQg5YG1PCe8fNF/3tKF5c/HPXsGn/6Y3qx1pPPzOXlz8Z7059WBx//LduOv1tv1f+C7w6JoO3QL52rZ+jL3+ad21Q7G0TpN0tHDf2+34zyqNNukwZN/aH7RE6d0gnGSb4IkGbgAHg/5ICs9t0rtGjATCCdbG9FEQsjTwK79DRT7n5YEDqOsJAOcDaATgBCPstynf/Tch5Ox33cr3KNLZPMwmAqvJJBGNoVgaDqtJR1J3D8bhsVt05KitPwaLiehcbIbjaZhNRCX9ANAXScJrt6jaXY7BWBpeh0VHxgeiKXgdFpXwF8pZnT0CgePtHo5lJDLFSZ6WBHYo7R3Q1D0YTcHnsEh1c1eRVC4vCcbdoYTaThG7h+Iod9t0gj6/XisYpBQyK/ZtXzgJi4mgW+Maw59D+zydwwmUu2268t5IEj6HRRrPZCYHQtialhOep2M4AYfVpApBHD1KW/o0z9MxrG9LLk9hIgRWM5EsGzv7o8r8kevY2RdFudumEy66Q0l4HRadq1NnkLWxL1Lol64gi2fQknEuAGj7m7db63bE6xGfh78bZs2eE0pkYLeYsLVHtiLwedMTkt+HwVgKDqsJHRpBmSuz+LrL2pdQ6tIIkJEUan0O3d7M59+u/vegAEAI+Rch5GOaslEA1gH4Ldgx8GcDuAbAm4SQ6w/1niWMLPJ5elAaw3yeovm6p3WmtmA8jebrnpZMpPyaYELvrwkUtKrvFuFkBlcZ+EgeDJKZgyNLj67pMLQY/PqFVtyqMfnuCweqCQ/G0/jWw+t1vrcrdw0iT/X1/PCJTYdMUv/5Vjv+/Y7el/Zg8cMnNuPmp2TTrunI83/YzIeu6wgni8/VK/+xEg8bmM2N8IelO3D1/Ycn4JRvoqmDnNPHMiilv6GUPkUp7aSUJimlrZTS7wP4NtgedtsB1vO+sdqGEhn4nVZU++ySJnQ4nsaUOh96NeSoYziOmY1+nfvKQDSFOU0BdAmEJ5HOIZunmFDtkeoOJTKYVOtFfzQlEc9QIoOpdT4d2R2IpjCpxovBqOaekRSm1PkkzXNfJIXR5W6YTAVNLsAEgEk1Xp1AE4xlMLbKras7GM9gar1PInA9oSQaAk74nVZJMOgLp9BU7pLKAOZGNaXOK5FUgBG6sZVu9GuIXTCeRsBllYSooRhrR18kKe2tuwfjmNMU0BH9nnASc0YFdKR2IJLC+GqPtE/y5/HYLZJSqGM4gTmjynQkvT+SwrR6H/o0z7l3OIFZowLYPVQgnkOxNPxOKyo9dgTjct3T6n06RV6/0j4teQ8lMphSK8+JZCaHRCaHybU+6Tl3D8YxuymAaCorWQZ2D8Uwtc6nm7O94SRmjQroCPZQLI1JtfJ8G46nUemxI57JSftkKJHBcWMrdNr4gSibm1pLx2A0jen1ful9SGZySKRzGF3hwpBguRqKpTCh2qPr76FYGpPrvDohPBjPYHqDTye4HQmMhAXgkwCma8r+CWACgJUAvgDgQgA/B5AGcAshZMkI3LeEEcIX71uNj/3J2Cf7njd34X/ru6Qyrl1MZWWScZGiRReDXPg12SIChslgBmoXE4AJEkbl1z+6UecjOBxLY+INz2JH34H5fOeKaIcppTohB2D+ilrfzmQmp/N33BceXLkHE37wrK7+ZCan0xDw/tRqcGIptlH+9iXZy6LMZdXdL5+nOs3dvvCj/23GDx/X+2oCwM+e3YpnNsrBU9NufA7N18nWiKwyT+wWs1ROYCwBBONpnVmXQ6uhBIA7Xt6O5uuexmuaID5tn/KMFAcD7eYPAJFk8WyTS1v78awmoGzvUBxvGvjjF9POb+kKY/VuvWBpFLxYDNyMbBTseYTBNfz+Ip/z8uAh3ONusBSgswkh3kOo5z2HcJIJAGUum0TUhmJpTFZIuvgeBOMZjKl061xsQokMptT50CWQ8aF4GuUuG6q8domshBMZlLltcNvMEvEMJTIYXeHSKXn6IylMrPVKwbrJTA7JbA6Ta72qRp23z++0otxlk9rYE05iWoNPp6UPJtIYW+nRBQIPxdIYUykT0qFYGhUeGxrLnJIg0RdJYkaDH71hua+G42lMqPbqLAA9oQRmNvp1a8NwPI2xlW5p/R+KpVDjc8BhNUvrRk8ogVmNAf3zxDOYWCsLHelsHqlsHo1lct92h5Ko9zsRcNmk5+wKJjClzidpowFGapkwon2eJGY3+iXCPBBNodJjh99plcYhnMhgVLkLsXROEmjCyQxGl7sQ1OzN/HpRcOmPpFDlsaPCbZP6alDpq4DLJo3nUDSNCTX6MQ4lMphUIwunnB+MrnBJ7Q4lMihzWRFwWqX3JJQotFsc+/5IClPrfLqxH4wpgrVwT9ZXNpS75XaHEhlMqPFgQCMoD8bYnA1qeEIwnsGEaq9hUPvhxoi7ABFCZgA4BcArAE6glP6NUvo/Sun1AD4MgAD4ykjf9yDadyEh5B5CyD0ArlOKF/EyQsivjlbbjhaW7ejHur1BXPPAaol8tg/EcNOTW3SZAri7jFYA8CipwMTyO5VgL23wDIdJY5pLpHOY9eMXpBcnk8tjzPXPYNaPX5CupZSqWTBEwtMXSSGdzePlFn1k/cpdQzo/vlwR4eSnz7Tg5F++avhZlSb9mta3VsRgNCVpNgAmuAB6U/CvX2jVae+5b61Wo8CJodaHk6dkE7U1L2zpwVm/1fvAU0p1WQk40rm8LotFbziJP7+2E/98q10qjxmM78+fY4pV7k/MwS0AT2oEy4/98S2c87s3dPXs6Iti8c9e0ZXf/iITfLQZFMZc/wy+9uBaVQAR56MopHQFE5hx0/M6X822/igW3voyztW0RbxOHE++WWgFnese3YDL7l4h+cdu6gwZZim5+402nHvHG/j4n2RXtBc292Dqjc/rrtda2jh4gNnBWrUOA3ial2I+/hOU38ViBPYL5fAvLtV+oLIJhRIZ+JxW+J1WiQQOx9Ko8TlgMZkkTXo4mUFzhRvDMQ1RS2YwvtojEc/hWBplbhsq3DYpRotbHQIaoSOUyKCp3KXTDg9EmTAiEpuBaAoVbk4CZdLkd7G6xTb2hlOYVs9Iqkg8g/EMxlW7JSKdzOSQy1PU+R1Sn4STWfgcjASKbewLp9BU4YLNbEJEWAODcdYnovtTPk8xGE1jWr1fItL8nvUBJ4LC8wzG0qhw2+BzWHVtGWXQV+FEBo1lTklY4JaFcrfc3z3hBGr9Dvg1pJYJPy5EU1mpr5gAILc7k8sjkcmhPuCU2tcfSaHKa9cJlpxIu2xmqa/42Gst+ZyMi3XzOetzWqXrw4kMfA4LfA7ZohFMMKFVS5jDiSzGV3skkp7I5GAiBDU+hzQOoXgGAZcVZZr5Fk5kUO21w0TktXIgmsK4ardk7c3nKYZjaTRXyuV9kRSqfA6UuWzSWhyKZ1DhZkKU+P4E42x8tIKyKkAfhAJxpHA4YgAWAaAAbqKUSjsrpfRlMMFg8WG474FiNoDPKj9nKWVjhbIDDip7v4AT4Gc29mB5W+FcnlN+9SoAwKpxn+CBSqmMbKrladNEonTnUiYAaLMecO28VgDg5lhx4RB9EcXAsa8+WMiAIb48nNDGNaS0K5jAJ/7yNn7xnGzx54tlVqOZXd42pCPoHC9s6ZU0B90hvYaa1znvlpdUMqyF9qU3ItI8M4bOAqBcqz3ROq5YBvqjhU292HM8uaEb03/0vE5rblZYuta6wl1X/E7ZymDk1sN9OLUCAMd2TaBi20AMQ7G0LoPJGbe/BqC4y5RYP59XT67vwgZlnhbTuHeHEogkszrhjc+bLd1haZMRBQlxo+IBZlbNc765g71L7QOFvl9RRFC85Wlj17FNSqaLt3fqz8t6YMVuSbDe0hVWhd5jwALApdgzCSFSxyja+iUA4gCWv9sbEEImASgDEwKOidRHRwqcjPucFomUDMXTKHfb4HNaZOKZyKJJox1NZXPI5iiqvQ6JeA7H0wg4rajw2CXtcEEAsOrIO9cO870klc0hlspibKVHckkZiKZR6bXpBJewUne5hqgF42nU+Oxw2czSc4YSGYyr8ujcPcrcTCgSteDhRAY+p0V3z75ICtVeRtRCBgKNSFIjqSwcVjPqAg5J6AjGMwi4bDrCzIUov9MqtTucyKAh4NCR9FAig8YylywAJFjdWqIfjCtabZdV0ryHk8xC47SaEROshtwFSNRec9IdcMlknGu1y9zyPcPJDHwO3reavqpwSaSba+Obyl0GdVj0fZLMFgSDpPycYyrdGIqnpf0plMhgVJlLZ4ViFjG9pp9blnRz2WVFwGmTCHl/JIXxVbLLVTiZgctmRqXHJs0rZtFgYz8kvQ9Z+J1WVLg1FrRkFk0VeoEmGE+jucKNUBE36cOJwyEAVCi/NxT5fAOAmsNw3wMCpfQmSinZx0/z0Wrb0UImV3i5LGY9kytG4ETJmbuhuG1mQ/KhJcBn3M600dp40MfWsBRzotYoIxAvMauAmANb3DS4kKD10/+vktfarGGr3D3pl8/Luan5c4skUFyIREKo9evj+I9yT60LS8BlxeRar6R9z+epLrODCF3WA+W72q/wvMTRVGEcssLGLGKP4jKidV9qrnABACrcNrWMUoq1SkaP+oBTLc/k8qoQIqZm44KjTTN/fq1o7ncJ2SrEfr1Bk1aNQ/TXFDdPWQAozA/u95/RWF/4vfj8/ZUmJ7koOC649SX1b1Gw5QHBlFK8uIVp3Y1crwA5AJkHsGn/PnFCpfq3aJHiqQhv+l/BHYsLQr96YZuUevGyu5cLGSiOrgWAUroTwAtgx9RrLb4/BtPY30cpVQeMEDKZECJl5CGEjCGE6E7oJYRUAfiH8u9DlNJDPQ34PQVOmPUWgAJplEkWswAE4wWXh7BCVHxOi47U+Z1WVHhs0romWQA05D3gssFjL9TDNa+VXtk9YjieRpnLBn8RoqYVLiLJLLwORg5l7XgGYyvdsstIjNWtFYpE8qp1DWLCkl4YaSxzIpws9FUkmYGXk9eELCypZFxya2EWAJ2gk8ygzGWDy2ZBVCHpmVweyWwedX6HRGqHY4W6xTp4nzDBQO4rn8MKn6Mg/GVzeUSSWYzTuJ6oAqRDT7rZ/DG20Gifhwt/kWRBoImnc7CYCaq8dl27fU7WPklAU/rW55D7NpRIo9bngJkQaU02EpZCCTbfAi7ZvYhbHbSCpTjfxH4ZiKYxtsqDkNCOwVgaFR67zpoTirOxLHfL4xAq8m5GFOEvns6pykbu5sUsSO8PC8CBHO1+5J/0A4Dm656WSMW7gVYjDxR330kKZDKv8I0Kj10iHyKxEeGwmgzv9047czkRX1ZRQBFTZY2rKlj9z/7tG+pizV1j3to5KLlquGzMRUPrjsM3kb8IGXzS2Tw6gwmYTUTSVA9JEr2w4Ef1AkA2l1ddfZ4Vsr5klEVZu4j95OktuPdt/aEiHMViAMQ+FAm+aC1JKmM4oGknz1igPYTF77Ri0dgKqX1iHIdI6uPpHFxKOrRz7yi4zXBhspgA+eT6LnXMtFp6I7cs0T1oMJaGV3F1slsLrjfimPD2auvmghsn9Bs6QnIKvyKB6alsHpce14SZjX71mnAyq7r0RIW+kv2vBZ/mUBIfn9sIADhVsbABgM9hxe8/NQfVXjmos1v5WyQGoiBy3SMFPUtYuP+XHzgmTrW9BkAfgDsIIY8TQm4jhLwCdgrwNgA/0FzfovyIOBlAFyHkJULIXwkhPyOE/AssjegiAKsAfO+wPsUxiJDqNiGTpmCCae+NtNpVXjssZqJaDlWXDIdVmjtcMKh0241dgAzq1hKeSIqRVK1mPFzEdUnV1Lpld4pIsvCc4vXBBHPJkMoUoYP1iWz9MLpnOMnbYtFofLOo9NphIkTdyxjp1rdjOJ5GwGVThCJB0FGEEb2lo9AWdQ1JFAiwbInJKHXLBJNbNLTae963PkFIiSqn9HodFsTTWXVdLViQ5PkTTbHnLNPdkwsX+nErdzGrAxdoihFgZnWwGghcWbVctpZk4XcxrT7nA+lsHplcHjV+u2wRiosxMXoyXmbgp8/7is/PrOIWxYU/ud0WQ8HS6+B1G7wPLgMrCheAknJflWmsOUcKIyUAXEgI+Tsh5O8AeEagsUWubcRRNtcSQhqV9nYRQlKEkHZCyG8JIWVHs10Hg3yeqj7QIrT5j4uhmKDAJe2+MEvjdf/njsNgLK0KASKx+fmzBa0+D6St8NgkEjoUS2O0ok0WSd3EGhazt6MvKmhkc9jSHcbsUQEpYFXKDCA837R6Ob6QEz5R8y2an295ugVOq1mn7dZmgQCAu95oQ3coiUVjK6RMBl9/aB0AYGylW1o4xcWFa0K0L7SaESmeQUDRvIkWADHFmDg+JgLc/olZah5qDv5dcVHiJHTR2Aqpbu5GtUTjS793OI7JtV588b7VErGMprKoC8i+tHwc6vwOSSh8Y3s/HDbZ/x0oWFq0vvE+hwUvfvMkAAWBJJ6ShUyjwFeXcI/Wngim1PtQ7rZJGX4iySwCiiaetzGdzWNUecFiwZ8zmcnj+LHlyv1kf2kjpDI5OCxmSWvGCVKtz6GmJgQKQse3PzQR23oLlotgPIMzpzEDqCjYJjM5OKxm+DWazoTSD6LAJbnECe0WLVvadHVHA4oVYD6AewAcB5a1ZxyA3wE4nlJ6IMqi1WD5/2vAMsp9Gyyr3EYA1wJYQikNjnTbj3VwwqMlU0ZElVIqlReE14yOjAIFba+eNGUFrWkRbapSTzSZhUchnuL7xLXUxQQArQY3rFoACiQ9mckhn2fWyVyequ8zJ5jM+pEV7skJnL6v+PW83bk8RTydhcdmkQipql03cFMxCjItuLVohQv2nF5BC86f3euw6GIAyhQ3FbFPuAUg4LTp7+nQt9tjt8BkInDbLer+EExk4HfZdBaASDIDj92i04wXI/XSPFSuLyoAiHNQa6FRLQN6y40Yc1K4VmstKBBpI01/udsqCZbhZLYgzCqCWzSVhdtmVnP783klWlz0ApdFHwOQMH6v1FgUQUhRLSua/j5SGCkBYDaAK5SfM8ECfS/UXkSYn8BiAMY2/iMA5Yj61QCuBMtS9BsAbQC+DuBtQkjFPr5+1PFO+xB6QkkMxtK44+XtOt/tPKXY0RdRX7zv/Xc9HlopBx0ubxvECT8vBJrW+OyYWucDUCCQu4fimFTjxQkTKlHpsat+jyKpfHlrn2rK4uR+10AMV92zSr1mKJbGg184HnV+h+QGE0tl8amFTQAKRKgzyHIh7xqISW4gnEw5rWYpr3BME7zKCaq4OWmj+a89fQK290Ykf//ecBL3f+44iUiGkxl8auEoTKyRg9i8Dov6W9TKdg4n8IuPzwQAtA0wwqcltXxTYr6qNgScNgwJAorPUXAhWdHGNPLJTA4WkwnnzqhDfySl84UEZOtCNJVFU7kL5R4buoX+jqdzqiZeJPp7hxL41cWzAAD3CdaHWCqHKbU+3L1slzpuXHP+tdMmqH7vuTzFV/+11vBwLD4nWrrD6tjk8yzoeEylG1PrCung4ppAXE5y09k8CAFe+tbJqBQCrz/9txVw28y4ZMEoScM/HEvjgln10nOms3nYzCZs/vFZqPYWLFSJTA71ficaAk7JrzecyOAzi0brnieVzcNuNbHc5orgwgWY6Q0+KRd2Mp2H12HBwjHl2NJdcIsKJjKo8TkAAI1lTrlui0lxdSjMq1gqh3994ThZWEiz9v/jygWo9BRctLhF5EfnT8WHZ9bp2n+UQA1+jC9U3DA1ZRsppVeAWQLuA9AJ5j40DsAcANWHp9nHNjiRNCS1TpkEx5R332o2SSSzEHwpz7lihFS0AGjdLDjh42tvNMWIp9NqRjZH1fefETiLsdChakdlQurTkEZOmggh8AvuMaK7kLGmX74nr1skqtEk05ibTEQipFxLr62DuzSVadxAogrZNdSCa8YtlGAKIZfNjHQur7r48RgA3RinCm3RumIVyHFGHQe+Z4l9KLqQaQU0r8NIENPHUfC13OeU3ZREDXhI299OfRBwRBJctLEbsiDB63ZYzQAprPEq6S4WA+C2S376/PlFQYc/OwBpnNk7xYVq0XUpKwicGX3dTqtqFeLt5EqeoPo8gsUukdbxucONkRAAxhT5+YPBtbPBTLePjcB93y3+CLZpXEspvZBSeh2l9DQwQWASgFuPVsNebulVtcfJTE4XlAqwDDyX3b1c9U2OpLJ4blMPzvwNC5TsDadwxu2vq8dTP7yqA3e9wVxb/ru6A1NvfE7VDnKCFoxncOtHp2NUuVON8OemQwCSL6jWhWS9kqEmm6eo8dklLT+lLHNCudsGh9WMJzcUsr7EUjmUu9nLxl2J+KKpTfd52d0sTvCrp42XBJBIKos7PjVHdQXiC+crW/tw2XFMuOCkjFIKs4ng8yeOgc1iUkn9jr4INnSEMLbKjTwtbFSpTB4Tqr2wW00SwbSaTfjNJbNQ7i4EFW3qDGFl+xAm1Xoxudar+slHU1nJh75fybQxFGNp9sZVuyW/dlEYWKNk3+mPsKAsh9UMp022XmhT+gEFjU+5y4abntyiuogkMjnc+tEZmDe6TI2NiKWy6I+kMKnWC6fVrGrOWT0ZnKuQyBaFwKazeVR77egJJ7F2TxCpbE7nTiWiXHl2v5AjO5rOwmWzwGI2odJbECzjGmGOa+8/f+8qUMq0fUHN885sDMBuMUnB6Etb+zCnqQxnTatRF91UNg+bxQy33QKH1SxYAHKwW82Y0eCXMhLxhV1EPk/x+rZ+2C0mNFe61RNUefD3xBovgvG0OgcTmRxcNjMqPHZZ85TIoMJtw1VLxmBclUct5xYArcY0ls6iucKNzmBCfS8SmRwm1nhw0oQqBOMZ9Z5mE8Hy60/H6ApX0cxORxIjpWxRrntb+d5OpZ6VSr2rCSHFrM3vW4SKEDjVnUQgTVwzDsiKC16Hx2GRglI5mfI6LLqML5zAccEgn6cqgZNcgJJZeBwWEEKke3J3j2IWAK2vf1gUaBTyxS2oACTNeySlt3Ls654i2VX7KlnoK0mTnmLuHl7FfUOy5vJAXY3Q4bHLAa/c199tM0vlvF8JIfAIWnoxUNfIZUYkqZTSgi+9EADOBbHC2ItWB8WtJSFaS7gLkE0KSjUi9ZFUFm6bBWYTkYi0KkDaLUgIPIa128CVJsH6Vhw3bV/Jc5kLNBZZKFSEH6PYgDKXVael5xYnWYAs1C3OCa/dyEVJdKHbt7VEnFcBV8FawueP3WKGxWQyTAJyOHHIAgCldHeRn36Da9dSSk+llP7DqK7DDWVDOhNAO/QCyo8AxABcTghxH+GmIZvL43P/XIVlOwYQimcw7ycv4odPbMbLLb06qVDMaf7d/6zH1fevVt0MvvOf9QCgW1wBYNn2fsTThQMxoqmsSobmNJXhs4uaVa16PJWD285MYWI6uK2CNvMT8xuxTfGPD8bT+PnHZ2LZ/52maprj6RzMJgKH1YxdAzH84rlCsGUslcXnTxgLi4mobVi2YwCZHMWXTpb3c34ox5Q6r+SqwbJMuDF7FPPcSufy6Isk8dbOQZS5bPjuWZPUFIyiFsxuMavabO5GVeW1I5unuOPl7QAK2l4twQwnMwg4baj1O1X/bE6Q6wNOLBxTrvbh69v7QQjB9lvPwZymgKo9YBkirJhY40Wr4B7CffoDLqtK0vujLNUYwCw1PF0fExCpanXgbleDykEuP/7INADAQ8rhVMlMDk6rGYvHVeAdJRPN7sE4mspdsJpNuHBOvSroUEoRS+dQ7bXjqiVj1LSpF//lLfRFUrhI8WFvH4ir933l2ydDC0qBGz88FY1lTuxVXJp2D8TRoAQQV3ps6imPsXROtUIBBZccfqCRz2lFNMV8WHN5CkKAb5wxgY0lJ93pHLb3RjG/uQxOq7lgRcjlYVPiEcRyRrpNuPS4Jry+reCVyE27ItoGYlixawhdwQQWNperglj7QBzHjy3HV04dL50eGk9n4bSa2btjYB4+a1qN5EaVUNoimraHY2kE4xlVkLrkLyxF6KbOEAIuG8wmgnK3TRWiuJbO67BK8QhHESOlbPkpWDrR2ymlpyv1XAgmEFQr9/lAQdKYa1x9tGSXXwsAXoEgcXJtNhEpKDWsEjjZMqCWC8Qrqsxzi9kkEdVoKqtapETNrqh1D2r2KK32OpnJgVKqWsb4PXl6TACSz3fB1ccgCNggCxAnzFqiJmnME7zdjBxazSY4LAWixtuirTuaKrgMaQkmIURy0ZLHp0DSRdcTrSbd65Ddq5KZPEyEwK66KCqKvGRBkSdez113PHZZ+OPPz4Kx9WRXR8adBY0513brBBrBVZWPcUgTBKwKI5LLFesr7Vzm9xTJPp+bWpJesGYVrqWUSu5iQXV8CmMvCmi83G4xAbSgzS+4XMlCFLdQiUIRi/1gdYuWAVGY9Wusv0cChyMI+FjGqcrvFyilkuqSUhoB8CYAF4Djj3TDuJ/59Y9uxKybX0AsncODK/fgc/9chVuebkFrT8TwoIhihztl83ncopzAOhBlJ/S+xFMEqr5tGfUAFgCS9iGmaGoBSOngvvzAGjSVu3DpcU1wWM2qBpibQl02s2oFiAlWBBGRZAYRxXSYzVP1rIBfPt+Klu4wrjt7MswmorOAOKxmiTRxKwX3j05n89jRG4WJAFcsaYZfIY1AQTMGAHarSSWuDqsZ586oVTPW3Pt2O+ujbA42jbAAcK2xCQ2BwpHew/E0vnDiGFR57XDbLerm8LNnt2IgmoLVbJK0BDxV34RqD3YKFgDeVrfNoi6+feGUeuZAtdehCkM9oSRq/HZ8YsEoVHoKWox/vtWO48dWwKRJDRRP5+C0mVAfcOKOV3YgmckpJlmlTyxm1TUmmcnDbCKwmk2SlWLvENN2N1W4sGhsBfqV8xYqPXaMFbTZqWwOyUwOz27qhs1iYlpw5Xl29EcwsZbFf3jtFlXzH08zjeGVS5rZcytEutpnxz+uXKCSlFg6i3g6C5fVDEIIzCbg8bWdAIAfPLYR6VweXjvTaqrapGxenSNiOReKxlS6pZiLu5ftglMILM7nqUqyrzphDFw2syrk9UWSOHdGHdx2C6oEi0Z/JKWae6OpLDK5fMG/2G5R5kmhjs1dYdgtZklbOveWF5WxYW3nG9iaPcM4Z3qt2j994RRSWZaC0Wk16wL1jgZGStlCCPEAuFy5/ibNx3cC2A3grA+aFUCyAChjzdcph9UsuVmIAq1IAsMC8RQFCa1lQHtPr+AyFBL2D9EnPZLMwGPgLilq9MXMMSqBc8gk0Ouw6ghzMJGB31mwLg4LLhweR8HtiK/xKtkTBJRMLo9MjsJlM2usJdkCwZRIoKZcuX5YiQHQ+qRzss/Ia1ZqB6vDoiOvrK8K9+TuO5wAFzIS6TMjcXINyO4rokAjkmA+lhazSQrgjaZ4fEHBl54RZr1AIwoufqdNEgzUeSVYI7j2Xu9LXwgwDovWD163gXUBALxCPaLVIS4cViYKyvzZ4+kcrGYTbBZTURcgreDGBRpxTsgCjbE1SxYsuQWg8J4EhecU40KOFD5oAsAk5Xexw2e2K7+LHV6jghCy2ugHwOT9fdcIXFOtPfIcAP62bBfO//0yzP3Ji7rP2osE/QbjGdy9bJdUpubHF4JbgomCNsWtSOu5PEVvKAm3EnRZ6bFjIJZSJd/5o8vw04/OYNpxZZHtj6RQ6bXDYiLI5ikeXLkHsXQOHrs+OPT83y8DUAha1Ga+4ZqDsEaL6bJZsGLXENYr5w3EFPMmdyXK5CjCySxOn1KDSo9d0T6w9nUGE6jzM82zQyC78VQO58+sV+/B01syC4AZdosJf3m9TU31mMjk4bSasXBMhZqbnZFrtsiKGg8R0qYhZIiIp7OqoMMJ4QnjKxFUch/vGoihyssEgFHlTrQraVA7hhNoDLjU8ekOJjEcS2PlriGdBQVg2nGn1aKewRtKZKQFT3SNWb5rEGMrGS+r9Tl02YcAqASW+66LGI5l8Mb2AfSGU/DYLfDYBMEylRMEsYJwxYPpbjhvKq5Y3IzVuwvZoLgblcNqQjKTY1mHFMHyxAlVqlDErQluuxl1fifeUepI5woCQHOFW80klczk4bCaUet3oD+akgTO+c3lWPn902E2EaSyeQxEUzhnei0m1/okIY/XofaJMt8u+etybO2JwGQi6mYaTTGhmgkzZiHgnrV7Yo1H0pZywx8hBJ8+vgkfmsqCh/cMxdFcwcanxutAbzipan4JIbpMQkcJI6VsOR6AE8CbyvfEevIA+Clpp2q/eCRBKcWewbj6DgXjaQxEU5LCgp8snsrm0NIdVtf6vkhSfa8B5iKYy7NrOZEZiKakMQ0ZZLYJCwK9TAILLm1eLckSCI+WHHKFEG+3aAEQr+UERiRT3J0TkDXp/J5a4mmUlYZr9Fn7ZAFF1KZyV5WIQrJUosbvKcVF6LXxsuuS0CdCthatZUAVRpQsQHx9530VTTFhRBLEhPERLR0SqbWLFgDmRsStDrIm3aIT5gp9pX3OwvNo3b/U59RYKcRkBMkMi8PiCg1jAcCYpPudshXFKJDaKDZAdJmR57ggiBlk0zEpayt3XRODlLXuQmz+FFydxHgJsd2i8lCch2JWI143z1Lktpll1zJhfMS+koWlI28B0KtnDxGEkJMBfBfAQrBDWoyEDEopHfF7HwB42phQkc95eeDwN0XG2j1BXHZcE3b0RQ0PC9KmMvzv1Ytw0Z/f1l3HsVnIx/7oNYvxmxe3qYdx3f4Ck38iySze3DGg+ghyjc+fX9uJX7+4DdecMg4Ac9XoDiXVyXz9uVMAMK1xKpNHMpPDcDyDWp9DzQd//aMb8dTXTlCtCCKKCS0AcNP5UwGwTDPdoYTq/gBA1cr2hJOYhYJ/49dOm4A/LN2JTC4vLdRuQcP8uXvewamTWbzglu4wrvjHSqy64UNSrMPlx49W/05lGLG1K+lKefBxMs18tSfVurC9L6KmDgsoGim3zaxu1GdPq8VZ0xlpExer9R0hnDujFoQQ1SXFazYhlsph+fWno8Znx5MbuhBL5/DWzgE1WHpqnQ9buiNqH9T6mWvQrMYANnSGYLOYUB9wqIRURDKTg9NmxuJxLC1rPJ2TFjzR1aknlMSsxgAASFYeEW4704Kv3RuEVXGveeyaxfjWw+sRSmRUs/wZU2vw1s4B/PjJzbj0uCZV667eU6mbH0FvNhHU+R2q2wwzkXIBwIxkOo8cpWpGoKZyl5pSlufbt5hNKHPZ8PSGbvzhUqZh4nO8qdyFjuEEKKV4u20QZ02rgVUhI3zzMxFgcq1X9V9OZHJY1T6MybXMRcljt6gWgGQ2VxAAbGbE0wW3uu+dzfQNLLVhBh4HleYmryMYz+D4seXq/Yy099Pq/VinxJaEEuzAH0CxAERSksYs4LIilc0zoc8gO9MRwoEoW84EU7a8fIj1AAeotCny0btS2jywYjf+9sYudAYTIMKJonObAlijjJXXYcHsUQGs2xuUfJNFzGz0q6d9a+G0muG2mzEQZdnUXv3OKSCEqMTBaTML7jVyEKORq4aWBDYpGdqMCKnNYoLZxFJh5ihVtaZ614sC8WxR1qdoKouAy1aoW+NOobYxnoHXblGDmhPpHCKpAtkrkFdZcOGkqUw4JVdH4JIs9WmBqFkkoq9tB78nJ2peMWNSgqVt5tfzew4rueAdVrM6BygorGaiWn4l64IgcHGrYyiRURMceAWrizieXGvMBTifw4p4KicIOfIYy9rr4hYA3pZwIguUFfpFL7jorQuSIOayqh4KoQQ7wEs79rweUUufzuVBKdsLJIFLcJnxO61q3KJstbIWEWis6nVcQE1n84YCl2wByKj7hDhuEc08DGkEA25d4AegcWuBNiZGXJ95NsNQgp2jwMe+WAa6w4URJeGEkPMAPA7ADGAP2HHwx4Qz6kiDUjrPqFzZZOYebH17h+M4Z3odbv3oDFzzwGo8s7Fnn9fPb5bPxvnSyWNR7rLhVy+0ShlDAKbxFoNzebrMSDKD3728XT2My6tor7kfsxgEvLEzhOF4GhNrPKpGmhO4HX1RjC536Q7Y4hr6A0W1145zZrDA01HlLrQPxNV0oXV+h5pXnpl4mQnXYTWBEIJp9T6ks3lVy8Dab0Y0lVUCpLIwC/nyB6JphJMZLNsxgG+dybjD6AoXuoJJ5PIUL7X04tPHN4F3m9tuQTCeRmtvBE6rGS6bBTU+B9oHY0ikc6jzMRIqmv2y+TzcNkEro5Rv7Qnj+nMY53BYzWjpjmBBcxmiSnYHQoiaWiyRzqmbQ6XHjuEYszr8Z9VeTFJcaWr8DgxEUuox7lqs3j2E9R0hOK1mNFW4MLXOh1gqKy14DqsZncG4Om4uu0zSxYO3eH/E0jn88PH1atmcpjJUephPbn80hS+dNBYeuwWbu8Iq0WeWiELd3B9/VfswxirB3KKrl+hi4LSakVTci3i/umxmZJQsI2Lg7qcWjsL3H9uIVDaH3nAStUocRbnHhq3dYewejGP17mGcrwQ6ex3MVcdEWLo8Lsi6bYyo7x6M4YTxlYVn5wKA8DwuG9vYHl7F4i6uOWU8AEZSBqIpUBQEANECoN28uKuVuIG4bGbVcif2YbViAQgJGiZCCGp8DvSEk+pGfBQwUsqWY1Zpc8L4Suzsi2FDRxCfWdyMhoATg9EUdg3EMG90GZrKXVg0rhJv7hhArc+B17b1oy+SwldOHYe+cAqJTA4bO0PY0BHCI19ejIff2YtpDT5YTCZQUMwexYLcn93YgwvnNODEXyzFtt4oJtV6VVLvtJpVzbM2QFLymxa0w6LbiOh7rtWm8vJIKoNMjmquNdKmCtr4VBaNArHRugDxtoQSLMbFYmLChegGIbooai0aooZ52MiFQxPE6XMy16BcnllgRDJe1MdcIzDwPmSxDuw5+UFg/Hl4vxhlk9H1t6AZH1Pp0fWVGJTK21idNY6LEK08kvZa0KRrA8CLuTp5HVbYLSZQxd9dZy0wEMQCTit2KbGJRmRcbIuqpU9mmcsmj4twWhEpYgEQyTtXChqlUhWfhxNyv5MpRIyEH0kbXyQLUDipFyx5ud/FrFk8LkT7PkjpS4Ug4PV707o5oQ1gPhIYaS38TWCHfJ1HKX1hhOseCfDNwl/kc14ePPxN0dzYaVWzgqxSDsM6cUIlqjx2PKr4OI+ucOny/F+xuBn3vNWOM6fWYt7oMtwm5ObnMJnkQ5w4+GQTLQDDsbS60HEta4WbxQDwUyY57FYTwskMtnSFMaNB36WxdIFIPn3tCTjvjmVFn1+VnpWXZPG4Cixt7cMJEyrhsVvw9vWnq1rlnz+3FZ9a2ISmcpdK1Kxmlq1H1Ox47Ba0D8bUBUsroPzp1Z0AmIAEMEKazuWwS0njyQQK9gLvGYrjz6+xbEpc4zupxovWnqikaa3zO9EdZBaAdI6qric+Bwv8yeTy6A4m0aCkgByMpfGJv7yNm86fimQmr/Z5mZu5jSQEjTkPtKKUYsWuIfWe5S4r2gZiGIylUOHWCwAf/xOzFDlVVxVGPjuDSTUl5aauEJ7e0I0Txlfhz6+14ZIFjUqfsJOdeaamJeMr1L5t649qbwV+gqToGsMPKvvjqzuwsz+KCYpQZ7OY8L/1XfjuWZOxctcQPjF/lNK/zNUnl6eIpQuLr8Nqxt6huJpGFICUZcTvtOLWj05Xy8vdNkSSWfRGkqhRrCXlLpbbvFUJXufvhcfONntCCuk02Xg60BlMIJbKqT7NZS4rEkoMBbMAsDFe3xHE0xsLp1NzLGguw2V3r8A/rligvmtMWGDC6cbOECoEDeCDK/fg/Fl1mD+6DJ9UrD9Oq1m1Zon3rPDY0NoTQZ9G+Kvx2dETOqoCwDGHkVbajK5w40bFYrkvjK/2FP0snc0jlGCa6nmjjY+h+drp7H05bkw5BmMp5PIexDM5eJV0lVYzIx+SBcAla15F4skzV4nrLVdQsKw+BbLL3YCSmbxhILGsTbVJrg2SS4qBH7xfIdhagYMrbSLJLLx2PUkNJzJoUoSLgKugSReJGm9jKsuSJTiVmCFOpPWCi7EmmQvjomJJ1BrzLC7seVg9JkLUNUSfwUa0aOiJvti3PN2nWI8YF8FdsVThz5DQZ1CnrH1eR8GvXxQYOEnP5PJIK5l3RH93/VgWcQESgoDFGIDCuMla/XAyg3QuLwX1SpmRilizuPuj6DKjnUPhRFb19bdbzLCaTIgre4poudBq6UVXH+6aqXXTCScyquXfo1HwiYKV3G4xCLhwkrbYt17BFetIYaRjAKYD+PcxSv4BZpEAipuLJyi/i5mbDxtu+9hMTK1nLgb3fm4hAOD7507BbR+fgTs+NQcA1OwrHN/60ERcuaQZbT89V9o8PjKrHseNKVdJgtdhNTxZlb9sXz2VaSrdNgvaBmJ4bB0TOFQBwMM0mMF4Wo1YB6AGyO4djqumZBHRVE61InDhJpLM4LwZdWqazie/egIA4JN/XY5UNq+2uUE5Glsk13yh3dwVxg2Pb0I2X3BNsZlNyGTzEvEsc9nQG07h+kdZKkxtD/CXmh8SZbOYsH5vCGfc/rr63Hzj+tOrO9U0nbyN9QEnWnsjeGpDtxoD0FjmxMr2IWzrjbDgUzO3DLBF6eWWXkyu8+oOx1q3N4jPLBqtCjRlSh7mRIYF77I6mPmRa7z4mPIDexLpvBS8qgXvRx5Mu703olpYuCb86vtXYyCaUl237FYTkpk8BiJpVHvtuO+q49S++8eb7bp7MNetJDs0S2nL105j8+sXz7Xi8XVdank0lcO23qgqaM0c5Vf614ykYrLlh9gATEj53D9X4YXNverhcgCbK5+6azkeemevSoCAQkaNvnAKNV6H0ldWpa+YQMMFgNbeCD78+2WICXMWYAHPewbjiAjWLIvZhAnVHmzrZcIff55ih2/xDWvFriG1fWYTgc3C+vauN9rwuRPGAIC6ebT1x6TYBY+jkJJRHGe+yfSECi5hAFDjcxztOICRUrYcs0qbkYDNYjK02hmBu6po3wuurdTGABgFtsrnAGQFssuIWiRVSNPLrmeEVJ+pRtawau8ZShSIsWgxEF1SAkrgqFiHqE3V+l4buTSJgcfRZEbIPMTaKAZwsvICUTNst5BhSEukvaoCgK3NeYVMqtcrBE7nXpTICO4hBr7kUqBuQUsflVyAWD0iYbSaTbCZTYinc5Lrkqh1FwUXOR2rlqRnJfeVQhuzur4yFAAMzgEotCVbiIvQuNhEklkNARYFGv1c1lojCuVZ+Z5JeYy51SGqzmWb2q+Fsysych8mxbksjzEXNvk7yJ9HKyzwDEuSRUOXHUicb+/tIOAoAL0D+7EDfvrVmYQQ6dkJIV4ASwDEASw/0g0TMbnWh6+eOh5jKt2wW8w4UXE9uGThKKz8/ulq6sdrT5+A0RVuXcaXxjIn/v2lRXj8K0vw7y8ej4aAE1PrfOrk5ugcTsBpNeNLJzNff74IcQ02Dzvw2q3Y2hPBt/+zHmWiBcBiQjqbR2cwgXq/E1rElZP1+LUA8NSGbjy9sRuLxjFN8vQGJvTwuAe++LhsFiQyzB2Jm1i1cAvxBdv6Irjkr8vRGUyo96pQDklatn1A+h43IYYSGZw4oVIijRs7C54G80aX45RJVer/3PrCCWKV1447Xt7Ocr4rhKyxzInPnzAGP3lqC9K5PKyCBSCczGAwlja0lrzdNoglyjgDTNgZjqXVmANWZkVLdxjfengdACYAAkwQWbN7GG39UVU4MQIXADx2vlEVTs09e3qdFMzrEsYtlc1h9Z4hLGguV+fa3CZjbWVjmROdwwkpOPjMabUSYefklfvK7xmKK9l7xIxEijlVGHseFPv0xm7pULCrloxR0+ByVx+Azec3dwzgsbWdqqWjwm1nAoBy74wmvuGN7f3qtQAwutyN3UMxnTtbldeBnlASwXhGfZ5ZowLq5z//+AypHQDw59d2qn8DbP4OxlLIU6oGXfN3tDecxPq9QVWArPc7Vc1tMpNTT17mm0Z/JIVqb6HdtUdfABgpZcsxq7Q50uAn7YpEEiiQY1FjrgsO5iTQrvXhloOARQIDFJIaiNc6FG16SrFeSP7UCUEzrnFt4AGSWuE1pLknJ+lS5h0xkFiwUJQVyeLCnjMrEeZi9xSJ2r6DYwUCl0gjkmTZyHgGOV43z6QDMAHPxgWapNYCoPf15wIXt4B4BEtCMC4nbmDXWwpaeoHQizEaonAhuXm5Cm0xHAdOajUWJFGg2V8QMBeiYukcHBaTKlhyy0BYN69YAg7xnvsKPOauPtrn1wp5hT5n9+T7nsduQSqbV92HParAKZw7kUhr7snnlThn9fc0C65O4jwsZnE6GjEAIy0AvAxg0QjXOWJQjqZ/AUAzgK9oPv4x2AmT91FKY0e4aTp856xJKvHjL3CF245qnwOfWDCq6PdOmliFc6Yzbe7kWh+OG8uI9k0fmYZVN3xIve68GXV4tbVfJiTKYsO1onElQ4PDVsjrH3ALFgAr8w8PxQsvlAgxwJYQgsm1Xlz/6EYAgEUhkoQQ3fcAwGU3I5bKYe3e4aJkky+8ANTF58n1XSrx5FpsvuidNJGR+TU//BCWjK9AMJ6WSB3PGDS20o0/XMo8Ao4fW4F3fnCGmmrzmWtPVO8rau7GVBVcUs6bWYdwkqV+LFgA2KYWUw5P0aI3nJJIbbnL2AUIAF5t7cfcpgDmKP0ytc6HrlASdy/bJQUAv/7dU9FY5lTJPK9nQo0HW3siUt0ApL4oCAAs0DsUz6gCFcCCZI3QWObCnqE47nmrXQ2gBiC5jvGsTdyPvqU7jDKXTZ0LDqsJL27pxSm/elVawM+aVqNmBBLb0iy4udT5ZRLMT5SuDxQsAMPxtOp/zwW0X108Cwuby3HL0y2Y1lA4j6Cpwom9QwldSttKjw1f+dcatA3EVKHrT5cVvEhEVyyzqdAP4vs2s9GPE36+FHaLSX12vrn//pUdCCezqgWgLuBAbyiF5uueRjSVVcfNa7fg9W396AolJKJT62cxAEcRI6VsWQ4gAWCJ8j2xHhNYILF4v/cteFYRLbEpuIcUyJ6YCjOU0GqYDfymHXoXBkCxPCkERlzjOTnWadLjjJCJ2eUKhL4Q4wQUtMbae3IiJD6P7AJUEAz8roJbi9aFQ7QAaPtKR9SUJAB68qrPAlTmsiEYyzBiKPaJ4KYjrqX8nlK7BfcVdmaATNJ5Kmb+/otCh7iGeB3MRUt3gJmB4MKFvH26rzhEwVLRpMcL42O3mGExEyQUBU0hsLVIGlCuMdeMMZ9vYr+KbQknigS0i1YuxeVMzFKk1p3MSinOxecRhVPRLUwrQBvFuRhZkArX8/lTeB5uuZGDgAtnV8jB20c+BmCkBYD/AzCOEHIDKcbsjj6uAdAH4A5CyOOEkNsIIa8A+CaYFukHR7V1BrCYTWj/2Xk6H3Yj3HvVQsxo1GuYxcXkqiVj8OVTxmHXYEyVeAGZUAMs8wgAiSSKFgCv3YrO4QSG4mnDzDO3PN0i1SmeYyCauozcVlw2M9btDeKeN9vV9J1aUMGp5z7FbQqA5F7DA0sB5hrFYTWb8ODKvViqnOgKQE1V2R9NSd9zKgGb/OAojiqBsHM3D4AJUuv3BrGhI6Q+f8BpxRvbB7CqfVgikm9ed5pQR0FLzo9iT2bykuaeY89QIRZErM8u9KXdyiw0qWwe2289R50/sxoD+NOrOxFNZaVxE99YvpnwIOBYWnaNKROyM4ntaihzoqWHZaASA4ftwjw4WxFQeRzE1x5cK6UaFdsknnPxl8vn4yrFVUbse/G0ZbFdPLsCAPWcgjKXDQPRNNbuGcYZU2rUcwccVhNWKoevuazCAq64KURS8sYrCiDcnCyPQ+F5xYP8xKxY/DnF59W+g1yYtVvMkoWGXzdamXdbusKSZrDOzywxRwvvRtlCCJlMCJEy8lBKowDuU66/SVPPV5X6n6eUto1g849JcC2rqB0FClpjkWByYqO6cLhkDbPW15+Tbi2B4W4jWsLDs9FoLQMmE8uEI2bv4lrjYoKLkaY2ksxKfupum1m1IMgBlez9zOTySOcKMVQ8n74o/Gjv6XPqybtWKIoIRLrgdsSEDp4BSKxb6wKk3jMuu2iJ/t5GZyaIApTYbvHZAcDjsCKSyiqEWYnbUFw8c8opzeLptpEkc18RXch8wthrhSVGdrN6spuQx55rtcVMOLxfwxoBRXqeRIF0i20ZjqfVtZz7+mstNPuzIBkKlomsvm+VoG5J4FTmD49FcwrCRbE5W0wwCCbSGusPE/LyeSoJS++5GABCyN/FH7ADXjaDLfA7CSGPaq9Rfv42Eo1/N1A2pvkA7gFwHIBvAxgH4HcAjqeUDh6tth0pWM0sz346m5cCHgFgliI8XHvaeNVNxyEJAIXJXeNzYGX7ENbuCepywXOIB12dMKHg4iJqwc+cxlJlfufMibrP2wZiqPQWFtk3vldI9/39c6aofy8QsiKJ5IsfmKQFJ1BcyAGguqmIrjFA4fTYZCYvEWzuSuR3WiXhzCWkXrRZWDmv74UtvRJhLhc2kAqB1Ja5rNjRF0E6l1eDlIkmi5GIy48fDQCSgGIzmxBLZWEiMrHkFpVdgvZaWz9flOxKQO4vn29FMfHzpx8ruLvU+Oxq4Bx3swEKZxyIuPqkcWpuexGiZYVo7srJtJgFq9wju6VxNJXr41KsZhNGlTvx1IZuzGr0q8KizWw8f912C4KJDHJ5KtVdLmj4+diK4y4KodMEly/xafjJx6Kg1FzhwsIxhWcT51Uqq0/HWuW144TxlWgbiEmb3ZhKN3YJueWPEg5W2dKi/GjxfeX6bxFCXlbqeRxsze6DXsB4X4IRnrQBGefabmOyG04UyDh3vYgolkiLZKHM6usWXICM7mlEeAaiKcTTOVljXoSoBeOy33ShLbJ2WAx6Ff3DuQsQd9FT/deVa/kBlVKfxPVt4ZraoFZ7nWQBnyklOJZdy55nOJ7WWEVYjJboSsLvGUykJbcR8QRebZrJiKK95mMGKIqIuH6MfaIFQGm3ycT2dz4nCvEfVlUbb0TodeOgEFUteS+4BhUEA5aNLY9wgmVSk7TxqvVDrxkfjqel9ZvHuQ3F0ureaDYRuG2WgpDLhT9l/ujJeGGeGLkABeOyYBBQ56Hoj28R+sQmx0Ukjdzw9HEH6ripFpBCDJnLZmbJMoR5JWboOlI41CxAV+zjs2blxwgUwOcO8d7vGpTSvQCuPFr3P5r41xeOw7R6PzKKg7+oNQSgpr3cJWQbEsmjX1iUxKBDu4EWH4CUheRXF83Co2s6cfzYcpw7o0DMeTDrpceNVsvE/OWiOwX3zz5pYhUWCz7zIjkTyZyWQGqvueG8ghBx4ZwG/PX1NmzpDksvsdlEQCnLve+QSCDrC62tSxRuuDuVWJ+oKeZWmSsWN0t1nDChCjc9yU5y1sZ4GGHhmHLct3y3KizwumPpnC72w68RbjjEu/DxdAqHdQ1qhI7LjmvC2dNrceKEKrVMFG4S6QJhPWVSFTZ3hVXSy59r+U69vD1aIO7iQg0UhAqbMA4+hxU3nDdFZ3EabRCYDgA///hMXHrXCmmOifWJ4+mxW9DWF1UzY3CMEyxE/J7ivcX52BBw4qNzGrBq9xCuVCwYAPCVU8fj1y9uk874IITg7Gm1WKnExPAzFgB2nkeZ2ybFOQDM6pHO5iViMKbSraaJPYqoAVMIBQBcAOAjYMG6dwC4iVI6fID1iEE8pyk/HJ2KUud9j4DLWPvIM+eIGnOAnZQaSiinvSvvfLnbhsFYWnLrAIwDJ4GCC1AokZGyGYlEVSTYAacNe4fiUoBkmeKmU1zDrH+ecFLv78619MNC5h2e2rM3nNJbKBIZDMfS0lkyfoVgGpFgNYhTcF3i7hvi+88DR4MGwkVPOIlsPi+R90KQdoEwMxLILCMpiQQK1hIDC4C2Tzx2QSjSudJkNZmRCmNp5BpTTBALJTKYVOPd5/Xc4rRnKF60bq/GAhCMZxBP5yRLLZ+HQ7E0ygR3Y+4CFU3J+fSLWQC29kSk4F3et/z5RZdUbkUaihfmivw+yMIc61e90MHbMrHGI10fjMuCJW/73uGE5BInnoJ9pHCoAsCY/V9y7IAQYgXTSs0GMAfAVABWAF+glN59FJt2xMAPguIBmNo8/Zywnqfk49dCtACImlqR8LT/7Dw0X/c0/vfVJZipHCgFFIgsT8nGwQ9wEhfqSo8d93/uOHz6bytQKWgIOFHTamzF+kQLAH9O0UUIKBAr7UFl4lkDRhAFHb5wCR4erE574WAoTtbEjdktnI7MNbwmjRQxvtqjpMOUtb6vfucUnPKrV3Xt4hqXvcMFwY33ldiv+3oesQk1PrtSVijM5OW23PrRGdBCFH5EAvrdsybjG2dM1IljfOz/eVVhfCzC2IoEGGAHtBnB69AvZdwCcMHseql8cq0PY6vcOF9wCZMEAOFaj72QfUfEKZOqseqGM3DFP1ZK5Y9/ZQku/MOb0hwEgN9cMltXB38ftGPMn+XGD0/F+OpCH043CB4HChaEWcK75rSZceelB53ZcsRACLkAwCMAkgDuB0sOcT7YwV71RuSfUrovSXc3mNVWi45Dbux7BDzjjd61gZFxIwsAJzHc59lls8BmNmHvsJaoFSGHDiv6IqmiJH0opiHBLivaB+NStjieHlSvHS0QuLGCoogH/Gpjy3wOK3pCSeQpVQkzIQR+lxVt/VFpnePa1CEDN52uYLKoq4ZY7rCaYbeY0TGckMh4mfI8w7GMtB/6nBa09jJrhLjvicKFT0MaO4MJSbio8jiUjHt6whiMZ3TlahCwQawDi3XKqr7+RhmdCv1t7NYS3IfgNhhNSe6XPqcVu4diunlVcF0S5qbLhq5QGOFEBnOaAlIdYcUyICr+/E52GJjLalb3TPY+pDEUS8ljv4/n4QJxQDMPh+MZ5VTngjtOJJnVEXfRBUjrQmY4rxQhZSiWlq3GTht2D8YMx+FI4pAEAErp7pFqyBGCG8Bvlb97AfQAKB5R+z4GJ+wWDcHKKSTv7CKuM2UaMvniN0/Ch37zus4FqP1n5xW9d7kmV/2oMmNNLffDF4NjOTI5YyKoBdcYi1pqoKCtFd02AEgmZxGTa73Y2hORLADFYDObcMaUGvz18nkqyTMpMRgsz7L+taO6JKV6YggwrfYZU6px00emSeV8HJeMK1hFeKD1vk5eFgUdLoTsuu1c3fOfOKESPzxv/znP+fN+7bTxujmk9W8HgF9ePAsvbenFSYJ7GAAsbC7HyvYhnWDEzyPQQiuEAVBP7rzxw3K7y902vPLtU6Qycf6Krmouu7EgCLB5+dTXTpTKuEuVNs1rMZwxpQYvtfRKZWLKxgMBnztH8dRfCYQQH4C7AOQAnEIpXaWU/xDAKwAuIoR8klL60EFU204pvWnEG/seAtcmhhJ6l4zheNqQBPZHUsjm89I6V+W1Y0dfVCLX3iIWgHI3O2fCyGUmqJAmSVPrtGL3YEyjYRWIl4FWW6vt5gG8/HRwsbx9MIZKj11anwJOdg6KSEZ53MFwLC1bLpzstGIjAaAnlITZRKR3t9xtQ2tvRGqH+OwBrXtRgvmqi0orfr3OlcbJzjAQx6zSa0N/RJ9ym9fdH0lJ2cZ4ut+Ipu4Kjx3tgzG4bQVLjNtmRjqXx2AsZUjSQ4mM9JxMox/DYDQlPY/PYcFAlB1kJ94z4GQn3Erzx2XDUEwv/HDhb1A7xoofPDtzSH7+HX1RSenodbDDKHvDKVR65XnC57I49hVuGwajKQPLAItlZHFWbOx5Otq9Q3GdYKm6AGnGklsdtO/gUIwFb+ssAENxXR3v6TSghJCLCSGvEELqi3zeoPhwfmwk73sQiAM4F0wDVQvg70epHUcdojlThBGRAgquMtrruVmvmAuQFutvPFM9rInjO2dNwoabztRdW6281GLAJcCywfDgTRFc6BiIFFxVjEg0ACxt7QegJ01fPXWC4fWfP3EsAFk7zUE1nUYIwd2fna9z3blTOc/BbdcTO+1JuxxaDTire4FKbjl4XvszBJ96PsY/uUAWFgBggrIwivVzsm0Uvz9vdJlO+NsXGsuMA7e1OHdGHW6/ZLbung9fvQh3fWY+7vjUbKn8q6dOwJ8/rddsG3Wfw2rGzRdMkzbpYrAomXp23HqOml0JKAS9F0tFq8WoMhc+tXCUYfyBEf56+Ty8ff1pUhnf+I8VQv8ucBGAKgAPcfIPAJTSJIAblH+/fDQa9l6GmAteJBNVXjv6IyldakK/04K9ikuG+H5VeZgAoPP3NtCaVngUlyENsSlz2dAXSSGdy0tW5IDTivbBmLRPWM0muKxmdGisDsWCOHmAcX8kJQX7+51WtA/EdBbNMpcNbf0xaX2q8toxEE1hSAgm3dc9jdxXACYAbOuNSNpoHuzcGUzKFgBFgzsQlQ/l8ysa5mEDAai1J6rucwCz0FjNJnQMJwyFJW3d/OBJrY99jSLkiWNGCFFJunhtudtW1EVrKJbGQDStEcSs2DXAiLG4xwVcNnW+iWVBRTg1Cowe1NTNXWOsZiLFHnIBQCT6PNahrT+KSp0FQK+9r/bZBeFKFtB2DUR13CbgsrF7iu1zFuIFjCwD2neTvw8+h0WK5/IrfSjek7uWafnE4cShugBp8XkAAUppl9GHlNJOQohfue7REb73fkEpTQN49kjf91jF0u+corp6cPz9igVqSk0R586owy1Pt0gvDlDQUhYLAtbCb0CkrGaToXbYYjZhxfdP18Up/OXy+UXr/+VFM3HmtILmOZkx1hgPRFnWGa0FYNG4CkPrRTFC11TukmIh9gUe8GqUqz9TRABwHKAmuT5QnHCLAbMcz3z9RJgIKZqGVcTDX1qEafW+/V4ngh9tfygwChCu9Ttwtl/vnpYvsmh+ZlHzAd2LzxOtgGc2EbTecrbOElEMbrsFt31s5gFdC7BNTJvlimfxGjsCfXiUwCWa5ww+ex1MEbOYEGKnlKYMrjFCgBByFYBasMPBVlNKj+p5LUca3J2g3+DU595wUnEzkImQViMLFCwAzZVyrE1EId2iFbFcOTcjlMhIdZe5bNjQGZICJAFGYjZ2hnRpggNuRngWjikI18yikUYoYdOR8ZbuMFLZvBxo6bBiZ39MpxDyu6xoG4hiobDO1frYgYR1fqdE0ovFHficVrT2RnR9VemxoaU7rFNoBJw2tA/GcKJgLeQxA+FERicArNsbhM9hlUhtpceOlu6wdO4IUBgfMZufOvY6AcCBZzclEBJy1QOM7G7sDOkOmStz27B7MI5qYd+vcNsxGE3r3IvYvEoxVx+PPPYbO0O6U+f9Tiva+mPSvLJZTHDazNjZH8VswXIRUHz6BzTWhTq/E89u6tYpm/xOK7b3RSRhibXdhm29UZwjxBQW4ghSOqGwJ5xETAhQBxhJ3zUY1wmWAZcV2/uiUvyD32lFLJXFkMaKUuayYjimD9BnRF8vtAZcVqzdE5Ri4uwWM2xmk3SOxOHGSKcBnQFg1X6ueQfAge+QJRw2jKl063zgR5W7DNOIlrttmDe6TPKVBgoE2nyYsr5qF8f94eL5o6QXcEaj31B769bkxt8f5jQF8JMLp+vKn//GSbhX8F/fF/hGaUQmtQdSAcAfL5uLP1x2YH7cs0cFDAWX/1y9yDBnv9Vs0qWVbQg4DbPhLBxTbmi1KIaWm8+WMtkcCRyq1mRf88xuMRsKqIcLLpsFO396rnoy+HsQk5TfusO5KKVZALvAlE9jD6LOWQD+BuBWAHcCeJsQso4Qog9EeZ/Ca7cgncujfTAuzVfuBjJs4I5jpNWu8tqxqSskaTatZnYi8fq9QUkpVKGcMt4bTsrlHhu290Z0a2vAxYixTpNuUM4P4BqIpiQ//Vq/Axs7Q6j0yMJFtZcRZi3xDDit2NknxwC47RbYLSa0DUR1MQDD8bRCsuSsNFptL8D2vQ0dIZ3FNeBi1ghRg8tPZNdqzP0uGzZ36YWICo8NW4wEAI8dLT1h6Xm8dgsSmRy6Q0mZMAccaOmOwGk1S65L1V4H1u8NquefqM/jsmHXgDwONosJbrtFN1dqfA60D8aQzVPJytNY5sS6vUG9IKaQdK3QUe62YUtXWDqjJeC0YTCaVjLuFeqpDziwqTMsuXPxurUuQLzubRoXrQqPDQPRFNoH4pLirtrrwM6+qJQCFWBzdle/PE943dt7I1J/m0ws2Hlnf0y6vsprR380ZWjRMBQAnEywrNMo7tgBoEcuDmCkd7VysLRs+8IggMr9XHPMgxCy2ugHwOT9fvk9CIfVjEe+vFhXTgjBnz89z/AgsGMBV588Dmtv1LsXPf/Nk7Dy+6cfkAYcYBskT7UpwmkzG56BULweoua/F5E2iGk4d0adenjZu8WC5vIDfsY7L52D5d8//ZDuBxwd15UTJlThjCl6i8GBornSvc+4lSONAznzg+MIWowPFFyDECryOS8PHGB9t4MdHFYFwAtgAYD/ggkFrxBCGg6kkvf6mk0IQWOZEzv6ohKZqvbasbM/JvkwAwXN82jhjBKAkZVIMotxVbKFaXSFC32aE6XL3TZ0BhPMjUdQFjVXurG1J6IjTT6nFclMXmeRbKpwY0dfFNUC2TUrLhx7hxKSFawx4ERbf0xy9wCAxnIXOoMJiZABjHiHk1md1rjO70RvOCXFmFV67NjeF0WtzyFZ+3iQqdaaW+GxI5TI6Mi732nFoCYAusZrR18kBZdd3hOqvXZ0h5K6db/aa8eeIVkbDwBVPjt2D8alwGieBrU/IvvM1/mdOrcgXvdwPKMTXGr8DmzoCErppwFG6rf2RCQhr8bnQDDOLD/iHjKq3IWhWFonLHFXpypNeZnLhu19UWlOlHts6A4lEXDJKbTrA06EEhm9BcBlxUA0Lc1NoOCiVqER/lw2FmDdINyzymtHVyipE079LuZyZiRctA/GdfOwUnGhE7PMVXrZmLk1Y89T3RpZAPIUaNAIaNeePl5KEnK4MdICwAAKR7MXwwSwVHAlvE9w9vTaAyaZxwoay1zSZnSksP3Wcw2DmotltzmSqPY59pkx6FjGmEo37v5scdew9zO+eNJYfPesSfu/8CBACGknhNCD+Ll/RBsggFL6bUrpW5TSAUpplFK6ilJ6MViWoUoA3zlc9z7WwIlbtcbFBICOvI5T4nzELCtA4RA9MUASgErC6wRSwi28WteLcYp7mlbDzONXtELHHMX9o1EjGHDNsqg04N/VEjXe3gk1skWTZ1oT3SmAQlYz0e2UCw9a0s3r0LaPC0mjNC6gnMyK9XCBQruG1iv9qhUi+HNqSW2N8r82jW82xyR9iWAqVgxtX3FhQ2v9nVrnQ57qx55rypvKC+OmtfZz8OfQjj0nyuM0dXNCO1EYt4JFQeYNfA5qBRTePu09+fVNmpTP3JItPgMXErRuz3zOTtdYXCfXsv+1+zUfc1Gg4ecp5TSuvPy7DQGXYbnW/fOSBU3SeUCHGyMdA/AmgI8QQiZTSrdqPySETAHLB/3ku70BIaQdgF4VWxwPUEo//W7vVwyU0nlG5YpG6ejl3yvhPYkDzWpUQglazGkqkwKXRwg7wVJ4HijEuC+u4TfOW1ooDx5km7T4M4CPAzjpQC5+P6zZTNkiB+rzv7UEc4aSNnaBJgaIE3ytBWC8mhhAPhzwM4tG6wi9mCtfxLR6H8pcVvUQSQ7uEqglajMa/ToLKidt2uD9afU+LGwu12UM+/DMOvRHUzoBwEiZwftKG/vFCf6icXLd/Dm0MWAXz2/EY2s7dWdyAPoU1by/x2v6+zjlPJxTJslW3tEVLjitZt3z+51WnSDGn2espm4uPCzWPA8f4ymavpre4Mezm3oMSb/WZZU/sza2bIpyTzEFKgAMKS4tRpbyuOaASC7QNGr6m8cPaF1L+TlD2nGo8NgwFJfPreECmtZqxfvqdI0FedYo9v5oz5M5dVI12gdjkuWCEIL/XL1It483K++NNobuxAmVmN7gO/punpTSEfsBM81mwCwB1wKYCJZ6cyKAryvlGQDHHcI9Xgaw9SB+frGPum4CO5Ts8yPYB6vnzp1LSyjhQPHRPyyj977dfrSbUUIJdO7cuRQswPZQ1sD7lXX1UwafWQDElH3Afoj3maXcZ+sh1vOeX7N39UdpKJHWlefzecOy/kjSsDyeyh7wPZ/d2G1YTzHkcvq25HLG9xyKpmgslTnguo0wGE3RHX0RXXlbf5T2hhNSWT6fpy9t6THsr2BM36/ZXJ6+sa1fV76ibZBu79Xfc0dfhGayuQNqdz6fN2xHbzhBo0l9n6zcNUgjBuWJtL5fY6kMfWD5bsN7JjP661/a0kOX7xzQlRvdL5/P071DMV359t4IfXZjt678ukc20NueaTFso9HzGyGdzdGhaEpX3htK0EGD8u29EcO2GyGWytD/++96w88OtH2UUrpuzzDNGsz9kcKhrNmEjrADKSHkCwD+AMDIkSkH4Bp6jBy6RQi5CcCPMIIHgRFCBp1OZ/mUKVP2f3EJJZRQwjGElpYWJBKJIUppxf6vNoaSredvAO6llH5W89lpYEqc1ymlJx9KWwkhXwKzAjxLKT33EOoprdkllFDCexKHsmaPuAAAqK4+1wA4DizQKwhgOYA/UUpbRvyG7xKHSQDYBcAHoH0k6iuhhBJKOIJoBhCmlL7rU96Vg8B2gq2DS2jhIDAH2EFgi8CsAw8J33EBaAIQp5TuEcpnAmihlEqpMZTyVwBUALiMUvqvQ2hvac0uoYQS3qtoxrtcs0c6BgAAoJD8rx2Ouo91HMrGWUIJJZTwXgelNKxYgv8L4FVCyEMAhgB8BCxF6H8B/FvztYUAlgJ4DcApQvm3AJxPCHkDwF4AKbCsPWeDWZnvAvDgIba3tGaXUEIJHzgcFgHgWAYh5DoU0r7NVn5fSQg5Qfl72bHiolRCCSWU8F4EpfRxQsjJAH4AFqjrALADjNDfQQ/c9Pw4mHZ+JtgBYw6wVNLPAriLUvq/EW56CSWUUMIHAofFBehYBiHkVQD78j39J6X0iiPTmhJKKKGEEkoooYQSSjiy+CAKABeBCQCzwbJIeHGYUoWWUEIJJZRQQgkllFDCsYYPnAsQgBvAiH8UQAfeI6dAllBCCSWUUEIJJZRQwkjggygAfBOM+O8AswQsHcnKSxklSiihhPcwmnGIWYBEEEIaAdwMFrRbAaAbzK//x5TS4QOs41Xs223TSSk9mEPLtPWX1uwSSijhvYpmHEtZgI5lUEpVwk80J9yNEHxKTuny/V9aQgkllHDsQMkpPSJ1EULGAXgLQDWAJ8AOZlwIdijk2YSQJZTSwYOo8sdFyrNFyg8UpTW7hBJKeE/iUNbsD5wAcATQPmXKlPLVq1cf7XaUUEIJJRwU5s2bhzVr1rSPUHV/BCP/11JKf88LCSG3g1libwVw9YFWRim9aYTapUVpzS6hhBLekziUNbskALxLEEKK7RalmIISSijhAw1F+38mmFvNHzQf/wjAFwFcTgj5NqU0doSbV0IJJZTwgUdJACihhBJKKGGkcary+wVKaV78gFIaIYS8CSYgHA/g5QOpkBByCYAxANIAWgC8QilNjVyTSyihhBI+ODisAgAhxAJgCgAngHZKad/hvN+RBKV0nlG5YhmYe4SbU0IJJZRwLGGS8ntbkc+3gwkAE3GAAgCAhzT/9xFCvkIp/e+BfLlktS2hhBJKKMB0qBUQQsYTQs4lhJiFMkIIuRHAAIB1AN4G0E0IeVExDZdwDGBnfxSx1KHGz5VwqLj9hVYs2z5wtJtRQgkjCb/yO1Tkc14eOIC6ngBwPoBGMGXSZAC3Kd/9NyHk7HfdyhJKKOGoIJenyOc/WOdQHWs4ZAEAwC0A7qSU5oSy34P5eXoAtAFYDSAM4HQAbxBCakfgviUcIk7/9Wv47UvFFHQlHCnc8coO/OX1nUe7GUcN8XQWuQ/wRlDaBPcNSulvKKVPUUo7KaVJSmkrpfT7AL4NtofddoD1zDP6ActO9J5AbziJbb0RXfkjqzuwfm9QV/7WzgGksjmpbCiWxt+X7YL2ENDuUALPberW1dExHMdAVO9pdcPjG7GiTU7ilMtTLG/TJ3ZKZnJ4Y3u/rnx7b8Tw+qWtfdjUqZcd2/qjunZTShGKZ3TXrtsbxBPrOnXlj6/txOrdcgbaTC6Pr/xrDSJJuZ58nuLBlXt069NwLI1v/nudru5fPLcVj6/V3/Pvy3ahN6zPVLtnMK4r6w4lsHr3kK586dY+XbsB4NcvtBqO/UtbenVrS1cwgY/+8U3dtX2RJN7eqR+H7z+2EX812Jv+/c4ehBJyX0WSGcN59eiaDnzvv+t1dXzyr2/jK/9aY9juvUNyv+TzFM9v7tGNw57BuOEYv76tH0u36h1O/rViD9bu0ffhirZBXd19kSQm3vCsrjwYT2OdQX9TSpHN5XXlv36hFd2hhO5ao/l9pDESAsACAG/wfxQN/5fB8uzPpZROoJQuBFAD4KcAasEO4yrhGIBRKtTVu4cOGylZ3jZ4TBCevkgSj63tOGz1p7I53UJ4tNBnsPEcS5h64/P4xfPvGQ72rmE0H57b1IOx33/mKLTmsIPvbv4in/Py4CHc426wFKCzCSHeQ6jnPYObn9yCM3/zuq782/9Zj289vE4qax+I4dK7VuClLTIRenPHAG5+ags6gzIp+e2L23H1/Wt08/SEny/FtQ+ulcpS2RzuX74Hj66Ryddr2/rwyb8u15Gs5zf34PK/rdSR4M/fuwqf/OtyqYxSiiv/8Q5ueXqLVL53KI7Tfv0a3tBYS1/c0otZN7+gW+e+8dBafP2hddDiG/9ehx88tlEq2zUQw9MbunXk/Y0dA7j+0Y1o649K5f98ux2Pre1EVGNB/+OrO3HHy9ulsqFYGjc/tQX/WbVXKn9r5wBO+uVSnWB039u78fE/vY10ViaTn793FT7+p7d0z/P7V3bgZ8/K62fHcByfv3cV3tYIV8u2D2DtnqDueW57Zis+dddy3dj/a8Ue/OPNdqksFM/g/x7ZiP+ulvfPV1v7cfNTW9DSLQuo9y3fjYdXdej2/Xfah7FshzyW6Wwen793la4P324bxJfuW60TOP+zei++/tA6nSfDt/+zHlfe845URinF9x/biFuebpHKdw3EcMlfl+Plll6p/PVtA0hn89jSFZbKr390Iy78w5u6vrroz2/ji/fJXoZ94SR+/8oO/HeV3FfL24bw4d8vMxTcjiRGQgCoAyC+Nacpv6+mlG7ghZTSNKX0BgDLAHx4BO5bwgjA77Tqyj7+p7exykDTYITm6542lIaL4ZN/XY51HQd+/eHC6vZh/G3ZrgO+/ufPbUUindv/hQom3fAcHlwpL/h/WLoDuwaME54czJkUv3lxG27VbI7FsKMvioU/PTAX67d3DuLyv6044HZ0BhNovu7pA75+X9jZF93/RftANJXF0xv02ssDRT5PD2oevxuMuf4ZvL5N3uy3dIeLXK2HkXbpGEar8ntikc8nKL/ftQlSOfyLsw33u63nvYTtfexxRY0811oPRNPSte+0My3ya9tkAaBjmBH/9XtlDSQXCLpCBSLN17zNGhK0rYe9r3s0mtpu5btr9gSl8teUea+1XnAtcjJTWFt3K1rxZEae76sUrfiKXTIJXK0IG1oyabcwr2RRqz8cY30US8uEkRPijRqt7GqlD7dr1qcVbay8XVjP+fsZ1GjGdyp1a+vg/a8lmHwctG3xOVjIpmjR4QJIv8ZCw8frrZ1yn6zYxdqtHZ825Tl2CxYJrQDCsU2Zg5u75PbxvW2NRvgzKXtbqzD2caX/7RaZgu4ZYnUMxuS5zO+1SXNP3rctmnWUa+0zwprJ34/huFw3tzYsbZXXZm4R6RiW5zif8z2CwBlLZbF69zBWtcuWG96vLT1y+/i6r30fHly5x9DadrgwEgJAEoBD+L9C+V2MSawAswIcFRBCLiSE3EMIuQfAdUrxIl5GCPnV0WrbkQR/QSwmYlh+INprvvj86IlNuut7w0lc/GdZW8EXFG3VuTxVFwQRW7rC+Pw/39GVdwzHdWbtYkhn8/j3O3t05T3hJPoj+hftrtfb8I2H1urK//TqzoMmiD0as98vn2/FQwZtAQAj+v+DxzYaEuzfvbwd/1l9YNYLI3NvMbzTPqTTrgFMg/XI6g7dGJ32q1cPuO79wcgoNKzZBLpDiaLj/uiaDp05eWtPGJ/489u6a3N5imhKdjtasWsIF/7BuK+0Wr594T+r9uKVrb26cn6vSFKuK2Ew7wFgU2dI6m9KKcb/4Fn88612iSwdw+AHLp5JCJH2GUVbvwRAHMBy7RcPFISQSQDKwISA930QTS5P0T4Qx+Rar0Q89w4lMKnGi2QmJ82Z/mgKC5vL0dorE8/OYByVHjs2dAbVMkopWrrDaCxzSm4pPeEkRpU7kc3lJZePlu4wZjT40RuRte4DkTS8Dgt2Dcj3bO2JYHKtVxIY0tk8osksmitcksvH9r4oJtd6dRaKbb1RjKl0qwKM+pyRFCo9NlX44M/TMRxHU7kLbf2FvuoMJjC51oueUFIiuP2RFMZWutE+IJO9zmASVV67jqgNRFOo9TnQJzx/dyiJer8DiXROWjM6huMYXeHCDo0AsHc4jvHVHp0QtWeIlW8RyG4uTxFJZlHrc6A7WLhn+0AMDQEnuoMJaQ/eOxRHnd+B1h75nu2DMSxsLpf2JkopdvZFMaPBL7WlM5hAtdeOwWha0t5v742i3i+3g/dJldeOvRrC3BNKYlq9T3r+nlASjWVOhBIZaRx29sdQ7bXrLEX9kRTq/A7d2HcFk6j1OaS5wuscU+mWxp6Pg3bf74+kUOG26dyOuoIJTKzx6OZhZzCBKXU+tPZEpLKxlW5kclQa+4FoCpUeO3pC+uexW0yqgMBxx8vbkSoieB0OjIQAsBHyMe2cmTQUub4BxQPDjgRmA/is8nOWUjZWKLvo6DTryIJrQLRaFv5yxA+AZHDNyvqOEMIJmcg8sqYD77QPS4sSl2y1hOo3L27D1Buf19W/vG0QL7X0GZqk/76sXSr72bNb0Xzd0zof1mc3deP/HpHNvQDb2AY0CxsAPLe5B4+v65LK+Kb6vUf0foxG4GTPbdcn2frLa20HVMfO/igeWGEsLABAmcsm/T8cS+P2F7dJfZXN5VXCqdUeP7K6Q2fyDLiYNWhIQ7xveWoLvv2f9fjJU7LVodhC9bE/vqnTAgHM/Kz1seXX5Q0Ezjk/eVHyhV102ys4//fLdJqnYljRNoSV7Xpf2lufbsH0Hz2PHz6xSS3jcrBWaI0kM5j+o+dx1+vyuD2zsRvPbtRbHG58YjOuumeVrnwwxuY+hfycW3v0/tyJdA4f/v0yPCHMw4TyPv7of5vxisa39U+v7sT8W16Sxj4YT2PRbQeaXGfkQSndCeAFsGPqv6L5+MdgGvv7xDMACCGTCSFSRh5CyBhCiO6EXkJIFYB/KP8+RCl932czGIyl4HVYMLFGJtJ7huIYVe5Cjc+B3nCB3AxG05hU68WAhvB0DCdw3Jhy9AnXxtI5xNJZLGgulwhcdyiBOr8TjWUuSRPaE05i9qiAVAfA1vgpdT4MROQ1pC+SwtR6HwYFK8VQLI0ytw01Pgf6hDZ2Dscxb3QZgvG0JPD3hJKYN7pMIvoA27OmN/glktUfScFhNWNCtUeqm5PUcrdNfSdZeRrTDQSannACJ4yvlIgkwISr6Q0+6fn7oylU+xyoDzjQKRDVgUgax4+pQFt/TNpvuoMJLBxTrhMAOoYTWNBcJrV7KJaGz2nF6AqXREjbBmKYNcoPQgjCyaxUx4kTKtE+KLe7N5zE1HqfZC3ie/eYSrfUJ7sHY5hU64XPaZG00u2DMSweX6nzax+IpjB7VEAi6fk8RX8khYVjyrFbaMtANI0anwPVXodE9tv6Y1g8rkInAAxE05jVGNCRdKM50RdOosZnx/hqjySIdgwnMLXOh1QmLylRBqIpTGvw6+7ZG2FzvEsQdJiQncPkWq/Uh13BBBrKnKj1y88zEElhRoNPei/5PY8bWyG5YuXzlM1Pjx1HCiMhANwHYA4h5PPK//8DMATgFqLxayCELADwMQCvjcB93xUopTdRSsk+fpqPVtuOJKLKYhHPyPvmi1t6AADhhD6oSgvRJUZrUv3Fc8wDYFgIzuIL2uc0vnltA8buH2aFlYmBT/zF1WqC73qDEbSr75e1wHxh0BLg3lASuTzVmQONglH5prV3SH/cttH1fJEqZkI10uD2hpMSgRN9Oo2sMVazbDNY3jaIO17eLi2EohlVK9Axn2FZoOHCgtacGlEEtljKWCgU20cpxZo9Qdz/9m7ddZ/+2wr88612qexjf2SE+1WN+XXiD54FAGlTA5gW8Lw7lunqNrKgWJQ+0rpucX/RQWFT4+P4TvuwtEnzZ771Gdlv9JoH1uDLD+j9pV02s1QfxxV/Z3M+qnmeNcrcfmhlQdhbu5eViYKYKDRrN6p73tqFgWgKz27qEa5JGQqgRxjXAOgDcAch5HFCyG2EkFfATgHeBuAHmutblB8RJwPoIoS8RAj5KyHkZ4SQf4GlEV0EYBWA7x3WpzhGMBBJo9JjR43PLmkxO4bjGFXuRJVXLh+MpjCp1ov+aEqap53DCcwa5ZdI3VA0jQq3HVWKxpejN8w0rFVeu0R4esNJjK/2IJPLy1aHSApT63ySS0ouTzEcS2NKrU9657h2tNJrl9sSS6PKa0eNRts9GEtjWr3PUJs6s8EvuWTsHWZCUbXPIZUPRtOocNtQ4Zafc0DpK62w1B1KYu7oMonsprI5xFJZTKjxSiR9MJpGpceGhjIXOoNxqe7RlS64bGbpOXvDzEIjktpkJodQPIOp9X5pLFlf2dBQ5pSEi139MYypdKPCY5P6du9QHPNHl0t1UErRF0lhSp1X2hu6wwnU+R2o9Mh90hNiY18fcEpCx0A0hVmNfnSH5D1rIJLG1Dqf1IdD8TRcdjMaAk5p/nCiWx9woEuouyuYwMzGgM4yMBBNYU6TXrgYjKUws9Ev1TEYS6PcbWPvg3DPjuEERpW7UOmxSePQH0lhWr3P0Oowa1RAqrsvzNpdqenvgSh7Nys9Nun5B6JpTK33oT+SkvaV/kgKsxv96AnLfeWxW2CzjAQtPzCMxJ3+Dmbu/Qsh5AGwBftmMKK/nhByKyHku4SQf4IFC1MAPxmB+75rEEIaCSF/J4R0EUJShJB2QshvCSFlR7NdI4FMLi/5vRVDVCV1MiHh/p+iAMDNqc3XPY0Ngv9+QiCVcQ3Jagg4AUDSMvPFKKshRxYTm4ZBDRnn14t+iTyo6fG1nRKpFwmXaK7lm8XFf5FdQbhELm5UmVxepzEBZCItkveW7jDGff8ZLG3tkxYU7nsrLlYigdtm4Au5tSeC1wX3m2n1PgRcVljNBGmD8bSa5Ve3XemjR9cUXINE7VTcgLyHEhlpUeJjro1T4Fp7i9k4TkGMFwkqAt+jazuxcldB+86f32Taf6xDOJlRn1m7IXPoXIEMYih4W/62TNbe1wecIAR4fnOvqpUSx0cUCrlgW+6WLS4cY65/RtXiUEoRTGTgc1gkTVo2l1d9PsX7xNNZJJVNTrSYcELwy+dbVSFAFL7EuZ5I59S5LGoS+yJJVHuPnCbJCIoVYD6AewAcB5a1ZxyA3wE4nlKqTzuix2qw/P81AD6u1HE2mOX5WgBLKKXBkW77sYiBaAqVXhsqPHZpTeLko9xtk4TGwVgao8pdsJqIKsSztTyBWY0BWViIpVDutunIUU8ohVq/w4DYME16tc8urTMDUUUA0AgiAZcVNX6HRAL7FVJb6bZJxHMwxkh6fcApE7toCtPqGdEX162BKLMA9GqIPheWxODgwVgKFR47Kjw2ae0fiKYwRnHh4AoDSil6QknMbZK1wAOKsFRjIHCVu21oCMgknY9PhccmjdvQ/7N3nVFyFFf31uTdmdmcg7TKqxxRRBIZgUg2GQwGg0m2wQbsD2yyyWAwJudsgwkmK+ec80atNuc0OznX96O6erpmZoXCKoD6nrNnpZ7e6urqmur73rvvlYtFaJT33tzjRU6yCdlRRhE3lgqiyHi9JHNKTTQI6xaXqTh9Qfk96fQFodcQ5KckCuS10+lHusWAdItBeD6dLj/SLUYmO+oRx7YgNREJBq1wP+1OZlwo+91m9yHbakK6RZyb7Q42l3OTE9CkMK648ZdhMQryqg6nH2MKRDJu8wSQaNChKMMsjHeXZACweRXpS3OPRzZmo42rwZkWeINh+dn7giF4/CEMy7aiOWr+ZFhiv4Nd0vcn3Rz93fQhLyUBFpNOHCuHD8OiDGI+Z48mDtsAkHZ5vABskb4SwFcA/glAC2AUmM7+SQDXgOk0z6eUxmoyjhKkKkVbAFwPYCOA58FKld4BYB0hJH0/f37coKXHGyPhAIDLXl+HG9+PlSBEw+ENQKchWFYmel65nnJ9dZdMstbv68LJTzFJ76KSVtnqV5Lha6OSRwOhMC4alycssl9sacCZI7JhMeoEw4NrA897UfTssjCuRljYVlV0YEK/FNR0uuWEpmgoKwjwxWibIukpEAqjrMWOvGQT/qeo+vD26mqZNCqNqE6nD6cOy0S62SBouHlC5/XvbsJryyOl0jbVdOH20wZj3u5m+T7LWxxITtCjOMeKylYxLMnzMJT5GK8sr8JvZgyAUacVZFqcnGujiHSXRDifXRjJqVTKbdbtixgXpyq0+06F987uDaAwLQGvr6ySXxqUUlS0OpFlZS8CjlCYyp6KSxU6+8+21OOcUTk4b0yuEN6c/NhiAJHIkBLRXvO6TjcGZppx06yBcSUyALC5RpQYcW+R0mu0q6EHF43LE+ZJOEzx/OIKDMxgOaOLSth3yO0P4YKxeSjOsQrhWv78ClMT4vYDiBgMnkAIei1BVpJJKEtYqyDmSiI/4oEFchK+VhNZihu6PfjdqWy7FO55VEYONlZ3yd+9VZXtmD4oHddNL0KzQJbYy/s4AI3zE/9EKQobdWwXpfQ6MMfSh2AFJ8xghsR4AFlHptvHH7jXNN0skvFuifCkRZHADsnbnWE1yufb3AEYdBoUZZgFstftlkiTxSiQEpnYWIyCUdvtCiDNbEB2lISDS4DaHZGoQ5vDh0yrKca46JS9piLZ7XYzaVBmDMnyIz81AYkGLbqk+wyGwrC5AxgRFRlgJFAvyaJEIplhMbK2lWRX6cGV+sKNpqJ0cwx5ZcaPmAPACXN+iklIpObee6WBRilFl8uPonQzPIGQvG412yRvfJT3mhtc6Raj0Beb2480M5sT0fKqTKsRyQl6OSm52xVAqtkgRQuiDa5Yr3anYv5EPwf+7AUizUmtYIT6kG4xIM0s9psbNMzIizLQzAZkRcnZZAMtHDHQ+JhES8hYBCA2ssSeD5vjyn63c2PWGjE6+FixiJg4JozoG+K2HR2J4fcZndfAI05dUWOV2ouj6UihT2INlFIXpfRqABPBCPUqsNrKFQA2AfgITF8/lFK6uC+ueRh4BeylcTul9CJK6T2U0tPA+j0MwGPHtHe94Jq3Nwil1Z6aX4Yb3t8Mpy+IKY8vlvWZ2+psMkns8QTkiR4tg2ju8eL04VlotHkEfXO7w4eBmRZ8v7MZX2xh5NgjyYQS9Fq8uHQvdjfapTbDmDGY2UvKBa/4/nloc/jQP90sExd/MIz5e1qQl2zCoCyLkFDLve4N3R65ksueph58urkeQ7KsQvKZ0xdAcW4SAFZDOhr3zR0uWNHRSZcA87BaTXrcfvoQoQyXTUHalPprvqAkGLTo8US+sBUKIs/18wBLYps6KB2pZoM8/mUtdpw9MhsnFaUJXuD6LjdmDM7AgAyz4NX2B8Oo7nDBpNcIx99ZXY2xks5SaYB1uWIlWw7Fdf706Q75fKWHn4+PLxjCfzbWY3CmBfVdHmyTxsXpC8IbCOGmWQOFKM/Wum70T0uMueaGfV24cFweBmVahDmh/FtuXPEFdPN9ZzCjUDJGulx+5CUnYPbQTCwpbY2Rb51WnCW0t6qyXc5PsCmeT12XG2ePzBEqDHFv09BsVjUySzJqHN4AzEYtAqEwbvkoUsptcSnT20fXvFaCf+b0BWEx6qElRJjf3S4/xvdLwYPnj5ANNeXfFqYlwGKMGEEvLt2LonQzJvVPlQ0G5ZxZWNIqG64lzXZM7J+KaYPSBc+gyx+U2zxW6Ctni3TeOunvqqR2NkrtbiGEDOz73h9/YM4ZiTArCZnbj9REPVKjIwBOxfkS4VNq4G1uv2x0y9IYiyj1sbkDSE3Ux8hDutwRmYXg1XcwuQshLK8AiESjook+J8bpcch4mtmAVLNeIMw8MpChIMFdLj9SEtmxbrdfNjq63Dy/wBhDJHsjaukWg0AauyTPeKJBizCNEM92hw9ZMmGMasNsQKrZIBQw4CRQ6R12+oLQaQkSDFqkJOrldUseV4tRjLhI8q9Us0E2fgAmsU1J1Mc1LlLNeqQm6uW+dCmNPMU61OX0KY6LXu10S6wnvVMxhnysvIEQfMEw+qUlwukNyms8NxbSzYYYz3hGHAlQl8uPNIsBOUkRwhyWJGSyV1/qO3dWRhsuXb3IvHgb8eZsptUoRAa4IcLnrDyvJCMv+vsgG0sW0XBrVxi5/P5DYfZ8+qcnIqQwaLpdAaT/FA0ADkrpNkrp3ZTSUyilIyilxZTSqZTSX1NKP6SUxu56cRQhvZDOAlAD4OWojx8E4AJwDSHkmJaU21jdhaJ7vsfQ++Zhw75O/HdzPVZJ9Xs5uHd3XVUnWu0+ISOd49q3N+Dkp5bi5WV7MfyB+ajucMkezYZuD/qlJWJErqh9a3f4MCCd3T73zHKyNSyHkSau2fcEQkjQx5IM7rFOMxtk4sIXOAogP8Uke6rm726G2x/C478YDQByJReuCR+VnyQTc48/hAV7WjF9UDoeOG8EPlgf0ZkXpCbgwnF5MBt18hcqGApjzd4O3H/eCBASqSrT0uNFbrIJZ4zIRkmTXf5yc1WNUadBnUIKVNbsQH5qAtLMBryi8PT3eAJ45eoJGJRplkvONfd4UNXmxLjCFJh0Wlkmta/dhcFZFiQatAJ5retiIdziHKtM9nh4e0L/VNi9QfnZhsIUH66vhd0TwKBMs7CBTofTh/vmDkc/BSm/WapJzD31vkCslIiPydfbmMHDk4u57Gp1ZQfc/hCsJp0g0arvcmO4ZIgp0eHyI0vWDItk9/bTWeVHHg14QzI8E/RaWE062VhkRFqH7CQjajrd+GQTK6eam2zCjScPQIJeK+hmr3l7IwCgX5pYacMhGYtdbr8w7wEg02rE9EHp8rNfv68L4wtTUdXuEqQ0PJoUXdqPY1CmWZ6fTi8j3eWtDvz5c7kCMno8AaQk6JGpIAz8BTnvjpm47ZTBsiHGQ9kpiQaYFZEyly+I04qzcNmkAuH6rXYfspNMMV4wty+EBP0xzwHoK2fL42DlRJ+jlJ4utXMRmEGQJV3nZw8mATLGkNculx+piQakKQhzWCIZ0bKeLpcfaYkG6LUaWE06eR2Ody7ACaYhRjLTLV2TyVoiTqZAmMJq1IlkyhnxvAo6cIdPIlPiNbskj7TSa+z0BaHTEJj0WqQpvK9tEnkz6bXQazWy0SGQQJfowc20GCVDJ56GO0LsuOOHEII0cyS60ubwSh5jkyB/4lGE2EiMT5ZodSqfg0T2UhIN6JYcON1u5nlmRDJCPNtlI8KALsFAY8ZfmkJeZPcEkaDXwqjTCoYBf2apiXrY3AHZ+OuSvdexHnM5+uOMNsSMwnFuzGk1BCmJkWtyYsz6ETve0bI1Pi5sbBkvsXkCMEva+OhrZlpNSDezeRUh6fHlbJE5Hi0BYtES9twCwpiYjToQEPmd3SEZBsp5H2k7Tm6Ag0XtlPff7WaVsvRajWQY8TnxE40A/IRwqvR7oSRdkkEpdQBYAyARwNSj3bH6Ljc6nT6c+8IqXCbp1f3BMF5eXoW/SGTike9KZFkFJwy//YDJfb7a3iQTtCabB6EwRVW7C75gGM8sYLKLU59djpEPLsBlr69DvVQ54srJhTJJ7Xb5UdJsh0WqN8wrs3S7GeGcNSQDQCSa4PQxDd59c4cDgKD5Bhix+3hDHSilqJaqKGRajGzBk75oPGmXRxI4Wnq8eOC8EZg6MF0mX//b1ogeTwBmgw6XTCqQKzNwK/oPpw1GokEre5JXVrYjGKaYOSQDZw7PxnKpHvbaqk456cmk1wqeagD4/amD4Q9Rue3PttTjskkF+OX4fHy5tVEgZSkJepw3Jk/2tjfZPBiYaUGiQQeTIWIAuP3MO5xg0ApRh/ouDwrTErC0rA1/kDbb8QZDMOk1uGZqf/iDYZngcmJ6+UmFGJmXjCrp/uu73Fi9twNnDM9Gm8OLQCgs6MT3PHw2Mq1GeOOU0OSyK26ojchjpJ7nKdz6MXs+s4Zm4qvtTVgj1dpu7vEiLyVWFtMpecHSFC8qSim0GoLbTmGyFv7sTToNRuezChZJJr1MpB3eAKwmHTItzDtvUOQ7XH/yAKyWNjJSIsNixOQBkYS699ZUo77Lg+QEPUbnJ8s1wnmegy8QRn5KghwVabV70T89EZaoxNl0swGnF2fB5g7I+0Yo5WG5yQlyBMDhDcrfHX7fAHDD+5uxtc7GXmrSi8fuYZ67odlWJCfoZcLQ7vTCoNXglGGZ6PEEZE+/0xeE2aiTDTROPFjFCxMsRm1UfkFINuCPBfrK2UIIsYDJR10AHor6+CUAtQDOPhGiAPFIKhDxSqaZjbJBb/cGkGjQwqDTIE3heWbyGhatVMpJuOc1mqTb3H5mvCquGQ6zXJeURD0jX9Kc5hIlQggyFSSLGx3JCXpBk97p4tr4qIiG5L1OS9QLBkq6hc39dAVp5N5bgDkvlN5uZhSJhFn29CvuxytJcJJMOkHa0SVFHHjbymtmcY+xgqRzuYuS0HNvPPeYy8RY0bbSYOiWxirBoIWGRJxvHZK3O1rr3+0OIDnBIIwJ74c8JlFGnk6rQZJizelwcWPJEOPVjuQusDFx+UPQaljkQkmwmaafPYcMi0F89mZGgLtdgchYObk0KGK4hMNUijhFjZVkXAAQ+sIjAAkGLfTaSJ5LRI4jzmVuuCidU4FQGHYPu2aKcv5I/ebXjI4KxUStXLHHKaVy3g4zAPh+HZE5qzy/66ceAfgJYJj0u6KXz7l4vLfNa2QQQrbE+wFQ/GN/Gw9XvLEeEx9dHLMxUPR20TsbetDp9AlyFQD4dkcTXpC8lUadBg3d7l7rl2+s7sK3O5pQkJqAdMVCvWAPqyLypzOHYtbQTJnodrv8OGdULoySt597WZolT/qNMwciPyVBTn7lyE9NQCjMNOSXS7s93nLKIOaBiCo12S9KTtIgVXFITtDD5vYjGArLUhh/KAyrUQcNYV7+d9dUo9Plh0GrhdkQiQAQqTaM2ajDoCwL1ld1gVKKl5btle8hOUEve57tniAevmAkfMEwXltRhb1tDnS7/TBoNShITUS/dNZHtz+E11dUYd2+TpiNOlhNOqyWdnNs6fEhO4l9uRP0GplgevwhJBg0cHiDmL+nBaXNdviCIbyzphqZVqNQUtPuCcYk+QLMuJg6MA23zB4kLL4PfrMHyQl6FGWYkZeSgH3tLjm5ePqgdOi1Gpikvrh8QZj0Grxz3ST2jCQSz42DM0dk49KJBbJ3niM3OQFmgxafbqrHktJWPLOgHGlmPZbdfYqQIMvJiPKF+fX2JoTCFKaoaFGbw4crJhcCYFEKXiGIE+mkBEamEyUpiy8YhlGnEeRs/IVy1ZR+CIepXPJ1t7QRjsWow5xRufJum7yq0Dmjc2DSa+Vx7/EwT+f3t58st72ktBWdLj9+Pb0IALBWMiIc3iDMErnOTTbJIeJVle3IS44YRTcrdoXUawmSE/SyAdLjCcj6/5SEiPHTZvfh1OJM6LUabK+34ZsdLDLDoyKcEPCXYKuDlbwzR+XVuANBedyOEfrK2TIVQAKANdLfKdsJA1gQdb2fFAKhcEzxg97AyS4vYcnnfkRjrpflIdxYABgh61KQDP59VZJdTki5NIhHIbkeX0mC7N4AzAbmcc+wRsh7m0ACFQaAmxkXWg2RjN0IEcqwSFp/qe1wmKJHImRKSVOHUyRkggEg3WeqWS8SadlT61cQT7+cBNwht83IKCFElABJnmQAgqeaRx0SDFoYtRrZAaCULvF+9HgCsjdeKYPh/QOYfFRJPLmcVGkYtEvRH2U/QvJY6YVoiTK6oCSe3ZJRxJ+9TDylseXPWCl34YmtHcK5BvkZd7rizbfIcU6MWYSGyJyEG1fpin73SJ5+7hnnz6fd6ZPzmZR9URpRGYrqVd1KGZX0LCmlLFpi1gtzs9PJ5rdWQ5CmeG48f4bfjxBBU+RcCAaNQjIEsDVbqyFINOgkAy1iuHADQPk8u1y+mPLeRxp9HiMmhMwG8GcAk8E2aYlnZFBK6bGIT/Pt53srJM6Ppxz5roiI9jwCjJxFb0Lx8rK9+OOn2+O2wbfs9ofCmP3Mcvm41aSL0cLbvUGMyE1Gt9sv76ZX0+nG3WcNhcWow/AcK5ySJKXLxapJnDw4A88sKJc3L2rs9sha6l+Mz4+pqT9jcAZmDE5Hm8OL88fmgYBVrzEbdTH7BkTvhFvfzTzj3kAYqyo7MPhv8/Dns5n9NjDDDEIIjDpG4HiFAoNOg0SDFtvqbbB7A/jv5noU51iRn5KAYdlW/HH5dtx3HotW8L4ySY5k6LjZ4luYxkjcGc+txII/zpK9KacVZ6MgNQEef0gmZhaTDmeOyJajLHVdbhSmMkPBqNPKhI/LpeS9E+pt8jM/a0QO8lMq0ChFbq54Y13c3IUmm0cmmJlWI2qkRNgEvRYPXzASAJszLXavXN3m4xunyOd4AiHJe2XCacXZePvXk3DHJ9sRDlN4/SH86YyhLG/Dx/eICKEwLUFe2B+8YCTW7+vEsnIWSUky6ZFlZQu4XUoqD4YpzAYtspOMst7+qfmRkqZXT+mHHQ02tPR4sb3ehmmDWOQny2rEp5vr8dQlY7CtzobiHCsIIfjF+Hw5Qc4XCMGo0yDRqIXfHUZpsx0DM80waDW488yhQg1/vsOkQafBsGyrXN52W103rp7SD6cMy8KavR2ygWaTCHmW1QgNYS/X9ySDxGzUYvndp+ASKdm51e5FfmoCKlqdyLQa8fKyKgzPTUJNpxunD8/C5ScV4ob3N2OhlGCcm2zC57dOB0Ek0qI0AJIT9ahsc6LHE0Cb9HwA4NGLRuGfi5lR7/IFJS8/NwD8Ul+YBCjBoJUlZPvanXh9xT7cf96ImDl0FHEgzpazwJwt+9uwoE+dNr18dEhOmzV7O/DxhlpUtDpx7uhcdLv8bOMklx+7G3swtjAFo/KTsKO+BzWdLlnWeHpxFlz+IAgIKlod6HT58fTFY/DtziZYTWxtHJRpxuAsC/RaDbbV2TB9cDpW7+3Ag+ePgEmvhUmnhd3LjHmPP4Qkk17wgHMPK8BIBs/7EUigIhmUy0P0Wg0skjQo3WKETdKYB0I6hadSQQIVCcksAhBpmxOeLqdfTrrnUhouEeIeZk48RRJoFCMAMqmNkEBWez8SAYgmwYkGHQiJRMRkbbcQuRDJK48iKglmqkIC1O7wydHwzCQm60tJNMgRDQJEGTmc7BnR5eyU2+YGTZpC129z+zGmgNGUlEQDbO4AClIlmYrFyIwFKdehx8MipTpZSuKP27YYAeDRHy5VscoRikSDDloNkZ0NfAxdvqBsoHEJDMCMCP6e6VB46ZUymC7F+WmS4WY16SVpkBH+UDgyZwXDJTJW/N7jzdnC1BS5LzxRmBtiSQk6eAMhOT/BqGOGWIYiiqCsu58iSIB8gqEj59BIc8KkZ9E1hy+IJJNeHqtgmMY1ilLNBnn/Gj7v+f3IxoU7gAn9f8IRAELIXACLAZyLyC6PK+P8rOrL6x4LUEonxvsBS34+aHz82yk4qShShfTL26ZjzT2nYfGdbI+1RIMWpwzLjNlOHAD+em7k/XXRuDwEQiIRj/aun17MCmfkJJswKJPtdOfxh9DlikxMi1Enk1VWaUCPYTlW3H3WUNkLWdJslw0Ao04DbzAkZ9FfKXl2TVIVG72GYPbQTHYveq1sROQlm7DkLuU+cmxjsL1tTmRZTbKlDDAZzV1nDsUQ6ZosQTbiXDTqNLBKX8YnfijDvN0tchWZM0dkI0GvlSUYnBwRQvALqRY99wKfVpwtt9nhjCwE/Dl4AiEMzLTI/++XlggKRpirO5zyZysq2nHLR1vR6fShxc42puEkrdHmQZu00YjZqMO8P86EQauBze2XS3pGo7nHi9wURg6VngabJ+I1yrSwsnc3Sd5nbliZ9Ow58IoH/JjTF8TOxh5moBjYcnDHGUyr3+7woSjdjD+ewbhVlvTSTklg45GcoJdzQObvamEhYzPzpPVPN6PD6YPTF8Tw3CTccPIAAMA105is6bp3N6KsxQGzgRlBd589DMOk51rR6sApw9gcNWjZM+5w+qDREJgNOnlr+Zs+3Myq7Ui24y2zmcSIUgq9VoObZzFVSEqiHj2Swfnxhjo50sUrLFV3uNh9JerZNYw6tNi9cnKaXqtBTrIJPR724m2RZDe/mTEARVK+jN0TlMn76cMj84dv7pJhMcjEat6uZsEA4MTlpg82y/piAJgyIA3JUhTkiXllaHf48Jezh+HPZw9Dp9OHoPTyTDcbYDbo4PYH5VrfAA6oHPARRF85W45bp00wTJFlNWFiv1RUtTnx4fparNrbAZ2GJYF/uL4WX25tRKJBi5QEPXKTTeifngiHN4j1+7qwvd6GKQPTcOXkQry4rBJ725zodPqxem8HGm1efLezGcvK2+ALhvD0/HJcMDZPXvs4gePEQ6MhQpIplzsAEGQWSvKu9L5yTy0QITycZKYk8CRORtJ5VACAUCFGSXZTEiNRLZ6jIPdF4cHNsBgFnbWSBKaa9QqjQySegjfVEjEAbDLxjtw/v0+7JwiTTsvyCCwRYszlNezeRbmHTEgTI/kVSg8uXxN5oiqXkvC1QkkCRW+vXzDQItKlgDxWqYJH2idLVg1aDZy+YJwIhSLnIk7kQvnclLKrTsXY8jF0+IIw6DQw6bVCycsuRXUxpcSmwyHKWuTIkjCGbB76giF4AiEkJeiQmqiXy1HHRi7iSIAUeRTKuaKsXsVzSAgh8rMX5r1CdqOULimfA89bYceVERrRsO50+uHxhxAMU1iMOmZYOiPGhdjv2KhVdFTopx4BeAhAAMBcSunCPm67L8BfFsm9fM6P2458V0RkWIwYlmPFJsmryyusDM6y4Oop/dA/PRHnjs7Fiop2/O1/kR1Mn75kDAZmmDEqPwm7G+0YnGWJafvec4bjV29vgEmvwfDcJBj1EbvPoNNgYIYFFa0OuaIAAGQnmfCXL3aiotUBf4giRZqYCQYdOpx+Vkqz2YHRkrfCpNfC5glg8mPMmffEL8cAYHKJJ+aVYmiWFQmSbCLBoEVzjxcXvbyGyXkk3fT7v5mMJ34olbXWiQYtUhXVdZpsbEtxjm53ABP+vki4lzTpC8fJzwtXjJPbCobDaOnxYny/FBRJHinuAQ6GwiwCIJGyF64Yhzs+2Y69bU5B656gZxGDxm43bp49EDlJJhBCWEUIu0/Whyox8dHF8hj9be5wuP1BOH1BNNmYhApg3vSCtATZO8YTbK+bXoT31tYgHKZosnkwKp+NN9cxegMh7Gt3yaQ8M8koJOtxMEMsxMrDSYsPv8ZFL69BfkoCbpnNCHNxThLGFCSjss2BVZUd+MNpzCDgHin+EklKYIT5V1P7wRMIoc3hk8dfqyEYnMXmlc3txzmjGDlnRDUklzHlMhUWpQrgo/W1qGxzyi8To16DD9fV4t4vd2HmkAxoNAQ3nDwAzywoR06SCfd+uUuOEJw+PBsGHTMYbG4/Zg5hBqdSegMA/7pyPHuWBi0c3iC+3dGEa6b2lyVKhamJmPHk0sjY6Rlp0BACTyCEkib2PXvg/BFYLe3dkGDQoLrDifyocqE8gc2o00Kn0cAbCOPWj7fihSvGIUmaa/zF1OMJoM3uw8T+qdKY6NHh9Mua6QvH5SPVbMBpxVn4alsjGm0eWCQPIACEKXDW8yvxlznFmD4oHb+d+bOXxR8UJAdNDKTIwISDbW/20EzZqQGIiQ73/Uj0JRSm0JDYyOeBgpOyBL9WJmSpCqKijABkWIyyBKjbxTZrYm1EJ6UqSYkPDp9J9nQCbA2xe4JMRqSQkih14Eo9Pi/v2OWO1e8rK7vwvnQoDBpA9F53OP3y2pJuMWD9vgiZ4t+XaIKdpiRqLj/8oXCE7ElGN0tqjUhMoj3mvPCFsrIPI8zcAGClQHsUiaoAc1w4fEGBADPZUWwScLoi6mBTkHSeTMs3UpN1/ZKePpro87yDrqgcgD2SHJLnYgAQKvtEG13dUnUoWaIkyWSDobC8XwSbV5E22iXvO59vymiRkjB3Of1yCVlCCHRa5nCxeQJRXnfRS680OnhRjOgx5EarMs8lw8rmVSBEhbY7FP2OGJARg0tpQCsrLwkGjWR06bUE6dL9JCXo5J2GOxy+uMZfbA5A7HM4WujrHIBRAD49Tsk/APAi5L2Fi4dIv3sLNx9R3H/eCLx7/UkwaDXCRHjsF6Nx06xBKEhNxNVT+uOD30yWPzt7ZA4mFaXhuz/MxNu/noRrpxfhpasYwbnrTHabJw/JwL9/OwUb/noG/n3jVCQaRLsvQ6pOUtPhkol+jkRMF5e2YWVFu7xw8MoRm2q6kJtikmUsJoXeXYmNNV3Y1+4SKgYlGHRYWNKK7fU2dDj9cn9yk00IhqmcOGvUaUAIQfmjc2A16vC/bY0xW4ErYdBp5H7qtQQWow6nStEOQlh1Al4ClINHEBaWtGJ3ox2DJAPqwnH5mDkkA68s34v+aZE8xQSDFt1uP7bW2XDB2Dz5BZ5k0sPuDUhRBNb+/80RlQUJei3yUhJwzqhcOL1B7G1zYlBmxGBLSzTgb//bjXaHD49Ikp6HLhgJs0GL/2yqwyeb6mXNfobFiJYeH55bVIHmHq8c5VEm3wnXNmjR2O3BbR9vlUPmaWYDfjuTeeYbbR6hFn2GxSgbmvy5JSfoUdrMqiaNLUjG5AFpAFiy+oPf7MHFr66VS8QCwOBMCzbXdGFrnU1+qSVLele+gSSPAFhNerQ5fPLOuNw7btBq5LwY/qL/3amD8cPtM+HwBpFuMWBgZuT58CpLbY7IyyRZ8jLxexlbkAKA1ffe2+bE8vI2nDUy4rXnLzIA2Pi30+UoV4rUTmmzXW7j5CEZuOKkQqyv6gIBwRBp/syUJAKfba6XXzDKvRu+2Noo3yM3PPyhMIsiSM/HatKhxxPAPxdXwqDVyHKpdLMBlW1OzH5meUwuUGWbE/VdbmRZjTF7RRxl9JWz5bh12hwOtBpyyOQfgLwXAPOis3luMergD0nkQ+Gp5TkDAC+PqY+0EScywAmczRVZywBIen8f81TG8aaKEQBDpLSlwrPJyVS32y8QZh51UPYjNTGSOKqUACm13Uqjg0Ud/HD7gwhTKufpcKKmJMwJBi0IYdJMQaqRKEYoBPLqVnrB2XHu+FEm3vL7tLkCAhkXEnUFLX1slSaAvQ9s7oBQNUbZF+W4KpNjowl9pApQQIwASFFEhzcov/d5NLJd4b3WaAhSEll+SbRcqiPOs1dWjBLlSMwbHx1V5xEdITFaKWlSXFOZu9Htih1Du5dFeXhVPl4KVDmvkkx6uP0s8ZtvSMbmT8T4U0Yd0iRpnbICEu83b5s/Y14xit9nhjXS73gRJKWx1P0zMACcAOLvznR8YJn0+yxCiHDvhBArgBmISJeOOow6LU4dloWKx87Z78thXL8U/HJCvvQ3kds4fXg2kkysKs3ae07D708bjJon5wIApg/KYJINgxYPnj8Cy+4+Rf67hi43fvvBZlS2OeUFhesQOfjEPKkoDRuru3D7f7ZjaJY10ne9ViifGA0mMWFfymheYpLuIdGgFcqT8TEw6rQY1y8FACuNGQ83nDwAOqk6AcA8bL5gCFZFboXVqMM9X+6SIw5AJALAq+goczFG5iWj1e4TyGE4DHyxpRFZViNG5kXGyGrSobLNIW/4BQA3zRqIm2dHvLC8bxaTDk5fEG0Or2xoAcxbzDet4m3w8zkZ5xKgnCQTzEYt3li5D9dNL0IylwBF1abmGFuQjLs+2xHTdooi5NiiKAer0xA5t4InXycn6BEMUzz6fSkm9E+VX0jXTiuKuR5v+/EfmCKOz6skkx4JBp18LbM03lajDsEwxdoqpvs0SVEqZbTq+hkD5H9nWFmliR5PAHeeGbHnzQYdvtneiLVVnTJ5sRp1CFOKFRXt8AUj1XGKc63YXt+NshYHTipKk9tQys64Hp/fQ6fTz3a3VGyKZjbqsLGmCzMGp8tzlpe1fWJeGXIVEaR3rz8JANtETh/1RbAYdUIOgNmowzVT+2NVZTv8obBsKChLxSlLsS6+czaK0hOxp8kuRxeOIfrK2XJcO22OFXjybaeCTBFC5KovfMdSQCSe3QJpZN5HXzAEXzCEJGld5JEBZb4Ab6fD4ZP3HQCAJJMO/iD3eEaImjKxvcspkqYup18wXIAIgVMSYJ446vKHpCRL1oayxKhS0piayIgxJ/r8u8iJWodTJOk8CtDuEKvMiJp5ZYWhACt1GqLyeyJLygFQJo3K50uEOV1hFDkUnvT0KIOLP58UM5cG6iNE0hJZk7hURWmgcCea2x8UCDMzxKTn4BajEZ1OP4v6J+hlZwGXALUr1iE2hkZ5DKMr8lBKhWefIbUdCIXlSnn8fG64RN9PlysgSK6UY6V8bhnm+B5zPoZdCuOUH293+oTogkYTIelKOQ6L/gTktkUD2g+XPyRwDN5GpyJBXTm27U6l/Csio2pXPM8MyVjiRu5P3QBYAmBaH7fZZ5C2pl8IoAjA76I+fhhsh8kPKaUuHMdIMunxyIWjAIgGgBJ5KQm9GhFWk17wcu5TbAzFF3YlMWT/Z8fzUxLQ3ONFh9OH386KEDJvIIRVlR2IBt/d1quIALgVu6HmJJlkCUN+SkJM7XgO/rcXjsuP+/lfzx0u3+/fLxoFvkGMcgy4t1+54+5zl41jY9DuxHjJyODoL1X94R5gADhrZDaWlbfFECyrSY8/fboDLn9Isbsrwb3nDJfP4dIgo06DebtbpLBxpFLLG9dEFArK9pXPikcANBoi/1v5mIvSzVhfFdkfgOPkIRGpgk7h6efP9dWrJ8g6fQAYLUmNspOMGFeYwvqkMJyUO9MW50TGRwnlPSilXEOyLLJspyA1cj9XTi5Ep8snRFaUHm7BcEkwoMcTwNY6G8bkp8jHTXoNHvq2BADkSA8hBIMyLfj1OxsRphHDks03v1xHnENJTJQoSE3EuqpObKzpkr30ADNcqztcAllSvoQmK3J7TpVyGwDg96cNkf/98AUjMTTbiuYej2BcjMxLwo6GHkxWGCjKClH3nxeZX4OzLMhJNuGLrQ3yS/cYoq+cLesBeADMkP5O2Y4GLJFYeb0TAlzC0akg14BISpQSBptb0lkrSaB0bvRaySut8KII8jUl2VGngsAQQmT5jkDGzcwb7w+GZb13pH8+QR4ht+30M6IW5UnnZJcfz1AaAErZkUTguhTkTRwT8ZqylMYlRgDiRR3kNlyRikFAxOESTZi5x1xpiCmrICn7yIm0LxiSK9yx42wPAyW5BiKGS/Szj+ftTknQo8cda/zxHLJo0snvs83uFRwhnNQqjYtEQyR3Qylr4RuN8Xmlkd63yjGMvaZPIPRaDUGKNFbtURGATkkW6fQF5XcCH8POKCOPG5asWILyftj9K/stVGOKkvp0S/NHMCClClPKyIVybJVJ8SkJerikErgdDr98TW7M9ngCMOo1MZXyjjT62gD4PwCDCCH3kcOJbx5Z3AagDcC/CCFfEUKeIIQsBfAnMC/S345p7w4QZoMWT18y5rDCyBzKzbyUxP+b388AwOQM3ONhUBgcysmqLDnK/055/p4mu0z2lF8ipWZ6f/eij2PocIlNmtkgyB2STDqUtzoE0glEPNnKDbGmDUrHDScPwPp9XTE1eM8emYMrTioU2r7spEK4/SFhN11+TY7erHi+WE3qz8jcD7taBDnWwEyLXCtfec3TpaTkyyYVxJUvnTUiRz42tjAFhXF26OVyHQDQaSNt89yBaYPSBYL9B2nTrllDMmUDTacgnsqdcZXHBSNGGhMSpXXmeSqlj8yJWfACIYpTiyPGCp9XZ43IFs4z6DQIhinaHT65ahMAOSl33b2nCfkwMwZnIBr82rVRSdfxKnIBQGFaAh77oRRAxBADIt43ZQSFyw/Y/cYaSPeeUyy8YBMNWny+pQFuX0g4zr1NRRniM/3iVuZnURoLAGRpVbwyskcTh+JsIYQUE0IE3Ryl1AngQ+n8h6La+b3U/gJK6T6cQODSm44o6YlgAFi4HFIT0Vk7lfIdhYRBSWCsjEy12X0xJLDD6RNINxAh70rvcHJCRL6iNC6YfCUgeEEjffEJHll+fqdkpGRIZJdHCzudPgQUhDktkUcXogimhUsy4hgGbr9gjPCog8MXFNrhHv1owsw3rIoeE65337+BpiTjftikmv58rLi8SElSgUhFIuV4s+ORiIG4D0BA2LtBeU1lBAmIyKjanWIum2yMRBNsq2JOKJODHWJkhT8fbkQIEiBL5BlHz+VOyVjMFLzxLAqVrIhcsP0o/FIENXZutti9yFGslRmW2H6nJjKnkjcQglcREUuV5qxSzsSuGYkiZMX5nijnlUZh/CkN5cw4hsjRxGG9JQgh7yh/wDZ42QO2wFcRQr6MPkf6ebsvOn8okF5MkwC8B2AKgLsADALwAoCplNJY9+lxCEIILptU2CdtKTcMUhJ8Ti4ePH9EXHKuJG+/keQZGRYjxkj6aIDVoQeAUfnJ8uJ7+vBslP19DgAIm5rwvwciGmq5X3EIza0SWT6tOEs4nmTSo77Lg4pWsWIS1wUOzRYTpX81tT8ARp6VSDMb8OTFY2LavnxSoUCW+f1x6HohX3wMkxWGiTkqH2PG4AycGUV2T5LI+02zBgnHeTUmrg3nMPQSFeK4YGye/G9uJPXmeaBR/+djHV1hhkcPZg+LkHdZshIVTeKynwSDeM3rprM2lEbok1IyuTfYe0Ub5dy8aHw+0swG5Crq8QPAX84eFjOnAODlqybg19P6C8eumtI/5hgAubwrII7Xr6f3h9WkExJClX0apMhR4FASESBC3KdGPUse4fNE7eLMxzA/ajM2Pk6+/YzXUcTBOltKpZ9o/FU6/05CyBKpna/A1uw2xBoYP3tEPJ7RUhqJULhE8pVuNqCuy40wRcTDbI7vBeYRgOYer7CvBSeN7c74hkFHVEWVLjeTywnkSJJw9NbvNocor+OlTTsVScCEEGRajShptiPTaowQ5iQj2hxegVzze++UiHFmNMGUyBfXgQPMYGjs9oDSyLtRNKyUEkHmwY0ek+wkE1p5X6KeQ6dTzBlITTTA7mGyG16mM3I/sQaXUmOeqYg6pCkq3nCjIylBD48/hHanT967gY03e2bK6Ic8Ji5/rPFnNkgGg3h+utmIRpsHvmBYjvLwJPJoUqv09AuGi/SMu1VLpEEAAL+RSURBVKIJtsUgGxI84spL4NZ1uoU5m2llCdZtdq8oXeIRgB6vMK+4YaB8brwE7t42p1xFSL53h0+ucqcc706nD612L7Ki247KAQCYIdHm8Mobj/ExsbkDaOkRDd+jhcOtAnTdfj4rkn7igQK44TCvfciglNYDuP5YXf94A9/xl1fM4chOMmHFn09B/3SRwPz7t1Nw1ZsbhMiBSa/F9EHpwjEAePPaSXh3TQ2umtJPOG7Sa/HFrdMEjzYArL3nNHS6fDEEbny/FHlXVCUW/HGWYNkDkBei6Dron9w0Fa12bwzRH5BhRskjZ8ckR/eGpy4Zg4ejEp5PLc7CI9+VYN4dM2PO//SmqRgQRQIvn1SITzfXx5BgtneCSFT5YlkQVWEmw2KIW/WJb5S16W9nCMcvm1SA8f1ShQgBl+nEk5K9cMU4TOgn5ly8dNV4jHhgAfxRBsDpw7Pw9upqwVA7c0Q26rvcuHKy+Ox7A78XZTQlwaBFkkmH4bnxZUbRxt/5Y/NwvsLA4dBoSNydceeOycXcMbnCMYNOIxNsJfj4P3i+OK8SDTrseujsuP0DICR6A2xX5Wij7ZKJBfj7dyUxhgcn8vfPHS4cV3oslRhbkIwd9Tb8RiHnOlaglFYRQiYBeATAHLDy0M1gxP1hSmn3AbbTSQiZBuZgugjATACdAN4F8ACltOEIdP+4BifpFmNY8DBnJxnRao+VBqVbDChttiMrKUJskhNYMmSr3RdDptodPjT3eOQqbwBbb8paHDGENN3MqtgEw1Q2LlITGfHc1+GUK50BrLhEiyQhFSMARmyu7Uar3Rsl1WB9iYlSWIzY1dgjtJ1tNUkJudGeZEaMDVqNQN7zUhLQZPMIiZ38fipaHUIeAa+O02L3CkQty2piBoDDhwGK92ROkgm1na5YQ8xiQEO3B0AkcsilQVXtTsFZIrcdJwegrtMd42HnFZmUVXC0GoKsJCM213QL1ex6kwBlWU1YWdGOQIgKMkde8Sc62TnDYkB5i0OQRXGSXt3hipFcdblZFKpQ8Q5OMxvQKD8H5Tw0obLNgUSjVljn0i0GVLQ65VwR/sw4oY8XAbB5/IIBIBspUXM5PyUBOxpswphkJ7HnEJ28nJtsQovdC18wjEkKmWeGxYA2OzNmo6NZla1OeeMxgDkLkxP0KG91CMbC0cLhGgDH/i1zECCE6MG8UuMAjAcwAoAewG8ppW8dw64dUwSlpNt4+vpo8g9ENOnRZP/DG6bEnEsI6ZWMTOyfFnPMoNPEkH8AuGZq/xjPOAC5TJsSFiNb/JQeWQAoTEuMK48BcMDknyOaeBWlJ+KTm6YKSZkcUwamxxx78uLR+HRzvVzicX/ITU6QNwBS4s1rJ8U9n0ddokOKT18yNuZcboDEi/DEmw98nAJBMTYwMi8ZFqNOaCc7yYR7zxWJK7tW3G7LiyJ/fhzbHjgrJnEcAFb95dQYD/j+8PeLRh1wacxfTe0vkAsgIl0bmBlrdMXD97efjNzkBFkDy6Gs4sWh0RDsejjWiOAGQFaUkZthMcoJ/ko8fMFI/GVOca8ypqMJQsh0APchsptvGYB3ALxIKY0pGUYpjTszCCHRgSgAyAFz4ozAj+8m/LMDJ2S+QEggZNlJJtR0uuBS6KMBRj7Kmu3IVnhHWXUXA3Y39ghOFC5rSUrQ4+yREXkhI40dMTKdDKuBERhLxLgghCAvJQHb6mzIVnyP8lJMaLR50GL3YopClphhYV7W1qgE+4KUBGyt60ZSgl5Y/zKtRuys70GO4l2RlMCqIDV2ewSyy73aeg0RCGZhaiI2VHfC6QtGGUBG7G7sEfpt1GmRnGDA1tpuQXLIr1nX6cbc0RFHQk6yCRuqO+NKgMpbHcIxPraVraIBkGllCaztDp+Qh1aYmohvtjfFeNizrEbsbXPCpI9UwWFjnoD1+zqFdx/fe6GuS/SkF6QmoKHbAw0hyLQoPelG1NZ2w+YOxBDv8hZHzLsmw2pEWbMjymiTPOkWgxgVsRiwq7EnRo6UYTFgd6M9pqx2usWI3U09goHCjNkgGrs9mKp430b0+H6h4Ea6xYgmmxeeQEj4nuSnJGBnfY/QP5NeC6tJh/IWh5CfUpCagPouD/zBcJRxYcTOhh602X3CPJSjVlGe/kyrEaVxjh8NHNZbglJa21cdOUowA/in9O9WAC0A+kZH8xPGl7dOPyjJACeB0d7rI1l2kBAS1zCIh7wUE04vzoorvThSIIQIC8+BnH//eSMEuVRv0GqIUAGHozfZTjzS3RvyUxLiGlY/Bl+U4ZKcoMfuOAQ2HvY3S7bcd0aMPKa3edWbMdcbsqwmITy8P+SlJOCaqOpGSVK0Ki1K0tQblFWiDhXnjs4VktZ/DISQ44X8XwjgCwBeAJ+CVYc7H8DzYAnAlx5kk7Vgss1onHDefyAiM3D6goJxmJ1kwhdbG5GXIhqe2UkmbG/oQWGcKOLG6i5ZBgkw6Um704cEg1auOgYw0tTc44XTFxSIaobZiHVVnTEkMD8lAZtru3C2Ikcp0aBDokGLrbXdgoSVly+OltL0Szfjy22NMdHPTKsRK8rbcZ4iekcIQXaSCTulXZg5cpNNaLIxoqY03gvTEvDcok4UpCQIa0ym1YitdTYUpIrrS1F6Ilbv7cDdZw0TrplpNWJHg00ggdlJJuxrd8EXFAlmUbpZKOesvOaW2m5hnxvmSdegss2Bi8ZHnDEDMs3Y1+GE0xsUvMaDMi34z6a6mFy2AskAmBXlEOufnojl5W24eXZEWpovRUUMOm1UBMCI8lYHkhL0gsQ1w2rA6soOwdMPMA97aYs9xihqd/hgNemEscpNTsC+dhds7kCMN355eV3cyPfmmi4h902jYRWwylocuGBcnnBui90Lly8Yk3OyuLQVWVaT4LTKT03A8vJ2wTjlfd9U0yVEs3OTE9Dm8CIUpoJhnW4xYEeDDVlJRkGOm5Nkws4GW4ynP9NqxNba7hiVxNFAX+8EfCkhZCkhJDYGzz7PlzScv+zL6x4E3GBh6DxKaQ6YN+qEx5Bsq6Bh/zFwgtFbBaJjDatJj7evO6lPEqSPJG44eUCMEXW0YdJre40k9Ia7zxqKP5w6+JCvGS37UiKa/B9PkDfu6qVK0JGAxajDLycUHLXr9QUIIUkA3gQQAnAKpfQGSumfwSKv6wBcQgi54iCbraGUPhTn54SM3CZLZTbbHT7kRhHP0ma7XMGMY2i2FTvqbTEG8IAMM0qa7YKzhHm79ahqd8lJ9YDkdW/owZAsq2BcZFgN2NnQE5NblZ+SgN2NdsHzCjCSVdPpFqqbFaYlYl+HCwl6Ue7RPz0RDd0eeX8NjrxkFkmIbjs7yYgd9Tah7RxJwhEMhUXjIi0RHU4f+kWNVWFqIrbUdscQz/7pZjT3eGMcD2lmA3zBsHDN3GQTKtucKEo3C2M1PDcJe9ucMZHrARlmrNvXGSMVzU9NxO5GuyCLyk0yodXugycglrkelGXBtjrx3lkbCahsc8YYf8NyrKhqdwlV3FIS9XBJVX2U3vjiHCt2NvTEGBcDMizY3WRHXor4HLKS2FxRSlSNOi0yrUaUtThQpBjz4blJ2NXYgwyLQSheUJyThOoOV0yhgwEZFlS0OmPmeEFqAspaHOin2Lcn3WKEzR2ASa8VjLwMiwFbarsF6Q5rIxHVHa6YOZGbbMKeJrswtgYdk++02L2CsVSYloj6Lk9M/3KTTVi/r0u4d4AZv/s6XH3iMDpY9DWDuxFACqW0Kd6HlNJGsI1bbuzj6x4QKKV+Suk8Smnzsbj+zwVaDUHNk3OPe4Kt4sjg96cNwRmHEDXg+M3JRVj4p1l92KOjA+7JO9AIwAmMSwBkAviEUrqZH6SUesEkQQBw67Ho2M8FnFTqNBqBYPINAcdGRRa5NHFCf/E43y17UBTB5knpSjLOCeToKGfRsGzW9sSoPVqGSAZBdJSTGyFKaYdJzzbmis7n4gZINGEelsOuGU2yOOEcojBGNBqCwrSEGOLOk/p56UcOfn/RXno+ttHX5HvJKJ05XD6YElWJjpPtIVHG0pSBzOM8KUoWmyzlsynziPjzVpY0BiL3zseGg5e3VsqIAGBghjRWiiplhBB5Hx4lGefGUF7UmIwrTEEoTDF5gBj95rljI/LEvvBNG5WFHvi6mhy1rvK8r2jjjz+foihDh3v4lQRbK5XLzotSD/B77pcWbSiza0WTcR5lGxV13CWVNBeMVqlNXmGPgz+fkVFjMrEo/lgdDfR1rHg0gO9+5JxNYKFgFSpUnIAw6rQxL6OfAow6DV64Ytwxj9r8BHCa9Ht+nM9WgkVipxNCjJTS+Bt/xCKFEPIbMO1/D4AtlNJjsmHj8YJ3rpsEf1QuTk6yCY9eNArnjMoRjg/PtYIQxMj9rpxciMkD0mIkHG9fdxJaerzCMZ1WgzvPHBqTWzUsx4oHzhuBC8aKOUOXTixEVpIphrzffdYwTOyfGuNAWnLnbHijql1lWo2468yhgqwDAE4dlokFf5wVE3X4/WlDMDo/RZbrcfz35mkxpXE1GoI3r50UQ9KnDUrHrKGZMQbN3DG52NXYE+ORLko3x1ScI4Tg3etOiikJnW4x4o9nDBH2AwGAuaNzUXxnUkxRh9/MGIDinKSYvk/olxKzF01ygh43zx6Iy08SVc0zh2Ti3NE5McUvLhyXh1A4HLOe3XDygBjdPSEE980dHiMjGphhxrBsK6ZFyV95IYtog+7xX4zGtnobovH85WMxOFOcJ+kWI248eQDOGSUWaTitOAt/OmNojCF66ymDUJybFFOF73+3TRdyIgDmpT9vTG7M/Uzol4qbZw+MkQBdcVIhCMQKfgDw4pXj4Y4qCKLTavD3i0bFtDGhfyqumtIP544W7+fSiYVINxtjKgseDRBK4+VXHWJjhHgBPEspvW8/5zwK4G5K6YGJcY8gCCEPgVWWOOgkYELIll4+Kp4wYULili29faxChQoVxycmTpyIrVu3bqWUTvzxs+ODELIJrNTyJEppzEJICNkNYCSAEZTSeGU/o8/v7SW1A8A1lNJdB9gvdc1W0edw+oLodvkPOifpcOAPhqHTkJgCA8cTvIHQUd/Y6kTE4azZfS0B6kBka/beMASArY+vq0KFChUqjg9w11xPL5/z4ykH2N5zYInDmQCsAE4C8DmAsQCWEkLibw+uQsVRgMWoO6rkH2D68+OZ/AO9F6lQcfygryVAawBcQAgpppSWRX9ICBkO4EIA3x7qBQghNQBid+npHR9TSn91qNfrDb1ZW5KXaUJfX0+FChUqjhaOl3UWACild0Ud2gzgUkLI5wAuBnA32OZiP9aOumarUKFChYS+NgCeBfBLAKsJIY+AaUAbAeQDOAfA/QC00nmHiiqw0nIHirgJySpUqFCholcczjrLPfy9lbXgx20H2adovAZmAPz0MspVqFCh4hijTw0ASukmQshtAF4Gq/f8fNQpIQC3Uko3HMY1Tj+MLh4NFJWWlmLixEOW0KpQoULFMUFpaSkAFFFKD3xTi1iUg+UADAUgCOsJITqwDSSDAPYdxjUAoF36fbgbfqhrtgoVKn6S4Gv2ofxtn+8YQyl9kxCyGmzH3SlgOk8bgPUAXj2QpK+fOOwejwdbt26tOdYdUaFChYqDRBEA+2G2sRTA1QDmAPhP1GezACQCWHkQFYB6A98B+HANCXXNVqFCxU8VRTjENfuIbBkpkfw/HIm2j3dQSmO3bFWhQoWKEwefA3gKwBWEkBf5XgCEEBOAR6VzXlX+ASEkEUA/AG5KaZ3i+BgApZTSQNT5YwA8Jv33o8PprLpmq1Ch4kREn5YB/SmAEHIPgGLpv+PAKkmsBVApHVt9ou4uqUKFChV9AULIRWCGgBfAJwC6AFwAYJh0/DKqePkQQk4BsAzACkrpKYrj74HtG7MKQD0AH9j6PQcsn+xNADfTE+1FpkKFChWHiSMSATjOMQfA7Khj06UfDtUAUKFChYpDBKX0K0LIbAB/A0vUNQHYC+BOAP86CML+FYAkAGPANhgzAegEMA/Am5TSb/q46ypUqFBxQuBEjABcAmYAjAPz/ltxBEvYqVChQoUKFSpUqFBxPOFEjADcB0b8nQAaEJEDqVChQoUKFSpUqFDxs0df7wT8U8CfwMrTJQG49Rj3RYUKFSp+tiCEFBBC3iGENBFCfISQGkLIPwkhqQfRxnJCCN3Pj+lI3oMKFSpU/BxxwkUAKKXL+L8J6futtAkh1WDGRU2fN65ChQoVRxZFAOx9URmHEDIIrMBCFoCvAZQBmAzgDgBzCCEzKKWdB9Hkw70cDx5mP9U1W4UKFT9VFOEQ1+wTzgA4CkhKSEhIGz58eNqx7ogKFSpUHAxKS0vh8Xj6qrlXwMj/7ZTSF/lBQshzYJHYxwDccqCNUUof6quORUFds1WoUPGTxOGs2aoBcIgghGzp5SPT8OHDsWVLbx+rUKFCxfGJiRMn9smGWJL3/ywwr/rLUR8/COAmANcQQu6ilLoO93qHiZrhw4enqWu2ChUqfmo4nDVbNQBUqFChQkVf41Tp90JKaVj5AaXUQQhZA2YgTAWw5EAaJIRcDmAAAD+AUgBL+2A3YRUqVKg4IaEaAIcISunEeMelyMCEo9wdFSpUqDieMEz6XdHL55VgBsBQHKABALahmBJthJDfUUo/P5A/3k/UVq0Ep0KFihMOJ2IVIBUqVKhQcWSRLP3u6eVzfjzlANr6Gmw34AIACWCE/Qnpbz8lhMw55F6qUKFCxQmKw44AEEIWAfgBwPuU0q7D75IKFSpUqFDBQCl9PupQOYC/EkKaALwIZgzMP4B21KitChUqVEjoiwjA6QCeBdBICPmIEDKrD9pUoUKFChU/XXAPf3Ivn/PjtsO4xltgJUDHEUKsh9GOChUqVJxw6CsJUDWAMICrACwjhJQQQv5ECFHLqqlQoULFiYdy6ffQXj4fIv3uLUfgR0Ep9QJwSP81H2o7KlSoUHEioq8MgA8A5IFt8LIHTKOpjArM7KPrHDYIIRcRQt4jhLwH4B7p8DR+jBDy7DHsngoVKlT8HMA3XDyLECK8ZyRv/QwAbgDrD/UChJBhAFLBjICOQ21HhQoVKk5E9FkSMKW0h1L6IqV0DIDpYEZBCCwqsFyKCvzxOIgKjAPwa+nnbOnYQMWxS45Nt3462FLbhd//e+ux7sbPEg3dbtjc/mPdDRUqDguU0ioAC8F2qfxd1McPg3nsP1TuAUAIKSaECBV5CCED4r0zCCGZAN6V/vsJpfSwdgNWoUKFihMNR6QKEKV0PaX0erCowB8A7AKLCvwDQAMh5KMjcd0D7NtDlFKyn5+iY9W3nwq+29mM73Y2H+tuAAA+XFeD69/deKy70Svqu9yo73If8PknP7UMf/p0+xHpizcQOuw2fvXWBiwra+uD3pzY2NXQW3GcnxVuA9AG4F+EkK8IIU8QQpaC7QJcAeBvUeeXSj9KzAbQRAhZTAh5gxDyJCHk32BlRKcB2AzgL0f0