From be91484c6eab448209a2ace1772571ff2323955e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 08:24:47 -0400 Subject: [PATCH 01/95] Add Google Analytics --- docs/conf.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index b4df62a57..6bad7ac57 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -171,10 +171,10 @@ }, }, ], - # "analytics": { - # "provider": "google", - # "property": "G-4FW9NCNFZH", - # }, + "analytics": { + "provider": "google", + "property": "G-PVMFVF4016", + }, "version_dropdown": True, "version_json": "../versions.json", } From 705ba78c755006f71c2159ab2ba508eb9bbc80d9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 08:39:06 -0400 Subject: [PATCH 02/95] Remove invalid `"repo_type"` parameter --- docs/conf.py | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/conf.py b/docs/conf.py index 6bad7ac57..2b7a06c23 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -122,7 +122,6 @@ "site_url": "https://mhostetter.github.io/sdr/latest/", "repo_url": "https://github.com/mhostetter/sdr", "repo_name": "mhostetter/sdr", - "repo_type": "github", "social": [ { "icon": "fontawesome/brands/github", From 0839ebdfc3dfdcb6c7faaefcac106d214625eef8 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 17:23:15 -0400 Subject: [PATCH 03/95] Remove "hello, world" from package import --- src/sdr/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index f0bf3123c..692aae1bb 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -12,5 +12,3 @@ "An error occurred during package install where setuptools_scm failed to create a _version.py file. " "Defaulting version to 0.0.0." ) - -print("Hello, world") From fb19ea6eceb1b207f68f05ee95b066cb76291a31 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:00:01 -0400 Subject: [PATCH 04/95] Add `scipy` dependency --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 2495ef800..5e767e627 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,6 +51,7 @@ classifiers = [ requires-python = ">=3.7" dependencies = [ "numpy >= 1.21.0", + "scipy", # "numba >= 0.55, < 0.58", # v0.55 is needed for support of NumPy 1.21 # "typing_extensions >= 4.0.0", # v4.0.0 is needed for use of Self (Python 3.11+) and Literal (Python 3.8+) ] From b6cb7d4b20a26a7355246b810f9efbe3de63a4f9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 18:58:19 -0400 Subject: [PATCH 05/95] Add Farrow arbitrary resampler in `sdr.FarrowResampler` --- src/sdr/__init__.py | 2 + src/sdr/_farrow.py | 124 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 126 insertions(+) create mode 100644 src/sdr/_farrow.py diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index 692aae1bb..5e7cdc41b 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -12,3 +12,5 @@ "An error occurred during package install where setuptools_scm failed to create a _version.py file. " "Defaulting version to 0.0.0." ) + +from ._farrow import FarrowResampler diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py new file mode 100644 index 000000000..79d5ca307 --- /dev/null +++ b/src/sdr/_farrow.py @@ -0,0 +1,124 @@ +""" +A module containing a Farrow arbitrary resampler. +""" +from __future__ import annotations + +import numpy as np +import numpy.typing as npt +import scipy.signal + + +class FarrowResampler: + """ + A cubic Farrow arbitrary resampler. + + References: + - https://wirelesspi.com/fractional-delay-filters-using-the-farrow-structure/ + """ + + def __init__(self, streaming: bool = False): + """ + Creates a new Farrow arbitrary resampler. + """ + self._streaming = streaming + self._x_prev: np.ndarray # FIR filter state. Will be updated in reset(). + self._mu_next: float # The next fractional sample delay value + + # Construct the four FIR filter taps + self._taps = np.array( + [ + [-1 / 6, 1 / 2, -1 / 2, 1 / 6], + [0, 1 / 2, -1, 1 / 2], + [1 / 6, -1, 1 / 2, 1 / 3], + [0, 0, 1, 0], + ], + dtype=np.float32, + ) + + self.reset() + + def reset(self, state: npt.ArrayLike | None = None): + """ + Resets the filter state and fractional sample index. Only useful for streaming mode. + """ + if state is None: + self._x_prev = np.zeros(4, dtype=np.float32) + else: + state = np.asarray(state, dtype=np.float32) + if not state.size == self._taps.shape[1]: + raise ValueError(f"Argument 'state' must have {self._taps.shape[1]} elements, not {state.size}.") + self._x_prev = state + + self._mu_next = 0.0 + + def resample(self, x: npt.ArrayLike, rate: float, mode="full") -> np.ndarray: + """ + Resamples the input signal by the given arbitrary rate. + + Arguments: + x: The input signal. + rate: The resampling rate. + """ + if not rate > 0: + raise ValueError("Argument 'rate' must be positive.") + + x = np.atleast_1d(x) + if self.streaming: + # Prepend previous inputs from last streaming call + x_pad = np.concatenate((self._x_prev, x)) + + # Compute the four FIR filter outputs, but only keep the valid outputs + y0 = scipy.signal.convolve(x_pad, self._taps[0, :], mode="valid") + y1 = scipy.signal.convolve(x_pad, self._taps[1, :], mode="valid") + y2 = scipy.signal.convolve(x_pad, self._taps[2, :], mode="valid") + y3 = scipy.signal.convolve(x_pad, self._taps[3, :], mode="valid") + self._x_prev = x_pad[-(self._taps.shape[1] - 1) :] + + # Compute the fractional sample indices for each output sample + mu = np.arange(self._mu_next, x.size, 1 / rate) + + # Store the next fractional sample index for next call to resample() + self._mu_next = (mu[-1] + 1 / rate) % 1.0 + else: + # Compute the four FIR filter outputs for the entire input signal, using the specified + # convolution mode + y0 = scipy.signal.convolve(x, self._taps[0, :], mode=mode) + y1 = scipy.signal.convolve(x, self._taps[1, :], mode=mode) + y2 = scipy.signal.convolve(x, self._taps[2, :], mode=mode) + y3 = scipy.signal.convolve(x, self._taps[3, :], mode=mode) + + # Compute the fractional sample indices for each output sample + mu = np.arange(0, x.size + self._taps.shape[1] - 1, 1 / rate) + + # Convert the fractional indices to integer indices and fractional indices + idx = (mu // 1.0).astype(int) + mu = mu - idx + mu *= -1 # TODO: Why is this the case? + + # Interpolate the output samples using the Horner method + y = mu * (mu * (mu * y0[idx] + y1[idx]) + y2[idx]) + y3[idx] + + return y + + @property + def streaming(self) -> bool: + """ + Returns whether the filter is in streaming mode. + + In streaming mode, the filter state is preserved between calls to :obj:`resample()`. + """ + return self._streaming + + @property + def order(self) -> int: + """ + Returns the order of the filter. + """ + return self._taps.shape[1] - 1 + + @property + def taps(self) -> np.ndarray: + """ + Returns the Farrow filter taps. + """ + return self._taps From ea4ae3039262b0067c6cf9bbe68c722ce2c46cab Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 18:59:20 -0400 Subject: [PATCH 06/95] Add Farrow resampler example --- docs/conf.py | 5 +- docs/examples/farrow-resampler.ipynb | 348 +++++++++++++++++++++++++++ docs/index.rst | 6 + docs/requirements.txt | 1 + 4 files changed, 359 insertions(+), 1 deletion(-) create mode 100644 docs/examples/farrow-resampler.ipynb diff --git a/docs/conf.py b/docs/conf.py index 2b7a06c23..d1f00b24f 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -54,7 +54,8 @@ "sphinx_last_updated_by_git", "sphinx_immaterial", "sphinx_immaterial.apidoc.python.apigen", - "myst_parser", + # "myst_parser", + "myst_nb", "sphinx_design", "IPython.sphinxext.ipython_console_highlighting", "IPython.sphinxext.ipython_directive", @@ -215,6 +216,8 @@ myst_enable_extensions = ["dollarmath"] +nb_execution_mode = "off" + # -- Sphinx Immaterial configs ------------------------------------------------- diff --git a/docs/examples/farrow-resampler.ipynb b/docs/examples/farrow-resampler.ipynb new file mode 100644 index 000000000..0ff128515 --- /dev/null +++ b/docs/examples/farrow-resampler.ipynb @@ -0,0 +1,348 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Farrow arbitrary resampler" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n", + "\n", + "import sdr\n", + "\n", + "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", + "# %matplotlib widget\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Construct an input signal, $x[n] = x(n T_s)$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sample_rate = 1 # samples/s\n", + "N = 100 # samples\n", + "freq = 0.05 # Hz\n", + "tx = np.arange(0, N) / sample_rate # Time axis for the input signal\n", + "x = np.exp(1j * 2 * np.pi * freq * tx) # Complex exponential input signal\n", + "x *= np.exp(-np.arange(N) / 100) # Exponential decay" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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b1nENMXAFBQVIksTmzZvR6/W4ubmRmppq/DMU7n388cf59a9/TVpaGm+//bbiRYjN2oW6fPlyNm3axN13382xY8dwdXXFz8+PpUuX8txzzxnNz3v27OHVV18dsXmumCKUx7Xb08ku1+Jqb019Swdj3exHbE4qV/JDuGsdjahyMV9U2ZgnPzS59GcpW7IxiScXT+CaUC/jtsPnq1i7PZ3/PRw/7PEdHBz429/+xq233sqvfvUrgoOD+fTTT7njjjuQJInTp08zefJk6uvrcXd3BzBJdYwRtcD9+Mc/Jj4+nszMTAICAnj33Xd56623eOuttwBYtmwZISEhhIWF8ctf/pJ//OMfAHh4ePDCCy8wc+ZMZs6cyYsvvthnMoQpWDHFnz1Pzuf9Gxw5vGYhgR72PP3pKZrbO+UdKG0rbJ4N69zFY9pWeY9/FWOI0VAxL1S5mC+qbMwTVS7dMXjBDp+vokOn5/D5KlZvOy2rF2zq1KnExsby8ccf89///pd3332XyZMnExUVRUJCAgBr167lnnvuYfr06Xh5efVzxOEzoha4jz/+uM/3NRpNr2m7DzzwAA888IAS0xo2jrZW/HnlZO5+5yjXvPotDa0dhHk7sWpBmNFaNyTStsK+l+GWv0HQHCg8AgldtWViVsozeRUVFRUVlVHEpV6wnAotYd5OPL0kYni/t1xMFjHw5ZdfGp/3VPlixYoVLFy4EGdn527b77vvPu67775hzaUnzNqFOhqJjxfm2vKGVpxsrahr6eDfD8zEytKC1dtOAwz9S3VgA1z7FHzxCExaDstehxWb4OtnVAVuABhko2JeqHIxX1TZmCeqXK5kxRT/YStscuDo6Giyscw6iWE0kpeXB4jacJt+PJVgL0ee/ewMM8Z7DL82XFUm7Hkemqvh+NtwdgeMixfbVfrFIBsV80KVi/miysY8UeVivhhKnZgCVYGTGUPtm5wKLXPCvfjd0ghK6lpILapjZpAHORXafo7QC7lJIElg7QC/Ogp+k2H740KJ84ro//MqRtmomBeqXMwXVTbmiSoX88VQL9AUqC5UhQjzduJEfg1zwryw0MDBnCo69XrCvJ0GfpC0rcJtWnUOJMDOFSytoKEEbn0b3p4n3KnL/67YeaioqKioqKiYH6oFTmYiIyOBi1kx6RfqifF3ZdeZ0sFlxRgSFibdAliARwjYOkPEMhHz9tY14OgBna3QVKncCV1FGGSjYl6ocjFfVNmYJ6pczBc7OzuTjaVa4GRGpxOFAy+vDScB62+PGXiQ5YENsPhl2PYLCJwFP/kflJ4Sytuqo2IfSYItP4U9L8Dxf0JdgXCnzntaTWroAYNsVMwLVS7miyob80SVi/liyuZWqgVOZgz93uBibbiPfjkbAE9H24EfqCoTmqpA3wk3/UW4Ty9PWNBoIHyxeK7vhNUFIjN138tqfbgeuFQ2KuaDKhfzRZWNeaLKxTQ4OQ0i5KkLNYnhKmPaeDfsrC04mFM18A95RcCpj8FtPHh3mcsLj1yZsHDsbVj0ItQXwXcbIHieKC1yYIN8J6CioqKioqJiVqgKnMz01JPV1sqSWcGeHBqMAhf/GJQkg98UYV3LOyCK9s57uvt+VZkQvwoiboK0bcKtqpYW6ZGR7Jer0juqXMwXVTbmiSqXHlCwS1FiYiLz589nxYoVhISEsGbNGv773/8ya9YsYmJiOH/+PCAK/S5cuJCpU6dy/fXXU15eDkBlZSWLFy8mKiqKBx98kPHjx1NVNQh9oBdUBU5mAgICetw+N8yT7Aot5Q0DbG5r7yoeS1Pgj94i9m3Ri1fGtnlFCMtc+GJoKIaqrJ4tdSq9ykZlZFHlYr6osjFPVLlchiHpb9nr8HyFIqFEp06d4q233uLs2bP8v//3/8jKyuL48eM8+OCD/P3vohLE3LlzOXr0KCkpKdx99928/vrrAKxbt46FCxeSnp7OypUrKSwslGVOahKDzBw7dozrrrvuiu1zwkRftEM5Vdw2bQCL79zXYOcGj6eI0iG9Me9pYZlb9GLXBN6GnG8uvlYx0ptsVEYWVS7miyob8+QHJ5eda6Asrff3L5wUlRoS11/cZussaqUmv9/zZ3xj4MbXBjyFmTNn4ufnB0BoaChLliwBICYmhv379wNQXFzMr3/9ayorK2lvbyc4OBiAgwcP8vnnnwNwww03GBveDxfVAmciJvm64OFoM7A4OF0nZO2CCUv7Vt5AWOQWvXgx5u3Ulp4tdSoqKioqKlcjHc1g69J9m62L2C4TtrYXkxAtLCyMry0sLIzFex9//HEefvhh0tLSePvtt2ltHaDHbYioFjiZ6S1rxcJCwzWhIg5OkiQ0Gk3vByk+Di01EHHjwAaNWSn+dj0Lye/BxJuGMPOrn6FkFKkojyoX80WVjXnyg5NLf5ayzbNhwbMiic9A3gERenT/V8rO7RLq6+uN8YkffvihcfucOXP45JNPWL16NXv27KG2tlaW8VQLnMzMmDGj1/fmhnlR3tDG+cp+2mmd+wosbSDs+sENHrpIFPbNPzS4z/1A6Es2KiOHKhfzRZWNeaLK5TIMoUR5B0DX0XvSn8KsXbuWe+65h+nTp+Pl5WXc/tJLL7Fnzx6io6P59NNP8fX1xdnZedjjqRY4mTly5Ajx8fE9vmeIgzuYXUWYdy/CkyTI/BqCrhU+/MEQNAes7OD8PggfpPL3A6Av2aiMHKpczBdVNuaJKpfLMIQMff2MqMDgFSFLKJFWK4wt1113XbeYw8TEROPzS99bsWIFixYtusJC6urqyu7du7GysuLIkSOcOHGim0t2qKgKnMz0VcQv0MOB8Z4OHMyp4r45wT3vVJUFNbmiNMhgsbaH8deIJAZeHfznr1ISUkvYvD+H7HIt4UeTWLUgbOAdMVQUx5SFL1UGhyob80SVSw8YQolGmJ46MRQWFnLnnXei1+uxsbHhn//8pyxjqQqciZkT5sX21At06PRYW/bgwT7X5a+fMMD4t8sJux52Pwd1heA2bugTvUpISC1hw55M1t8eS3NBGg7jo1i97TSAqsSpqKioqChOeHg4KSkpsh9XjYGTmblz5/b9fpgX2rZOThfX9bxD5k5RvNd1iMpF6CLxmLNvaJ+/yti8P4dH54fylz1ZtHlO4JpQL9bfHsvm/TkjPTWVLvpbMyojhyob80SVi/liygQTVYGTmaysrD7fr2tuB2Dl/x1hycYkElJLLr6prYDiE8PLIh0TAS4BIg5OhewKLeu+TOf7glqe/OQUp4vrmBnkQU5FP4kkKiajvzWjMnKosjFPfihyMWVjeLkYaumQoZyrqsDJTEVFRa/vJaSW8H9J5wn2cmT6eHfWLo9iw55MocSlbYW35wESpH409ArSGg2ELYTcJJGN8wMjIbWEJRuTCHn2K6b9YS+SBOM9Hdn1m2txtoaH/v09e9PLCPP+gaXhmzF9rRmVkUWVjXnyQ5CLnZ0d1dXVo06JM9SEGwySJFFdXY2dnd2gPqfGwJmQzftzWH97LAeyqvjXd7lMDnBj/e2xJG79Bytst4JrIGis4Ja/igrSMLSgzLDr4eS/oTgZxv9wMpUM8W5rb4niv8cK+PZcJbZWGqq07dQ0tfPYFBteS27nN/87xSu3Rcs7eNpWUUzZkAE172mzCKhVUVFRGY0EBARQXFxMZWXlSE9lULS2tg5aEQOhsA62RZqqwMlMdHTvikFOhZaZQR60d+p5K+k8p4vrmRnkgWfT/+BHG+GTn8P0+yBkPqzYJFKih6IEBM8HjaXIRv0BKXCb9+fw4s1RvLbzHLlVTby8IoqwMU789pNU1m5PJ6eiDV8XOy7Ut7LleCHvHMglp0JLmLfT8DJTDX34VmyCcfGiF23CY+I9VYnrl77WjMrIosrGPPkhyMXa2trYimo0UVVV1a0GnJKoLlSZ6Su9O8zbiRP5NUT6iZYfmWUNnMivIcziAlhYiiK8huK94+KFNWco2LtBwMwfXBxcToWW4tpmsiu0/OueGdwTH8TMYA8qGtvY8+R8vntsCoefXcRNMb4kF9QxbZw7mX+8sbsreygc2CCUt45W2P178b9fseliezOVPlFLIpgvqmzME1Uu5ospZTOiCtyuXbuIiIggLCyM1167slXGk08+yZQpU5gyZQoTJkzAzc3N+J6lpaXxveXLl5tw1n2TnZ3d63urFoSxettpciq0uNlbcSC7ktXbTtPkHHKxfIjfFPFYeES44oaKsy9cSIF17qLNyFBj6kYRYd5OfHSsgIm+ziyY6A0gFOSueDeDbLIrtMSHevK/5CIOn68efmZqVabI+v3oDjj+Nnz2EATEDV0B/4HR15pRGVlU2ZgnqlzMF1PKZsRcqDqdjlWrVrF3714CAgKYOXMmy5cvJzIy0rjPxo0bjc///ve/d6ujYm9vT2pqqimnPGwMLrq1X6ZT19LJ4Zxq1q+MxcXyWfjyCbD3ENYzQxuQRS8ObaC0rVB0rGvQzeAa8INw6d09cxwv78jg7pmBdOj0nMivYfW20zy9pLsinFOhZduj13DDm9/x7sE85k8YM7jM1Evj3TxDwcIaDr0J0+4B9yDhTv3i4eEp4CoqKioqKn0wYha448ePExYWRkhICDY2Ntx9990kJCT0uv/HH3/Mj3/8YxPOcGgEBgb2+f6KKf7seXI+910ThIWFhltixwqlys4NdO3wR28R+zacNiAHNsCtbwmFMDdJNPj9Abj0tG0i++dYXg0Rz+9k7fZ0nl4SYVScDbIJ83YiraSem2P9OJxTRX1zRzdLXZ8Y4t2WvQ7374TmWtC1gY0TxNwB8Y9DxE2Q/jn4T1PsXK8m+lszKiOHKhvzRJWL+WJK2YyYBa6kpKTbiQYEBHDs2LEe9y0oKCAvL4+FCxcat7W2tjJjxgysrKxYs2YNt956q9JTHhA+Pj4D2m+irzPN7TqKapsZ72IJjWUw90lY9MLwJ1GVKfqiBl8LBYfFtuHE1I0CJEnii9QS4oI9+N/DPSduGGRjcGU/dG0InXqJt5LOsyPtwhWWuh4xxLu1NsCn94GLHyzcCEl/vqQP3wTwnSzKweQdgIYSNTO1Dwa6ZlRMjyob80SVi/liStmMiizULVu2sHLlSiwtLY3bCgoK8Pf3Jzc3l4ULFxITE0NoaOgVn33nnXd45513ACgtLTU2oQ0JCcHZ2ZlTp04B4OnpSVRUFAcOHADAysqKuXPncvLkSRoaGgCYMWMG5eXlFBUVAaI9hq2tLWfOnAHA29ub8vJyNBoNALa2tsTHx5OcnGxsihsXF0dxcTHNFwoBOHK2EGe3C3hIOs7UWGJ17hzBwcEcOXIEEK7iuLg4jh07RktLCwDx8fHk5eVRVlYGQGRkJDqdjsxMoaDFuwRBdiIlLS6E1BeSciSRqb4WNDsGcrzr/OfOnUtWVpaxnlB0dDRtbW1G/31gYCA+Pj4kJycD4OLiwrRp0zh48KCxzs28efNIT0+nuroagMmTJ9PY2Ehubi4AQUFBeHh4cPLkSQDc3d2ZPHkySUlJSJKERqNh/vz5nDp1itraWgCmTZtGTU0N+fn5g5LT1n3Hya1sYp53B1qttkc5HT16FCcnJ8K9vfntonA27EwD4P1D51m/cgr+naUkJmZ3k1NJiUhsiIiIwNLSkjGVmRzIbSPu9EvYeIRyOOJ5dA32zGssQ/PUWaOcfEr3MbHyLFJjOSlT12OpayVm70s01NVyShcOgL+/f7cbFycnJ2bMmMGRI0eMgbBXm5x6Wk9nz54VculhPU2YMIGDBw/2u54ul1NGRgYAvr6+w15PP2Q5abVarrvuun6ve6qcTCsnrVbLzTffPOjfJ1VOysupqqrKqAMMVY+4VE59Io0Qhw8flpYsWWJ8/corr0ivvPJKj/tOmTJFOnToUK/Huvfee6VPP/203zGnT58++IkOkv379w9ov6a2DilozQ7pzb1ZkpT8gSS95CJJ1eflmcTpTyVpY4wkHXhDHPfwZvH6dP//o9HKy1+mS+HPfS3VNbX3uk9Pslm7/YwU/vuvpcbWjoENtClOkk68J/6vx/8ptuUmie2X73fmc0l6I0qS/jxBkppret5PZcBrRsX0qLIxT1S5mC9yy6YvvWXEYuBmzpxJdnY2eXl5tLe3s2XLlh6zSc+dO0dtbS3x8RfdYrW1tUZNvaqqikOHDnVLfhhJXFxcBrSfg40V4z0cyCxvgLI0sHEGtyB5JhGzUsTQpf5XvD705vBi6swcnV5i+6kLLJg4BlcH617360k2N0b70d6pZ/+5AVY2n/c07H0BLKxg0vKLCSfznu6+X1WmaIm28j3QlkHG9qvejT1UBrpmVEyPKhvzRJWL+WJK2YyYAmdlZcWmTZtYunQpkyZN4s477yQqKooXX3yR7du3G/fbsmULd999t9EkCXD27FlmzJjB5MmTWbBgAWvWrDEbBW7atIEHrkf4OnOurBHKToNvDFjIKI6YlfDYCXAcA2GLr1rlDeDw+SoqG9u4tZ9CvD3JZvp4d7ycbNl5pnRgg01aDno9WNvDXyJ6TzjxihClYAJmgkconNk2/NIwVymDWTMqpkWVjXmiysV8MaVsRjQGbtmyZSxbtqzbtpdffrnb67Vr117xuWuuuYa0tDQlpzZkDh48yNy5cwe070RfF77JKEVqPYNm6s/kn4xGAz7RQkG8ivki5QLOdlbG2m+90ZNsLC00LI3y4bOTJbS067C3sezl011k74aOJvjpVghf3Pt+854WlrkVmyByBRzcCDXn4fp1Az2tHwyDWTMqpkWVjXmiysV8MaVs1E4MMjOYRrYTfZ0ZRzmajibwi1VmQr4xUHnuqm1s39KuY3d6Gcui/bCz7lv56k02y2L8aOnQkZQ1gJ57qR+Bky+ELOh7P4Mb++tnhAsbSbQ4u4otoUNlKM2fVUyDKhvzRJWL+WJK2YyKLNSrlQhfZyI1BeKFb4wyg/jGivpyVVngE6XMGCNAQmoJm/fnkF2hRZJgjLPNkI8VF+yBu4M1u86UckO0b+87aisgazdc8xhYDmDpxKy8qLBtng01eUOeo4qKioqKyqWoFjiZmTdv3oD3He/pyGSrAnQaSxgzUZkJGRTDMvN0OQ+FhNQSNuzJZO3yKBZEjMHdwZqE1Av99jLtTTZWlhYsjvRh39kK2jp1vR/g9Ccg6WDyTwY/6ejbRAxcw4XBf/YqJSG1hCUbk3hgdxNLNiYNvRetimIM5nqmYjpUuZgvppSNqsDJTHp6+oD3tbTQMN22mGKr8WBlq8yEPMPA0vaqUuA2789h/e2xTPR14UBWFXfOCGT9yv57mfYlmxuj/WhsE+3NekSSRFav/3TwHoKyHXUbIEH6F4P/7FXIpUr4trsDWbs8ig17MlUlzswYzPVMxXSocjFfTCkbVYGTGUPRwIESLuVxunOcQrNBuPp8Iq+qRIacCi0zgzzYf66CTr3ELZPHDqiXaV+yuSbME2dbq96zUUtPQUUGTBmC9Q3AK0y4s89sG9rnrzI2789h/W2xVGvb2XKynNnBnqy/vX8lXMW0DPZ6pmIaVLmYL6aUjarAjSSN5bh01nCyPZDKxjblxvGNgbIzwop0FRDm7cSJ/BpOFtbibGtFpJ/LwHuZ9oKtlSURvk5s/b6YkGe/utKll/oRWNpA9O1Dn3j0bVCSDLX5Qz/GVUJOhZb3DuXx+Mcp/C+znecTzjB9nHu/SriKioqKikBNYpCZyZMnD3znLrdmhj6IzLJGxjgr5Eb1jYWT/xbxV65910obDRh6mVqgITbQlaN51azedrrfXqZ9ySYhtYT86mb0Enxw/0xsrCxYve00/sVfMaPgXZHJa+sMOfuGnkka9SP4Zq1odD/3yaEdY5RiSDrJqdDi7WKHBCRmVvLcsomU1jTy/tFCyupbCBszdCW8V9K2ih62VZlqT9pBMqjrmYrJUOVivphSNqoFTmYaGxsHvnOZ6J92VhrHubIGhWbEVZfIsGKKP08sDKegppnDOdWs3Z7O00siWNFPId++ZLN5fw4b7piMg40l+85WcE2oF+9Oy8f/+w1C8QKY+xTse1koBEPBPQj8Z8CZz4b2+VGKId7tt4snsGiSN2X1rVigwcnWimh/V34W68atU8by7blK9JLEkjeSeraCDoW0rUJmy16H5yvE43Bk+ANjUNczFZOhysV8MaVsVAVOZgyNcgdEWRq4jcfW2UN0ZFAKQ/mQq0SBAwj0cADgvftmsufJ+f0qb9C3bHIqtMwJ82JmkAcn8msACM98m6faHoTyM6L22zWPi8K8BzYMfeLRt4l4xKofTqyXIenkX9/lkZRVxbM3TuTDB2ZhZ23B2u3pXP9OOhmlDcT6u5BT2YSvmx0ZL98gT2LDgQ2w/O+iDmJLLQTPG74Mf0AM6nqmYjJUuZgvppSNqsCNJGVp4BvDRF9nMpVU4GydwT0Yyq8eBe5kYS0AUwLdZDmeIa5u6jg3Mssb0bZ1QlUWtZ7ToOAwhC0SCSHD7Wcaeat4fP8GWOcu6sNd5dagnAot1hYakgtqee7GiTw8P5S4EA8qGtvY8+R83r/BkT1Pzqe1U89tU/05kFXFC1+c4ZpQr+EnNlRlwnd/gf/cBv9aBDW5ak9aFRWVqwJVgZOZoKCgge3YpoXq8+AbS4SPM1nljej0CiYZ+MZcVRa4lMI6QrwccXcceAHfvmRjiKuztbJAkuDj4wXk4c+fwjKhuRoC48SOw+1nWnhElHWxsv/BuPTCvJ3Y+E02zrZWrJwRCNAt6cQgl5wKLetXxvLw/BA+/b6YtOL6AWUXdyNtq1CK17nDn8NB0kPRcZi/Rqy5926EU1vUnrQDZMDXMxWTosrFfDGlbFQFTmY8PDwGtmN5OiCBXywT/Vxo69STX92k3MR8Y4X1oW30x05IkkRKYR1TxrkN6nN9yWbFFH+eXhLB1u+LAXg7KZea6U8wLfMvYgf/GZB3QPQ3nff0UKcuXHcz7of6QqjO+UG49H4WN57D56u5NtwLWysLDp+vYvW206xaEAZclIvBCvqr68Kws7bg4xOFg8suNsS7xT0E3lHQVAGW1mBtD0Fz4J4vobMNvnwCxkRcVPR+AFbQoTLg65mKSVHlYr6YUjaqAiczJ0+eHNiOhrpsXS5UgHOlCipXvtHisXz0F4Asrm2hStvG1HHug/pcf7JZMcWffU9dR4iXI1PHuTPj5odEhwyNBbw9V/Q1XfTi8DIYqzJh1sPied4B8XiVu/TKG1vRAGfLGol4fucVSScGuRisoOkX6rkx2o/PThbzzNaLil6/HNgAC56DnauF8nbnv+Gn28DKTsjunWvBwQOsHSEjAab9/AdjBR0qA76eqZgUVS7miyllo5YRGSnKToO9B7j4E+agx0IDmWUN3BTrp8x4l2aijputzBgmwhD/NlWm+LfLmTLOjQNZVUiShEZbAeFL4Cf/k+fgXhHQUAwu/lB0DOIeHr5b1oxpadfx0bFClkT58PbPZ/S5r0GhW7s9nZwKLXoJrg33GlCCCiCU4IIj4vlDieAyViQvaMvgqbMX9/v7dOhwE0qbdySELhBW0K+fUcuLqKiojBpUC5zMuLv3YxUyxOic/Dd0tsKZbdhZWxLs5chZJRMZXPzB3v2qiINLKazD3trSaLkcKP3KpoupgW5UadsoLS2G6uyL8W9yMO9p4Yb1CIGCo/K4Zc2YL1JLqG3u4P45wb3uc6lcVkzxZ8+T8zn/yjLCvZ3IGIxV2iNUtDuLvUsob9CzclyTCw9+A66BsGuNKHB9lVtBh8pA14yKaVHlYr6YUjaqAiczfRbxM8To3PAKWNgIy06X68bZzprEzAr56l9djkZz1SQypBTVERvgipXl4L6+Ay2waHDNFp9OEhvktFjGrBRu2KosaCyBHU8O3y1rpkiSxPuH8oj0cyEuuPe4kJ7kotFouHvWOE4V1ZFxYYA1EsdEgL4Dxl0jLG+9KcdeEVCdBXN/Iwo0Fxy6qq2gw0EtGGueqHIxX9RCvqOYpKSk3t88sEG4apx8Qd8OE2+CFZto2PMqeVVNdOgkTr6wWLnG3r6xop+nrlPe45qQ1g4dGRfqBx3/Bv3I5hIifJ2xtbKgI++IaJ81dtqgx+qTmJXw4y3i+YLfX5XKG8ChnGqyyrXcPycIjUbT6369yeW2qf7YWFmw5URh/4O1NwlFzG8KHP4b/NG795hFgxXUyQfs3GD/K1e1FXQ4DHTNqJgWVS7miyllo8bAyYzUV7/RqkzhqslIEK99osBrAo6Nufzi2mDe2JtFblWTsf7V2u3pA4//GQg+0cJtW50D3hPlO64JSb9QT4dOYuogM1ChH9lcgrWlBbEBrnhWfy8UAmu7QY/VL74xYO0g4uCib5P/+COIoW1WVrkWSwsNfehuQO9ycXe04cZoXz5PKeHZGydhb2PZ+0FS/isK9d79MYyP73tAg0K35wVorReK37INV60iPRwGumZUTIsqF/PFlLJRLXAy05elAa8I4aqpzgE0Iman8Ag5+rEsi/YFMNa8GnT9q4FgSGQoPyPvcU1ISmEdwJAUuD5lcxnT/e0Jac9GFzBr0OMMCEtr8J8uFLirCEPbrEfmhwKwfPJY/rovu09rcl9y+fGscTS2dvJVWmnvg+o64cgmCJg5cHd3zEpYdRSeOAlooKlqYJ/7gZCQWsKSjUncv6tJmZAOlWExmGuZimkxpWxUBU5m5s+f3/ubBtdNwRFwCYDi45DwGNsc76K0oRUrCw35VaIW3KDqXw2UsjOABrY9OGprX6UU1hHgbo+38+CtYn3K5vJ9nS5go+mk0DF20OMMmMBZUHpauP+uEgxts04X12NtqeHZZRP77abQl1zigj0I8XJky/E+3KhnE6CuAOb8mn7NfZfjEQJh18P3H4i4ORWjEr52eRRZf7pRuZAOlSEzmGuZimkxpWxUBU5mTp061fubhgD2oqPQUGSM0Yla+gue+zwNLydbcqu0VxQ6lYW0rZD4imipFTJ/1Na+SimsHVL8G/Qjm8uI0mUAcKxTRhlcTuBskHRQcvXUdMqp0DJtnDtfpJZwQ7Qf3s52/VqT+5KLRqMhJsCV5ILanhN8JAkO/U1YsyOWDW3Ss34pSo2c2zG0z19lbP42h1tix7J+5zk2bT8qT0szFVkZzLVMxbSYUjZqDJzM1NbW9r1D9O3w1W9hyk/h5jcAWNH11nOfpbHrTDm5lU3dCp3KgiGB4tQWyN57sQPAKKp9VVbfyoX6Vh4cYv23fmVzCc6V31OIH0fLLbh7SKMNgICuumhFxyD4WqVGMSlh3k5s+76YuuYOFk30Bvq3Jvcll4TUEpLza7G0gJ/HBbEk2ofV20QR7BWWR2DfOqgrBGdfSP98aN/lsOvBbRwc/xdE/Wjwnx/lGGIWcyq0jHW1p7iuhawKLa721vy1uIMGq3SeWRohf0hH2lZxXarKFOEl854eNdeikWYw1zIV02JK2agWOFPTXC0Cpz27W3ZWTPHnzpmBONhYsvs38+RV3uBiAsWYCFGlvqVu1NW+SjEU8B1C/NugkCQ0Rccpdo4lpahOuXEcPMQPV9Fx5cYwMasWhPH6bvGdigv2GLY1efP+HP58Ryw3RPnxeWoJ08a5s/72WNJ3vyssyA5eYO8JyzcN3aJsYQkzfgEFB6HibP/7X0UY3KX3XxPMNWFeFNe1ALAk0ofk569n6Xgr3j+Uz8q3juDlZMuSjUnylDoylFRa9rraDUNFZYiMqAK3a9cuIiIiCAsL47XXXrvi/Q8++IAxY8YwZcoUpkyZwr/+9S/jex9++CHh4eGEh4fz4YcfmnLafTJtWj8lJ6rPi0fP0CveCvZypLldR0Vjm/wTMyRQeIZ3zSNn1NW+Simqw8bKgqixrkP6fL+yMVCdA83VtI+dRUF1MzVN7UMab0CMixMWOL1euTFMyIop/ng722JjZcGc9d9e0TarJ/qSS06FlplBHtw+3Z/6lg6O59WI103/Ew3qL5yE2Y9C+OLh9ZSd+nPQWMH7N/6g+qNu3p/DfdcE8fsv0kgrruf5mybxyPwQ9mdWcCK/hlfujuOR+aGkX2igStvGL+YGk/lHGeLiDB4Bt3GQlwRB1171PYHlZMDXMhWTY0rZjJgLVafTsWrVKvbu3UtAQAAzZ85k+fLlREZGdtvvrrvuYtOmTd221dTUsG7dOpKTk9FoNEyfPp3ly5ebRXXqmpoaXFxc+tjBoMBdaZEI8nQEIK+qCR8XmUtXGBIorntWvD67A9I/EzF5o4SUwlqix7pgYzW0+45+ZWOg8CgAbhHXwqkqUotqWTjRZ0hj9ktgnOjKUZ0trKOjnJZ2HQXVzdwTP57nb47s/wP0LRdDg/u4YE+sLTUcOl+FlaWGOIsLIm4NYMpPxONwLMq5+8HaFjpa4OkcqEgX6wWuardeToWWhNQL+LjYsfPX1+LmYEOHTs/bSbnGlmZh3k54OtqglyTWfZnBeE/HwZc6utxdWnkO0j6D1P8H+k6Y/BO44bVR5REYSQZ8LVMxOaaUzYhZ4I4fP05YWBghISHY2Nhw9913k5CQMKDP7t69m8WLF+Ph4YG7uzuLFy9m165dCs94YOTn5/e9Q3UOaCzFnedlBHsJBc6QiSorhgSKQ2+K1yn/HjUdABJSS1j8RhIn8mvJrWoa8l1/v7IxUHgU7N2ZEDUVCw2kdpUuUQRDm64upXG0cyK/hnadnrnhXgP+TF9yMTS4P1Vcx+RAN3anl7F622manEPgzGfgHQWuXQrEcCzKBzbA9S+LOonpn12MEb3KLUK+LnacLq7nyesn4OZgAwgZhvs4sefJ+by31JE9T86ntrmdrx6fi5eTLX/YkYEkSQMvdXSpu/TJs103KhKc/ACm3QvXPg2nPoZ35gmX+ObZPygr6FAY8LVMxeSYUjYjpsCVlJQQGBhofB0QEEBJyZU/zNu2bSM2NpaVK1dSVFQ0qM+aJdXnwT1I1AG7jLFu9thYWpBXrVBZiZiVsOqYyNgbP2fUKG8b9mRy7zXjAbgnfrzyJQ2KjkJgHA62NkT4uigbB+cZBvYeV00c3MGcKmwsLZjVR+uswbBiij9PL4lg7fZ0vs+vJb+qmUfnh+Ky4DdQngZjJvTdNmugVGXC9HtF4eaU/4htoyxGdLB06vToJAkrCw1+bnZ06PS9xiyGeTuRX9PMYwvDSL/QQGJm5cBLHRncpdoK2DQdzm4XireFJUTdCtetgetfgtoCaKoUiSRqXJyKSr+YdRbqLbfcwo9//GNsbW15++23uffee/n2228HdYx33nmHd955B4DS0lISExMBCAkJwdnZ2Zjy6+npSVRUFAcOHADAysqKuXPncvLkSRoaRC/GGTNmUF5eblQkw8PDsbW15cwZURjX29ub8ePHG8ewtbUlPj6e5ORktFpxpzqvKpsWO19OdO0TERGBpaUlGRmibIWPkyW5FY3GY9jb2xMXF8exY8doaREBxvHx8eTl5VFWJlxIkZGR6HQ6MjPFj42/vz8BAQEcOyaKxDo5OTFjxgyOHDlCW1sb0RoPPKuyOZuRQUVFBQDR0dG0tbWRnZ0NQGBgID4+PiQnJwPg4uLCtGnTOHjwIJ2dohXXvHnzSE9Pp7q6GhA94BobG8nNzQUgKCgIDw8PTp4UZTLc3d2ZPHkySUlJSJKERqNh/vz5nDp1ypi5M23aNGpqaox3MW8e7+SFJWEcOCXmNdm5mbgfxfDM/07gWpc9KDm1t7eTmJiIt7c3EyZM4ODBg1fIqa2mhDnVOXRE30V+djY+Vs0cy2ug5MIFrK2sjHLy9fUlODiYI0eODFtOTQ6hOGTuJyM5uZucAObOnUtWVpbZy8mwnnal5BPiCuczzw54PRnk0tN6mjBhAq512Tw3FQqanHnpu0aqSotI67xADKAvTkbzR2+a7QMoGH8H7l5zsKyoGLSccAni7Pb/w9U2iuD8/1Kee4bSU98Sbh/AhezsPtfTaJTTqVOnOFDcQXlDO/dfM541/zvBBa2Ev7MFv7splkB9OYmJ2bS3t6PVarkj0oVf/+c490bZ4O1kxcvb09C2tHF7uA0ZGRm9rietVsv8ykxancZh8/FPaLL149zkXxM4eT6+/4ql+dNVODQX0+4ahI3jGJr11jgmvsKFghzG3vMOZyesYtzOdZyo9hr2dW+0ygmu/H3S6XQAg/596ktOAHFxcRQXFxsNIpf/Psl53bta5RQcHGz8/R6qHnGpnPpEGiEOHz4sLVmyxPj6lVdekV555ZVe9+/s7JRcXFwkSZKkjz76SHrooYeM7z300EPSRx991O+Y06dPH8aMB0ZNTU3vb+r1kvRHP0n6enWvu/zig+PSkjeSFJjZJex6TpJeHiNJOp2y48hA8JodUnunTlqz7bQ0ed1uSa/XS+2dOil4zY5BH6tP2UiSJJ3+VJLeiJSkl1wkaWOMJJ3+VFqz7ZQ0fvUOKXjNDmnxG4nSFynFQzyTPvjuDTGmtkr+Y5uQysZWafzqHdKmb7MH9bl+5dJFe6dOinpxl/TsZ6cl6csnxVrqaB3KVK/k9KdC5sf/KWTxzTrjd+BqpKW9U5r9yjfS8k0HJb1e3+t+l8rmi5RiafEbiVLQ6h3S+NU7pD/vOjuwwTbFSdLHP5WktW6SVJ4htuUmie2XstZNklobJSnhMSGDszskqbNdbFfpxkDXjIrpkVs2fektI+ZCnTlzJtnZ2eTl5dHe3s6WLVtYvnx5t31KSy+2z9m+fTuTJk0CYOnSpezZs4fa2lpqa2vZs2cPS5cuNen8e6PPIn6NZdDR1GMGqoEgT0cKaprQ6xXsp+YVDro2qC9SbgyZMASxZ5c3MsHbGY1GM+QuFX3KxhCnEzBTZCPe9Beadr6EVcZnALzyoxjlKtIb4uCKR7cb9VCOaEc1N2zg8W8w8MKX1pYWzA7x4FB2JeTsFQWprWwHPc8eMcSIHv+neH38X6MmRnQo/OdoAaX1ray+IaLP1j+XymbFFH/2PDmfs3+4AW9nW74vqBvYYFN/Bue+hPAlImSgN3e3V4TIKr5po+iQsf9VyD88qjLlTYVayNd8MaVsRkyBs7KyYtOmTSxdupRJkyZx5513EhUVxYsvvsj27dsB+Nvf/kZUVBSTJ0/mb3/7Gx988AEAHh4evPDCC8ycOZOZM2fy4osv4uEhT8yNolR3VTLvS4HzcqS1Q095Y6ty8zCWEslWbgyZWLUgjNVbT5N+oZ4wb0dlulTAxTidhlLwnwrhi1mreYQ1jjtwtrPidEm9chXpx04FC+tR3xf1UE4VrvbWRPsPrczLQJgT5oVFba4o3hu2SN6DG2JEo1cKxTDqNnmPP8IY+puGPPsVr3x9lghfZ64JHZyyDWBnbclD80I4kltNcn5N/x8oOAyWtiL+94/exg40VyjHhkz5wsMisaE8DT77xdDjGlVUrnJGNAZu2bJlLFvWvf3Nyy+/bHz+6quv8uqrr/b42QceeIAHHnhA0fkNBU9Pz97f7KOEiAFDJmpeVRN+rvZyTu0iXl0KXFWOqEJvxqyY4k99cwcvbk/n4+NFJBfUDrlLRZ+yqcqEgDgoSxMWAyChZhyv251ncoAbp4vrAAaeeTcYrO3BNQCOvQWH/joqq9JLksTB7CquCfXE0mJw/Uj7lMtlzA3zotAiVbwIlVmBMxC2CM5sFQqE32RlxjAxhmSg9bfHcjC7in8knqeuuZ2E1JI+11JvsvlJ3Dj+kXieTftz+OD+Wb0PnH8QMr+ChS/0r4gZvu9fPyPWo6WNuLH5AXbH6I2LXTOaCEtJYtWCMPmLvqsMi8Fcz4aL2olBZqKionp/szpH3Im6BPS6S5CxlEiz3FO7iOMYsHUZFRY4gPFd/5OPH5rNnifnD/mC1adsvCIg4wvh4vYR+63wKKTFJZRJfs5klWvp1OmH7L7tk7StokOHrhPWFI/K7Lu8qiYu1LcOqnyIgT7lchlh3k4stjlDuXUgeAQPeqwBEbpQPObsU+b4I8Dm/Tmsvz2WcG9n3j+Uz02xfmy8a0q/1uTeZONgY8Uv5gaTmFlJWnF9zx/W62H3c+J6F79qYBONWQmrjsJLtfCjt6DxgmiRpmJUwtcuj+Lsy0uVC+lQGRaDuZ4NF1WBkxlDllCPVOeK2A6L3v/tfi522FpZkK9UKREAjUZYAatGhwKXXd4IwAQf52Edp0/ZzHsa9vxePB8zEfIOsFZ6i9dbbsHSwoL2Tj1fpJQo576d/SvQd4gCp6OwBtnBrvi3a8PGDPqzfcrlMjSdrcwgnW87Y5SLE3X2BZ8YOD+4jHdzxtDR4pPkIlo6dPx28YQBWZP7ks098eOxt7bgx/880r29VtpWUcPtZQ8oPQUTbhBW5sES+SMYMwkSXxU3Nz8wLnV5L9mYxKtfn2PltADe3JvNsg17cbSxUiakQ2VYDOZ6NlxUBc6UVOf0Gf8GYGGhYbynA3lKFPO9FK/wizF5Zk5mWSNeTjZ4ONooN0jMSlH3C+D9G+DrZ3C8cR1Tlz3I12kimeYve7OG7L7tk6pMmPJT8dyQyDDKapB9l11FoIc94zwdlB2o4BA2Uju72mI4V9ao3DhhC0Vh4DYFxzAhhmSgnWdKmTrOjdAxTsO2Jn97rgJrSwu0bTq+fGwua5dHkfL1v2ja+RIs/gM4+YobxZy9Q+xRawELnhXXqTOjxxotB5da206+sJhrQr0oa2hl4zfZXKhvobpV4rb/O0xSZiXZ5Vr5etQaMCjhakFls0ZV4GTGyqqXsEK9DmrzhAWuH4I8HZXpxnApnuHQUALtCo8jA1kV2mFb36AP2VyKR6hw36w6CjEruzLv5mGhgTumBygTb+IVAXX5wrVdJmoBjaY+tZ06PUfPVzN3CNY3GKBcDOTsQ7K046h+kjHrVRFCF4kWT3nfKTeGCVm1IIynPjnFmZIGlkb6DjgZqC/ZbN6fw1/umIyjjSUfHM7nmlAvnrH/krWaR6AsFbSlcMvfhmdNnngLuAaK5IYfkDJhcHnnVjYx/8+JfHA4HxtLDR6O1iT9bgHrr3Pm9mn+vH0gFwn4+ezx8vSohYsZ+Uv/BL8vH5UhHSPJoK5nw0RV4GRm7ty5Pb9RXwy69j4TGAwEezlSUNOscCmRrnlUn1duDBnQ6yVRQkQGBa5X2RgoTwefK/t32llbEuzlqJzFx5B95xogXE7D7SpgQhJSS1iwIZHGtk4SMyuG9MPRr1wuJXsvmqA5BIxxN7ptFWHcbLB2gPNXRxzciin+zAwSmfqv7z7H2u3pA7Im9yWbnAot1030ZmmUL3syyunQ6bFvOM+XNQGiDEvYYgiaMzxrcvpn0Nkmwgtu2viDUSZyKrTYWVnwYsIZJvk5s+3Ra3jt9lhqmjo4llfNwnlzuHWqP5YWGhxtLHlpezp//zZnaJnyl1vbdq4W7en+ewd8eAs4eo+6kI6RZFDXs2GiKnAyY6jqfAUDKCFiIMjLkfZOPRfqW2Sc2WWMklIiJXUtNLfrZFHgepUNCEtkTS74RPf49kRfF+UUOEMNstoCkfn49e9GRQ0yg5snLlhkXa0b4t1/n3K5lNp88X0Nu545YV4cz6uhvVM/yFkPECtbEYt4FSUyFNQ0ExvgSu6rNw04Gagv2RjcsjdE+1Lf0sGR89W0uITya9fvQFsGU34idhxuj9rb/yVK7Rz8CwTO/kEoE6FjnPj1llTGONvy9s9nMH28O76udvi62LJ2ezoRz+9k7fZ09JLEgdULWD55LH/bl83+zIrBZcobrG2L/wDL/gKdLdBcBSUpIhu/KhPemgu5SSI+V3Wr9suAr2cyoCpwMmNol3EFNaJ9x0AscEGeJshENSiSVeYdB5dlTGAYfuZnr7IBqDgHSMYM1MuJ8HWmsKaZpjaFgqljVsKNr4vnK98ze+UNLrp5CrsUgyVRvkMKqu5TLpdiUKa6FLiWDh0phbWDnPUgCF0kwh7M3Eo9EIprmzlVVMcN0b6D+lxfslm1IIzV205jY2WBvbUFHx7O5/WWW3iwcwtY2olsXjl61I6/BuavEbX/Mr8edfGhQyHc24mi2hZ+Nns8DjaWRpf3s8smsefJ+by31JE9T84n3NuJzLJGXl85mRAvR17+MoPD56sGHtt4YAMseA4SHoWvngQbJ9Gb2cELlv8NHkuG6Nvguw2ABNN+rvap7YcBX89kQFXgTEV1jlgcTj797mqsBadkJqq1vYgtMXMLXFa5uJMMl8EC1ycV6eLR+0oXKggFTsxHwaB23y7rnyEOzszJqdAS4+9KSlGtsSCsInXyDC6er34r6oKVnmJ2iCca4NH/npQ3ePtSDIWCr4Js1F1nRF/KG6P9ZDvmiin+PL0kgle+PktLh57ErEqmLL0Xaw1gZQOvB/detHegeEUIC174YuHKS/9sVMWHDoXs8kb2ni1naqAbX566YLS29eTyNijRyQU1/P7mSeRVNfHEx6kDz5SvyoQT70JnO9z7JTxyEG54FRqKhPJt5yoscRaWovTU7ufg6P+Nykz5qxGzbmY/GpkxY0bPb1SfFwkMfbStMeDtbIudtYUJEhnMv5RIVnkjvi52uNpbD/tYvcoGRPybtQO491xbbGKXApdZ1sjUce7DnkuPeIaLOoHlacBdyowhI2HeTnyWUkKHTmLqODeAIWU29ikXg4vn5jfhfz8TPxzf/oHswlqsLQPxdLTm2HOLOJFfw+ptpwHkSzTxCAG38cLyN+uX8hxzhNh5poxJfi7Gm8OB0qdsEP/rFVP8+fLUBR7/OIWJzd+LWop3fwwTl/X52QFhiA9dsUkkNKT8P7iQAoteGv6xzRCdXuJ3W0/jZGvFP++dgZdTz63iDHIxfNfXbk8np0KLo60lLe2dxrCGfnHwEpnvP3pHrC0Al7HgPPZiQWWvCFHT7zdnIOFX8O0fRGmYH4AldCj0t2bkRLXAyUx5eXnPb9ScH1D8G4hSIibJRDWUEpEUTJYYJlnljUzwlcf61qtsQChw3pG91ugLdHfAwcZS2dIVllbgPUl0gxgFrFoQxsa9WQBE+bkMuc1Zn3IxtDiztBaKwbSfw4pNeJ38O8tifMmtaqa1Q6dMmzONRnQqyTsgLBSjlLL6Vr4vqGXZIN2n0I9sLmHBRG9srCxoTflUWG3kanNmiA/9+hk4+T7o24XyMApCDAaDoeZb2HNfk1pUx82xY3tV3qC7XAw9anNfvYldv54HGg2vfH22/0HL00UBcWsHUftQ13HR5b3kDxcLKq86Kmpjlp2CmzcK782OJ0WLtKvYEjpUBrpm5EBV4GSmqKiHBvG6DhGg7jEwBQ5EHJyiLlQQFp92LWhN94UbDDq9RE6FlgkydT7oUTYgFNjy9F7j30Ao1RN8nMlUUoED4UYtO2PWSrWBFVP8CR/jhKWFhnl/3j/gzMbL6VUuIO7wx8ULtxkaCJoL4+IJ1BVx23R/dHqJE139OBVrc9bRBH/yGbWB27vTu9ynMYN3n/Ypm0twsrViYagr4TWJSBNvEUkgcmHozvBCtbAM1RfLd2wzwJAM9KvrwrC1smBqoFu/Gd29ySXQw4FH5oey/dQFjuZW9z5oZzt8/jA4eIhyITtXD6xPbeU5WPgiFByErfePikx5UzPQNSMHqgvVFNQWgKQbUAKDgSAvR/adK6dTp8fKUiE921BKpCpb3IGZGYU1zbR16mWzwPVKYxm01PSpwIFwo+5OL0OSJDQDcIUPCd9YSPmPmJOLfPFKSlHd3M6CCG/+da9CbgNDDFTxCRgTIaw7eQcosgykUydhoYHUwjoWTvSRv81Z2lbI2A4aC5i9CiYsET9iMKosQF+nlTLBx0n+FnCXcc+YTBwLWsjxvQGZe5UILCwg6lY48S9oqQN7NyVGMTmGZKC3knKxsrRg80+nkV/dxNrt6UMKB3h0fij/70g+97x3nE6dnjBvJ9Ez1fKIsGhXZYpEheYquPsjmHgTzOinr/jlfWqt7EV5F0PbuR8QF/vRai/+b0eoH61qgZOZ8PDwKzcOooSIgWAvBzp0EhfqWmWaWQ+YeSkRg7VLjhIi0ItsQFjfoF8FLsLXmdrmDiob22SZT48YypiUm38iQ0NrB7mVTUwOcB3WcXqVC1y88y84DP7TjC6eqmmP89L2dPzd7Pm+sHbI7ts+ObABbt0sLIB5iaMycLuysY3j+TXcMMTkhT5lcxkzGvdTLbmwtSZoSGMNiKjbRD3NzK+VG8PE5FRocbO35kBWJasWhDHWzb5fa3JfctmTUYalhYb2Tj2/Xzape4eMZa/D/buguQZsHKFjEKWqLu1T+8t90NkKe18YzKmOei7tkNFb4eTBrJnhoipwMmNr24ProKarDMFgLHCeJshEdfEXd1JmWkrE0AM1XCbLQY+ygYvKUi8ZqAYMmaiKxsEZM1FPKzeGTJzpamIeG+g2rOP0KhcQPxpxDwtXf+rHRhfPjJsf4uklETS0dnAop5q1CUNz3/aJwX0bPE+4tVsbRl3gtrAYw7KYoVnY+5TNpbQ1YnN+DynO89mZXoWkVAhAwAxwHQdnPlPm+CNAmLcTf92XjY2lBXfNDAT6TwbqSy6b9+fwt7uncm24F2/uyyZqrOvFDhkBMyFhlUhUuP3dod+M+ERB/GPCW/Bm7A+mNpzBWhrl58rLX2YQ7e96ReztgNeMDKgKnMycOdOD5aT6PNi5iXiDAWLIFlM0kcHCQlgFzdUCV95IgLs9jrbyePp7lA1ARYZQZvuRz0RfFzEvJRU4O1dwGzcqSomc6lLghmuB61UuBhxEiRIePWRscQYiBu/3y4TS/Y+fTZffjWFw3wbOAiQoSR41JSwMQfHPf3EGa0sNmaVD+872KxsDmbugswUp6nYKqpuVu8nRaIQbNXe/sCJdBTw0L4Q9GeVMD3LH2c5qQNbkvuSSU6FlZrAHv1saQWNrJwmpJdg3nCehZpxQuKqzRY23sOuHdzPiNUGUF9HrYU3xD6I2XE6Flunj3PnN/1L4+Hih+F9fZi0d8JqRAVWBMwXVOYOyvgGMcbbF0cZS+ab2ZlxKJLtcS4TS9d/gYgZqP3g42uDtbKusBQ5EHNwoyEQ9XVzHeE8H3BxslB2o+ISooThm4hVvTekqX5JaVCf/uAb3rSED9fSno6LFmcHN89SSCCw0sCzGjw17h9kfsz/ObAMXf6bMuQGNRpQtUYzo20Sf2rNfKjeGCdGgQZKgqKa5z5pvA8XQISM2wI2osS58fLyIFpdQVrgXwPF3YOw0kSU83JuRw3+HBc+LmnHH3xqVIQaDJczbiTWfnWZ/ZiUvLY9i2jh3+WNvB4GqwMmMt7f3lRtrcgcV/wag0WgY7+lIvtKZqF7hUFcgAlLNiA6dntwqrawFfHuUja4DKjP7jX8zEOHrTGa5wpW2faKF0t+usOyHyeniemID3IZ9nB7lcinFJ0T8m4XlFW+FjnHCydaK1CIFOjIYSlh8s1a8zkgYFS3ODG6euuZ29BL88tqQIZdY6Vc2aVth00zI2gkdLYwp+IoQL0feSjyvXIFlvymiXmP61eFG/fh4ISFejnz3zIIBtznrSy6G4r6Hz1dxx4xAzpY28Kr2Jv6g+ytUZYmEBTn6LVdlwjWPi7IuhzdBR+uoCzEYLPPCx/B5ygXmT/DirhkBPVpL+10zMqIqcDIzYcKEiy/StsLmWVBfJIqBDtK0HOxlglpwnuEg6UWfSTMiv6qJDp0kSwstA91kY6AqWzTK7qUH6uVM9HUmu1yLTq9gmQ/fGECCigHUchohKhvbKKlrGbb7FHqRi4H2ZhGj6N9zlqulhYbYAFdlLHBwMXB7xgNCgYz6kTLjyIjBrXMguwpfFzuixroMucRKn7IxFFmesFS8Xvg8TTtfYqb2W9p1enb++toeg7yHjUYjrHB5B0BbKd9xR4Cs8kaSC2r58axxg8ps70suhg4Za7en8/KX6WiAHN8bsPMMBI0lfPnE8DtkwMUQg9mPiiz+9M9HTYjBUMip0LLlRBGBHvZcqGtl4gu7erSW9rlmZEZV4GTm4MGD4onh4hb/uHg9/f5BxwcEeTlQVNtCh06hht3QvZSIGWFooSVXBipcIptLGWAGqoEIXxfaOvXKWkaNiQzm60Y9XVwHIIsFrke5GCg9JdxlATN73WVKoBvnShtp7dANey69EhgHbQ2iDpaZE+btxIm8Go7lVhMf6olGoxmym6dP2RiKLJelCYvYjAdYq3mE55y/AuCbsxXKFFgGiL5d3Hi+NXdUB9B/dKwQG0sLbp8eMKjP9SkXuhf3vX16AJVF55FKT8GcJy4W5x2uJdkQYoAGPMLg4BujIsRgMBhiSUOe/Yob/3oACYktD8Wz97fze7WW9icbOVEVOKUwXNwMtYom3TTo+IDapnZ0eomI53cq44oAsy0lklneiIUG5WMLys+I/ppeA0v9NrTUOjfEoPAB4TZe9B00YwXuVHE9FhqI9ndRdqDiE+IxoPc6c1PHudOplzhTUq/cPAJniceiY8qNIROrFoTx209OUaVtZ1aQhzIlVkC4ynxiIP8gTLoFNBoSasbh3JjL5EA39maIAuGKFFguzxDr1tFr1DZXb+3Q8dnJYm6I9sXDUbk40h/PCuRW/R5RG7y/em+DwRBisHO1qLRQlQXT7jH7EIOBYoglfenmKBZN8kanl3CwsSI533ySZ1QFTmaMKcSGEgTVXSVEPEIGFR+QkFrCN2crAHj759OVcUUAZO8RrqFv1pnVXWx2eSPjPR2xs74y7mmo9JjeXZ4uCsRaDqzXapi3ExYayCxTMA5OoxEuXTOuBXe6uI5wb2ccbIafIdxn2n3xCaHQOvUeVzKlq4xJSmHdsOfSK+7B4DgGio4rN4ZMrJjiz9wwkbn7+y/ShhUU36dsvCLg+/eFhbSroOsKj0JaXEKZH+7F6eI66ls6lAny/u4vEHOHWL9NVaMygP6r06U0tHby41njBv3ZwZSqmDbWnp9Z7+e4zSyR4S4nhhCD1fmiJZeZheIMB0MsaWFtM3szKnhu2ST+eveUfq3JahmRUUx8fLx4YogPqCsAe3dRHmIQ8QGb9+fw8grh1iuqaVHGFWFw846ZJCwcZnQXm1neKFv9NwNG2VxKRcaA3acAdtaWBHs5miATNUaUEtEr6D4fIpIkdSUwDD/+DXqRi4GS7/t0n4LI2PZ3s1cuDg6EUh0YNyoscADatk783ew5/8qyAQXF90afspn3NBzcKCxh/tMh7wBrpbd4veUWXB2s0Uvw4eF85ax/8Y8BEpzbIbaNsgB6Q/LC7JCBl5cy0KdcLkOTkYCb1MDftQs4W6rQjae9m1Co07ZCiwIJRSNAToWWyQFubPo2h6nj3PjF3OABWZMHI5vhoipwMpOcnCyeGOIDLqQIC8Igs35yKrQsnOiNo40lRbXNgAKuCIOb13+6sBSayV1sa4eOgupmY+FcuTDKxkBzDTSUDKiEyKVM9HUhs9wEPVE7mqA2T9lxhkBxbQs1Te3DLuBr4Aq5GKgvEfLpR4EDUU5EUQUOhBu1JtfsA+f1eoljedXMDvEcdsu3XmUDwvpi6yKs1+vHw9fP4HjjOqYue5Atx0U/yPcO5slfYBnEjXBzlbAond8vto2SAPqE1BLm/3k/yQW1NLZ2sv3UhUEfo0+5XM7xf6LzCOOEJpYtxwsHPdaAmfkgdLZA6kfKjWFCwryd+Os3WZTUtfDEovABx5IOSjbDRFXgZEar7VKwDPEB5elQmjrorJ8wbyeSC2oJ9HCgqEYocLK7IgxuXq9wkUXUXDPid7EJqSUs3XgAnV5i6/fFsrqMjbIxUJEhHgeYgWogwteZwppmmts7ZZpZD/jGiEczjIM7LVMBXwNXyMVASdeFsI/4NwNTA90oqWuholHB1nOBceKx2LzdqJnljdQ2dxAf6jnsY/UqG4DGcmgohvnPdAuMXzHFn72/nc+8CWPwcrZVpk/kvKdh++Pi5is3Cc5/OyoC6A1xVRN9nbG20PDHH0UPKTSmT7lAVwWE2SLBoyQZy8CZ3BDtx+cpJcol+/jFijVy4l2z9BwMlkfnh/LuoXxCvByZE+o54FjSfmUjIyOqwO3atYuIiAjCwsJ47bXXrnj/jTfeIDIyktjYWBYtWkRBQYHxPUtLS6ZMmcKUKVNYvny5Kac9cKJuE49zfj3orB9DLR8nWysKqpuUCUQ2uHk9umrU1eSN6F2s4eJ2y2TRt/E3109QJu7PQLlBgRu4CxWEAidJFzNlFWHMJJHyb4ZxcKeL67CxtDB2plCM4hNgaXNRme0DQxxcqpJxcH5ThLvQzN2oR85XA8iiwPVJXpJ4DLmux7fnhHqSU6GlvEEBpdpwg1x2Bjq08OVvRk2Nvj/eGs2R89XcGOPH0ihf5UJjlr0OsXeBlR3kH2KJ/jsaWjuZ9OIu5ZLiZj4oEhryEuU/tonRS6DTS7R26HotGTLSjJgCp9PpWLVqFTt37iQjI4OPP/6YjIyMbvtMnTqV5ORkTp8+zcqVK3nmmWeM79nb25Oamkpqairbt2839fR7JS4u7uILbZlovOw2ftDHMdTyOV+pJbuiSZkvj8HN29KVVZO5c0TvYg1Bo3oJrCw0/Giqv6wXt26ySdsK+/8knv+/Hw0q7s+QiapoIoO1nWhVY4YWuNSiOiaNdcHGSp7LRze5XEpxMvhNBqv+g4Kj/V2xstAo60a1toOxU8w+keFIbjXjPBzwd7Mf9rF6lQ1AbqKI7/WN7fHtOV2JFIdyqoY9jx6JWQm/OixudGJWmr3yBiI0pkOnp6G1k1unjgWGFhrTp1wMoTHeUaJn7JSfcih6HZE57+DrYsf0ce7KJcVFrhBdU/53z6gu76LTS2zen8NEX2cOrVk44ALL0I9sZGbEFLjjx48TFhZGSEgINjY23H333SQkJHTbZ8GCBTg4OAAwe/ZsiouLR2Kqg6LbHGu7LIbug1fgQChxTy4WRQH/82Cc/Jq/4S728N/E65MfjOhdrKEA6flKLeM8HbCxspA17s8oG8MdqpM3jJ8z6OSNlMI6NBpYsy1NuTtZEHFwZtYTVddVrkMu9ynQ87rWdYj40QHEv4FILpnk52KCOLg4KDl5sb2WmaHTS6L+W4g81rder7mSJBS44Hk9dsgAiPRzwd3BmkM51bLMpUfsXMV3JGefcmPISJi3Ex8fK8LBxpJrQoWCO5TQmD5/Cw2hMaf/B7o2mPkgf0xzJZgS7psTRHJBLT4udsrU5zv7JWgsoF0Lj31vVolxg+GrtFJyq5p4fGH4oONITamnjJgCV1JSQmBgoPF1QEAAJSW9/xC+++673HjjjcbXra2tzJgxg9mzZ/PFF18oOdVB0e0cDCnVbkFDPl6gh1BgDXFwshOzElYdF83cw64f0btYQw+/vKomQrzEBU3OuD+jbA5sgFv+LoLkfaIHlbyRkFrCX/ZmEuLlyKxgD+XuZEH8SDYUm9WdbG6llqZ2nSwFfA30uO7Lz0Bn64Di3wxMCXTjVFGdsl0yAmeJH8Wy08qNMQzOljbQ0Nopm/u012tydY5IMAlZ0OtnLSw0xId6ciinCklSUCZhi0TB5yaFLH0y8qvrwkjMrCB6rAuWFpohh8b09VtpDI3JSBDXN59I3Ku+B68J3NplBNiZVqpMfb4DG+DmjeJ56n/NJjFuMOj1Epu+zSbc24kbo30H/fk+ZSMzwy/iZAL+85//kJycTFJSknFbQUEB/v7+5ObmsnDhQmJiYggNvbLf6DvvvMM777wDQGlpKYmJiQCEhITg7OzMqVOnAPD09CQqKooDBw4AYGVlxdy5czl58iQNDcJVNmPGDMrLyykqEhlW4eHh2NracuaMsJJ4e3sjSZJxjNCigwSi4fvzFTSeEVp5XFwcxcXFRiFHRERgaWlpdB/7+voSHBzMkSNHAKjrFPXJ9h9PozFPXATj4+PJy8ujrEw0jI6MjESn05GZKZIP/P39CQgI4NgxEavj5OTEjBkzOHLkCG1toufp3LlzycrKoqJC1Jq7xjkAqewcR7rmHhgYiI+PjzGjxsXFhWnTpnHw4EE6O0Xw/rx580hPT6e6WtxhT548mcbGRnJzcwEICgrCw8ODkydPAuDu7s7kyZNJSkpCkiQ0Gg3z58/n1KlT1NbWstCnk999kkpZYxtBdq3837Z9/DtTx+Pzg4z/0+HISavVkpiYyPyqTHTOY7HqaCKrVkP1kSPEz4pHqswkqWuc3uT0+o5T/GySLafqLDhW0kh70Rl+Eirx56/SWDHFn2PHjtHS0jJsObkW7iX0/DfYAvnXbqSuvoGIr56jo7GBxvFLyc7OHhE5fXlGfF9C3SzJz88nPz8fGN56Msjl0vU0tuRrJgCdvtM42CUTW1tb4uPjSU5ONgYKXyonu6YOmtp1HD9XQFtFfo/ryd7enri4uCHLyaatk2sAio5xpKij1/UUHR1NW1ubyeWUpRE3xVJ5JomJ2UybNo2ampohy0mr1aLVaq9YT66ZO3ACjlba45KRwYQJE4wV6C+V0xhdLWUN7Zwtrsa6tXbA173ByOlCvRvTkSg9/DFucx8c1HXP1HKqqetEJ0FhTQsRz+/Ez1HDLSE2LAhxHtR6Mnz/e1pPbV7LCNnyALZtlTTPfJzsz//Gn23+yRHPXzLL0YpQVws+PZqDnbZUJMv1sp6GIqf5lZm0h95Ax9g5WB97lyMW1xA5cSJjqi5eW4fy+2QKOaXV2/JlbjvZ5VokYNE4KywsNMbfJ2BA6+lSHWCoesSl66lPpBHi8OHD0pIlS4yvX3nlFemVV165Yr+9e/dKEydOlMrLy3s91r333it9+umn/Y45ffr0oU12EFy4cOHii88ekaQNE4d1vNaOTilozQ5p497MYc6sHxIek6TXQ5UdYwC8912uNH71Dilo9Q5p8RuJ0hcpxbId2yibTXGS9N1GSXrJRZLyvhPbcpPE9n4IXrNDau/USf88cF4av3qHVK1tk9o7dVLwmh2yzdM4x/QEMcfDmwY1R6X4IqVYmrx2tzR+9Q7p+r/IJ5tua8bAtock6fUwSdLrB3ycnIpGafzqHdKW4wWyzKtXNkZL0v9+ruwYQ+SB949LC/68X7bj9SgbSZKkj34sSRtj+v18XqVWGr96h/Tvw3myzekKdJ2S9Np4cb01c/6865wU8uxXUm1T27CO06tcDHz+qLh2rHWTpE1x0okv35bmrt8nHcqplP6xP1sav3qHNPuVb2S9vkqSJK5PuUmSlLb14vV1hK9bA+GLlGLx/8mulG58M0mK+9M30tzX9g3p/9OvbAZJX3rLiLlQZ86cSXZ2Nnl5ebS3t7Nly5YrsklTUlJ4+OGH2b59O97eFyux19bWGjX1qqoqDh06RGTk4Gp5KYWl5SXxIHUFQ45/M2BrZYmfix2FSrlQDbgHQ1MltClc36wfQrrcpVsemj2sAqQ9YZTNvKfh0F/Fc/fgQdXoM7h5w7t6tOZUaJWpNF+VCRE3gqP3xWzZESzxYsgQ9nSyYWaQO+tWyOc67rZmDOUPTm+BjmY4s23Axwn2dMTV3to0cXBFx4WL24zo1Ok5nlfDbBmzT7vJxoCuE/K/6zX79FLGe4pkioNKJTKAiMELuU6UEjEzmVzOnowyZga54+YwvNZZPcrlUuoKRRJUV3mXGTc/ZGxw/+fd4hoSF+whf1y1ITHOxgks7eDI5lFR3sWQQNfSoSOjtJGnlkxg/cqhxQj2KxsZ6VeBa25u5g9/+AO//OUvAcjOzmbHjh3DHtjKyopNmzaxdOlSJk2axJ133klUVBQvvviiMav0d7/7HVqtljvuuKNbuZCzZ88yY8YMJk+ezIIFC1izZo3ZKHDdMmlrC4aUgXo5l9aCUwyPEPFYM7KFY3MrhSk/eIyj7Mc2yiZmpShNobGAN6MHVaPPUN6lvqUDgN3ppcpUmjfEsXhPulivbgRLvGzen8Ofbo2hqKaFqePcZe0MYpSLIblk4QviddRtgwqAtrDQ4Odqx7aTJYQ8+5VyCSaBcdBYCvVF8h97GKRfaKCxrVO2BAbgisoAgEguaWuA0N7j3wxoNBrmhHly5Hy1srGJoYtE1n95unJjDJOC6iayyrUsjhx8XNXl9CgXA01VUHBIZIRewqUN7if5uVBc2zLseVyBITFu70uga4Ws3bDg92afIWxIoPvwSAF+rnbcOtV/yDGCfcpGZvqNgbv//vuZPn260eft7+/PHXfcwc033zzswZctW8ayZcu6bXv55ZeNz7/55pseP3fNNdeQlmZ+5RW60dkugnyHaYEDGOfhwIFshau/GxW4XFGQcYTIq2rC2daKMU4K95OT9OA/Ax7cO6iPGe5YN30rYjG2fV/CuhVRyt3J+sZC0Qk4nwRfPi4ujiNAToUWV3sr2nV6ov1FBqpinUE6uuqGxd4JsXcIBXsAPwAJqSVcqGuho1NPyouLyShtYPU2kWwgq3yMje2Py99bchgcyRWxPnFDaM00KHITAQ0EzRvQ7nPCvPgkuVhkL8vUveMKunqxcn6fyN42Q/ZmlAOwJNJH2YHOfSWub5N6r496Y7QvG7/JoqKhFW8XO3nHN5R0Sf8CPr0XnIevsCpNmLcTe9LLOJhdyaoFYVhbWnD4fJX8nhWZ6dcCd/78eZ555hmsrUUwvYODg7IZRaMcX9+uL2t9ESDJYoEb5+FAeUObchW0ATyCxWNNrnJjDIDcyiaCxzgOuwVQTxhlA1CZKVwMQ8BwJxsb4EpMgKsyhR0Nd7IlJ6CzGb5+ckRLvIR5O7HzjPgBivQTBXzlch0b5WIof1DyPaCBsVMH5TbevD+HR+aHIgFnSxuV6R8MUHFOzG/bg2aTHQyigG+YtxPezvL9IHdbMwZyE8VNnuPALH2GchmHzivoRnX1F8WvzbicyJ6Mcib6OhsrCwyHHuViICMB3IP6LIB9Q7QvkgS7u5RKRQhfAtaOkP65cmPIxKoFYTz3+Rn0Etw6ZeywCuf3KRuZ6VeBs7GxoaWlxfiDev78eWxtFbaOjGKCg7sUobrh1YC7lHGeYsEX1yroRrV1FvFWI6zAiRIi8rtP4RLZtNRCUwWMGZoCZyDM24lsJbsxxKyEO/+feL7kTyPqhli1IIz/Hi3A2kJDgLu9rJ1BjHIxuI1LTwnl2tZpUG7jnAott08PAES3CFDASmgoAO0bI/7MoM5VQmoJi99IIimrksrGNlndxkbZGGjTik4UA4h/MzDG2ZYIH2cOK1kPDkQ5kcIj0K5wuMkQqGlqJzm/Rjbr2xVyMdBSKzpkRK6APm6Cw72dCPFyZPeZMlnm0yM2DhBxA5zdLuImzZjlk8diY2WBvbUlizceGFbh/F5lowD9KnDr1q3jhhtuoKioiJ/+9KcsWrSI119/3RRzG5UYXM3GIr4yxcAByicyeIRcrF03ArR26CipayHYSxmztVE2VV0WmSFa4AyEeztT1tBKQ2vHMGfWB2MmiscK08VV9MSKKf74utphYaEh8kV528oY5WJwGxefEG6wQSSXgFCoz1dq8XezJ61E9GuVPcHE4OadsFTEW/lPH9E6V4bkkp/OFteZ+64JkrUuoVE2IJTUf8wGfQec+XxQSus1YZ6cyK9R1osQukB0vik4pNwYQ2Tf2XL0ErLEv8FlcrmUzF2g74RJK3p+vwuNRsMN0b4cya2mtknBotRRt0FzNeQfUG4MGfi+oJbKxjbWrYgaVNeFnuhVNgrQbwzc4sWLmTZtGkePHkWSJP7617/i5eVlirmNbuoKRN9El7HDPtQ4gwJXrbQC15WROULkVTUByiQwdMPgkhumAmdQDM5XaJk6zn24s+oZOxdwCehy240ckiRRpW3j1in+rF+pUIxkzEoRHL/jSdECqDxjUG5jQ4KJn5sdacV1Rivh00tkTPwwuHnbm0DSQenpEc0ONmTPpXT1gL33miDiQjxYuz1dXte+IcHEf7poYn/zG/DVU+K9AcjH2kJDW6eeSS/uItzbiVULwuQPPRg/R/T9zNkH4YvlPfYw2ZtRjp+rHdH+CvcPzkgQ1wv/af3uekO0L/9IPM83Z8u5Y0Zgv/sPibDrwcZZrGdDnKIZsvX7YhxsLLkpxm+kpzIoerXAnTx50vhXUFCAn58fY8eOpbCw0Fj4TuVK7O27+g/WFoBrQK9tZgaDp6MNDjaWFNYokDV0KR4hIvGiQ+FxesGgwCnlQjXKpipLNEkfpnU0vEuBy5a7mvnleE+CirPKjtEP5Q1t1DZ3MMnPWfZjG+UCF2VyTwKsOjoot7Ghf3BeZRMFNS288MUZ+fsHG9y8Y7t+IC+cHNHsYEP23In8Gib4OOHhaCOr29goG4PlsToHxscLBWkQ3Uu+SivDQgMPXRuiXPcSa3txDUt+16y6l7S06ziQXcniSB/ZYnu7rRkDbY2ilErk8j7dpwZi/F3xd7Nnd7qCblRrO5i4TLTY0inoqRgGze2d7DhdyrIYPxxth9/boEfZKESvs33qKXF31draSnJyMpMnT0aSJE6fPm2smqxyJcZGtjLUgDOg0WgY5+FgGhcqCDeq9yRlx+oBYwkRhRQ4o2yqssEjFCyHt1gDPUS/1vOmUODykkQcyTDnPFTOlooq4pP85LcgdGv+bGhR1UcAdl+smOKPq701971/gj/eGiNbSykjBjfvik3g7A+ZO+HY2yOWHRzm7cTx3BpOFtRyU6ywHsjpNr64ZjLBc4JocWYo8zJAy+Pm/Tn8+Y5YNuzO5GheDc8um8T622OVsRI2lgo36uMpog1dwmPivRGKH01ILWH9rnO0dujZd7aC6eNLZDnnHhumZ+0Wbd76yD69FI1Gw9IoX/5zrABtWydOMigvPRL1I9GXNTfR7CyjALvOlKFt6+SOrvjZ4WIWzez379/P/v378fPz4+TJkyQnJ/P999+TkpKCv78CWXdXCYb2IHLVgDNgmlpwI5uJmlvVhK+LnSx3QT1hlE1lJniFD/t4lhYaQrwcTWOB07VD7cjV6MvoUuAmKqDAGeUCIoHBdRw4DL0URkxXmZMzXXFwsmLIDv76GWgsgcKjI5odvGpBGE9tPUVDayexAW6yJpfAJbLxioCUroSa8XPE4wAtjwYr4TWhXpwpqUfb1qlcH87FfxDP8w+MeB9OQ3ziBG8nnGwsefW2GNksj93WjKH49bZfCI/PIOoT3hDtS3unnv3nKoY9p14JXQi2rmabjfppcjHjPByYFSxP+Z1uslGYfpMYMjMziYm5eDccHR3N2bMj684xZ1paWkSmVnOVbBY4wGiBU7SEywgX882ralLM+gZdsulsExbGMfK4vMK8nciuULh7hcEaOoKJDOfKGvF3s8fV3lr2Yxt6XQIipmyYdQg9nWwZ62pnTGSQnZiVwr17/VoR0D+CsT0rpvizIGIMAL//PE3W5BK4RDbznobDfwMLK9EgfQjdS2YFe6DTS5wsqFWue0nsXeDkezGWd4TjE1/9USxpJQ0smOTDvAljZCtrY5SLITZx8ctgZQ/hS+HbPw7YdTx9vDvOtpY8+1macsWvrWxh4k1wdoe4/poRRTXNHMmtZuX0ANnc292uZwrTrwIXGxvLgw8+SGJiIomJifzyl78kNnbkCr2OCuoKxaOMFrhxHg60dOio0iqYMWTvDnZuI2KBkySJ3MomQpROYKjJFcHnw0xgMBDu7UxxbQst7Qpm13lFAJoRjYM7W9qgiPu0G22NUHMe/CYP+1BR/q7KWOAu5dI4uBFErwc3B2vOv7JM9vZzRmJWgqMXWFrD+nFD6l7SqddjoYHPThYr172k6CgEXwt534m2WiMcn2hrpaG6qZ3rJ4lWkIoVv+5sEX9xjwzK6rjj9AX0QIdOz6mXligXn+jkDW318Ccfs4lNBNh2shiNBmP5odFGvwrc+++/T1RUFH/961/561//SmRkJO+//74p5jYqiY+Pv1iKw12+ejDjTFlKZAQUuNrmDupbOhS1wMXHx4sEBpDFhQoQ7uOEJMH5SgXdqDYOwr09Qha41g4duZVaIhVIYIAuuQCUnRGPvsO/QYzxdyW3qolGJUu8jJ0CaKAkRbkxBsDJwlqmBropUvzaKJv2ZqgrEgpCV3/NgbqNDcklr+08h16C3enl8ieXwMX4RCcfUecx9b8j2oczzNuJ/yULBeHacGEllcvyaJSLISs6c6e4AR8/Z9DFrx9fGE5bp56juTXKFL9O2yrcp9aOEL3SbGonLnkjiTe/ycbe2pLk/BrZjm2UjQnoV4Gzs7PjySef5PPPP+fzzz/nySefxM5O5tYbVxF5eXmyFvE1YKgFZ5KeqCOgwBkSGJS0wOXl5V1U4DzlUeCMpUSUVOBAVJkfoVIiWeWN6CVlEhigSy4g4t9AFgucIQ4u40LDsI/VK3au4kag5HvlxuiH+pYOsiu0TB+vTBkbo2wunBTu4nFD+3EydC/55bXB6PQSS6MUqFZviE/M3Cle73t5xOMTvzx1gWBPR5ztrGSNTzTKxSsC8g9D9l5RssPSatDFr38+ezxOtlZ8e050ZVDMShh9m6hTFxhnFrGJd8wUVrf7Za6daJSNCehXgQsODiYkJOSKP5WeKSsrEwkM1o7gIF8GXIC7PRqNiSxw9UWil6sJyTWWEFGu91xZWRlUZok6SbbyjBPk6YilhUbZjgwg4uCqc0YkhuSsggkM0CUXEBmojmNk6Z1o6NeqWBycgbHThAI3Qu0FUwprAZimUB1Co2wKjgCai31gh8isYE/adXpOFdUNe249ErMSHv9erPHAuBHtXrJwojftOj11Le1EPL9T1vhEo1zmPQ1fPCxirkMWDKn49aniOuZN8OLbcxVIkiR/fKLBSjhpObQ3Cve2GdROPFeqxdnWiscWhstqdTTKxgT0m+6XnJxsfN7a2sqnn35KTY185sarEkMJERldGnbWlvi62FGgeDHfENEIua4QvGSOUemDvKomrC1FmyZFqcoadgutS7GxsmC8p4NpEhkknSiBYuJm3WdLG3GwsWS8DD0c+6T0tHCfyrBuxjjb4utip3wcnP90OL1F1E90NX0czcnCOiw0KNck3kDhEfCOFG66YTAryAONBo7n1RAXInOJFwMajchAzdolAgQt+rVTKMKR89VIEvzjp9OZrdS5xqyEjO1wNgG2PyYsb0Mofn1TzFi+Tivj4+OF/F/SeXmLXxtqJwbPE4aNczvAymZEYxNjA1x5+N/fszTaF3sbS2Wyok1Av99sT09P45+/vz+/+c1v+Oqrr0wxt1FJZGSk7CVEDJimlIihFpxpM1FzK7WM83DAylK5i23kpElCAZIpgcFAuLeT8ovfmIlq+kSGjNIGInydsbCQP8YKutZMZxtUnpXFfWog2t9FeQucoeJ9ycgkMqQU1hLh66JY6Z3IyEjQ66DoOIybPezjuTpYE+HjzHEZY456JPhaaKmBinRlx+mD77KrcLCxVMQ6GhkZefFF4wVxIzHI2ES4GJ+4J0NYjf6yJ0v++ERji7zjELYQ0r8Y8djEDw/l09jWqUjtxG6yUZh+V/2lXRf0ej3Jycl0dpp3Y9qRRNfZKSxwwdfKfuxxHg4czK6S/bjdGKFacKKEiHLuUwCpoQQ6mmRLYDAQ5u3EN2craO/UY2OlkALqGS5KOFSaVoGTJImzpQ3cMnn4LeF6Q6fTiQQNfeewS4hcSrS/K/vOVShbpNQnWrTMu3BSVMA3ITq9REphHbdOVVg25enC9TXE+LfLiQv24NPvi+nQ6bFW6oYtqOv6m/fdkItCD5fvsiuJD/FU5Jqg03VlvTdVQ3EyXLdmyMdaMcWfFVP8uXXzIaSu17JiUCi/fgYqzwESxP9qRGMTn/0sDQdrC2YFecjecs8oGxPQ7zfrqaeeMv49++yznDx5kk8++cQUcxuV5J5JhnatIha4cR4OlDW0KtsQ2nEM2DiZVIHT6SXyq5sVLyFSltZVG0pm0324tzM6vURBdZOsx+2GlQ14hpncAldS10Jja6eiJUQyMzOF+xRkyUA1EOPviiRdjOFTBGs78IkakUSG7IpGtG2disW/QZdsCru67shggQMRB9fcrlPWve0WKKoA5H+n3Bh9UFjdTH51M9eGK9M3PDOzK37s/LeABGHD73CwaKI3p4rqqGxUIM7WUDtxdR5oLKFDYU9SH9wQ7YteL2FlaUHM2t2y1040ysYE9Htb+u67716RtGDKLIvRhl2ryOSRMwPVgKGUSHFti/xFMA1oNMIKZ0IF7kJdC+2desV6oBpwaO6qUC6zCzXskp6o4T7KlNoAhBv1gmlLVpwrFbF9SpUQMVJ6CmxdZC29Y8hETSuuZ2aQPFXWe8R/miiJYOJ4q5MFdYByCQxGCo+IpAA3eRqezwwW8z2eV8NUJecefC2kJwgXsAw9qQfDdzmVAFw7YYyyA2XvAQcvGDt12IdaOMmbv+zNYn9mBXcq1dze3h2C5sK5r0Qh7BHgYHYVrZ16/u/n01kQ4T0ic5CLfq82K1deaebsaZuKYKxDV90phWLg4OorJWLIQFWyBhzAGE2daOniJO+iDR3jhEaD8pmoYyaJGoPtClr6LsNgvYrwVc4C5+/vLzJQfWNkVYC8XewY42xrmkSGtgaRJWxCvi+oxdPRhvGeyiWX+I8dK9qFjZevtpW3sx0hXo4cz1M4Di5onigeayhPY0K+y6rC381esZtSf39/oZjmfANhi2RZN5F+Lvi62CnbVgtg4s0imawqW9lxeuGr06W42lszJ1QZ66gpW432aoE7d+4c6enp1NfX89lnnxm3NzQ00NraapLJjUa8LLt+xBW0wJmklMi5r01253qxBpyyMXDObaUiA1Xmgqf2NpYEuNuTo3QtOEMiQ2XmxeB5hTlb1sB4TwflYsiAgLF+oojv9PtkP3aMv6tpSomAiIOTMcO5P1IKa5k6zl2RAr4GAp31okG8TO5TA7OCPfgqrRSdXsJSoeQYYxxy/ncmWy8AnTo9h85XcVOMn2KyCQgIENb4lhoIXyLLMTUaDQsneZOQUqJsPG/EjbDzd8IKN/c3yozRC22dOvZmlHNDtK9i5xcQYLps9F7PIDMzkx07dlBXV8eXX35p/Dt58iT//Oc/TTbB0UZlVjLYe4Ct/C4nLycb7K0tlVfg3INF0c76YmXH6SKvqglnWyu8nGwUHaezLEN296mBsDFOZJcrXUqkK7vJhHFwZ0sbmaSg9Q0gLfEz0QZIxgxUA9H+rpyv1NLcrmDi1ZgIUR7BhHFwtU3t5FY1MW28m6Lj5CV9JJ7IlMBgYFawB42tnWSWKbhmnH3Fes8zbRzcqeJ6Gls7jd0XlODYsWPCfaqxkLUX78IIb5radcpaR90CxVo/Z/pqFt9lVXXLPlUCUzaz7/W2esWKFaxYsYIjR46YtDXEaMeutVwR6xuIOyRDU3tFMTa1z1XsXC7F0ANVSUsCLXXYttfKnoFqINzHmUPnq5W1KHgEg6WtyVpqNbd3kl/dxK1K9Na8BCdtl7texgxUAzH+rui7Ehmmj1coDs7CUrTVMmEpkZQiZQv4GnCtPys6ToyZJOtxZwULWRzPqyZyrII3CEHXwun/ga5D9HE1Ad9lV6LRwJwwhWq/GcjeC/4zwEG+7/WcMC9srSzYd66cuQolYADCjbr/FWgsB2cf5ca5jK/TutynYQqemwnp1QL3+uuvA/DRRx/xxBNPXPGn0jMO7ZWKxL8ZMGktOBPFwYkSIgo3sTfEJylUPDJsjBPtnXplZWNhKVx0laZpqXWurBFJgokKJzB4tBULxVQB6+iliQyKMnYqlKWZrIPJ9wW1WFpomBzgpug47o3nIHC27MkZAe4O+LvZm6YeXLvWpMk/32VXERvghpuDch4FN+sO4bIPH3726aXY21hyTainsSuDYkQsAyTI2qncGJdhcJ8ujfJRrnwN4OSkbCjQpfR6FpMmiTuuGTNmMH369Cv+VHpAr8eutVJRq5XBAqfo4nL2Ays7kyhwrR06SupaFK8BR2VXardSLlSfi5moiuIdaTIXqiGBIVLBEiIAvlK5KMWhgIXEx8UWLycb0koULCUCIpFB12aywrEnC+qI9HPB3kbBGNWmauy1hbLHvxmIC/bgeF6NstcyYz24A8qNcQn1LR2kFtUxT0nrFTDFqVo8kVmBA1g4yYeC6mZjcpki+EQJQ4cJ3agG9+myGOXcpyB0JlPRqwJ3yy23AHDvvff2+CcHu3btIiIigrCwMF577bUr3m9ra+Ouu+4iLCyMuLg48vPzje+9+uqrhIWFERERwe7du2WZz7BpLAVdu6IWuHEe9jS366huUvBO38JCxMHV5is3Rhd5hh6oCteAoyoLvcYK3IMUObyhlIhJOjI0lEBLnbLjIBQ4Z1srZdubSRKdRScVcZ+CCDuI9nc1QSaq6ToydOr0nCquY9o4N2UHKjoqHmWOfzMwK9iDKm27soqCoxd4R5msHtyRrjAKJePfAKqOfASO3uArf9zowokiS//bswpmo2o0wo2amwhtCscOd/GVidynR44cUfT4l9KnArd8+fJe/4aLTqdj1apV7Ny5k4yMDD7++GMyMrrH9rz77ru4u7uTk5PDk08+yerVqwHIyMhgy5YtpKens2vXLn71q1+ZtPpxj6RthfdvFM8PbhSvFeBCfQsAs/70DUs2JpGQWiL/IGlbRUP7cztg82zFziUhtYQHPjgBwJ93ZypzLiDmf+JfaKROeGuuIuez/1wFlhYa1u86p5xcAJq6XE6vBysum63fF9PY1snSNw8o9z3bNB2rTi1k7lLsXGwtLcgsbyTk2a+Uk03RCVGg9KunFJfLwr8k0dyuY3dGubJrJuExJIAdv1bkfBpbRWLJ9X9JUnbNOPtCbhKsc1dMNgmpJSzZmMSj//kejQaKaxUKpUjbCpvj8CxLEhbf9M/6/8wg8XezZ6yrHW/szVJ2zdg4CIPHq4GKr5nFbyTxeUoJkiTxdVqpIuMYaGtToBByL/SaxPD008r2KTt+/DhhYWHGIsF33303CQkJ3fqIJSQksHbtWkDUnnvssceQJImEhATuvvtubG1tCQ4OJiwsjOPHj49cskXaVtj3MkT9CA69CQt+L16DrO1CElJL2H5KfPk23DEZX1c7Vm8TFexla39iOJew68WP6g3r4cvHxXsyn8uGPZlcG+7FJ8nFrF0eyUvbhftJ1lYuhvOxc6HKOYoxy54XffhAtvMxnMskX2csNLBm2ST55QLiXNK3iec3/lnEw8l8LtB1PrszQYKfxY1jWayfct+zKT+FxFdg3u8UWzPfF4qA/y0PzaZTLylzLt/+AfymiArzy15XTi57Mrl+og/vH87n2RsmsmGPCA1QZM04jqHByhvXZX9WZM38+0g+LnbWLJg4hrtmBiq3ZspOAxLcs71rcGXW//rbY1m99TRjnO3Y+E0WlhYaZeQSvwrNzmdg1sOKrRltWydtnTqO//56ssoblVkzpz8BG2eYsBSm36vomrlzRiB/2ZPFrxaEKbNmRoheLXDz5883/sXHx+Pu7o6Hhwfx8fHMnz9/2AOXlJQQGHix2nNAQAAlJSW97mNlZYWrqyvV1dUD+qxJObABVmwCKzskNBB9m3h9YIOsw2zen8Nrt4m+fsW1LVwT6sX622PZvF/GAqKGcwm+FnSt4BWm2Lmsvz2WTr2Er4sdCyf6yH8uIOZ985vQWI7nxDkQPE/28zGcy4wgD3Iqm4gP8VTuXFb8n2h1VpWpyLmAOJ+nlkTQ2qknyt9V2e+ZvgNJYwlTf6rYubx0SxQgkjIUPZfw64Vcxk5TdM3UtXQwxtmW5VPGKvc9W/YXqMnFOWapcmtmZSzXhntxIq9GGbmAmPMtfwU0UHBY0fXv72ZPUW0Lt05VUC4rNoG2AkljIfqJKvQ9++2SCegl4RJWdM1ELhfZtOPiFV0zuZVNuDlY84u5wcrI5hLmzp2r2LEvp9/qnF999RWPPPIIoaGhSJJEXl4eb7/9NjfeeKMp5jds3nnnHd555x0ASktLSUxMBCAkJARnZ2dOnRJVuj09PYmKiuLAARHsamVlxdy5czl58iQNDSIAesaMGZSXl1NUJFoyhYeHY2tri2dlJgfy2plY24CTZzQnDh5Bo+9kXmUmGiA5ORmtVsRGxcXFUVxcbFQ4IyIisLS0NLqPfX19CQ4ONvrR7e3tiYuL49ixY2SXa+ksScfHxZa0vFISE0vo1EvkVDRTWlpq7MHm7+9PQECAsR6Nk5MTM2bM4MiRI0bz7ty5c8nKyqKiQsQ5REdH09bWxtiucwm3tmcskLL/cxpcJhrP5eDBg3R2CtfHvHnzSE9Pp7paBNROnjyZxsZGcnNF8kNQUBAeHh6cPCnigtzd3Zk8eTJJSUlkl2tpKTxDXpU1Y+wkEhMTjeeSn59vjHccrpzmV2ZS0Qw+ko4zZW3UJCbi7eXBpKpMkrq+C7a2tsTHxw9ZTtnlTUgVOYR5+9HcruOzXftxtdWQU9HMuXPnKCsrAyAyMhKdTjdkOc2vzKTaaQIubiE0ZR3mlEMigf6+hFxyLi4uLkybNm1YcsqpaDIWuWy+kE1SUh7XzL2WnAqtcf1MmzaNmpqaIctpfmUmTR4xaL55Hb2dH98fOkZ4aBBjLzkXb29vJkyYwMGDB4csp5yKJq4Lc8PZBvYmZxJhUc7MGTPJLr94LvHx8eTl5Q1ZTvMrM9GNncmF85mMk/Sk7PyQwPjb8LzkXAIDA/Hx8SE5OXnIcsqpaCLCw4pDmRcIdLLg9OnTzIyOMZ6LRqNh/vz5nDp1itra2qHLqSqTrNx8Jug7SKm2JUKrpbzTm5BKcT6G696ZM2eGLKeciiaCHDpx76zmQn07iSfSmBEVZjyXS697LS0tQ5dTVSZHq12IcgpBl7Idp7lPk9XkxqSuczFc97Kzs4csp5yKJnwtmnj3K5HpGmzfRoSHm/FcLr3uSZI0ZDlFV4lr87SUz+l0Csfd3p2T1XZM7TqX3n6fBiunnAotY1vycLaGHSfzifOzorkgnexycT3r7fdpMHIK6zoXj87xxLTVQ/53HC2zJq7rXHr7fRqsnHIqtNTnnWZXWgtLJnlTWlJMc8F5ssvF70xvv0/DkZOFhQWVlZUX19MA9Yje5NQnUj9ERERI2dnZxtc5OTlSREREfx/rl8OHD0tLliwxvn7llVekV155pds+S5YskQ4fPixJkiR1dHRInp6ekl6vv2LfS/fri+nTpw973j2yKU6ScpMkSZKk/fv3i225SWK7jCx+I1E6lFMp3fF/h6U7/k+c76GcSmnxG4nyDWI4l5p8SXrJRZKSP1D0XCav2y09+9lpSZIUOBdJEvPe/5okveQiJSe8I7bJfD6GczmWWy2NX71D+vZcuXLnkpskSV+skqTXgiRJr1dMNk/9L1UKWrNDamrrkCRJwe/ZholS6T+Wi20Kfs/ufe+YtHSjWKOKnYu2UqyZg28qdi470y5I41fvkP4vMUeSJAXXzBerJOklF+m7PdvFNoXWzNnSemn86h3SJycKlV0zu5+XpHWektTWpNi5PPzvZOmaV/dJer1euXNJT5Ckl1yk8x88KrYpuGae/F+KFLt2t9TRqVNuzbQ3S9IffSXpyycVO5dN32YZr8uSpNCauQSjDiATfekt/RZDcXZ2JiwszPjaoHEOl5kzZ5KdnU1eXh7t7e1s2bLliuSI5cuX8+GHHwKwdetWFi5ciEajYfny5WzZsoW2tjby8vLIzs5m1qxZw57TkJn3tPDf5x1Ao+8UKesJj4ntMrJqQRirt53GzsaC/Goth89XsXrbaVYtCOv/wwPFcC41eWBhLYJ/FTqX3316mrrmDsZ7OChzLiDmffQfALTY+SgiG4Nc6ppFZvA3GeXKnUvCY6LES0sNZGxXTDZfpZXi42yHtaWFct+zL34FjRfQOo5XfM24O1iTWdZI4rkK5dZMRQa4joOsXYqdy/NfiLv0WH9XZddM2lZwCURnaa/omqlubMfN3oovT19Qds3Ye4juMsffUeZctp7mQFYF8SEeHMmtVu5cdjwJQK37ZMXXTKC7A/UtHXx4JF+5NVN8AkIXwJnPFDuXf+w/j721BbOCPJRbMyOERpL6LsLz6KOPUlBQwJ133olGo+HTTz9l3LhxXH/99QDcdtttQx7866+/5je/+Q06nY4HHniA3//+97z44ovMmDGD5cuX09rays9//nNSUlLw8PBgy5YtxqSHP/3pT7z33ntYWVnx5ptvDsilO2PGDKPJVXbStsKBDUhVmWi8IsQXUcZgTAMJqSW8/GUG1U3thHs78djCMPmDMbvOhcqzoiXYzW8qci5/3ZfFxr3ZaDQQ7u3EqgUKnAvAezdC8XEkSa+YbBJSS9i8P4esci0udlb84dZoZc4lbSvsWwd1hUJZuP4lRWQz80/f0NKuo7m9kzClZPPNOjj4BhIaNGMmKrpm1u88x4X6VgLd7Xl6aYSya8bCCn70tiLn8tC/k9mTUY6FBuXkotfDq2PB0haprcEka8bKUsNf7pis3JpJel3EJzp4wo2vy34uf9uXzRt7s5S/lr27FIpPICEp/jvz929zyKnQ4u5gzdrlUQqumXOABNc9C9etkXWIDp2e2LV7sLbUoG1T8Fp2CVVVVXh5yVeqpC+9pV8F7v777+/1PY1Gw3vvvTe82ZkQRRW4LkpKSvD3Vza7JSG1hF9vSWXvk/MI91GwSv5Hd4l+qI8eUuTwn50s5refnGLfU/MJVbKR/b+uBys7Sha/rbhsfvzOUVo6dHyxao5yg2grYUMYLH0F4lfJfvjm9k6iXtrNbxZN4NfXK9N6DIBDf4O9L1D688P4hUYpNw5QVt/K7Ff38dItkdw/J1i5gY5sht3PwVOZonyFzPz0X0epb+lgx+PXyn5sIxVn4R+zYcU/KPG+TvE1897BPF7ekcGhNQvxd1Ow5uB7N0BnKzyUKPuhN32bzYY9WSQ/fz1eTrayHx8QivWGMAi7npK4lxSXC8DP3z1GSW0L3z59nXKDtNTBn0Nh9q9gyR9kPfSBrEruee84/7xnBosjTdOyS24doC+9pd8khvfff1+2ifwQyM7OVnxhjfNwAKCgullZBc4jVJjpJUkUXpSZvKomLDQQ6O4g+7GNSBJUZUH0SpPIJtzHic9OlhiDYBXBaQw4joFyZXqiZpVrTdJCi7LT4BJAZlElfqHKDuXjYssYZ1vlW2r5d1VhL/keJt4k66F1eolTRfX8aKrCP9yFhgK+s8lOU37NxIWIXp7Hcqu5bVqAcgMFz4ek9dBSC/by9pA9mFNFpJ+LcsobQGkKNFdD2PUmuZYBXD/Jh5e2p5NbqSVEqZtsezeRHXxuByx+Wdbfmp1nSnG0seRahTtjXIqpZAN9lBExkJeXx29/+1tuu+02WQv5qgyd8Z6ia0GB4j1Rg0Vdq8YyRQ6fW9VEoIeDMeNREZoqobVesSb2lxPu44y2rZPS+lZlB/KepFhT+3NdLbQm+SrbQouyNPCNUXaMLjQaDbH+rqQp3ZHBL1a4UEu+l/3QORVatG2dTFW8A8MxcPC62BNZYSb5uuBqb82xXKX7os4DJMiX16PQ3N7J9wW1yisJOfsADYQuVHacS1g0SXRl2KdkVwYQXRlqcmVtE9ip07M7vZxFk3yws1aw5dwI0q8F7tZbb+UXv/gFt9xyCxYyNzS+Grm0Pp1SuDtY42xrRWG1gi1oADy7zCI158FF/v5x+aZoYl8l0s7xCidQo7xswr0v9kQdq6Q7yDsKTn4o3Coyr8tzZY042lgq20Kro0VYRiNXmGTNAMQEuPJtZgVNbZ042vZ76Rsa1vaiz2Ox/KEaJ7sKEk8dJ6/16AoKj4r+pxqNSWRjYaFhZpAHx/KqlR0oYCZYO0BeEky6WbbDHsuroUMnKd6iiZxvYOwUcPQy2ZoJcHdgoq8ze8+W88t5Cir0E28SXUzOfgk+kf3vPwCO59VQ09TOshj5Qxn6wlSygQFY4Ozs7HjiiSdYsGBBt+K+Kj3j46O8n12j0TDOUzS1VxTDHbgCTe0lSSKvqokgT+V7oALgGW4S2Uzocmlnlyvc3897krCO1uXLfuizpQ1E+DpjYaGQCxiE+1fSg2+MSeQCEBvgiiRB+gUTNLa/kCKUaxlJKazF3cGaIE8FQw60FVCbB4FxgGmuZwCzQzzIr26mTEnLtZWNKBgrc2P7Q9lV2FhZMCvYQ9bjdqOlVmRshonkQVPJBYQb9fuCWmOWvSI4+0LgLDj3pWyH3HmmDHtrS+ZP8JbtmAPBlLLpV4H79a9/zbp16zhy5AgnT540/qn0jNJJEgbGeTgo70J1DRSlRKrPy37oisY2mtt1yjexr84RZTdcA00iGw9HGzwdbcguV7ipvU9X0L/McXCSJHGurJGJfkq7T0VrHnxjTLZmov1dAThdXKfsQP4zoK0BqrNlPWxKYR1Tx7krF1sJ3eLfwHTXs9khngDKW+GC54msRxnDQg7mVDFjvLuybrrcRHHD06XAmUouANdH+qDTSyRmVio70MSbRVhFbf6wD6XTS+xKL2PBxDHY25jWfWpK2fSrwKWlpfHPf/6TNWvW8NRTT/HUU08p3idVpX/GeTpQXNOCTt9nEvHwsLAE9yBFLHB5VcL9q7wLNQs8w2R3M/ZFuI8T2RUKW+DGTBSPMsfBlTW0Ut/SwSRfpRMY0sDWFdzGKzvOJXg72+HrYqd8HJz/dPEoYxxcfUsH2RVapga6yXbMHik6Jm54/CYrO85lTPJzwdnOiqNKx8GFdHmP8r6T5XAVja2cK2tkruLxb9+AnevFJBkTEuvvyhhnW/aeLVd2IINb+9xXwz7U9wW1VDa2cWO0/KE/5kS/gSCffvopubm52NjYmGI+ox4XF4UtF12M93CkXaenrKFV2dR7z1BFFTjlXajZIm4E08km3NuZL1IUzkS1dRLKj8wK3LlSoXiaxALnGwMajcnkAiIOTvFMVK8Jokl3cTJM+YkshzRYDU0S/zZ2GliJbEpTycbSEAeXq7AFzjdWKEJ5iRB7x7APdzhHzHeukvFvkiQSGEIWgKX4yTblmrGw0LAwwpuv00pp79Qrl3TmEQI+0SIObpjlkb5OK8XWyoIFE03rPgUTy6a/HaKjo6mrqzPBVK4Opk2bZpJxxnfFwRRWmyAOriZXXERkJL9K9NtUNNC/sw3qCsQPKqaTTbiPE41tnZQ3tCk7kE+U7C7Us2UiPixCSQucXgfl6cYMVFPJBYQ1IbeqicbWDuUGsbAA/6myWuBSCuvQaCA20FW2Y15BRwuUnoJxccZNppRNXLAHuVVNVDQoGAdnYQlB10LuAVmuaQdzqnBzsCZqrIJyqciAxlKj+xRMKxcQbtTGtk5O5CtsIZ14s7iJ0A4961Wvl9idXsb8CWNwUiJZKW0rbJ4N69zFY9rWbm+bUjb9KnB1dXVMnDiRpUuXGkuIrFixwhRzG5UMqAGtDBhqwRXWKJyJ6hGiSCmR3KomgjwdsFQyUL4mV8SNeIoSIqaSTbi3UH6yFE9kiBQxfp3yKYrnShvxd7PHxc5atmNeQU2u+E75xQKmkwsICxzAmRKlExlmQPkZoRTJQEphLeHeTsrKpeSkaDcVONu4yZSyuRgHp3Q5kflQXzjsWCtJkjiYXcWcUC9lr2M534jHsEXGTaaUCwgLo62VBd8o7Ua1sgUk2DChR+WoPxJSS5i/YT+l9a2cLq4nIbVE3vmlbYV9L8Oy1+H5CvG47+Vu8zSlbPpV4NatW8fnn3/Oc889x29/+1tmzpxJTk6OKeY2Kuns7DTJOH6udlhZaCgwhQUOZHejmjQDtasGnKlkE+5zsZSIonhPAkl38Txl4FxZA5OULuBbeko8dlngTCUXgJiuRIa0kjplB/KfDvpOEes3TCRJIqWojmlKu0+LuhIYAi/2lTalbKLGuuBka8VRpd2oxji4pGEd5nyllrKGVtOUD/GOApexxk2mlAuAvY0lod5O/L+jBYQ8+xVLNiYpoxx9/wE4+Yj+qD0oR32RkFrChj2ZxPq7YmUBf/xRNBv2ZMo7zwMbYMUmUSfx7flg6yJeH9hg3MWUsulXgZs/fz4uLi7s2LGD++67j2+//ZZHHnnEFHNT6QMrSwsC3O2Vz0S9tBacTOj0EoXVzQQrnYFqLCFi2sbFXk62eDjaKF9KROZM1LZOHecrm5hoigK+FtbgFaHsOD3g6WSLv5s9p5WOgwvoCjaXoR5cXlUTdc0dyhfwLTwmZOKgYDmMPrCytGD6eHflLXBeE8DJd9jlRA5mVwEoV8A3bStsmiXm2Vg6aGuUnCSkllBa10KnTmLH43NZuzxKOeUo5g6RZOI3+QrlqC82789h/W2xpBbVc234GK6f5MP622PZvF9Gg1NVpihFc+oj8dw1QLyuypRvjEHQqwKXlZXFunXrmDhxIo8//jjjxo1DkiT279/P448/bso5jirmzZtnsrECPRwoMlUpERktcBfqWmjX6QlRPAM1B1z8RcA/ppVNmLeT8hY4zzAhG5kSGXIqtOj0kglaaKUJ66GVSIwypVxAWOEUz0R19hXfPRni4FIK6wCFExj0epGBekn8G5heNrNDPMmp0FKlVTB+VKMR5UTyhhYHl5BawpKNSaz9MgNrS42xwLKsGFx1sXeK19f+tps1ytRy2bw/hz/eGg3A/sxKrgn1Uk45ilwhXPnnvh6UcpRTocVCAyV1LdwyWVgrZwZ5kCPnddgrAvIPwqn/QfhScPSCwiPdbkZNKZteFbiJEyfy7bffsmPHDg4ePMjjjz+OpeXV2Y5CTtLT00021nhPB+VdqIZSIjLWgss1WQZqVjfrmyllM8HHiezyRiSZkz+6YWktrAkyKXDGDFSTtNCKNb40pVxAxMEVVDdT36xgIgMIN2rJ8C1wKUW1ONtaEaZUL0oQP5Ktdd3i38D0srnYF1VhK5y1g2iz97LHoGKtDG66F26OxNHGknnhY+S3RMFFa1TDBbB2hFkPdbNGmVouORValkT5MjnQjZ1nSgGFlKPCI6Jjhtt4OL3lCuWoL8K8nfjXwTzsrC1YEiW6L5zIryHMW8Z1M+9p+OwhaKoQWcx5ByDhMbG9C1PKplcF7rPPPsPPz48FCxbwy1/+kn379in7Y3SVUF2tcPzGJYz3cKS+pUP5HyKZS4nkG2rAKelClSQR4N+VgQqmlU24tzMNrZ1UNCqdiRopW//Ac2UN2FpZKFvpv7FMXPwu6YFqSrmA6MgAcOaCCdyotfnQNLzzSymsY3Kgm7KdMS4r4GvA1LLJr2pCo4HHPjqpTJwVCGUtZ694vvgPg4q12rw/h/W3x2JvbUlTu46V0wPkt0SBUKgDZ0P2XmEttLLtZo0ytVzCvJ04kV/DLbF+nClpIK+qSRnlKOExyP8OoleK4sVfPNpNOeqLR+aH8u25CqaOc8fWyoLD56tYve00qxbIGEITsxLcxoHGErY+AF8/A4teFNu7MKVselXgbr31VrZs2cK5c+dYsGABb775JhUVFTz66KPs2bPHZBNU6Z1xXT+0BabIRJWxlEheVROONpaMcbKV5Xg9oi0X1fAvUeBMiTGRQemODN6ToL4IWoevjJwra2SCjzNWlgoWPTYE9fvF9r2fgsQYOzKYf0Hf5vZOzpU1Khv/lrYVvnlJPN/y0xGLtUpILWHjN1lEj3Uh3NtJmTgrEFasH70lPAv53wkFaYCxVjkVWmYGeXAgqxILDcSHespviQJhdTr1sciWjbhRbBuENUpuVi0IY/W20/i62gHwj/05yihHi14UStGhjWLbuPhuylFfuP7/9s48PKry7MP3ZN/IvpKEkJAFyEqIIIsgIIig4ELrWnGrXay1tnxK1Sq2LqBWrS215dO2+LVqBZUggiKQgOxLCEuAkIQEsu+QBLLOnO+PlwnbJEySOTMn5L2viyvk5My8b/KbM/OcZ3V1xKDAydqzxL2wjkWrc1gwI465KaGW22NzvehhOebH8FI9PLHT7P2pwVXfqd3d3bnvvvv46quvKCkpYdSoUSxZssQae+uXJCdbr4P5hVYiVqhEtWArkcKas0QGuKs7EqhziP2FNxhramO9ViLnCxks4IU7VtHIcNUnMJwfoWUswMC6ugB4uzkR7uuqfiVqSAro7HptwIlcqy3oDQpfZJWo543a+HtwcIW4WVd4o6ypjdG7NTMhhONVTcQFDVLPuzVkHAybJkJg7S1m51oZPVGbcqtIHeKDt5uT5T1RILxO3714ftGbrgjVWfuamZsSyoIZcby3UbyvpmeXWd44AmEMPbFTGEeDU8XYMzNZlV2Gj5sjm/9nCiden836pydbfn+HPwd9GyTf2+Up1tSmR7faPj4+PP7442zcuFGt/fR7GhtV/sC+CKMB199aiRTWnCXSX8V8HriohcgFD5w1tfH3cMLbzdE6rUSgz3lwNU2tVDe2qj+Bofyg8Hy4XGh8ak1djCSFeqvvgXP2gEGDYcefu2z62RXGXCtjheNLt6nojZrxCjRVCCPmMm+UNbUxereMbTm25teo5906tQNiZ4ob06KtZnu3npgSzYIVBzhc2sCk2AB1wnQgDBkXL2FYv5twRajOFtfM3JRQ1j89md/PjadNb2CE2u8VSXcLj70ZVfZNrR18d6SC2UkhOKoZQcj+RNw0dzNqzpraWG9A5ADhxAnLj53qCndnB/w9nNWfxmDBViJtHQZK6s8RqWaeFYj8N0c38QF6Hmtqo9PpiA0cpH4rEe8hYmxTH1uJ5FYYCxisUIEafGn41Jq6GLG301FS36xeTysQxlrLaUAHz1f2KteqtqmNSH93ZsQHq+eNMpzPoTXmv13kjbKmNkbvVmKoF95ujmw+Xq2edyv9F6Ia1d4F9v3zikT0rpibEsrk2AAA3t1wXJ0wHYjihdMnYfL/mAzV2eKaMXJLQgh2OlhzoEzdhRLuErlmhz676qnrcypoaTdwu6V1uJjqXFGUlHKveO10gTW1kQZcPyfCz039HDjPMIu1EjlVdw6DonIBA9hkiP3lRAeJViKqFv/odMIL18cQ6tFyMZlAVQOutVG8hoJtl/8Gwru143yz2A/mp6mbazX6IWhrEnmKPcy1SovwIevU6c4B9qp5ow5/ISodB48Sx2yUa2XMs9pVWMuEaH82HKni2ZUqebemvQjrfwf6Fjj+LUz9ndm5TKfPtRPs6ULBa7PUCdMB5K4TX+NmW/65+0jAIGfGDfPjq4Pl6r63eQSI6RMHV4g2N92wKruMMB9XRkeo2Gon+2NhUCb+UL01eog04CzM0KFDrbreEF839T1w9g4WayViHGKvfgg1r3MCgxFraxMb6MGZ5naq1expBecNuJw+FZkcq2gkYJAzfmoVlhxaCe9PABTI+tclXihr67I0I5/X7hBVsEfLG9XpaQXCi2V8sy/eLb72INdqzcFyappaSRsqWmuo5o06/i0EnE81uCzXypraGPOsFq3OYe3Bchpa2rlnzBB1DCRjrtXst4UH8qKq6O5o6zDwfV4NU4YHqJvDm7sOfCIhwLQhbe1r5nJuTRpMYc1ZcspUHkmXdDc0lMCp7V2eUt3Yyta8auamDFZPE4MeDv5X5CMOCur2VGtqIw04C+Pra90u5kN83ShvaKG1Q6/uQr5RUFfY56cprBEehEg1e8C1N8PpU1dUoFpbm5gg4c1SvRI1KF5UR/WhyORYRYN63jdjoryxmm76K5eEEq2tS35VEzfGBRDp797ZJFc171bzaXDxhpPbxLEe5Fq9skZ4VVOHeKmXaxV1ozBgzpTAK4FX5FpZWxtjntWu58TcTzVtJABiZoived+adfrek3U0tXYwJS5QvT21NokxX3GzuvwDWFuXy5kZH4yDnY6vDqocRo2bBU4ewnjqgjUHyzAoqBs+PZEhpmGk3HfVU62pjTTgLExWVpZV14vwc0NRoKTeMkOzu8TYC66PLvPCmnP4ujvh5abiUO7aAkC5wgNnbW0utBJROQ+uqUp8fWdkjwdAp2eXMv3tzRwubeBwqQrDn+FCU9L2c+DmB/G3XxJKtLYuxlyr1CE+7D9Vj6Io6nm3vnpS3Eic3G6y6WdXzE0JJTrIA3udjlnvbVUv18poWN7ziclcK2trYyTQ04URIZ5szq1WdyHvcAhKgOPmtcbKOFaFo71O3fmnBRtFpaPxhscEttLFiI+7EzfE+LPmgMphVCc3GHEb5KSLamETrMouY2SIZ+cNs0U5tFK8p/77LlFR3n71z1lraiMNuH5OxPliANXDqL5R0H5W9FfrA4U1TUSqPUKr9nwLEb+Y7s9TmQAPZ7xcHTmuZiXqoZUX7k6nvdSjRHljpeNPJokq43vGDFEnF8zYtqH8gAhV6XQ2nR9ozLXydnOk9mwbX2SVqFdJOO1F0cy3rgDW/PqKpp/dUdnQwrQRgeq1RABRgenoDoNTLP/cfWRybAD7TtbT1KrycPCYGcIz2nz6qqdm5FYzNtIPd2cH9faTu054bYeMU28NC3Br0mBKTzezv/i0ugsl/RBaz8CfUy+p5k7PLuXGNzM4UHyaqsYWy79vGSMHN70E9s6iajnzdZvOpL0cacBZGB8fFZMoTRDe2UrECs18oc95cEU156wwQstowF36gWxtbVYfKKOtQ8/Hu06pV+m45S24/a/gESSqpHqQKG+sdHRyFCPybksarE4umH8cnNgMlTmitxNcEkq0ti7GXKsNR8XNyBvf5qrj3QJhrN37qfj/1OfNNt6qGlo4WXuOMZEqh2MKvxfVp/amPeLW1uZiJscG0GFQ2J5fo+5CsTeDoheer24orjtHflUTU4arGD7Vd4icxNibRe5xF9hSFyPT44NwcrDjK7WrUc/WiOIBrzB4oQpmvcHZdS+xf+0HnUULqhQidY4zKwV9K9ywwKz3VmtqYxMDrq6ujunTpxMTE8P06dOpr79yGHB2djbjxo0jPj6epKQk/vvfCzHwhx56iMjISFJSUkhJSSE7O9uKu+8eazdYDPBwxs3JnlN1KodQLdAL7mxrBxUNLUSpXoGaB17hwv1+EdbUxujdGjfMHy9XBxap1cfL6N0KHAmVh8UxM71bxr5bOWVncLK3IzrQQ51csEkLYPUvwNAhJjDYuCkpCCMu4zc34uniwJS4QHWMNyMhSaKlzcmuE7EvZ3eRmAV63VAVDbimaqg+CkMndnmKLbQxMjrCB3cnezYfVzmMGnYduPpcNYyakStSFabEBai3l5Ld0FzXbfgUbKuLEU8XR+KCPPhox0l12/F8/7YIo5ZmiUr2yEks0v2UZ1y/Yv+p01wf5cutatx81uRC2BjYsVTceIammvXeqtlGvpZi8eLFTJs2jby8PKZNm8bixYuvOMfNzY2PPvqInJwcvvnmG371q19x+vTpzp+/+eabZGdnk52dTUpKivU2fxU2b95s1fV0Op2oRFW7lYhX+PlWIr33wBXVGitQVTTgDq2Eo6tF24bL8sGsqY3RuzUx2p8zzR1EB3mo5906tUMYCVVHoaPV7ER5Yy5YTmkDccGDcHKwUycXLHEeDJsq/m9ifqC1rxkjdnY6Rkf4sPfklTeQFsXeEcLHwMkdZj9kT2Edbk72xA9WsVmqMf9t6A1dnmIrbQCcHOwYN8yfzcer1c2zsrOH6OliPqqh62KwjGNVDPVzIypAxQr6Y1+L99lh07o9zZa6GEnPLqXsdAt6g8JHj45Rrx1PTS6Mf0oU22R/LNauG4JrQwEnas5yZ2oYoEIhkn+cGOlVdwIm/FKkfpjx3mpNbWxiwKWnpzN//nwA5s+fz6pVq644JzY2lpgYkcM0ePBgAgMDqa5W+U7MAqj6RtMFQ3zd1J/GYO8APhF98sAV1Yg9qhZCNeYsAKQ9dkU+mDW1MXq3jJWduRWN6nm30n8hcjQM7ZD9H7MT5Z+YEs2zKw+yv7iekSGD1Kt0NOIeCC/WXZEob4trxsjoCB/yq5o4fa5N3YUiJggPabN5xuLuonpSh/ioO5fWjPw3W2oDMDkugJL65s72Q6oRezOcq+1y7Flzm57tBbXcqGb1qaJA7lqRBuHSveFua11A3KS+9YMkXB3tWXuoQr12PP5x0N4EERNh51+ho425vqcotgvH192JOcmiWbvFbz5v+I3w/nkEQewtZhchWVMbmxhwlZWVhISEABAcHExlZfeJ8bt376atrY1hw4Z1Hnv++edJSkri6aefprVV5T5bPUDV3kBdIDxw5zAYVH7h+A6D2t4ZcOnZpbyYLkJ8v/x0v3r5YDe9DB0tEDj8inwwa2pj9G4Zx80cKWtQz7s17UUxow9g8xKzE+XnpoTyyMRIzrbq+WxviXqVjiDCH4NHmWyLYItrxsjoCBGizDqlshduyDhAgVO7rnrqmeZ2jlU0qBs+BWHAdZP/BrbVBmByjAhXqh5GjZ4m8qyOm24nsvNELa0dBqaqlf92aKVI0q87IQz9qyTK21oXEDepE2MCuCUhmPT9pTS0tKt7kxp9k8hHy3iV3xne563m25gc64+9nU6dm0+vUFENDPBayBWRg66wpjaqldLcdNNNVFRc2Zfq1VdfveR7nU7X7S9cXl7Oj370I5YvX47d+a76r7/+OsHBwbS1tfH444+zZMkSXnzxRZOPX7ZsGcuWLet8rszMTACioqIYNGgQBw4cAMDPz4/4+Hi2bNkCgIODAxMnTiQrK4uGBtGsMC0tjcrKSoqLiwGIiYnB2dmZw4eFYRIYGMiECRM613B2dmbcuHHs3buXpibxoh47diwlJSWUlgoDJi4uDnt7e44cEaOQgoODiYyMZMcOEW5xdXVl7Nix7Nq1i+Zmkec2btw4CgsLO/++vk7+tHYYSF+fgY+LHaGhoYSFhbFrl/iw8PDwIC0tjR07dnQauxMnTuT48eNUVYm8joSEBFpbW8nLEwUA4eHhBAUFsXfvXgA8PT1JNehRKg/DIh/OuYXhOvN35OhGUFsrutonJyfT2NjYOUpk6NCh+Pr68tc1u/k8r41wTycc7Z2ZN7SDV9IPcPToURbeexMHDhzozINMTU2lrq6OoqKiHus0qjqXg7knSAbK2jw4npmJztDBpJpcamtqUBSFzMxMAgMDiY2NZevWrarpNDWog2dWHuTJMT74OMOqXcdZvt2Rn4wL6Xx9WEynyJnsrfFj4tb7qfcdQ0DiPLZu3UpHh6jemzRpEjk5OSZ1qqsU5/z7oRTaK/LgdB4HDtSQnJzM5s2bURQFnU7H5MmTe62TfUczE6tz0cXfbvJ6Mupi6npSW6dWvYK9nY5v9+VjVyH6ro0cORK9Xk9ubq7FdBoSEkCknSPFW//LiXIXcT2lpprUadOxShQFhvs7curUqSuuJ2ObAh8fn17rdGTPZiZUH6UiaBKBBkO373tNTU1Xfd9TS6fy/EMEuen4ckcu96UNvuR9z9I6pXjG4Xr4K9rHPn3p+15qKv/JOICTPbQUH8YQPbnL66k3OgVWbmF42Qqagq7Ds+4EOeE/Iu7bF2k528TelqFXXE9GnYAefz5ZUqcQdx0frdvGIxOT+GJ/Ka9+kslQTzuGBbhz7NgxC+rkT+qYX+G6ZykOgLL9L6wOeJo1p0cRmFtO7PNlhHk6sGBWAn5NhWRm5l1yPfVWp8RDr+Dn5sfBKf9HXaP47E2NSKWuqKjb970bbrih8z2+t3bExTp1i2IDYmNjlbKyMkVRFKWsrEyJjY01ed6ZM2eUUaNGKStWrOjyuTIyMpTZs2ebte7o0aN7vtkekp2drfoal5OZW6VEPLtG2XWiVr1FDq5QlMVDFeUlT0WpP6UoJzYryjuJ4vhVmP52prItv1q5Y+lW5Z6/71AURVG25Vcr09/OtOwe/zJWUdb8RuyxsVIcO7FZHFesr82q/SXK9LczlYhn1ygxz61VVu0vUXfBf85WlL/f2KOHvPXtMSXqt18rzW0dKm1KUZSibUKT3G9M/tgW18zF3Pbn75Uf/G27+gt9MENR/nfaVU9bvO6oMuy3XyvnWlXU5PCXQpNTu7s9zdbaKIqivJR+WIl7Ya26r1FFUZQVj4i/ySJv8Z5xcMUl1/DIF9epcw3/Zax4n/pguqK8P1Ecu+h9yxRa0GXV/hJl4pKNyrb8auWu97cpo3+/Xpm4eKO673MH/qsoL3kqP3/xFeVXn+5Xb53Ko+K1kPF6jx9qaW26s1tsEkKdM2cOy5cvB2D58uXMnTv3inPa2tq44447ePDBB5k371KXZXl5OSBizatWrSIhIUH9TZuJqYpatck/3yj27r/vULddxYSnxP9Pn+rVXMeC6rOdFaiqudoPfCKGu7t4X5GzYG1tjF3lfzk1mg6DgZvjg9VdMCRZtOrQt5v9kMOlZ4gJ9MDlfCsRVSjbL74aZ21ehi2umYsZHeHDgeLTtOu7n7fYZyLGib9FW/f5XHsK60gI9cLVSUVNzOz/ZmttQLQTaWk3sOd8Za4qHFp5YVzTLW9e0qrixzec75N4Xbh6SfoewVC8C0bOEceuUu2oBV0uHn2272Q9NWfbmDZC5Yru+DtpdAnhIWUVj0yIVG+d7X8GB1e47sc9fqg1tbGJAbdw4UK+++47YmJi2LBhAwsXLgRg7969PPbYYwB89tlnbNmyhX/9619XtAu5//77SUxMJDExkZqaGl544QVb/BqaID27lH9uL0IH/OzGYepWAg2/Vfzf2Ci3B3MdNx6t4kxze2cOmGr5YB5BoqfTq0Fm5yyozcjBXhgUUcigKiEpol9R9TGzH3K4rIH4wV7q7QlE/ptnGHiomADeB9IifGntMKg/1zFigmilUrKny1Na2vUcLDmjfv83M/LftEJNUys64MEPd6vcT/Fv4DUE8jdc0qqi9qzIg3p0YpR6Sfrfvw3oIOkecczMSnJbY7xJzX91FhF+bhwoOaPqenqdPR/qZ3Od3XESDUfVWaShXDRHH/UAuPups4aFULGddNf4+fmxceOVTRPT0tL44IMPAHjggQd44IEHTD5+06ZNqu6vL6Smplp1vaUZ+bwxL4lnVh6kpL65sxJo0eocy94J+cfBmVLRz6r6uDjWg7mOL63OAWCov1tnwumCGRZ+g1IU0fQx+V649e0rfmxtbYwYW0EcKW8gOdxbvYWM3hTjxIOrUNXQQnVjKwmhKraqAOF1CjXtfQPb6WIkbahovLm3qI4UNfUJHyPG8ZzcIWaQmuBA8Wna9Abr9H9L+uFVT7W1NunZpby3KY/4wZ60duhZNCeeZz8/CGDZ97eaXIgYD8Nnwd5/QnM96XVDeMOlgK8OlJEU5sVgb1cCBjlbPnJww69h1U9FK6BBwRciB9NM53WD7XW5HHs7HQ+PH8qir46QdUpUUKvBhqOV/L1xPD/3XInT1nfhvk8t9+SHVgpDvvoYoFzofdpDrKmNnMRgYerqVHTzm8DYriLS372z1F618ORXT8KgEKg60uO5jpPPN7989F971at2bCwXI1cCR5j8sbW1MRLm48ogZweOqO3h8R0mBj+XZZt1+uEycbecEKqiB675tOgd2EX4FGyni5EgTxdCvV3Vr0R18RJzN43910xgDBOmRajYzd2M/m9GbK2NsZ/i3JRQ8qrOMtTPXd1+iin3CS/2oZXM9T1Fg0cUOWUNnYPSVYkcDAoR/efOVsMrgWZFDmytiyl+kBbOIBcHPtxaqNoa/9xWiK+3D/bX/xSOr4P3Rl0yXqvXdI7NWiTeQ4dOhF1/69VzWlMbacBZGGN1irUwtqsYFuDBieom9QZzG9tVnK2GExk9Dk+6Ozng7mRPwWuz1JvrWHXepR4w3OSPra2NEZ1Ox4jBnuSUqRtewM4OgpOEB84Mckob0OnobHWiCuXZ4ms3BpytdLmYtKE+7C2qV7+HU8QEEULtMN13bk9RPbFBHvi4O6m3h6Kt4kPKjPmnttbGeIM6dYQIv689VK5uq4qWMxCYADvfZ5HyN15rnIWdDm5JCFavT2L2f8DZE36xD16qv6JPoilsrYsp3J0duHfMENYdKqek3rJ9SdOzS5n8RgY7T9TR2qHnYIMLoAOfyM7xWubOgDaJcWxW5SFoa4TpfzA7x/tyrKmNNOD6OcbB3ABn2/SsPVSuXjPWxHmiIzXAYxt6lFuWX9XEsEAPdXvkGHO/uvDA2ZKRIZ4cq2hEr3avvpBkqDgkZipehcNlZ4j0c8dDzcHcpaJEvzsDTgukRfhQ1dhKSb3KI+kixos+hUbD9iL0BoWsk/XqhU8PrRSeij3/CyhwJF2ddSzIxTeoSWFefLm/VN0b1LXPQFUO1BXgOu5R1tvdgIujPROWbFInctDaKHSIv+OK0X/9kfnjh6LT6Vi+vchiz2kcSxjh74aLgx2v35GE14EPKQ2ZBoWboamyR0V1JqnJBWdv2PyGGNtl5tgsWyMNOAsTFdW7uHlvuXww9+vrjqnXjBUueLdqjvfoYQXVTUSrOYIGhAfOzR/c/U3+2NraXMzIwZ6ca9NzslbljvKDU6Cj+UKhSTccLm0gXs3wKYj8N59IMWuyC2ypi5HU8yHLvSdVDn8MGSe+mgijHi1voLG1Q50CBmOIaMpz4vuEeWZ5LGytjfEGdXtBDXOSB5NT1sCv/3tAvRvUJ3bC/xSAnSNV5cXUn2vn1TsSOPH6bHUiB0fSof0cpNzfo4fZWpeuCPV2JSnUiw+3FlpsPurSjHyenTmcnQV1/CAtnOnxQURSynON5x0I3ywU+c99Mbj8Y2HFgyLN4dZ3xbFeFpJYUxtpwFmYQYMGWX3NuSmhrPip+GD4yeRh6pZxG1/QPTDgmlo7KD/TwjBL3zVfTvWxbr1vttDGyMiQC4UMqhJyfpDyVfLg6s+2UXq6mQQ1Z23C+QKG7pN6bamLkeHBnng4O7BP7bmoHgEiUX3Lm5fk7qRnl/Lwv0R16rsb8ixfaWkMERnOe2ZH/cgsj4Wttbm4VcVra0WKREKop7rvce5+MHwWg3K/wNNRYcZIFdv/ZH8sclfDx/ToYbbWpSvSs0spO9OMQYHf3jLCIl0R8quaWLG3GDs7eHzSeePIP5b2umLhNT36Fez6e98qd32HQX0hjHlcGHE9yPG+HGtqIw04C2PsyGxtgj1dcHOy50S1hXNDLsc3EuwcetSqouB8vorFwx4XoyhQndtl/hvYThuAmCAPHOx06hcy+MeK/kVXyYMztsxQtYChqRrOFF81fGpLXYzY2+kYNcSbvUUqG3CHVkJrk3i9Pld+Sb+xKH83Bnu58OodCZZvBVSTKzwUx78R3tDBo8zyWGhBG2OrihOvz2ZKXABHyhpUHxvYnnQf7vrTPDWkAHe1UgzqTghPbMp9JkfMdYcWdDHF0ox83rk7hdQh3nyw9QQjQzz7XHQSOMiFzcdrWDAjjnBfEWbOi/sJf3T+AIJTIOZm+PY5+OLxXhlcFO8RBRERE+DwF2YXknSFNbWRBtw1gk6nIyrAnYJqlUN09o7gF32hlYgZ5FvDgGsohdYGMQNVgzg72BMd6KG+B87OXrQQMZFjdTHGCtR4NT1wnQ18tdXyoCtSh/iQW9lIQ4v5jZB7zJa3xF1++znhxb6o31hB9TnGRvmpMxTcPw6KvhezPmNngr1Dv+k1djF3pIZRdqaFnYW1qq6T2Z5AheLDXCVDvUWyPwF0ou3RNYKx6OSl2+KpbWrjuS8PkRbh0+uik+rGVhpa2nGyt2N4sCftegPbC2p4NGsopaMXwDfPQv53oj1PR5uYaWsOxnzQl33gX7eAiw/c+6kIoZtZSKIFpAFnYfz8bNf4L8rfQ30PHAgvTw9yDfKrm3C01zHEV8Uk3arzHsGArkOottQGRB6c6h44EHlw5QfB0PVkgcOlZwjzccXbTcVqx7L9gE70t+oGW+tipF1vQFEg+eX16jWMrcmF1AfF/09kApBeNwTXhgJqmloZN0z8LSxeaTlpAXz5U2g5DTEzzA4RaUUbI9NHBOHh7MCq/SpocxGrDlaxzu5G/Mo3Q+OVM737jMEgpsYMmyKGpvcQrelixFh0khzuzW9mxLH2UAVvfXu81zfvi1bn0KFXWHBzLL9fk0PcC+s6i0nSbn38gsH1yDfiBv6j2y8YZl21FjHmg856A1IfFpNr7B0gb33ffvnzWFMbacBZmPj4eJutHRXgTunpZlra9eouFBAn3P8drWadnl/VRISfO472Kr7cqs+3EOkmB86W2oDIg6tqbKW60by/W68JSYb2s1DbtQcnp6yBBLUnMJRlideKc/c5IbbWBUTuzuoDZeiAn98Yrd5EE/84EVYOSoTctQDM9T1FpVMEADee75do8UrLxHmixQw6+PxRs0NEWtDmYlyd7JmZEMy6QxWqvc81tLTz3dFKGof/EJ1igAMWbBYLwoB4L1m8DqqP9ar1hdZ0MXJx0ckjE4YSP9iT//3+BD8YHd7j5/rmcDlfHyrnqZtieHzSsM4wuslikrA0SLhLRB4ixnXfWsSYD9raBPs+hOufgLs+6H0F62VYUxtpwFmYLVu22GztYQEeKAqdDX1VI2A4KAaoLTDr9IIqK1SgVh8D90Bw67qCz5bagPDAgag2VJWQFPG1izy4xpZ2CmvOqjuBQVGEB86M9iG21gUuTDQZEeJJ1sl6dcKYcKHfWFCCCGEeWc0i5W8sOXcrkf7u+Lg5qdNvTFFEyDZmeo9CRFrQ5nLuHBVKY2sH3x2pVOX5vzlcQVuHgRvGjYPw62H/v8XfzxIYvT++w8TM5tve61X/Mi3qApcWnYx48Rua2/S4OtmTfqCUto6rzxpOzy5lxjubifrt1zzx8X5CvV0vFC5cjfIDIq9z33JR2BAxQRhq6393qVeu+piYtvHpvRA4Eqb9zqItQ6ypjTTgriGMg+JPqJ0H5x8rvprxgm/rMHCy7py6+W8gQqgB2s7nsVolakAc2Dt3mQdnDOOq2kKkoUz0Z+on+W/G3J0bYvzZe7KOxpZ2dRrGGvuNFe8U3697BmXq71jVPo4zze2XhIgsWmlZdQROn4S4WZZ7ThsxNsqPYE8Xi4dRjcbDMysP4miv41TtOXGzWpsHv/fte7d/EF6e6X+AUzsh8S5hUPelf5kGubjoZNOCG3nn7hQOlzYw9rUN3bYWMfZ7WzQnnrkpoSiKQofBwNpD5eYtXJMLP/w/8BsGKx+GdxJgx1JoLBPeuGcKz6dznO+BOOkZePQ7cHTtl/mgYKNZqNcyDg62+5NG+gsDrkDtPDj/GEAnqj6vwsnas+gNinUqUFO6Twa2pTYA3m5OhHq7qp8HZ+8IwQldeuAOGytQ1QqhHloJ370k/r9jqfCKduPtsbUucCF3Z+rwQP6+5QRb82rwcnNU53WbOE+Ee95NgqB4NtjfgEI2/3joOvVmsZ4P1xJ3S48epgVtLsfeTsfcUYP58PtCapta8fNw7vNzGo2HhTOH88TH+7ktaTD7133AdPv1uNk7Q9IPIOlu4T2F3ie41+SKpHtDO4w/3xS9F94fLerSFS3tejyc7ak/186/Hr4OJwc7k/Nsl2bk89Jt8azPqeTL/aX8Yko046P9zJ/r7R8nUml+uk1Ule7/t6i6BshcIkb6NZaL8+oKIPIGcHA2a/ZsT7CmNtIDZ2EmTpxos7XdnBwY7OWifiGDoyv4RJhlwFmlAvVMiRh/0k0LEbCtNkZGhHiq74EDkQdXfsBkIUNO6RkCBzkTMKjvH3xXYAwRRYwDnT3MfuuqISIt6GLM3WnTGxjkbM+ne06pN9EERNuI4bOgYBNbjxTh7+FEkpoe0WNrIXS06EHXA7SgjSnuHBVGh0Fh5p++t0jDWOPM1dLTYhLHk9NieMb1K16y+7kw1nJWiQ/+vnrLvCOEYTHmceEpgl55f7SqiymWZuTzl3tTiQ704MmP97PhSBVPTY3h9bVHO8OlM97ZTF5lE8+uPMjyHUU8cP0QnpwW3TMvuDE9oXin8DSPf1IcHzFXRAO8h8Aj6+Fn28Ts2bXP9LlliCmsqY004CxMVlaWTdcfFujBCbVz4OD83Y75BpwxvKsKZo7QsrU2IPLgTlQ30dymcqFJSIqoyqq/crB0TlmDev3fjAnC52ohaKRZISIt6GLM3fnDmiM0turZml/Lb6arONEEYPhs0LdiyNvE5NhA7OxUGjPXUC4KSnoRPtWCNqY4VtGAo70OTxcHcl+5pc9FJ/lVTSSGevGPrUVcN9SHSH93XBsKSK8bAhN/Dfo20WusL7lSigKOLsJ4j5goqh972TBWq7qYIr+qiQkx/nw4P43JcQH8384iFqw8SEVDKzPig/n8p+OxQ4cCONjpWP3ERF65PRFnB/ueFfNcPA7NaJh5DoYxj8GTe+HR9TBkrDCYA4ar1jLEmtpIA87CNDRYwbvSDVH+7hRUNak/lDsgVlQ5Gro3RPKrmwj1dsXNSUW38lWG2BuxtTYg8uAMCuRWNqq70Nlq8fXPoy/p9n/T25vJrWwku/i0em0ywsZAyT4ITRPHrvKhpwVd4ELuzrt3p6A3KAz1V/GmA2DIeDqcvJig38nU4YHqrWMMnw6f3eOHakWby1makc8P08IpqD7LqbpzfS46iQ704LW1R6loaOE3M4Q3rNlzGHN9T4F/tDDiDq+EnX/tfa5U3nfivSrxh7DpD33y/mhVF1MY0xMi/Nz5y32pbF84DU9XB+x08JdN+dzx/nYqG1uYGhdA3dk2GlvbO/u99dgLbhyHZjTMpv9BGMiFW/pkMPcEa2rTfwLpErOICvDgbJueqsZWgjxd1FsoYDjoW6G+6EIowATGIfaqUn0MPIK6rUDVCsbGuTllZ9TLdzq0ErI+EiHM638GsTdzdsXP2N/xQx6cMp8X03N4aPxQ3lovjCqLepn84+DAx9B6BoaeDyX0swThybEB2Olg09FK9TQCsHfgqOcEprVuxm6YiuHT3LViHu1VbnD6E/lVTfzroetYsa+EP2/M4917RvWp6OSRCZH89stDJId7MTrCh+0FNaxvvo1FDn+DwmQY9wtxTW38Pcz5c88X0LfD+udF9emcP4ODiv0XNYYxPWHJXUlcN9SXvKpGGpo7+OMPkvEf5ExuRQM/TAvH3dmB2OdFEU9+VRPRgR59L+YxGsZrnxE3kf5xFg2X2hppwFmYtLQ0m64/7Hy7joLqJnUNOOMHcnVulwacwaBQUN3E2EiVGxtWHTXrw8nW2gCE+bgyyMVB3UIGYxhz/QtQcQhufpVFup/ysutyPmc+AHeNDiNtqI/5CcLmMmkBrD1/dxs+1qwEYS3ocjE+7k6MjvBh47Eqfj1DXcPzy3MpvKhbC1V7IXKS5RdobRQaXPfjHo9rAu1pYyQ60IOiunP8ZFIUf96Uz/3XR9CuN/Q617ao9hyKAqfPikrg6EAPnpj1GO728Rc+/D3DxCzZ+qKeL7DvX6KNyz0fW8R406oupjC+v1xsmAV7uRDi7cL4Yf5MjhW9D7cX1BAT5MH6pydbdgOJ86xqsFlTG2nAWZjKyko8PFT2OHWDMdesoPos44f5q7dQwMWtREzn1oimwr1/UzULg0EYkak/uuqpttYGxMizwEHOfJ5Vwie7T4kPiinRljWijHMvB4+Cw1+CQU963RDecClg38l6AgY5M9jLhcBBzuq0ydj2J2g7C39KMuuOVwu6XM7U4UEs+eYYFWdaCPZS50ao9HQzn9RF85ybMw7HvlbHgMvfKPK3hveufYgWtYELXp0/zEkgxNOZBZ8dwKAoLLi55wZ3xZkW/rmtkNtTBvPuPZf3Lbzsw//zx2DrO5D4g/PV+Ffh0ErYvEQYb45u0Haux/szhVZ16Yq5KaGXvMelZ5de4pXbU1THs58fZIHKN0zWwJrayBw4C1NcXGzT9YM9XXB1tMJQexcvGBTS7UxUYzsTdStQi8XUATM8cLbWBsQbV2VDKwYDHPn9THU6/vvHibBlxEQRyqw4yFzfUzR7DmN3YR1jhvqi0+ks3+0fQN8BdYUw6gGzE4S1oMvlTBshctI2HatSbY3M3CqacaF1yCQ49rXlmsXChVmPKx4ScyLP9O71pUVt4ELRyWvrjlLR2MrJunNcP8yvVzdCf9p4HIOidOa+dcuMV0Vqwt8ndT+uCS5UZAed78x/86si962vveTQri7mcnHDX9V6H9oIa2ojDbhrDDs7MdRe9Wa+IBr6GitATWCVFiJmVqBqhaUZ+dw/dghtegOlp5vV6fhvLKe3dxTf71vOIuVvLD57K2VnWkgd4q1Ot3+AigOipYsx/62fEhPoQZiPq6oGXMaxKsJ8XHFLmiNuRCoOWuaJjYbDzNfA2ROiboSMVy1iOGiJzoaxr83i+ihfvjtSSf3Zth49R0F1E5/tLeH+sRGEmzOrueh70Uap/RzMXdr1uCYQqQwjbxfGecr9kPbINde0ty9c3PDX5HgsyVWRBpyFiYkxw62uMlEBHuo38wXR8b8mr0vPQUF1E77uTvi6q5iwa2YFKmhDm/yqJm5NCgHgQPFpQIXB5cZy+szF4vtDn+F+y8soCXcB8Orao+rd8RZ+L74OvcHsh2hBl8vR6XRMGx7ItvwaVWZutrTr2ZZfy9ThgejiZgkv2bGvLfPkxhxIO0fhgR39UK8NBy1qczk6nY5Fc+JpbOng7e+6jghcjHHqwrQ/bsag9KDR+Ja3YN4/RU+9b58XE0due/fKcU17/ymaym7/k6jKnv578XgLjWzqD7oMVKypjTTgLIyzswrNUXtIlL8Vh9q3NYo3MRPkVzUxTM3+byA8cINCwNX7qqdqQZvoQA/ONHfg6eLAnqI6QIXB5XChnD7tUUAHI+fSYYBBLg7kvTpLvTveoq0ihOthflsMLehiiqkjgmhu17PjRK1Fnzc9u5Rpf9xMc7uejUerSM9rFdWJW9+9eljOHIw5kAc/BQcXGDat14aDVrW5nOHBnvzo+gj+vfMkk9/IMGtk04+ujwDEbNW/bykwL42hJheGToDb3xdNkb/8Cax8VIxrmv4HMUQ96W74+jfi/NEPwfzV4H4+H9lCFdn9RZeBiDW1kQachTl8+LCtt8CwQDHUvqhW7ZmoxkpU02FUY8WRqphZgQra0OaJKdH89suDDAvwYGdBrXqhTCORN0BbE5Rls7uwlrQIH+zVahirbxcfUJHme99AG7qYYmykL25O9mw6arkwqtF4iB/sibODjlfvSGD/2g9oa6gSbXme2N19WM4c/OPg6Bo4+JnIRXT26LXhoFVtTDE8eBA6Hbg62nPsD13nly7NyOepqTEs33ESP3cnXp6bYH4agzG/NCBOjGy697/i+gJY9VORc7hxEXiFgXsAFGTAyW0W70HWn3QZaFhTG5sYcHV1dUyfPp2YmBimT59OfX29yfPs7e1JSUkhJSWFOXPmdB4vLCxk7NixREdHc/fdd9PW1rO8h2udKONM1CqVDTjj8PiaK8MWtU2t1J9r72xrYnEOrYSlY8XA9vID/Sa/x5i8W1x/jsLac7yw6rC6ybvnQ5nncjdRUH2WMWq2dCk/ID7M+nn+mxEXR3smRvuz6ViVxRpjL83IZ8mdSRytaGBidAA3xgXyjOtXvG3/iDjBWI3al1ypSQvgq18Ko2HM41ZpXqoF/rGtkEcmRnKsspHF63IZEezJkruSTI5semHVYerOtvHevaPwcHYwP43BmF9auAUUPTi5iSrfGxZAaCrkrhM94366TUwjuXwywDXUg0xie2xiwC1evJhp06aRl5fHtGnTWLx4scnzXF1dyc7OJjs7m9WrV3cef/bZZ3n66afJz8/Hx8eHDz/80FpbvyqBgSp2VDcTYysR1StR3QPA1cekB07VAgZjkvbE82GKlPvM8lhoQRsQRtz/Pih6Bak+rsndHwLjOXc8E4AxkT7qrVW4RXyN6JkBpxVdTOHn4UTp6WaGPbe2z/M2QVwXLo52FNc1M/V8patrQwH/ODNK/N12/hXam/uWKxUzQxhvzh7w1+v7ZDhoWZvLya9qYsGMOO5MDeUf2wqZuGQTH35fSEVDK4vmxLP3hZvw93BGQei67qkbmBAtQptmpzF0Na4pajLcvwJerBXVpuX7hbfu8skAFjLe+pMuAw1ramMTAy49PZ3580VD0fnz57Nq1SqzH6soCps2bWLevHm9erzaxMbG2noLF4baqz0TVac7PxP1Sg9cwfkqWFUMOGOStssg8f3IuWZ5LLSgjZGEUC9cHe3ZXWjZ/CqTRN6AV/U+PBz0JIZ6q7dO0VYIGAEeAT16mJZ0uZj07FI2HxcjyX51U6xFWr5EB3rwx/XH8XB2YE7yYOCikU1TfiuGbu/9Z99ypfb9Czqa4cHVfTYctKqNKaIDPcg6Vc/bP0zh219N4sbhgWw8X0W84UgVd/x1OztP1DI20pfKhlYKqpt6N7Kpu3FNhg6reDz7ky4DDWtqYxMDrrKykpAQUYkXHBxMZWWlyfNaWlpIS0vj+uuv7zTSamtr8fb2xsFB9CAOCwujtFSFmY69ZOvWrbbeAmDNStTYKzwF6dmlvPGt8Mo98s89lp+5aUzSLssW1XtB8WZ5LLSiDYCjvR2jI3zYVVin/mKRk3BUWpkXVIGTg0qXvL4dTu3sVfhUS7pczNKMfN76QTJJYV5k5FZZpOXLA9dHsK2glhui/XFxtGd7QQ1vNN/GIuVvoBjE32/zEkh/oncGQEeb8OJFThIhvT6iVW1MYWzuu72ghqgAd+4fOwSAUeFe/HN7Ie0dBv77k3H8+7Gx6A2K5XqQmfLKqRwq7U+6DDSsqY1qkxhuuukmKioqrjj+6quvXvK9TqdD18WIl5MnTxIaGsqJEyeYOnUqiYmJeHn1bGbgsmXLWLZsGQDl5eVkZmYCEBUVxaBBgzhw4AAAfn5+xMfHs2WLCAM5ODgwceJEsrKyOofTpqWlUVlZ2dmoLyYmBmdn586kxcDAQBRF6VzD2dmZcePGsXfvXpqahDE1duxYSkpKOo3OuLg47O3tOXLkCCAM2sjISHbs2AGIMPLYsWPZtWsXzc3NAIwbN47CwsLOv+/IkSPR6/Xk5goDJjQ0lCE+znyRVUNGRgaDBg0iLS2NHTt20NraCsDEiRM5fvw4VVXiDjUhIYHW1lby8vIACA8PJygoiL179wLg6elJamoqW7dupaOjA4BJkyZxproSn3O1KIu8MfjF8L3/vbxyfDjejjr8/Zx55qZIfvvlAY4eOcot8QEkJyezefNmFEVBp9MxefJkDhw40JkHmZqaSl1dHUVFRV3qlOAfy4HV7xNe/B0ubuG4O7lzfP2HhLqGsSczs0udmpqayMzMJDAwkNjY2M4LzVY6RXu6sC2/kTXrM/Bw0uHh4aGKTqnJ1+Gh6BjTtofMzFiSk5NpbGzkxIkTAAwdOhRfX1+ysrIA8PHx6bFOwz0aCG4/y+FzvtRkZvboejLqYup6sqVOeZVNnDt5iOsHu7Fsdw3/SN/IkEF25FeKbvq90WnPIeGtzj5ZTdwL6xjsYcetkRM4aa9jxNr/gepcdChUeCbjHDaNxlOneqaTZwk0lnMg8nHqMzPNup6606mpqYmmpqarvu9p4XoaGRrKUzdG8j+f7KasSSHM055gLxdmhxu4P8oVd0cdo8I8WbF5P4M9dDw3SiEhYWynTpmZeWa/7+Xk5FBbK7znycnJNHqN4UT84kt1Ov850Jvr6Wo6Gf+uPf180oJOoaGhhIWFsWvXLgDV3vdM6mTh9z1TOl1sA/TWjrhYp25RbEBsbKxSVlamKIqilJWVKbGxsVd9zPz585UVK1YoBoNB8fPzU9rb2xVFUZTt27crM2bMMGvd0aNH937TZrJ9+3bV1zCHf20rVCKeXaNUnmlWb5GDKxTlzWhFeclTUQoyFeXEZqVsUYyS+92HyvjXNyq//CRLURRF2ZZfrUx/O9Oy676TqCivhSnKFz9VlBObxfcHV3T7MK1oY2RnQY0S8ewa5bucClXXycytUg7+LkmpX3qTeotsflO8DppqevxQreliZPrbmcq2/GqlsaVdSVr0rfLY8j19ei03t3UoKS9/q/x4+Z7uT1w+V1GWRClKa1PPFtDrFeUvYxTlr+MVxWDo1R4vR6vamMuq/SXKxCUblW351Upbh17Zll+tTFyyUVm1v8TWW+sT/V2XaxlLa9Od3WKTEOqcOXNYvnw5AMuXL2fu3LlXnFNfX99pjdfU1LBt2zZGjhyJTqdjypQprFy5stvH24px48bZegvAhUKGfDXDqFvegpvPF6DU5kHkJH7T+hhRR/9O6elmYoNEjpoqjWqv/zm0NsCBT8wOWWhFGyPJ4d442duxu0jdMOqewjp2Kgl41WaLBHk1KNoKgfHg3vMqV63pYsQYkjtYcpoHx0Xw3ZFKfv3fA71u+fLl/lLqz7XzyMTI7k+c8hycq4Hd/9uzBfLWi4KiCU/1anC9KbSqjblcqyOb+rsu1zLW1MYmBtzChQv57rvviImJYcOGDSxcuBCAvXv38thjjwFw9OhR0tLSSE5OZsqUKSxcuJCRI0cCsGTJEt5++22io6Opra3l0UcftcWvYRKjS9fWGPPf7v/fXRapnjNJTS6MuE1UopZlA1DvPxq7WhEmSgwV4W5VGtV6ihxKfrzR7CRtrWhjxMXRnpRwb9Xz4HYX1VHuk4ZO3wbFuyy/QMf55+1l+xCt6WLk4g//pRn56HQw2NulVx/+iqLwj62FjAzxZGykb/cnh4+B6Jtg25+gtfHqT26ce/rJ3WDnIHLpLIRWtekJ1+LIpmtBl2sVa2qjWg5cd/j5+bFx48YrjqelpfHBBx8AMH78eA4dOmTy8VFRUezevVvVPfYWYy6BLUnPLuXD7wtxsrfjvjFDmJEQxLOfizmLFn3z8o+D4p0wOBVKRR7BC4lnOLFNrBEb5NFZ4bXAnEHRPaE0S4wKCkow+yFa0OZyxkT68v7mAppaO/Bwtvzl2NqhJ7v4NGnXTYRsezHqKupGyy5SliVmQ/bSgNOiLkbmpoR2XjOvrzvK/245QWHNWSL9ezZhZGt+DXlVTfzxB8ld5vxewo3PwQdT4b1Rop+Yf5woarj8RsXYUmfck7BuAYx+GDJeE4acBZLotazNQEbqol2sqY2cxHANsjQjnyXzkogO9KCw9qw6A9PhQlNLd3+oOgLH1zMhZxGrPe/FwU7H+MWb1AtZlGVBcAI49O+RMmMifdEbFLJOmm5m3VcOlpyhrcNAcnS4qEo09mqzFIdWwn8fEP/f9Id+01C5Nzw2MQpHezvez+z5dfSPrYX4ezhza3KIeQ+oLwQHV2g7Bwvyu57OsOUtmPI87P47uHjDTYvkwHSJZIAgDTgLM3bsWFtvgfyqJq4b6ktMkAe5FSIEY/E8NLhQPn9yG6DA2gUw7UXWKBOYMjxQvZCFwSBCtoNH9ehhWtDmclLPj7barVIY1fi81w31FVMZyrKg1UKvA6P3Z1CIyH+b/cdejYDSoi6mCBjkzL1jhvBFVikl9efMekx6dik3vplBRm41iqLwzeErK/NNsuUtmPkatJ+Fb5+DkGTThllNLqx7VuTM3fuJaN5roYHp0H+0GWhIXbSLNbWRBpyFKSkpsfUWiA70YE9RHQmDvahoaKG6sVWdPDQQRtxjm8T/xzxOU+ztFNac7cx/U4W6AlHAMLhnfa60oM3leDg7kBDqpZoBt6eojphAD3zdnURvMEOH6NdmCba8JTxDNcfFc/dyBJQWdemKxydFodPBsi0nrnquce5pdKAHjnZi7qnZjYBrcmHUj2DCr+Dgf+G9VNEwu/qYyHd72QfeHiHy3Zxc4bGNEDFePNZCA9Ohf2kzkJC6aBdraiMNOAujhabCxuo5Y6rNin3F6g5MHxQEnmFQlsWRsgYUBRJCPdVZC6Bsv/jaw0alWtDGFGMjfckuPk1Lu95iz5meXcr0tzeTmVtNVWOrMBoaysQP/zNPGAF9DXfW5EJDBXS0QMKd4lgvvD9a1cUUg71dGT3Eh//bcbJztmZXBtnSjHx+O3M42/JruX1UKDMTQno+NH36y/B4JvjHwNrfAIow7G5YIPS0c4SOVmgotfjAdOhf2gwkpC7axZraSAPuGsRYPffJ7lMAfPh9ofql86GpULqPw6VnAEgYrKIHrjQLHN0s5mWwNWOG+tKmN3Cg+LRFns/o+Xl4wlAAHhg7hP1rP+Dsd6+JqRUhyV3nVPUE/ziRe+UXA2HXiWMW9P5okfTsUk7WifDpIxMiux2vlV/VxOvrxESSxydFAT1IZbh4aHpQPNz4W9DZg9MgWP8cbHkDku+D+z4De2c5MF0iGYDYpAr1WiYuThsfXsbquSlvZRIT6KF+6XxoKhxdzYlTpwgY5Eygp4t6a5VlQXAS2Pfs5asVbS7nuqG+6HQiX21sVM/7qF3O0ox8ltyV1Jn/eP/1EXgf/YqXOn7KmyPOilFNftEi3Ln2md5/2Kf+SORnpc4/H5rdIYyOaS/26Gm0qosplmbk88cfJvPp7mI+2nESbzdHXrk9gVe/PnrJNXag+DQ6dNSfa+PjH48l5nxPxB4NTQehT02uMIoVA/z6COz9UNzAjHlc/N2bKuA3R9X4dfuVNgMJqYt2saY20oCzMPb29rbewiUkhHqxT+VGsQCEjgZAKckiYfAE9dbRd0D5QUh7uMcP1Zo2RrzcHAnxdOH9zQW8s+E40YEePDElutdGt7GI5f3MAiL83Bjs7YrSUEB6yxDeTEqEzNch6yO44Td9S3Y/Vwfo4OR24f3xj+uV90erupjC+LeNCxpEu97AW+uPE+nnRmHtOWa8s5n8qiZCvFypbmzBy80BZwd7mtv1tOsN7Cmq61lLncR5l/4tl14P5dkw8ekLx1T2ePYnbQYSUhftYk1tZAjVwhhnxmmFxFBPys60UNvUqu5CISko6PBrOKxuAUP1Meho7nEBA2hPGyPp2aU0tHSgNygcfvnmbsNy5hAd6MF3ORVsy6/htqTBADR7DmOu7ynwjRJNYvf9C4q+7/2Hv0EvpmBE3wRP7oWX6s1uqHw5WtXFFMYCIT8PZ95/YDTLHxlD3bl2AHzcnHhu1gjKzzSjAE9Pj2XhLcMtNwXg4rCqCvlupuhP2gwkpC7axZraSA/cNU7CeWPqUOkZbowLVG8hF09avIeRVFuAXk0Drkw0DO5pAYOWWZqRz6MTI/nTxjxyKxo7+/YtWp3Tqw/7J6ZE89yXhzEocGtSMNsLaljffBuLHP4Ghckw+iHRu+2Lx2Hm4t5tunCzSJyf8UrvHt9PMRYILbkrieuG+uJor+Nsawdjh/qQXXyaXYV1TIj245EJkSz55phl2+iYCqvKfDeJZMAiDTgLExwcbOstXILRgMspa1DXgAPK3EaQXL+FtsEqVqCWZoGzF/hcZZ6kCbSmjZH8qibuHRPOe5vy2HSsilFDfPrUt29uSihvfptLc7ueWe9tFSHZWY/hbh9/4cPfzhHc/Hr/4b//P6JxbNys3j3+IrSqiymMxtii1TnkVzURHeiBXlH494+vp+JMC5uPV/PDtHB0OvjxRyqM1Lk8rKoy/UmbgYTURbtYUxtpwFmYyMieGxZq4uniyFA/Nw6VnFF9rUNKNLfrvkLR1QBD1FmkLAsGp4Bdz6P/WtPGSHSgBydqzjI5NoAVe0t4alpMn/r25Vc1UlLfzO9uHcmjlwxOv+jD//u3YePLUJ0LAT0MozafhmNrYNQD4Nj3YhWt6tIVF4/XApjxzmb2FNUxfpg/D1wfAcD2ghp1+i5amf6mzUBB6qJdrKmNzIGzMDt27LD1Fq4gPtSLQ6XqG3Cbz4YBoDP2abM07S1QmdPr8KkWtYELYblR4T5UNLTw980Fferbt2p/GXY6uK27sU2jfgT2TrD3Hz1fIOcL0fst5f5e7e9ytKqLuRj1215QQ7ve0Dn/V7W+i1akv2tzrSJ10S7W1EZ64AYAiaFefH2wnPqzbfi4O6myRmuHnvW1AeidHLAv3Qcj51p+kcoc0TahFwUMWsbozfnLJtHg9a+bC3jtjsRe5U4ZDAqrskuZGBNA4KBuvGMeATDydsj+WORROfVgOHv2xxA4ssejzK5VTIVVVe+7KJFIBjzSgLMwrq6utt7CFSReVMgwKTZAlTWOVzRxVu9Ao9dwvEuzVFmjrwUMWtTGiDEst+SbYyzbcoLre9kPbt+pekrqm/nNjNirn3zdY3DoMzi0QhQ2XI1DKyHjVag7Ae6BcPhzi+RjaVkXc7k8rHqtcC1ocy0iddEu1tRGhlAtjBaHDBunIqgZRj1cJp7bPny0GDRvMFh+kdIscA8Az959UGpRm8u5Oy0cvUFhxd7iXj3+y/2luDraM2OkGYm04WMgKBH2fACK0v25xsH1ISmAXa8H15uiP+gyUJHaaBOpi3aRw+z7Mbt27bL1Fq7Ay82RIb5u5JSpaMCVnmGQiwMeUWOgrRFq8yy/SFmWCJ8ah7z2EC1qczlD/d0ZF+XHf/cWYzBcxai6jNYOPV8fLOfm+CDcnc1wrut0oiCk4hD83rf7+ahb3hJG28ntEHszjJzTq8H1pugPugxUpDbaROqiXaypjTTgLExzc7Ott2CSRJULGQ6XniF+sCe60DRxwJJh1EMr4S9jRBPf0n299vpoVZvLuWdMOMV1zWwrqOnR4zJzqznT3M7to8z0UB5aKfq5ObpB/J3dz0etyYWd70NTJYz9iTjWi8H1pugvugxEpDbaROqiXaypjTTgBggJoV4U1zVz+lybxZ+7XW/gaEWjyLXzjwEnD2FoWQJj6M6YozXuCYuF7rTKzfHBeLs58ununoVRV+0vxd/DiYnR/uY9YMtbMHcppD4IR1eLAhFTXjV9Bzi6Q8FGuO1dGDZFHL/GB9dLJBKJlpEGnIUZN26crbdgEmMhw+HSBos/d35VE20dBtE02M5eVCeWWcgDt+UtYVToz48CG/WjXofutKrN5bg42nPnqDDWH6kwawRaenYp0/6YybrDFXToFb4+VG7eQjW5wos2/peiMfL/3QFHvhLHD60UIdWXfeCNSBEWd/UVo7gsPMapv+gyEJHaaBOpi3axpjbSgLMwhYWFtt6CSRJCxXQENcKoh88/Z/z5Ygkc3UQI9WWf7vOqzMFoZOR+A8FJov1FL0N3WtXGFPeOCaddr3Dzu1uI+u3XzHhns8nZqOnZpby1Ppepw8WUjd/MiDV/jqp/nPCieYXCTzbDmJ/AnmWAHax/AWYugZT7oLVBTF1InCcmObwSKL5aaIxTf9JloCG10SZSF+1iTW2kAWdhKioqbL0Fk3i7ORHm49ppbFmK9OxSXv36KAA/+/c+9q5Zdt77psAj33afV2UO/nGQuw6Kd8Hw2eJYL0N3WtXGFEfKG3BysMPR3o5jf5jZ5YD7pRn5PD9rBN/mVBIV4M4D10ew5K4klmbkX32Ri4ej2znAiFvBIxAwwNlq2PY27P83THoG7v4/KPxeDKzvw+B6U/QnXQYaUhttInXRLtbURhpwAwhLFzIYvT+Bns6kDvHm5bnx+O57jz0jnhEnlB+AyEl9q1actADW/ApQIHqGRUN3WmZpRj4Pjx9K+ZkWsk6d7hxwf7lhll/VxJ835VHV2MKb85LQ6XTmz1FNnCe8aBd71W5+XfwsZgacyIRxv4Apz1msYEEikUgklkEacBZm5MiRtt5ClySEenGq7hxnzrVb5PmWZuTz+h1JFNc1kxTmzfhh/kRSyou5UaJX24lMcWJfPvwT54FXuBi+/uG0PoXutKzN5eRXNfHElGh83Z34+X+yyMitusIwa+3Q4+xgz9HyRv56fyqjI3wBejZHNXHelV41/zgY+1N4MgtmvCLajahYsNCfdBloSG20idRFu1hTGzmJwcLo9Xpbb6FLjIUMOWVnGG9upWI35Fc14eygo7ldz6gh3uKgfyw+pVlwwxwxZ7OlAcqze//h33ZWtA9Je0SEY/uAlrW5nOhADw6XneGzn4zjFx9n8fA/93BrUgiBg5yZ8c5m8quacHNyoLldj6+7Ey6O9rTrDewpquPZzw+yYEYfjK1JC2D1k8Jz6j1EGG/pvxCGswr0J10GGlIbbSJ10S7W1MYmHri6ujqmT59OTEwM06dPp76+/opzMjIySElJ6fzn4uLCqlWrAHjooYeIjIzs/Fl2drZ1f4FuyM3VbpippP4cAPd/sKvLpPieEB3owce7T2Gng8nnR3Tlxf2EPzp/cL5asRW2vtO3kGdBhhicPnxWn/YK2tbmcowD0qsaW1jx03HcNCKQNQfLqW5q44kbo7k7LZym1g68XR25NSmERatziHthHYtW5/R9Dqep0KqFChZM0Z90GWhIbbSJ1EW7WFMbm3jgFi9ezLRp01i4cCGLFy9m8eLFLFmy5JJzpkyZ0mmY1dXVER0dzYwZMzp//uabbzJvnjofKNci6dmlvL+5AH93J8ZE+fLA9RE8+/lBgF5/2D8xJZoFKw4QHeiBu7MD2wtqeDZrKO+MXkDI3n+Ik3Yvg9v+1PsP/9y14OIFERN69/h+iqkB6d5ujrS26/mflQdp0xv46eRhTIr1Z9HqHNY/PdmyG0icp5rBJpFIJJK+YxMDLj09nczMTADmz5/PjTfeeIUBdzErV67klltuwc3NzUo77D2hodocaL00I58ldyXx0faT5JQ1dCbFL1qd02sD7vooP9r1CnVn24h7YR3RgR4smBFHWspU4HHRimLn3yB6Wu82bdDD8W9EQr29Y++e4yK0qk1XXD4gPeq3X7Px15N5If0wMYGDeHZmHB0GxbyCBQ3T33QZSEhttInURbtYUxubGHCVlZWEhIQAEBwcTGVlZbfnf/rpp/z617++5Njzzz/P73//e6ZNm8bixYtxdnY2+dhly5axbNkyAMrLyzsNx6ioKAYNGsSBAwcA8PPzIz4+ni1btgDg4ODAxIkTycrKoqFBNL9NS0ujsrKS4mLRIT8mJgZnZ2cOHz4MQGBgIOHh4Z1rODs7M27cOPbu3UtTk/iQHTt2LCUlJZSWivBlXFwc9vb2HDlypPPvERkZyY4dOwBwdXVl7Nix7Nq1q3NEx7hx4ygsLOwsVx45ciR6vb7TdRsaGkpYWFjnTDYPDw/yq5rQVxzHV3+Wk7Vt5FWcwaO5krzKJjIzM0lISKC1tZW8PDHDNDw8nKCgIPbu3QuAp6cnqampbN26lY6ODvH3dI0E4Klke8IHuZOcnERjY2Pn7x/rO47Bhj9zbNUfqQi5CR8fH5KTk9m8eTOKoqDT6Zg8eTIHDhzoDKOnpqZSV1dHUVERXqdzGHWulqawyew9/5x90cn4dw8MDCQ2NpatW7dqTqe0tDR27NhBa6to4Dtx4kSOHz9OVVUVIe46cosreeOWcPLy8ti8eTM19r5E+bt1/s1N6TRp0iRycnKora0FIDk5mcbGRk6cOAHA0KFD8fX1JStLNF/uqU59vZ6Mf2dT11N/1Ano1fWkRZ0URSEkJOSq73tSJ+vqZGdnR0xMTI8/n6RO6usUFRXV+X7cWzviYp26RVGJadOmKfHx8Vf8W7VqleLl5XXJud7e3l0+T1lZmeLv76+0tbVdcsxgMCgtLS3Kgw8+qLz88stm7Wn06NG9+l16QkZGhupr9Ibpb2cq2/KrlZL6c0rEs2uUpRl5yrb8amX625m9fs4fL9+jXP/aBsVgMJg+wWBQlHeTFOWj23u3wDfPKcrLforSfKbXe7wYrWpjLqv2lygTl2xUtuVXK20demVbfrUycclGZdX+EltvrU/0d12uZaQ22kTqol0srU13dotqHrgNGzZ0+bOgoCDKy8sJCQmhvLycwMDALs/97LPPuOOOO3B0vBBCM3rvnJ2defjhh3nrrV72GBtAGJPil9yVRFKoJ5/vLeGT3ad6Xa3Y2qFna34Nd4wKRafTmT5Jp4P4O2Dbe3C2Btx7UPmqKCL/LXISuHj2ao/XGqby4vpcsCCRSCSSfolNQqhz5sxh+fLlLFy4kOXLlzN37twuz/3kk094/fXXLzlmNP4URWHVqlUkJCSovWWz8fAws/+Wlbn4wz+vsgkFWDRnZK8//HcX1nGuTd85wqlL4u8UlahHV4tWIOZSnQt1J8TweguhVW16wuV5cdcC14Iu1ypSG20iddEu1tTGJm1EFi5cyHfffUdMTAwbNmxg4cKFAOzdu5fHHnus87yioiKKi4uZPPnSCrv777+fxMREEhMTqamp4YUXXrDq/rsjLS3N1lvokrkpoax/ejKbFtwIgN7Q++fadKwKZwc7xg+7ilctOBH8ouHwFz1bIPdr8TWu7+1DjGhZm4GM1EW7SG20idRFu1hTG5sYcH5+fmzcuJG8vDw2bNiAr6/oIJ+WlsYHH3zQed7QoUMpLS3Fzu7SbW7atIlDhw5x+PBh/v3vf2vqbsSY3KllIv3dGR48iG8P925mm6IobDpWxbhhfrg62Xd/sk4nvHAnt0Fj98UqgJiZuvR6MT/VwQVObu/VHk3RH7QZiEhdtIvURptIXbSLNbWRo7QsjLGKRuvMTAhmz8k6qhpbevzYEzVnOVl77urhUyMJd4JigCPp3Z93aKUw3G5ceP5x88T3h1b2eI+m6C/aDDSkLtpFaqNNpC7axZraSANugDIzIRhFgfU5ZnjFLiPjmCjtnhJnpgEXOAIGDYYNL8LLPsLDZsoo2/KWGN/UXCe+H/dz8f0WWaQikUgkEsnFyFmoFmbixIm23oJZxAUNItLfnW9zKnjg+ogePXbTsSpigzwI9zWzsfKhldB+Dtqb4amDcPqkGK8Fl3b7r8kFryGw4mEISoDAkWDoEMctQH/RZqAhddEuUhttInXRLtbURnrgLMzx48dtvQWz0Ol03BwfzI6CWk6fazP7cY0t7ewurGOKueFTEB60mYvF/49+JVqDmPKs+cfCxz8Qs0/n/VPkz53aAf59GMx+Ef1Fm4GG1EW7SG20idRFu1hTG2nAWRhj5+j+wC0JwXQYFL47Yn4YdWteDR0Ghanmhk9BeNAS50HYdbDpDyIXbsi4Kz1rHkFQcxzGPwm+kVC4RXjqJi0wf61u6E/aDCSkLtpFaqNNpC7axZraSANuAJMU5sVgLxe+zTGvGjU9u5RnPz8IwAurDpOeXWreQv5xwpN2zyeirchn82Htgks9a/v/DYWbIXYm5KyCVwJh7TMw7UU5VF0ikUgkksuQOXAWRktNha+GTqfj5oRg/rPrFE2tHXg4d/1ySM8u5a1vhcdsVmIwD1wf0WnMXbWx7KQFwpM29y/wwBfw6b2w718QMByWjhVeN0WBgBFw93/AXp2XZX/SZiAhddEuUhttInXRLtbURnrgLEx/K+8e5OJIW4eBxEXfMuOdzV161ZZm5HNnahgNLR1MHxnE+GH+LLkriaUZ+VdfJHGe8KStfQaWRIixWiEpUH1M9HobNBjc/KCtCY6ssujvdzH9TZuBgtRFu0httInURbvINiL9mLy8PFtvwWzSs0v5MqsETxdHZsYHs2hOPG+tzzVpxOVXNfHh1hMkh3kxO3EwANcN9SW/qsm8xRLnwRM74aV6eGIXdLTC+F9C5WE4Ww33r4Db/6pqy5D+pM1AQuqiXaQ22kTqol2sqY004AYwSzPyWTIviVuTQ8jMrcbX3cmkV62tw4CTvR0Gg8Jf7kvFyUG8bPYU1REd2MspGDW5wiv3yHp4cBWEppoubJBIJBKJRHIF0oCzMOHh4bbegtnkVzVx3VBfHr8hCk9XB37wtx0oinKFV+31dUdp6TDg5uxAcf052vUGthfU8OznB3liSnTvFjcWNoSNhojx4pgFW4aYoj9pM5CQumgXqY02kbpoF2tqI4sYLExQUJCtt2A20YEe7CmqY/wwfz7/2Xge/Mdu5v9jD54ujsx4ZzP5VU0Ee7pQdqaFhycMJSXcm0Wrc8ivaiI60IMFM+KuXsDQFRcXNgwZJ4y39F8Ir5xK9CdtBhJSF+0itdEmUhftYk1tpAfOwuzdu9fWWzCbJ6ZE8+znB9leUEOQpwsLZw5HUeB0czsTo/3Z+OvJnD7XhpO9jsTBXsxNCWX905M58fps1j89uffGG1xa2GClliH9SZuBhNRFu0httInURbtYUxvpgRvAGA2wi71q/oOcGOzlyj+2FbHmYDn2dna8dmcCf83M587RYZbdQOI82eNNIpFIJJJeIA04C+Pp6WnrLfSIuSmhl3jSon77NRkLbuTF9BxW7ivh/ftTuWlkEL/+LNt2m7QQ/U2bgYLURbtIbbSJ1EW7WFMbacBZmNTUVFtvoU9EB3qQXXyaN+cl8ezM4QQMcmZ7QU3vq001RH/X5lpF6qJdpDbaROqiXaypjcyBszBbt2619Rb6hDEvbseJWrzdHPtebaoh+rs21ypSF+0itdEmUhftYk1tpAfOwnR0dNh6C33CVF5cn6pNNUR/1+ZaReqiXaQ22kTqol2sqY004CRXcHlenEQikUgkEm2hUxRFsfUmrEVaWprqJb4GgwE7OxmZ1iJSG20iddEuUhttInXRLpbWpju7Rb4CLExOTo6ttyDpAqmNNpG6aBepjTaRumgXa2ojDTgLU1tba+stSLpAaqNNpC7aRWqjTaQu2sWa2kgDTiKRSCQSiaSfYRMDbsWKFcTHx2NnZ9dtTto333xDXFwc0dHRLF68uPN4YWEhY8eOJTo6mrvvvpu2tjZrbNsskpOTbb0FSRdIbbSJ1EW7SG20idRFu1hTG5sYcAkJCXzxxRdMmjSpy3P0ej1PPPEE69at48iRI3zyySccOXIEgGeffZann36a/Px8fHx8+PDDD6219avS2Nho6y1IukBqo02kLtpFaqNNpC7axZra2MSAGzFiBHFxcd2es3v3bqKjo4mKisLJyYl77rmH9PR0FEVh06ZNzJsnZmjOnz+fVatWWWHX5nHixAlbb0HSBVIbbSJ10S5SG20iddEu1tRGszlwpaWlhIeHd34fFhZGaWkptbW1eHt74+DgcMlxiUQikUgkkoGCao18b7rpJioqKq44/uqrrzJ37ly1lr2CZcuWsWzZMgCOHTtGWlqaqutVV1cTEBCg6hqS3iG10SZSF+0itdEmUhftYmltioqKuvyZagbchg0b+vT40NBQiouLO78vKSkhNDQUPz8/Tp8+TUdHBw4ODp3Hu+Lxxx/n8ccf79NeeoI1mgVLeofURptIXbSL1EabSF20izW10WwI9brrriMvL4/CwkLa2tr49NNPmTNnDjqdjilTprBy5UoAli9fblWPnkQikUgkEomtsYkB9+WXXxIWFsaOHTuYPXs2N998MwBlZWXMmjULAAcHB/7yl79w8803M2LECH74wx8SHx8PwJIlS3j77beJjo6mtraWRx991Ba/hkQikUgkEolNsMkw+zvuuIM77rjjiuODBw9m7dq1nd/PmjWr06C7mKioKHbv3q3qHnuLNcO1kp4htdEmUhftIrXRJlIX7WJNbQbUMHuJRCKRSCSSawHN5sBJJBKJRCKRSEwjDTgL0tXoL4l1KS4uZsqUKYwcOZL4+Hj+9Kc/AVBXV8f06dOJiYlh+vTp1NfX23inAxO9Xs+oUaO49dZbAW2PxhtInD59mnnz5jF8+HBGjBjBjh075DWjAd555x3i4+NJSEjg3nvvpaWlRV4zNuKRRx4hMDCQhISEzmNdXSOKovDLX/6S6OhokpKSyMrKsvh+pAFnIbob/SWxLg4ODvzxj3/kyJEj7Ny5k6VLl3LkyBEWL17MtGnTyMvLY9q0adLIthF/+tOfGDFiROf3Wh6NN5B46qmnmDlzJseOHePAgQOMGDFCXjM2prS0lPfee4+9e/dy+PBh9Ho9n376qbxmbMRDDz3EN998c8mxrq6RdevWkZeXR15eHsuWLeNnP/uZ5TekSCzC9u3blRkzZnR+/9prrymvvfaaDXckMTJnzhxl/fr1SmxsrFJWVqYoiqKUlZUpsbGxNt7ZwKO4uFiZOnWqsnHjRmX27NmKwWBQ/Pz8lPb2dkVRrryOJNbh9OnTytChQxWDwXDJcXnN2JaSkhIlLCxMqa2tVdrb25XZs2cr33zzjbxmbEhhYaESHx/f+X1X18jjjz+ufPzxxybPsxTSA2chuhr9JbEtRUVF7N+/n7Fjx1JZWUlISAgAwcHBVFZW2nh3A49f/epXvPHGG9jZibceORpPGxQWFhIQEMDDDz/MqFGjeOyxxzh79qy8ZmxMaGgoCxYsYMiQIYSEhODl5cXo0aPlNaMhurpGrGETSANOcs3S1NTEXXfdxbvvvounp+clP9PpdOh0OhvtbGCyZs0aAgMDGT16tK23IrmMjo4OsrKy+NnPfsb+/ftxd3e/IlwqrxnrU19fT3p6OoWFhZSVlXH27NkrQngS7WDta0QacBaiq9FfEtvQ3t7OXXfdxf3338+dd94JQFBQEOXl5QCUl5cTGBhoyy0OOLZt28bq1asZOnQo99xzD5s2beKpp57qHI0H8rqxFWFhYYSFhTF27FgA5s2bR1ZWlrxmbMyGDRuIjIwkICAAR0dH7rzzTrZt2yavGQ3R1TViDZtAGnAWoqvRXxLroygKjz76KCNGjODXv/515/E5c+awfPlyQI5gswWvv/46JSUlFBUV8emnnzJ16lT+85//yNF4GiA4OJjw8HByc3MB2LhxIyNHjpTXjI0ZMmQIO3fu5Ny5cyiK0qmLvGa0Q1fXyJw5c/joo49QFIWdO3fi5eXVGWq1GBbNqBvgfP3110pMTIwSFRWlvPLKK7bezoDl+++/VwAlMTFRSU5OVpKTk5Wvv/5aqampUaZOnapER0cr06ZNU2pra2291QFLRkaGMnv2bEVRFKWgoEC57rrrlGHDhinz5s1TWlpabLy7gcn+/fuV0aNHK4mJicrcuXOVuro6ec1ogBdffFGJi4tT4uPjlQceeEBpaWmR14yNuOeee5Tg4GDFwcFBCQ0NVT744IMurxGDwaD8/Oc/V6KiopSEhARlz549Ft+PnMQgkUgkEolE0s+QIVSJRCKRSCSSfoY04CQSiUQikUj6GdKAk0gkEolEIulnSANOIpFIJBKJpJ8hDTiJRCKRSCSSfoY04CQSyYCitraWlJQUUlJSCA4OJjQ0lJSUFDw8PPj5z3+uyprvvvsuH330UZc/X7NmDS+++KIqa0skkmsT2UZEIpEMWBYtWoSHhwcLFixQbY2Ojg5SU1PJysrqnF95OYqikJqayrZt23Bzc1NtLxKJ5NpBeuAkEokEyMzM5NZbbwWEYTd//nxuuOEGIiIi+OKLL3jmmWdITExk5syZtLe3A7Bv3z4mT57M6NGjufnmmztH6lzMpk2bSE1N7TTe3nvvPUaOHElSUhL33HMPIGYo3njjjaxZs8ZKv61EIunvSANOIpFITFBQUMCmTZtYvXo1DzzwAFOmTOHQoUO4urry9ddf097ezpNPPsnKlSvZt28fjzzyCM8///wVz7Nt2zZGjx7d+f3ixYvZv38/Bw8e5G9/+1vn8bS0NL7//nur/G4SiaT/Y9qfL5FIJAOcW265BUdHRxITE9Hr9cycOROAxMREioqKyM3N5fDhw0yfPh0AvV5vctZheXk5I0aM6Pw+KSmJ+++/n9tvv53bb7+983hgYCBlZWXq/lISieSaQRpwEolEYgJnZ2cA7OzscHR0RKfTdX7f0dGBoijEx8ezY8eObp/H1dWVlpaWzu+//vprtmzZwldffcWrr77KoUOHcHBwoKWlBVdXV/V+IYlEck0hQ6gSiUTSC+Li4qiuru404Nrb28nJybnivBEjRpCfnw+AwWCguLiYKVOmsGTJEs6cOUNTUxMAx48fJyEhwXq/gEQi6ddIA04ikUh6gZOTEytXruTZZ58lOTmZlJQUtm/ffsV5t9xyC1u2bAFEmPWBBx4gMTGRUaNG8ctf/hJvb28AMjIymD17tjV/BYlE0o+RbUQkEolEZe644w7eeOMNYmJiTP68srKS++67j40bN1p5ZxKJpL8iDTiJRCJRmdzcXCorK5k0aZLJn+/ZswdHR0dSUlKsuzGJRNJvkQacRCKRSCQSST9D5sBJJBKJRCKR9DOkASeRSCQSiUTSz5AGnEQikUgkEkk/QxpwEolEIpFIJP0MacBJJBKJRCKR9DOkASeRSCQSiUTSz/h/CJfbShjHswsAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[10, 5])\n", + "plt.plot(tx, x.real, marker=\"o\", fillstyle=\"none\", label=\"Real\")\n", + "plt.plot(tx, x.imag, marker=\"o\", fillstyle=\"none\", label=\"Imag\")\n", + "plt.xlabel(\"Time (s)\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.title(\"Original signal, $x(t)$\")\n", + "plt.legend()\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resample the input signal with rate $r$, $y[n] = x(n \\frac{T_s}{r})$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the {obj}`sdr` library, the Farrow arbitrary resampler is implemented in {obj}`sdr.FarrowResampler`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def resample_signal(rate):\n", + " farrow = sdr.FarrowResampler()\n", + " new_sample_rate = rate * sample_rate\n", + " y = farrow.resample(x, rate)\n", + " # y = y[4:] # Remove filter delay\n", + " ty = np.arange(0, y.size) / new_sample_rate # Time axis for output signal\n", + "\n", + " plt.figure(figsize=[10, 5])\n", + " # Delay the original signal by 2 samples to align it with the resampled signal\n", + " plt.plot(tx + 2 / sample_rate, x.real, color=colors[0], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (real)\")\n", + " plt.plot(tx + 2 / sample_rate, x.imag, color=colors[1], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (imag)\")\n", + " plt.plot(ty, y.real, color=colors[0], linestyle=\"-\", marker=\".\", label=\"Output (real)\")\n", + " plt.plot(ty, y.imag, color=colors[1], linestyle=\"-\", marker=\".\", label=\"Output (imag)\")\n", + " plt.xlabel(\"Time (s)\")\n", + " plt.ylabel(\"Amplitude\")\n", + " plt.title(f\"Original $x(t)$ and resampled signal $y(t)$, rate = {rate}\")\n", + " plt.legend()\n", + " plt.grid(which=\"both\", linestyle=\"--\")\n", + " plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Upsample the signal by an integer rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When upsampling by 2, notice there are two output samples for every input sample." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When upsampling by 4, notice there are four output samples for every input sample." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Downsample the signal by an integer rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When downsampling by 2, notice every other sample of the input appears at the output." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(1 / 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When downsampling by 4, notice every fourth sample of the input appears at the output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(1 / 4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Upsample by an irrational rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When upsampling by $\\pi$, notice there are roughly three output samples for every input sample.\n", + "However, these samples often do not align with the original input samples." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(np.pi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Downsample by an irrational rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When downsampling by $\\pi$, notice there are roughly three input samples for every output sample.\n", + "However, these samples often do not align with the original input samples." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "resample_signal(1 / np.pi)" + ] + } + ], + "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": "3.7.9" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/index.rst b/docs/index.rst index 836030a48..ba8509238 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -4,6 +4,12 @@ sdr The :obj:`sdr` library is a Python 3 package for software-defined radio (SDR) applications. +.. toctree:: + :caption: Examples + :hidden: + + examples/farrow-resampler.ipynb + .. toctree:: :caption: API Reference :hidden: diff --git a/docs/requirements.txt b/docs/requirements.txt index f72d2ba5c..96bc3b424 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -4,3 +4,4 @@ myst-parser sphinx-design sphinx-last-updated-by-git ipykernel +myst-nb From e0d17113ca4606d6f7fc09a71e5be25fc7d1e249 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 18:59:48 -0400 Subject: [PATCH 07/95] Ignore `jupyter_execute/` in docs folder --- docs/.gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/.gitignore b/docs/.gitignore index c291b47d5..ae0c34d04 100644 --- a/docs/.gitignore +++ b/docs/.gitignore @@ -1,2 +1,3 @@ api/ build/ +jupyter_execute/ From 3667858e1dffc9bb9af1814879371b0dd3b5af43 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:11:54 -0400 Subject: [PATCH 08/95] Add examples to Farrow resampler properties --- src/sdr/_farrow.py | 20 +++++++++++++++++--- 1 file changed, 17 insertions(+), 3 deletions(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 79d5ca307..2f5bb1757 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -4,7 +4,6 @@ from __future__ import annotations import numpy as np -import numpy.typing as npt import scipy.signal @@ -37,7 +36,7 @@ def __init__(self, streaming: bool = False): self.reset() - def reset(self, state: npt.ArrayLike | None = None): + def reset(self, state: np.ndarray | None = None): """ Resets the filter state and fractional sample index. Only useful for streaming mode. """ @@ -51,7 +50,7 @@ def reset(self, state: npt.ArrayLike | None = None): self._mu_next = 0.0 - def resample(self, x: npt.ArrayLike, rate: float, mode="full") -> np.ndarray: + def resample(self, x: np.ndarray, rate: float, mode="full") -> np.ndarray: """ Resamples the input signal by the given arbitrary rate. @@ -106,6 +105,11 @@ def streaming(self) -> bool: Returns whether the filter is in streaming mode. In streaming mode, the filter state is preserved between calls to :obj:`resample()`. + + .. ipython:: python + + farrow = sdr.FarrowResampler() + farrow.streaming """ return self._streaming @@ -113,6 +117,11 @@ def streaming(self) -> bool: def order(self) -> int: """ Returns the order of the filter. + + .. ipython:: python + + farrow = sdr.FarrowResampler() + farrow.order """ return self._taps.shape[1] - 1 @@ -120,5 +129,10 @@ def order(self) -> int: def taps(self) -> np.ndarray: """ Returns the Farrow filter taps. + + .. ipython:: python + + farrow = sdr.FarrowResampler() + farrow.taps """ return self._taps From 7ad54b14df0d306508004d5ef85418726538cfea Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:12:14 -0400 Subject: [PATCH 09/95] Add Farrow resampler to API reference --- docs/api.rst | 5 +++++ src/sdr/_farrow.py | 3 +++ 2 files changed, 8 insertions(+) diff --git a/docs/api.rst b/docs/api.rst index e6564ae6f..4879682c2 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -2,3 +2,8 @@ sdr === + +Resampling +---------- + +.. python-apigen-group:: resampling diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 2f5bb1757..253df8a41 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -13,6 +13,9 @@ class FarrowResampler: References: - https://wirelesspi.com/fractional-delay-filters-using-the-farrow-structure/ + + Group: + resampling """ def __init__(self, streaming: bool = False): From 020b0677c8159cfbe833b340997eeaaa8ff27487 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:15:17 -0400 Subject: [PATCH 10/95] Update Farrow resampler example --- docs/examples/farrow-resampler.