LlSoUKHiZ4gjWgaUUmqnlL5MKR0HtuHLe2C5Alceyev+GAghBYSQdwghTYQQHyGkhhDyT0JI6rHsV1+gttOFUJge9N99vqUB83cfGKnXEnLQ7bf0eNHpjOzZ4/GH8NA3e3DN2xuwfl/nAbURDlMEQsKeQvh2RzOWlbcfdH8OBP5g+MdPUmBvmzOmf+e+sArn/mvVAf19WHpugdDBP78DQfH981HR6vjxE3vBzgYbVu/twBsr92FzzZEp+GX3Bg6oj++tqcY5LxzYuAIApRSNtkPbLr2v0eMJ4PyXVh/0/FLixvc349NNdX3Yq76HFAWYBLbuTwFwF4BBAF4AMJVSeiBf/C1g9f+zAVwstTEHzKl0O4AZlFJbX/ddhYoDBaW0T5wrB4NwmILSI/Oe6Csc7/1TcRT3AaCUbqSU3gAgF7Eh4aMGaYv6LQCuB7ARwPMA9oHlL6wjhKQfq74pcahfntnPLMe7a6oP+u/u/mwHbvtYlPW02b1xPZVaDTMAlFIVSileXrYXv34nvjd++pNLcPkbEblvXZcb762twarKDiwuaZWPlzbb4xoFt/9nG3797kaMeWhh3L5Eo6LVEdNGdYcL/1hYLhzzBUMovn9ezHjva3di6H3z0NB9YN57SinOeG4F/ru5Xjju8AXh8MaqE2o6XDEkurLNCQDIshoP6HqrKzvwwuJKXP76uh89nz/Hlh5vzGeznl6GrXXdP9rGsjJmaK3b14lLXhOvuaKiHVe8sU42YgDghvc2YcaTS7GnqUc4DgCba7riRhJueG8Tznp+pXCszeHFllpxrNZUdaK02f6jfeYY/sB8zHhyKdocsff/xsoq/GtJZUw/FuxpiTm32+VHqz22jXh4Z3U1Jj+2OCYCdNKjiwEADm9AON7h9MU13ovu+R4frqsRji0ubcW9X+6KOffX72xE2wH27yiBxvmJf6IUhY06totSeh1YJOBDAI1g8qFBAMYDyDoy3T7+8fyiCry8bK9wzBsI4daPtsSsfe0OH0Y+MB+1nS7heEWrA49+VxJjjH60vhbPLhDXSkopbv1oC+btEh1FPZ4Arn93Y4zhvrPBhjs/3Q571Dz/fEsDbv5wc8z9vLaiCh9vqBWO+YNhXPP2BuyotwnH67vcuOeLnTHfxSWlrfjdv7ciGOWI+WJLA77e3hhzzUe+LYk53mr34pRnlmFjtbjmrN3bgbn/WgVfUCT793yxC6c8szym7b9/V4IvtjQIxwKhMK5+az22Ra23NR0uPPztnpixem9NNX7z3qaY99ONH2zG76JkuEGp7dWVYjpMo82DOf9cGbP2r63qwK/e2hCzNv/5sx34+3clMffzh/9si1kTnb4gzn5+Jfa2ic9+U00XBtz7Q8xYLdjTgge/3h3T9mPfl8Q8+0AojEtfW4tNUe/Jmg4Xrn1nI9od4ibgX29vxM0fbo4Zqw/X1+KzqPey2x/EOS+swrJy8R3UZPPg0tfWoinKWTR/dwsuf31dzLx6Y2UVnpgnBi0ppfjjJ9tiHKoN3W5c/OpalLeIY1Xe4sCdn26Pafto4KhvBEYpdVBKXzva11XgFbCXxu2U0osopfdQSk8DMwSGAXjsGPZNxoB7f5CJw8FISAActJe3rIURqWju8eqKKpz/0mpUd4gvDY1Euq9QEPoeTwDPLCjHiopYb3xFqwNhCiEC4PZHSLEyoPC/bY1YVdkhtA0A3+xowqrKDniiPC3RHncAWLO3Axe+tCamjZUV7Xhx6V7BW9PjCcAbCGPAvT8IC36N9KL8cJ24KH23swldLj+eW1SBh77ZIx8fcO8PAMQxLLrne/nfn0e9CO75cmcMieaLv8mgjbknSqmwULfaffjV2xvwzY5GbIh6UdV2uoR7DIcpzn9pNQDg2nc2Cu3c+tEW1HW5sTyKjH+3swnnvrBKIAaJcfoFADvqbfj1Oxuxfl+X8IJYUtaGRpsHc/+1Gq+trJKP97gDuOS1dbj+vU3ysXm7mlF0z/fYVBNriDzybQkufnUdAqGwvLjzvszfHbleOEyxqrId17y9AU/OKxPa8AbYfexuFA3ajdVdePyHMjy3SCxGs6SsDTd/uAV7JaOM48o312P2M8uEY2+t2hez2Hv8IXywrgZtDh+uU0jUulx++KU5a1cYhs09Hkx6dDG+29kktMO/e/d/vUc4PiDDjDCFENUIhylWVLSjtOXQozx9ib5ytkjnrZP+rkpqZ6PU7hZCyMC+7/3xDW8ghBeWVOKZBeVw+iLzaEttN+btbokh719sbYDLH8Kbq/YJxx/7vhRvra7Gmr0iaXxl2V68tGwvOhRr9t42J+btbsHj80oFkrVgTwuWlbfjhcWiEf326mp8ua0R3+4Q5/Sry/diwZ5W4b3S5fLjyXll+Pt3JYIRvH5fJ1ZVdsQ4tf67uR6fbKqPIe//WlKJ73c2Y53CAHL5grjrsx348+c7hXWxvMWBd9ZU4/UV4pj8e0MdajrdwtoCAB9vqMOeJjs27BPX26113WixewVCWtPhwturq/HswnJhrJaUtmLN3k58EPVeeXHpXry7pgafbhSJ6vvrarG0rA27GyPODqcviKVlbZi3u0UYq7VVnViztzPGmfH+2hqUtTjwVdRYvb2qGqv3dgjGoi8YwmdbGvD26mq4FPOqpMmOb3c04dHvRcPgy60NaLR5YsaQ/3/BnohzLxymuPuzHXh/Xa2wbtV3ufHmqmo8+UOZ8G5aUtqKTTXd+Gi9OFbvrqnGyor2mDX31eVVWLCnFXuaImPl9gdx/1e7cf/Xu4XnsLKiA6XNdry5Uuz3/7Y1YlNNNz7ZKEZXP95Qiw3VXViuUBuEwxRPzy/H6yv2occdMdxKmu34ansTXl1eJbTxzY4mbKntxltR38GXlu3Fl9sasbj06Etr+8IAeB/A9j5o54hDeiGdBaAGwMtRHz8IwAXgGkLIMS0px7/UPZ4AttfbMPPpZZjzz5VxDQGHN4Cie74XiNr6fV3YUW9D0T3fx3gD4qHVHlm4lJ7g5AQ9gAgZ5uBO97DiC9XlikQDlN6AjdVdskdXSY5/8cpa+d9EYQGsrYr0d0st60u0F4HD7g1gc61IGHc39uCmDzbLhgJfUCpbHXhQIuzNPV6Ew4xQK73zlyk86d2uAPKSTfj3hjrZyAiGwvj9v7dhwt8X4fUVVXhvbU1Mn0y6+F+puz/bIf+7w+nDeuklUtXulJ+d3cMWkX9vqBMiL5RSzHhyKQb+9QfZS7C9vlv6e/HZACwKVHz/fPnl6I4ympoVXrN50kvuX0v3Yll5G8JhipoOF37/720oabZj6H3z5HN7C3MrF0VNLxGZsubInJjyBPOAj8xLwnbJs/fk/Ahhn1wUyfn0B8OygTPkb/Pw6gq2qPKr3PLRFvm8jzfU4pq3N2JVZQdeWyEuvhz/3lAPj5/dx7+WVOLFpZGXJY9oKV8UPyi8nc8vqkBZi0M2JjieWVCOWz7airv+u0N++V737kbUdLLvq14bmROrKiNjdeqzy+Xv9Ptr2UuuxxPAjCeXCucAQEqiXj7W5vCiusOFkXlJqFIYKPylettHW2IMnWOEvnK2PA5WTvQ5SunpUjsXgRkEWdJ1TihUtjpRnGPFxP6pwlqxpbYb100vwu6mHnmeA4xI3zJ7kPx9A9g831rXjdtOGYRFpRGi5vIF0e0OYNbQTKyripDDXY09mDsmF95AWCBwexp7cMPJA7B+X6f83aGUYm1VJ3536iBsUjgo2hxedDj9uHRiAVYovK/b67sxc0gG8pITUKl4fywrb8O10/pjWXm74CHdVmfDxRMKBKeNNxBCRasTv5kxQH53AMCOBhsm9U/FuIIUwVmyoqINl0wsQE2nSyC7W2q7cfvpQwSjKBSmWFnZjl9P64+VCieXNxBCfbcbJw/OEDzVm2q6cN6YXARCYbQo1tslpW247ZRBWFnRLqwzm2q68Oezhwnvvy6XHx0OHy6eUIAdDTb5+KqKdswamokhWRbsaYo8+8Wlrbj9tMHY1dgjGAarKztw2ymDsFwx3v5gGGuqOnDzrIGC025rrQ1jC5IxtjBFINLr93XiysmF6HD4YwzOSycVCPMKYO/h66YXYWN1ZP5UtjmRbjbgnFE5QvR79d4O/HJ8PpIS9ALXWFnZgaun9BOeJQBsru3Gb2cOEN47Hn8INZ0uXDapQHgOpc0OjMpPQrrZKK/HACPpN80aiK113cJ7bc3eDlw3vUgwIIOhMLbV2XDz7IFYrZgTJc129EtPxJQBadiueD7b6224cFwe9rW7BF60paYbd5w+JOZ+djbYcM3U/sLzOVo4bAOAUno9pfSbvujMUcCp0u+FlFLhLU4pdQBYAyARLF/hqKLHHUCjzYNTn12OJdJi/NA3e+QFoazFgUUlrSi653th0eML9HOLKmRJQV2XGxe+vAYA8Ku3NwBgCxUnODvqbYK3QknZfqkg5vVdbJG//t1NMgn2BUN4eVkVZgxOFwi9kgyf8dxKbKntgtMXFCQ0yoVDCc7/KaWCp2NpGRuHTdXdGJQZscmK7vkegVBYCEXzBfy8F1fDpXjxrZAIV0UrI0oawkjVwL/+gJs+3AyHN4gxBcm4/fQhGJYd2UvoiXll6J9uhsMXlA2YLoXkyacwuJReC254xItM3PPFTgDAdAXBO/0fK3DJa2tR0mTHzR9ukY8rJS8lzXY0SeFbvkDe8lH8KkyViuhPibSAu6PGnRNMpVRkYv9UXP/uJvzpv9vR3UsVok6XH9fPKIo57lUYaN5e7p+/kEqb7TKB3tNkx0XSPFXKnnh7Fa0OfLOjSZirm6UIQbdbDJV/ubUhxkt+4/sswqA0nBeXtuLzLczL9tyiCqyq7MAvxucDAMY9sggAI+EWow5XTemHoOLZvhDlWQPYnNVqCLQagi+2Nshh7KaeCEHqn54IgH137vhku/D3Njf/zrLn+sDXe9Bo88AbCAkv8VCIolt6mexptGPKgDS4/SFc+85GmUjslIigyx/Cnf8Vr3O00VfOFkKIBcA10vkPRX38EoBaAGefaFGAkuYejMhNwojcJJQopHA76m2YMiANgzItKFesBaXNdlw6qQBVbZHoYEO3B4kGLU4tzpLXCoCRt2E5VswcnIENCgK3p8mOkXlJGJOfLBgdJc12nF6cBUIgk92Gbg80BPjF+AJsUTiVttbaMKFfCib0T8UuxVq/p9GOEXlJGFeYgm11NuH4nFE5SDMb5IgBpRS7Gntw/YwibK7tluf/nqYeDMoyY3y/FEEeWNbswPDcJIwuSBbuc2N1N04dloXBWRY5Ck4pRUmzHZdMYIYBH6vaThdSEvWYMypXILslzXYMyrTgpKI0gaRvrevGpP6pGJ6bJPalxYHTh2cjRCnapeiK3RtAh9OHs0fmyDJQgBkuowuSMbYwWSD6uxp7MLFfKib2T8UO5XNosmPqoHRkWo3yWLl8QVR3uHDzLGb88TWlss2BwtRETCpKQ5kiYri93oaJ/dMwtiAZOxX3U9Jsx6j8ZAzNsaJMcT97muy4aFw+6rvdclS/0+mDyx/EnFE5ghFR1sKeMRuTyDXLW9jzGZ5rFeQxpc12nDcmDw5vUJZu+oNhVLU7ccnEwqhxtWNghgWT+qcJcrGSph6MzE3GhP6pAvEuabJjXGEKBmdZ5O8PJ/q/mTEAZc0OeV5VtDqRnWTEyYMzhGturevGlAFpmNA/FVsVbe9psmN8YQrGFCYLc6K02Y4Lx+Whxe6VuVqPJ4AOhw8Xjc+X1++jiaMuATrGGCb97m3zGf6G723zGhmEkC3xfsCqHR00rnxzPWY8uRTVHS7cJBHBzbXdeHp+JJT7iZT0d9nr69Dc40Gn0yef+9qKKtzzRawmGIiU7Zz59DLc8N4mXPjyGry6vArf7GhCfZcb176zEeP7pQh/0+MO4IutDRiYwd7PN7zPNJsfr69DcY4V954zHB1On6yhiw5p1na6MerBBbjzvztwyrBMABESqJTGAIzcAMAPu5g3+sUrxwOAvEg093gwtlDsX4fTh30K7/ery6tiSOfkojSZEJe3OnDVlH544pej5c8Xl7bB5vbDatLh9OIsuANB7GywIRym6HD6MCIvCXNH56K6wwWb24/Jjy1Bv7TEmPF1Sgvf1VP6ocnGFiruzQeA/5vDpsQnmxjxzDAbhL/f2dCDK95Yh2CYYnR+Mq6e0g+fbWkApSzRa4kiNBjP46/Ebz9gz2lcYQpeX7kP1R0uzI+jZS9ttmPy40si4/erCQCYll8ZnQEinvFutx+j85ORHtV/pyKKcscn2+ENhOCWjLAvbp2Om2cNlOVNvSXuJhh0AID3fzMZrXYvKKU46/mVQuQEiOjmO10Ro8DlCyKk8KZdMDYPAOSQ6jNRcoj7v94jkOt7zhG/st/vasbUgekYV5CCxm4PWnq8AnEAIlGC0/6xAm5/hKy32n3wBUMYkGEBADx/+VjZ4Pnf1kgIfoL0fVu3rwO/fGWNPPc5Gm0e7GnqQWFaAj66YQr6ZyTizv9uRzhM0Wr3ol9aIl66in1PHJKB12r3YoD0fa1odcZoZI8y+srZMhVAAoA10t8p2wkDWBB1vRMCJU1KMiUSTEamkuQ52+Xyw+0LYWCGGf3TE2VZW2mzHcNzkzA028pkmtIc3tFgw7jCFIzrlyI4ZPY09WBkXjJG5SdjlxRhCocpSpsdGJGXhJF5EcOgqt2JIVlWDMgwC15jTvZG5iUJpJYZF8kYXZAsR68opShrsWNYthXFOVaZqNV3eZCg12JUfjKMOg0auj3yvY+Q7l1Jasta7CjOtcZcs6LVIR/n99nu9CFMKQrTEoSxqmh1YFi2FcNzrShrUYxVvQ1jJbKnNIrKWhwYmZ+MEXmR5xAMhVHZ5kBxjhXDc5LkqGhpkx3DcqSxcvpkZ9auhh6MKUhh49oo9ntotkV4xpRSlLc6UJyThOIcq2zQ7Gt3oSjDjOREPbKsJjkHhBtz7H4iz7iyzYFhORaMLUgRDJ3SZrtscHJS7/GHUN/llucQn4cl0rkj89g98rWxrMWBYdli//jzGZZjRXFOkixfDIUpylvYvBqdH5kTVe1O5KckYEiWBT2eAHqk92xJM7uf0QXJ2KkYq92NdozKT8KEfimCuoHfz2iFMVvX5UaG1YB+6YkwG3XyvGLzJPJd42t/WQsb77GKOQvw72YyRuUlY490vMcTgM0TQFG6GcU5Vnm+7Wnskb47SdjX4TzqyeQnmgHAt5/vzdTix1OOfFdEKDXxAJAZJxGUe7EBYNoTSzFRSibk2F5vg14b8eefMZzlx1386josLm2DwxvEkrI2XDWlH9ocXtz+n214ezXTVlYq2i6653tMfJR5Qz/+7RQAkMOe/9lYh/87pxjDc5Ngcwdw/bubhMTKUyWyb1BIYSgFiiQvqHKC8wTeeilKsLPRht/OHACLiZFB7g3odvuRmmhA6SNz5L/d2+bE6yv3Yc7IHJj0Gry0bK8s8QGA6ifOxfljc/H4D2W4/PV12NvmwJQBabj8pH64ZfYg+bzr3t2EVrsPKYl61Hd5cMFLa/D84gpkWo24/7wReOmq8TDoNLJ3eFiOFT/cPhP5KQlyVGJZWRtykkwoTEvEayuqsLikVfaimw1a/GpqP/l6l7++Dk09Xux5+GzMHpopH7d7gyAE+PYPJ2NMQTL2NNnxyvIqDLj3Bzy3qAIPnj8Cv5kxAGv2dggSq/vPGwGAee1eW1GFmk43XrxyPC6eWAAAeHFpJR74eg+Kc6yoeXIu7j6L2bbXvC0ma3O5F5dEpSTq8erVzCgY98gi/PGTbfh6exNSzQasvfc0GLQaeAMhVHe48OH6WlxxUiFG5iWxse9w4eSnWJRhYv9UXDqpEHVd7phE43evPwkAm1MrK9rx5rWT0D8tEa12n0CIc5NNuGwSu58wZS+7NrsPa+85DeMKU/DDrmboFNIj3g+AeWlqu9z492+n4KmLI8YfNyQe/8Vo+d4B1vbX25tw+UmFKEhNQEO3G9OfXIJz/7VKMJKveXsjOpw+2dP26U1TMXkAky71eAIwG7R4+aoJmD4oA9vquuH2B4Xs1wfPHwmDToPnF1Viq+Tx/NMZQzF3TC4m9U/FLR9uwX821mFMfgpOHpKBuk43lpW3o83hQ5vDh+wkE0bmJaMoPRHNktHp9AVx1shs+Roznlx6LCtx9JWz5bh12tR0uLCuqhMbq7uwtKwVH66rwbLyNmyq6cLX2xvx6aY6fL29ERv2dWLN3g58vb0R3+1swnc7m/D+2hp8ta0RKyrasbfNgf9uqse3O5owb1czPttcj1WVTOO8YE8LNtV04T8b64TIb0kzMwCUBNPhDaDL5UdhWqIUGWCvs7JmRoAJIRgikX2AOViG5yYhOUGP1ESDvA7vqO/B2MJkDM60oKrNKTsiSiTSWJwTaaO2y43kBD1SEg0CUdvb5sTgLAu0GoLBWRZ5LS9vZWRvaLYV1R0RD/seKaIxLCfiBW61+2DQaZBuMQqkfldjD0bls1f5mIIU2cta2cqMjqL0RLTavYLRUZxjxci8SATA7Wde5f5piRiZF/Gwl7cwok8IwbCcpEi/W5wYmm1FSqIBVlOEHO6ot2FcQQpG5rFIDB+rva1ODM60CBGamk4XspNMMBt1KM6NEGZOxrUaggEZFlS1K4yOHNbG3raIVLSi1YmhOVah7aYeLxL0WqSZDYJRWNnmkN9TQ7Mt8nMrkQyu/JQEuH0hWapS2erEkGwrxhREjI5AiHndh+WIRlR5qwODMi0w6DSC8bdHMk6tJj0yrUY5al3e4sCwHKvQP2bksedTnGtFuWQY1Ha6kGY2IDlBz64pEWZutGo0BIOzrbKDj19zUKYFjd0ecV7lJWOE4po2tx89ngD6pSUKxmxlmxNDs5gKYHhuxOAsl4y/DIsRBp1WjsaXNduZMaeYm9xwGZ5rxcj8ZJnoM6PNCo2GYExBCnY1sjm7WzKqTXot+qUlys/+aKHPDQBCyGxCyHeEkDZCSIAQEorz85PftIVSOjHeD4CyH/3jOFh29ylYdvcpAIAXrhiHT2+KdYy9ee2k/bbRaPOAKAQ9UwawHLtZCqIJAHNG5sh1/BdJFXg8gRB+M2OAfA6XPqSbFdKMQAhV7U7MGpIpVN+Z/BjzJNc8ORdXTGZkV6kdff2aiVj+51MxOMsiJMOuu+c0/P3CkViwpxUbq7tQ0+HCuMJUzBqSiS9vm44Opw9P/FCK5eXtSDMbkKBIQuUEdtbQTHxy0zQATDsPAKv+cioIIbhkYiEAYEN1F1rtPuQmJwAArJKBwUEAwbP/4tK9siSFECLkVwzPsWJEXhLe/81kUDDSdccn2+H2B9FfamNhSYvs6U41G2A16VH1+LmY2D9V1qCajTq8/5vJuGlWRLnAuRrPiVB6q6YPysCQbAs+WFeLM55jkqR3rzsJv5raDzoNwbzdzXLi62nFWbh4Qj5SEvX4UvI68wXqZsn4USb3bbnvDBh1bGxDYQqzQYvtD5yFc0bnyud8tZ0l8iUn6GHUaeEPhVF8/3ycJ5U4HZZjxfOXj0NusgnnvLBKyK3on56I2k63IC9b8MdZKEpnLyZezcag08jPWFnhornHi0cuHAWAlaC99p2NMgk+d3QO/vz5TjR2RyQ3ymTlX76yFjvqbRicaUF+SuQZO7xB5Kck4Kop/WBUGKvjHlmEjdVdmDU0A0OyrdhQ3SVL3c4ckY2aJ+fizBHZWL23Q66+9PtTB2PKwHScVswM7ge+2oN5u1tgNemQnWTC1IHp+GBdrXyfo/OZxvb66UWyZOzOM4fijjOG4OWrJqC02Y7KNif+s7FefmE/c+lYAOyFvrWuG1lJbH7WdLLKEoFQGF0uZii/Ihlu+akJOIboK2fLceu0WbevE4/9UIK/fL4Db6zch/l7WvDa8io8+l0J3li5D9/uaMaiklY8u7Acj35fike+LcE9X+zCe2tq8N/N9XhnTTUe/Y4luC8ta8PLy1gi6KKSVjy3qAL/2ViPTzfV4+Fv92BVZTsue30dylrsEa97bhKGZVuxr4ORw4rWCOkekReRWZRIpAkAhmVHpEElzT2R4zlW+fzt9TaMLUhBqtkAg06DNocPDd0eJBi0yLAYMTTHKjuj9jQxDyYAgUxVtTtl4qkk9WXNzGtq0msxIMOMilYHejwBdDr9GJBhRnFOEspbHbJHe6gkyyzOiRDmUsn4ASDIkSrbHBiSbYFOq8GQLHbNUJgywpxtxcBMM5p6PHD5gqhodWJgBjtXGQEoVYxVcY5VHquKtkhflB75HQ09GFuYgiyrCTqNBi12L1rtPhj1GqSaDRJh5m0zogsAwxXGhfKajKSzsd3bxgyaBIMWeckJqOl0CYZLcW4SKlocCIbCKGtmhhXAyCt/liwqYJXajjw3bkASQlAsRQFCYYqqdjaHBmSY0WZn0YiqdifyUhKQaNAJ8h3lsx+dn4zdTUqDJlkeQx7p4IZYQWrE6Ghz+EDAHJ4sMhA7Z0coxpBHvgCgOFtxvnRNg06DARlmuST33jYnhuey6EJlqxPhMJXalsh4fopstFa2OjA42yKNYcRgKG9hERc+tmXN7DtY0epEcU4SClMTZaNiX7sTWUlGWE16jMpLwu4mhREuPYfR+cmy/E15P0OzrTEVgo40dD9+yoGDEDIXwFcAtADqAJQDOJ7IPn9ZJPfyOT9uO/JdEUEIwYAMM/55+TicOSIbiQYdbp49ECVNdlw/owgObxBnjsjGGcOzsViRsJWfkiAkZGVajWi0eXDd9CL85uQBmNCfaQUBlgyk1RAUSMTg5MEZclJLKEzxwPkj8I6i2sI/Lh0Lg06DH26fiVs/3oKHv92DMI147odlWwWdKQCcMTwb/dIS8fGGSBa9Sc8I2YxB6bjvq0gJsKwkk0zKeQLuHacPhVZDML4wBb5gGK9LWfoXjmOyjuumFwn5Bp5ACElRhL5QIuJKg6Gq3Yl0C5OuRJdau2RigZCIzMcxHlIl+UtSgg52TwCznmYVYeb9cRbykk344tZpuP0/22HSaxEIsfwCgI3ZacVZ2FLbjQV/nBUZGwX5NOnZv7mUabvkGb52Wn8My7HGaPNH5ifBqNPir+cOxyvLI+UAzUY2HmaDTtaY8wVMmZDKkW4R7zW6tGpOkgktdi+ev3wsxktSrEsmFuDzLQ1yvsX4fqkYmm3F6PxkNEeVm9NrNdCQSBL48rtPQVGGOaYkZ2FqAkw6sdJQhsWID34zWZ5DG6UEr5tnDZS9iwCwV+E5yUoy4d3rT8L170aqDKVbjJhuMWLu6Fx8v6sZM59eJj9jQgjm/3Em5vxzFXo8AbxwxTgYdVpkWplXpk7KIRgieYfevHYSdjbYcMFLLH/h7rOZk5pHIbjkikciLhiXh+92MIP7rBHZeEMy5ItzIzknSgP0/vNG4B7JWODP6+yROZgzMkc2fOdKxtlLV43H7/+9DUP+xpK1/37RKJw7Ohff334yMq3GmHl9IkNy0MRAigJMONj2rpzcD1dO7vfjJ/4IwmHaa/K8Enf+dzu21dlg0mllrzvA3gFV7U7JY8xJYJJMVMpaHJjQj70DhmRb8akkRSxtduDPZ7PzOUmf2D+VFZaQjPNBWRbsbXPC4Q3KpK5/WiLaHF64/UE5KgAAowuScf/XjNjsbrTLDphhUtTBGwih0ebBQMkwYJ53O1y+EIpzrNBqCNLMBpj0zMta0RIh3ex+JCOixY6LJ7CI4JjCFLwqrX3ce628n9REPdItzAkDQJaqVLQ6I0QyJ0k2ovY02TFjcIZ0TSveXVMDAKhoceB3pwwGAFkfP2NwOtodPnkNGp5rRUmTHQadRj42IMOCdocPdm8AZS12weDi77HKNicuO6lQ7l9lGyP11R0ueayGSN57jz8kGy4WrQbZSczDzqVffKw4kaxsdeJyRduLSluZAdmkNHTY2GYnmZBhMSJJGiuWG+FAXZdLMIp4/5TPflR+Ej6QShWXNPXgtlOYo6k4NwllLXbMHJqBbrcf/dISI0ZHsx2BMEVxDjNEitLNaLV74fIFZYkOnyfPSuW7S1vsuHHmQKlt9iyVXnc+tqXNdmgIQb5kuMAAWIw6Jq1sjBgoQ3MsqOl0weMPobLNiZlDMuUx/F5ykjLp20gAkCMJgzItSE7QI1kqzsBzI5p7vPKYFKWbYXMHYHP7mfyJGwAFyXLxibIWR+R+cmL51JFGX0cAHgIQADCHUlpEKZ1JKT013k8fX/dAwcXAvYWLh0i/ews3H3FcND6fTVgA954zHB/eMAWnFWfjwnEsUfGtX0/CH04bjDkjcwAwslCg8PQ9/svR2HLfGbj33GJoNUQm/wBw8pAMTBuULp/PtfkJei0un1QY05dzRrNrjMhLQmqiAf+JKlH25W3TseSu2QAiBF2rIThzBJMhrL3nNNQ8OVc+/8HzR8oSFC67UCZZApA1zNHEhS+onAgCTL5x6aQCWTIEQJCCKGFzB2Tt+sR+qThvDCNQM4dkyF5xDkLEpNTPb5mGD2+YjKcvHiO/8JNMenQ4/XLoND8lAYQQjC1IkSIxwI4HzsJzl42T2+HJoHwhACD0/avfzQAQIXc81NhfehlP6p+KvGQTAODjG6cgy8r+PTDTjA4n60fZ3yMyKaWs7NfTi+R/b73/TABM+/7ns4chGoOksQaA88fm4ebZbIE6ZWiW/FyevXSsLPd69tKxGCcZBudJ+nsAQnTjjWsi0asc6R74iwYAvvn9DAzMtCA5UY/75g6Xjz9zyRj5Rf35LSzS84vx+bj3XHYO7w8nB0adBmeNyBYqCQFsXmo0BC9fHeF5So18cQ67Rv/0RPm7BgAPnj9Cfm5KQzM7yYRoXDOtv/zv4blJsmFVmJooGwWvXxPhoPyaAFCYFvkOXzG5nxxN4NInQKy6xXNizhuTJ0QGLUb2/RiZlyzPj2OEvnK2HLdOm77CgZB/gHsOewTvKMDmUXmLQ5avAGx9TTUbUNvlluURACPjZc12OfGU56ow8mHHzgYbxhSkyH0aLBkAJU09MiHTaTUYmMGO71Z4e/OSTQiGwqjvcqOyzSGfPzyXyUbKWhwYmGmRjVrmee+R9NvJivthUpByhUFTkJrAqhO5/MyTnhvxPO9ptKPb5YfbH5LXRy5T2tMUIZL8miXNdonUseMJBi0KUxPl8/nxYTlM2uEPhlHX5ZbJ+JhCJjva0dCDUflJssOEk8PyFofsLNBqCCOkTXY5+gEwMr6vI+KlHpxpkce7osWBqnaX7HXn51e0OIQxiYytXdLXs+NKj7RyTgyVJDMN3R5YTDqkSe9DTqRLosaKa/WVx81GHXKSTKjpdAljOzTbippOVvWm0eaJGEVSZKmixYEhWRZ5XnH50u7GSBRKp2WGU3mrAzvqezBaknkNyDCj08nup6TJjpG5kYjT7sYeVHdEvO7K7wPPWeEYJkUYlBIyo06LIVlM7qMcK54b0eH0weMPyZypONeK0hZHzHeQy4CUc1kjReLk5yM9t0GZzCjkElI+VsciAtDXBsAoAJ9SShf+6JnHBryA91mEEOHeCSFWADMAuAGsj/7D4wl3nTUMj0vJrKcPz8K8O2bi4xuZVr8oPRHpFqMs6YgHQgiW3jUb10mk8IUrxuGpS8awts8cihmDmXSILz4A5GNKmI06DMq0xBznJDwvRZQgaDQEEySDZPGdzHBQetqvmtJP8NoDzOP/7nUnYWxBitA2AFw5uRBJJj2sxgiRVBoIAHCppIWfNTRTNjrOGpmDl65iRDBNkdDKCd6Y/GShX5OK0jBzSCYuO6lQbj/6OvK9Sy+3vJQEJCfqhfPOHZWLpZLBxHH5Sf1k8sdfDimJBpkEv3jlePk56bQaPH3JWEzol4LpgyLPg+cSXDguT7jeqcVZOHVYJu45pxjnjorIeVIlr0VBagJ+d+pg+XjNk3NR/cS5+PLW6fKxF68cj+tnDEDNk3Pl6AfHuEL2LDnpBFgC7qc3TYVeS3CvIrn2dCkf5ZELRwpjyI0RbhQAwI0zB8ov8mmK++SRDWVJzGkD03HOqBzs63BhQr8UlD96DgghMBt1uG/ucPz7xinY8eBZiAelccyhNEpYv7PlpHSr4jMuI3vhinHyMaNOi41/Ox1ApFQuANmLCYiG7ZAsi/wSif6u3H/eCHx2yzRcp5DlKUvKKducOSQDZwzPwj8uHYtpAzPi3usxQF85W457p83Rwqh8llSo9LwCkle7hRGYoQpyOCI3CdvqulHd4ZTlB/3TExEIU8zf3SJ73YGIF3hTTbfwvRieY1WQdJHw7Gjowc4GVjYSYHN7VH4yPtvSgKJ0s7yWjylk2vudDTahDS6PUZJxQDJSWhzC+dxrvKy8TZBbppkNSDHr8eW2RozOT5a/X0OzmTd+a103xveL3M+IXKYnjzYMRuUnY3NNFxq63TJ5z0s2gVImky1KN8vr1hjJ6NhW1y0UpxghGRebarqEMRyZl4TdTXZZegJAlvWsrGhHgkErr63j+6Vga50NO+ptMknl/dve0IMd9eIYciJdLiU6AxHiua6qQ84JAZijqLbTjW313cK9D5fa4LIg4XiTXTJ0lAZaErbV2VDRyhKdAbaWD8yw4NNN9RiRmyQbeSMkI6+0xSE4PLhcbP2+TkwdGHHWDMtmc2J7vU3mCloNQXGOFfN3N0Ov1cjv5hG5SahodWLdvi7ZAcX6x+bPniaWAKx8DrsabNjVGDEueF/W7+tEbadbJulF6Wa02L1YV9WJ0QWReTU8NwmlTXZBugNwQ4fNZWFe5SVjW103Spvt8jW1GoLhuUn4alsj+qUlyvNKGeU6WuhrA8AJoOtHzzpGkLamXwigCLG7ET8MtsPkh5TS/ZdaOQ5gNemQn5IAvVYDq0mPGYMzUPPkXNlb/GMYmMnCiI9cOFIOeQLAH04fIkxgjj+fXYzN952Bj26YErc97rkHIC8K8TB9UAbK/j5H/hJP7J+KikfPweI7Z+EvcbzRI/OScGpxlkysb5o9EO9edxJevHK8/KU06TXygsu10RxPS4bN+WNyY6IKv5yQL4TwV/3fadj10Fnol25GpiW+BEgJblzwqMaPQaMhGBhlMCUn6LHkzlOw4wGRpN44cyBKH5mD88fmCZKck4dk4MvbZgj3wv/NCTLHc5eNw7vXT8YtswcJ5J2fXxRnrhBCDlg2MkDyiCkNRQCYMjAdlY+dG7eP0bsip5kNWPWXU2O81QXSS0tp0HDif/WUiKfdpNfi1V9NjNv2jTMHYvrgDCHJl2Pu6Fx8oTB0OOLtxMvJuTJ3JEEf8bQrwe9D2U6CQSskxXPotBrMu2Mmltw1W5bCcQzIMOOkqCgGl1s9qahkBbAxeOvXJ+HiiQWCIXWM0VfOlvUAPABmSH+nbEcDVmpUeb2fLUbkJqGyzYklZW1CQvr0welYUd6O3U09GKUkh3lJ+HRTvUBeCSE4eXAGnl9UgTEFkTZYFNGHb3c0ycnsADCxfxo21nRha50N4xTXnDYoHf/eUIdEvRZZimjY6PxkfLS+ViBYSSY9clMS8MnGepG85jFP7bY6keyOLUzBN9ub0Gr3Cd+vUfnJeHHpXpxUlCZETcbkp+Cd1dWYVBQh3RP7p6Kk2Y7Fpa1yxS12zWRsru1CRasDw6OMkU821WNotlX+rhJCMHlAKp6aXya8I1PNBiQn6vGfjXUYpxjDkXlJ2FLbjfX7ujBd4TAblZeMTzfVQaclgtRvXGEKnltUgRkKJ0eW1YScJBPeXLVPNqwA4KSiNGyr7cbKynahL+P7pWJJaRsauyNedwCYOSQTT84rw5iCZPn9YdJrMShTIulRRkRNhwurKzsEr/bkAWnSJmQ9mKQwaMb3S8Gry6swNNsKi+KdMyo/Ce+vrZHlZgCTNgZCYfxva4NgLI3KT8aW2m5sre2WcxUBYOrANLyxsgpZSUbBOTcyLxmvLq/CyUMyhPdd//REvLu6GtMGRtoYIWnvl5e3CX2ZMTgD83a3oNXuFcqKj85PxofrajEiL0l+9jqtBsNzk/D6yiqhf4MzLWhzsOqHyrk8uiAFG2u6sCvKWBqVn4RPN9ejf7pZcCCNLkjGS8v2Ct+1gtQE+IKhmB2bjyT62gBYAmBaH7fZ17gNQBuAfxFCviKEPEEIWQrgT2BepL8d094dIPRaDdbcc9pht3PttKIY4njHGUOx8E+zYs7NsBhx8pBYD+Oeh8/GH04bIv//grF52PvYOb1eM9p7zjSTVlnTyrH2ntNwycQC4ViSSY9Ti7NwvkJqQgjBF7dOxytXT8ALl48XzueLRTxi99xl4zBVsXAkJ+hhNenx57OG4RfjC2LOj8Yzl47F+H4pOFeRLAsAP9w+UyalBwKDTiNrCZWIjobsD2lmA04dlnXA59c8OVdYqA4FvNxm6AArzdx55lD5b5QojFNa9bVfTZST4jlykxNQ8+Rc4UXHsfr/TsU71510QP0AAJ02vpGTFhXlACBLx5TRATbnpgkvEiVSo+byij+fIlc9ika8KFo8zBmZg9OLs+RE++MZh+JsIYQUE0KEijyUUieAD6XzH4pq5/dS+wsopfvwM4fZqMOsIZkobbYLkbHxhSkoa3GgvxT95Zg9NBMbqrti8hRmDslAc48Xlylkn3qtBnPH5KLR5hFI07AcK5psHvRPTxSM1FlDWE30qYPEyPDE/qnocvkxd4y4Jl41uR9Kmu04RbFGWU16DMw0o6XHKzidzhqZjbIWVrVN6fy4eko/VHe4YtqePSwTjTYPzpZksXysBmdZUN/lEbzxo/OTUdXuwuj8ZOH7PHkAq4c/Z1SO0PacUbmo63LjovHiunXqsCy02n2YqDA6BmVapGITJsGhMXNoJipanfjleDHXjNfJj77macOzUNnmxC8nRN5BaWYD0i0GtNl9wn41UwamYW+bE+P7pQpR/7NGZqOm042rp/YX2r5ofB7W7evEWSMi1zTptTh7ZA52NfYI3viReUlo7vGiMDVR4Ajnj83Dvg6XLFOMjGE6WuxenDEiUomMR2621tlwjuI+h2ZbpcRynfDuO2tEDuq7PDESzplDMlDT6Zalzxyzh2ViX4cLs4dFCp1kJ5mQn5KAmk638Own9k9FZZsT4wpTZIciAEwqSkWL3SvvB8Nx7qhc7G60CwaXTqvB7KGZ2NNkx6whkWuOykuCXqPB0GyroB6Y2D8V9V0eoeIfAMwYlAGbOyC8Dwkh+OcV4w/qvX/Y4GWr+uIHQH8ArQDuA0D6su0+7mchgHcBNAPwg20m808AqX3Q9pYJEyZQFccP+v/fd3TRnpZj3Y2fJfr/33d0V4PtWHfjoPDFlnq6r90Zc7yx201tLn/cv/EGggfcfkO3m3a7fIfcv2OJCRMmUABbaN+ss4Ok9wEFKw7xBICl0v/LAaRHnU/ZKymmnXTpfArmZHpCao9K7Q86zH7+ZNZsXyBEOxzemOMVLXbaZo89XtvhoqFQWDgWCoVpSVNPzLluX5DWdbpijnc5fdTpDcQcX13ZHtOXcDhMG7rdMeeGQmFa0xH7nety+uKeX9vhop3O2O9Qe5x7p5RSjz/2+9np9NHqON/z6nZnTDvhcJguL2+jgWAo5viextixCobCdHtdd8zx8hY7benxxBzfUd8dt4/x7sfpDdDGOGNS1+mirXHa3lbXHXfdijfe3kCQrq5sjznu8QdpfVfss99W100rWuwxxytb7dQfNVbBUJjuqO+OObe+y0U313TGHN+wrzPuGNZ0OKndE3s/1e1OGg6Lc9nhDdDyOP1r6HbHnct7GnvijnldpyumbX8wROftaoo57vEHabMt9jmEQuGY+UMpu894zz7eszwUHM6aTegBeu/igRDyTpzDRQBmS6R6O+InZ1FK6Q2HfOHjGISQLRMmTJiwZcuWHz9ZxVGB3RuA1ahTK6KoUPEjmDhxIrZu3bqV9lIx52BBCCkE8AiAOWBEvhnA/wA8TCntjjqXWQGUxnxRCSFpYDsIXwQgF0AngHkAHqCUNkSff5B9VNdsFSpU/CRxOGv24ZYBvW4/nxVJP/FAARx1A4AQogeTAI0DMB7ACAB6AL+llL51tPuj4uggOrFThQoVRx6EkOlg0WC+m28ZgHcAvEgpjdnyMh7xl9qJ56XKAXA92Br+Y7sJq1ChQoWKKByuATDgx085rmAGk/oALHTcAiYHUqFChQoVfQRCyIUAvgDgBfApWHGI8wE8D5YAfOlBNlkL4L04xw/L+69ChQoVJyoOywCglNb2VUeOEtwAzgWwnVLaTAh5CCysrEKFChUq+gCEkCQAbwIIATiFUrpZOn4/WA7AJYSQKyilnxxEszWU0of6vLMqVKhQcYKiT6sAEUIuJYQsJYTElvpgn+cTQpYQQn7Zl9c9UFBK/ZTSeZTS5mNxfRUqVKg4AXAJgEwAn3DyDwCUUi+YJAgAbj0WHVOhQoUKFQyHKwGKxo0AUiilTfE+pJQ2EkKSpfO+7ONrq1ChQoWKYw9en3h+nM9WgkVipxNCjJRSX5xz4iGFEPIbMO1/D1jVi+N6w0YVKlSoOJ7R1wbAaADf/cg5m8C0oCpUqFCh4ucHvqNfzO68lNIgIaQawEgAAwGUHmCbYwG8rTxACNkB4BpK6a4DaYAQ0luZn+JejqtQoULFzxZ9bQCkgW2ytT90Ajhu9qs/VKgvExUqVKiIC77DXE8vn/PjKQfY3nNgCcUVYEnFxQD+D0xqtJQQMo5S2nhoXVWhQoWKExN9vRNwB4AhP3LOEMTfG+CAQAipIYTQg/j56FCvpUKFChUnIo6ndZZSeheldC2ltINS6qSUbqaUXgpmFGQAuPsA25kY7wesPKkKFSpUnFDo6wjAGgAXEEKKKaUxiyohZDiACwF8exjXqALzAh0o4uYjHC5623RBigxMOBLXVKFChYqjhMNZZ7mHPzneiYrjtoPsUzReA3AxgFmH2Y4KFSpUnHDoawPgWQC/BLCaEPIIWBJYI4B8AOcAuB+AVjrvkEApPb0P+qlChQoVKnrBYa6z5QAmARgKQJBKEkJ0YPvHBAHsO4xrAEC79Nt8mO2oUKFCxQmHPjUAKKWbCCG3AXgZbMOX56NOCQG4lVK6oS+ve5yhqLS0FBMnHvSuzCpUqFBxTFFaWgr0voP7gWIpgKsBzAHwn6jPZgFIBLDyICoA9Qa+A/DhGhLqmq1ChYqfJA5nzSaUxttl/fAgSX1uAzAFLNHLBmA9gFcppQda9eGIQ7ER2G8ppW/1UZvVAJIA1PRFeypUqFBxFFEEwE4pPeRd3qWNwKrA1sEZio3ATGDGwTQAVyo3AiOEJALoB8BNKa1THB8DoJRSGoi6xhiprXQAV1NK/30Y/VXXbBUqVPxUUYRDXLOPiAFwPIMQcg8ilXrGgZWXWwugUjq2uq+MARUqVKg4EUEIuQjA52B5BJ8A6AJwAViJ0M8BXEYVLx9CyCkAlgFYQSk9RXH8PbCy0asA1APwga3fc8DkpG8CuJmeaC8yFSpUqDhM9HUOwE8BcwDMjjo2XfrhUA0AFSpUqDhEUEq/IoTMBvA3sERdE4C9AO4E8K+DIOxfgXnnx4BtMGYCKyU9D8CblNJv+rjrKlSoUHFC4ESMAFwCZgCMA/P+WwF8TCn91bHslwoVKlSoUKFChQoVRwMnYgTgPjDi7wTQAHXjLhUqVKhQoUKFChUnEPp6I7CfAv4EVp4uCcCtx7gvKlSoUPGzBSGkgBDyDiGkiRDikzYY+ychJPUg2lj+I5uQmY7kPahQoULFzxEnXASAUrqM/5sQ0uftqxUlVKhQ8RNGEQ6zChAHIWQQWIGFLABfg+24OxnAHQDmEEJmUEo7D6LJh3s5HjzMfqprtgoVKn6qKMIhrtknnAFwFJCUkJCQNnz48LRj3REVKlSoOBiUlpbC4/H0VXOvgJH/2ymlL/KDhJDnwCKxjwG45UAbo5Q+1Fcdi4K6ZqtQoeInicNZs1UD4BBBCNnSy0em4cOHY8uW3j5WoUKFiuMTEydOxNatW2sOtx3J+38WmFf95aiPHwRwE4BrCCF3UUpdh3u9w0TN8OHD09Q1W4UKFT81HM6arRoAKlSoUKGir3Gq9HshpTSs/IBS6iCErAEzEKYCWHIgDRJCLgcwAIAfQCmApX2wm7AKFSpUnJBQDYBDBKU07r7xUmRgwlHujgoVKlQcTxgm/a7o5fNKMANgKA7QAADbUEyJNkLI7yilnx9C/1SoUKHihMZRMQCkig/+4yDUq0KFChUqjjySpd89vXzOj6ccQFtfA3gWwDawTcD6A/g1gLsAfEoImUspnf9jjexHtqmWglahQsUJhz4pA0oIKSaEvEUI+ZoQ8ntCiEY6fj4hZB+ADgB2Qsg6Qsjkvrimip8enL4g3ly571h3Q4UKFT8hUEqfp5R+RyltpJR6KaXllNK/ghkAGgBPHOMuqlChQsVPDocdASCE9AMr9ZYiHToPwCBCyH8AfA5AD6AbbMfdKQCWEkImUEp7Cw2r+Jli7d4OPPZDKX47a+Cx7ooKFSqOLLiHP7mXz/lx22Fc4y0AzwMYRwixUkod+ztZlW2qUKFCRQR9EQG4C4z8PwJgIlit5tsAPAqgFsA4Smk6AAuApwAkAvhLH1xXxVHAzgYbgqEwylvYu/X2/2zD0rLWQ2pLp+37fReOR/iDYdR2qmo3FSc0yqXfQ3v5fIj0+5AdQZRSLwBO+s2H2o4KFSpUnIjoCwPgTAArKKUPUUq3UUofAbAGwOkA/kAp3QkAlFI/pfReABulz44JCCEXEULeI4S8B+Ae6fA0fowQ8uyx6tvxiAteWoN7v9yFs/+5EgDwzY4mfLO96ZDa0mp+uhtPPzW/DC7fge039OaqfZj9zPIj26EjjGcWlOGV5XuP6DXCYYp311Tj1eVV2FrXfUSvdazh8Aawvd52rLtxNME3XDyLS0I5CCFWADMAuAGsP9QLEEKGAUgFMwI6DrUdFSpUqDgR0ReMrBDApqhjm6Xfa+KcvwZAbh9c91AxDiyB7NcAzpaODVQcu+TYdOvg8OG6GhTd8/1B/U0wFEbRPd+DUnpQf2f3BoT/m/TauOd1OH1o6fH22o5W2nn5YK9/oPh+ZzN++coaeAOhw2rnnBdWocMpVhd8dXkVlpa1HdDf93gCP37SUUAoTOXIzcHi5WVVeHV5VR/3SESX24+Hvy3BU/PL8MqyA7tW9Fw8VnhvTTW+3NpwwOcvLm3FRS/HWw5jQSk97Dns8Yfw/KJjp7KklFYBWAi2S+Xvoj5+GMxj/6GyMISUSyYk5BJCBhBCYjboIoRkAnhX+u8nlNLD2g1YhQoVKk409IUB4AVgjDpmkH4nxjk/AUA4zvGjAilSQfbzU3Ss+haN11dUoc0Rn1DvbBCLa7yxsgqVrQ78/bsS/O1/u+L+jT/Ehj0UZgT8tx9sxqrK9h/tRzRf780AuPS1dZj59NLe2wFrKBCKNQCmPbEEOxQe0k6nD3uaeisgEh+rKtuxtc6GS15bG/PZwRCq0mY7ttfZYo63OXovOe4LhtBq9+K5heV4ow8SnWc/swzOA4g4/GdjHfa2OeN+Nn93ixy54bj1oy248f1N2FLb/aPGgVYTkWw12jwHHAE5UIjz6sCMwjEPLcSiklYs3NOy3/O6XX6s39eJ5eUHZrQdLB76tgSvrThwA8kXYN+9cDj2Pm/7eAuWKfr5zY4mFN8vFrVZXt6GcY8sPODrufxBfLS+9oDPP0K4DUAbgH8RQr4ihDxBCFkKtgtwBYC/RZ1fKv0oMRtAEyFkMSHkDULIk4SQf4OVEZ0G5mxSJaUqVKhQcZDoCwNgH4Az+H8IIUT6fwjABcoTCSEGAHMAVPfBdQ8ZhJACQsg7hJAmQoiPEFJDCPmnVK70uMET88rww87muJ+Folj54z+U4c7/7sDbq6vx8Ya6uH/jDzISEpRIyKKSVqyt6ow5r9UuGh3RlMWoj0ybP3+2AxuruwCwCEA0uW9TtBWQDBCPn5HxZWVtmPHkUjh9QTT3eLG5NiID+b8vdmLuv1YLbQVC4V5JcV2nGx1OPwBgd6Od3WcojC213QiHKYrvn79fIyD6s3ZnLNnfXwbDswvKMeXxJShptu/nrANHbacbLT1se29KKbpcfnTG6dO9X+7C6xIR/WpbI258f7P8mUEX+/VeVNKKxaVtuPjVtfj1Oxv32wedhmBZWRv+vaEOM55cir/+bxeK75+HL7Ywz3en04dpT4gl3Os63fAHw9hU0/WjBkwwHPEDUAo02TzyHOHY2WCD28/a+fNnOwAww/WmD/e/a+uj35fiijfW47p3o4OTDB1OH1ZW/Ljxuz+km42489PtQiTO5QvGfU5uac5vresWpFXb6234YVcLFpVE8mpqOtzyv1dWtGNRSSt2NfTA5j7w6EcgFIZee2wld1IUYBKA98AKQNwFYBCAFwBMpZTGLj6x2AJW/z8bwMVSG3MA7AJwO4AZlFJbX/ddhQoVKn7u6Is3xAcAhhNCFhBC7gAwD8BwAI8B+Ach5HeEkJGEkFMAfAdWw/ngtCt9CGmL+i0ArgfLR3gezIi5A8A6Qkj6sepb0T3fY1lZG+bvbsb7a2sAALpeXuLxPIm7GvfvMfdJBkAgFJaJeWO3Bw3dEcJR0mTHlMeXCDId/k+bmxFsk04rHaf4bEsDLnt9nXSieD2XL4jJj0cIoj/ITtjT1IO9bU5sqO5Co82DUQ8uAACEFITQ7omQx1CY4oGvd+Ohb/Zg1IMLZANCiTkvrMTiUjE5+ftdzbj41bUymY/3dwBw/1e7UXz/fOxp6kFVO/Om13e5sammS74+AIT3I11qtbNrJJn08jFvICRr293+ILbUdslkFgC+3t6I+bub8fKy+Fp7ly+EbXXdGHDvDzj/xdU4/8XVcc/7bEsD7vtqF/746XZhDBKkSM3X2xuxupJJpInCiglTCo8/hGAofkBOp9Hg+vc24a9SRKnN7oM3EJa17BMfXYzmKMnXrGeWYd7uZlz62jpc8mpsJEYJbpDyvkx/cmmM7OiCl9bgtRX75PvsDeuqOuWxbeh2C+MMsAiNEs8uKMe1CgPI7g3IzxkAXlm+F//ZWAdvIIRGmweNNk/sNfd14sttjQAiBuRNH27GtCfEKJg3EMLHG5g3/sttjXh6PsuPLbrneyyQIhkpCZF5wyNlLy/bixvf34zffrAZCQb2LN9fW4M1e0W5ezAUxpPzyvDU/DLc+d/teOibPQgEKfS64yLpnsb5iX+iFIWNOraLUnodWCTgQwCNYPKhQQDGA8g6Mt1WoUKFip83+mIjsDcBXAmWDHwGmKP0C0rpw4SQkQBeRGTRJwDqwaoBHSu8AvbSuJ1S+iI/SAh5Diw0/RiAW452pzjhvv69TUgzG9DlYmRbr6icc927GzFnZA6umNwP3NHu9gfh9O7f07qlthtjCpJlwlXb6cZ5Epn8ZkcT2hxefHLTNAARr+yCPS2YM0pM1bjjk+0AIhIgpdZ9UUkrHAqP7752JzwSKQqFKVrtXtzyEfPaXvXWBug0BL8/bbDQ/uM/lOHxH8owJMsiEx6AJVB+sK4WUwYwKfDwB+aj5sm5wt+645B7fmzuv1YBALwSCWzp8WJLbTfmjmH396Eklbj27Y3olMb9leVVeGV5FfY8fDY0EmteVNKKEblJmD44Q75GIBRGY7cH3+xgidFmY+Qr9dA3e/DJpnrUPDkXZ/9zJeq7GInkfefjyfG7U9l48Llw4ctrcN/c4QAgE9C/f1eCs0fmYFtdN0YXRCosfrQ+NurT6fLJ17GadNj10NlgATrWPgUw+bHFuHhiAf50xlCYjVrB4FRKgPi9AsyI6FF4oymlIITI/bZL87GsxQFKKcY8vBBb7jsTe5p6UJyTJD9bpQHAF4h2hw9F93wPk16Dsr+fA4AZhvEMXpcvCLNRB48/hCvfXI/75g7HDScPwMlPLRPOC4bCGHbffPz7ximYPjgDW2q78T+JuHOMeWgh/nz2MFw9pR++3dksk/Qn55XJbex5ZE5MHzhs7gBykrXYWN0VEwXbXm9DVTuTujuivqt26TuULBkAb63aJxP8ZxaUy+fx79yD3+wBAOx++GxYpLnW6fLHyJF+NbXfMY8ASM6WtWDr7dcAygBMBnO2zCGEzDiQKIDklFkLVlFoKVhEoBjMiTOXEDKNUqpuMKJChQoVB4HDNgAopX5CyGwAvwBLpt1DKeUe/msAlACYC5YnsArAYwcY+u1zSC+kswDUAHg56uMHAdwE4BpCyF1He9fiSoWOm5P/aCwvb4eGEFwxuZ/sjZ7x5FJ0R0kDuJfXGwih0+XHxa+uxX9vnoY0MyMZ0dr69fu6QCmFLxiW23puUQVOHpIJIOKZ5xp4zgtdCtL92w8i0pNdDT244o11Mqn565e7cM7oHOGaGg2BURc/l6CyzYlh2Vb5//w6LoVXd3u9DS8srkAwTPHhDVNi2tjV0CN7trk06JYPt+Dr35+M5eVtuOfLXdBqJsQYOdF4en4ZLp1UCADYUN2Fq97agOonzsXm2m6cVJSG99bU4LEfIrLlDxW6ay6l8gZCMvnnaIryKD+zoBy/nTkQf/l8hyDL+nRTvfxvrYbg7dXVeHv1jyvoXL6gYGBES2sARrYBoKrdibGPLMTNswdiUIZFTrTt1QAAUNsV+XoMuPcH1Dw5V44w3f/VbvkzmzsAhzeIX721ARuliAoAZCcZ5agJANmI5dI2byCMf0tSNi0hcv6KEjWdLozMS5YjKAv3tOJXU/vHGQs2f656awM+vWkq7v3fLrmvZz2/Aj/cPhMAewZjC1LwmiIK0eMJgJBIFKzd4cM/F8cm1363swmnFmchEKLQRY1bgl40ZoGIkce/6wEpQb83RD+/f2+oxU2zBgGISPqUcPtD0B/7qlt95Wx5HIz8P0cpvUvRzu1gcqJXwGRBKlSoUKHiANEnbwhKaYhS+jml9GkF+Qel1Ccl3Z5EKR1DKf0dpfTQakj2DU6Vfi+klApvVGkTmTVgictTj3bHznp+ZdzjFa1igufSsjbc/9Vu2SMaTf6BSLWda97egBlPMjlCjycgk57/bmZSCiVR2V5vQ/H98/HrdzZiZF4SKlqdsud8WTnTSvdIEqBgmKK+y42ze+nz+S+thssfQpMkD/l0c73g7QUAo04Dk7736afUj3NyqPSeXvTyGiwrb8eqyo64WvNXV+yN8cTuaOhB0T3f4zmpOsotH22VpRtWk06OGCjH5f11tXK0hOPeL3fh0tfWYVNNlxD1iAbv7z8WlgsGTSjM5C7RGHrfPHy1vUlINlYahqE4RK83KA0HgCVeF93zfcxzGJhhlr3LexrtuP/r3Xj0e2bQRBPZHVLiOSEkptLRnqYe2WuuxPi/LwIAgfwDEMg/ADn/o0KRmPytFFXRaEhcA2ZvmxMdTh/KWx3yNeLp+h/9vkT+9+VvrMe+9ojxUtHqxP1f75H///X2xhi5j3IUVlS0x82xefT7Ulz7NpMUTR2YjsUlrfhckiwp80v4nODRMf4dWV6+/3yEh78tEf7Po1JtDm/c3BaXL3RMJUAH4GxxgTlb9lu/nxBiAXMkuQA8FPXxS2B7zZxNCDkhdhcMhsJxk/F73IEYmRvAHAHRVdcopbLxr0QgFI5bwczjD8Vtu6Un/tzjUtHoa/bEeVd5A6G46zd7X8W2He9c5ryKPTcQCseVfbr9wbjntzt8cSvUxRtvSmlMpTiAPYd41+x0+nqNYkYjHKZxn4M3EIo73nZvIK6MM1oGub9+B0Nh2TmhRIfTF/d4vPvpre3e8qJ63IG4c6Xb5Y95T/Frxut3vOPeQChuv7tc/rjPJ151OUppXOlnoJfvYChM4z6HVrs37rv7eKgWeMxdREcZw6TfvdXHq5R+97Z5zRHDDScPiHv87dXVoFScWB+ur90vGeQewU01kaRahzdiAGyRyFa6hRVrspp0uOu/O+Rz+6Wx4k21nZHcAACwSRP2mQXl2N3YA6cviLxk0wHd380fiUmbRp0WoTBFoiF+FIDLV4DIoh8tn+DgOQRKBEMUpb0k5CoJ9oMS+fMFwzIpi5c8q8QnErm+9LV1+NeSyl7P41/wN1dVI9MaKZQ16K8/7Lf9w8WFL6/BI9+JhLG3+dIvPRHbpDwFs1ErzxFg/3V5HN4gxiokSHP/tRrvrBEjE8YfGcd4UCaCc8mWzR2QZUVKfLyhDpMeXSwk0MZLDt5f7gDAKint71w+DoFQOO6LiaPR5oHVqIPN48eNH2zG3Z/twNx/rcLlb7BS95MHpMnfPT6XG7rcSNBrD3ofBJ2GYHu9DZMfW4IlUbkvAPDxhtpjLQHqK2fLVLDKcWuid/qV2uVf/lOj//DnBl8whF++uhaTH1ssVP7qdvkx/cklOOefqwSC+O2OJox7ZCH+8vlOoZ1/LdmLkx5bjP9ujjgJgqEwrn5zAyY9uggVrZFhbrV7cdJji3H6P1YIBH5zTRdmPLUUv/1gs0Ca/7upHuMeWYS3VomKrDv/uwNjH1mIFQoD3RsI4ex/rsTMp5YK5aN3NfRg6uNLcOUb64X33sI9LRj14AL8Y6HoaHh+UQWG3TcfX29vFNq+8KU1mPn0UmFTxoZuN2Y9vQznv7haGKvFJa046bHFMWP1j4XlGPngAvxX4VChlOLG9zdj0qOLsbPBJh/vdPpw7r9WYe6LqwRyt2FfJyY+uhi3frxFIM3vrqnGyAcXCDlglFL84T/bMO6RhYIzo8cdwOn/WIGpTyxBc0+ElFa1OzH24YW48OU1gpPku51NGPHAAjz+g1hU6+7PdmLaE0uEsfIHw7jqrQ2Y9OhilLVE3plNNg9OfXY5LnxJLK29vLwNEx9djD9HjdVrK/Zh0qOL8YliPQ2HKa59ZyOmPL4EG/ZFItttDi9mPbMMc/65SiDTm2q6MOHRRbj1oy3CvHpvTTUmPro4Zm+aOz7djkmPLcY6RdTc4Q1gzj9XYubTy1Cn4DB725w4+amluPjVtcL78JsdTRjz0EIhcg0A93+9GzOeXIp5uyKFWIKhMC59bR2mPL5EGCteEOO0f6wQjNSN1V2Y8vgS3PHJNqHtD9fVYOzDC/Hhuhr5GKUUN32w+ahuInqiGQCcsfSWLcuPp/xYQ4SQLfF+wLSpBw0lQeQYV8i6cccn23HSY4uFzxaWxL70lYguBWr3BARpAwCYDUwBlmjQoqE7sqj0JkFS6uxv/XgrgPgemXiIdqwwz0IQQ7Iscc/3SmUTK1odsreKRwKsph9Xri0saf1R4gew6ESGxQh/MCxLm+LlExwKarsii8+BjtP+MCo/6YDO23EQG07lpSTIEik+5ulmZhjG8+YAwPp9nbjt460YqohqROOW2YMEY+JQwA2I99bWyJGsv507XP6cV58CgDevnXRY1wKA6ifOjXucz90fdjXDH8dzqMTALAtaeiLjtqcp8pKwK0gB//52uvzItBpxEMEdAECz3SvvK/D4D2Uxn3+3s/lYGwB95WzpM6dNX6/ZwVAYbn8Q3S4/vAGWTO8PhuENhOD2B+ENhEAplauXdTp9aLV74fEzrzc/1mTzIBSmoJTCHwzDF2Se3mij/a1V1Ug3G/DHM4biqfmRZ/7aiipcOD4fAzLMcuQvGArjHwvL8ca1k7B6b4e8JrTavXhnTTXe/81kPK3Y3HDe7haEKMV9c0fgoW/2yOTrpaV7cfWUfpg2MB1vr2aknlKKh77dg+cvH4dWu1feH8UbCOH5xRV44YpxeHnZXvk9sraqA1vruvHilePx9Pwyue1PNtZhSJYFl04qFIjdMwvLcd95w2HQafCFtNdGMBTGk/PL8PzlY/Hxhjrsk4o1NPd48MH6Wrx57SQ8+n2pTFQ/XFeLvJQEXD9jgJzHA7D9TS6dVIh+aWaZqIbDFM8uLMdLV43Hiop2WSLbZPPgg3W1+OyWaXh8XqnsJV5Z2YF9HS78/cKReOz7Uvl+3lpdjVOGZWLawHR5Dw5KKZ6aX4Z/XDoWjTYPFknGus3txz8XV+KzW6bhjZX75HLfS8vaUNHqwKtXT8Qj35XIBsOH62swZUAarp3aX8gN+sfCcvzfnGJYjDp8t5NFTD3+EB76pgQf3zgFX25tlIlqSZMdq/e2493rJuPZheWywfD5lgboNAR/OnMoXlbsx/LC4kpcO60/hmZbZedOKEzx1y934Z3rJmH9vk65UEaPO4A3VlbhtV9NxDMLyuWxWljSAl8whOcuH4cn5kWe/SvLqnDxhAJMH5yOFyQnGqUUj3xbgucvG4eaTpdcGtntD+KlZVV4/zeT8cbKfbJXflNNF7bX2fDSlRPwt692yd+XjzfUYXRBCq6fPgD/WBQZq8e+L8FdZw2D2aiVc8CCoTCeXVCOd68/CQtLWrBbKqRS0+HC9zub8c51k/DwtyVyNOX7Xc3yWD23MLIkvbFyH84amY2xhSlyARdKKZ5dUI7HfjEKOxpssgHk9AXxwpK9eO1XE/GPRRWysbh6L5tXhanxqucfGfT5G4IQMpsQ8h0hpI0QEiCEhOL8qJu2RGHu6FgtOj/2zY6muFKf/UEpU+ifnog9TfYYo2FEXhLMBi0SDTpBY13fJXr+94d4ntkDxQtLKn+0+vtZz6/EfV8xY4b3sX96335BcqUoxh2nixwiaT+GhtW4fyPkl+Pz4Q+GcdG4PACsHKrmMBUZI3IPzAA4GEzsxyrfZliMsneOJ0JzL3WGFCk6Y3g2AJbcCwCW/YzPH88Ycth9UxJ8jovG58c999RhmTHHJvVPlRO9DwSE7P8B3fHJdjkKJv5d5N8j85LQ4fTJCbpKKA2iJxSeuXihao5ZQ2PvCwBeX/HjOa/xxu8ooq+cLX3mtOlrPL+4AuMfWYSZTy/D6IcWYNj98zHywfkY8/BCjH9kEcY8vBCD/voDRjwwH1MfX4Kznl+Jc15YhbEPL8RJjy7GpEcX4fTnVuCil9dgyN9+wIB72bkjH1iAMQ8txOC//YBBf/0BA+/9HgPv/R6vrajCn88uxjXT+mN7vQ17mnrQ3OPBp5vrccfpQ3DHGUPw6vIqeAMhfLezGVlWE04ZmombZw2Uvcxv/n975x0eVfE14Hd2N70SEgJJCKkQAgmB0HuvUlRQFDuK2NunIioidkXFgl1EwfrDAogg0nvvvSX03klIn++Pu/dmWxosRZn3efIkmXt37tyyc885c8q8XdzQIJI2NcNoEluZH5buQUrJZ3N38mDbeAY0iebQmRzmbDvK2Zx8Jq09wD0tY3mkfSLfLdnN6ex8luw6QXZeIdelVOPJTjUZNWM7Ukq+X7qHOhGB9E6LpHtKNaMeyqdzdvJQuwSuS61GQaFk/vZj5OQX8uncnTzesSaDWscxcc0BDp4+z6YDZ9h66Ax906N4pH0iX87PoKhI8uuqfYT5e9EnLZI7mtXgE6sx64MZ2+nfKJpOyeGkRAbx++r95BYU8tWCXTzZqSb3tIhleeYJdhw5y76T2UzdcJD7WsXxWIdEPp+3i/zCIqZtPISXxUSPlGrc3ybeWNX9cv4ubmoYRaOYENrUDOPnZXuRUvL2tC0827UWtzSO5kRWHjM2H+FUdh4/LtvD4DbxPNw+gd9X7+dsTj7ztx/jTE4BfepH8lDbBD6ZsxMpJd8t3k3n5HAaxYTQq14E3y3SYse+XpDBQ+0S6FInHB8PM3O3HSU7r4Cxi3YzuG08A1vGMXPzEQ6fyWH74bMsyzjBHc1q8EDbeD6fuwspJb+s2Ev96GBaJIRyX6tYPpq5w+j7jmYxtEwMJSrYlz9W76ewSPL5PO0+DGgSzYLtR9l9PIv9p84zbeMh7m0ZxxOdajJmQQbZeQVM23CI8CBv2ieF82iHBLtr1Tm5Kl3rVqV1zTC+XZiJlJJP5+zk4XaJ9Eipxunz+SzNOMGxc7n8vno/g9vG8UyXJH5evpdT2XkssmZy61Uvgqe7JBnP1XeLd9M0TrsHNzeqbqS9Hj17Bw+3T6B7SlVCfD35c90BcvILGbMggwfaxHNPyxgWbD/GjiPn2HroLBsOnGFAk2ie6lyLD2dup6CwiIlrDlAtyJt2tapwV/NYQ9H5dM5Obm8WQ/ukcNJrVOLbRbspKpJ8Mnsnj3RIZECTaFbvPcXWQ2c5di6Xn5bv5aF2CTzWIYExCzI4l1vAgh3HOHYul5sbVueBNglGooav52fQMqEyXetWpX2tKka9lo9n7eDBtvGYLlZQqADuyAJkIIToAfwBmIE9wFbgahL29ZdFUAnb9fZTZXUkpUx31W61KDWo6MCqh/hSPcTHLli0kp9nKZ9wzacDGhjWeZ27m8cw3MGHGCA21I+PR3Sl2wfz7do/v70hPT+293v/ZEADHvx+Fd4eJsNSrNMqMZT4MH/GWjVfncaxISzLOEGzuMos3nWcW5tEG4GdOlUCvBHiNJ8OaMDg8fbj1tEt1Dq2qTbLi5+n2S5o2RZ9RaFhTHEZiP8NbsaKzJN2ljZbPr8jnVu/XGr8v3BIe8NKvXBIezKPZfHb6v30SI3gjzUHOHA6h6VDO9DEJi2qToPoYFa5KDymE+zrYc0y4+O07ZbG1flx2V6n9trVAkt0gfrolvo88uNq/nmitSGUhgV4cexcLh5mYcRO9E2Pok9aJGnRwdR96W+nmI2SCsKVtc0VH99an4d/KF4m9bSYXLrbVPJ1fe8tZhP/PNGaTjZxKUVS8t5N9Ziy7iDVgrydUpYG+XgY1pdVL3Yq1zhHzbB3+XqqU03GLMwwFPRh1yXzw9I9LoOWv7unMVJqqVKz8woJ9LZwJqegVOW+Xa2wUusV1KseXKEVn2sZd8/ZT3dJ4ukuJS8eFBQWIYRwCqZ3ta2wSGISmhKq/w2aO6eet8tks//9reP4aOYOgn09uKVxNOGB3oQHelM3Mohxi3fz0/I9DO9VByEENzeK5uPZO5mz9QgTVu1j6mNa0PtD7RK465tlVA3yJq+giHa1qmAyCYZ0TeLNv7bQtlYYbWuFER6oGUg6J4fz1YJdLM88wf2t4zCZBJ2TqzJqxnYmrjnAp3N28t09jQF4oG081320gIY1KrH98Dl6p0UghGBQ6zg+mLmdzsnhpEYFUzdSe+Xe3Kg6o2fv4PCZXAa2jMXLYqZ5fGU8zNoqwPv/bGf0gAYIIbi7RSztRs7hr/UHmb7pMLOfagvAva1ieeGPDRRJSc3wAJIjNIPJHc1i+GTOTsxCcEvjaEL8PAnx8ySmsp9xrZ7rVhshBLc0rs4ns3ewaMcxflu1n+lPtAY0F93B41YS4udJYZGkS52qCCEY2r02r07ZRKvEMDrWDqe61X22dc0wvl6QwYLtx3i4XQJmk6BLnaq8M30rU9Zrab5/vr+ZMe4+oxfSJC6EnUfP0T2lmnGtRk7fSveUajSOrWSsuF5fP5JP52hFQu9uEYuvp4U2NcN4a9pWJq87yBfzdjF6gPY4396sBq3fns20DQf5Z9Mh5j6teco91jGRZ39dR5GUhPl70diaYe+OZjG8/882zCYTtzWNppKfJ5X8PGlYI4TxS3bz26r9PNs1yTqOKD6cuYO/Nx5i/NLdTLEmU3i4fQL9PltMjVA/svMK6ZwcjskkuK9VHJ/M2UlytUB61YugSoD2XHVKDuebhZms2H2CwW3irc9VOO/9s5U/1uznq/m7+PE+zVPw3pZxdHxvLq0Sw9h44Ayf3ZaOEILHOiYyfNJGjp7NpXa1QOPe39Mylg9nbuf0+XwGtYrD28NM07jKVAvyZvyS3Xy9MIM3b0gFtHdpm3fm8PfGQ0zfdIhZ1ufq8Y6J9P9iCaH+nnhYBK0TQxFCcFdz7VqFB3rROy2Catb3c/OEUMYsyGDG5sM81jERi9nEDQ0ieX/GNuZtO8rYRRn88VAL43tyy5dLiA7x5fCZHHrWiyhxPrkUuHsFYDiQD3SVUsZIKVtJKdu5+nHzccuLvh5U0nKxbrYsabn5kvLt3Y3t/vepoBAF0C2lGv3So+za6ke7rm/maXURcAxcCfSx2KXZFKLY6h5lszw1+tYGfHVHQ8YNbMLwXnWc+tddST7onwYUByfb8mC7eDLe6EHXutWoZ3V5ssXly7MMf4lOyeFObXoKx0q+Hkx+uKXdtkBvDz4Z0MB4GQE0iglxcst6qF084wY25u/HW9M8PtRum7+nhS51tONGBvsQbBVUUyKDiAvV4hyDfFwLryXdn4VD2rP9tW789WgrxtzVkKhgH+McWiRo5Sps74c+SQLGWFzh72Vh5QsdSQwPMIR6fYzVbJSMkf3q0TIx1AgGdnTjaljDedzDeybzUs9kAN67qV6JY3CkUUyI8fdjHRL540FtgvRziBGxmE0uresAiQ4uSRIt1iTzzR58eEt9p/2XPNeBpKoB/PVoK0IuQNkG6JZS1S51qq74uHrWq4f4Em2zelXZX3u+PrvNWS791ipI6cJX3chAlzEV2TauZbUvwQrRReAuY4vbjDaXG4vZ5HL+crXNbBLGCpT+txACD7MJi9mEh8P+A5rUYP3+0yzYcYzB1mxQAE90SuSNqZupGR5AS2u6Yh9PM890rcU9Y5czsEWs8R1PjgikQ+1wHv95DS/3rmNYHjslhxPi58mvq/bzQo9ko++H22lWcynhxgbaO8ZkEjzTtRaP/7yG6+tHGIJXVCVfbm5YnfvGrWB4r2Qj41uf+pF4WUyMnL6VoTbufINaxzF942F2HT3HHc1iAE0ZGtG7Dk9PWEf3lGqkW+ebIB8PnuiYyIPfr2JItySCrHNts7jKxIf5M2ziRp7sVPyKv7NZDKt2n2T9/tPc37o4VvyVPnV4c+oWYir70da6gujraeGJTjW59aul3N0ixvj+pUYF06ZWGE/9by2v9Klr3Ku2tcKo7OfFT8v3MKRbsTL4TJda/LB0D54WE9dZVyFNJsFLPevw8A+r6ZUWQYLV/bVGZT9uaRzNnWOW8XSXJCMG7brUagT7evDRrO082amW0ffD7ROYuuEgGw+c4Z4Wsca1Gt4zmUd/XE3j2BDDfdjX08JjHWsyePwqhnavbRgVm8ZVpmGNEJ79dT3P2dyH+1rHsWTXCZZmHGdwm+Ln6qnONfl0zk5C/b2Ma+VpMTG0e20e/H4VdzStQaT1/RQf5k+PlGo89csaXrgu2XiubmgQydmcfL5fspsH2hb3/Wj7RMYt2c2p7Hx6p0Ua1+rF65J54ue1XF8/0pjbwwK8eKhdPPd9t4Kh3ZOM+bZlQijVQ3x5d/o2hvUsfmbvbB7D8swTHDqdw53NY2zOpxbDJ2+iQ1I4Lazfk2BfT4Z0S+L+cSv5vy61jGuVGB5Ah9pVGPLbeoZdV8e49wNbxpJ5PIt/Nh3msQ7FK96Pd0zkkzk7CPX3omeqJtB7e5gZ2j2JO8Ys49Ym0dSo7Gf0fUODKJ6ZsI4RvetedrdNt64AAHWBn6SU5a9Zf3nRE4R3FkKYbIPThBABQAsgG1hyJQYXF+bPK73rGFlJfDyLHwbdIrp5RFdqD5tWaj/v9KvHzC1HDB/MkgRPvaJvw5hKdtlmHC3svepFGA9sqL8nOzTXPOpEBBITWpzEY8qjLenx4QJ6p0Xwdt9UXrEGolaxTqKuCmk1sBF+x97ViPqv/EPLhFAWWHOh90mL5NdV+0iqGsCWQ2dpVyvM8AGsEuBlBPSmVQ9mRO869Pp4oVP2mkdt6g14Wkx2+fNBs6J2T6nmlGnG1tXoqU41eaSDvVuLj4fZCBz29TLz+e3FfujJ1QL5+/HWVA3y5sb0KOZsPeL05Y4I8iavUDKwZSx/rT/oZKHWJ9SIYB8ign2MQDmzycSI3nXp8O5cOyt5s/jiGnZ3NY+hfVIVen280K7PjS93wdfTbExi+os5KkQ7Vqi/J3tOZJNUtViY1sdtGxzdLz2KDlaXoKhKPkYMyR3NYowJPz5Me8H99mBzbvikuChYlQAvmsVXZuKaAzzbNYm3pm3Bx9PM9te6kfj8VPy8zMZLPcTfk6wTzpkYSqNpXAhHzubSNK74etjWyvigfxqP/bQGH08z0x5v7fR5fy8L397TmB+W7uHXVfv47LYG/LBsr50lXr/3FpPJSTECLVXuA23j+XTOTr6+s6HLrCuV/TzJOJZFy8RQp21N40L446EW7LG64016qCUZx7Po8O5cu/1e7VOXvSfP0yy+MpHBPsQP/atC2aIuIe4ytlzVRpsrhY+nmVn/1wbALp1ynYggNr7cFW8Pk51L200Nq3NdajV8Pe1f+W/ckMLr19e121cIwbiBjSmS9t/56Mq+rHqxE74eZjs3hfZJ4Wwe0dWudgvAkG5JPNW5ll0fZpPg+3ubkFdYZDfuUH8vlg7tgJTY9d0oJoQtr3R1Un5vbxbDLY2j7ZRvIQRf3tGQ3IJCu76DfD0Ma65t3wlVAtg0ooud8gVwW9MaXF8/0q6mC8Dr16cwtHttAmzej0IIvr2nMVl5BYT6FxuMqof4svi5Dsaqjk6bmmFsGtHF6T480zWJp7vUcroPY+9uTG5BkZ3RI9Tfi9n/p52P7TVvEleZTSO6OBkOb29ag37pUU6rsiP7pTKidx278/T3sjDn6baYhLC7b4nhASx7viMWh2vVI7Ua7ZLCnM5nRO86PNoh0c6I5u1h5rcHmlNQJO3ehdGVfVk0pD0Wk7C7n60Sw1g/vLOTwWdQ63hua1rD7phCCL6+sxF5BUV218Tfy8KiIe2NfXQax7p+rm5pHE3PehFOx3zzhlSG9axj1+7tYWbyIy0pktLueYsP82fNsM54mk12z9v19aPoVrea030Y2r02Q7omXVbXHx13qxvngCvqeFoa1tL004EY4CGHzS+jVZgcd7lrANhim7rS22ImNtSP169PMR5UH08zEwY3Y0TvYov7l3c0pJWDEGEbyKu7uIzsZ2+R1R/EEb3r8v7N2rYalX2N/asGevNctyQ+6F8ffy+LU/Etxwm/TkQQK1/oyFs3puJlMfNct9r880SxgOUolmx5xT51t95fkI2bh6c1laFuJf/s9nTeujGVz25L5xEbwb5akDepUcGYTYI6EfaW0C51q9r0p11HfVWic3K4YRWymAR906NY9nwH41qAZl1wFP4BNlvHXys8wEm4F0JQyypEP9Qugf8Nbu5kDUyOCGLFCx2JCPZh8XMdiLUqU/880ZoFzzovklW1xiqYTcWrN7oC9NuDze329fE0kxoV7NSHn5fFbiLUr0eAl4UFz7bjqzsbsWlEFzvBWB/3wJaxxtKlrdtKYZE0rFm2k5iuYNZ3WNlpGFOJD/prFvmmcSFsHtGVQG8P4xpKqSk/mW/2IN9aPfoVm+e9WXxl0qoHk1wtkFaJoXbPZeabPfhpUDNmPdXWWKoGSLVR+prGVTZWpxx5ukstBreJI71GJd69qR5j7mpIh9rhfGh9XvSx6PfHYi4urGaLp8XETdb6ER1qh9O/cbTTPnUiNKu+v5eFpUM72G3zsphJqx5srM6ZTIL4MH/6N6put1+TuMr0TY8ylEXbF9oHNmO+AtgZW2w3VNDYsgQ4D7Swfs62HxNaqlHb410zeFnMLmup+Ngo+LY4Cmk6rva1mE0us6H5e1lcCiqO7wK9X1d9COG6BowQwmXf3h6uz8dSgrXUVd8mk+u+LWaTy74dhX99fAEu3E99PM12wr+Oo2KhU5H74FHCiqevp8VlP76eFpf9uHLJFEK4PE9vD7PL++ZRwrVyNQ4hhMvEJvqqlqtjurqfAd4e5T6m2SRKfA5Luiau2l1db5NJuGz3MJtcPm/eDkqybbsrroTwD+5fAZgJNHNzn+7mQbSqkh8KIToAm4EmaGnktgHPX8GxUTcyyPAJ97CYDE3fz8ts+Cs3jAmhdrVAhk3cyM0Nq1t96OxTMP7+YHN8PS3UqhpgWIlTIoPIeKM7sc/9xeMdEw0BxcNsIiUyGIDZT7U1HsYlDkIJwKib67Nqz0ktHsDFg1/ZZiL087LYuWVIqX1JdQul45fBy2JCCM3q/1iHRFZkniShij8/LtvLSz2TubeV5huqKwM5+YXGaone587Xu2spFa0R+p2Sw4mxrl4E+3pQN0ITBHunRfLYT2vw9y5+oQkh7JSkMOu5OFYstmX+M+3KTBtaEo7znT4XObqy2FLZz5Oa4QFEVfLhl/ubUatqAI+0TyDCKgA6Kmk6Ux9r5TLlqj5hVgvysXMncoWvp5k4q1X/fL5mUf/1geb4e1kYsyDDLjUhFNcREELwVKeavGvNjFFks9CSXyidJm195QDgxvRI9p44z21NaxgBwF/cnm58toy4XYPK/l50Sg7nn02HCQ/0ZmUJPv96NWad9knaKkewb7HC4OVhNp5dD7PrFQBvD015n2P9/trycq86vDRpIz6eFra+qlU7Dg/0NlYmPh1Q7I7uuCqlr6Lp2TkcsXWPa2jjVnW5kVLuFEJMRxPQH0KrCK+jG1s+tzW2CCGSrJ/dYtPPOSHEOLQijcOBp2z6eRjNmPO3qgSsUCgUFcPdCsCzwDIhxAtoFX+virVoW6wvpobACLTqkd2Bg2gVJV+WUlYsIbebaRwbwm8PtiBmyBS7AkS6b5yOLnS+1VcLYHFMM2nrV67vG+LniRCCUTen0SO1mktNvCxNtGqQNy2s/u/enhUVfCVrhnVi6vpDPPPrOqetQgh8PMz4eZmpGR5AzfAApJTMe7od3h5mO8EQNCErrXowa/ae4pSNRdrW4mybHnLxkA52VvhbGkdzYwPXWWX08fRIrWZYt12hB31VhDdvSLFWIra/1nGh/hw8lVPCpzTmPtPOWIbVA7dKcvHSaZkQWqJ/eKC3B4Nax9GqprMbiiO2X2a9mIrul/tox0S61LWPO7C1rjzSIZFHOiQSM2SKUe03LtSPmFD767fqxU52/vi2QZa69U3v1/MKFbry8TAblnaLSRjXxTaGRVcQbF3kdO5sHsOMzYedMhf1TI0gNSrYWAkC6JEaYaco6/rAiN51XY6tTkQgq/ecYlDrOGNV4ApSUWOLnhrJ8cYOBdoCTwoh0oBlQG2gN3AE59VchUKhUJTBRSkAQogxLpo3oll47hFCrMF1cJaUUg68mGNfDFLKvcDdV+r45aU066aH2WRn7a1R2c/wF3bFmmGdDCtmSakUy0uAtwVPi8lwQykvDaIrWZf0St7H19Ns58MohLALnHTkj4c0Zcm28IoQgvtbxxlVVnUcLc1v3JBS5phH31rh5CBlogvjjsuPH99a32XFW1tKCoAtDT+v0oPJbYPxSsPDpN3vu5rHUK+6fRxFZLCPk8BZI8SXl10Eh+u5rWe5sI5faDDu5cR2uVoIYeS2nmh1j/runsYuXQJsGTewiVObySTshH/Q7ret8u8qjsaWXwc3538r99KmZpWyT+QS4y5ji5TyuBCiGVoF4T5AK+A48A0wTEpZdsEPhUKhUNhxsSsAd5WyLcb64woJXDEF4N+AxSQqVBDi3X71ShUObF0YXBEf5sf39zoLJa4wmQTbrK4L5WXp0A5UsfoElhak6O1hLtFHsiSmPtbKKGqm81w5hdorgS7kOmaK8bZxLXEXUx9rRdXA8lVrLo2/H29tKGKuMj65wmI22WVe0ClLiL1UuOuweirS/o2qE+ht4eNbG9itwJWUu98dNI0Lsauo6YjJpKV9vBoQQjQHXqC4mu8WYAzwkZTSKSevlNKlaUAI4erOVUUz4iRTdjVhhUKhUDhwsQpArFtGcZkQQnigLUunAfXRXh4ewH1Syq+u4NCc2PG666qkJXGhfug6QggjHdalINxGCM0vRQEY3rOOkxW0LK6y9IelYrtqU1KKQHfirmtTq2rJcQkVpaYb+7oS6K4+b96oud9dyu+NIzc3ir5qBPzSEEL0Bn4FcoCf0ZJD9ATeRwsA7lfBLncDY120K+u/QqFQXAAXpQBIKXe7ayCXCT9glPXvw8AhoHqJeysuOx1d5PD/L/JQu3ijsu61xLZXuzmlab1cRFW6OJ/4sAAvfh7U9LLnav63IYQIBL4ECoG2UsoV1vYXgVlAXyFEfynlTxXoNlNKOdztg1UoFIprFLe+yYQQ/YQQs4QQLsuZCSEihRAzhRA3uPO4FSAbzQ81QkpZFW05WnGZ6ZcexS/3X+3Joi4tT3dJKrEA2H8ZT4vpiqU8G9q9NmuGla/iryuWP9/RyIKkKJW+QBhaTZgVeqOUMgfNJQjggSsxMIVCoVBouDsL0L1AsJTygKuNUsr9Qogg636/ufnYZSKlzAOmXu7jKuzx9jAbGWwUisuFp8WEp+XqDzL+D9De+ttVxcJ5aIaY5kIILymlc4U01wQLIe5B8/0/DayUUl6Rgo0KhULxX8DdCkAK8GcZ+yxH8wVVKBQKxX+PWtbfTtV5pZQFQogMoA4QR3Hqz7KoB3xt2yCEWAvcLqVcX54OhBArS9iUVEK7QqFQ/GdxtwIQgpaXuTSOA5cvau4SoV4mCoVC4RI9R+zpErbr7cHl7O89tIDibWhBxUloNWf6ArOEEGlSyv0XNlSFQqG4NnG3AnAMSCxjn0Rc1wZQKBQKxVWAECITqFGBj3wvpbztUoxFSvmUQ9MKoJ8QYgJwI/B/wBPl6CfdVbvVmOP+gh8KhUJxFeNuBWAh0EsIkWRbzl1HCKFXb5x8oQe4Wl5M6mWiUCj+w+xEs7aXF9u4L93CH+RqR5v2UxUckyOfoSkArS+yH4VCobjmcLcCMBK4AVgghBiBFgS2H4gEugEvAmbrfhfKxbyYFAqFQlEGUsoOF/HxrUBDoCZg5yophLCg1Y8pAHZdxDEAjlp/V6xwiEKhUCjcqwBIKZcLIR4ERqMVfHnfYZdC4AEp5dKLOMbFvJguBzGbN28mPd3lAoFCoVBctWzevBlKruBeXmYBA4CuwI8O21oDvsC8CmQAKgm9AvDFKhJqzlYoFP9KLmbOFlKWXJX1QrG6+jwINEEL9DoFLAE+lVKWN+vDJUcIMRx4CTdWArZmuAgEMt3Rn0KhUFxGYoAzUsoLrvJuLQS2E20ebGFTCMwbTTloBtxiWwhMCOELRAPZUso9Nu2pwGYpZb7DMVKtfVUGBkgpf7iI8ao5W6FQ/FuJ4QLnbHe7AAFgFfIfuRR9X+1czItToVAo/u1IKc8IIe4DJgBzhBA/ASeAXmgpQicAPzt8rDEwG5gLtLVpfxLoKYSYD+wFctGyAHVFcyf9EudVhoqOV83ZCoXimuOSKABXM0KIIRSn6kyz/r5bCNHS+vcCd60GKBQKxbWIlPIPIUQb4Hm0QF1vYAeaQP+hLP/S8x9o1vlUtAJj3mippKcCX0opJ7l56AqFQnFNcElcgK5mhBAbgeRSdvlWSnnXZRqOQqFQKBQKhUJxWTFd6QFcAXRf0nOAnqr0eymlsP7cdWWGpVAoFAqFQqFQXHquRQXgCbT0dIHAA1d4LAqFQqFQKBQKxWXlmosBkFLO1v8WQri9f5VRQqFQ/IuJ4SKzANkihIgCRqAF7VYGDqL59b8spTxZzj7mAG1K2cVHSlmR2jCO/as5W6FQ/FuJ4WrKAnSNE+jj4xNSu3btkCs9EIVCoagImzdv5vz5827pSwgRDywCqgAT0VwuGwOPAV2FEC2klMcr0OXLJbQXXNRA1ZytUCj+pVzMnK0UAPeTWbt27ZCVK1eWvadCoVBcRaSnp7Nq1apMN3X3CZrw/6iU8iO9UQjxHpor5mvA4PJ2JqUc7qZxOaLmbIVC8a/kYuZspQBcIEKIkt4WSSW0KxQKxTWB1frfGc2tZrTD5peAQcDtQoinpJRZl3l4CoVCcc2jFACFQqFQuJt21t/TpZRFthuklGeFEAvRFISmwMzydCiEuBmIBfKAzcAsKWWu+4asUCgU1w5KAbhApJTprtqtKwMNLvNwFAqF4mqilvX3thK2b0dTAGpSTgUA+Mnh/yNCiIeklBPK82G1aqtQKBTFuC0NqBAiQgjxghBithDigBDivBAiSwiRIYT4WQjR213HUigU1za5BYWczMq70sNQlEyQ9ffpErbr7cHl6Gsi0BOIAnzQBPY3rJ/9WQjR9YJHqVAoFNcoblEAhBB3o1l6XkZL11YV8EKbrGsA/YDfhBDzhBBV3XFMhUJx7TJ80kbqv/JPufcfPXsHGceuHVfzmCFT2Hcy+0oPwy1IKd+XUv4ppdwvpcyRUm6VUg4FnkJ7h71Rzn7SXf1QXBBSoVAorhkuWgEQQrQHvgaOA08CvdEyPOwBVgMJQAdgHNAC+EcI4X2xx1UoFNcu+05WLO3ZO39v5afley7RaK5OTmbll73TpUO38AeVsF1vP3URx/gKLQVomhAi4CL6USgUimsOd6wAPAMcBdKllB9IKSdLKT8AGqEt2T4qpZwtpbwLuAuog5YH+ooghOgjhBgrhBgLDLE2N9PbhBAjr9TYXPHLir0UFckrPYz/PHtPZLMs48SVHsZ/jr0nsjlwShPWz+a4TyC9kCJ+pgv4zMrdJ5Cy5O/fiYtwQ9qw/3Spff/L2Wr9XbOE7YnW3yXFCJSJtfjXWeu/fhfaj0KhUFyLuEMBaAxMlFIes22UUh5F893sa9M2DlgM3OyG414oacCd1p8u1rY4m7a+rj92ZXhmwjqOnvt3Jro4n1d4pYdQIvd9t4Lnf19v/P/wj6u56fPFLvc9n1fItA2HLtfQLgpd2C4PhZdBsWw7cg69Pl7I+bxCUoZPL3P/8ii7B06dZ9+Jiru3/LZqX4U/c+Oni1m1p+SCtQ1e+YflmRemOF730QI2HTxzQZ8tD5IrqlzoFdc7CyHs3jNWa30LIBtYcqEHEELUAiqhKQHHythdoVAoFDa4QwHwAc6VsC0LCHVoW0ix9eeyI6UcLqUUpfzEXKmxgSYAxQyZYicIVdRImJN/6QXvDftLiu0r3l572LRL0vesLYfLtJyezMojK7fkAqH/bDrMn+sOGv+fzyt53zELMxg8vuQiQVm5BVdFQOrJrDx6fDjfqX3l7pMUFGqZGPMLi8gvLKKoSBI/9C/yCoqc9r8QXvxjg8vrXVgkycotINt6fctSOuKG/kVmGb76vUcvZFcJ+0gpjWM4+vwfPnNhinRhkdbv5oNn2HHknNP3y/He3/T5Yt75u3S38opY/u8cs4wJKyuuvFzJxQUp5U5gOlqZ+occNr+MZrEfZ1sDQAiRJISwy8gjhIgVQjhV6BVChAHfWP/9SUp5sdWAFQqF4prCHQpAJtDRhZXHhOb7f+ASHPM/yxmrm0Tc0L/4ZmEGoAlt5WX6xkMkvTiNszn5F2yZ3HzwTKkCSn5hEdd9tICCwiIOnDrPodM5Tvscu8BVi4Onz3PdRwuc2gsKiwyXiXvGruB8KUrOsXO51H/lH+79doXTtt3HnQVHKSWZx5wtyoVFkryCIrtgyq8XZDgpKIPHr6TBq6UHpEopee634hWHfzYd5rO5O532O3o2lwXbXRszNx7QjptXUMTcbUedtucWFHHqfL7dvbvrm2Xc+OkiZmw+QspLf9Nu5Bxu/nwxedZnSr93MzYdtls9OJ9XyMrdJykskpzLLWDVnpN8tziTob+v55M5O5yOPW7J7lKt2dnW1aDyKBwnsp2Vqf2nzvPhzO2As8Bty4SV+4gf+hcnsvJoN3JOmcfSOXQ6h9yCkp+pzQfP0u2D+XR8by7jl+y22+b4TVmWcYLpGw+Xerws6/XIL7T/dFZuAV1HzbNrm7vtKFPXH6S86MaDwivvXvQgcAT4UAjxhxDiDSHELLQYsW3A8w77b7b+2NIGOCCEmCGE+EII8aYQ4ge0NKLNgBVobqgKhUKhqADuEMZ/A+oCPwkhagshvKxWnB/R/P3/dNg/Hqi4OcuNCCGihBBjrOlKc4UQmUKIUUKISldqTKez8zmVnceAr5YabZPXarpTXgUUAN0y+tncnfT7zLVLS1l0+2A+i3ceL3F7rlWIy84vpP27c+gzeqHTPhfiow2w5ZDm0utoKR6/ZLemdFjbdfeiUTO2GddJb2/yupZWPNNB2D9yNoc278xxOubkdQeNa7xwR7Hw/dKkDTR6bQYFNkLaK39u4rqPFrBu3ymjbf/J82VaW09m5/Pjsj2GAPzm1M28OdXZStzotRnc9vVSp3aAHh8u4MCp8/y8fA93jlnmtH1Z5gmkLBYuAeZs1RSFt6dt4WxuAftOnmfVnlPG+e47pSk39363gnenF7tjj12UyY2fLuLzeTup+9LfvDd9G8MmbuSHpXt4e9pWw6Jvi/68bTl0hr0nsult81zoCkBpQrauuLh6cn5duY/3/tHGV2DzbKzfd9pQmgG2H9EWI/Xnx1F5Pp9XyJR1B50U3KZvzOSDGdvt2o6e1ZTY75faC/x+XhaycguYv/2oddzO480rLCrxXD+cuZ3Prcqffh3P5OQTM2QKYxdlGt8BW3YcPWf3nSgoZU7ILyqy7nNlFQDrKsB1aMJ6T7SYq9bAGqCLlLLkSaaYlWj5/yOA24FngVvQVp6XADdJKU+5e+wKhULxX8cdCsAbaFabvsAGNL/OjWipP/cCr+g7CiH8gE6As4n3MmEtUb8SuBtYBrwP7EILTF4shKh8JcZ1/acL6TJqHhsPFFtRLSbt9uTml18B0AXjVbtPOW175MfVHDnrbK13xc8r9jLF6iJz+9dLWWQjGOsuEFm5BeTkF5GVV0BuQSEHT59n66GzfD53p0shzhV7T2STV1DE2Zx8Zm05zJnzmjBnK7gdP5fLmr3a+Tz+0xqgWKAcNWM7j/y42th30tr9hqDkqETsOqopBI5+5qdsLM62KxebDpzh9Pl8ox9boXHCyn1MXntAs8SX42T16667yeiW349nbTdWGErzf9eP/dGs7bw4caPRPmtL8UrCo9brcC6ngJW7T/DiHxuKz93BHWb2liMATF1/iBXWlaJfbXzk9euvZ9uxmO1P8vO5uwzh1fa6nMrOo+uo+dz5zTLWWu+ZRNJ7tPaVzy0oYseRc3w8aztDbWIwdh/PYvfxbGMfne2Hz5I2YrpxDxxXH3p+vICRf281/tevoa7gOLolPffbOh76YRUnsvI4ePo8Py7bY1jXj58rfg62Hz5Lm3c0N/aJaw6wYEfxikuAt4XxS3Zz+9fL7M7/zjHL2HX0nPV8sqn1wjTGLc7kXG4Bx8/lsvt4FvVHTGf6pkNGwLn+fU21xkdstQr/jsrD7uPZTN+oxaEszzxBwvNTS1yl0wX/rYcuXXxBebDOtX+iuXxOBt4C5qHFYU1znGt1N0yHtvVo6T7NgDcwy9rPVLQqwkuEEHGX9kwUCoXiv8dFKwBSynNoAV0foVn2C4BDaCnamlqDgXWygXDggYs97kXwCVAFLTtRHynlECllezRFoBbw2pUY1IFT5518lJdZBTNXbisxQ6aw9dBZZm05bPhMZ+cV8IHVTWLxLs249sW8nYa7yOS1B1iecdJl9pHX/9rM7K1HjP8nrjnAQz+sAmD+9mP8s7nY777/F1rcXlauJqR4WUyMXZhJszdmMX7Jbt6YugV9AWDrobOs2nOS96ZvxZaYIVNoP3IOrd6ezZiFGYxdmMk9Y1cYgv1Hs7Zz8PR5dh49R/qrM/hjjWbln2IV1lbuPml3DroVOMTPy2hzVAB0i60uHAoB87YdNRQDgMd+WsP//W8tABaz9vX4bfV+wF4w/W7xbh75cbWdJT6voIjVe04almNb9Hu061gWWbkFxkrAyOnbjPtzxOZz+rmlvPQ3k9YeMI69IrM4IHXq+oO8O32b00rC4z+v5sZPFzPOwVXFls/n7gI0152+NitF707fSsyQKYaV3cOk3UhdGdXZd/I8ycP+5vnf1xP73F9Ge9oIzRXK0fqcY1ViM45l0fG9uYycvo0flu4xMgO1eWcOPa2uX2v3nuJkVh79PlvEhgOnOZVd7Nb09jT75wi0e6GvDui3vMWbswA4m2OvABw4pSliOQVFNHtjFs/9tp7HrEolFLsodXp/nvEsAvyywl45sj07Cbw8eSNztx3l/nH2sSLLMk9y+9dLafvOHDKOZXEyO58N+88YbmRr9p7il+V77foGTYlzRD833QXqqV/WOgXabz54hvet18JWUbxCuGuufR0tm9B7UsoO1n76oBltqliPo1AoFIoKYHFHJ9Yl2McoI72n1N7iV6waj9Ui1RktbmG0w+aXgEHA7UKIp2yD0y4HmoDl2tL/wPermDC4GUIIHvx+JUuHdgSgi42v8KPtE1jvInj29b804fCL29MBKCjS/Pc/6J9GnYggOr43l8w3e/DFvF18MW8XmW/2MD7rZSkW+r5ZmMm0DYcY2DKWHVY3i/X7T1n3MxvpEHWhc77Vj7336AWG8Jd5PJtbGkcTFuAJFFuls/MKDZcG3U9+9OydjJ7t7COv8/jPa6gZXpz6+7lf1xPk60Gn2uFGm7eH2e4zB63Cn60v/h0uXGkmrNzHWzem4mm2F3oftxEUbdGFsJovTAWge0pVPhmQTmGRxCQ0d6jB4zVl6sZPF3Fzw+p2Ft4gHw8AjmcVKwCxz/3Fihc6cja3gPFLdnPaukqxxyb7zQPfr3I5niW7yo79cOXCA/DRLM3Crvvbf7tYu58Wk/0KgH7vv19adm59KbXPFxRJp3iRI2dzCfDWzv+s1Vr/xtQtFBRJlmee5KaG1YGy/dk/nLmdJzvVpMhhv1Zvz2bn692N/7PztWPYxhEYqwV5BdR8Yardd0BHf+YBRv69jRA/T+P/+duP8eMy7TpsP2KfD2HfyWxW7zkFwOnzxa5KWYaia7+iMdWabepcbgEhfp52SqeHdRXmpPVZ+G31fkM5/WlQU5ZnnODdfy44q6ZbcddcK4TwR3P9yQKGO2z+GK32TBchRJyUcpd7Rq9QKBT/fa61gNx21t/TpZR20raU8ixahiJftKXly4rZVLofSd/PFnPjp4s4fCaX4y4CbD+ctYPZW4sXW1ok2HsyDbJaJl/5cxOgWbo7vjfXqZ/NNoGcuQVFxAyZYvx/8HQOr04pjtF74mfNUr7/1Hk+n6e9e6Mq+QDwhfX/HBv3pUlrD3DLl0u4c8xyu2MKKDWotySmbypOzTll/UF+WLqHSTbxAGdy8vlmYYYhzOoC2O9Woak0mbL5mzOd3F6mbXSdCtTWdcSWtBHTiX3uLwY7WIV/XrGXk9nFwmDmsSxihkxxsla3ektzQVmWccKw5ua6KWtPdgVTtDqe+7bDJSX+0igoLDKe6dyCImNF4fGf1xj7+HmaS0wV+47VrefpCeuAYut3aew6es6lW8zhM8VKx4b92vN9yub66+jPx+YyUnPuP3XeTtnWhX9X6MJ/7WqBdgpAWZzNKeCXFXtJerE4k9ab0zRl/kRWPpHBPk7HWW11ubpKcNdc2xTN33+h9XO2/RQBfzsc75phyrqDTsHheQVFjF2Y4fQMn8zK4/O5O9nrkD4341gW3y/d7eRytmjnMaZtsI+VKSqSjFuc6VQv5UxOPmMXZjhl3dp59BxjF2bYxeiA5sL207I9dn1LKflr/UHDNVEnt6CQbxZmOGUGO3Imh28WZji9C9fuPcW4xZlOyQbmbTvqlDihqEjy68p9rN9nbzg7kZXHp3Ocr9W2w2f5ct4up2s1f/tRfl9tH9YopWTimv2s3G1/rXLyCxmzwPla7TmezfdLdzvVSlm88zjfLc50Ws2etPaAy3v/jYt7f+RMDmMWZDjNP1sPneWbhRlO1+rPdQeYtsG+78IiyS8r9hruojqnz+fzxbyd7DnufK0+n7vTydC0ZNdxflu1z+ne/7pyn9P9yckv5Kv5u5yu1ZEzOXwxbyenHebwlbtP8MvyvU7XavrGQ8xz6Pt8XiFfL8hg51H799gJ6/fEsb7Lhv2nGbPA+VrN3nKEv9Y7X6vxS3az2iF99OnsfL6ct8vJoyPjWBY/LN1zWbI3OnKtKQC1rL9LMpPpUYAlFa8xEEKsdPUDJJX1WVdURDhIf3VGidt0waBj7XBSo5yLcB5zIaxOtxHuun3gnEbSlriw0uvt3NggqtTtUGzBtP0/pwJxDjrbDjsHS+rC/U0No8jNL+LlyZt4759tTNtwyOlFVNo1P3wm1wigLQvHIO3j5/KYvvGQIdCXpDj4eWorFAt3aO5aumuVTkWUIltFrTw4WsrLy21No8u134HTOWWm/MzKK+S6jxaUmq5V59M5Ja8G6ew7ed5l5ntXCpr+DN7ZrIbRpj8PZX0HKsqg1nFEh/g4rX6E+he7q9WPDrbbdjanwClDkO6qNmvLYRLD/e22HT6TwywH4ekK46651m1z9n+JxTuPM+LPjYz4cxMzNhVnnPps7k5+XLaXAV8tNWKLpJQMHr+SOVuPcvfY5YagcSo7j36fLeaXFfsY8mvxqmjmsSwe/H4Vr/y52c6N8Pulu/l28W4Gj19pJzS/PGkTv685QP8vFhtCWU5+IXd/s5w/1x3k0R9XGwLfpgNnGDxuJV8tyOATm+/05HUHeWPqZp6esNYuAcWwPzbyvxX7uOnzxUZ8VmGRdj6/r97PA+NXGfPMwdPnueubZUxYtZ/X/yo2VM3cfJhnJqxjyK/r7ITmd//ZyujZO7hjzFJD2JdSMnjcSmZsPsyd3ywzhP3j53IZ8NVSJq09wLA/il3r9p7INq7VTzaGgDELMxk9ewf3fruCLTaxOE9PWMfENfvp/8ViQ9jPyi3g1q+WMHntAQaPX2lcqx1HzvLQD6v4YekevpxfvLj168p9vD1tC8MmbTTcWgGe/309k9YeYMBXS41rVVQkefiH1Uxce4Dbv15qrLQfOp3DrV8uYcLKfbw2ZZPRx+wtRxgxeRMjJm/iH4fn6ttFmdz33Qo7xeipX9YwY9MR7hiz1HiuzuUWcOeYZczcfIShNqvtq/ac5OEfVvHxrB12z9XYRZl8Pm8nT/2yxu65eu639fy+ej8DvlxivLvzCooY8NVSpqw/xAPfF1+rfSezuffbFXy1YBcf26yqztt2lBf+2MCTv6y1y4r47vSt/LhsD7d8scTIfldUJBn47XL+Wn+Q279eagj7Z3Lyue+7Ffy+er9dXN2C7cd45td1vP7XZrsaM18v2MW4xbsZ+O0KQ0aRUvLQD6uYtvEQt3291C75w21fLWXCyr08++s6LjduVwCEEG2EEH8KIY4IIfKFEIUufq5UzmZdIi4p0bzeHnzph2JPAwcBwJYalX3L3U+nZM0FJsDbwy6guDQGOVioHbFN6JNYxb/kHSlffnNH6/OZ8/klar8BXs5eavp4/lpfcnGupKqBhPoXu2kMHr/yoqq2VoSlGSecrmnbWmH0SK1m16a7gThaIS41D7aNd6kIlgdbXSciyPuCx7DqxU7G33Ve+ruUPctHzXB/pm44yHeLneMeXvtrk1Pbqew8qof4cEuTYoXGlQvdxfJCj9o0jQsht6CIZRkn7FypbJ/P9Gj7BGQ/Ld/D8EnOPvzHz+WyPPMk4QH21972ZX2V4K651m1ztruNNt8szOC6j+bT++MFdB01j/Yj59B11Dyu+2g+XUfNo+N7c+n43lx6fDif3qMXct1H8+n18QJ6fDif6z6aT8+PFtD7Y+2n/cg5dHxvLl1HzaPrqHl0/2A+nd+fS/uRc2g/cg7tRs6h32eLyDyWRV5BES/8sZ4RvevyQf/6DP19PSez8th59BzfLMzgm7sbcVfzGEZM1p77SWsPcC63gPH3NiE21I8vrauz7/y9lW51q/LjfU1Ysus4yzNPUFgk+b//reWR9omMG9iY9//ZxsmsPI6cyeH9Gdv5ZEADhnRLYtikDUgpWbzzOIt3HuP7e5vQpU5V47s2evYOUiKD+HFQU05m5zN+yW6klAyfvJGnOtdi7N2N+Gr+LnYdPcfp8/m8+ucmRt1cn9euT+HFiRvILyxi/b7TzNp6hF8GN+P6BpEMm6gJX+OX7MZiNvH7gy0QAsYsyDDOZ0CTGnx7dyOmbjjI0l3HyS0oZMSfm3irbyof9K/Py5M3cTYnn11Hz/HD0j38MrgZg1rH88If2vn8tmo/5/ML+eX+ZsSF+vPVfK3vD2dup0dKNX4a1JR524+ydNdxCoskT/2ylkfaJ/DzoKa8/fdWjp7VVug/nrWdL25vyJOda/HC7xsoKpIs2nmMVbtP8tOgZrRODDNWpj+ds5P0GpUYP7AJh07nMGfbUe1aTdrEo+0T+OL2hsbqTVZuAW9N28InAxrw9o2pvPjHBnLyC1m95yTzth9l3MAmXF8/kretq4UTVu0jp6CQ3x5ojp+nhZ9XaPFGI/7cyK1Nohk/sAlT1h9k04EznM8r5IU/NvD+zWm8f3MaL/yxnrM5+ew9kc1X83fx2W3p3NsqzpiXpm88xK5jWYy7tzF1IoMYZc2i9u70rbRICGXsPY1YnnmSxTuPU1QkeXnyJp7rVpsv7mjI+/9sY++JbE5k5fHRrB2MvrUBT3epxcuTNxrP1dJdx/nl/ma0qRXGO9bYrzELM4is5MOvg5txIivPKNA5fNIm7m4Ry7f3NGbsIm3FKCdfO5+3+qby+vV1eXbCOvIKith44DS/r97Pz4Oa0r9xtOEV8fvq/RRJ+P3BFoQHevPRLO183p62hba1wvj+vibM3nqE1XtOkldQxLBJG3jzhhQ+uy2d1//azPFzuew7mc2nc3by+e3pPNmpJs/+uo7CIsm0DYc4di6Xnwc1pWGNEGOFe9Q/22mZEMr4e5uwIvOkXbKVy4FbYgB0hBA9gD/QMjbsQSsH/58s0CKlTHfVbn2hNKhof94eZr65uxF3f7OcD/qnMX3TYSMLT7e61YxML892TWLK+gOGK4PZJHitT12GWDVtXcDw97Lg72VxsnI/3702r9lYRxyp5Oth554C8E7fekZgbISD64EjF1Jc9vT5fCPg1pZX+tRlzIIMwzdcJ7ayX4mFoACqh/hwT8tYXpliL/gddFGvoGVCKAt2HKNeVBBrHZaCa4b7s+dENh4mk9MYdLrWqVqihd+WRjEhhAd6G/fUliMugoZd4Wk2VSglrKfFZLdk+cYNKTz323q6p1Szs76Vl77pUbSpGWq4vLRICOV/NgWqHuuQaAShu6JHSjUjiNvWh96R4T2TGT7ZWWgHaFMzzGUNBJMQ/Lhsr4tPuI6J+G31fgK8PPCxiRMpS3ftWS/CLuVsWbx5Qwr9G0ezaMcxcvILOZGVR7Cvp2Gd87dRbkP87a/HxDXFxwkP9KJrnap8u3i34XqVGO7P+IFNSIkMosuoeXbxIzphAV5ObQr30a1uNdJrVKKwSOJlMWMxCwoKJQVFmvubh7k4i1t+UREWkyC/sAhPs/bMFUmtVrOUkgBvD6SU5BdKrV2Ch0VgMZkQQns2f16+h6cnrKVORBCxoX50Tg5HCEGP1Go899t6Tp3P45H2iUQE+3B/mzi6jprPuMWZfDRrB5/elo7ZJHipZzI9P1qAn5eF6ZsOM+OJNvh6WhjSLYmXJm6keXxlLGbB3c1jMJkE3VOq8cbUzZzKzqd/o+rUDA8gIcyfbxdl8vm8Xfy8fC/De9XB38vCM12T6PL+PN7/Rwvw/+uxVniYTbx3Uz36frqIg6dzOJdTwM2NqmM2CR5ql8DQ39cTVcmXjsnhpNeohJSScYt38/4/21i44xhPdKyJv5eFJzrWpPuH8/l41nbGLMzkp0FNMZsE7/StR+/RCxBCS+E886m2+HtZeLVPCk9PWEeLhMrUCg+gTc0wAFrXDOW1KZvZfTybh9olEOrvxb2tYpm4Zj+jZ+9g7KLdfHVnQ8wmwbDrkuk9egEB3hYmrzvIjCfb4Odl4fketXlx4gaax2s1Tge2jMNsEvRLj7IKsNA7LZKYUD+qh/jy26p9fDBzO1PWH+SFHrXx8TTzdNdadHl/HjXDAxi/dDd/PdoKi9nEc91q89LEjfRNj+LQmRwGNK2Bh9nEXc1jeXnyRqoEetM8vjKpUcEA/Lx8L+/8vZUVmSd4pksS/l4WHuuYSMd35zJ2YQYfz97B2LsbYzYJnu9Rm7vHLsckBBv2n+G9m9Lw9jDzeMeaPPf7eupFBZEWHUyLBO28WiWG8cqfmzhwKoeBLWOpHuLLfa3iaLd0DmMWZPDl/F28e1M9vCxmhvesQ9dR86jk68HktQeZ/kRrfD21azVs4gb61I8E4Pr6kZhMgvtax/H0hLX4eVq4vn4kieEBxIf5M37JHj6cuYMJq7Tnys/LwpCuten4/lxqhvvz+dyd/PFQCyxmEy/1rMOTv6xh59FzZBw7x+gB9fGymLmvdRzDJm0kqpIPqVFBtKtVBSkl3y/dw7vTt7Jo53Ge6VqLyv5ePNg2ni6j5jF2YQaj5+zki9vTMZkEb96QQvcP51NQJJm1+QhTH29NoLcHQ7ol8fzvG2iZGEpsZT/aJ1VBCEGftEiGTdzIudwC7m4RS0yoH9Ehvkxcs59RM7bx68p9jOxXD4vZxLDrkuk8ah6RwT5MXLPfuFYvXpfMsEkb+fORlk7xi5cKd68ADAfyga5SyhgpZSspZTtXP24+bnnRJTxn3xj79lOXfij2RAT7EGZ1CfA0m+wshYVFxUKcLgzo7HitG41iiwtl6oKErgA40qF2Feo5uAbpQaiAk/DfI7Ua1WwsvQNbxpL5Zg8y3uiOI21rhXF3ixi7trdvTHU+WSv3t47jsQ6JzN56lCNWP+3Pby/Wq+pEBLrMsJlxPItHO5RcTDq/QJPkvrunMXc1Lx6PvvJge20DvC080DaeuxzGDZAYHsDvD7ZgyqOtSInUrtmsp9oYL5M3bkjhxZ7JLBzSnue62RsRWyRU5qaGxe5QadWD6ZseZVw3fSUlPLD8QtrNjarTpU64y23eHs5fZW+bIG5/Lwv6adeJCLTbz9YNBuDLOxra/X+r1Uquvbi1Pv98pCW90yKNfXrVi+CJTjXZ8Vo3Mt7ozrDrkp3G09nF2F25lFUNKlnJ7FC7issxl2dFo0dK8QrM6j2nKJLSENIcqR7iPIYXr6ttxLg48v7N9ZzadKXWy8PMkl0n2HUsi89uK7YNpNcotvpXLkUhigj2YXivOgDc8qXmJta2VhgtE0MJ8vVgWM9kcvKLjGf9ld516JseRZ+0iBL7vAy4a65125wtpUx39QOUXra5BKoGeZMaFUz96EokRwRSMzyA5IhAUqOCqRMRRM3wAGqGB5ASFUSD6EqkRgWTXiOElKggUqKCqFc9mLTq2ucTqviTaP183Uhte1LVQBKq+BMf5k9CFX+GdKtNQpUAth46y+vXpxi1Vp7pksSJ7DxC/b24w/q98LKYeadvKr+s2Meg1nHGsxZVyZfhverww7I9jLo5jSBfbe7vVS+CxrEhrNl7ilE318dknSye7ZbE/lPnMQlhzLkmk+DDW+ozYeU+OiRVobP1feTvZeGtG1OZsfkwb9yQQnig9t6ID/NnaPfazNpyhHf6pRqxQXc1jyHEz5MDp87zbFdt/hRC8MYNKSzPPEHdyCBuaawlAfD2MPPeTWlM3XCIF3rUNhJARFf25cXrkpmy/iAf9q9vvPM6JYfTPqkKe0+c540bUox79ly32uw7eZ6qQd7G98XDbOLtvqn8tno/j7RPIK16sNH3y73r8sPSPXx0S33DaNEjpRqtEsNYsfsE795UzzifRzskajFNAoZY3weakpLK3xsPcV1qNbrW1a5VlQBv3ulbj7GLMnm1T13DsNYxOZwBTaKZu+0oH/RPM+an+9vE4WE2sf/keV7uXdc4nxF96rBu3ylqVwvkequQHejtwae3NeDXVfv5v861qGt9d9WNDGJQqzjGLMjgnb6phpB5S+No6lcPZuuhs7zQo7bR9ws9apNxLItAHwuD28QDmlHpizvS+WXFXu5uEWMoQWEBXrzSpy6/r97PqJvTjGvVrW5VGsWGMHXDQUb2TTWeq0GtNKWpSErj3ptMglH905i99Qi96kUYz1WQrwdv3pDCt4t389r1KdSorL0zmsVX5u4WMUxZf4jPbkvHy6Kdz8CWsQR4WdhzPJuXrfOmENp9WJJxgsRwfyO5hLeHmZH96vHzin082j6B+taV2CqB3rzaJ4Up6w7y8YAGhox0ff1IGseGsGH/aV7pU9f4Dj7RqSa5BUUEeFu4v02ccT5v3JDKX+sPcmuTaJpbFatKfp683TeVSWsPMLJfPSpb5b4udcLpUifcyUX6UuLWFQCsBcGklNPd3K+70HMIluQvqkuVlz2Vxsh+9gKEbo3MeKM7I/4stoYGenvQp20kq/ecYuaWIwgh8PMsvo0Ptk3g7Wlb8fWy1yCTqgYwekAD4sL8mfhwS2KGTMEkNIt9q8RQ3rspjfnbjzLw2xU83aWWsUQ1olcdO8u5nhnHsdDXbU2jebWPNtE2jQsxrK690iJ4pgTftue61+bwmRw+mLmddftPM+PJNiTYuBh5mExGjv3Xr09h0tr9rNx9kvxCycAWsXw4czu1qwU6BT3pqRRbJYbRMiGUsYsy7bZXCfDigPWcPC0mnu2a5FTdF6B21QBqVws09gOIC/OnfVIV5m47SpuaYcbEfX+beN6wScd5f+t4u8wxwdYXrRCCiCBvXrwumUHjVnB3i1jqRQUbgl1p+HtbeKxjCn+7qDLbIj6UmQ4+4J4WM1BA77QIGsaE0DSuMkO7JxmT4ZT1B7mjWQ3aJ4Xj52UxVgV0NzKdUH8vdr3eHZNJGPEidSOD7IKcdKVKF3p9PZ0tGGEBXtSPDjYCYxOq+NMqMdQuDau/l4UudcKJDvG1y3ikIyVGlp5vbdx9wgO9yqw+rT8X+vO95dBZIoJ9WDq0A+GB3nZxFBMGNzcKyukE+XhQydeTfSfP07NeBFPWHaBIaqtm3epqVlg9lmXFCx0J8dVegrbZpOpVDybzzR4UFBZxLrfACJ7387KQGhXEOodVqM7J4TzULgEhBHGhxStfCVWKM2DFh2nfmRA/T57uUove9SO5vVlMqdfiMuCuufaqnbMvN2aTsBNmdXw8zfxyfzOn9oYxIUx+pKVTe++0SDvlHbR5SVcybQn09uD7e53jtOPD/JnxZBun9paJoUxJbOXU3q9hdfpZhS4di9nEJwOcF9Krh/jyv8HNndrTqgcz5VHnvm9oEMUNLmLPXJ1PJT9Pxt/bxKk9NSqYWU+1dWrvVS+CXvXsFWkhBC+6MHD4eVn4+q5GTu0JVQKY9nhrp/aOyeF0THY2itzfJp77rQK3jreHmU9vc75WVQK8XV6r9Bqu7/19reO4r7V92QyzyfW9D/b1dNl3nYggl+fTPaUa3VPs3VyFELx+vfMzazGbSnyu/niohVN7h9rhdKjtfK0GtY5nUGv7a+VlMTN6gLMTRpVAbya66LtRTAhTH3N+rrrWrWoobLbn4+pa+XlZ+OrOhk7tCVX8meniuWpXqwrtalVx6vvpLhfkjXjBuFsBOAeUnYPwyjHb+ruzEMJkm51CCBGAVs8gG63C5BVFD9IUQhgWCdAs1iaTsFsi0oV9W79qb4u9ABZVyccQFECzQPt4mlm37zR+nhY8LSba1arCu/3q0S2lKu/8vdUQtAK8PUis4s/2I+ecLKb3tYrl4Okc7rf5Ev40qBntRmp5z/VxellMLjPYhAd6G4KNoxU0MdyfUD8vdh3N4tYm0dzaJJo278xm9/Fsgnw9WDikvVH8CmDywy3p+fECOzcZVxWJQ/w9ixUA6/m4cv+4t1XxROlhkxFIt9q7WqZLiQzilsbRpNeoZOeqUsm3+NwWPdcBgC2vdHM+qANRlXyMYlxeFlOJFuvhveqw6eAZO2VNT+P6WIdE4qz3Xp8sHV/Iz3RN4sb0KGZtdg4k9TAJw3Jj61ZiWxvAMWNSt7rVOJdbwC2No9l2+CzXf7IIKSHYZrVJFyCWZZxg44EzfDKgAS3iQxFC2CkQnZPDSajiz6DWcfjZrGpNebQlPT7Uagd8f28T+oxeSMvEUMYv0VyUMt/sQft35xgKxku96nBb0xq0rhnG+bxCI2Bct1TaEuhdPE6zSVA3IhAvi5nv7mlMXmER4YHe9EmLYOC3K3igbTzeHmYGtow1UtfaBvj6eBZfJ/3+Wcwmu5W3Sr6ejBvYhMIiydmcfKNidde6Valn/f7rn13+fEe7scaEajFCwb4e3HHlBX8dd821S4DzQAshRIBtJiAhhAkt1ajt8RQKhUJRDtytAMwEnE0RVwlSyp1CiOloL42H0IqX6bwM+AGfX+4aAI5I649O77RIeqZGEDf0L0MAshVIfa2CqKeNy4eXh4m06GA8zILM49n0Tbe3kEx6uCVCQNKL04xlYJNJcKN1P9tc6J4WEyN61+WWL5fgYXOMtcM6G5915N2b6nHEWtjs9qY1qFc92IgjGDewsV2sgG7VtBWIbm9aA28PM5/fns45G//7ED9Po2KsYyrEFKtrU34pfvK/PtCMo2fzGDx+Jf0bVad/Y829RTrkj0mrHmwn4NsK3lWsAqOj2827/eoRFuBFa6uLUE2bTC22AqErvrunsVGTICzAC38vCxnHsni2a5JR6djTYrKzJv94X1Nu+XIJ7/arR/UQXxKq+NsrANbxORbxKon4MH87JXFgy1iWZhy3i8+oH12JzSO6On3W7HCMIF8PQ4HSl1ULiyQj+9XjqIOl3pVVz2SjuEWH+PJMV2fLiO1Yg309mfO05lmoKwBg7+4VGexjPDP/16UWT3ZybVQWolh52v5aNzs3tEo2Sqo+Rl2pMlv/d/yuJVQJIOON7k7KqBCCqoHeHDqTQ6i/l/H8V/L1oGa4P9sOn8PXZnVPNwo4+vbrS9/lrb59ObiQuVYIkWT97Babfs4JIcah1Q0YjlYVWOdhIAb4W9UAUCgUiorhbgXgWWCZEOIF4DVZnpQwl58HgUXAh0KIDsBmoAlaHultwPNXcGyAZo2uWSWAKRQHjJpM9q93W4HSYjYRH+Zn+Hx/MqABsZX9+LB//RL9nH2sFtYxdzWkcWxlp+2O6BZZW8WjJOEfoIFNVpNX+tRFSmkoAK0Sw1x+xvYcdQGskp+nndDVvlYVw4XEdr8NL3cBIC7Uz04RAlg3vDOpw6fTOy2C9BohLLVWSR7Ru66xr/7bz9NsZOexpUVCKNutAZh6rIbjKsuNDoLfzY2iefbX9bzSu47TmBxpXTOMhCr+7Dhyjsp+nnx9VyMOnDpPZT9PzCbBZ7el0zQuxO76J1vdk/QiWT4OKxK6smA2X5ho2D2lmhYE7fB5/dmxTSXquI8rhIDK/l6Gz2Np2NbFcLGIAxTf+22v2q+k2LqFOSomtjh+p0BT2qY/oa1MbHmla4krLo5jBOiRGsH+UzlO7nzaObg+ieSIQA6dyaGSzXdJCMH0J9rw0sQNNI0rju8pqxhaSce4glR0rtWzEzieyFCgLfCkECINWAbUBnoDR9AUDIVCoVBUgItSAIQQY1w0b0Sz8NwjhFiD6+AsKaUceDHHvlCslqmGwAigK9AdOAh8ALwspTxZ2ucvF4+0T+CBtva+bZ8MaGD4pP9fl1rc1rQ4ENLWz8zWD89chl2wfZLroFJHDAWgnNZkR4QQfNA/jcdcVNO9r1UsadWLFYb2SVXo7pAyU+fh9gl25/1B//ocz8o1gr8mPdLS6YwDvT14tU9dQ5jShXFboTWparGvf1iAF83i7ZWiwW3ijUAo3QLrSoB05LluSXRx8CMsiRlPtuGmzxfTNDbEzlptW8kW4Nt7GlMnIpAgXw+61a1K3Qht5eOtG1O5v00W+YVFdjUFii4gNZO+AlQ10NvOCm2Ln02cSWxo6fUh/je4mVOqy9LonRZhpOUsSbAVQris2vvtPY2MAmP6CsCWV5xXLcqirEwMjgpAraoBvHuTs/BfGmPuasSOI+eMVSVbbIP9oPQsRb8+0Iw6ESXFyV4Z3DXXSimPCyGaoVUQ7gO0Ao4D3wDDpJT7Svm4QqFQKFxwsSsAd5WyLcb64woJXBEFAEBKuRe4+0odvzyYTAJPBwHDVrD39jATU4bQ5U50obk8Qm9J9E6LdAqoAni+h31A1RgXgVQ6Qgi7FYGwAC87lwhXmY8AO6VBF9wcBcv3bqpHkI+Hy2AjW7w9zC4FT1c4BnOVhatgPkf0LESAXWBYJT9P0q3XJjLYh/rRwWw5dPaiUooN6Zbk5N+vk1AlgBUvdMTX0+y0GuJIo5iQUrc7cm+rOHqlRdD4tZl2rmHloYpNjvy3bkxl78nscl8DUQFHmoYxlXinb8lZrspLQhm1NXQe75houL85kl6jYtf3ciCEaA68QHE13y3AGOAjKaXTMpuU0uXFF0K4Un2qos3hyVyByu0KhULxb+diFYBYt4ziMiGE8EBblk4D6qO9PDyA+6SUX13Bodnh6I9+NVCWC0t5uRrcFEwljMFVJol/K/OfaYcQ8GqfFCdLdUXwK0Gh0ikrtuFiqBLgzbyn21H1IgqOJUcEkuyQ9tRdeFnMTplNLiWOmVuuZoQQvYFfgRzgZ7TkED2B99ECgPtVsMvdwFgX7cr6r1AoFBfARSkAUkrnsptXN37AKOvfh4FDwOV7g/+LqRrozfiBzunT/o1cBTrIJUdfqblA9/+rhugKVMFWXB0IIQKBL4FCoK2UcoW1/UVgFtBXCNFfSvlTBbrNlFIOd/tgFQqF4hrFrYXAhBD9hBCzhBAuK9AIISKFEDOFEDe487gVIBvNDzVCSlkVbTn6qsN8FUqoQghaJoZe6WG4hZJ82hUKhVvoC4Sh1YRZoTdKKXPQXIIAHrgSA1MoFAqFhrsloXuBYCnlAVcbpZT7hRBB1v1+c/Oxy0RKmQdMvdzHrQgTBjezy/uvcD+xoX7MfbrtlR6GQvFfpb319zQX2+ahGWKaCyG8pJSlV28rJlgIcQ+a7/9pYKWU8orXa1EoFIp/K+5WAFKAP8vYZzmaL6jCBQ0rGCypuDD0cuIKhc79reOoVTWg7B0VZVHL+tupOq+UskAIkQHUAeIoTv1ZFvWAr20bhBBrgdullOsvYqwKhUJxTeJuBSAELS9zaRwH/vW+JEKIlSVsury1nBUKhVt4rnvtKz2E/wp6PtLTJWzX24PL2d97aAHF29CCipPQas70BWYJIdKklPvL6kTN2QqFQlGMW2MAgGNAYhn7JOK6NoBCoVAorgKEEJlCCFmBn/GXaixSyqeklIuklMeklOeklCuklP3QlIJQ4P8u1bEVCoXiv4q7VwAWAr2EEEm25dx1hBB69cbJF3oAIUQmUKOs/Wz4Xkp524UerySklOmu2q1WpgbuPp5CoVBcRnaiWdvLi23cl27hL6kymd5+qoJjcuQz4EagdXl2VnO2QqFQFONuBWAkcAOwQAgxAi0IbD8QCXQDXgTM1v0ulIt5MSkUCoWiDKSUHS7i41uBhkBNwM7tRghhQasfUwDsuohjABy1/lYBPQqFQlFB3KoASCmXCyEeBEajFXx532GXQuABKeXSizjGxbyYLgcxmzdvJj3dpbFJoVAorlo2b94MJVdwLy+zgAFAV+BHh22tAV9gXgUyAJWEXgH4YhUJNWcrFIp/JRczZwsp3V911urq8yDQBC3Q6xSwBPhUSlnerA+XHCHEcOAl3FgJ2JrhIhDIdEd/CoVCcRmJAc5IKS+4yru1ENhOtHmwhU0hMG805aAZcIttITAhhC8QDWRLKffYtKcCm6WU+Q7HSLX2VRkYIKX84SLGq+ZshULxbyWGC5yzL0lFJKuQ/8il6Ptq52JenAqFQvFvR0p5RghxHzABmCOE+Ak4AfRCSxE6AfjZ4WONgdnAXKCtTfuTQE8hxHxgL5CLlrWnK5o76Zc4rzJUdLxqzlYoFNcc11xJVCHEEIrTvqVZf98thGhp/XuBu1YDFAqF4lpESvmHEKIN8DxaoK43sANNoP9Qln/p+Q8063wqWoExb7RU0lOBL6WUk9w8dIVCobgmuCQuQFczQog5QJtSdvlWSnnX5RmNQqFQKBQKhUJxebnmFACFQqFQKBQKheJaxt2FwBQKhUKhUCgUCsVVjFIAFAqFQqFQKBSKawilACgUCoVCoVAoFNcQSgFQKBQKhUKhUCiuIZQCoFAoFAqFQqFQXEMoBUChUCgUCoVCobiGUAqAQqFQKBQKhUJxDaEUAIVCoVAoFAqF4hpCKQAKhUKhUCgUCsU1hFIAFAqFQqFQKBSKawilACgUCoVCoVAoFNcQSgFQKBQKhUKhUCiuIZQCoFAoFAqFQqFQXEMoBUChUCgUCoVCobiGUAqAQqFQKBQKhUJxDaEUAIVCoVAoFAqF4hpCKQAKhUKhUCgUCsU1xP8DUHG2ecfPotsAAAAASUVORK5CYII=\n" - }, - "metadata": { - "image/png": { - "width": 384, - "height": 251 - }, - "needs_background": "light" - } - } - ], - "source": [ - "proj = matmul3d(out, maps)\n", - "f, ax = plt.subplots(n_chans, 2, sharey='col')\n", - "for c in range(n_chans):\n", - " ax[c, 0].plot(data[:, c].mean(-1), lw=.5)\n", - " ax[c, 1].plot(proj[:, c].mean(-1), lw=.5)\n", - " ax[c, 0].set_ylabel(f'ch{c}')\n", - " if c < n_chans:\n", - " ax[c, 0].set_xticks([])\n", - " ax[c, 1].set_xticks([])\n", - "\n", - "ax[0, 0].set_title('Trial average (before)')\n", - "ax[0, 1].set_title('Trial average (after)')\n", - "plt.show()" + "data": { + "image/png": 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" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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" - } + ], + "source": [ + "fromress = r.from_ress\n", + "proj = matmul3d(out, fromress)\n", + "f, ax = plt.subplots(n_chans, 2, sharey=\"col\")\n", + "for c in range(n_chans):\n", + " ax[c, 0].plot(data[:, c].mean(-1), lw=.5, label=\"data\")\n", + " ax[c, 1].plot(proj[:, c].mean(-1), lw=.5, label=\"projection\")\n", + " ax[c, 0].set_ylabel(f\"ch{c}\")\n", + " if c < n_chans:\n", + " ax[c, 0].set_xticks([])\n", + " ax[c, 1].set_xticks([])\n", + "\n", + "ax[0, 0].set_title(\"Trial average (before)\")\n", + "ax[0, 1].set_title(\"Trial average (after)\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_ress.py b/examples/example_ress.py index b328c4c7..b5a202d0 100644 --- a/examples/example_ress.py +++ b/examples/example_ress.py @@ -14,7 +14,7 @@ import scipy.signal as ss from meegkit import ress -from meegkit.utils import fold, matmul3d, rms, snr_spectrum, unfold +from meegkit.utils import fold, matmul3d, snr_spectrum, unfold # import config @@ -48,8 +48,8 @@ noise = fold(noise, n_times) # mix signal and noise -signal = SNR * signal / rms(signal.flatten()) -noise = noise / rms(noise.flatten()) +signal = SNR * signal / np.sqrt(np.mean(signal ** 2)) +noise = noise / np.sqrt(np.mean(noise ** 2)) data = signal + noise # Plot @@ -64,14 +64,14 @@ ############################################################################### # Enhance oscillatory activity using RESS # ----------------------------------------------------------------------------- - # Apply RESS -out, maps, _ = ress.RESS(data, sfreq=sfreq, peak_freq=target, return_maps=True) +r = ress.RESS(sfreq=sfreq, peak_freq=target, compute_unmixing=True) +out = r.fit_transform(data) # Compute PSD nfft = 250 df = sfreq / nfft # frequency resolution -bins, psd = ss.welch(out.squeeze(1), sfreq, window="hamming", nperseg=nfft, +bins, psd = ss.welch(np.squeeze(out), sfreq, window="hamming", nperseg=nfft, noverlap=125, axis=0) psd = psd.mean(axis=1, keepdims=True) # average over trials snr = snr_spectrum(psd, bins, skipbins=2, n_avg=2) @@ -88,12 +88,12 @@ ############################################################################### # Project components back into sensor space to see the effects of RESS on the # average SSVEP. - -proj = matmul3d(out, maps) +fromress = r.from_ress +proj = matmul3d(out, fromress) f, ax = plt.subplots(n_chans, 2, sharey="col") for c in range(n_chans): - ax[c, 0].plot(data[:, c].mean(-1), lw=.5) - ax[c, 1].plot(proj[:, c].mean(-1), lw=.5) + ax[c, 0].plot(data[:, c].mean(-1), lw=.5, label="data") + ax[c, 1].plot(proj[:, c].mean(-1), lw=.5, label="projection") ax[c, 0].set_ylabel(f"ch{c}") if c < n_chans: ax[c, 0].set_xticks([]) @@ -102,3 +102,4 @@ ax[0, 0].set_title("Trial average (before)") ax[0, 1].set_title("Trial average (after)") plt.show() + diff --git a/examples/example_star.ipynb b/examples/example_star.ipynb index 070b0705..6bb612f0 100644 --- a/examples/example_star.ipynb +++ b/examples/example_star.ipynb @@ -1,131 +1,209 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "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" - ] - }, - { - "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']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "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: 303\nratio: 1.01\npower ratio: 0.41\n" - ] - } - ], - "source": [ - "y, w, _ = star.star(x, 2)" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:07.690921Z", + "iopub.status.busy": "2023-05-11T09:19:07.690652Z", + "iopub.status.idle": "2023-05-11T09:19:08.099730Z", + "shell.execute_reply": "2023-05-11T09:19:08.098650Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Sparse time artifact removal on simulated data\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" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:08.103338Z", + "iopub.status.busy": "2023-05-11T09:19:08.103095Z", + "iopub.status.idle": "2023-05-11T09:19:09.131645Z", + "shell.execute_reply": "2023-05-11T09:19:09.131247Z" + } + }, + "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", + "rng = np.random.default_rng(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create simulated data\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, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:09.134613Z", + "iopub.status.busy": "2023-05-11T09:19:09.134404Z", + "iopub.status.idle": "2023-05-11T09:19:09.138357Z", + "shell.execute_reply": "2023-05-11T09:19:09.137951Z" + } + }, + "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 = rng.standard_normal((n_samples, nchans - 3))\n", + "\n", + "# Create artifact signal\n", + "SNR = np.sqrt(1)\n", + "x0 = normcol(np.dot(noise, rng.standard_normal((noise.shape[1], nchans)))) + \\\n", + " SNR * target * rng.standard_normal((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" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:09.140466Z", + "iopub.status.busy": "2023-05-11T09:19:09.140315Z", + "iopub.status.idle": "2023-05-11T09:19:09.155584Z", + "shell.execute_reply": "2023-05-11T09:19:09.155082Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot results\n-----------------------------------------------------------------------------\n\n" - ] - }, + "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: 0.40\n" + ] + } + ], + "source": [ + "y, w, _ = star.star(x, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot results\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:09.157893Z", + "iopub.status.busy": "2023-05-11T09:19:09.157751Z", + "iopub.status.idle": "2023-05-11T09:19:09.445154Z", + "shell.execute_reply": "2023-05-11T09:19:09.444740Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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(f\"Signal + Artifacts (SNR = {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" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_star_dss.ipynb b/examples/example_star_dss.ipynb index 00c5f41a..8740b958 100644 --- a/examples/example_star_dss.ipynb +++ b/examples/example_star_dss.ipynb @@ -1,167 +1,295 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "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" - ] - }, - { - "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))" - ] - }, - { - "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" - ] - }, - { - "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))" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:59.359670Z", + "iopub.status.busy": "2023-05-11T09:18:59.359514Z", + "iopub.status.idle": "2023-05-11T09:18:59.678204Z", + "shell.execute_reply": "2023-05-11T09:18:59.677848Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Example demonstrating STAR + DSS\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", + ".. [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, + "execution": { + "iopub.execute_input": "2023-05-11T09:18:59.680439Z", + "iopub.status.busy": "2023-05-11T09:18:59.680272Z", + "iopub.status.idle": "2023-05-11T09:19:00.629037Z", + "shell.execute_reply": "2023-05-11T09:19:00.628682Z" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.optimize import leastsq\n", + "\n", + "from meegkit import dss, star\n", + "from meegkit.utils import demean, normcol, tscov\n", + "\n", + "# import config # noqa\n", + "\n", + "rng = np.random.default_rng(9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create simulated data\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, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:00.631283Z", + "iopub.status.busy": "2023-05-11T09:19:00.631158Z", + "iopub.status.idle": "2023-05-11T09:19:00.636200Z", + "shell.execute_reply": "2023-05-11T09:19:00.635859Z" + } + }, + "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 = rng.standard_normal((n_samples, n_chans - 3))\n", + "\n", + "# Create artifact signal\n", + "SNR = np.sqrt(1)\n", + "x0 = normcol(np.dot(noise, rng.standard_normal((noise.shape[1], n_chans)))) + \\\n", + " SNR * target * rng.standard_normal((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" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:00.638129Z", + "iopub.status.busy": "2023-05-11T09:19:00.637970Z", + "iopub.status.idle": "2023-05-11T09:19:00.651068Z", + "shell.execute_reply": "2023-05-11T09:19:00.650720Z" + } + }, + "outputs": [ { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plots\n-----------------------------------------------------------------------------\n\n" - ] - }, + "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: 0.40\n" + ] + } + ], + "source": [ + "y, w, _ = star.star(x, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2) Apply DSS on raw data\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:00.653041Z", + "iopub.status.busy": "2023-05-11T09:19:00.652921Z", + "iopub.status.idle": "2023-05-11T09:19:00.657103Z", + "shell.execute_reply": "2023-05-11T09:19:00.656797Z" + } + }, + "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", + "Here the bias function is the original signal minus the sinusoidal trend.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:00.661814Z", + "iopub.status.busy": "2023-05-11T09:19:00.661649Z", + "iopub.status.idle": "2023-05-11T09:19:00.665687Z", + "shell.execute_reply": "2023-05-11T09:19:00.665404Z" + } + }, + "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" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:00.667650Z", + "iopub.status.busy": "2023-05-11T09:19:00.667522Z", + "iopub.status.idle": "2023-05-11T09:19:01.034238Z", + "shell.execute_reply": "2023-05-11T09:19:01.033700Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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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()" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "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(f\"Signal + Artifacts (SNR = {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" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/example_trca.ipynb b/examples/example_trca.ipynb index 60d87531..8fdc51dd 100644 --- a/examples/example_trca.ipynb +++ b/examples/example_trca.ipynb @@ -1,307 +1,338 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Task-related component analysis for SSVEP detection\n", - "\n", - "Sample code for the task-related component analysis (TRCA)-based steady\n", - "-state visual evoked potential (SSVEP) detection method [1]_. The filter\n", - "bank analysis can also be combined to the TRCA-based algorithm [2]_ [3]_.\n", - "\n", - "This code is based on the Matlab implementation from:\n", - "https://github.com/mnakanishi/TRCA-SSVEP\n", - "\n", - "Uses `meegkit.trca.TRCA()`.\n", - "\n", - "References:\n", - "\n", - ".. [1] M. Nakanishi, Y. Wang, X. Chen, Y.-T. Wang, X. Gao, and T.-P. Jung,\n", - " \"Enhancing detection of SSVEPs for a high-speed brain speller using\n", - " task-related component analysis\", IEEE Trans. Biomed. Eng, 65(1): 104-112,\n", - " 2018.\n", - "\n", - ".. [2] X. Chen, Y. Wang, S. Gao, T. -P. Jung and X. Gao, \"Filter bank\n", - " canonical correlation analysis for implementing a high-speed SSVEP-based\n", - " brain-computer interface\", J. Neural Eng., 12: 046008, 2015.\n", - " \n", - ".. [3] X. Chen, Y. Wang, M. Nakanishi, X. Gao, T. -P. Jung, S. Gao,\n", - " \"High-speed spelling with a noninvasive brain-computer interface\",\n", - " Proc. Int. Natl. Acad. Sci. U. S. A, 112(44): E6058-6067, 2015.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Authors: Giuseppe Ferraro \n", - "# Nicolas Barascud \n", - "import os\n", - "import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import scipy.io\n", - "from meegkit.trca import TRCA\n", - "from meegkit.utils.trca import itr, normfit, round_half_up\n", - "\n", - "t = time.time()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Parameters\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "dur_gaze = 0.5 # data length for target identification [s]\n", - "delay = 0.13 # visual latency being considered in the analysis [s]\n", - "n_bands = 5 # number of sub-bands in filter bank analysis\n", - "is_ensemble = True # True = ensemble TRCA method; False = TRCA method\n", - "alpha_ci = 0.05 # 100*(1-alpha_ci): confidence interval for accuracy\n", - "sfreq = 250 # sampling rate [Hz]\n", - "dur_shift = 0.5 # duration for gaze shifting [s]\n", - "list_freqs = np.array(\n", - " [[x + 8.0 for x in range(8)],\n", - " [x + 8.2 for x in range(8)],\n", - " [x + 8.4 for x in range(8)],\n", - " [x + 8.6 for x in range(8)],\n", - " [x + 8.8 for x in range(8)]]).T # list of stimulus frequencies\n", - "n_targets = list_freqs.size # The number of stimuli\n", - "\n", - "# Useful variables (no need to modify)\n", - "dur_gaze_s = round_half_up(dur_gaze * sfreq) # data length [samples]\n", - "delay_s = round_half_up(delay * sfreq) # visual latency [samples]\n", - "dur_sel_s = dur_gaze + dur_shift # selection time [s]\n", - "ci = 100 * (1 - alpha_ci) # confidence interval" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "path = os.path.join('..', 'tests', 'data', 'trcadata.mat')\n", - "eeg = scipy.io.loadmat(path)[\"eeg\"]\n", - "\n", - "n_trials, n_chans, n_samples, n_blocks = eeg.shape\n", - "\n", - "# Convert dummy Matlab format to (sample, channels, trials) and construct\n", - "# vector of labels\n", - "eeg = np.reshape(eeg.transpose([2, 1, 3, 0]),\n", - " (n_samples, n_chans, n_trials * n_blocks))\n", - "labels = np.array([x for x in range(n_targets)] * n_blocks)\n", - "crop_data = np.arange(delay_s, delay_s + dur_gaze_s)\n", - "eeg = eeg[crop_data]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## TRCA classification\n", - "Estimate classification performance with a Leave-One-Block-Out\n", - "cross-validation approach.\n", - "\n", - "To get a sense of the filterbank specification in relation to the stimuli\n", - "we can plot the individual filterbank sub-bands as well as the target\n", - "frequencies (with their expected harmonics in the EEG spectrum). We use the\n", - "filterbank specification described in [2]_.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "image/png": { - "width": 493, - "height": 279 - }, - "needs_background": "light" - } - } - ], - "source": [ - "filterbank = [[(6, 90), (4, 100)], # passband, stopband freqs [(Wp), (Ws)]\n", - " [(14, 90), (10, 100)],\n", - " [(22, 90), (16, 100)],\n", - " [(30, 90), (24, 100)],\n", - " [(38, 90), (32, 100)],\n", - " [(46, 90), (40, 100)],\n", - " [(54, 90), (48, 100)]]\n", - "\n", - "f, ax = plt.subplots(1, figsize=(7, 4))\n", - "for i, band in enumerate(filterbank):\n", - " ax.axvspan(ymin=i / len(filterbank) + .02,\n", - " ymax=(i + 1) / len(filterbank) - .02,\n", - " xmin=filterbank[i][1][0], xmax=filterbank[i][1][1],\n", - " alpha=0.2, facecolor=f'C{i}')\n", - " ax.axvspan(ymin=i / len(filterbank) + .02,\n", - " ymax=(i + 1) / len(filterbank) - .02,\n", - " xmin=filterbank[i][0][0], xmax=filterbank[i][0][1],\n", - " alpha=0.5, label=f'sub-band{i}', facecolor=f'C{i}')\n", - "\n", - "for f in list_freqs.flat:\n", - " colors = np.ones((9, 4))\n", - " colors[:, :3] = np.linspace(0, .5, 9)[:, None]\n", - " ax.scatter(f * np.arange(1, 10), [f] * 9, c=colors, s=8, zorder=100)\n", - "\n", - "ax.set_ylabel('Stimulus frequency (Hz)')\n", - "ax.set_xlabel('EEG response frequency (Hz)')\n", - "ax.set_xlim([0, 102])\n", - "ax.set_xticks(np.arange(0, 100, 10))\n", - "ax.grid(True, ls=':', axis='x')\n", - "ax.legend(bbox_to_anchor=(1.05, .5), fontsize='small')\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now perform the TRCA-based SSVEP detection algorithm\n", - "\n" - ] - }, + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:10.402060Z", + "iopub.status.busy": "2023-05-11T09:19:10.401908Z", + "iopub.status.idle": "2023-05-11T09:19:10.717107Z", + "shell.execute_reply": "2023-05-11T09:19:10.716778Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Task-related component analysis for SSVEP detection\n", + "\n", + "Sample code for the task-related component analysis (TRCA)-based steady\n", + "-state visual evoked potential (SSVEP) detection method [1]_. The filter\n", + "bank analysis can also be combined to the TRCA-based algorithm [2]_ [3]_.\n", + "\n", + "This code is based on the Matlab implementation from:\n", + "https://github.com/mnakanishi/TRCA-SSVEP\n", + "\n", + "Uses `meegkit.trca.TRCA()`.\n", + "\n", + "## References\n", + ".. [1] M. Nakanishi, Y. Wang, X. Chen, Y.-T. Wang, X. Gao, and T.-P. Jung,\n", + " \"Enhancing detection of SSVEPs for a high-speed brain speller using\n", + " task-related component analysis\", IEEE Trans. Biomed. Eng, 65(1): 104-112,\n", + " 2018.\n", + ".. [2] X. Chen, Y. Wang, S. Gao, T. -P. Jung and X. Gao, \"Filter bank\n", + " canonical correlation analysis for implementing a high-speed SSVEP-based\n", + " brain-computer interface\", J. Neural Eng., 12: 046008, 2015.\n", + ".. [3] X. Chen, Y. Wang, M. Nakanishi, X. Gao, T. -P. Jung, S. Gao,\n", + " \"High-speed spelling with a noninvasive brain-computer interface\",\n", + " Proc. Int. Natl. Acad. Sci. U. S. A, 112(44): E6058-6067, 2015.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:10.720417Z", + "iopub.status.busy": "2023-05-11T09:19:10.720209Z", + "iopub.status.idle": "2023-05-11T09:19:11.713046Z", + "shell.execute_reply": "2023-05-11T09:19:11.712573Z" + } + }, + "outputs": [], + "source": [ + "# Authors: Giuseppe Ferraro \n", + "# Nicolas Barascud \n", + "import os\n", + "import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.io\n", + "\n", + "from meegkit.trca import TRCA\n", + "from meegkit.utils.trca import itr, normfit, round_half_up\n", + "\n", + "t = time.time()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Parameters\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:11.716988Z", + "iopub.status.busy": "2023-05-11T09:19:11.716750Z", + "iopub.status.idle": "2023-05-11T09:19:11.720779Z", + "shell.execute_reply": "2023-05-11T09:19:11.720144Z" + } + }, + "outputs": [], + "source": [ + "dur_gaze = 0.5 # data length for target identification [s]\n", + "delay = 0.13 # visual latency being considered in the analysis [s]\n", + "n_bands = 5 # number of sub-bands in filter bank analysis\n", + "is_ensemble = True # True = ensemble TRCA method; False = TRCA method\n", + "alpha_ci = 0.05 # 100*(1-alpha_ci): confidence interval for accuracy\n", + "sfreq = 250 # sampling rate [Hz]\n", + "dur_shift = 0.5 # duration for gaze shifting [s]\n", + "list_freqs = np.array(\n", + " [[x + 8.0 for x in range(8)],\n", + " [x + 8.2 for x in range(8)],\n", + " [x + 8.4 for x in range(8)],\n", + " [x + 8.6 for x in range(8)],\n", + " [x + 8.8 for x in range(8)]]).T # list of stimulus frequencies\n", + "n_targets = list_freqs.size # The number of stimuli\n", + "\n", + "# Useful variables (no need to modify)\n", + "dur_gaze_s = round_half_up(dur_gaze * sfreq) # data length [samples]\n", + "delay_s = round_half_up(delay * sfreq) # visual latency [samples]\n", + "dur_sel_s = dur_gaze + dur_shift # selection time [s]\n", + "ci = 100 * (1 - alpha_ci) # confidence interval" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load data\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:11.723444Z", + "iopub.status.busy": "2023-05-11T09:19:11.723203Z", + "iopub.status.idle": "2023-05-11T09:19:11.830561Z", + "shell.execute_reply": "2023-05-11T09:19:11.830130Z" + } + }, + "outputs": [], + "source": [ + "path = os.path.join(\"..\", \"tests\", \"data\", \"trcadata.mat\")\n", + "eeg = scipy.io.loadmat(path)[\"eeg\"]\n", + "\n", + "n_trials, n_chans, n_samples, n_blocks = eeg.shape\n", + "\n", + "# Convert dummy Matlab format to (sample, channels, trials) and construct\n", + "# vector of labels\n", + "eeg = np.reshape(eeg.transpose([2, 1, 3, 0]),\n", + " (n_samples, n_chans, n_trials * n_blocks))\n", + "labels = np.array([x for x in range(n_targets)] * n_blocks)\n", + "crop_data = np.arange(delay_s, delay_s + dur_gaze_s)\n", + "eeg = eeg[crop_data]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TRCA classification\n", + "Estimate classification performance with a Leave-One-Block-Out\n", + "cross-validation approach.