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/examples/farrow-resampler.ipynb b/docs/examples/farrow-resampler.ipynb index 0ff128515..2497d6d11 100644 --- a/docs/examples/farrow-resampler.ipynb +++ b/docs/examples/farrow-resampler.ipynb @@ -16,12 +16,12 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n", "\n", "import sdr\n", "\n", "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", - "# %matplotlib widget\n" + "# %matplotlib widget\n", + "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]" ] }, { From 10daeb4ea1764ba92ea233abfdb09584bb5e80bb Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:38:55 -0400 Subject: [PATCH 11/95] Add unit test for Farrow resampler --- tests/test_farrow_resampler.py | 46 ++++++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) create mode 100644 tests/test_farrow_resampler.py diff --git a/tests/test_farrow_resampler.py b/tests/test_farrow_resampler.py new file mode 100644 index 000000000..988f2da57 --- /dev/null +++ b/tests/test_farrow_resampler.py @@ -0,0 +1,46 @@ +import matplotlib.pyplot as plt +import numpy as np +import pytest +import scipy.signal + +import sdr + + +def generate_signal(): + N = 100 # samples + omega = 2 * np.pi / 20 # radians + x = np.exp(1j * omega * np.arange(0, N)) # Complex exponential input signal + x *= np.exp(-np.arange(N) / 100) # Exponential decay + tx = np.arange(0, N) # Time axis for the input signal + return tx, x + + +@pytest.mark.parametrize("rate", [1 / 2, 1 / 3, 1 / np.pi, 2, 3, np.pi]) +def test_match_scipy(rate): + _, x = generate_signal() + rate = 2 + + farrow = sdr.FarrowResampler() + y = farrow.resample(x, rate) + y_scipy = scipy.signal.resample(x, rate * x.size) + + # Remove filter delay and trim end to match signal lengths + y = y[4 : 4 + y_scipy.size] + + # Ignore edge effects + y = y[10:-10] + y_scipy = y_scipy[10:-10] + + if False: + plt.figure() + plt.subplot(2, 1, 1) + plt.plot(y.real, label="y.real") + plt.plot(y_scipy.real, label="y_scipy.real") + plt.legend() + plt.subplot(2, 1, 2) + plt.plot(y.imag, label="y.imag") + plt.plot(y_scipy.imag, label="y_scipy.imag") + plt.legend() + plt.show() + + np.testing.assert_array_almost_equal(y, y_scipy, decimal=1) From 464725821d2bb226af3d8fb115baa866098f0e03 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:43:00 -0400 Subject: [PATCH 12/95] Add `test` CI workflow --- .github/workflows/test.yaml | 178 ++++++++++++++++++++++++++++++++++++ 1 file changed, 178 insertions(+) create mode 100644 .github/workflows/test.yaml diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml new file mode 100644 index 000000000..19f46fdbd --- /dev/null +++ b/.github/workflows/test.yaml @@ -0,0 +1,178 @@ +name: Test + +on: + push: + branches: + - main + - 'release/*' + pull_request: + branches: + - main + - 'release/*' + +jobs: + wait-on-wheel: + name: Wait for wheel + runs-on: ubuntu-latest + steps: + - name: Wait on build.yaml to build the wheel + uses: lewagon/wait-on-check-action@v1.0.0 + with: + # When triggered on a pull request, github.sha is a temporary merge commit for the PR. The wait + # action must wait on the SHA of the commit that triggered the workflow, which is the HEAD of the + # PR branch. https://github.com/lewagon/wait-on-check-action/issues/25#issuecomment-784773361 + ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }} + # NOTE: Fake ternary operator, see https://github.com/actions/runner/issues/409 + repo-token: ${{ secrets.GITHUB_TOKEN }} + check-name: 'Wheel' + allowed-conclusions: success + wait-interval: 10 + + test-coverage: + name: Coverage + needs: wait-on-wheel + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: '3.10' + + - name: Upgrade pip + run: python3 -m pip install --upgrade pip + + - name: Download wheel artifact + uses: dawidd6/action-download-artifact@v2 + with: + workflow: build.yaml + workflow_conclusion: success + commit: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }} + # NOTE: Fake ternary operator, see https://github.com/actions/runner/issues/409 + + # This is needed because Windows terminal cannot expand `pip install sdr-*.whl` + - name: Get wheel file name + uses: tj-actions/glob@v15 + id: glob + with: + files: sdr-*.whl + working-directory: dist/ + + - name: Install the dev dependencies + run: python3 -m pip install -r requirements-dev.txt + + - name: Install the `sdr` package wheel with upgraded dependencies + run: python3 -m pip install --upgrade dist/${{ steps.glob.outputs.paths }} + + - name: Test with pytest + run: python3 -m pytest -n auto --cov=sdr --cov-report=xml tests/ + + - name: Upload coverage report + uses: codecov/codecov-action@v3 + with: + fail_ci_if_error: false + verbose: true + + # test-min: + # name: Min + # needs: wait-on-wheel + # if: ${{ github.event_name == 'pull_request' }} + # strategy: + # matrix: + # os: [ubuntu-latest, macos-latest, windows-latest] + # python-version: [3.7, 3.8, 3.9, '3.10', 3.11] + # runs-on: ${{ matrix.os }} + # steps: + # - uses: actions/checkout@v3 + + # - name: Set up Python ${{ matrix.python-version }} + # uses: actions/setup-python@v4 + # with: + # python-version: ${{ matrix.python-version }} + + # - name: Upgrade pip + # run: python3 -m pip install --upgrade pip + + # - name: Download wheel artifact + # uses: dawidd6/action-download-artifact@v2 + # with: + # workflow: build.yaml + # workflow_conclusion: success + # commit: ${{github.event.pull_request.head.sha}} + + # # This is needed because Windows terminal cannot expand `pip install sdr-*.whl` + # - name: Get wheel file name + # uses: tj-actions/glob@v15 + # id: glob + # with: + # files: sdr-*.whl + # working-directory: dist/ + + # - name: Install the dev dependencies + # run: python3 -m pip install -r requirements-dev.txt + + # - name: Install minimum package dependencies + # run: python3 -m pip install -r requirements-min.txt + + # - name: Install the `sdr` package wheel with minimum dependencies + # run: python3 -m pip install dist/${{ steps.glob.outputs.paths }} + + # - name: Test with pytest + # run: python3 -m pytest -n auto tests/ + + # - name: Upload coverage report + # uses: codecov/codecov-action@v3 + # with: + # fail_ci_if_error: false + # verbose: true + + test-latest: + name: Latest + needs: wait-on-wheel + if: ${{ github.event_name == 'pull_request' }} + strategy: + matrix: + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: [3.7, 3.8, 3.9, '3.10', 3.11] + runs-on: ${{ matrix.os }} + steps: + - uses: actions/checkout@v3 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + + - name: Upgrade pip + run: python3 -m pip install --upgrade pip + + - name: Download wheel artifact + uses: dawidd6/action-download-artifact@v2 + with: + workflow: build.yaml + workflow_conclusion: success + commit: ${{github.event.pull_request.head.sha}} + + # This is needed because Windows terminal cannot expand `pip install sdr-*.whl` + - name: Get wheel file name + uses: tj-actions/glob@v15 + id: glob + with: + files: sdr-*.whl + working-directory: dist/ + + - name: Install the dev dependencies + run: python3 -m pip install -r requirements-dev.txt + + - name: Install the `sdr` package wheel with upgraded dependencies + run: python3 -m pip install --upgrade dist/${{ steps.glob.outputs.paths }} + + - name: Test with pytest + run: python3 -m pytest -n auto tests/ + + - name: Upload coverage report + uses: codecov/codecov-action@v3 + with: + fail_ci_if_error: false + verbose: true From 39c9ba9c93c307658fa169dce2ff80a4f0368340 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:51:41 -0400 Subject: [PATCH 13/95] Add `matplotlib` dependency --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 5e767e627..0179fae54 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -52,6 +52,7 @@ requires-python = ">=3.7" dependencies = [ "numpy >= 1.21.0", "scipy", + "matplotlib", # "numba >= 0.55, < 0.58", # v0.55 is needed for support of NumPy 1.21 # "typing_extensions >= 4.0.0", # v4.0.0 is needed for use of Self (Python 3.11+) and Literal (Python 3.8+) ] From 5f7ea0326b51d35e20462746ee9728d7512311c1 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 19:55:39 -0400 Subject: [PATCH 14/95] Officially support Python 3.7 to 3.11 --- pyproject.toml | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 0179fae54..c12910b4e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,11 +38,11 @@ classifiers = [ "Operating System :: POSIX :: Linux", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3 :: Only", - # "Programming Language :: Python :: 3.7", - # "Programming Language :: Python :: 3.8", - # "Programming Language :: Python :: 3.9", - # "Programming Language :: Python :: 3.10", - # "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", "Topic :: Scientific/Engineering :: Mathematics", "Topic :: Security :: Cryptography", "Topic :: Software Development :: Libraries :: Python Modules", From 9425d658aed6dc58a8ff25941149fe633e140896 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 20:09:54 -0400 Subject: [PATCH 15/95] Add feature list --- README.md | 4 ++++ docs/index.rst | 7 ++++++- 2 files changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 773d8cd37..7342d1032 100644 --- a/README.md +++ b/README.md @@ -18,3 +18,7 @@ A Python package for software-defined radio. + +## Features + +- Arbitrary resamplers: Farrow resampler (`sdr.FarrowResampler`) diff --git a/docs/index.rst b/docs/index.rst index ba8509238..8a179ddaf 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -1,9 +1,14 @@ sdr ---- +=== The :obj:`sdr` library is a Python 3 package for software-defined radio (SDR) applications. +Features +-------- + +- Arbitrary resamplers: Farrow resampler (:obj:`sdr.FarrowResampler`) + .. toctree:: :caption: Examples :hidden: From e6ca1d0d5d3eef5b3249ba365b31229e7f760f37 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 20:27:00 -0400 Subject: [PATCH 16/95] Enable `$...$` math in rST --- docs/conf.py | 13 +++++++++++++ docs/requirements.txt | 1 + 2 files changed, 14 insertions(+) diff --git a/docs/conf.py b/docs/conf.py index d1f00b24f..48b7ce9b7 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -54,6 +54,7 @@ "sphinx_last_updated_by_git", "sphinx_immaterial", "sphinx_immaterial.apidoc.python.apigen", + "sphinx_math_dollar", # "myst_parser", "myst_nb", "sphinx_design", @@ -218,6 +219,18 @@ nb_execution_mode = "off" +mathjax_config = { + "tex2jax": { + "inlineMath": [["\\(", "\\)"]], + "displayMath": [["\\[", "\\]"]], + }, +} +mathjax3_config = { + "tex": { + "inlineMath": [["\\(", "\\)"]], + "displayMath": [["\\[", "\\]"]], + } +} # -- Sphinx Immaterial configs ------------------------------------------------- diff --git a/docs/requirements.txt b/docs/requirements.txt index 96bc3b424..4e7ac7318 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -3,5 +3,6 @@ sphinx-immaterial == 0.11.5 myst-parser sphinx-design sphinx-last-updated-by-git +sphinx-math-dollar ipykernel myst-nb From d6f777d5a29743b4710b925609bfa1676ab07ece Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 20:50:07 -0400 Subject: [PATCH 17/95] Fix length of Farrow resampler output when not streaming --- docs/examples/farrow-resampler.ipynb | 71 +++++++++++++++++++++++----- src/sdr/_farrow.py | 34 +++++++------ tests/test_farrow_resampler.py | 14 +++--- 3 files changed, 86 insertions(+), 33 deletions(-) diff --git a/docs/examples/farrow-resampler.ipynb b/docs/examples/farrow-resampler.ipynb index 2497d6d11..602e6bf6f 100644 --- a/docs/examples/farrow-resampler.ipynb +++ b/docs/examples/farrow-resampler.ipynb @@ -98,15 +98,16 @@ "source": [ "def resample_signal(rate):\n", " farrow = sdr.FarrowResampler()\n", - " new_sample_rate = rate * sample_rate\n", " y = farrow.resample(x, rate)\n", - " # y = y[4:] # Remove filter delay\n", + " new_sample_rate = rate * sample_rate\n", " ty = np.arange(0, y.size) / new_sample_rate # Time axis for output signal\n", "\n", + " print(f\"Input signal length: {x.size}\")\n", + " print(f\"Output signal length: {y.size}\")\n", + "\n", " plt.figure(figsize=[10, 5])\n", - " # Delay the original signal by 2 samples to align it with the resampled signal\n", - " plt.plot(tx + 2 / sample_rate, x.real, color=colors[0], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (real)\")\n", - " plt.plot(tx + 2 / sample_rate, x.imag, color=colors[1], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (imag)\")\n", + " plt.plot(tx, x.real, color=colors[0], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (real)\")\n", + " plt.plot(tx, x.imag, color=colors[1], linestyle=\"--\", marker=\"o\", fillstyle=\"none\", label=\"Input (imag)\")\n", " plt.plot(ty, y.real, color=colors[0], linestyle=\"-\", marker=\".\", label=\"Output (real)\")\n", " plt.plot(ty, y.imag, color=colors[1], linestyle=\"-\", marker=\".\", label=\"Output (imag)\")\n", " plt.xlabel(\"Time (s)\")\n", @@ -137,9 +138,17 @@ "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 200\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -166,9 +175,17 @@ "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 400\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -202,9 +219,17 @@ "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 50\n" + ] + }, { "data": { - "image/png": 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", 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d+ylTqFYmLS2tu4eg0AKKbHomilx6LopseiaWyEWn0+Hl5aUob11ERyydKpUKLy8vi/dVFDgFBQUFBYVLGEV56/l0REbdqsDdfffd+Pj4MHTo0GbXS5LEI488QmhoKNHR0ezbt8+87vPPPycsLIywsDA+//zzrhpyi6xMyeOKdzdz97oqrnh3MytTlCihnkbfvn27ewgKzaDIpeeiyKZn0tvk4uzsbPU2c3Jy+Oqrr1pcn5+fz4wZM6zWl0lPSU1NZc6cOS1uq9V2nWdatypwc+bMYe3atS2uX7NmDRkZGWRkZPDJJ5/wwAMPAFBSUsLLL7/Mrl272L17Ny+//DKlpaVdNewmrEzJY9H6dG5NGMDDk0K4NWEAi9anK0pcD8MS3wKFrkORS89FkU3PRJFL2wrcO++8w9y5c5t8r9frO9VvVFQUp06dIjc3t9n1dnZ2nWrfErpVgRs/fjyenp4trl+5ciV33HEHKpWKUaNGUVZWRn5+PuvWrWPKlCl4enri4eHBlClTWlUE5WbJpkzuGRvMG78e5f2NWSxcc5R7xgazZFNmt41JoSk7duzo7iEoNIMil56LIpueiZxyMc0mhTz9i9Vnk5KSkpg4cSKzZ89m8ODB3HbbbUiSBIhKSU8++SRRUVGMHDmSzEzx/zlnzhyWL19ubsNkzVuwYAF//PEHsbGxvPvuu036WrFiBVdeeSUAy5Yt4+qrr+ayyy5j8uTJVFVVcffddzNy5EiGDRvGypUrAaEUjhs3juHDhzN8+HC2b9/e7HHMnDmTb775ptl1VVVVHfx1LKdHR6Hm5eUREBBg/uzv709eXl6L3zfHJ598wieffAIIk2pSUhIAISEhuLi4cODAAQC8vLyIjIxky5YtgDCDjh07ln379lFeXg6IkhYFBQWcPHkSgLCwMOzs7MgoqORgWgY1eiMANXVGDqZlkFFQB0BycjKVlZUAJCQkcOrUKfN4w8PD0Wg0ZqfUvn37EhwcbL5AHRwcSEhIYNeuXVRXVwOQmJhIdnY2Z86cASAiIgKDwUB6ejoAfn5++Pv7s2vXLkCc8HFxcezYsYOamhoAxo4dy7FjxygsLARg6NCh1NTUkJGRAUBAQAC+vr7m0mOurq4MHz6crVu3mp9gxo8fz+HDhykuLgYgJiaGiooKsrKyAHFBenp6mqe+PTw8iImJYfPmzUiShEqlYsKECRw4cMBsQR0+fDglJSXk5ORYXU6VlZUkJSXh4+PDoEGD2Lp1KyCemBITExU5dZOcTHIxyenQoUMAipx6gJwqKyuprKxs9npS5NR9cjL9ru257+l0OioqKtBqtdjb25v3ValUODs7U1VVhdEo/rt+zzzHonXpvHzVIIYFuHLoTDXPrExDp9MxPdIHrVaLnZ2dWUkxtVFZWWlWxJycnKipqTH/Xvb29gBUVFRw/vx59u/fT2pqKm5ubkyZMoXffvuNKVOmIEkS9vb2bN++nR9++IGHH36Y7777jrq6OvR6PbW1tWY56nQ6/vGPf/D222/z/fffo1arzX2AUMQ8PDwwGAxUVFSg0+nYt28fe/bswdnZmRdffJFx48bxf//3f5w+fZpJkyYxevRofHx8+OGHH7C3tyczM5O5c+eyZcsWKisrMRqNGAwG9Ho9ERERvPPOOzz66KNoNBrzOarRaJAkyTwOABcXl0a/saOjI3V1ddTV1ZmvF5VKhU6nQ6fTkZaW1uh6ag2VZPrVu4mcnBxmzJhhvhk0ZMaMGSxYsICxY8cCMHnyZN58802SkpLQ6XQ899xzALz66qs4ODgwf/78VvuKi4uTpRbqFe9u5taEAbz+y1FqDUJIz101hO+ST7L+8QlW70+hY+zatYuEhITuHobCRShy6bkosumZWCKXI0eOMGTIEPPnmz5uar2bEd2PvyQGcfk7m9GqVbg5XEiDca66jtLztex65nJKqmp54H97G+377V8T2xyDSclLSkriH//4Bxs2bADggQceYMyYMdx+++0EBQWxceNGQkJCqKuro2/fvhQXFzNnzhxmzJjB7Nmzm7S1aNEiVq9e3aS/7du388orr5hn5pYtW8bmzZv57LPPAKEL6HQ6s79aSUkJ69ato3///jz00EOkpKSg0Wg4duwY58+fb6KnZGRkcPPNN7N3794mfVdWVnbY5+9iWZnG2pLe0qOjUP38/MxPEyDy2fj5+bX4fXcxb1IoS7dm88xVg3F3FCf+e79nMG9SaLeNSaEpyh9Rz0SRS89FkU3PRC65ZJ2txMW+8cSci72WwvIaq/XR0EdMo9E08klrGIlpeq/Vas3WK6PRSG1tbZt9ODg4NEnJ4eTkZH4vSRIrVqwgJSWFlJQUcnNzGTJkCO+++y6+vr4cOHCA5OTkFvvS6XQtFqyXI2CjJXr0FOrVV1/N4sWLufnmm9m1axdubm7069ePqVOn8swzz5jNz+vXr+eNN97otnHOihXK45JNmZSdF2bRCp0eP/fmBazQPSjWhJ6JIpeeiyKbnkln5NKaxSzUx5nHpwxi9EBv83fbjxfx0qrDAHg62bbL4tZRvv32WxYsWMC3335LYqLoJygoiL1793LjjTeyatUq89Sji4tLo6nKhgwaNMg8Hd0cU6dO5YMPPuCDDz5ApVKxf/9+hg0bxrlz5/D390etVvP5559jMBia3f/YsWMtZs/ojAXOUrrVAnfLLbeQmJhIeno6/v7+LF26lI8++oiPPvoIgOnTpxMSEkJoaChz587lww8/BMDT05Pnn3+e+Ph44uPjeeGFF1oNhugKZsX6sf7xCSy+zBFbrRpnOw2fbc+xfkepy2HJKHjZQyxTl7e9jwKA2U9BoWehyKXnosimZyKXXOZNCuWpFQfZfryIOoOR7ceLeGrFwS6bTSotLSU6Opr33nvPHJgwd+5cNm/eTExMDDt27DBb0qKjo9FoNMTExDQJYnBycmLgwIHmQIiLef7556mrqyM6OprIyEief/55AB588EE+//xzYmJiOHr0aCOrXUM2bdrEVVdd1ey6rvRK63YfuK5ELh+4hiQlJbH8tCubj53luauGsHRrNpmFlYT6ODNvUqjZWtchUpfD76/AzPchaAzk7oCVD8HkFyBqtvUO4hLFFAGl0LNQ5NJzUWTTM7FELs35VbXGypQ8lmzKtN7/VjsJCgoiOTkZb2/vtjduBz/++CN79+7ltddes0p7JmpqapgwYQJbt25tNudbRUUFLi4uHWrbUh+4Hj2F2htJTExEfaKc1QfzeWvtURZeF42vqz2VtXqeWnEQoOMXw5ZFMGsx7PoY0n+F6W+Jz78+qShw7cBkklfoWShy6bkosumZyCmXWbF+XaKwyc21115rjhS2Jrm5uSxcuLDFhL0tWe3koEcHMfRGsrOzGRPqjVatwt/Dkf9szeaBL/cRF+jJm9dHdy43XFE6DEiE/sNg98dwZLX4XJRuvQO4hMnOzu7uISg0gyKXnosim57JpSiXnJwcq1nfTNx7771WbQ9EepbWrJ+mVCddgaLAWZkzZ86gUavQGyUO5p1jZkx/8sqqSTlZRnyQJ5mFlR1rOGsz2DhB9hYY/Qj0i4FVDwslzjvcugdxiWLKH6XQs1Dk0nNRZNMzUeTSc+lspQdLUBQ4mQjyckSS4Mw5HWoVbM0sYk9OCaE+FkSnmAMW3OGLWaDWwM+PwsmdcM3HUFMJP90P4/4m23EoKCgoKCgo9DwUBc7KREREAPD4lEHYadV8v/ckQ/u7svZQvmXRPKaABe9wkACX/mDnAuHThM/bR6PByRMMdeAdJt8BXUKYZKPQs1Dk0nNRZNMzUeTSczFVnugKlCAGK2PKGzMr1o892SX8b1cuBfVJEN+aHd1+59Ati2Do9bD1HfG54jQMSBBTpnevAfdA8X1pNuTtgx8fEL5w3uEwfr4S1NAMLeX0UeheFLn0XBTZ9EwUufRcujKxh2KBszKmunwAz14VgbOdlqui+rH1qUncGBfQyp4XUZQOZw42+EISilrFaXgvBv45GL67A5IWwrpnIWAkjH8C4u4WljslP1wTGspGoeegyKXnosimZ9Lb5CJHYtucnBy++uqrFtfn5+czY8YMQNQjf+SRR6w+hoakpqYyZ84cJYjhUsHBVsPMmH5sPFqIu6OtZTt7h4O+voyHSgNaB5jyCngEw1X/hODxkJ8CB7+FyjOw73PY/CZseAESHxIWPAUFBQUFhUuQthS4d955h7lz5wIil9r7778v63iioqI4depUozKfcqMocFbm4pqsN8QFUF1n4J/r03n558Ptb2hMfbCCRxBMfFoobzv/DZc9B/H3wvX/B4+lAiqIvP7CfoZa0J1TUos0Q3fWy1VoGUUuPRdFNj0TWeUiY7UfUwLi2bNnM3jwYG677TbzlGNQUBBPPvkkUVFRjBw50lxFYc6cOSxffmEMJmveggUL+OOPP4iNjW1SiQFgxYoVXHnlleZ+Tda4l156iTvvvJNx48YRGBjIDz/8YO73yiuvNJfqeuWVV4iPj2fo0KHcd9995nHu2bOH6OhoYmNjeeKJJxqV1Jo5cyY//vij1X6vtlAUOCvj7+/f6POwAHcG9nFiQ1oBn23L4cw5XQt7XoTGRihj1aWQ9Dokf9p8xYU+g2HAKFDVi1KtBXs3JbVIM1wsG4WegSKXnosim56JbHIxBc9NfwueKxRLK7vk7N+/n3/961+kpaWRlZXFtm3bzOvc3NxITU3loYce4rHHHmu1nYULFzJu3DhSUlJ4/PHHG63Lzs7Gw8MDOzu7Zvc9fvw4GzduZNWqVdx+++1MmjSJ1NRUHBwc+OWXXwB46KGH2LNnD4cOHaK6uprVq1cDcNddd/Hxxx+TkpKCRqNp1G5cXBw7duyw9CfpMIoCZ2V27drV6LNKpeLGuABOlYraddsyi9rXUEq9afiaf8OLpTBvZ/OBCePnw47FEH2z+NwvRnweP7+jh3DJcrFsFHoGilx6LopseiadkstnVzV97f4/sW7zWyLbQdKb8MU1YmnnAuufE+uripvuayEjR440F4yPjY1tVHT+lltuMS87owjl5+fTp0+fFtdPmzYNGxsboqKiMBgMZktdVFSUeTybNm0iISGBqKgoNm7cyOHDhykrK6OiosJcCePWW29t1K6Pjw95eXkdHrelKApcF3DtcD80ahX2Nur2KXAGPZzYLt4Hjm5926jZwjKXt1d8zk9RaqMqKCgoKFhOcQbYuTb+zs4VKqyXOLihVUyj0TRKfKtSqZq812q1GI1GAIxGI7W1tW324eDggE7X8myXaQxqtRobGxtzX2q1Gr1ej06n48EHH2T58uWkpqYyd+7cVtszodPplDQivZnmom18XOyZFO7DHxln+SPjLJIkNTpRm3BqN+irwdUfHDza7jRqtnh9OAqcfBTlrQXkiIRS6DyKXHouimx6Jp2Sy12/tLzOOxwmPS2C5ExkbxG5RwGcvFrfv5N8++23LFiwgG+//dZs5QoKCmLv3r3ceOONrFq1yuyj5uLiQkVFRbPtDBo0qJFlz1JMypq3tzeVlZUsX76c2bNn4+7ujouLC7t27SIhIYFvvvmm0X7Hjh3r0hx9igXOysTFxTX7/Q1x/tTojdjZaCg9X9d6I0d+FsuBkyzrPHCMsMQZlRxBzdGSbBS6F0UuPRdFNj0T2eQyfj6sfEgobYY6sVz5UJe55JSWlhIdHc17771nDkyYO3cumzdvJiYmhh07dpiLxUdHR6PRaIiJiWkSxODk5MTAgQPNgRCW4u7uzty5cxk6dChTp04lPj7evG7p0qXMnTuX2NhYqqqqcHNzM6/btGkT11xzTYf67BDSn4gRI0bI3sf27dub/b5Wb5CGv7peuu+LPW03cmS1JL3oKkkp31jWeco3Yr9fn7Rsvz8JLclGoXtR5NJzUWTTM7FELmlpaZY1fvB7SVqcIEkvuYvlwe8tHF3HCAwMlM6ePWu19n744Qfp2WeftVp7JioqKszv33jjDemRRx6RJEmSdDqdlJCQIJWWlna47eZk1ZreokyhWpmWkvjZaNRcN8yPz7blcLZcRx/XVubJy0+L5YBRlnUeUP+UcOhHmPamZftewqxMyWPJpkwyCioJ27mZeZNC218RQ0F2ujLxpYJlKLLpmcgqF5NLTi/n2muvpbi42Ort/vLLL7zxxhvo9XoCAwNZtmwZALm5uSxcuLBJZKqcKFOoXcgNcQHojRKT/plEncHY/EbH1omQbZf+4D7Asg48gsHWCaoKoCy38wO+BFiZksei9encmjCAa0NtuDVhAIvWp7MypesihRQUFBQUWicnJwdvb2+rtnnvvfdatT2Am266iZSUFA4dOsQvv/xijnYNCwtj4sSJVu+vNRQFzsqMHTu2xXWDfF0I8nKkssbAgZOlzW+0+S3hxzZgFLQW6NAcKhX4jRDvM3+3bN9LlCWbMrl8sA8vrUrjx8w6Fq45yj1jg1myqWO+EQrWp7VrRqF7UWTTM1Hk0nPpysAfRYGzMseOHWt1fUyAOwCzP9rJFe9ubmwJqiiAvGQw1sGAxI4NIOQysUz/tWP7X2JkFlby+Y4TAEhArd5IhU5PZmFl9w5MwUxb14xC96HIpmeiyKXn0p50I9ZCUeCsTGFhYYvrVqbkkZxTAoCTrabxdF7qcvhkwoWNazuoYASMrH/z5xTtypQ8rnh3MyFP/8IV727G09lWaG71GCVQSRDqo6RH6Cm0ds0odC+KbHomilx6Lg3z2snNn/NfvptYsimTueNDUAFVtQbe+FVM5x1et1SUK3HzBxsnsHGA5M86Vr6k/zBRTsu363LR9BRM/m5PXTmYieE+XDm0L+Xn6zACj1wWio0a1Cr4fMcJ5k0KtW7nMtYPVFBQUFBQuBhFgbMyDQvbXkxmYSUVugvaeZ1BTOddX/UtzPwAaipAawcDRsM1S2DLIssHYOsIfaNEMuDzJR05hF7Lkk2ZvDAjkoVrjrL52Fnq9BK1BgknWw1rD59BbxQWuDljAgEaWeo6FdTQBfUDL2Vau2YUuhdFNj2T3iaXU6dOMWvWLMLCwhg4cCCPPvpouyoqvP76653qNykpie3bt7e4/qeffuKVV17pVB8mli1bxkMPPYS9vT2LFy/m008/tUq7raEocFamtfDuUB9nXOy12GrFz65Rq3Cx1xKqPg1Bo+GutaJ4/YBE8SpK79gg/EfCiR3w32s7tn8vJbOwklOl58korOT//jKCfbmleDrZcr7WwPrHJ7DmvqE422n5/UghL686TFyQB+mvTeOlqyM7F5m6ZRHMWgx1Olj3LPjHi88dUcD/hCipKnouimx6Jr1JLpIkcd1113HNNdeQkZHBsWPHqKys5Nlnn21zX7kVuLfeeosHH3ywyfedmQaVJIm7776bDz74oMNttJduVeDWrl1LeHg4oaGhLFy4sMn6xx9/nNjYWGJjYxk0aBDu7u7mdRqNxrzu6quv7sJRt05GRkaL6+ZNCmXp1mwWTAtHq1YR2d+VpVuzqXIJgdwdcGoPIIkI1NwdoqxJRwgYCZJB1EX9E03phfo489WuE4T7umCQYFd2CbNi+xPmK/zdzuRmc1vCAPbllhHo7cTXu0+y/Xgxowd68+b10R2PTC1Kh8yN8NUNsPtj+PF+CBjVcQX8T0Zr14xC96LIpmfSm+SyceNG7O3tueuuuwDx3/3uu+/y6aefcv78ebPlysSMGTNISkpiwYIFVFdXExsby2233UZOTg6DBw/mtttuY8iQIcyePZvz588DotxWUZGoM56cnMzEiRPJycnho48+4t133yU2NpY//vij0biOHTuGnZ2dOXXJnDlzuP/++0lISODJJ5/k+PHjXHnllYwYMYJx48Zx9OhRAH7++WcSEhIYNmwYl19+OQUFBY3arampwdHRkaCgIHbv3i3Pj1pPtyXyNRgMzJs3jw0bNuDv7098fDxXX311ozpiDctjfPDBB+zfv9/82cHBgZSUlK4ccqcxJY9dsikTvVHi4KlzvHtTLK6ap+Gb28DJW/iv6avhl/miKH1HqCpq0OmH4OYnyqHAJZGgsSXuSAziuZ8OceMIf9749Qj93OzZkHaGJ6YONm9z99hgPt6SxSAfZwrLa1i6NZsJg/oQH+TZ/sjU1OXCulaUDt6DQG0D296F4XeAV6jwZTy5s+MKuIKCgkI3svdEKTuzihkV4sWIwHbU426Fw4cPM2LEiEbfubq6MmDAgFZLXS1cuJDFixeb/+dzcnJIT09n6dKljBkzhrvvvpsPP/yQ+fObL/MVFBTE/fffj7Ozc7PbbNu2jeHDhzf67tSpU2zfvh2NRsPkyZP56KOPCAsLY9euXTz44INs3LiRsWPHsnPnTlQqFf/5z3946623+Oc//9mk/bi4OP744w9GjhzZZJ216DYFbvfu3YSGhhISEgLAzTffzMqVK1ssBPv111/z8ssvd+UQO0RAQECr62fF+jEr1o/LFiWRXVTFzOj+oJ4NG16A0hyQjLD+BaG8dVTZSv4MHDygtgqykuC6j8WU3q9PXtIK3O2jAlEB7/52jKLKWvq72fPE1MFmxTkgIABfV3tcHbT8sD+Pm0cG8PWuk5w7X8fh/HPti0w1+bslPgS6c2DvBhueB1tniLpBTH3n7hAK85hH5T3gS4S2rhmF7kORTc+ko3J5+efDpJ0ub3WbCl0dR89UYJRE0Nfgvi642Nu0uH1Ef1denBnZofFYSkBAAGPGjAHg9ttv5/33329RgWuL/Px8cxJeEzfccAMajYbKykq2b9/ODTfcYF5nmrY+deoUN910E/n5+dTW1hIcHNyoDRsb8Vv5+PiYrXZy0W1TqHl5eY1OQn9/f/LymvdBOnHiBNnZ2Vx22WXm73Q6HXFxcYwaNYqffvpJ7uG2G19f33ZtN9DHGQk4VlAhfKfK8wGVUAzm7eycolV8TBS2V2sht37+vzM+db2Iq2P7AzAy2JNtCy5rVDLLJJuHJ4VSZ5A4UXQevVHio83HeWrFwfZFpm5ZJGS07mnY9JpYxtwiood/eQJe87mgKK95Ct4d+qeaxu4I7b1mFLoeRTY9EznlUq7TY6xPvWSUxOfOEBERwd69exv3UV5Obm4uoaGhaLVajMYLlYlay6Omuii5velzwzbam4fNwcGhybZOTk4AGI1G3N3dSUlJMb+OHDkCwMMPP8xDDz1EamoqH3/8cZM2TAqcTqfDwcGhXWPpKL2iFuo333zD7NmzG9UYO3HiBH5+fmRlZXHZZZcRFRXFwIEDm+z7ySef8MknnwBC405KSgIgJCQEFxcXDhw4AICXlxeRkZFs2bIFECfE2LFj2bdvH+Xl4oklLi6OgoICTp48CYjSGXZ2dhw6dAgQGndBQYH5pLKzsyMxMZHk5GQqK8X0XEJCAqdOncK9TkSI/rIvC5/AYjwxggSnNAH0qalhx44dgDjJEhIS2LVrF9XV1QAkJiaSnZ3NmTNnAHGBGAwG0tOFgpboGoTG3hNt3XmO+sykcs8e4ryrOe8UwO764x87dizHjh0z5xMaOnQoNTU1Zt+KgIAAfH19SU5OBoTJe/jw4WzdutXs4Dl+/HgOHz5srjcXExNDRUUFWVlZgDBhe3p6sm/fPgA8PDyIiYlh8+bNSJKESqViwoQJHDhwgNJSUZli+PDhlJSUkJOTY5Gcvv99F/9JLqGfs5qiSj0vX+7C5s2bG8lp586dODs7M8bHh2g/N/7IEFPNK/Zk8+zV0fjp80lKymgkJ9NDRXh4OBqNhj5n08k+sp9gox4VgFEPez8TJ5uxlnOe0ZTbBaLOOEh/JKRzp8nvP5UqR38GbniR8rJSDhjCAPDz88Pf359du3YBIoN3XFwcO3bsMD/tXWpyau56OnLkCM7Ozs1eT4MGDWLr1q1tXk8XyyktLQ2Avn37Ehwc3Knr6c8sp8rKSiZOnNjmfU+RU9fKqbKykhkzZrTr/0mn01FRUYFWq+WFGRFmmahUKpydnamqqjIrP05OTuw6fpa7Pt9HncGIjUbNO7OjGOJjbz4/7OzsqKqqatRGZWUlkiSZ26ipqWn0e1VVVfHxxx9z6623olar+dvf/satt96KwWDA19eXlJQUysvLycvLY/fu3UiSRHV1NTY2NpSUlODi4kJtbS25ubn89ttvjB07li+//JL4+HgqKioICAhg7969jB07lq+//hqDwYAkSdjZ2VFUVERFRQUODg4YDAZz9GtoaCjffPMNFRUVwIXAhYqKClQqFQMGDOD777/nqquuQq/Xc+jQIRISEigrK8Pd3Z2Kigo+/fRTJEmioqICnU6HXq+nqqoKlUrFoUOHGDVK1DNv+Bs7OjpSV1dHXV2d+XpRqVTodDp0Oh1paWmNrqdWabHMvcxs375duuKKK8yfX3/9den1119vdtvY2Fhp27ZtLbZ15513St9//32bfY4YMcLygVrIpk2b2rVdyslSKfCp1dJfv0iWpORlkvSiq3hVFHZ+EAe/l6S3w0R7h36SpKzNkvRulPj+EuWVnw9LoU//IoU/+6v08Ff7mt2moWxScsXv/8nm45Z1tDhBkn598oK8XvWRpDVPi9975cOS9PFE8Z1pfcPtdn4s9ldoRHuvGYWuR5FNz8QSuaSlpVncfnJOibR4Y4aUnFNi8b7NkZubK82YMUMKDQ2VQkJCpIceekjS6XSSJEmS0WiUbr31Vik8PFy65pprpAkTJpiP78knn5QGDx4s3XrrrVJ2drYUHh4u3XbbbdLgwYOl6667TqqqqpIkSZK2bNkihYWFSSNGjJD+/ve/SxMmTJAkSZLS09OlqKgoKSYmRtqyZUujMVVVVUkRERGS0WiUJKmpHpGVlSVNnTpVio6OloYMGSK9/PLLkiRJ0k8//SQFBwdLw4cPl+bPn2/u67PPPpPmzZsnlZeXS5IkScOGDZOKioos+p2ak1Vreku3WeDi4+PJyMggOzsbPz8/vvnmG7766qsm2x09epTS0lISEy+UliotLcXR0dGsXW/bto0nn3yyK4ffIq6uru3abkhfV9Qq8HS2EQXoHTzB0ROc+7S9c1tEzQZDHfx0P3x/hyhy3xmfuh6OwSix6sBp+rjYUVRZyxNTmw8eaCibmAB3EkO8+M/WLBJCPLHVqhnctx2yGz8fVs4T76NvAr842LEYpr5+4fc16OFVb4iYBWk/ie/0NcJn7k8wjW0p7b1mFLoeRTY9E7nlMiLQo9PBCw0JCAjg559/bnadSqXiyy+/bHbdm2++yZtvvgmIIAatVsv//ve/JtuNGzeu2fJigwYN4uDBg8227ejoyOWXX87vv//O5ZdfzrJlyxqtDw4OZu3atU32mzVrFrNmzWry/Zw5c5gzZw5VVVXs37+fyMhIvLy8mu3bWnSbD5xWq2Xx4sVMnTqVIUOGcOONNxIZGckLL7zAqlWrzNt988033HzzzY3mvo8cOUJcXBwxMTFMmjSJBQsWtBj80NVcHNXSErZaNUFeTpRU1kHkdZjTh1iL2FuEcqHWCn+4S1R5A9h+vIizFTXkn9MxZ0wQAZ6OzW53sWwemDiQgvIabv3PLt7/vZ1h+UOuFgoawMHvIPnTpsqxRgt9BovfXVvvA6FSiYAHJTK1Ce29ZhS6HkU2PRNFLtbhmWeeMacisRZOTk4UFRXx6quvWrXd5uhWH7jp06czffr0Rt9dnBX5pZdearLf6NGjSU1NlXNoHWbr1q2MHTu2XdsGeDqScrKMmvw07EwJfK1JQAKc3gdnDli33R7GT/tPo1GrcLbTMm9iy4EIF8tmXJg3kf1dOVlyno1HCqmuNeBgq2lxfwAKDokcewMS4e6mT2dmxs8X0apTXhFKXvlp2P4BXP6ipYd3yWPJNaPQtSiy6Zn8GeUSFBRk9ru0Fr6+vlbPI1tRUcGUKVOs2mZLKJUYrIwlGZztbdScKa9G/Z/66FqrK3DxIi1J4RExpXqJ4uqgxWCUeGRyGG6OLYe7XywblUrFXycMpFynR6c3svnY2bY709gAkog8bY2o2cIyl/wpnD0KNecg9tZL2hLaUbqy+LOCZSiy6ZkoclEARYHrVmIDPAAVOqNa5G3zDLFuB/71CQSNeihq6h/Qm1mZkscV724meMEvfLkrFy8nW/4yKtDidqYP7UuApwMatYo1qadb39hogIz14v2gqW03HjVbpIR5NEV8PvCNxeNTUFBQUFBoDkWBszLjx49v97YJwZ4AaDBC4GjhJ2VN3PzAyUe8P9Mzp5w7wsqUPBatT+fWhAEMD3SnVm8EJNYcym91v+Zko9WouW/8QAxGiaRjZzGYEiA1x66PRB4436Hg0rf9A/YIEkEqZTlwroP1Vi9BTEr43euquOLdzR2vRasgG5bczxS6DkUuPRdn53YkhLcSigJnZQ4fPtzubcN8nfGhFEdVDQwYLc+AAkcLJW7wDHna7waWbMrknrHBvPHrUfaeKAPg4ctC26xl2pJsbhjhj6ejDdH+7mjULSjRkgR7v4C68+2zvl1M6GSxPKQk84XGSvitUW7cmjCARevTFSWuh2HJ/Uyh61Dk0nMx5S3sChQFzsqYkju2Bxd7GyZrRLJHq/u/mQhIgKpCqKmQp/1uILOwkgqdnhq9SIyoAipqDG3WMm1JNvY2Gu4ZF8IfGUUtl5k5cxCK6suihHbAQTXyOrHc3zQE/s+ISQl/bfUR/nfwHAvXHOWescFtKuEKXYsl9zOFrqO3yeXUqVPMmjWLsLAwBg4cyKOPPmpOqNsar7/+eqf6TUpKYvv27S2u/+mnn8yBkx999BFffPFFp/oDUee9JRYvXsynn37a6T5MKApcd2LQM84+Cx22SH2j5OkjoN4Pbt2zwop0CRDq44yLvRaTrcxOq8bFXtu+WqYtcHtCIDYaFTMXbyXk6V+aTumlfAUqNdi5gn+85R0EjRX7Fx0TNW//5GQWVnLmnA59/ZS1rs5I+fm6NpVwBQWF3oUkSVx33XVcc801ZGRkcOzYMSorK3n22Wfb3FduBe6tt97iwQcfBOD+++/njjvu6FR/bXH33XfzwQcfWK09RYGzMjExMe3fWKMl1vY0B6Sw+uhGGegbLXLBHV4hUllcAsybFMrSrdloNSpsNWoWTB/M0q3ZbdYybU02SccK0apVGIwSUyP7mqf0kld/AksShP+bJIH3IJHnzVLsXaH/MJFU2aWf5fv3ckz+biFP/8KoN37H3cGGTemFjbZJOlZIaB8Z/EdSl4tatEpNWoux6H6m0GX0Jrls3LgRe3t77rrrLgA0Gg3vvvsun376KefPn2fZsmU89NBD5u1nzJhBUlISCxYsoLq6mtjYWG677TZycnIYPHgwt912G0OGDGH27NnmHG5BQUEUFYnSiMnJyUycOJGcnBw++ugj3n33XWJjY/njjz8ajevYsWPY2dnh7e0NiJRlixYtAmDixIk8/vjjxMXFMWTIEPbs2cN1111HWFgYzz33nLmNa665hhEjRhAZGWku2eng4MDSpUsZNGgQI0eOZO7cuebjc3R0JCgoiN27d1vlt1UUOCtjqqvWLs4eo291BjsNg1iZIpNypbW9kDy2wLo5dLqLWbF+5oL0tQYjX+3KZf4V4Y0K1zdHa7JZsimT+8aJKOA1h86wcM1R/h6Sh9/eRaLKwoQFgAQl2R1XAAZNE9a3S2g6uz2Y/N3+NmUQk4f4cOacjnPVdaSfqeSKCF8mBIus8vtyz2GUJLOiZ5XAhtTlIh/f9LfguUKx/P0VRYlrJxbdzxS6DNnlcnI3/PFPsewkhw8fZsSIEY2+c3V1ZcCAAWRmtuwysXDhQhwcHEhJSTFXakhPT+fBBx/kyJEjuLq68uGHH7a4f1BQEPfffz+PP/44KSkpjBs3rtH6bdu2tZoQ2dbWluTkZO6//35mzZrFkiVLOHToEMuWLTNPYX/66afs3buX5ORk3n//fYqLizl58iSvvvoqO3fuZNu2bRw9erRRu3FxcU2UyY7SK4rZ9yaysrIYMGBA+zZe/RhqjCQbw0ned4prhrWugHSY4LFQeFgk9e2IA34PZFSIKFGy4MrB3D9xYLv2aU02mYWVaGMuPM/U6Y3kZezn7zX38lXoZMhPEStmvANJCzuWz23gZbDpNVj9GFz+Mni1b9y9nSWbMnnz+mjeWX+Mg3nnmDdxIJ9tz6HOYCS7qJKMwirstGoMRomCiho+/ssI4oM82ZNTwlMrRBmctpTzFtmyCK7+QORBrC6F4PEwazH8+qSSk68dWHQ/U+gyOiyXNQvazkhQU16fsNwo3D58hwrXkZboGwXTFlo+lg4QEBDAmDFjALj99tt5//33mT9/fofays/Pp0+flktXmhL8RkVFERkZSb9+YuYkJCSEkydP4uXlxfvvv8+PP/4IwMmTJ83lQSdMmICnp8gyccMNNzQq8+Xj49NEqesoigWuOylMQwL2G0Pl9f0JrM/YnbNNvj66mLR8EWyQONA6tebMfnX1jnVajZpR1X9Q6jUc9n4OR1eL6ejBV3W8nmn/WLBzgyM/w6dT/zRTepmFldioVSSfKOXpK8M5dLocSQK9QWLD3yay7EonvpqbgN4oMSXCl9EDvSko1zF6oDdvXh/ducCGonTwGwErH4L/mwwlWSJgSKlJq6DQPLpzQnkDsdSd61RzERER7N27t9F35eXl5ObmEhoailarxWg0Xuhep2uxLdVFqbZMnxu20dr+DXFwcGh1Wzs7OwDUarX5vemzXq8nKSmJ3377jR07dnDgwAGGDRvWrr51Oh0ODg7tGmNbKBY4KxMUFNS+DWsqhUXA2ZfaOmcKynUYjFLLaSw6gymQoaid9T57AV/uykWtgvC+Lu3epzXZzJsUyqL16UwI8ybpWBHXj/DD42A1/whNh5+fEU+iYx+H3B0dr2eq1oB3GOQlg8ZeTOnl7hDKBVyyFqFQH2d+SjmNq70WlVrN5mNnuXN0IDuOi2mIoKAgggLF0+qvqfncHBfAff/by3/vTiA+yNOyh5vU5cLqVpQOTn3A2VdYnq9aBD89CJ9Og8ueU2rStpN2388UupQOy6U9lrKTu+Hzq8FQCxpbuP4/F/5DOsDkyZNZsGABX3zxBXfccQcGg4G///3vzJkzx+wT9uGHH2I0GsnLy2vkH2ZjY0NdXR02NsJHPDc3lx07dpCYmMhXX31lLicWFBTE3r17mTZtGitWrDDv7+LiQnl585kFhgwZwv/+1/GsAOfOncPDwwNHR0eOHj3Kzp07AUhISODpp5+mtLQUFxcXVqxYQVTUhSDFY8eOma2InUWxwFkZk9m0TfJFfVJV/2H0dbPHKEFOcZU8g3LpC24BIqXIJYAkSezMKsHZTou9TRu1SxvQmmxmxfox/4pwcoqFU+zvRwopGfEIw9P/Wd+pUSgEKx8SdU47yrlTYll+EoozL0zpbVnU8TZ7OPMmhbIl4yzPTB/C2+uOEtHPld+PFJiDTkxyCfZ2xGCUWLbjBLo6A1/vyWVPTkn7o4tN/m7B48HRGyoLhL/h93eBnQvc+Qvoa+DnR6BPuBLY0A7afT9T6FJklUvASLhzFVz2rFh2QnkDYSX78ccf+f777wkLC2PQoEHY29ubI0zHjBlDcHAwERERPPLII4380u677z6io6O57bbbAAgPD2fJkiUMGTKE0tJSHnjgAQBefPFFHn30UeLi4tBoLvwnzJw5kx9//LHZIIbx48ezf/9+pA5mZ7jyyivR6/UMGTKEBQsWMGrUKAACAwN55plnGDlyJGPGjCEoKAg3Nzfzftu2bbNarVSV1NHR90Li4uJITk6WtY+kpCQmTpzY9obrX4Dt78H0f3LvkRh+O1LIZ3PimTTYR56BLb8HTmyDvx2xfsWHLuZkyXnGvbWJGH83Vj7U/oLO7ZGN0SgR8/J6Zsb05/XrouCz6eJ3A/AeDBOe6Jyl7CV3oP6Sm/YWJPxV+Ge95gMvlna83R5MZY2eDWlneObHQ1TXGgj2duSxyweZ/dpMclmZksfzPx2iXKdnwqA+7MouxtvZjiemth2gAghFLGSCiBg24T0Yzp0UClxlAbgPgKpiUKvhsufF9JC9G+xYLGrXXqJW0I7S7vuZQpdiiVyOHDnCkCFD5B1QF5CTk8OMGTOsWtD+0UcfZebMmVx++eVWa7OiogKVSoWzszN6vZ5rr72Wu+++m2uvvZb9+/fzzjvv8N///rfZfZuTVWt6i2KB6y5MqSjCpzGifvpoeKCHfP31j4WKfFFcvZezJUMUnY8Psv5TqFqtwtley3fJJ8WTWUUBaOwg4hp4aFfn/+D7DAZXP7B1Es7C0Llp2R6Ors7AxLc38WvqGaprDbxxXRSb5k9qViGbFevHc1cNQaNWsfnYWXR1RsaFebc/gKEoHdJWXTSAUqirgsozgARlJ0B/Xvgirl0ASa/Dhhcg8aFL2gqqoKDQlGeeecacisSavPTSS8TGxjJ06FCCg4O55pprACgqKuLVV1+1Wj+KD5yV8fBoQwkz+eicPQJqG8jdQZiPCG/OLKxkhFxKnCmQ4fBPEH+PPH10EZvThQI3MbzlCKLmaFM29QR7O5F/TsfJ/HwGlNQ70IddYVFfLTJ+Pvz8mLC6JTwA2VvEtOzkF6zTfg/jp/15FFXWsuXYWcYP6sPN8QFNtmkolxvjB6BSqXhi+UH6utpxJN+CdAneg8S0NIBKI/x3xs2HPUvh9u+FD2hRBqx9CjQakOozphtqhSVOCWxoQnuvGYWu5c8ol6CgIKta3wB8fX3N0abWQqPRmPPJXYy1pk5NKBY4K9NqgkWTj87wO4RVp89g+P0VQsu2AnDb/+20Xv6ri+k7VDjinz1i3Xa7gdwS8cQU5e9u0X7tTX6ZWJ+iZG1mNYx/QnwZaiUTe9RsiLtLKA1v+It0Fpfo1J0kSSzdmoWjrQZbrZo3r49qEkUGTeVy/XB/hvq5UmeQeHKqBZbJ2NvAqIfw6TDxaZjyipganfCEmDoNnQyj7oc+Q2DUPHE9gJhOtXe7ZK2gnaE3JYz9M6HIpefi6OjYZX0pCpyV2bx5c8srtywSUzW/vQiGGihMg8SHcNv+BgA6vZG9z0/hpasjrV/YW2MDzn2hqggMeuu12w0M9HHG38MBNwfLqle0KpsGTB4i/BC3ZRaL1Ct9o8HF1+JxtsiEp0R1DEdvmLjgklTeALYfLyajsIrztQZenBlJP7fmQ+cvlotareL5qyIorqol+UQ7/QLrqsW5jUpY2ZJeF+4CzSnH4+cLxW7M4+Kzo5f43JnglEuU9l4zCl2LpXL5E7m6dzsdTbLcERkpU6hWplUhFKWLqRpDnWlj0J3DtfI43s62FFXWkl1UZc5/9dKqwx1PYNocfaOg4rRI6tuv9z7BHc47x9D+bm1veBHtvUAG+bqgVoHjid9BvVOkD7Emds4isuvEDuH/FnmNddvvZlam5LFkUybHCkT6j4h+Llw/vOXzuDm5JIR4MT2qLx9uyiS3uIpXr4nCwbaViOO9X8COD2DAKLh7besDNCl0Jp+3ijMwfdElq0h3BuWPv2diiVzs7e0pLi7Gy8urWQu4QvcjSRLFxcXY29tbtJ+iwFmZVi8Q73AxVaNSCeVNawv2bmQa+xPRz5UtGUVkFlYyfICH5fmv2sPAyZCxTuT56aUK3GfbsskpPt8hxba9Ny+tRk2gpwNhZRlgY4RQ6/otAKIqw4ntkLPV+m13I6ayWXePDuLfm7MoO19HWXUdqw6cblFmLcllwZVDWH+4gOX78hg10JvZI/yb79Sgh63viFQvsbe1b6BRs8Vr/fOw/f0LvnMKwAUlPKOgirD9m5k3KdS6D5MKncISRczf359Tp05x9uxZGUekYEKn01msiIFQtP39W7jHtYCiwFmZCRMmtLxy/HzhA2fvLpL4TnkVdixmhdNNeDrbApBZIMyvFuW/ai+a+inHX58Qjt3j5/c6q8P6wwUAxARYboFrVTYXMbafkaBzBUg2jqj84y3uq00GXgYbX4OCw1BbJaJSLwGWbMrknrHBvLb6CHqjhI1GxX3jQ1iyKbNFBaAluQzwcuTeccF8tDmLpX9ktazAHVkpokzVWhgy07IBx90tFLjKQsv2u4QxKeH3jA2mQqfHxV7LovUiwENR4noGltzLbGxsCA4OlnE0Ct2F4gNnZQ4cONDyyqjZwienuhSQzD46kVPv4Y9j4unonE7P9uNFPLXioDnRqVVIXQ7b/iX8fbzDxB9XLyzqffi0KOsS2YEp1FZlcxERqhOM0Ryi2Gf0hZQv1qRfLNg6AxLk7bN++91EZmEl587XoTeKKR6jUaJCp2/VmtyaXOZNCsVOq+bImQqCFzQT4CNJsPU9EXUaNhUc3C0bsGewkEXZCcv2u4RZsjGTyH6uvLQqjX+uP8bCNUe5Z2xw50qaKVgVS+5lCl1LV8pGUeCsTGlpG07XUbNFRv/BV8G8nRA1m1mxftwzNgSA7/ac5KVVh5l/RTuTl7YXUwDF+RIoOtYrc1+dOaejXKfHyVaDj4td2ztcRJuyaUBc+QZ8VWV8WxFtcT/tQq2B4AmgtQcb69TF6wmE+jiTV1YNgAqw0apxsde2ak1uTS4bjxbiUF9tI8jbiVsTBlwI8EldDu/HwpkDIiWIe9MUJe0i8hrI2wvJn3ds/17OypQ8rnh3MyFP/8LYhRs5VljJ2npLN0Cd3timEt4hUpcr1TA6iCX3MoWupStloyhwXU1dNVQVQr9hjb6+e2wwKhU8enkY6x+fYP2pClMAhakKQC/MfbU/V1wYg3xdZHfGDTbkALCifLB8nYRfCXod2HRd2LnczJsUys8H8gG4Kd6fBdMGs3RrdoetyUs2ZfLoZLFvdlGV2Rp0eN1SYUG++gMYdKVQhI/+0jElIOIasVz9CBSkdWicvRXTdOlLV0dyS/wATtUr3wDa+rrMEsKy6u1sZ1b0Op3qyJRSafpboibw9Ld65YyAgkJ30q0K3Nq1awkPDyc0NJSFC5sW2V22bBl9+vQhNjaW2NhY/vOf/5jXff7554SFhREWFsbnn/ecJ+eGddyaJbu+Hptj4yoC9jYavJ3sWLo1m8JynfUHZgqgUNdPB6p6X+4rtVpYdeKDO5bEsk3ZNEDr6MFRVTBZOmdKqmo71F+bhEwSy8M/gNEoTx9dzKxYP7Qa8cf/7Z5TfLUrt01rcmtyySyspLLWgEldr623Bl1f9a2oIRuQALk7IWIWXPNhxyzKnsHgO1S8Xzb9T2URWrIpkzevj2b0QG8uj/RlbKg3AGoVPDdjCKOC3TFKsDLlNEWVNdw9Jpj016Z1PtXRlkUX5Kex+VPUBLYmltzLFLqWrpRNtylwBoOBefPmsWbNGtLS0vj6669JS2v69HvTTTeRkpJCSkoK9957LwAlJSW8/PLL7Nq1i927d/Pyyy/3GJNySUlJ6xsc/10sHb2arOrvbk+FTk9WkQxF7U25r2JvF5/9RvS63Fd+7o5IQLSFCXxNtCkbE9WlcHIXGS6iOHFKrkznlnsAuPSFLW9DcYY8fXQx1bUGKnR6Aj0dyV54Vbusya3JJdTHGRd7LbZacatSqVRiSlZ9Gs6mw3+vA10ZDJ0NAxI7blHuU29pra2C+Zl/GotQZmElBeU11OqNVNXo2ZpZxOwR/hgl+GpXLruyy7C3UaMCXOy0vPxzGntPlJpTHbXbL+7i6dKzRyH1B/hwFOhrxDadkd+fjHbfyxS6nK6UTbcpcLt37yY0NJSQkBBsbW25+eabWblyZbv2XbduHVOmTMHT0xMPDw+mTJnC2rVt5H7qInJyclrf4OxRsRyQ2GTVkH6uAGQXWdnXBC4EUORuF5/PHOg1FQBWpuQx5Z3NzPxApNzIP9cxC2WbsjHx/V3CpypMpA/5I6OoQ/21i+CJYnmJpBM5mi/quyYObPqA0hKtyWXepFCWbs3m6emDsdWo0ahg6dZsqlxCYN8XcOYgOHjCwEmdqyl7er9YGmqFRfRPYhHq62rP49+m8NHmTOZ/f4C4QA9mxvRjkK8z6x+fwGdXOrH+sQlIiATa3s62vLo6DUmS2p/qyDRdGnc3jHlM+AAjwb5lwgqt10Hxcfh4gkhurfjFtUm772UKXU5XyqbbFLi8vDwCAi44Hfv7+5OX19Qcv2LFCqKjo5k9ezYnT560aN8eSekJMX3p7NNkVUyAOwCpp8rl6TtqNjy0R/hc+UT2GuVt0fp07hwdCICtRs3n27OtX2qsIXl7Qa2l/9DxAET6ucrXV+S1Ynn0F/n66ELO1E//39hMzdOOMCvWj/lXhPPVrlxqDUZqDRL3jQvBddLjQnmrrYKIq4XytvKhjluUS7NFNKqN4wVl+hK3COkNRgyShEYFy7afwMPRlnvGBfPcT4ca+SwO8HLE19WOfbllxAS4c/RMBUfyK9qf6sgUQLXuaZGvL2cLOHiIfJj9okUev2PrRGWaqrPgHw8Tn+m1kfIKCl1Fj84DN3PmTG655Rbs7Oz4+OOPufPOO9m4caNFbXzyySd88sknAOTn55OUlARASEgILi4u5pBfLy8vIiMj2bJlCwBarZaxY8eyb98+ysuFQhUXF0dBQYFZkQwLC8POzs5cYNfHx4fAwEBzH3Z2diQmJpKcnExlpXhSnVB1FqPWgT/qS6GEh4ej0WhIS0ujslQU1z5yuszchoODAwkJCezatYvqauFgnJiYSHZ2NmfOnAEgIiICg8FAerr4s/Hz88Pf359du3YB4OzsTFxcHDt27KCmpoYYp1DcJSNH0tIoLBT5r4YOHUpNTQ0ZGWIqLyAgAF9fX5KTkwFwdXVl+PDhbN26Fb1elOIaP348hw8fpri4GBD1+SoqKsjKygJE8WFPT0/27RNpMjw8PIiJiWHz5s1IkoRKpWLChAkcOHDAPAU+fPhwSkpKzE8x/9qt5/krQtlyIAMJCHTX8tI10Tz57R7cyjIsklNtbS1JSUn4+PgwaNAgtm7d2kRONcWnGFNTjrHPEGyqS1ABf+w7wpj+WrOcAPr27UtwcDA7duzonJz6xmGPCv2JXRxITm4kJ4CxY8dy7NixHi8n0/W04o+D2KiBkpMY/d3adT2Z5NLc9TRo0CDcyjJ4Zhj8kmPP90d1HD2eQ6p9HlEAkgFp7+ecP7KRE4E34OE9Bk1hocVywjWIYnzoX5dC0fBHqMvPp2Dn94Q5+HM6I6PV66k3yunAgQP8caqOgvJa+tRXgZGAf6xM4YmrogkwFpCUlEFtbS2VlZXcM9yTRVvyWZOazxtXBZN75izP/5zO9WG2pKWltXg9VVZWMuFsOvqKQrRGPSpEUISqut4t4edH4edHkVCDWoNBUqPd/4XYRutATtjd9FnzMnuKvTt93+utcoKm/08Gg/ivsPT/qTU5ASQkJHDq1CmzQaTh/5Ml19OfWU7BwcHm/++O6hEN5dQaKqmbaqXs2LGDl156iXXr1gHwxhuiHujTTz/d7PYGgwFPT0/OnTvH119/TVJSEh9//DEAf/3rX5k4cSK33HJLq33GxcWZBS4XpaWleHi04GQvSWJqwDMEHmma+6vsfC2xr2wgMcSLr+8bJd8gVz8Oh36Ap3LEU3APJuTpX0h/bRrP/XSIb/ec5M7EQJ6bEUH4c2vIeuMqi9pqVTYgnvTXPS2Sujp4wfS3GLnKnbLzdeiNRkJ9nOXJSP9eDJTmwBNZ4NT+qceeRlFlDfGv/UZIHyd+//vEdu/XplzqySs9z5g3NzFsgDs/DlgBe5eBsy88flhEuHSG1OWiKkPFaZj8IvjHCYteL3EzsBRdnYFJb29CpzdSer6Of982nGlR/Zps11A2/9uZw4ur0jAYJUJ9nLh/wkBmj2iHpXXJKPAbBilfidkHjZ2oB7x3GUx5GcpyxWvP/4kp1PMmlwUVTHpW1LV9sWf4OPcU2nvNKHQ91pZNa3pLt02hxsfHk5GRQXZ2NrW1tXzzzTdcffXVjbbJz883v1+1ahVDhgwBYOrUqaxfv57S0lJKS0tZv349U6dO7dLxt0SrSfyMBpH/a1DzY3V3tMXb2ZYBnjKnlaipFI7f+Qfl7ccKhPo4syenhMN59Ql8/dw6XKWiVdmY/HRMKT1G3kfVmhdxOn+aWoOR16+N6nzkXUuE1yuiNTJNnXcRG48WIAHDB1h282pv4ks/D0ccbNQcza8ARw9AgqjrO6+8gVDSrnhVpCP5/WX47o5LVnkDKCyvwSBB6fk6Hrs8rFnlDRrL5vZRQXx8+wgAtGo1K/a28zoYdrtQ3mxdYMICmPIK7P0MJj8vcvCNeQSuWgR9hgjFTltfhkil6nWR8l2Fksi35/KnSOSr1WpZvHgxU6dOZciQIdx4441ERkbywgsvsGrVKgDef/99IiMjiYmJ4f3332fZsmUAeHp68vzzzxMfH098fDwvvPACnp6erfTWQyg/BUb9hYi3ZhjYx5nMs5XyFpH2EYowJ3q+4/y8SaE8tfwgx+pLjOmNRutXqYALfjql9Rn5t/2Lz4zTme2wBxClzSyOvGsv0TeI5ak91m23i/nloHjgakkZsAbxQZ5o1CqMLn6i9ulQKypYUbNhomkGQA2R11mv7R5Aw4S9N//fDs5W1DA9qi+PXBbW7jYuj/DllpEBHD1TwY6sYpJz2hFxd0zMsqC1g80LzRVomijHpkj5Ka+K9CISonpML4qUV1DoSrrVB2769OlMnz690XevvPKK+f0bb7xhnlq9mLvvvpu7775b1vF1BC+vVqbADq0QS9f+LW7i7mjDusMFbD9exJjQPlYeXT2mCNjTKfK0b0VmxfphMEo8+2MqGCQ+25rd4SoVrcqmKF1YJRskOq7RlTJanQZcSfIJMYXT7sg7S+gbIyx/Pz8CP/5VWBx6WZ1aSZLYd6IMgLggyyxwrcrlIq6K7seWjCJ0+7/F0SsU+sVY1FebRF4Dv70I1cVQcEg42V8CNKxvui2ziM3pZ9FqVEwM74Na3bIbRXOyee6qCLZmFJFXVs2/fjvG/+5txd0jZ6sIWlBrRQCVYysP2qbzfcui+mh9SSjppkAfBVam5LFkUyaZhVWE7t8sj0uHQqew5H7WWZRKDFYmMjKy5ZWmJL6tTAkM7isiHg/lyTid5lefaLDomHx9WJHrhvsTF+TJUD9XNvxtYodvWK3Kxjv8Qj4qVKCxxc7Zg2A3cYmcKq1GbzB2ePq2VQ7/INJX1FXD+Cd7ZfRddlEVFTV6+rrZ42pvY9G+rcrlIuKDPPGlBIfTOyHqBuv7cHoEXUjqm/mbddvuRpZsyuSescG88etRNqQVUmuQeOiyUP7zR3ar+zUnGyc7Lf+6OVaUoc0sJvXUueZ3NhphzZOACqJvbl15MxE1W5QYfKlMzBRU5F948P2TY1LCb00YwGOTwxqXlVPoMVhyP+ssigJnZUxRQs1SegJQgZt/i5sMH+AOQGpeCzdFa6C1A40tlPeOC/9U6XlST50jsp/lBewb0qpsxs+H3SJamcHTYcor3KX+lY9qpuBqr8VglPj54Gn5pm/948X7zW/2yjq19jZqbDQqRluQ/81Eq3K5iGA3NTdpNqECjJHXW9xXu4i+USyP/ipP+91AZmElFTo9NXpR8UOtArVK1aY1uSXZjAj05N5xwQDc8PH2xuW1TEl7X/WCgsOABIkPWj7o8U+J5YYXRKqRPxkNp7yveHczb/x6lMRgT15alcY7v2Xw+i+irJzVXToUOoUl97POoihwXUlVIdg6tep0HebrAmD9abqL8QwRSlwvYOGaI5RV18mbjy1q9gXF+uivkPwpTtNeZtj0ezHU+yP+O+l4h6dvW6UoXThwAyD1yjq1JVV11BkkJgySadq/HtWJ7Vyn2cphYyBH63zl6SRilljaXjo1ak0VLUzYatWiokUnrMmD+7qgVatQoeK+8SHcmjCA/b/+h6o1L4pKFs/kg727eGAsPGJ5B0NmiCCGinw41Hus0dagYY1aU+myM+U6vmsQOFJrMPL7kUIyCiqtV6PWxMWVM3rRbMCfiR6dB643otW28JMaDSLpqEdgq/v3c7NHo1JxpoPVBtpN8ARI+VKkNunhqUQOnRYBDJH9O6fAtSgbEzUVoNLAixccs2chpk/fXpfO9/ePxs3BsunBduEdDj4NAls0tr0q+k5vMPLfHSL4Iz7I8mCiNuXSkEPLCVIX8FrdbTik5hPRyXOiWTyCoP/wXh8V3JB5k0J5/VehRPl7OHDvuGCW1vuTtkZrsvl4SxZ/nRDCkk3H+WhzFvY2aj513s9Lqvt5O3AspP8q/EonPi2syZb6dGpsIH4u/LEIfpoHPz3QK/1DO4KpRm3W2Spc7W2ID/LETqumRm9Eq1ZhMEpIwPHCCrQaFS9dHUl8kCd7ckp4aoXILtDhB01TRP6MdyFoHJzcKVLqwCX/u1sDi+5nnUSxwFmZsWPHNr+i8qxYureuwKlUKvq52zd6WpYFzxCorYSSLHn76SRGo0Re6Xnggn9gR2lRNiYqC0WG+IsY6iembl9b3bRWr1UYPx92LAGtg3D2nvJKr6lTuzIlj0mLkvg2+SQalYjWtZQ25dKQY+uQgNWGUfx2pMDivtpN5DWivFbWZvn66EJmxfoxuK+w7ueVVvPVrtx2WZNbk01mYSX2Nhrz5zq9kf0Vrvxc4g+L48TUp6s/jHm049ZkU8Uav+HCovcnqlFrr1XzwspD/HIwn4e/2m+e/n5uxhD+dsUg4oM8OH2uhrGh3uw7UcoHGzM7Fil/sbVtw/OijNzeZfD5THDy+VOUlbMWFt3POomiwFkZU1bnJqg1gATh09psIz7IE71R5vzKmnpL0sHv5O2nk+SVVVNnkPB2tsPJrnNKbYuyAWF9M9QI68tFmCx/sikMpjq1GluRZmbP0l6Rg8w0zTOy3uo2ItCzQ07VrcqlIUYj2DiA71CK1N4cL6rCINd1EnGNWH5/pzztdwP93R1wstVw7B/TWP/4hHZZaFqTjWlaVlMfxapSqRjmUs5jblug5Lh4xd8j0uN01Jqc/Bn4jxSJrlXqP02N2oF9nHn0mxS8nW1JL6hg7eEz/CUxkL6udny1K5d3Nxyj7HwtIGo1784u4f3fM9iUXmhZpLzJ2hZ7OwyaJiym5afFa8QcoXh/NFY8yJw9qkyrtoN238+sgKLAWRlTuYwmmCxdniFtthHq40z+OR2F5TJOowaOEcszPTuZb0ahmD4N79v5yM8WZQNwrl7pGHhZk1XeznY422kpPV/H+VqZnKmjZsPU18T7W77q8cobXJjmMf1ZzIzt36E8ea3KpSEFqVCehyr+HkYEehDk5WhWHqyORyC4BUB1qSi03suRJImk9LOMDfPGRtP+235rspk3KZSlW7N55DIR1OPjYsd6wzDu0X8rXBE0duAd1rkatUXpMPZx4T+88kHISrrka9QChPk4c7K0Ghd7GzYeLeTOxECS0gt5evoQ1j8+gU+nOrHhbxMZ2MeJfm727D9Zhr+7A6/8nMb240Xt923cskgYFTY8C+m/CH9DjS38Ml8obJe/DMHjxDQ2Egy6QqlT2wbtvp9ZAUWB6yp2ibJfeAS3uam3swgu+HRbjnzj8aqPpCzp2X9OAR7CkTwhWObcOmX1CXxDJze7OqSPEwDHCmQMLvGoV+57icN2ZmElUX5uHDotIqbjgzzkyZNnmuL5eHz9F2rGhHqTUVDJ5H8mWdd5uyFD66NcU7+3brvdwNvr0sk/p2NMqLfV2pwV68f8K8L5JVUkcD59Tkfs1DuxQQLJICzaG//ROWuyd7iwuroPgMM/Cet07o5e4x/aETIKKlifdgY3ey3Hz1ahAnZkFTc75f3I5DD0RiMqFdQYjGQXVfHI1yntj5QvSod9XzT+Tq2F2gpY94zITXm8Qf3xbe/Bpn/0ykj5SxFFgbMycXFxza84vV8s2whiABgWIPyw0vJlTCWi0YrksRVn5OvDCpytELnZhtWnV+kMLcoGLuT86tP8H4MpvcvBk2WdHkeL9ItqPJYeTqiPMz/sz8MggYONhkE+Lh3Kk9eqXExTPMP+Ij7bu8PWd3DN34YEONtpzVF6Vs+JFXeXWF4CechWppwGYEqEZZG7rcoGocStf3wC06P6AtC3dC/ohc8qf90icrp1xpo8fr4oeB8yEYx1IkJ85bxe4R/aUbyd7fDzcOScTs+rsyLJXnhVkylvk1xmxfqxYNoQ3BxsOFtRg1oFujo9lw9pp5yd+kDdeTE9rdIIP9zLXwbnfuA1CJH2qr7ebfCE+p16Z6R8V9HWNWNNFAXOyhQUtOAnVVUoniS1dm22EVxv7TlRfN6aQ2uKk7fw/ZKzbFcn+WG/+EOO7N+5HHDQimxAPN2rbZoNYgAYPVBYLk4UV3V6HC1i7yamL4p7dmCJiXmTQvnPlix8Xe0YEejBzuziDuXJa1UuphJnv70oPtdWQuJDJB5/D5UKDp46h67OIE+ZM48gUVy9OBP0tdZrt4s5c05HXlk13s629HNzsGjfVmXTgDsSgwDYWeEtzuOABOtUyTD5h57YIT5Legib2itcDCzBlPMteMEvjH1zIyeKz/PqNUP5S/3vejEN5TIr1o8/nryMxbcOwyjB2NA+ONpqmt2vCR5BgAomPSuihU0BVFNfg4f3iITKjx8SaY4GzxDT4iAqZNi7XtKW0I7S3mvGGigKnJU5efJk0y8NdeKPx7F90xc2GjVOthqz9Uk2/EeKpy5Dnbz9dBCDUeKHfadwstXg6dT5nHXNygaEAnu+WCi0LRDlLxTIQG+nTo+jVZx9obqkRyvVJmbF+vHAxIEUlNewLbOIl1Yd7lCevBblAvUlzs4J6wuI30V3jlBjNgP7OCFxIfJVlulbvxHiz+o1n17ruG2ySk4ebHnevFZl04CRQZ54O9vhUHRIyCvhfov7apGo2fBwcn1JLRWU5Vqv7R6AKRhoSoQvNho1VbUGPBxtcG0lE0FzcpkR3Z/5Vwzi96OFfLAxk6qaVvx19bXCmnlyt/CBS10OSa+3Xaf2itfEPQoJkhZe0pbQjtLea8YaKHngugJTgXT3Ae3excfVnuyiKvQGI1oLnI4tInC08LeqKmy1OkR3kVtyHqMEA7xkTqhaflr47HgObHGTvq72eDrZckjOChkgpnDPnRRBL14tj6ensP14MQDf3DeKhBAZ/BS9w4VFx0R9jryTmgBCfZzJLKwiObuEywb7Wr/MWepyOHNIvA+ZJP7ofq+v1dyLLEDL954C4Jph8tXMVKtVTAxQMzTrawwufdEMmWn9TuLugcM/1l+vPT9/ZXsxlTl7aZVIU6RVq3j08jCWbMq0+GFo3qRQsoqqeGfDMd77PQNJkgj1cRY1UzU7hEW7KB0cPMVDq60TzFrSdpmzhnVqKwvF+9rKZoO+LnUu1KOtvPDbdlM9WsUCZ2XCwsKafllVnwPOZ0jTdS0wbIA7ahVU1xmsNLJmMDnNZ3dd6Q9LMClL0X7uVmmvWdkAZCeJpd+wFvdVqVT0d7dnZcppeaODAxLEMmerfH1YiXJdHasP5qNWQUyAe4fbaVEucOHJH5Xwf6uf4ika/jDJOaUAbMksYvvxIuuXOduyCMY+JvrO2tgrHbclScLRToOdVk1cUPPuAa3RqmwuYlrF94xRpbLWftqFNEXWJGgseA8SbiiXiPIGIhjoYIN6spIkUaHTt2pNbkkuKpWKMQO9zMl+hwW4N62QcddaobwhQejl7atRC43r1AaPF35wa56y4Eh7P81VyLjY99aSa6azKAqclbGza8bHza7eKhDU/gR/Y0O9MUpQIKeyYLLwHPhGvj46wY7jRQCMCbWOZadZ2QDkbBNLs5Nu84R4O1GjN8pbpzbyWrHsBX9Qh+r/dEL6ODdK6GopLcoFxJ/G6EcAMXVqmuKJm3Eff5sySIwjr7zD07etYpq+pX46u5c6bheW1zAxvI9F6UNMtCqbhtRUMLZ4BTWSlreLRiPJ4QKgUon0FXnJveIBp72E+jizO1u4AahVYNOOMmetyeXjLVn8bYpQIvbmlvHGr0e5QiMqZOAfL4JANLZg5wIFHUxOfkV9yqO0n2Bx/J8mN5wpdVKMvztqlapZ39t2XzNWQFHgrMyhQ4eaflmSLZbtSCFiYmB9IMPOLMsz27cbN39AJZJk9kBS80Q+neGBllsOmqNZ2QC41v/pmwrKt8CYUFHnc1tmkVXG0yyeA0V0cEdvrF3I3hPCAjamAwXsG9KiXEy41cvnrjWNohpvTQgk3NeF8YP6tDsxrUWYpm/V9Z4mKlWvKXFmdop/+lfyz+nwcOyYD2mbsjFv+AN2Ug1bNKPI0TlxJL+iQ/21SczNItjo85lwXsZ7Yxdy3/gQTpVW42ir4fEpg1gwbTBLt2a3ak1uTS6ZhZUYJDA9AtbUV8hYWTIA9v8PijNEipfxT0JJB4N++sVA32jhPz3lFXiu8E9RJSOzsJL4IE80ahVrDuUjSVIT39t2XzNWQFHguoKkN8TS0xIFTjx9/bDvlBwjEqjV4inMNMXbwwjzdcbZToufu2WRcxZTlgsu/cHBvdXNRoWIqYaUkzJa4NRqEUxxqOfnHttar8iODZO3gD27PgJU0C+6yar4YA/2nSilrr7MkFUxTd+Oe0J8dg/qFSXOTNM8f78i3PwnvjnjrPXz5DVk54cAFETeA1zwu7M6Dh5i2k8y9vgqMu1lkK8ocWanVfPuhmPtLnPWEqYKGXY2F/7eh7mUM8szF6rLxD3fpT/4RnTuYURXAUhw+gCcSf1TVMkI9XFmZ1Yx9jYaZkT3R6VSWd/31gIUBc7K+Pj4NP2y7MSFAuXtxNneBq1aRV5ZtRVH1wwuviIPkF7miNcOkFlYSbS/GyorTSc2KxtDHWRvBveANvcP8BCZ/3OKZUzmC8LXq6oIamRMWWIFTOfmiE5aSJuVS6OO9okUPLZNI4DjgzyprNHz2Lf7OzWGZjGlsEj7SXwuze4VJc5M0zxl52uRgCAvR/55Q0yHUqy0KZvU5bB4pMjar9IQ7yOmTj/fniNfgmWTAp38H+u2202sPXQGjVrFhr9NIOuNpjnfmqM1uZgqZCyYNpgoP1EG8Ke6kbwkfSQeEGsqRK3f1X/r3MPIuRMw6ErY+g7891qo013yVTLGh/Xhrs/2sOrAaeoMxmZ9b9u8ZqyIosBZmUGDBl34kLocloyE2irxxGihadnd0YbSKplTfHjU+8EVWzF/lhU4UVzF4dPlBFoxArWRbEycTRflY+xc2txfrVbh7+6ACpn900z5s05sk7efTjLI14WBfZw6neKlWbmYqKmCmvIWrdfx9XVY9+aWdmoMLWJy3PYKBSSIvE6efqyIaZrn96MiWnBqZN8Op1hpVTamJMsm396h1+K3/QUcVTVE9HeVL8Gy3whR5L4oAyoKrdduN5BRUMGXu3IZFSzSsLSX1uRiqpDx1a5cDtW7odSGTsNpzH2w+U2xUebGzj+MeIfDoKliOlZXJh50LuEqGZmFlXyz5yT93O354PcMwp9b06zvbavXjJVRFDgrs3VrvXOt6eaW+LD47BVmsX9Af3cHag1GauSMRA25UJ6oJ7HucAEGo0R/K06fmmXTkOw/xNKvfdmzL4/wpapWj94gw5SdiZD6YIrjv8vXRycxGiWSc0oYGdzOCLZWaFYuJkxVKfxHNru6v7sDLnZaCs7VoJPzOhlxl3gIK5fRpcFKhPo4sye7hB31KV4mhvt0eJqnVdmYkizv/Ux8PrKaZdJ0ZtofJOtsJUZJkifBskoFw+urZHyY0Ksd6N/97Rjnquu4IrKvRfu1KhcuVMjIXngVId5ObErLQ9rwophpufYTeGhX5y3J4+fD1n/V5xNVw+a3Olf3tgdi8iUNefoXpr23BQmJb+5LbNVa2pZsrEnP+te+lNiySPgD2NbfNAPiLfYPsNMK8Qx+fq08UxEA/WLFskJG/5gOYErOOilcZnN07naxDB7f+nb1DPVzRVdn5FiBTE7aACH1uZXy9snXRyd5a+1RynV6hg+wToBJi6T/KpaDZ7S4SaSfKxKQeqpMvnGYrEyn9sjXh5WYNymUv313gAqdHjutmjqjwfopVkBMlZWfFootgKGOmspSLjdsoarWwIIVqYBMCZbdAwCVCEDqpcXVdXUGfksrQK2C64bLl0ds3KA+VNYaqZM0IkjKWi4AJheDykJxDpQch+F39HgXg/Zi8iWdPdyfAV6O6A0SjrZaknN6TvCMosBZGXMIcVG68Acw1PuW9Yu1yD9gZUoeWWfFTW9mTD9uTRhg/akIEL4rAP+7vkc9xWYUVKAChvRztVqbzYZ3Fx4Ry75D29VGeF8x1fruhmPWGlZTnLxAay8SZfZQfk8XU1fWsMC1GnZfcRpQtZqCx6Tkb0qXMRjHNxLUGti+RL4+rMSsWD8WXBmORq2iRm/ktdVHOuwU36psvMMv3D9QgcYWO2cPhrlXo1Gr+HF/Hueq6+Rx8t6xRNxPC1JFBYFemKNvVcppag0ScUGeuNhbljfPklQVD4zx41rNH9iq9HD5S+I8thZRs+GxAzBwsvhc2buntBtiSrD81rp0corOo1GrmDdpYJvWZCWNSC8mMTFRvPEOF/4ApvJZPhEW+Qcs2ZTJ3WOE38/PB/JZuOYo94wNtu5UROpyYQJXqYVPSQ8KAz9TrsPVwQaN2nr+ZmbZNKTitHCQb2eASbivKyogvUBm5SpwjHVvtFZEkiROFJ3HXqtmgGfnfRSblYsJlRr6RoGNfYubTB4iFLgaOSJRTWhswM4NCrsuRUBnGNzfFYNRYuF1UZ1KsdKqbMbPvzDNP+YxmPIKd6l/ZbHuSoLqfVc/354jn/XPJ0K8l4y9Mkff//0hah7PGR1o8b6tyuUi+p74mae033LIGMRh1/bNNFjMZc+JpZPMEeldSGZhJeXVdeiNIjCnPQmWwTLZdBZFgbMyycnJ4s34+cIfIGOt+FxZYJF/gMjlU3/iAHV6Y7tOHovYsgiuWSKiHs+X9pgw8Fq9AV2dkQBP66YPMcumIZ4hbeZ/a4hGrcLNwUbeBMsgLD5n03tkEfVTpdXUGowM9HG2SoRws3IBMBrh9H7wG97q/gP7OOPhaMO5apkDfnyGCB+icz3L3eBijEaJZ34Q05cTwjv3h9qibODCVJlKDdvfg+RPcZr2MsOm30t5vSz+b0uW9RMsg3gQ9m6Q8d4U5d8LHOhXpuQx5Z3NZBRWogKqaiz33WxVLhez/X36qM7xlv4mFicdt7ivduE3HMKmws4loCuXp48uJtTHmaNnhKuMivYlWAYLZdNJFAXOylRW1itYJv+APUvF501vWBT1E+rjjKvDBbN6e08eizBN87r5iWLh50u6PQxcOI2K0l4F5TVWnTI2y8aE0SAi2fo2zS/WGoFejtTojVTqZFQYnPoIq8KenpcqYfMxMVWZ2MkEviaayMXEnv8Iq4pb6yleVCoVcUGe7Dhe1HoB784SMkksD62Qrw8rcPRMBftyy+jnZk8/t849BLUoG4CSHHGODkiEF0vNSZZnxfrx/f2jAbCzUctTJ3L8fJF7zjTDcdlzvSpH37NXDcHFXsu4MG/e35hh8X2uVblAfQaEUfCSO5QcR+8WxDZiqNDJeH1MfAqqS+HfieLhq5fzwISB/Jp6BjXwyOTQdiVYhnbIxop0qwK3du1awsPDCQ0NZeHChU3Wv/POO0RERBAdHc3kyZM5ceKEeZ1GoyE2NpbY2Fiuvvrqrhx2+4m8ThRddvSyOOrHlMvH2VaDWkW7Tx6LME3zeta3efZYt4aBm25uJr+qa4f1l8fvz8TeZaDXtVrEvjmi/d0B+CNDxooMgWPEsgemEskpFvnppg/tJ29Hx+sjUE2KUyv0d7Mnr0zHr6n58o1n6PViaYqM7aEk1fsnXjZY5gCgvPqADlP5twYEeTvh6WhDVY2B87UyKA2mB2RTAMX2D3pNjr5/XBPF2YoaKnR67hkXYv0oXVMGhLi7YeAkMBrQGqqJ96hmR1YxwQtkys/nNwJ8o+DcKTi2xrptdwPFVWL2w9FOwwcbMzudYFkOuk2BMxgMzJs3jzVr1pCWlsbXX39NWlrj8kHDhg0jOTmZgwcPMnv2bJ588knzOgcHB1JSUkhJSWHVqlVdPfwWSUhIuPChIh+QwMXyPzpTLp86o4RRgi93nrD+yWOa5jXlQDv4XbeGgZucRk1Z3L/YfsKqfn+NZJO6HNY/L95ve88ivz+Tz9WZczJOo5qCKkxBFj2IOr0RR1sN0f7tT0zdGo3k0pD8g7RUgeFirooW19iGtAKrjKlZvEJEcMn5Yvn6sAJrD50BYEZ0/0631aJsQDzwqTQQfVOzq2cN88MgSfLlTYyaDfduEO+9Q3u88gbCNabWYOCJ5QdxtdcyZqBXh6J0W5WLKb3Lhufg+EZAxcHge5lW8T0Go8T9EwbKk58PYPrbYvn9nF6d3sVglPhgo/jfWffY+HYnWIY2ZGNluk2B2717N6GhoYSEhGBra8vNN9/MypUrG20zadIkHB2FM+yoUaM4darn52BqNMbS+hqoniEdamtWrB9TInwBePemWOtr/qan2OzN4nPGum59is0srKRCp6feZ5Q6g3X9/syyMT2h2tRPL01706LgjeJKEVn88uo0+dK7aO3AzhXKe5a/ldEosTunhOEDPNB2oDh6czR7XRvqoOKMCK7RtB2hN2yAByoVHMyTscwZQNgUkZi7h2IwShw5U45WrSIuqPMpXlq850oSZKyH/rFg33yk+GWDfajVi2z1suEVKmoHn+0dwQuhPs78d7uYSZoR0x+tRt2hKN1W/wuL0oXrgbm6joq9x3K4Sb0RO62af28+jq+rvfUtfyDuV2qtmFqPn9sr07sA5gjq2AB3/DwsC9TqSj2l2xS4vLw8AgIu+Lb4+/uTl9fyn9XSpUuZNm2a+bNOpyMuLo5Ro0bx008/yTlUi2h0DPkHxdIULdUBTGkr9ueWdWJUrRA1G+5LEu9HPdCtT7GmGn4mrO33Z5bNlkUw8wPhr2HrDOFXtjt4Y2VKHv/6PYO+Lnb0d7OXL70LCKdsva5HPckezCvjSH5Fp6svNKTZ6z7/ACCBb/vSu9ho1Pi62FNYrsNgegKQA/948WB27rR8fXSCM+eqMRohor8rNlZQsFu8J585BPkpojZpC4wM9sRGo+Lv3x9AkmSUybC/CMf5OpnLDlqBByeGsqXe9eLqmP7NlmJqD639V+Id3jiqXmtHTqUWuz4h5oTBq1Ly5MnPt2URxN4m3u/+uFemdwH49aBwxXhqquXuRK3Kxspo296k+/nf//5HcnIymzdvNn934sQJ/Pz8yMrK4rLLLiMqKoqBA5v6Mn3yySd88sknAOTn55OUlARASEgILi4uHDhwAAAvLy8iIyPZskU40Gu1WsaOHcu+ffsoLxdRNXFxcRQUFHDy5EkAwsLCsLOz49AhkVrAx8cHSZLMfQQUnGYgcKzKmdP13yUkJHDq1CmzkMPDw9FoNObp4759+xIcHMyOHTsA8K4VIjp5IoekmhxAhClnZ2dz5oyYKomIiMBgMJCeLp5C/fz88Pf3Z9euXQA4OzsTFxfHjh07qKkRT2Vjx47l2LFjFBYKf5kJNo7UpnzHjlrxhxkQEICvr685osbV1ZXhw4ezdetW9Hrh0zJ+/HgOHz5McbGYUoqJiaGiooKsLBEeHxQUhKenJ/v2iYS0Hh4exMTEsHnzZiRJQqVSMWHCBA4cOEBpaSmX+er5JEk8EbrbwYwQLR8nZfDwhCDzb9oZOVVWVpKUlMSEonQMLv3RSgaqtB4c3LGDxJGJSGfT2dyGnN5afYBJATZ8eUTUmXx9dRo3htvy9i+pzIr1Y9euXVRXV3daTm65GxhUWYQWyJzyBZUF2YT/8gx1FeVUBE4lIyOjW+T00Q5xLMP9HMnJySEnR5yTnbmeTHJpeD15Fu0hGjCETOSPepnY2dmRmJhIcnKy2VG4oZz629dyphySDmahKTvZ7PXk4OBAQkJCh+XkUVxHDEDSG+zwubXF62no0KHU1NR0uZx8w4dhkCSGu1WTlJTE8OHDKSkp6bCcKisrqaysbHI9ee78BAfgqGYwxrQ0Bg0aZM5Ab5JTasp++jrCyYo60k4VY6srbfd9zxI5na32IdpQw6kdK/CKv96i+15Xy6mkTI8EqFVwyyc76e+sYmaILZNCXCy6nkznf3PXU433dEJ+fwM7wODSnyzfq7gvcyU7vOZy4/D+/HzgNF9uP45LdQGhPs4tXk8dkdOEs+kYhsxCg4jcNOprOF+ch1PRhXtrR/6fukJOqefs+DmrlmMFldiowcNexaiBXub/J6Bd11NDHaCjekTD66lVpG5i+/bt0hVXXGH+/Prrr0uvv/56k+02bNggDR48WCooKGixrTvvvFP6/vvv2+xzxIgRHRusBZw+ffrCh33/laQXXSWp+HiH26upM0jBC1ZL/1x31Aqja4U3QyTpZS95+2gH76w7KgU+tVoKfGq1NOWdJOmn/aes1rZZNosTJGnXJ0I2390pvsvaLL5vg+AFq6X3fz9mHqPpc/CC1VYbp3mMm98WYzyxw6IxysVP+09Jg579VQp8arV02dubrCabRteMif1fiWMvSGt3Oz+n5EmBT62WVh/Ms8q4mqWmUozrgzj5+ugE/07KlAKfWi2dLjtvlfaalY0kSdL7w8XvUH2u1f1N18qitUesMp5m0VVI0otukvTRePn6sBKvrDosBT61Wnpp5aFOtdOiXEx8eqWQz4tukrQ4Qdrz88fS2Dd/l/7IKJQiX1grBT61Whr1+m9Wvb9KkiTuTzs/lqRXvET/r/QRn7vxvtUeftp/Shr75u/Stoyz0vd7cqXAp1ZLsS+v69Dv06ZsLKQ1vaXbplDj4+PJyMggOzub2tpavvnmmybRpPv37+evf/0rq1atwsfnQkRVaWmpWVMvKipi27ZtRER0fJrSmmg0DZKv5h8UTr5tpEFoDVutGndHW3Zkyew47dpfpBKpkbFEVDvwrC/o/NLVEZ1KQNocZtmMnw9/vCPeh0yC7C3tDt4wTfNq6xMMq1Uq66d3AeHHYop6PCGedrszxYspQliSJGw0Kv4yOtBqU8eNrhlT+oOf7gdUcCa13e1cNsQHrVpF2mkZ81DZOom8iaU5wg+sB6E3GPnXb8fo69r59CEmGsnGhEEPJdkihUcL/m8mrhsmrt/1aTJm6LdzBkdPKDjU42RyMR7OwvXghriO/ydAC3JphFoE3LxQAvN2EjfjPuZfEc4rP6dRWZ9qZ3SIp/X9qsfPF+lcLntB5Af0DOkV6V2WbMrkzeujqa4zMH/5QZzsNLxzU0yHfATblo31aFOBO3/+PK+++ipz584FICMjg9WrV3e6Y61Wy+LFi5k6dSpDhgzhxhtvJDIykhdeeMEcVfrEE09QWVnJDTfc0ChdyJEjR4iLiyMmJoZJkyaxYMGCHqPANYqk3feFyCDfDifs1tAbjKTly5wc0at++rnwaOvbyYwpL6wcKSrMsomaDUOvE+9/fhR+fbLdwRum9C5zRgcBMKSfs/XTu4DwYynLFQ7BOxaL77oxxcuSTZn8ZVQgtQaJOoNk1cogZrmYgksuq48Odu4DG19rt++fo62WPi52fLIli5CnZUqVACKhr6EWyk60vW0XsienBF2dkUg/65WfuzgzACDOQ8nQrgTYfh6OuDnYkHm2Ul7fxAGjwKi/8LDTQ9mSfpYwH2eG9HPpVDvNysWEvhbOHISoG0B94S/eVOB+9cOiLN2wwM6XwWuCKTAu5SuR4uXsEZj0bI+PEM4srCQ+yJOPt4jp1ZvjBzA2tE+HfARblY2VadMH7q677mLEiBHmOW8/Pz9uuOEGZsxoubh0e5k+fTrTp09v9N0rr7xifv/bb83nWxo9ejSpqe1/Mu8W9LWgrwaPoE435eVsx4limSPf+kbD4R/h5C4IaH9lAmuTdbYKJ1sNfVxkrieX84dYPn3yQhqVdmB6Yl28UfhipJ+p4u0bouV5kl31sIhEPV8CxzfDzw+Lm2M3kFlYSdbZC+egbJVBZi2Gmvo2B4yG+HuEgt2OP4CVKXkUV9ZQZ5B4cOJAfFztWLReWCytKp+QiUKJSVsFYx6xXrud5LtkEf12wwh/eTsyReFG39iuzceFefNraj5nK3T0tZJlsAkxt8LRX2Df5xA0Wp4+Osl3e06yO6eEv00ZZJUKJi1y4CuoKYfBVzW7OrK/K6E+zqxKOc3toywv49UmUbPFa/XfIHlpj67pbCLUx5n1h8+wO1sUqp8zOkieGr5Wpk0L3PHjx3nyySexsRFWJEdHR3kjino5ffuKKB/OCQfFzkyfmvBzd8AoXUhfIQsBI8Wym8Px1x7Kx95GI8sNziwbEMdp42SR8mZiVqwfG/42kUAvRwb3c5EnsaPpSVZfDRjhl8e6NcVLqI8zujpR8ketsm6EsFkupsogGevrO51i0bTxkk2ZjAoR1SH+nXRcnvrBIKamQETY9ZDoYICdWcWoVTB5iK/V2mx0zZjI2ytcQ0Ivb1cbdyQGYZRkjKQHGDRVTNllb5Gvj07yQf1D39Uxnc/P16xcTGx5G1CJ0ojNoFKpmB7Vl905JXy8WabSWgBj/yaWe5fJ14eVmDcplKfry8+NHujFydLzHa7h26psrEybCpytrS3V1dXmP9Tjx49jZyezdaQXExwsCtBTcFgsG9br6yChPk4A7D1R0um2WqRvlFh6dSxnnbU4W1mLvY08PgRm2VSXifQcrp27kcYHeZIvZzLfqNkilxLA2Me7dRpi3qRQNqQVoFHBo5PDrFoZxCwXU2WQU/UZ/gMTLZo2ziysJKSPUChlqx+culyUx7N1guF/gelvdXueq5UpeVz+zyTyz+lQq1RWrUZhlo2J2io48