\n", + "\n", + "To get a sense of the filterbank specification in relation to the stimuli\n", + "we can plot the individual filterbank sub-bands as well as the target\n", + "frequencies (with their expected harmonics in the EEG spectrum). We use the\n", + "filterbank specification described in [2]_.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:11.833176Z", + "iopub.status.busy": "2023-05-11T09:19:11.833022Z", + "iopub.status.idle": "2023-05-11T09:19:12.051286Z", + "shell.execute_reply": "2023-05-11T09:19:12.050909Z" + } + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Results of the ensemble TRCA-based method:\n", - "\n", - "Block 0: accuracy = 97.5, \tITR = 301.3\n", - "Block 1: accuracy = 100.0, \tITR = 319.3\n", - "Block 2: accuracy = 95.0, \tITR = 286.3\n", - "Block 3: accuracy = 95.0, \tITR = 286.3\n", - "Block 4: accuracy = 95.0, \tITR = 286.3\n", - "Block 5: accuracy = 100.0, \tITR = 319.3\n", - "\n", - "Mean accuracy = 97.1%\t(95% CI: 97.0-97.1%)\n", - "Mean ITR = 299.8\t(95% CI: 299.4-300.2)\n", - "\n", - "Elapsed time: 14.9 seconds\n" - ] - } - ], - "source": [ - "trca = TRCA(sfreq, filterbank, is_ensemble)\n", - "\n", - "print('Results of the ensemble TRCA-based method:\\n')\n", - "accs = np.zeros(n_blocks)\n", - "itrs = np.zeros(n_blocks)\n", - "for i in range(n_blocks):\n", - "\n", - " # Select all folds except one for training\n", - " traindata = np.concatenate(\n", - " (eeg[..., :i * n_trials],\n", - " eeg[..., (i + 1) * n_trials:]), 2)\n", - " y_train = np.concatenate(\n", - " (labels[:i * n_trials], labels[(i + 1) * n_trials:]), 0)\n", - "\n", - " # Construction of the spatial filter and the reference signals\n", - " trca.fit(traindata, y_train)\n", - "\n", - " # Test stage\n", - " testdata = eeg[..., i * n_trials:(i + 1) * n_trials]\n", - " y_test = labels[i * n_trials:(i + 1) * n_trials]\n", - " estimated = trca.predict(testdata)\n", - "\n", - " # Evaluation of the performance for this fold (accuracy and ITR)\n", - " is_correct = estimated == y_test\n", - " accs[i] = np.mean(is_correct) * 100\n", - " itrs[i] = itr(n_targets, np.mean(is_correct), dur_sel_s)\n", - " print(f\"Block {i}: accuracy = {accs[i]:.1f}, \\tITR = {itrs[i]:.1f}\")\n", - "\n", - "# Mean accuracy and ITR computation\n", - "mu, _, muci, _ = normfit(accs, alpha_ci)\n", - "print(f\"\\nMean accuracy = {mu:.1f}%\\t({ci:.0f}% CI: {muci[0]:.1f}-{muci[1]:.1f}%)\") # noqa\n", - "\n", - "mu, _, muci, _ = normfit(itrs, alpha_ci)\n", - "print(f\"Mean ITR = {mu:.1f}\\t({ci:.0f}% CI: {muci[0]:.1f}-{muci[1]:.1f})\")\n", - "if is_ensemble:\n", - " ensemble = 'ensemble TRCA-based method'\n", - "else:\n", - " ensemble = 'TRCA-based method'\n", - "\n", - "print(f\"\\nElapsed time: {time.time()-t:.1f} seconds\")" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "kernelspec": { - "name": "python388jvsc74a57bd0d64e410d98a0dc7c6b3fb09ececfc32281268599ac952adfc85e199a2f396698", - "display_name": "Python 3.8.8 64-bit ('base': conda)" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" + ], + "source": [ + "filterbank = [[(6, 90), (4, 100)], # passband, stopband freqs [(Wp), (Ws)]\n", + " [(14, 90), (10, 100)],\n", + " [(22, 90), (16, 100)],\n", + " [(30, 90), (24, 100)],\n", + " [(38, 90), (32, 100)],\n", + " [(46, 90), (40, 100)],\n", + " [(54, 90), (48, 100)]]\n", + "\n", + "f, ax = plt.subplots(1, figsize=(7, 4))\n", + "for i, _band in enumerate(filterbank):\n", + " ax.axvspan(ymin=i / len(filterbank) + .02,\n", + " ymax=(i + 1) / len(filterbank) - .02,\n", + " xmin=filterbank[i][1][0], xmax=filterbank[i][1][1],\n", + " alpha=0.2, facecolor=f\"C{i}\")\n", + " ax.axvspan(ymin=i / len(filterbank) + .02,\n", + " ymax=(i + 1) / len(filterbank) - .02,\n", + " xmin=filterbank[i][0][0], xmax=filterbank[i][0][1],\n", + " alpha=0.5, label=f\"sub-band{i}\", facecolor=f\"C{i}\")\n", + "\n", + "for f in list_freqs.flat:\n", + " colors = np.ones((9, 4))\n", + " colors[:, :3] = np.linspace(0, .5, 9)[:, None]\n", + " ax.scatter(f * np.arange(1, 10), [f] * 9, c=colors, s=8, zorder=100)\n", + "\n", + "ax.set_ylabel(\"Stimulus frequency (Hz)\")\n", + "ax.set_xlabel(\"EEG response frequency (Hz)\")\n", + "ax.set_xlim([0, 102])\n", + "ax.set_xticks(np.arange(0, 100, 10))\n", + "ax.grid(True, ls=\":\", axis=\"x\")\n", + "ax.legend(bbox_to_anchor=(1.05, .5), fontsize=\"small\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now perform the TRCA-based SSVEP detection algorithm\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "execution": { + "iopub.execute_input": "2023-05-11T09:19:12.053627Z", + "iopub.status.busy": "2023-05-11T09:19:12.053496Z", + "iopub.status.idle": "2023-05-11T09:19:21.237323Z", + "shell.execute_reply": "2023-05-11T09:19:21.235672Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of the ensemble TRCA-based method:\n", + "\n", + "Block 0: accuracy = 97.5, \tITR = 301.3\n", + "Block 1: accuracy = 100.0, \tITR = 319.3\n", + "Block 2: accuracy = 95.0, \tITR = 286.3\n", + "Block 3: accuracy = 95.0, \tITR = 286.3\n", + "Block 4: accuracy = 95.0, \tITR = 286.3\n", + "Block 5: accuracy = 100.0, \tITR = 319.3\n", + "\n", + "Mean accuracy = 97.1%\t(95% CI: 97.0-97.1%)\n", + "Mean ITR = 299.8\t(95% CI: 299.4-300.2)\n", + "\n", + "Elapsed time: 9.5 seconds\n" + ] } + ], + "source": [ + "trca = TRCA(sfreq, filterbank, is_ensemble)\n", + "\n", + "print(\"Results of the ensemble TRCA-based method:\\n\")\n", + "accs = np.zeros(n_blocks)\n", + "itrs = np.zeros(n_blocks)\n", + "for i in range(n_blocks):\n", + "\n", + " # Select all folds except one for training\n", + " traindata = np.concatenate(\n", + " (eeg[..., :i * n_trials],\n", + " eeg[..., (i + 1) * n_trials:]), 2)\n", + " y_train = np.concatenate(\n", + " (labels[:i * n_trials], labels[(i + 1) * n_trials:]), 0)\n", + "\n", + " # Construction of the spatial filter and the reference signals\n", + " trca.fit(traindata, y_train)\n", + "\n", + " # Test stage\n", + " testdata = eeg[..., i * n_trials:(i + 1) * n_trials]\n", + " y_test = labels[i * n_trials:(i + 1) * n_trials]\n", + " estimated = trca.predict(testdata)\n", + "\n", + " # Evaluation of the performance for this fold (accuracy and ITR)\n", + " is_correct = estimated == y_test\n", + " accs[i] = np.mean(is_correct) * 100\n", + " itrs[i] = itr(n_targets, np.mean(is_correct), dur_sel_s)\n", + " print(f\"Block {i}: accuracy = {accs[i]:.1f}, \\tITR = {itrs[i]:.1f}\")\n", + "\n", + "# Mean accuracy and ITR computation\n", + "mu, _, muci, _ = normfit(accs, alpha_ci)\n", + "print(f\"\\nMean accuracy = {mu:.1f}%\\t({ci:.0f}% CI: {muci[0]:.1f}-{muci[1]:.1f}%)\") # noqa\n", + "\n", + "mu, _, muci, _ = normfit(itrs, alpha_ci)\n", + "print(f\"Mean ITR = {mu:.1f}\\t({ci:.0f}% CI: {muci[0]:.1f}-{muci[1]:.1f})\")\n", + "if is_ensemble:\n", + " ensemble = \"ensemble TRCA-based method\"\n", + "else:\n", + " ensemble = \"TRCA-based method\"\n", + "\n", + "print(f\"\\nElapsed time: {time.time()-t:.1f} seconds\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/meegkit/ress.py b/meegkit/ress.py index b47fd7b5..78c35f4c 100644 --- a/meegkit/ress.py +++ b/meegkit/ress.py @@ -1,21 +1,20 @@ """Rhythmic Entrainment Source Separation.""" +import warnings + import numpy as np from scipy import linalg +from sklearn.base import BaseEstimator, TransformerMixin -from .utils import demean, gaussfilt, mrdivide, theshapeof, tscov +from meegkit.utils import demean, gaussfilt, mrdivide, tscov -def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, - peak_width: float = .5, neig_width: float = 1, n_keep: int = 1, - gamma: float = 0.01, return_maps: bool = False): +class RESS(TransformerMixin, BaseEstimator): """Rhythmic Entrainment Source Separation. As described in [1]_. Parameters ---------- - X: array, shape=(n_samples, n_chans, n_trials) - Data to denoise. sfreq : int Sampling frequency. peak_freq : float @@ -33,38 +32,25 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, Regularization coefficient, between 0 and 1 (default=0.01, which corresponds to 1 % regularization and helps reduce numerical problems for noisy or reduced-rank matrices [2]_). - return_maps : bool - If True, also output mixing (to_ress) and unmixing matrices - (from_ress), used to transform the data into RESS component space and - back into sensor space, respectively. - - Returns - ------- - out : array, shape=(n_samples, n_keep, n_trials) - RESS time series. - from_ress : array, shape=(n_components, n_channels) - Unmixing matrix (projects to sensor space). - to_ress : array, shape=(n_channels, n_components) - Mixing matrix (projects to component space). + compute_unmixing : bool + If True, also computing unmixing matrices (from_ress), used to + transform the data back into sensor space. Examples -------- To project the RESS components back into sensor space, one can proceed as follows: - - >>> # First apply RESS - >>> from meegkit.utils import matmul3d # handles 3D matrix multiplication - >>> out, fromRESS, _ = ress.RESS(data, sfreq, peak_freq, return_maps=True) + >>> # First create RESS estimator and fit_transform the data + >>> r = ress.RESS(sfreq, peak_freq, compute_unmixing=True) + >>> out = r.fit_transform(data) >>> # Then matrix multiply each trial by the unmixing matrix: + >>> fromRESS = r.from_ress >>> proj = matmul3d(out, fromRESS) To transform a new observation into RESS component space (e.g. in the - context of a cross-validation, with separate train/test sets): - - >>> # Start by applying RESS to the train set: - >>> out, _, toRESS = ress.RESS(data, sfreq, peak_freq, return_maps=True) - >>> # Then multiply your test data by the toRESS: - >>> new_comp = new_data @ toRESS + context of a cross-validation, with separate train/test sets) use the + `transform` method: + >>> new_comp = r.transform(newdata) References ---------- @@ -74,58 +60,107 @@ def RESS(X, sfreq: int, peak_freq: float, neig_freq: float = 1, .. [2] Cohen, M. X. (2021). A tutorial on generalized eigendecomposition for source separation in multichannel electrophysiology. ArXiv:2104.12356 [Eess, q-Bio]. - """ - n_samples, n_chans, n_trials = theshapeof(X) - X = demean(X) - - if n_keep == -1: - n_keep = n_chans - - # 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=neig_width, n_harm=1)) - c1, _ = tscov(gaussfilt(X, sfreq, peak_freq, fwhm=peak_width, n_harm=1)) - - # add 1% regularization to avoid numerical precision problems in the GED - c0 = (c01 + c02) / 2 - c0 = c0 * (1 - gamma) + gamma * np.trace(c0) / len(c0) * np.eye(len(c0)) - - # perform generalized eigendecomposition - d, to_ress = linalg.eigh(c1, c0) - d = d.real - to_ress = to_ress.real - - # Sort eigenvectors by decreasing eigenvalues - idx = np.argsort(d)[::-1] - d = d[idx] - to_ress = to_ress[:, idx] - - # Truncate weak components - # if thresh is not None: - # idx = np.where(d / d.max() > thresh)[0] - # d = d[idx] - # to_ress = to_ress[:, idx] - - # Normalize components (yields mixing matrix) - to_ress /= np.sqrt(np.sum(to_ress, axis=0) ** 2) - to_ress = to_ress[:, np.arange(n_keep)] - - # Compute unmixing matrix - from_ress = mrdivide(c1 @ to_ress, to_ress.T @ c1 @ to_ress).T - from_ress = from_ress[:n_keep, :] - - # idx = np.argmax(np.abs(from_ress[:, 0])) # find biggest component - # from_ress = from_ress * np.sign(from_ress[idx, 0]) # force positive sign - - # Output `n_keep` RESS component time series - out = np.zeros((n_samples, n_keep, n_trials)) - for t in range(n_trials): - out[..., t] = X[:, :, t] @ to_ress - - if return_maps: - return out, from_ress, to_ress - else: + + def __init__(self, sfreq: int, peak_freq: float, neig_freq: float = 1, + peak_width: float = 0.5, neig_width: float = 1, n_keep: int = 1, + gamma: float = 0.01, compute_unmixing: bool = False): + + self.sfreq = sfreq + self.peak_freq = peak_freq + self.neig_freq = neig_freq + self.peak_width = peak_width + self.neig_width = neig_width + self.n_keep = n_keep + self.gamma = gamma + self.compute_unmixing = compute_unmixing + + def fit(self, X, y=None): + """Learn a RESS filter. + + X : np.array (n_samples, n_chans, n_trials) + Follow MNE format + y : (ignored) + Ignored parameter. + + Returns + ------- + self : object + RESS class instance. + """ + if X.ndim == 2: + X = X[np.newaxis, :, :] + warnings.warn("Fitting the RESS on only one sample !") + + _, n_chans, _ = X.shape + + # Compute mean along epoch + trial and remove it + X = demean(X) + + if self.n_keep == -1: + self.n_keep = n_chans + + # Covariance of neighbor frequencies (noise) + c01 = tscov(gaussfilt(X, self.sfreq, self.peak_freq + self.neig_freq, + fwhm=self.neig_width, n_harm=1))[0] + c02 = tscov(gaussfilt(X, self.sfreq, self.peak_freq - self.neig_freq, + fwhm=self.neig_width, n_harm=1))[0] + + # Covariance of the signal + c1 = tscov(gaussfilt(X, self.sfreq, self.peak_freq, fwhm=self.peak_width, + n_harm=1))[0] + + # add 1% regularization to avoid numerical precision problems in the GED + c0 = (c01 + c02) / 2 + c0 = c0 * (1 - self.gamma) + self.gamma * np.trace(c0) / len(c0) * np.eye(len(c0)) + + # Perform generalized eigendecomposition. Solves a Generalized + # Eigenvalue Problem: find a vector `to_ress` that maximize the ratio + # c0^{-1} c1 (max c1 and min c0) + d, to_ress = linalg.eigh(c1, c0) + + # Keep only the real part as c1 and c0 are symmetric (then PSD) the + # imaginary part is only a numerical error + d = d.real + to_ress = to_ress.real + + # Sort eigenvectors by decreasing eigenvalues. We are looking for the + # eigenvectors associated with the larger eigenvalue + idx = np.argsort(d)[::-1] + d = d[idx] + to_ress = to_ress[:, idx] + + # Normalize components (yields mixing matrix) + to_ress /= np.sqrt(np.sum(to_ress, axis=0) ** 2) + self.to_ress = to_ress[:, np.arange(self.n_keep)] + + if self.compute_unmixing: + # Compute unmixing matrix + A = c1 @ to_ress + B = to_ress.T @ A + self.from_ress = mrdivide(A, B).T + self.from_ress = self.from_ress[:self.n_keep, :] + + return self + + def transform(self, X): + """Project data using the learned RESS filter.""" + if X.ndim == 2: + out = X @ self.to_ress + else: + out = np.zeros((X.shape[0], self.n_keep, X.shape[2])) + for t in range(X.shape[2]): + out[..., t] = X[..., t] @ self.to_ress + return out + + def fit_transform(self, X, y=None): + """Compute RESS filter and apply it on data.""" + self.fit(X) + + return self.transform(X) + + def inverse_transform(self, X): + """Backproject the RESS filtered data to the sensors space.""" + return np.matmul(X, self.from_ress) + diff --git a/meegkit/utils/denoise.py b/meegkit/utils/denoise.py index 4bb91de2..79ce5e56 100644 --- a/meegkit/utils/denoise.py +++ b/meegkit/utils/denoise.py @@ -32,6 +32,7 @@ def demean(X, weights=None, return_mean=False, inplace=False): if not inplace: X = X.copy() + n_samples, n_chans, n_trials = theshapeof(X) X = unfold(X) @@ -54,7 +55,6 @@ def demean(X, weights=None, return_mean=False, inplace=False): # Remove mean (no copy) X -= mn - # np.subtract(X, mn, out=X) if n_trials > 1 or ndims == 3: X = fold(X, n_samples) diff --git a/meegkit/utils/sig.py b/meegkit/utils/sig.py index 03824517..7aada14b 100644 --- a/meegkit/utils/sig.py +++ b/meegkit/utils/sig.py @@ -276,8 +276,7 @@ def spectral_envelope(x, sfreq, lowpass=32): return y[len(a):-len(b)] -def gaussfilt(data, srate, f, fwhm, n_harm=1, shift=0, return_empvals=False, - show=False): +def gaussfilt(data, srate, f, fwhm, n_harm=1, shift=0, return_empvals=False, show=False): """Narrow-band filter via frequency-domain Gaussian. Empirical frequency and FWHM depend on the sampling rate and the diff --git a/tests/test_ress.py b/tests/test_ress.py index 8e99cec5..21ac3187 100644 --- a/tests/test_ress.py +++ b/tests/test_ress.py @@ -6,7 +6,7 @@ from scipy.linalg import pinv from meegkit import ress -from meegkit.utils import fold, matmul3d, rms, snr_spectrum, unfold +from meegkit.utils import fold, matmul3d, snr_spectrum, unfold rng = np.random.default_rng(9) @@ -14,12 +14,10 @@ def create_data(n_times, n_chans=10, n_trials=20, freq=12, sfreq=250, noise_dim=8, SNR=.8, 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 @@ -36,8 +34,8 @@ def create_data(n_times, n_chans=10, n_trials=20, freq=12, sfreq=250, noise = fold(noise, n_times) # mix signal and noise - signal = SNR * signal / rms(signal.flatten()) - noise = noise / rms(noise.flatten()) + signal = SNR * signal / np.sqrt(np.mean(signal ** 2)) + noise = noise / np.sqrt(np.mean(noise ** 2)) noisy_data = signal + noise if show: @@ -67,14 +65,12 @@ def test_ress(target, n_trials, peak_width, neig_width, neig_freq, show=False): data, source = create_data(n_times=n_times, n_trials=n_trials, n_chans=n_chans, freq=target, sfreq=sfreq, show=False) - - out = ress.RESS( - data, sfreq=sfreq, peak_freq=target, neig_freq=neig_freq, - peak_width=peak_width, neig_width=neig_width, n_keep=n_keep - ) + r = ress.RESS(sfreq=sfreq, peak_freq=target, neig_freq=neig_freq, + peak_width=peak_width, neig_width=neig_width, n_keep=n_keep, compute_unmixing=True) + out = r.fit_transform(data) nfft = 500 - bins, psd = ss.welch(out.squeeze(1), sfreq, window="boxcar", + bins, psd = ss.welch(np.squeeze(out), sfreq, window="boxcar", nperseg=nfft / (peak_width * 2), noverlap=0, axis=0, average="mean") # psd = np.abs(np.fft.fft(out, nfft, axis=0)) @@ -106,11 +102,10 @@ def test_ress(target, n_trials, peak_width, neig_width, neig_freq, show=False): assert (snr[(bins <= target - 2) | (bins >= target + 2)] < 2).all() # test multiple components - out, fromress, toress = ress.RESS( - data, sfreq=sfreq, peak_freq=target, neig_freq=neig_freq, - peak_width=peak_width, neig_width=neig_width, n_keep=n_keep, - return_maps=True - ) + + out = r.transform(data) + toress = r.to_ress + fromress = r.from_ress proj = matmul3d(out, fromress) assert proj.shape == (n_times, n_chans, n_trials) @@ -130,13 +125,15 @@ def test_ress(target, n_trials, peak_width, neig_width, neig_freq, show=False): # 2 comps _ = ress.RESS( - data, sfreq=sfreq, peak_freq=target, n_keep=2 - ) + sfreq=sfreq, peak_freq=target, n_keep=2 + ).fit_transform(data) # All comps - out, fromress, toress = ress.RESS( - data, sfreq=sfreq, peak_freq=target, n_keep=-1, return_maps=True - ) + r = ress.RESS(sfreq=sfreq, peak_freq=target, neig_freq=neig_freq, + peak_width=peak_width, neig_width=neig_width, n_keep=-1, compute_unmixing=True) + out = r.fit_transform(data) + toress = r.to_ress + fromress = r.from_ress if show: # Inspect mixing/unmixing matrices @@ -158,5 +155,5 @@ def test_ress(target, n_trials, peak_width, neig_width, neig_freq, show=False): if __name__ == "__main__": import pytest - pytest.main([__file__]) - # test_ress(20, 16, 1, 1, 1, show=False) + # pytest.main([__file__]) + test_ress(20, 16, 1, 1, 1, show=True) diff --git a/tests/test_utils.py b/tests/test_utils.py index 2e2176fd..6021820d 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -20,7 +20,7 @@ widen_mask, ) -rng = np.random.default_rng() +rng = np.random.default_rng(9) def _sim_data(n_times, n_chans, n_trials, noise_dim, SNR=1, t0=100): @@ -250,15 +250,17 @@ def test_outliers(show=False): def test_cronbach(): """Test Cronbach's alpha.""" + np.random.default_rng(9) + X, _ = _sim_data(800, 8, 80, noise_dim=6, SNR=.2) X = X.transpose([2, 1, 0]) # trials, channels, samples - alpha, lo, hi = cronbach(X, tmin=0, n_bootstrap=100) + alpha, lo, hi = cronbach(X, tmin=0, n_bootstrap=200) print(alpha) assert np.all(lo < hi) - X, _ = _sim_data(800, 8, 80, noise_dim=6, SNR=1) + X, _ = _sim_data(800, 8, 80, noise_dim=6, SNR=2) X = X.transpose([2, 1, 0]) - alpha2, lo, hi = cronbach(X, tmin=100, n_bootstrap=100) + alpha2, lo, hi = cronbach(X, tmin=100, n_bootstrap=200) print(alpha2) assert np.sum(alpha2 > alpha) >= 6