LWYRm7D/83E8AHuuNpr+XG/jOkVNDbiPNH3zFQiJVW1nCytxtfVjiBvp06310QuJs6XiEoIHkHiHG2B2cOFlfar3bmdHkuLuPuDk4/wTdTLXKe4k8yK9UNdr+PsOF7MS6sOdzhxfouykYE2FbiXX36ZK6+8kpMnT3LbbbcxefJk3nrrra4YW6/ENNXM6f1i2Tem021G9Bc5fQ6ekjFJqb2bqL9ZLOMTWRuUV9dhMEr4e8gzzWKWjcnPr0/n/Mn83B04W1HD6bLznRxZK4RMEMsT2+Xrox3MivVDAowSvPd7hlXLypjlYqoMUpwJahvxR2RBZZBQH2eCvC8k3ZSlfvCWRXDNEvAfCTlbxbKdOQTlwBRcYipaHx/kYdW8hGbZgFBSF8eL2YXSE+1WWrUaNd7OdqxPK+C8nLVqR8wRuR1Le5ZvIsDXu8WYZlqhOgZcJJeGmGonmwKgWmCAlxO+rnacKD5P2flaq4ypWQZPF75wPby0liRJ9He3J9DLkaw3pncqgK5F2chAmwrclClT+OGHH1i2bBm33HILycnJTJw4sQuG1ssxJbj0G9HppiaFiwjchsXtZcHeDY6tk7ePVjBF2pqSF8tGbn19Uf+4TjVjrHclSEo/29kRtYzJUbyVp+muQJIkqmsNBHk7WVRWxiKiZosABqNBRESvecqiaWNTgImLnYz1g03TvI6eUJIlFOtujA42lZ/7vD67/77cMnmmjU0BJiaf3tEPW2R5HOApHsoiXlwnX3CJ6WGnh0xpN2TFXnG8946T2Tpz8DuxHHlfm5teU3/9frEjR77xjH8CUEFh1zn2d4R9uWWk5Vdw77gQef0TrUyLCty+ffvMrxMnTtCvXz/69+9Pbm6uOfGdQlMcHOqtR4b6pxorTEn2cbHD1V7LyRKZpwdsHKGqsNsymu87IZIlxga4y9K+WTbn66eiTQXjO0hivb/V3vpxy4K9G7gPEJaFbuRIfjkS8ijXZrkADJkplmMeg3k7LZo2NtUP1mrUGCX47w4Z6gebpnkHXSk+p//SrdHBpvJz+voIT72Vy8+ZZWMKMCk6Jj6PesCi6iVHz4jx+LnLWL2kz2ARtb3ptR5VvcRoNJJXVk1fV3urBXE0umZM1Omg5Dg4+4JL236Qc+uVyRX7ZJzadvMXEcJpq3psipfztXr++t9kHG015rQ3naFZ2chEi1Gof//73wFRsio5OZmYmBgkSeLgwYPmrMkKTTEXsj2VLKYkrWQ5cbbXyltTEERdwTMHhf9eJ61THaGk3pRvUoysjVk29u5i2YkSZwBxgcLKeqxA5tx53oPg5G6Rf0vTPcVTfj8q8njFW6G+5sU0Kv6culxY3/oP61Bbs2L98HC05Y5Pd/PqrKGMDvW20ijrMU3zTn1dfM74DTI2dFt0cKiPM062F3xGrT1tbJZNUTp4DYKqs8J31N613ZbHJZsyuX9iCC+tSiOvTMfCNUdZMG0wSzZlWle5PrRCBDIY9fDQXqg4LWQF3eY/ujIlj3+uT6dGb8QoSaxMybPKMTdbML26RExXxt7arja8XewZ2MeJwooajEYJtVomy1PgaPjjn7DvvzDiDnn66ATf7jlJUWUt04b2xcmu8/fXHlHMftOmTWzatIl+/fqxb98+kpOT2bt3L/v378fPT4aou0sEU3kQMjcgiolYB4NRIrdERl8ruBDIcHKXvP20gEalwtvZln7u8jzBmGVz9qiwatl17k/O1kaDnVZNXpmMgQwgrArnTnbbNB1csDJebsUIRxNmuQDsEWXv8Bve4fYi+gvn+uV7ZSgqbYoO3via+Fx2olujg+dNCuXDJOG3Gtnf1erTxmbZeIdD6rfi/YD6NB3ttDyarIQmZAkuAWENjKpPbXLwWxGF2QP8E/3cHVCr4K6xQVazPDa6ZkzJr9+pfyBtpT7txTx8WRgVOj3Jcs4imGqjmvzzehhL/8gG4MkO1D1tjkaykZk2feDS09OJiooyfx46dChHjhyRdVC9merqapHHyqgHF+uFE/u62lNnkNAbjFZrswmmVCL5B+TroxWyiqoItkKEVktUV1eL/HyHfxApRKyAt7Md56pljrAyySXzd3n7aQUbjRo3BxsCvawvH1OtS0D4lWlsO5V+x9vZDo1KpNWQhajZYnq3bzQgiWoe3cSsWD8G9hEySTtdbtXgEmggm/HzYXt9QumIazpUvcRGU1+9RC1j9ZLxT4j3Jqf5bvZPnDM6iB1ZJSL457cMq/knmuVi8k2c8qrwy3TwhN3/affU8ZQIX2w1Ku5etke+5NdeA8W4Cg6BXsZUWB0g62wlp8qqCfZ2IriPdc7HRvczmWlTgYuOjubee+8lKSmJpKQk5s6dS3R0dFeMrfdSJPL94Gk9h9VALxFddzhfxkhU07RVlYxO+S0gSRLJOSWcrzXI21HRMTHN4D7AKs1dObQvBqNEhU5GJW7gZLHsJssowMmS8wwb4C5vJzUV4uUWcKEkRwfxcrajsELmP4vB9cnMq8vk7acNzlbUogIy/zFNnuASEEprQP3U0Hd/6VD1kiemhqNWQUKIl3zVS87lityOZ9OFz1U3+yfuavAQIWvy6+pSOF8MQeNElHQ7rY6/HSnAKEFljZ4HJw6Uzz/RZ4io3vGaT4/xTQR4a63ISPDQZVY+F7uINhW4zz77jMjISN577z3ee+89IiIi+Oyzz7pibL2SxMRE4f8GnfaxashgXzEtJGsyTFsncOkvnGC7mJOl1Rgl8HWVL8dgYmKiSP0A4NcxH6uLMSWOtfp0UEN8hwIqMfXbDZRX15FRWMkAT8e2N+4AiYmJ4s3J+uumX2yn2xzk64LeKJFXJuPT8KArxPJM91isTZwqrcbD0QaNxvqlrc2yqT0P2UngORBeKrMowMQUXLJ87ymMEuzKKrZ+cAlc8E/sFyseADJ/tygNjbUJ9XEmo/6+YO3k12a5mKKi938uPsfdbXHy6/Fh3vXvZUp+nbpc1M4FYbXuIbkTr3h3M2sPF6BWCflYC7NsuoA2r3h7e3sef/xxfvzxR3788Ucef/xx7O3tu2JsvZLs7GwoOCg+9O+4H8/FRAeIXHBZhTKX1PIa2C254HZmiQCNiH5usvWRnZ19IUlsUPNZyi0loD5n3cajMhbr1miFVaH8tHx9tMKm9EIMRgmNTE7O2dn1N/dMUwWGyZ1uMyFY1HlcY8Wktk3wHSqme1O+lK+PNqjQ1VFnMFq1+kJDzLI5sU1YR30jO9SOqQ5njL8bdQaJ8WF9rDjKekz+iSXZYqpu9d+63T8xp+g8WrWKx6cMsqp/olku3uGQs13c1zQ2EDTG4uTXpjyjsiW/3rIIrvsYXPqJDAc9xDdx/CBxDk6N7Ms7G45Zzepolk0X0KYCFxwcTEhISJOXQvOcOXPmggWrE47YFzMq2BOtWoWzvdxRiCo4vVf4inUhKfWWxRGB1o9yNHHmzBkorPff7B9rlTZNPmFbM2SOEA4cDTZdF57eEFP0syx/utTLBcQNHmBg533Krhwq/E8P5cnocqCxEbVqs5K6LUXCgZPnkIAZVijP1Bxm2Rz+USwjr+1UexPq/zR/2CdDgAkIZe3B7SIa1TeiW6uXJAR7IgFajYp3Nxyzqn+iWS7j58OP9wmFtV+sUN4sTH7t7WJr/ixL8muTlXDEXSJJd8WZbvdNvGdsMJ9uFYrWpqOFVrU6mmXTBbSpwCUnJ7Nnzx727NnDH3/8wSOPPMLtt9/eFWPrvejOiRu7o/XSYdhoNfh5OMgfierkLRKpnjkkbz8Xcaz+iW+kDGkqGqG1FWlErJTexcFWg61GzclSmeUSNFb4uFTJ5JjfCofyygEYM1Ce9C5mzqQKJa6TJc4Awnxd8PdwoM4os2LlGyEClkq77qm7ISargVy5E82cqE9+3c76py1xY5wITvntSEFnR9Qy9m4iEjNzAxhlDPpqg51ZIt/kc1dFyJv82mSxPpVskW8iXPBPND04Tx/az/r+iabciRFXAxL88W63+yYWVdRgujXUWTl3YlfSpgLn5eVlfvn5+fHYY4/xyy+/dMXYeiURERHC2dylb6cdsS9GrVLJF1lnwpxKZKe8/VyMBM52Wpzs5as2ERERISyLA0ZZtV1PZ1vKzssciepVX1P3yCp5+2mGU6XncbDRYCtTjVohlxpRxN5zoNXajfJzk9cCBxA8USzTul4uIBQhW62IEJaDiIgI8UBXdhIcvdtd/7Ql/D0dsdOqScuXOXei/0ihWHdj4E/KyTLsbdTcEOdv9bYjIhr4Vzt6idJzC3I7nPy6uFIE/CSlF1rfP9Hkm1hZKB6ck//T7b6JqfX3BRXWtzo2ko3MtKnANazIkJyczEcffYReL2M9u16OQa+H/IPi5mFlVEBxlcxTm6ZIsy5OJVJrMMoe5WjQVUBxhsjYbkUCPR3RGyV5awqafI/SVsrXRzNIkkR5tZ5+bvL5vRoMBuHDoysDZx+rtWtvo+FE8XlOyxnIEHmNWGZtkq+PFtAbjJSerzP7YcqBwWAQU15IMMA6CUoH9nHiXHUd1bUy/o9E1+eD60b/xPVpZ4gP8sROa/0HH4OhPlq/rhqO/gLB4zqsXM+K9SPpiUnEBXrQ38NBHivh5BdEabzaKvHfGHldt/ombs0sNr+3du5Es2y6gDYVuL///e/m19NPP82+ffv47rvvumJsvZKs1N2A1Kk8Vi3h5+GAJEFhuYyJY021W4sz5OvjIgwGI1ln5c0BB3Bu66eixJnaun6EkfWJY7cfl9E66uYPKk2XygXgbEWN8LGK7idbH+np6ZBen7dr4GVWazeoPvXO2kMy+qR4hgjrR2HXRwhvSheBM8MHyOd2kJ6eLvyWJCMMn2OVNh+YKP4oU+un5mVh8FWASuSr6waSc0o4XabDQSardXp6vf/Y7v+I8llWqLk9bIA7h/LKOSyH1dqUO/HO1eJzQde66DTkssE+GIwSNmoVHyZlWj13olk2XUCbCtzSpUvNVRk2bNjAJ598gq2tbVu7/WlxLa8XnneY1ds2mXhlrb1pYy9qonZhwsVDp8uprNHLnhDXrbz+TzZwtFXbvX64mCLR1cn45KVSiUSdlTJGuzZDen2ZsFEylTczY5rqMtUYtQLThgqlc1umjAEmKhUMnNgtASbrDgk/sulR8inXABzfKIICrOR6MLa+vNnubBkfeLR24NpPRG53Q4DJl7tyAWSZPm1Ear0xZdhfOt2UaQbk020y+nMGjQWt/QWfym7gfztPAPDgpFD5fBO7iDYVuNmzm5o5m/tOQdBfVf8H29f6yY4j68O9U/PKrN52IwISRIRdF7ErWzj7RvTrnH9NW7jX1qfhsLIP3KC+LthoVOacT7LhHiQsiDoZLRcXsTJF/GZyFLE34efnJ1LXaOzA2XqRroP6uqBWwdEzMvtbBY4VQQxdHGCScrIUFZjzeMmBX//+sPNDq/i/mfBwssXL2das5MhG3D2irm6FjKlkWmDH8SLUKpg82HouAQ3x8/MTvomFaSIoyyOw021eGdkXjUrFH3JG1KtUorJM3Xk4c1i+flohu6gKR1sNc8dZL9F+Q7qy1GiLCtzRo0dZsWIF586d44cffjC/li1bhk4nc+3HXoybSUkwlT+yIqZIofxzMlvHvAZCcVaXPbkeqldIE2S28tjpCoSSYKUIVBM2GjXuDrb8LmdkHUC/GLHM3ixvPw3YcbwIjUqFl7N8CZb9/fygplxME1sZL2c7eV0O4ELC7j3/J28/F6HVqIkL8pAlga+JAIfz4qHB17qO2Z6OtuSf01Ejp9U6rD7RclbXXS8AtXUGCsprGODpiFotj2z8/f3h+CbhTxY8ziptqtVqBvqI4vblcs6GjHlMLLthGrXOYGR9WgFXRPjiLFPAnL+/zFbXBrR4dqWnp7N69WrKysr4+eefza99+/bxf//XtTeq3sSZKrXwsfIeZPW2g72d8HSyxV4mvwoz+hqoOQen98nbTz3Hz4rkxEP7y2uBo7pUpEmRA5V4spOVodeJpdR1qRHOVtTi4SSvNXbf1t/EH5Gp6LUVifV3o07uABOTRffYOvn6uIjKGj3HCipIHCif9Q2gYP374o2pbJiVSKxPSfPrIZkTLds4wJa35OujGVYeOI0E5kSxcrBr1y5I/lR8iJ9rtXavqp+O/3x7jtXabELIJJEuqBsi6j/ekkXZ+TrGhMp33fSIYvazZs3is88+Y/Xq1Xz22Wfm1/vvv8/o0db1IbqUsKspBo9gUMujZAV4OpJbIrOi4FmfqDm3a07EM+d02GnVaGW0JKCvRSVh9elTEwEeDtQZJKpqZIys6z8MUEFBmnx9NOBcdS21BiNBMhSwb4hzZX0CTf84q7d952gxTXJITod5e1ewcRLO/l3Ed8knMUoQ5iOvbDxL94s3UTdYtd3ZI4SV4teDMgaYqNXg3Le+MkPXJSY/W1+Dd87oIHk7qqsWOe+CrVNVBmDO6GBUwA4501Wp1cJNJ/3XCyW2uojlyScBUX3hUqDFf8y33hJPLV999RWPPPJIk5dC87hVZoCDu2ztV9fq5Q1igC5PJWKrVcvqYwVAaTYqjBA2VZbmh9T77+2QMxLV1hGc+nRZKhFTebAYmZPEBuX/Kt5YqTpGQ4b6mWoIy3zNeAaLaeC6rnEvWV8fWRsfJK/bgeP5PJGU3Mr3tGh/d7RqFSmnyqzabhNCJgISHOm69DvbjhcR7utCSB8rVjO4CBcHWxH4M/R6q+YbdXO0YerQvmSdrUKS04UmdLKYSdj2nnx9XERVTR0nis8T4OGAq0x5EwGcneWT+8W0qMANGTIEgLi4OEaMGNHkpdAMBgO2uiLhMyITDjYadHVGavUy+o741VtCuiBlhcEoUVxZa55SkY2cP8RSpuzfcfUVJHbKGVkHopJE8TF5+6jHVN5MTid5ALeqLOGbaG/9OrjujrbYaFR8s+ek1dtuhOmh59haefup52hBBXZaNX1lzM9H7Xk0GOqVIOsT5utM2flaDHJWyxgxRywPfi9fHw0oKNex43gxUf7yuoOM0O+FuioIs17UtonJg304U67jwMkyq7dtJuYWEdlsSh/UBSz9IwcJuGaYvEEGcXHWn0loiRYVuJkzZwJw5513NvuyBmvXriU8PJzQ0FAWLlzYZH1NTQ033XQToaGhJCQkkJOTY173xhtvEBoaSnh4OOvWdZ3vSasU1k9tecgT3QKYp7MOn5ZxSsjGTkShdkHx9KP55dQajAR4OMrb0cHvkUAEaMjAuPo6oTly+8F5DhTRZ+fkl429jQYbjUpe5VqSkM6XgJt8N1V3R1sKK2S2jA25WixP7Za3H6BOb6BM5gS+AOQlC99EK6SoaI77JwykziBxJF/Ge1n/WJGnLy9Zvj4a8OXOExglGOQj74xC9dYlgMqq06cm4usfRt/ZIOODosZGJFSvPANVZ+XrpwE/7Bf1d+8bL28t9x07dsjafkNaVeCuvvrqFl+dxWAwMG/ePNasWUNaWhpff/01aWmNfXuWLl2Kh4cHmZmZPP744zz11FMApKWl8c0333D48GHWrl3Lgw8+2KXZj5sldTl8WZ9eJWer+CwDhnoH9us+3M4V724210K0KqnLAZUIv18ySrZjWZmSx1+WCj+793/PkOdYQIzfdANfOkWW49mWWYSNRsVvRwrlkwuATb15/t0I2WXz350nqDNIzPhgq3zn2fsxqJCg8qxsx+LuYEOdQSJ4wS/yyaaqUFgUdiyRXS7j304CoLCyRt5r5tvbxUPPumdlOR5TYMnMD7bKe824+ok6wi+5yyablSl5XPHuZt7fKPwgZZuiS10Oi0diX50v/KzTrV/WMsjbGRuNij8yiwh5WsZrxhS9/Xao7NfMlHeSyCk+j61GbXYNkYuamq7LodpiSvr58+WtU7Z7925CQ0MJCRHa8M0338zKlSsb1RFbuXIlL730EiByzz300ENIksTKlSu5+eabsbOzIzg4mNDQUHbv3k1iYqKsY26R1OXw+yvgHiieKCKuFp/BquVCVqbksStb+PJcN9yP60f489SKgwDWS0RoOhb/kcLHIu4u2Y5l0fp0Ar2cKDlfxtPTB7NovUiCbNWkiqbjkSQManu0cXdb/XhMxxIb4E5xVS0vXR1pfbmAOJbT9Yqo71AYfod8slmXTq3eyMhgTx67PEy+88xzIJSeECkfZDqWgvo0Is9eNYSI/q7yHMvG18ArFHTnQIZzDC6cZ8MDPfjlYD4PjB8o7zVTV41RpUUzcq4s18x/tmajVavwdrGT95qprc/POOJO8ImU7fp/8/po7vx0N/ZaDUuSMnGw1cgjl4B4VEXp4B8v23mmVqmQJIk1j46j5HytPNfMyd2AGtwHyH7N3DEqkH/8epQHJ8l0zXQTLVrgJkyYYH4lJibi4eGBp6cniYmJTJgwodMd5+XlERBwodyUv78/eXl5LW6j1Wpxc3OjuLi4Xft2KVsWQeJDkLdHPLGmfCU+b1lk1W6WbMrkzeujUCHSCIwe6M2b10ezZJMVo99Mx3Jyl0iCueEFGY8lmnO6OlTANbF+1j8WEOOOnwuSAY1RJ8vxmI7F3dGGrLNVDA/wkO9Yxjwu3hekyiqb+8aHoDdKeDvbynueZW8W10z6L7Idy7NXCX/enVnF8h5LcSZUFsCG52W9ZtwdbHC203LfhIHynWfD7wJDLWpJL+s109fNnoJyHaOCveQ7lsR54v3ez2U9FgcbDXUGiYQQTxmP5SE49IO4Zk7vk+08u2tMEABf7Dgh3zUz+mERgFGWI/s1k3LyHA42Gv46XqZrpgFjx46Vre2LabMo5C+//ML999/PwIEDkSSJ7OxsPv74Y6ZNm9YV4+s0n3zyCZ988gkA+fn5JCUlARASEoKLiwsHDohISy8vLyIjI9myRdTO02q1jB07ln379lFeLnw04uLiKCgo4ORJ4RAdFhaGnZ0dXmfTyT6SQrAkoQKM+lpyjqQQfDYdFZCcnExlpXgKTEhI4NSpU2aFMzw8HM3/t3fe8VXV9/9/3pG9dyAEkpABJCEhBBkiyFTQgoNaV+uqtmqtWqnQ2q9bAUvVWunPWke1rVpFBWXJSkAgbAJhZZCELMgO2ckd5/fH596wMm6Se+69gfN8PHgc7s255/M5eeWc+z7vz3toNB3Lx6GhoURGRnaso7u5uTF+/Hj27NlDbnkjxrLjRAS609TYSHp6OnqjRF5FM2fOnOnowRYWFsaQIUM66tF4enqSmppKRkZGh3t38uTJ5OTkUFEh3MkJCQm0tbUx2HwuRj0qQNK3idemc9mxYwd6vSiVMWXKFI4dO0Z1tQjcT0pKoqGhgfz8fAAiIiLw9/fn4EFRT87Pz4+kpCS2bdtGbnkjLUVHqWxow1WrYtu2bR3nUlhY2BHv2F+dplZm05y/Gw8wadNGZXEuwVXZbDP9Lbi4uDBx4sQ+65Rb3oRUkYevm4hJ+vC7NOL8NeRVNHPy5EnOnhUZg6NGjcJgMPRZp6mV2TTXleN+wbnUluXjf8G5eHt7k5KS0i+d8iqaqGwU4/vrq9m2bRuTJl9HXkVjx/WTkpJCTU1Nn3WaWplNe30FzpKh45ppqCzG+4JzCQ4OJjY2lh07dvRZp7yKJuaOCuSl1VBaXsWePXsYlzqO3PLz5zJx4kQKCgr6rNPUymyMzbWoTde/pG+juaYM9wvOJTw8nJCQEPbv399nnfIqmojz17L4eAnDPOFo1hHGJSR2nItKpWLq1KkcPnyY2travutUlU1d1jp8TX9nkqGdmrJ8/CvF+Zjve0ePHu2zTnkVTUS46wl3badEgv9uPcitk0Z1nMuF972Wlpa+61SVTdHpAsIBFRKSoZ2K4lyCTedivu/l5ub2Wae8iiZC1U38Zb2Yx5RwZ+L8tR3ncuF9T5KkPuuUUGX+njGiAjDoKS04wWDTuXT1/dRbnfIqGnkmUdz/Nx8/w1OTQ2g+fYzccnE/6+r7qTc6RV96Lvp2inKzCDedS1ffT73VKa+ikdr8w6zNamWIrwuVZ0tpPn2K3HLxPdPV91N/dFKr1VRWVp6/niy0I7rSqVukHoiLi5Nyc3M7Xufl5UlxcXE9faxHdu3aJc2ePbvj9euvvy69/vrrF+0ze/ZsadeuXZIkSZJOp5MCAgIko9F42b4X7tcdY8eO7fe8O+Xd8ZK0+x+S9EqIZHjBV5JeCRGv3x1v1WFmvZku7cyrlO7/aI805+3tkiRJ0s68SmnWm+nWG8R8Li8HSdIL3pL0op+s5xK5eI009Y2tkiTJcC6SJOb99SOS9IK3ZHzBRxZtzOfyv71F0rBFa6Rl60/Idy67/yE0ecFb1r+zn7zzozRs0RqpuKZJkiQZ/85e8JaMMp/LzrxK6bH/HJAmL9siSZKM5/KK+Zrxle1cvj1YLA1btEZ67D/7JUmS8Zp5J8WkjTz3M7MuaSfLpWGL1khPfn5Q5mvGx3TNBMt2Lk//75CU/NIPkl5vkO9ctr0h671Mks6fz53/2CXFPLdOamnXy3jNBAtdXvCR7VwWrcyUhi1aIy1df0KSJJmumQtIS0uz6vG6s1t6rJzq5eVFdHR0x2uzxdlfxo0bR25uLgUFBbS3t/PFF19clhwxb948PvnkEwBWrlzJ9OnTUalUzJs3jy+++IK2tjYKCgrIzc3lmmus37rKYqYshIx3YdbLFEbcBbNeFq+nWDeO8PFp0Sz6+giFVc2cOFvPzrxKFn19hMenRff8YUsxn8vMF8Vrr1DZzuXZrw5jlERV9l2nqqx/LiDmnSNS1QuH/VQWbcy6uDuL4s0/5sp4LhnvwlBTrOc1j8imzbGyetQqCPF2lUebKQthx1sANHpEyn7NeLhoKK5pYc2RMvmumVmvikQGJw/ZzuX51aJ/5KjBPvJeMzX5oNJQINP9zKyLVqVCpYIdeTJfM7GmFaOI62Q5l2e/OszWkxVMGh7InsIaGc/l7wCUDp4j+zUzJTaIdr2Rj3YWyHjNvCLqDCLBrr/Jci4rDwiv74PXRsh3zdgJlSR1X63v0Ucf5fTp09xxxx2oVCq++uorhg4dysyZMwG47bbb+jz4unXreOqppzAYDDz44IM899xzPP/886SmpjJv3jxaW1v5+c9/zqFDh/D39+eLL77oSHp47bXX+Oijj9Bqtbz99tsWLemmpqZ2uFytTtZK2L4cqSobVWCc+EO0YjCmmdWZpfzhmyya2w1EBXrw5MwY6wdjms6FyhMi0+nW92U5l/e25bF0vViajQnx5PFp0fIElr47HqpzkZBk02Z1Zikr0vLIKW9Eq1bxlzuS5DmXrJXwwx9FrJV7IMxZJos2o57fQLveiFGSiA6WSZsv74Pjq5AAVdBIWa+Zl78/RnWTjiBPZ/508yh5rxmA2/4Jo++w7hjAzDe3kVfRKO81Y9DB64NB64rU3miTa0atgjfvSOKWMTL0kcxaCenLRP1ErQvM/7vVz+X51Uf5NOO0/PeyN6KhpQpJAlXQCFmvmb9tzSWvogkPZw2v35Yo/zWTeAfcbt02na06AyP+bwNatUree9kFVFVVERhovdqZ3dktPRpwDzzwQJc/U6lUfPTRR/2bnQ2R1YAzUVpaSliYvNktr649zgc/FvC3u5L5SZKMYy2Pg5Ya+D956vR8vLOAl74/zrePTWLMUD9ZxgDgtUGgdaH03p2yazNpyRZa9UYO/t8s+QapKYB3kiF6Jtz7tdUPrzMYiX/+Bx64NoI/zB1p9eN38OmtkL+Vs3duInSEvB703PIGZr21nRkjgvnw/nHyDfT9U3DgY3g0w+oN4AHGvLyRpnYDOa/KGINccgA+mA4LPqbUb7zs18zne4v4wzdZbHlmKsNl7F7Asghob4I/VVi1ewHAAx/vJS27kjVPTCYhzPoFqQFob4HXQ8F/OKW3fy+7LgBjX9lEXYuOvNfmoLLy76yDxgpYHiPqwj1u3faNH/yYz6trT/DIdVH88SYZ72UXYG0boDu7pcckho8//thqE7kayM3Nlf3CMjd9zyqpl9eACx8vGg7r28STq5XZdLwcgGFy9to0GkDXDP6RNtFmXnIYH+7IR28wytfb1T8SVBqokqfQZn5lE+0GY0d7MNmoOglqLSfPNhM6Qt6hYkK8UKvg5FkZi8YCTHhMGHClB6xuwOkNRmqbdUQFytv/lEOfim1YKrmH5b9mzIVjv8ss4+lZsfINFH877P9ALA9buaD3oaI6nLVq+Yw3OK9L3Byb3MsAJscEsjqzjM0nypk1Sqb+oZ7Borl9Vbbo7+pkvQLVxTWi9tuvpspbvPdCbKUNdFNGxExBQQG/+93vuO2226xayFeh74yLFJXxcyoa5B1oxE2ABLWFshy+uKYZjUqFv4ezLMcHoCxTbGVqoXUpMcGe6AwShdUyd2Rw84OGclkO/a9dosG0rG2aQDx5ewTJO8YFBHm6UF4vc5HNgGihTX661Q+dUy6u98kytzYjd5OI5fMN73lfKxAR4IEK+PaQzKWgJj4mtqe2WvWwdc3t1LXoiAmWuQdmlqkd2PhfyzvOBTxoKifyn91F8g40+SmQJKtqYzRKbDh2lmkjggjwtL4DwhHo0QN3yy238NBDD/GTn/wEtVomj8IVxIX16eRisI8rrk5qeXsIgvD0AJQdgiDrG0DVTe14uvb4J9g/zD1Qw8YSHiK/NlqNWGZYnVnGM7NlNBpD4qFgG7Q1gIt12/ZklZ4DYIycTewbK0WbpojJNrlmQMQmledVU1rbTJhcrdvUatGkO3ud1Q+dbTLg7rpmqNWP3YHRKDqweIeBSmUTbbQaNcFeLpTWtXSUb5AF/yjh6Tn8BVzzsNUO+/leYdzMHhVitWNehiTB2SMi4N83nPBw+fptX0hSuB+uTmr2n66Rd6DUhyB9KRxbZXIc9J/P9pymvL6to82hrbDV/Qws8MC5urry29/+lmnTpl1U3Fehc0JCZLyITahUKhIG+9CuN8o7kNmVfdL67VokSaK53UCIt8xPRqWixg+RU2yizdhhYjkoq+ScvANNeFRsy493v18fKK5pwc1JjYuTxurH7uCsqJtEyi9sogvAraYA+ZzyRnkHCogWy/ZN1VY97I7cKjycNcSGyNhn8/QuYYAOEQ25baXNmKG+GIwSh4rq5BtEpRKexbKDoLeeAZRf2YQKuPuaYVY75mVU5YpQlugZgO10AUga4ktTm4GiGhlXFTROovvP8W/FMqoV+M8eYVjfINfSbxfYUpseDbgnn3ySl156iYyMDA4ePNjxT6Fz5E6SMBPu787p6mZ5BwkyBX1WW79qdX6l+BKNkDuex9lDLGmFJNhEmyF+7qhVkC93U/vQRLE9e8Sqh5UkifoWHSFyL5+e3iW2oaNtds3MHClurMflbJ4OolQFwPHVVj3smiNncNFq0Khl8lABZH0ptqNuBWx3P7t59GAAvjpQLO9AEdcJAzXnB6sdMru8gdQIP4LkfBjN3Si2s0S7KVvpAnTEJe7Ol9kL5xUqMqAzP+v3oXR6IznlDQR7ucirSyfYUpseDbisrCz++c9/snjxYp555hmeeeYZ2fukKvRMSW0zZ+tbaW7XyzeIRgtaN7GkYmXqmnUA3BAv89NRdZ7oG2rD5X9vVycqG2SOtXIPEt6EzP9a9bAnz9YjASPk9PIAHP1azN9VxqDvS/BxdyLE24XNJ+SJHexg1C1ia/7StQJnzrXQpjcSEyJznFXZIUAFsTfIO84l3JgQigobGAkp94qtFYwEgKKaJrJKzjE5Wua4xOOrRZamr4zL510wPtKfQT6ubD0hbxN4Jv1GbA/8q9+H+t++YowS3Cj394ud6TEA6auvviI/Px9nZxkDza8gvL1lztwzMSzAnX2FtWQW1zFpuIw3D/cAWQy4olrhPUwa4mv1Y3dgjhuJmgbYTpvBvm4cP1Mvbyaqk4tYdrBygol5efFaub+Q6s+Amz+oVDbTxYzsy9uDkoRxeuaw1Q75/eEyAHkNBUmCpioYNR+chAfWVtpoNWomDg+gqEbmVYWhk0QGd/Fuqxzuox2FSMBgH+tlTl5G6zko2SsMOBO2vGZUKhUjQr3YePwsja06PF2d5BkoMFaslpQfhfZmcO57nKo5LvHRadbNNrYEW2rT47dLQkICdXV1NpjKlUFKSopNxhk1SHguDhfXyTuQ71CQDNBs3SfjLScqUAFD/WUKJgeoKwZ9KxiFt89W2lwT6Q/YYBnVaxC01IlSKVbC7DmckzjIase8jKZqMLR1lHKwlS4AcSFe6I0SxXLG86jVEDFF1FA0WMdDvj2nCoB5yYOtcrxOqTsNDWUQcb4Zty21mTkyhJLaFsrqrBMD1SlqjYhRbKkRxmo/2ZYjamTKqsvBf4tt7I0db9lSF4DEMB+MEvx792l5B4q5QSxxmzNu+4AkSRTVNDPIx5VBchjWWSthxQR4yU9ss1Ze9GNbatOjAVdXV8eIESO44YYbOkqIzJ8/3xZzG5BY1IDWCqQM9QXgpNzxPCN/IraV2VY97L7CGrQaFc5aGZc2C7aJbehowHbamG/mRbLHKMYBElSetNohD5ecI9DTmUA50+5zNojtEFFQ11a6AEyIEiV41mWdlXeglJ+Lh4eKY1Y53Mmz9ThpVPLWTDQbCt7na1jZUpvRQ8RD6b8zZDYSZr8qtqfS+nUYo9HI6eomQrxd5E34OWoyEMY91PGWLXUBeOBaUZHgO5MnWDYCYsT2+992ahz1xOrMUqb8OY2GNj2SJLE608qlabJWwpaXYe4boiD03DfE6wvmaUttevz2fOmll/j222/54x//yO9+9zvGjRtHXp71g9qvFPR6GWPSLiDeVMy3UG4jIWa22NbkW/Wwdc06fNxkcsWbKdkrtsMmAbbTJtpUDyqrtE7egcIniG3uJqsdcuMxmQ0bOP/FGSPirGylC8DcRBETk3HKuhmilzEoSWytECwvSRLtBiOpw2TsVgJwaovYhp/vimFLbRJNRXA3HZf5bzB6hliqM59vH9meW4VROv9QIAtGo1hSdPG+KP7NlroA+Hk44+mq5cSZBiIXr2X2W9vkMY4OfQpxc0Xs9ayXLjOOumN1ZinLN2YT4uWKWgX3XxvB8o3Z1p3n9uUw/10IjheZ5pFTxOvtyzt2saU2PRpwU6dOxdvbmzVr1nD//fezdetWfv1r2xUSVOgcJ62GQE/njrpjsuEdZooZ2Wu1Q+oNRtr0RvkLxZpLbJgNHRvh7eqEWiVqwclK3FxAZbU4uKY2HW16I+Fy1Ugz094Arr4w1La6AEQEeqJRqzpqqsmGsynZwAoleIprWqhv0TN3tIzLdCC87M4e4CFz/GMXuDhp8Pdw5rTccXBqDfgMEV1muu8k2S1f7hcZs3eOk6nuV9ZK+GuyyMw0GnrtjbImqzNLMZrqjv4kaRB3jx8qn3E08XHQt4jYv0uMo+5YkZbHg5Mi2H+6FqMEb2/O5aHJkaxIs6LDqSobhk6EnW/BWwmiNdvQieJ9O9ClAZeTk8NLL73EiBEjeOKJJxg6dCiSJJGWlsYTTzxhyzkOKKZMmWKzsZLD/WhstV78U6donEQM3GnruYXNQeTDA2XOqKsvFfN3FRmVttTG00VLhdyZqMEjIHgUnCuxyuHMcVaJQ2TODK3OE3FWWpEYZUtdAK6PC0ItV7FYM96DQOtqlXZn3x8RDwLJcib81J8RHoVLOpbYWpvRQ3zQGST5Q0M0ruLLt/xorz+6OrOU2W9tY13WWTRqFeX1rdafn3mpbthEQAUzX7zIG2VrXVak5fHzCaLO3XeHz7B0/Un5jCOvQYAKMlb0yjjKq2hkW875uEad3khDq568CivWfQyMg8IdcORLUZLG2QOKMi66bmypTZcG3IgRI9i6dStr1qxhx44dPPHEE2g0Mq7zXyEcO2admBdLGOTjSmF1E1I/niJ7RKMFJw9otF7phQOnawHk7RsI4unaVM8KbKvNYF83mtsNGAwyF1sOTThfFLef7MgTNz9ZMx1bzwkD7oJelLbUBeCaCH9K61qobZK5mr3/cGEUNfRvSfA7k5cjTs4SIke/Ftvh0y9629bazEkQS9xfHbDOQ0mX+EWI7XvX9SrWyrxMd+e4cJw1apLDffnLphzrLyeavVFVOaKo8vhHLvJG2VqXvIrGi7rmyGYcFWWIjhnOnqKCwKktFrdBjA725HBJHQAaFThp1Xi5ajtCWqzClIXwzSPi+3D0T6FgO6z+jXjfhC216dKA++abbxg0aBDTpk3j4YcfZsuWLfIaClcI1dUyx9ZcQHl9K216I/mVMmc7egZBW6PVsh3dXcSNYJacrWdaz0HjWdFyyoQttYk1fdlmlclcsqIyR/QUtUJG3VFTCy1ZDbiC7WLbet7DYktdAML9RGaa1b90L8UUe0le/2KtTtc04+PmhLOcgfJlB0Xpk8SfXvS2rbUxe0Y/3FEgT5wVCGOtyFRI2j+q00D0rliRlsdDkyNZsv4k7QYjR0rqrO+JAuF18osSugweI967wBtla12igz3xctXiZArZ0ahV8hhHq38j2h/GzRXZqN8+epFx1B33ThhGbbOOAA9nnpoVy+I5I/hwRwGPT4u23hwTF8CEX4v6lSsfhHXPwoznxfsmbKlNlwbcLbfcwhdffMHJkyeZNm0ab7/9NhUVFTz66KNs3Gi9ApUKfSfGVGxV9j51fhGABHXWaWhcUNWIi1YtbwmRIlOdJ5V9vMbJQ0XA+Y7c/htW3RKaILZWqGulVqkI8XbpMLBlIW+z2A6fId8YPWBeIt56UubCpOaejtnr+3yI6sY2WnVG635RXkrWSjixRnxhfnW/3WKtVmeW8s7WXIYHeRDg4SxPnBUIL9at74nEgNp8CEu1ONYqr6KRhlY9OoNwZhiMkvU9USC8Tumvi/+7+YrtJUt1tuTxadEXGUMBni7yGEcznhdGkbkjiJPrRcZRdxwzPYCq1fDWphw+21PEwtlxzE8O6+GTveS6Z2BxEbxQC4/vtnh+ctBjEoOHhwd3330333//PSUlJYwZM4Zly5bZYm4DkqSkJNuNZfoiOloqc7xI8CixLdlnlcNtOVGBr7sTajlbAhWaYvbc/TvesqU20+NEA+WWdpljFCNN8RantvX7UGfOtcpbFBqg5IDYRp2PE7GlLgDh/h5obZHIMHSCaHnW2Lcl1NWZpdz4tvBYFlQ1yueN2vQiGNph6qLLvFG21Mbs3Tpd3Ux1UztL1skQZwXnY62ipokwi9M7LY61ig72xMvl/EOhsxzLdCC8TkdMRsyY+y5bqrP1NTM/OYyFs+NYlyWKup8518oT06OtbxwlLhBG0Yt14BEsYjNbe17FkCSJA6friAz0YOeiGeQvuYmNT0+1/vyK90FF92WbbKlNr4pw+fn58cgjj7BlS/+WBK5kGhpk/lK4AHNZgVOVMjfnHmNqP2OlOLiimmZUcgeRm3uEXlCU1JbaRAR6EujpQmWjzIkM5kzOsv71Jza3ZosOkjmxpK4QnNwuaqFlS13MBHu5UNUocwyck5vI4i7ZDy/69inWysddlNqR1Rs1+g5AEkH9l5RFsKU2Zu+WwRSq0y5HnBWcj7W67R8i0SRvi8XercenRbMi/RQAw4M85FmmAxg5D4x6sYLw18TLlurscc3MTw5j49NTeWhyBAAV9TLf26Y8A0hwcl2Pux4sqiWvspFfT42St7bohsWw8oFud7GlNrZrEHmVkJ9v3Xpp3eHv6YJahbyVy0F44Fx9oKag34dqbtOjN0oM8ZWx9QyY5qoCn/Mp/rbUBkS7s0y5O2X4hIubfD/r9K07Ip6s5er8BQgDoa3hIk3A9roA+Lo7YzBK8tW0AlOs1W5AgvvW9CnWyhzf+sGPBfJ5oypN5XbM/U8v8EbZUhtznJWL6QtYAvm8W6t/I1YUhk4U5UQuCUTvivnJYYR6i/JH+ZVN8i3TnVwDSJB4e6dLdfa4Zsz8aopIQPpsj3VCarpk3CPgPQSOr+px17c25eCkUTFzpIxx1ZU5ULofku/udjdbaqMYcAOc4UGeuDnLHOelUom+lSX9rwW3r1BkoMrelLuxAly9bdrE/lIaWnXklDdiNMqYiapSiczB1nOg7/sT8T5TZvD0EcHWmtnllJuys655RL4xLGB1ZimlpoeeaSOC5PVuxd8m/p+3qdOin12RV9FIfbMOU+ktebL+wOSN2i0SGIZOFO/ZKdbKHGe1eM4IfE2ex39uz7e+d+vCWKv8NFFuaMLjFscylde34aJVk79krjzLdADHvhHb8Y9a/9j9JNjblWEB7pSdayVfztUftRqipkLuRmjqOs67oVXHrlPVOGvU+HvI2LP98GfiYTnxDvnG6CWKAWdlIiIibDpecrgv1XIvBYHIcqzK7fdhDpgSLkbLWUJE1yIKQfoOu+htW2tj9hwcl7umVfLdolZfP1pq5ZQ3oFJBbKhMjZizVsL/TEvxu9+7yAtla11WpOXx2PVRAKSdrJSnphUIL9bY+8X/89PFthexVuWmOoIqZCqJAHDtb6Gl9nzx3ktirWypjTnO6rM9RdQ1i/7FY4f5y2MgmWOtpvxevG6rs+hjxTXNVDS08btZsfKGgVSchMjrz2egXoKtr5lLWXJbIhqVii/326Dci2SEXX/tcpfP9xZhlODGhFD5NDEa4PAXED0TvLr38tlSG8WAszL+/v4972TN8TydqWho45zphicbXiGit2Nb/564zFXWJwyXsf2M2dCc/PRFb9tam5RwcyaqzGnl5ppqxX1PMimvb5WvtZm5KKl3mCh8OffPFy0l2lqXvIpG2k1ZhBIye7da6kDtJLocSFKvYq2+PSi+HG8fGyZfrJWzyGRH1wqvBl8Wa2VrbcxxVrsWTwMgt0LmeKIxvxDb46st2n3DURFqMDdxkFwzgup8qM6FuBuFh70TbK3LpUwaHsi0EcF8fbAEvZy1Lic8Dqi6bW7/r52FADwyJUq+eVSeFA86PSyfgm21UQw4K3PwYP+CyXtLU5vouyZ/KRHTxVHdPy+Fl6sWHzcnIuRsym2ufh908RelrbWZHCu8GoeKa+Ud6Jjpy2fdM71uAL06s5SZf0mnVWekpd0gTyyYuShpbQHo22H4tIuWEm2tiznWyvzdKJt3a8pC+P4J8B4sPMJZX/Uq1spJK0IjvjlYKl+sVdlBQAU/X9VprJWttTEz2Ned2BBPCqubadfLaCD4DRVt3SqzLapz+cGOAtydNYTJGcP741/ENiShy13spcuFJA3xobKhTd5yPC4eEDRCLHOfu7w14bGyc5SdayXE25U4OVYPslaKe+p7k0UvWl3PXTdsqY1iwA1wRg0Sf7RHSmQuGBuaKLYl+/t1mIKqJiIDPeRdfjBnLWll7unZA7HBnqiAU3IWWs5aeb5mkl9ErwLlzZmOs+NF9fspMYHyxIJVZYuloJZa0WJKpbJr/0BzrFXKUF8A5iUNkse7ZY61Mhct3vj8ZUU/u0JnMFLfomOIn5t8JRFAGHAhCTBkrPWP3U+evWEELe0GMvJl9mAPmyQyPs3L3F1QUd9KeX0bQV4u8pZAytt8cUyig2LuZf3PH2UO2h/3kNj+v4nwkl/HQ+rqzFLu/uceAPRGo/XvW+aVg5RfwITfwLiHRW0+O/akvRTFgLMyfn5+Nh0vNUKMl31W5qUG8w2+n+Uq9hfWInMBEagwBctfEqtga22+P3IGJ42avIpG+TIdty+HW/4OWjeoLxP9+SwMlDdnOppvwNtyq+SJBQuMg0P/Ff8PHS22Fywl2loXc6xVuakMwrqss/J4t0AYa89ki9ZAI2+yOFB+W3YFEqLtl2wYdHB6Fwwa3eUuttbmQibHBOLmpOEbudtqXfsUoBK/i274Yp9oXj8nQcbl05Y6UTcwIFq0MewCe+pi5saEUNQqcU+vaJChH6wZF5NnTeME1/8RUh+kaf0L7Fv7ITqDkZ8kDeJvd42x/sPn9uUw8Tew8U+Q8Y7YTvxNj/dWW2pjFwOupqaGWbNmERMTw6xZs6itvXyJKTMzk4kTJxIfH8/o0aP53//+1/Gz+++/n8jISJKTk0lOTiYzM9OGs+8eWxdYNNftKjLFlsnG8OkihsnQ94SJqoY22vRG3F1kzpqtLxP1nZwv9sDZUhuzd2v0EB9ctGruviZcPu/W0ImiNIehXSw1WOjduqyqvEGmWLApCyHtNfH/qKl2L0oKwojb/vtpqFXg4aKVx3gz4+Qi+lkW77H4I5tOiGWpW1JknFf+NvE30032sj20MaNRq2jXG/jh+FmM5nRcORg6XniIC3/sdrdVpmv3jtQh8s1l3wdiG39Lt7vZUxczXq5ORAd7IAHjX9si30PqjrdE0eWmSuEB2/Q8HxvnkqAqpLndwF3XDGXS8ECW3T7aug+fVdnCmJZMS+tGvcj27+He6rCFfK3F0qVLmTFjBrm5ucyYMYOlS5deto+7uzuffvopx44dY8OGDTz11FPU1dV1/PzPf/4zmZmZZGZmkpycbLvJ98C2bf2viN8b1Go1Llo15fUyPgGBKEoaFNevTNTdBWIpJC5EpkxHgMP/g7Z6kXBxSTyYLbUxe7cyi+to0xtZsj5bPu9WUQYMNt00Sg9aHChvjgUzI1ssWOIC8DJ5LdY9e1mgvK2vGTNqtYrBvm5U1LfRppe5Y4ZkhLNZog6eBRRUNRE/2Jvr5OxLa156v6T/6YXYSxsAJ42akYO8adUZOVQkcxzp0PGiLlxz57HEdc3tFFQ24eOmJUrOYtdHvxbba37V7W721MXM6sxSqhtF8lyIjysv/GSUfA+pAabwBskIhnbaGmv5tlF0CGo2xYGPi/C37sNnYBzkmNuGqkDjLOqh9nBvtaU2djHgVq9ezX333QfAfffdx6pVqy7bJzY2lpiYGAAGDx5McHAwlZWVtpxmn5AkGZ8UuyBlqB8ecvavNGPQQcUJkU3XBw4V1QEwxhR7ZHWyVsLmF8X/I6deFg9mS206qsobZa4qby5KOszUcSJ7g8WB8o9Pi+aD7WL5NNDTWb5MRxAPABGTOw2Ut8c1Y2bmyBAk4GChzAaC12Cxze/55t7crudQUS2TowPljRUt2g2oILrrvrT21AZg/hjhgfxyf7G8A7l4C+Ng/8ed/njzCbGkfe+EYZ3+3CpIEjScFUH7Ht0b7vbWBcRD6vKfjibc342z51px1mqs7wUDYTAFxoI5+EbjhN49iD3Gkbg5aZgcI9oW7iusse7D59gHoDxLGG7X/wFmvQwZ7/Z4b7WlNnYx4MrLyxk0SDyRh4aGUl7efYumvXv30t7ezvDhwzvee+655xg9ejRPP/00bW0yt/ToBbK3iOqExCE+nK1vlXeZAYQL29AmbjK9ZHVmaUfl7rc25cgXD2ZO84647rLCqbbUxuzdMrd1UalkqipvDpTf8554feI7iwPl5yeHcaMpnqeqsV2+TEd9O1Qch8EpnZZFsMc1Y+Z3s2NRqyCjQOYsbvOSmAXlKtKzK9EZJFycZLw9G41wrhi8QkVsURfYUxuAG0aJBJtNJyrk/WIc90ux7aLq/4ajZxns48rC2TIVOM5aCe+MgZYasUzXQ6C8vXUB8ZA6OSaIDU9OwcNZw5f7iq3vBQNhMGW8e/6e5hlCa5sOFRLXxwWiUavYdaqKRV8fse7DZ94msXXxhm1LYf9HFt1bbamNbG6bmTNncvbs5V/0r7322kWvVSpVtyd85swZfv7zn/PJJ5+gNlXVX7JkCaGhobS3t/PII4+wbNkynn/++U4///777/P+++93HCs9PR2AqKgovLy8OHz4MAABAQHEx8ezfbtoHq3Vapk8eTIHDx6kvl5kkaWmplJeXk5xsXgajImJwcXFhaNHjwIQHBzMtdde2zGGi4sLEydOZP/+/TQ2ij/q8ePHU1JSQmmpMGDi4uLQaDQcPy7a2YSGhhIZGUlGRgYAbm5ujB8/nj179tDSIqrHT5w4kYKCgo7fr9rgS7veyH/XbCXcW0NYWBhDhgxhzx4Rc+Pp6UlqaioZGRkdxu7kyZPJycmhokLE2iQkJNDW1kZurlgiDQ8PJyQkhP37Rdapt7c3KVqROi+9OZJm93Dcbvw/jqlGUl0tlkaTkpJoaGjoaCUSERGBv78/f1+zl69z2/FwUtOuh2uDdLy6+jAnTpxg8V0zOXz4cEccZEpKCjU1NRQWFvZapzGV2RR4pBAF5IfcQFF6OiqjnilV2VRXVSFJEunp6QQHBxMbG8uOHTtk02l6iF60Pxrrz//bU4WzGt7fdopfTRzU8fdhNZ0ib2R/dSBjDj6Le1slTokL2LFjB3q9WFqYMmUKx44d61SnnAIxztsLRuHbeBrqcjl8uIqkpCS2bduGJEmoVCqmTp3aZ528606QYmgHjUun15NZl86uJ7l1Aogf5M0Ph4tIcRJlCkaNGoXBYCA7O9tqOg0dNJRIoDV3G3vS08X1lJLSqU4fbhbnEuPnRFFR0WXXk7lMgZ+fX591Ktj2GSmSkXPecXgZjd3e9xobG3u878ml05m8LLycoKapnaPFNTg1V3bc96yt0yStF04Vx2lqaGD/gQOAuO/FxY8m7WQ51w7WsG3btm6vp77oFFy+nRFlX9Hm4o8bcCpgOsN+eJ7Wpkb2t0Zcdj2ZdQJ6/f1kTZ0Geaj4dP1OHrr5OlJDtaw+VEKYVMnwIA9OnjxpRZ0CSbnmKdz2rUALqOpOc1IfioSKQ/kVxD63niHeWhbOTSCgsYD09NyLrqe+6OTekE9q3mZUw6dzZNRiahrEvSJlWAo1hYXd3veuu+66jnt8X+2IC3XqFskOxMbGSmVlZZIkSVJZWZkUGxvb6X7nzp2TxowZI3311VddHistLU266aabLBp37NixvZ9sL8nMzJR9jEv529ZcadiiNdLHOwrkG+TIV5L0ergkveAtSduWS1L+Nkl6K1G83wOz3kyXPt6ZL0UsXiMNW7RGivvTOunjnfnSrDfTrTvHd8dL0ifzJekvI8+/l79NvC/ZXptVh0qkWW+mS8MWifP+9mCxvAO+lSj0aa23+CM3vLVNGrZojdTcppNvXhufF/Pa91GnP7bHNXMhE17fLEUsWiM1tsr4O5AkSXpjuCS96CdJBkO3u419ZaNJE718c9n7T6FJyYFud7O3NpIkSWkny6WIRWukv27OkXeg96aK38kLPuKeceQradWhEmnC65s77lurDpVYf9x3x0vS7n+YxvaWpFdCxGvTfaszHEGXVYdKpMnLtkg78yql2/6+Qxq2aI2U/NIP8vyOzOz7l9TyfIB08P9SpLve2ynfOJ/eIklLhkpSc02vP2ptbbqzW+yyhDpv3jw++eQTAD755BPmz59/2T7t7e3ceuut/OIXv2DBgotdlmfOiGrYkiSxatUqEhK6LnhoazrLqJWbFlMQ54vfH5O3XMXkJ8X/zx7pfV/HFl1H6Jxsle+nLISCbSIQ2aC7LNvR1tqYq8pPjxMxGvGDZWwfBucLf545YvFHWnUGrosJxM1ZxhjKIuFVIfbGTn9sj2vmQkYP8UUCdstdbyxqmsho6yaLrbapnarGdkK9XeXtcXx6l0gs6aJVU8d87KwNwPVxwYwZ6ssPx3ofumExWSuhwXTfDB3dUari0LoPCPF2AeAuOTPJSy7oomJo7zHb0RF0MZfjefG7Yxw4XQeAVq2WN6N7zN38W5rLGHUe7yRaOdbOTN4WOLUVoq4Ht96XBLGlNnYx4BYvXsymTZuIiYlh8+bNLF68GID9+/fzy1+KWIQvv/yS7du3869//euyciH33HMPiYmJJCYmUlVVxZ/+9Cd7nIZDsDqztCO9fbCvq3yNuauyYaTJ0K4xFW7sRV/HxlZhZMra1zH+NhEIbNR12hbIXjw8RcRunpC7Vl/UVLE9tcWi3eua2ymsbmZClIxtzUBkLmucRRFfB+RGUyHj74+ckXegqYvEtnhvl7tsyxGJWtdEylj/TZJEsotfRJetmhyJ1ZmlZJc3cKysnmnL0+R7QL1uIaCCs4c7SlU86bqe42Xiun34uuHyBekXiKVRVGqLsx0dAfND6qnX5+Ln7kRlYxu55fLd50rrdSxp/ylnPEYSmPF6v1s7XobRAD/8Ufzfzb7tyizBLgZcQEAAW7ZsITc3l82bN3f0DktNTeWDD0QdnHvvvRedTtdRKuTCciFbt24lKyuLo0eP8p///AdPTxnTuntJSkqKTcdbkZbHw6YecGV1rfI15g6MEzXGRt1yvhRCL/o6/s+URTY1NlC+bMf6EkCC8PGdZjvaWhszqRF+uDqpyTRl4cpGlOgfaWm9MbOx4OcuUw9UAIPe1IGh66dye+liZlK0MGD3yO2BCxguvhTMX9adsCOvCq1axU/lrDVWehB0TRZ5F+ytjbme4mBT1f/JMUHyPaCaO2ZAR6mKA3VutBuMRAa6M9jXTZ4g/bH3i3pjLj6iUK0F2Y721uVSNGoVD02OBOBvW2XyjAHLNpzEiJpzU1+BhjOw823rHTxrJbwVL/qeAgTG9OkwttRG6cRgZWpqZM5muwRzuQozsi5PfvcEaF2g7rRwM/eir2O4vyiquy2nSr5sx6LdYttFZXlba2PGSaMm0NOFzSe6z7buNwHRoNJYXKvP3MNwsJx9HSuOI4zqa7rcxV66mAnxdsXbVcuZc62ca9bJN5BKBUhwcm2Xu+wvrGFKbBDXmUojyMLhz8U2/rYed7W3NivS8lh2+2juSB0KwNGSc/J5wVx9QOtsekPCxdOPNerpANwzXpQPsXqpChD1AUEUfE5/3aJsR3vr0hkPXBuJVq1i0/GzsvSvNRglNhwrx0WrJjrUFzQuwnP6om+ve0BfhrkElaFdeEGHXSsy+/twTFtqoxhwVsacnWIrzOUqNKbefLIWY53xPORsEPWS1i7s1fJkU5sBFZC/ZK58fR3NrXDMNdEuwdbaXIjeIFFc24zOIGNjbrUaxtwrPKQWNOY+XFwHQKqc7ZrKTW3NJv+uy13sqYuZX14nvNiy990MiBWN7esvX64trWuhsLqZScNlXtIuMNWiGzWvx13trU1eRSPjIvyZPjIYgMziOqKCPOQrVTHrVdHFRTLyC9ayvm00qRF+3DImTJ5SFW0NcOJ7iJ0DT2Z1unLQGfbWpTM8XLQsuz2RFp2RrSet+7C6OrOUia9voV1vxFmjIuvgDlHSSqUSf8e96AHdKduXw/Bp0Fwtvt9mv2pxjPel2FIbxYAb4Jgbc/9ktIgvemhypHzFWBMXQMLt4v/Tn+tVbFl5fSuerlp5a+Q0VQkP4bBJ8o3RR+JCvZAkOHGmvued+0P4eNA1n49T7AJJkiita8HLRYunnEWgyw6Bk3uflyNsxa+nDsfNSUPGqSp5BzIXzc366rIf7cgVS9pZJefkGTtrpfBUVOUIT+2J7+UZx4pEB3uyr7CG4UGeRAd7IgEf7SiQ7wF1/0eiiwtwzmcEbZKW0toWrnltMy9+d8z6KwcHP4W2c8KAdHK13nHtxPzkMEK8Xfh8r/UKL5uX0dsM4qH0V1OG43P4Q0oHzRQ7HF8t/p77aHABYtn06DcQPgEmPAZhKRbHeNsTxYCzMlFRUTYdz5wJtK9QuG3/t69YvsbcAEPGi22R5X0d2/VGWnUGEgbL2EILoLlKFIt179yjZGttLmSiyauSZlq2lA1z4+e8zd3udrq6GZ1BIjLIQ975HF0pljrUXWdU2lMXMxq1ipgQT9KyZe72knSX2OZuvOxH64+KLMtpI2RYPs1aKTwU5oLCATEWeSzsrc3j06JZ9PURdp2q4mepQ9CqVXyacVq+B9THd8OzBYCKgPJdeKla+PTBa8hfcpP1Vw4MemFwuHiDf+9+z/bWpSu0GjUBHs5sy6kkcvFaq1RFWJGWx8wRwZxrEaFC76bnUWtw448NCwCV8JhuWAxDrum7weXqKx58570DNy4R71kY430pttRGMeCsjJeXl83HnJ8cxn8eEoZVQpiPvGncYaYAzfKjFn8kv6oRowR3XjNUpkmZqDjRrafHHtqYudZkwMm+ROdnavWTn97tbmaD/xo5l0+NRlHSxb37YHl76nIhJ880UFTTTEWDjH2F/YaCWiuW+1/y64jdWXWohO2mpJK/bsmzfpD+9uUw8Tfwo8lDUVsgXvfgsbC3NheWqliy/iSerlr0BokZI0PkG9TdH2PEZNxp4W7NFvliRE98JzovOLv3ulyFvXXpitWZpZQ3iGK8EYEeVqmKkFveyFcHzn9epzey2+06dDXFMPNF4TE9ewTSXu1b5m5VHrTWCS9e/dlOS1D1BltqoxhwVsZckdnWDAvwEDFmlU3yDuQvMo2oK7T4I+YlobhQGf+wGyvFRdhNAL+9tAGIDfVCo1bJr09IPKAyJQ90zbGyetycNCy6UcZSBcV7AQkGJXe7mz11MaNRqxhl8hBnnJLRyM5aCWpT1u/URR31xtLW/BejBD5uWl67NcH6mZZV2aK2mMGUpGHU91hrDBxDG3OpivwlN/HevWPRGyXSZfZk749byC7DKH7lvAEPTc/xpL1Gks4b0+N+2etyLo6gS2esSMvjienCO1pQ1cTra/tXFaGioRWtRoXOYMRFq0ajEnHeYTFj+IvLBzAoCe76HwSPhIwVMPHx3g+y5klAgsHJsGFRv0tQ2VIbxYC7QlCrVXi5aqlskLkvrMZJFABtsbxYoXlpSKuWMf7ttKntiLmYrYPhotXwxLRoKhvbaGzT9/yBvqLWiCXkHvrVHiquI3GID05aGYvFZq8T2+HT5RvDilwXIxqIb5NzGXX7cki4TRT03baso97YKLXoEzw+MoBJwwOtn2l5qWdiANUauxCDqd/z53uLZB3ng1xP/m6Yj7+xBg5/Yf0BijLOJ/gk3W3949sJc1UE852+3WAkq+Rcn5JOzjXruPufe9AbJNycNfxh7giemhXL4jkj+Et+GKVjF8L6RfDFXdDeIozisxYWMTfHg77oC4U7QOsG934jltAtTCRxBBQDzsoEBMicQdYNoT6utOgMtOpkeGK8kImPg65FLI9ZgPniHRYgY7xVoTkDtesEBntqA5A81BdJkjFI3UxAjEiHb+zcEGnTG8gqqeNcc7u88zCXdRlxU7e72VsXM2bj4JtDpfJ1NKnKBnfT+UrGjnpj+5pCCPJy4VdTRdFnq9cbm7IQdv5V/D96lkW1xsBxtDGTMtQPrVrF3sIaWUpVgEjw2ZFXxT7ikXyHwY43Lcrq7hW7/ibKVUROBZ/eh7w4mi5mzFURXJzUHUbcNwdLCfZy6dVxmtr03P+vveRXNqJRq3js+uF8tqeItzbldJShSr35kfMG16+2idCEvf+Ev6ZcFJ5wGeZ40NQHRIIVgItXp3GpfcGW2igGnJWJj4+329gxpsys42UyZzoGmOLMqi3zEFQ0tOLposVJI+OfW7mpllLElC53sac2QIdhvUvuTMehE8S2sPNmyMfL6jFKyNs+C6C9ATyCu0wqMWNvXUDE7nx3uKzj9WPXD5enYGxgHPiEn3+tccbJw4/dUjwzRwYzdpiIhbJ6vbHEBXR8o57aYlGtMXAMbS7EzVnDNZH+6AwS23LkWUY9ebaB5nYDN0W7oKo7DbWFIl7NWux6V3inJaPIFu9D6QtH08WMuSrC4jkjeHpmDA9PicRZq+ZsfRv/3N59ZryZVp2BR/69n8PFdRgleHpWLI9MGd6xjN5pMombL8TNBSTQNYqCyKkPXpyoo2+HcyWw5RWxKvDDH0RBa5Uapvy+7xmsl2BLbRQDzsps3951lXW5eXKGMKzyq2SOs2o1eZC6qShvpr5VR6vOyCAfmVPkawvFE5hnYJe72FMbAG83Efska4wVwKQnxLa+c+PD3HFgfGTv+/xZjCTBuVIYeXOPu9pbFxCxO28sGM37Px8LQLtekqdgrLneWLDpJp/4U1KlozRK4vrQGYzy1BsrPyZqjgXF9WqJyBG0uZSHTTX7/rWrUJbjrz96FrUK/njHVJF1r3GCH9+ko5lzf8haCelLRBzk08fhlr/3qX6ZI+oC55NOPttTxNtbctmWXcnrtyYwLsKP19ad4JU1xzEau/49fnOwhLGvbmJnXjUSEObrxiNTLMzqrMoBzxBoLBcJDRsWi++Eb38FL/nDq0Gi00JdIRz4+AKvqsqieFBLsaU2igF3BREV5ImzVk32WRt54EoP9rjrsVIxl7gQmTNzDDoIS5V3jH4yapAIks+WsVcgAB6BIk7RXOH9EnbkCQNuQlTXxm6/qTgu6lsNSpJvDCtiLhg7a1QIgZ4u7DpVJU/bJHO9sXbTcbO+IiP8YUAYDnF/Wi9PvbGMFWKb/HPrHdNOTIkNwkWrZl9BbbfGQG9ZnSmWzt/ZkouLVs3OvCoRHG/QidiqtxP7V+0fIH2pKEA7eAx4BkPklP7VL3NALkw62fj0VOJCvdlXWIuLVs2HOwpIenkjXx+4vE7ct4dK+NOqozS1GZiTEIoK0BuNrMuysEdxVTaMvuv8a8kgYrWNeoi9QRQTN39HBMSK8iMqzYCNBwWQeQ3l6kOrtd+vVK1S4eakZltOJc91H3bUP0JGiq0FS6gnTMbkzUmD5ZtPa72oATfxsW53s6c2AL7uzvi4OnGuVUd5fSsh3jJ6JdVOkN15y6ZjZcKDGh8mU12+rJWw7vfi/+lLwdmzW2+PvXWB8wVj4wf74OWqJS27kr0F1dYvGAvnC2IvGQK6ZrZXuAIS/3rgGpLDfa0/nkEv4nsCY2D0Hb36qCNocynmvpt/Tz/FoeJaxg7rfykcc7HYmSODySlvJMzXjUPrPmCWZiPuamfQaMUy3ZaXxQf6GuBenQdIUHoA6opEf9w+FIx1RF264lRlI54uGhrbDPx07BC+OlDCH789it4o8bNxorSUJEm8+N1xmtsNLJwdy2+mx5Bb3kBlYxsvfnfMsoeZwDgRT6h1FTHAGhfhPXXxFt8Rhz8X/VMDR0BNHtywRHjeXH2EV3zG81Y5X1tqo3jgrMzkyZ23cbIFarWKdr2RoppmeQdychNZOw09PxkVVDbh5arlhngZ6zaZPYG+w7rdzZ7amIkJEQaBuY2VbLj5iSUz3cU1zWqa2qlt1hEb7EmwlwwGpDlA2MVk+Iz/dY9LRI6gi7lg7JGSOsrqmjnXouOZrw7LUzAWRNmImNkgGUms2YSrk5rRYT7yjFWQDk2VMP3/wKt316EjaNMZv5o6HLUKfvnJfqL+0P+CsSvS8nhociSf7DoNQFFNC7M1h3hB/RiM/ul5j/aknmvndYmu9Xy5kPG/EsYb9KlgrKPq0hkr0vJ4964UooM92XD0LNfFBKIzGHnu26NMX55G1B/WMvbVTZxr0eHupGaKqQ9wTIhX77zgHe3QXhExcLNeFsupI24SW9+h8OBGeHSHWD7d/5HFvWd7gy21UQw4K3PwYM/LinIS4u1Kq84ob1NuEF8EFvTcPFJSR2Sgh7wttMzZQ1L3WWn21gbghvgQVIiejrIyeIzYntp60dtmw/Gl+TKVWzEXjK0zlXlIX9pjwVhH0MUcu/PKmuO06cWy3LXDA+Utin3TmzT6xPJTTTopQ/1Qy1VmZ/+/wNlDZDz2EkfQpjPSsyvQqFU0txt4amZMvwvG5lU0cqqiCfOKrMFo5FCDN6trhoq+mI+kiYeivK19j5U68j/TPUol+jX3o2Cso+rSGXkVjVwbE8iH96UyNS6IPfk1/HTsEPRGiarGduJCvKhpEt9XHi5anJ3OmyW9Sua5sB2a2TDzHgzJd8MT++GhjTB0vDCYg0bIVjLEltooBpyVqa+XOf6sB4YHiT/2k3LHwQ0ZB0hwruued5IkcfxMPaesHUd0KWdNhROjru92N3trA/DwlOHEh3lzuKRO3oGcTenxX9zVkU6/OrOUZ77MBOD/VmXJVyaj6YLyJYb2HgOEHUEXOB+78/bPkgEorZOxIwOAux9b3W8kSZ3PA9EyJR611kPOemhvsshjfimOos2lrEjLIzrIkza9kbc25bJ0ff8KxkYFefDNwRIA1KZisWO86pnvXySyqF19YMzPxe/SN6L3AxiNou4fQOIdsPWVfhWMdVRdOsMcnjAswIN3705h359msvNUNX7uWupb9Zw4K2KCU8J9qGvWUdPU3vdkHnM7NLNhNusVYSAXbO93hwVLsaU2A2chXcEiksJ92XKyggOnaxkfJWM9mtQHRUPuqjzwi+h0l7P1regMEsMCZGpFY6amQBSw9QyWdxwrkTTEl9WZZRiNkjxel6yVcGKN+L9naEe1/0P6O/D3vJ6aZh13jAtn+UZhVFnVyxQYd4GxphqQAcJTY8USzqGiWvk0MvG/upHMQcO0pvXADOsPcHyVCOL2GiS8DlcIeRWN3Dt+GCfONiAh2is1tOr7lHQiSRK+bs7kVTQx2NeVu64Ziperlo3pY3hR9R4UJIk4tZPrxQc8+9CrNm+TyAofPEYkLWide3+MAYo5PGHZ7aMZF+HPsbJzlNS2MDcxlPVZZ5EAjQqmjQzhUPE5XvzuGHkVjUQHe/Y/mcdsGK97VtyXAuOsulxqbxQDzsqkpto3EzJ1mB9qFRw/Y6NM1MoTEDOz011OmOrRxQbLnIHaVAWuPZfEsLc2ZraerKCxTU9+VZM8QfLbl4tSIut/D41nRbV/7c/5vev3/K9W9My9afRgEsJ8LA8QtpQpC+H7J0V214THRNxJDwHCjqKLGT8PZxLDvMkqref4mXoSZIpNO9esY1etNwXOocRmfQE3vgba3hU87ZFD/xHb+Nt63a4JHE8bM9HBnkQFe6BWgVES/9ycNH26nv67p4j9p2uZmxBKdnkDb23KITrYk8fn/hIPTfz5L3/vIeIDJftEiIBvL3o77/obeIfBQ5tEYH0/cVRdOsN8f7nQMAv1ceWaSH+2nqxApzfipFXj5aolJsSTjU/3fqm/WxIX2NRgs6U2igFnZcrLy/H0lOFL2UImRQeSMtSPinqZW2o5mbxqx1edrzt2CXtNDdPNxUllob1ZpOX79RzTZW9tzJhbis16cxsxIZ48Pi3aukaUue8lKkAS1f5bazmraaJFZ8DTRctgH1eCvVysXyYj4XZhOALsXmHRE6+j6HIhH9w3jvGvb2HXqSrZDLh1WWeQUGFQa0U86cm1os2WtagthOI94v8j5vbpEI6oDQivzvKN2fxxzkiWb8ymVW/kLxuzee3WxF4d50hJHS99f4xrhwfw7t0pnXhbL/ny//xukd295VW4/f2eB8haCVteEgafeyAcX20VY8JRdemK+clhF93jzFm/i+eMoKFVj5erlg93FLBw9sDx1HeFLbVRYuCsTHFx1zFhtiI21IuTZ+uRrFF4sitcPEWpirquz9ccMJ84RKbsOoDqU2Ibf2uPuzqCNqszS6lpEi2s7ho/lBfnxVu/4n9gnFi2ND/pqzW4ePqxz2UiAGOG+qJSqaxf7R/gzBHRYm3qIosDhB1Bl0sJ8XYlOtiTH3Pl65qx6rDQPHRonPBYmr1l1iBrJfzTvCSrEkWV+4AjagPnk06+PFBMm8GIh4uGFp2RvQU1Ft/3apvaefQ/B3HSqDlado5WvQXtsn7yttAq63+ij2ZX7ZrgfEa2rkW8TlzQp6K9neGouljKhQV/L2yPJWvSkI2wpTaKB+4K5OSZeupb9ZTXtxEqZwcEd39o6bofalVjOyMHeTFykIxLqNW5YtuHDDt7sCItj3snDOMf2/M5UFjL67cmsuz20dZdypyyUHxRTHlWVCT3DOUB3Tpua3oGEDFe5gBhqz/xHvhYbF0GjnegKxpadRRUNqEzGGVpA5dVcg5XJzW+yT+Boo0iY7iuGHzDe/5wtwdeCZtfEgb8sMkw7kHxWq25YmJ/4HKvzvIfsnk3LY9ATxcW3tD937XRKPG7LzMpr2/FKEnckRqBuyWt5Qq2i7qGbedERmP8bbDpBZHMFTQS6kuEsVxfCie+B1SiXRPAgU9EaYvty68oHfrKpfop9B7FA2dlYmJi7D0FXJw0gA0q/vuGi8yetsuX4XQGI4XVTUyJDcLLtf8xH12StxlQQUDPmUqOoE1eRSM3jx4k/l/ZSKvOYP2K/+Z0+qNfi9fnivG48QUaPIbhpFHx+roT8lT7h/MlXeIsryTtCLp0xohQbwySxL7Crh9S+srp6iaa2w0kDPZBFTcXYm4AJMj8rP8H374cJj0usk7H3COWtftY7d9RtemMyEB34gd7825aHv/aWdDtvk98fpC07Er0RgkJLPdEb18O058T/TOLdsP6Z4XRtvlF+PxnsPYZ2PEm5G4CXfN54w0sysi2lIGky9WGLbVRDDgr4+Ji5SDkPpA4WCxZHi09J+9AwaPEtijjsh8VVDWhM0h4y2m8gXgiVqnPl83oBkfQJjrYk/oWPdfHBmEwSpw4Uy/PUqY5nT7yekCizWMQFfVtPDQ5quuG0P2loVx4HtwDe1Uw1hF06YyfjhVB61/tL7HqcVdnlnLLip0AnK5uZnVum+iQ4OQu6le9O75/y2xV2aL3qVoLxXvFe32o9g+Oq01nHCk5x7GyetycNLz4/XEmLNncaWjCGxtOsjbrLKNNoR23jQnjH9tPWRbGUJUtSrNciNrkuZv9OjyVBT9fJeruqTTiQUbrZvWWTQNJl6sNW2qjGHBW5ujRo/aeAgmmG9Oholp5B4qZLbad1II7aartk1VaJ+8cmipFixsLcARtHp8WzeJvj7AgVRgHqw6VWr9x+YUkidZJtTv/hd4oESNH1quZ7HViG3Fdrz7mCLp0xsxRoujyrlPWi4MzB28HeDijVsHDUyI5tO4Dmta/AEmmPo4p9/YvViogRpT4kYxi2RT6VO0fHFebzhg5yBu1CsL93BgX4UdlQzuvrj1+kWF29lwr/9iWT5ivGz8bF06AhzMvzU9g2e2jLash1xFf6nLeKDOz403hiRt2rWhS7xkC5UfFsun1fxDbjHetUoNsIOlytWFLbexiwNXU1DBr1ixiYmKYNWsWtbWdGxoajYbk5GSSk5OZN29ex/sFBQWMHz+e6Ohofvazn9He3m6rqQ8IogI9AMgpl7mAbvRMQAWNlZf9KNNkPCYP8ZVn7KyV8O41oG8VRUqtEBhsC8zBu+9sFrF73xwskTd4N+YGAFyL0gGJU5Uy/k0cNWkwal73+w0QXJ00DA1wp7y+jZZ2vVWOuSItj4eujSCvUlT9f3NTDrM1h3hbuhP2fyj6OJZl9q/B+fBpInBeMsI1j9ikeKkj8NHOAh6cHElORSNxId4MD/KgvkXPy98fY/Zb24hcvJbrl6dhkCQ+vD+Vu68ZymcPT8DTRWt5GENHuyaTUTb7NVFn77qFEJYCx1ZBfrrweDaevbwzwBVUg0zB/tjFgFu6dCkzZswgNzeXGTNmsHTp0k73c3NzIzMzk8zMTL777ruO9xctWsTTTz9NXl4efn5+fPjhh7aaeo8EB9u/mGxUkAdD/Nw4c64Fg1HGTFQnN9Gq5Myhy350uFgs344YJEPDdHN2V+T14nVIvEUeC0fQBoQR98ZPkwBwc9bKG8jrEQiJP8NXX0WsqoQZI2X6HehaoOQApPwCYm/s1UcdRZfOMC+zjXr+h3732wQRA5mRfz6mTqcXLZs+qRstEg5UKhH8HjSy77FSVTli6+wJf5/Q52r/4NjaXEpeRSMLZ8dxW0oY/917mufmjsLDRUt1k47Z8SGMHuJDq0602/tsdxEqlYq4UJFgZXEYQ1ftmqKmwj1fwfPVEDv7vMfz0s4AVjLeBpIuVxu21MYuBtzq1au57777ALjvvvtYtWqVxZ+VJImtW7eyYMGCPn1ebmJjY+09Bdydtfx2Rgw6gyR/Y/v2RvGEfwn5VeJpVrZCtRN/AwdMhvuZIz322wTH0MZM/GBvnDQqKhraqGuW2YM8+xWMkoobNftIDPOVZ4z8baBvgVG3WBSPeCGOpMuFrM4s5WBRLWpgXKRfv/ttgni42nqyAhDV5y9q2TTtD8IQNrTBj8v7FivVUC48QAD3fd9vw8FRtemM6GBPDhbV8uYdyfz47DSmxgXhrBF13d7deorDJeKhctQgLz7bW8SuU1V9a9nUXbsmo94mHs+BpMvVhi21sYsBV15ezqBBIhMvNDSU8vLyTvdrbW0lNTWVCRMmdBhp1dXV+Pr6otWKwNEhQ4ZQWipDT8c+smPHDntPAYC4EPFkmX1W5kxUr0FiCfOC2kv/21dEbbNoTvzgx/us33PTXKjWaKrbJBktyu5yFG0AnDTqjqf/IyXyJptU6V05JEUzz2kfzlqZLvnstSImyKDr9UcdSZcLWZGWx8PXRSEBewtq+91vE0R9OZ1BYlSoF0/NimXxnBFsNIzhRek98XccMVkk5ez/sG8GgDn2beJvxJJeP3FUbTrD3LJp16kqQrxd2XWqirP1bQR5no9TU6tgTuIgDEaJF787Rtyf1vc/I9vslVv3bL/6m/aGgaTL1YYttZGtDtzMmTM5e/bsZe+/9tprF71WqVSoumjxcvr0acLCwsjPz2f69OkkJibi49O7orDvv/8+778vKmafOXOG9PR0AKKiovDy8uLwYdEIPSAggPj4eLZvF94krVbL5MmTOXjwYEdz2tTUVMrLyzsK9cXExODi4tIRtBgcHIwkSR1juLi4MHHiRPbv309jo/BIjR8/npKSkg6jMy4uDo1Gw/HjxwFh0EZGRpKRITI73dzcGD9+PHv27KGlRRSEnDhxIgUFBR2/31GjRmEwGMjOFgZMWFgYa06KRtwbMo4Q2FpCamoqGRkZtLWJDg2TJ08mJyeHigrhDUhISKCtrY3cXBGbFR4eTkhICPv37wfA29ublJQUduzYgV4v4oGmTJlCq06FOyC95IsxIJYfA+9iyQnhOfj1hGBSo0L4w7eHOXH8BHPig0hKSmLbtm1IkoRKpWLq1KkcPny4Iw4yJSWFmpoaCgsLu9QpITCW3OJyzMnaKo0zRVX1BLgNYV96epc6NTY2kp6eTnBwMLGxsR0Xmr10Gh3ozNFS+DLtEMYyZzw9PWXRqd5jMEcNqfxR/TkZG75kxPhZNDQ0kJ+fD0BERAT+/v4cPHgQAD8/v97pJBm57th3aCQDxw4foPKMa6+uJ7MunV1P9tQpt7yRI8dzMT+atOqMHDmeS165MFJ7q1Ot5MGuvGoAahubeWtTDoM91dwceS2nNSpGrvs9VGYDEiqDkXrnEOqKinqn0/EvaPYbwV6XWZCebtH11J1OjY2NNDY29njfc4TraVRYGE9eH8nvP99LWaPEEG8NoT6u3DhUzX+OtWM0grNWTVNdFYM9VfxxjERCwvgOndLTcy2+7x07dozqaqFlUlISDT7XkB+/9GKdTN8Dvb6eLNDJ/Hvt7feTI+gUFhbGkCFD2LNHdAmR677XqU7WvO91odOFNkBf7YgLdeoWyQ7ExsZKZWVlkiRJUllZmRQbG9vjZ+677z7pq6++koxGoxQQECDpdDpJkiRp165d0uzZsy0ad+zYsX2ftIXs2rVL9jEs4V87C6Rhi9ZID368V75BjnwlSUuGStIL3pL07wWStPsfUtmLMdKbH38mDVu0RiqqbpIkSZJ25lVKs95Mt+64b8aLcVdMkKTd/5CktxLF+93gKNqY2X2qShq2aI00728/yjrOGxtOSNMWvy9+Xxl/t/4AJQfEsV/wlqTGyl5/3NF0MTPrzXTp4535Utxz66Rhi9ZIwxatkV5Zc6xPf8t6g1G6+Z0fpYhFa6T7P9rT/c41BZL0cpAkrXmmd4OUZgoNNr3Q6/l1haNqYymrDpVIk5dtkT7emS+9syVH+nhnvjR52RZp1aESe0+tXwx0Xa5krK1Nd3aLXZZQ582bxyeffALAJ598wvz58y/bp7a2tsMar6qqYufOnYwaNQqVSsW0adNYuXJlt5+3FxMnTrT3FAAYHiRiz06clbGp/fblkHyv+H/eRtj0PO+130hN8UmcNGraTa1pZClUG20qYVJx3OLsLkfRxkxSuC+ThgdQXNsia9uzw8XncPHwAVSiF6O1ydkgtoGxImmilziaLmYenxbNhzsKWDx3BOMiRD/fj3cU8sC1Eb0+1r8zCskqPYdKBb+aOrz7nf0iYORP4MgXoGu1fJDtb4itTz87OVyAo2pjKVdqy6aBrsuVjC21sYsBt3jxYjZt2kRMTAybN29m8eLFAOzfv59f/vKXAJw4cYLU1FSSkpKYNm0aixcvZtQoUTh22bJlvPnmm0RHR1NdXc1DDz1kj9PoFLNL197kVYrYt7K6Vma+mW79ODQQMWeuFyxpG9qJ8NST0+yFzmCktE58+chSqLbJFDd5/1qLg7QdRRszrk4a5iSEUtPUTmldiyxjGI0SewtrCPdxBiTR3LzJyv09T64F1BA1rU8fdzRdzFz45X/gtFhCMUgS6dmVvTK4z5xr4c8/ZHNdTCC7/zCD8ZH+PX/IqBMN7rO+6nnfrJWi+O/JNYBKFJG1Eo6qTW+YnxzGxqenylfA2g5cCbpcqdhSG7v0Qg0ICGDLli2XvZ+amsoHH3wAwKRJk8jKyur081FRUezdu1fWOfYVcyyBPVmdWcqHPxagUakwSBIPTY5k+UYRf2DVm1dgnCiiq9KAZACNMymxEby5bygAcaFe8vXcLN0PqGDIOIs/4gjaXEqot+hVu6eghiF+vcvetISTZ+tp1xvRufoDahHgnr0eUn5unQHOlYhipb7DRP2xPuCIupi5sF/jn384yfacSn44Vs6nGae5b1KERcd4YfUxDJLEa7ckEuxtYW/iiU8Ib+map+H734prbcrCyx9UzH1Pg0ZA1UkIGwtpr4vuAFYIondkba5mFF0cF1tqo3RiuAJZkZbHsgWjuWeCMKRcnTSWVxrvDeailiNMfS/HPUxo4Woa8ECtgolLtsjTc7O9SZRL8AgC7cBuKaM1lTnYfLzzTOz+subIGQCmjgqHJzPF8trJNdYbIG2J2NYVCUNigBRU7gsLZ8fx3W8mM2NEMK+tPWFRq7ofjp1l4/FyBvu48eeNvajrVndaGGFGHaQ+JAzujf8n/mX8Hdb9Hv5zO6z6tTCi80w9aMuPWlRSR0FBYeBjFw/clcz48ePtPQXyKhoZF+HPuAh/Pt9bRPbZRm4ePdi6cWhw/gl/43Nim/lvTia/CWmQMtSPlY9Osu54Zor3AJLwNvQCR9DmUq6JDADgcHGdLMffaWoD9ZOkweDpAiNuFjGDbQ3g4tW/g2etFN0XPENFD8ji3aL+FfTK++OIunSGOVv+4euiyCo9x+OfHWTNE5Px6qLfb0OrjmdXHsFJoyK/qolzLTpWZ5Za9jCzfbkw2vZ/DPv+ef79Xe+IrYs3+EeKsi1DJ0HRLvG+QWe1hukwcLS52lB0cVxsqY3igbMyJSXWbXzdF6KDPdlXWINWrSLcz12+hukgvqgfMRXy9QzhqPNoAMZZEufTVwp3iGXb297v1cccQZtL8XDREujpzNn6VvQGo9WPf6qiCXdnDQGeLsJrWZUjCsXmXR7C0Gu2vSEKl7bUCCMjckqfWkA5oi5dUdvUzi8+2kvKUF9KaltY/E1Wl/Fwj//3IOdadCSH++KkVvHarQmWFwKuygavCw09FYwyJWsFxAgDvKlSeKHjb5WlYToMLG2uJhRdHBdbaqMYcFbGEYoKmwtafrSzgPyqJg4V1crbMN0rBJw8oDqPgoo6Qrxd+O30mJ4/11cKd8LgMeDauzZdjqBNZySG+WCU4FiZ9TKGV2eWMvPNdBrb9BiMkjAa8jbDKZPh9t0T/V/urMoRBpyh/Xws4tCJvfb+OKouneHn4UzKUF9+OFaO0Six9sgZnv36yGX7ZRbXsT23iqkxgRwtreeWMWHcmDCo903TzYaZ1lU0UEcFYx+AKb+H+jJorYdty2RpmA4DS5urCUUXx8WW2ihLqFcg5iWav20RRQ/rW/U8d9NIebOvgkdA6QF0JYeJC03EzVkjzzjtzVCyVwTNXyHMHBlCWnYlW06UkxTu2+/jrc4sZfnGbGaODCGvoolbkgdzaN0HzNR+iUdIPNSfAX2biFmDvge7u3hDewP4RZ034Mw9IK9QVmeWctrUnu7BayPYf7qWr/aXEBHgzuPTxEOLzmDkD9+IBCxvd7G8+siUKKAXJXWmLBT9fWe9LJZEXX3ghz+I/qYb/yj2SbobEn8Kqx8Xy+JV2eJ3rzRMV1C4KlA8cFYmLs4xvrzmJ4ex+ZnrCfESQf6yLJ9eSNR0AAbX7qW+RcbeniX7RCalxrnnfS/BUbS5lAVjh+Dj5kRlY5tVjrciLY+HJkfy74zTAKzKLGO25hAvqn4NI+dBSy3ommDcQ30PdjcaQNILLYZN6lcPSEfVpTNWpOXxlzuS+EnSYP69u4ibRg/Cz92Jtzfn0tgmKsB/tKOAE2fqGeTjyvzkML781URiQqzQNN1ogN8dh5kvwpw34Ja/Q+R10HhWlobpMLC0uZpQdHFcbKmN4oGzMhqNTJ6nPpIQ5kP5yQqyzzYydpiMcWkTfk1b1rdMrD5Gus76sVwdFJji7SKu6/VHHU0bMy5OGgb5uPLNwVL+t6+Y6GBPHp8W3WePaV5FI/UtOvRGEZulNxg51ODNasNQ/jw6EdKXgNoJavL7HuxeekBkA4MIoH81uM/eH0fVpTPMCUJxIV7ojUaGBXjw7t0p3PPBHiYu2UJjqzDiPF20/G5WDC99f4xlt49GZzCyr7CmdyV1Ehdc/LtcMQHOZMLkp8+/J7PHcyBpczWh6OK42FIbxQNnZcw94xyFayJFBfkjJXXyDuQRSLHfBMaps0kJs349sw7yNovt0Am9/qijaWNmdWYpp6ubaNMbefT64dw9fqjlwe6dEB3sedEynZNWzRiveub7F4F/lFh6C4qDE99BQGzfJp29TsRm3fxXeOJAv7w/jqpLZ5gThAI8Xfj7PWO5IT6UjFNVqICGVj3OWjUS0KrT06aXWDg7znpN06csFB7Ogu0i27SPHs/eMJC0uZpQdHFcbKmN4oG7wrkhfhCf7y0mv1L+4oJ76ny4R9XOTQGlQKr1B9C1ijpXIJIYrhBWpOWRMsyPnXnV/D3tFC5OahbPGcGKtLw+fdk/OnU4z3wlmivfN3EYkUEebEwfw4uq96AgCea9I7xwP/4Fxv+6b5PO3iCWTlPv79vnByjmBKFlt49mXIQ/+wpreG97PvGDvTha1kCb3ogK+P0NI/g0o9C6lf/NxvG6Z5V4NwUFBcWAszahoaH2nsJFRAR6MCEqgB+OnUWSpI5aVnKQVhfMnZKKhLbDgAz9aUv2iVirsFThSeoljqaNmbyKRiYND2BnXjUSoNMbaWjV97lun1qtwiiBVq3i37tPiyXZub/EQxN//svffzio1NDehzFqCqDyBAyxTjcHR9WlM8zG2IvfHSOvopHoYE8MRokbEgZx/EwDRgnUKmg3GK1fdxEuX1aVmYGkzdWEoovjYkttFAPOykRGRtp7Cpfh5aqltllHVWM7QV7ydS7IMgyjmGCGlaQDz1t/gNM7ARXc+zWoe7/674jagFiWiwj0QAVIgEatxstV26fEE73ByBsbTgLwhzkjeOi6Cw3dC778d/8/2LAYjn4Ls16B3hj2x741DdaLRuvd4Ki6dMWF7bUAZr+1DS9XLc5aNTq9ESdt3/VzNAaaNlcLii6Oiy21UWLgrExGRoa9p3AZR0pEy5/ssw2yjdHUpqe83ZkqvFGdyTwf4G5NCn+EkHjRf7UPOKI2IJblPtxRwG1jhFHg7qzmgx/z+1S375uDpZTWtXJDfAg/SR7c9Y4JC0QMW30JVJzo3SCHPxPbCY/1en6d4ai6WIpZv8VzRvDUrFgWzxnBhzsK5Ku7aEMGujZXKooujosttVE8cFcB10T6s6eghsziWibHBMoyxnnjUC3KHRRlQPRM6w2gb4PivaJobN5m6x7bzpi9Oe9uFQVe61r0TBsR3OvYqXa9kb9uyWX0EB/eu3ds98vlnkEQNxdOfg9Hv4aQUZYN0noOqvLALeCKikPsD2adVqTldSyrWr3/r4KCgsIlKB44K+Pm5mbvKVzGhCjRb3NvQY1sY2w9WQGAh3+IiK0yl/uwFqUHhPEGfS6b4IjamJmfHMam302lYMlcro8LYuOxcs6e690S5f/2F1Na18LsUSEYjJ23d7qISU+I7eEvLBsgayX8LRWQQDIIw88KOLIuljI/OYyNT08lf8lN1k1csDNXgjZXIooujosttVEMOCvjiE2GEwb7AJArR1C1iYNFtQC43v0f0U7J2gZc4U6xdQ8AnyF9OoQjanMpKpWKx6dF024w8spay9PRW3UG3t2aS5CnC+9uzaNNb0EtvvBrRCP6+hKoPd39vlkrRWcAVx9ABROfEK/7246LgaHL1YqijWOi6OK4KM3sBzB79uyx9xQuw8fdCU8XLRUNbRgt8cz0gVOVjahVEBHkLZqal2WKiv/W4vQO0QsyLLV3AfcX4IjadMbbm3Nwc9Kw9sgZtudUWvSZ/+w+TXl9G83tem5MCMXDxYLoCJUKUu4T//9rkigU25lB1lgp2m4NSobqXECCH5fDxN/0vZPDBQwUXa5GFG0cE0UXx8WW2igGnJVpaWmx9xQ65ZEpURiMEiW11p+fJElUNbYT6OmCqqVWFHlFOu816y+Hv4D8bWBoE0upffT6OKo2l3JHajj1rXpCvF14fvVRWnWGbvdvatPz/9JPMTLUi6Z2A7eMsXD5LmslHPlCeOF8wiHpZ/DDH0Vx2LUL4V83wxtRsDwazhXBidXnP2toN8XD9bGTwwUMFF2uRhRtHBNFF8fFltooBtxVwrXRInkhu9z6mahnzrViMEoMD/IQS2xVeaDWWmcZNWslbHoekCD5Hpj+f1ZbunNUbogPxdfdiWH+HhRWN/OPbfnd7v+vXYVUN7Xj6+FEoKczk6MtTFTZbvKiNVUKA23zi9BYDof+LYxmfSuMuAlmvwZaU1yHxllkr2qchdZXcON6BQUFBUdGMeCszMSJE+09hU4J9BTN33+0cEmuN2SVijIl18cFg1oDYSng5G4dA277coi9Qfx/1iui8v/8d/u0dOeo2lyKq5OG28YM4VBxLbNHhbAiPY/T1Z2XZTnXouPdrXl4OGvIOFWD3iixNuuMZQNVZQsvGhcsqwfEACq4+S1oa4RD/4Fty0DfAm7+wpi7/g8w62XIeNcqbZwGii5XI4o2jomii+NiS20UA87KFBQU2HsKneLj5gTAvkLrZ6IW1zQD8NPUcPGGkzu01Ytq/X9L7Z+3rCob6orFEp/Z0Bg6sU9Ld46qTWfcdU04BqPE4eI62vVG5vz1R1YdKrlsv2dXHqZFZ+C5m0Zy8pUbefOOJMv7qAbGCS+axkV41dQaEeOm0sCm/4Mbl0HSXUJLV19RBHj/R5D+uthaqY3TQNLlakPRxjFRdHFcbKmNYsBZmbNnz9p7Cp3i6+6Mq5Pa6jFwqzNLeXtzLgB3vp/B/jXvQ9nB8zuMmt+/Jc+AWCjaBeeKYd8H4r2ijD4t3TmqNp1x/Ew9g3zceOvOZP44dwTN7QZeWXviIsOstqmdTcfLGTPUl+vjgnF10jB9RAjLbh/NirS8ngeZslB40Wa9LLxqNywFz2DACDGzISAKcjbAlGfhZ/+Ggh9Fw/p+NK7vjIGky9WGoo1joujiuNhSG8WAu4oY7ONGQ5uedktKTFjA6sxSlm/Mpk1vwEWr5u7xQ/E/8A77Ri6CyOvB2QOaKvq85AlA4u2iiC9A9GyxLLv6N1ZZunNkVqTl8eefjmbS8EDuGT+UkYO8kSSJv23J7djnH9vzMUrQ0KLj3g/3oDcIXcdF+FvWhzNxgfCiXehVu2GJ+NmcN8A3HB7NgGl/7LPXU0FBQUFBHhQDzsqMGmVhRXs7MHKQNwBHSuqscrwVaXncPzECnUGiTW9k6fqT1BrceD4nCu5bLYy4gu39+/LXiNg9VFr4cIZoxt7HpTtH1uZS8ioaGRfhz28+O8iUN9K5LSWMmiYdeZUiFq6ioZV/7SpAo1aRX9XEn24aiVYjLud9hTWW9+FMXHC5Vy0wDkr2ip97hYhyI330elrCQNLlakPRxjFRdHFcbKmNYsBZGYOh+5IP9mTicNGRYY+VOjLkVTSyPfd8UoROb2S323X4VR0QbwxJhdpCOL6q71/+BdsAFYx7qN9Ld46szaVEB3uyr7CGp2bGEuTlwmtrTxDuJzJBp/55K9e8toVWnRGDUTItj2vQGYzsOlXFoq+P9K8P55SFwstZsB0MOtm9ngNJl6sNRRvHRNHFcbGlNnYx4Gpqapg1axYxMTHMmjWL2trLC76mpaWRnJzc8c/V1ZVVq1YBcP/99xMZGdnxs8zMTNueQDdkZzvuMpOLVsj95x+ymf3WNssC3bshOtiTIyUiA1WjAietmrCYMfzF5QM49F8R+wawblHfvvwNeuH5QYIRc/s1V3BsbS7l8WnRLPr6CBUNrXz164nMHBlMsSl+sbndgLmUsa+bEzePHsSL3x0j7k/refG7Y/3vw2leWl33LLwa3C+vpyUMJF2uNhRtHBNFF8fFltrYpZn90qVLmTFjBosXL2bp0qUsXbqUZcuWXbTPtGnTOgyzmpoaoqOjmT17dsfP//znP7NggTxfKFciqzNLeWdrLoGezvi4OXH3+KEs3yj+0Pr6ZX9Hajivrj2Bt6uWh6dE4eWq5S87Cnhr7EIG7fobImtUBYExffvyP3sEdC0iHmvYtX2a40DFrMmL3x3raJDu6+5ES7uBygbRE1arVvHUrBg+21PExqenWncCiQtkM9gUFBQUFPqPXTxwq1ev5r77RAuf++67r8Oz1hUrV65kzpw5uLu722B2/SMszDGbWK9Iy+OhyZFUN7ZzqrKJpetP8tDkSMuyFbvgzLlW1CrwcNHy1qYcPttTxMLZcaTe/IhY6jQ3S6/NB6kPLbwKd4jtqFtA49TneZpxVG264tIG6fUtOn41Jarj55Ik0dCqtyxhwYEZaLpcTSjaOCaKLo6LLbWxiweuvLycQYMGARAaGkp5eXm3+3/xxRf87ne/u+i95557jpdffpkZM2awdOlSXFxcOv3s+++/z/vvvw/AmTNnSE9PByAqKgovLy8OHz4MQEBAAPHx8WzfLorParVaJk+ezMGDB6mvrwcgNTWV8vJyiouLAYiJicHFxYWjR48CEBwcTHh4eMcYLi4uTJw4kf3799PYKL5kx48fT0lJCaWlYvkyLi4OjUbD8ePHO34fkZGRZGRkAODm5sb48ePZs2dPR4uOiRMnUlBQ0JGuPGrUKAwGQ4frNiwsjCFDhnT0ZPP09CSvopFjOfkdJVvbdEZOFZWRW95Ieno6CQkJtLW1kZsrshzDw8MJCQlh//79AHh7e5OSksKOHTvQ6/W06SW+3N/O5KHuPDhSBXiQlDSahoaGjvOP9Z/IYP4GjRXsXfdfXIYkkpSUxLZt25AkCZVKxdSpUzl8+HDHMnpKSgo1NTUUFhYy5uBneGndaaip4NCBE/3Wyfx7Dw4OJjY2lh07djicTqmpqWRkZNDWJjJvJ0+eTE5ODhUVFQzyUOGKDhetCp1eQqOCtsY6ogLdO37nl+oEMGXKFI4dO0Z1dTUASUlJNDQ0kJ8vOjxERETg7+/PwYOi/Iufn1+vdOrv9WT+PXd2PQ1EnYBeX0+OqpMkSQwaNKjH+56ik211UqvVxMTE9Pr7SdFJfp2ioqI67sd9tSMu1Kk7VJLUF9dIz8ycObPTeiivvfYa9913H3V1dR3v+fn5dRoHB8LoGj16NGVlZTg5OXW8FxoaSnt7O4888gjDhw/n+eef73FOqampHYLLRXp6Otdff72sY/SF2W9t4+7xQ1my7iRtpjIiL/5kJJ/tLe7T8ttne4r447dZvHZLAvdMGNb5TpIEb8VDfSnMXQ7XPGz5AEYDvBYq4uAWnwZX717P8VIcVRtLMZdteWhyJA2terxctXy4o6D/MW92ZqDrciWjaOOYKLo4LtbWpju7RTYP3ObNm7v8WUhICGfOnGHQoEGcOXOG4ODgLvf98ssvufXWWzuMN6DDe+fi4sIDDzzA8uV9rDF2FfH4tGiWb8zmD3NH8ObGHOpb9bybdor/u7n3Kc+SJPGvXQWoVHC07FzXO6pUcOs/4JtHRDZpbwy4s1miYXpwvFWMtysBs5G2Ii2vIy5uoBtvCgoKCgp9wy5LqPPmzeOTTz5h8eLFfPLJJ8yfP7/LfT///HOWLFly0Xtm40+SJFatWkVCQoLcU7YYT08L62/ZmAu//OtbhYvZWaNmXtLgXh9rX2EtOeXC5T5zZEj3O0deB8Onw8k1YDSC2sKwy2Pfim3i7b2eX1c4qja9YX5y2BVnsF0JulypKNo4JooujosttbFLEsPixYvZtGkTMTExbN68mcWLFwOwf/9+fvnLX3bsV1hYSHFxMVOnXrzEd88995CYmEhiYiJVVVX86U9/sun8uyM1NdXeU+gSc1B8+sLrSRnqS9m5VtKyK3p9nE8yCnHWqHHWqJg0PLDnD7j7Q2sdlGdZPkj2erFNuqvX8+sKR9bmakbRxXFRtHFMFF0cF1tqYxcDLiAggC1btpCbm8vmzZvx9/cHxIl/8MEHHftFRERQWlqK+hKvzdatW8nKyuLo0aP85z//cainEXNwpyMTEejB/341kXB/N97enEtvwiDPnmvlh6NncXVSMyk6EDdnTc8fMujE9uS6nvfNWgnvjhedG9ROcHqXxXPriYGgzdWIoovjomjjmCi6OC621EbpxGBlzFk0jo5WreKnY8M5UnKuV164z/YWYTBKGI0SM0Z0Hbt4ESm/ENvjq7rfL2ulKP4bN0e8TrhNvM5aafH8umOgaHO1oejiuCjaOCaKLo6LLbVRDLirlFOVTby5KQc/dyeLvXDteiOf7Sli2ohgMl+YzU9Twy0bLGQUOLlD5Ul40RdWTOjcKNv2Boy4GXb9Vbw+vhom/ga2K0kqCgoKCgoKF2KXJIYrmcmTJ9t7ChYxPMiDyEAPtGpVhxdu+ojuExLWHz1DVWMbv5g4DK1GjdaC1VPgYmMtYQGEXwObX4K6IhEfV3oQyg6KZdMLm94bdNB67uL3+sFA0eZqQ9HFcVG0cUwUXRwXW2qjeOCsTE5Ojr2nYBEqlYobE0LJr2wkzNeyWLhPM04z1N+dV9ccZ8uJ7osvX8T25ZD6oPj/0a9gwyJoKIMtL8H3TwpPm3sguAeILYBKAxpncPWBwLg+nuXFDBRtrjYUXRwXRRvHRNHFcbGlNooBZ2XMlaMHAjfGh2KQYNLwgB5j4Y6WnuPA6VquifQnr7IJT5deOG+rssHV9/xryQiDUwAVPHEQFhXCL1ZBSAI0V8GYn8P1f4BZL0PGuzBlYR/P8GIGkjZXE4oujouijWOi6OK42FIbxYC7ihk9xIcwXzdqmtt7zEj91FQ65IejZwD406qjrM4stWygwDjhSdO6Cc+aSg0egRA0AgKGi4K/mZ+LYr+xN0LJfkh/HfZ/BDOeV5qqKygoKCgoXIISA2dlHKmocE+oVCr+8fOxRAR6sO7IGZ79+kinsXC1Te18e6gUZ40alUrN3MQg7p0wjEVfHwHoubDslIUim3TWy9BcDdnrxL+gEbBiPFTlgH8UDJ8JP/svaOT5sxxI2lxNKLo4Loo2jomii+NiS20UD5yVGWjp3acqG7nt7ztZ9PURnDQqXvju2GVeuC/3F6MzSNwyJoz6Vh2zRoUwaXggy24fzYq0vJ4HSVwgPGn7P4Ltb4gWWYOSRVYqKngmB25+C6pzey410g8GmjZXC4oujouijWOi6OK4KGVEBjC5ubn2noLFmJujT4kN4rHrh/PAtREU17SwZP2Jjn0MRol/7z4NwAOTIvhZajg3JYr2W+Mi/MmraLRssMQF8PhueKEWHt8D+jaY9FuoPAErH4CI62D+u7KWDBlI2lxNKLo4Loo2jomii+NiS20UA+4qZkVaHstuH01Lu4GPdhYyL2kwQV4ufLLrdIcXLu1kBSW1LQzycaWisY1lC0bjrBV/NvsKa4gO7mMXjKps4ZX75VaY9kcRBzd0otVKhigoKCgoKFzJKAaclQkPt7C4rQOQV9HIuAh/Hr4uCm83LXf9cw+3JA+mTW/syEj9JKMQd2cNwV7OLFp5hF2nqtAZOZ3dCgAADQFJREFUjOw6VcWir4/w+LTovg0eGAdFGTBkLAybJN4ryrBayZDOGEjaXE0oujguijaOiaKL42JLbZQkBisTEtJ9MVxHIjrYk32FNUwaHsjXj07iFx/t5aMdBahV8Oh/DtKuN2KOhksZ5k9yuC8vfneMvIpGooM9WTg7rucEhq6YshBW/0Ysmw6dKIy31b8RXjmZGEjaXE0oujguijaOiaKL42JLbRQPnJXZv3+/vadgMY9Pi2bR18KrFuLtyuIbRwAqtBoVbXoj/h7OADipIXGwD/OTw9j49FTyl9zExqen9t14g/OJDeuehVeDxVbmkiEDSZurCUUXx0XRxjFRdHFcbKmN4oG7ijEbYBd61YK8XHh4SiSvrjlBdVM7AI9Ni+G97ae4bewQ604gcYFS401BQUFBQaEPKAaclfH29rb3FHrF/OSwizxpUX9YS3O7oeO1CtBqVJZnmzowA02bqwVFF8dF0cYxUXRxXGypjbKEamVSUlLsPYV+ER3siZerFhcnNWoVuDip8XLV9j3b1IEY6NpcqSi6OC6KNo6JoovjYkttFAPOyuzYscPeU+gXj0+L5sMdBSyeM4KnZ8WyeM4IPtxR0PdsUwdioGtzpaLo4rgo2jgmii6Oiy21UZZQrYxer7f3FPqFeTl1RVqedbJNHYiBrs2ViqKL46Jo45goujguttRGMeAULuPSuDgFBQUFBQUFx0IlXdr48gomNTVV9hRfo9GIWq2sTDsiijaOiaKL46Jo45goujgu1tamO7tF+QuwMseOHbP3FBS6QNHGMVF0cVwUbRwTRRfHxZbaKAaclamurrb3FBS6QNHGMVF0cVwUbRwTRRfHxZbaKAacgoKCgoKCgsIAwy4G3FdffUV8fDxqtbrbmLQNGzYQFxdHdHQ0S5cu7Xi/oKCA8ePHEx0dzc9+9jPa29ttMW2LSEpKsvcUFLpA0cYxUXRxXBRtHBNFF8fFltrYxYBLSEjgm2++YcqUKV3uYzAYePzxx1m/fj3Hjx/n888/5/jx4wAsWrSIp59+mry8PPz8/Pjwww9tNfUeaWhosPcUFLpA0cYxUXRxXBRtHBNFF8fFltrYxYAbOXIkcXFx3e6zd+9eoqOjiYqKwtnZmTvvvJPVq1cjSRJbt25lwQLRQ/O+++5j1apVNpi1ZeTn59t7CgpdoGjjmCi6OC6KNo6JoovjYkttHDYGrrS0lPDw8I7XQ4YMobS0lOrqanx9fdFqtRe9r6CgoKCgoKBwtSBbId+ZM2dy9uzZy95/7bXXmD9/vlzDXsb777/P+++/D8DJkydJTU2VdbzKykqCgoJkHUOhbyjaOCaKLo6Loo1joujiuFhbm8LCwi5/JpsBt3nz5n59PiwsjOLi4o7XJSUlhIWFERAQQF1dHXq9Hq1W2/F+VzzyyCM88sgj/ZpLb7BFsWCFvqFo45goujguijaOiaKL42JLbRx2CXXcuHHk5uZSUFBAe3s7X3zxBfPmzUOlUjFt2jRWrlwJwCeffGJTj56CgoKCgoKCgr2xiwH37bffMmTIEDIyMrjpppu44YYbACgrK2Pu3LkAaLVa3n33XW644QZGjhzJHXfcQXx8PADLli3jzTffJDo6murqah566CF7nIaCgoKCgoKCgl2wSzP7W2+9lVtvvfWy9wcPHsy6des6Xs+dO7fDoLuQqKgo9u7dK+sc+4otl2sVeoeijWOi6OK4KNo4JooujosttbmqmtkrKCgoKCgoKFwJOGwMnIKCgoKCgoKCQucoBpwV6ar1l4JtKS4uZtq0aYwaNYr4+Hj++te/AlBTU8OsWbOIiYlh1qxZ1NbW2nmmVycGg4ExY8Zw8803A47dGu9qoq6ujgULFjBixAhGjhxJRkaGcs04AG+99Rbx8fEkJCRw11130draqlwzduLBBx8kODiYhISEjve6ukYkSeK3v/0t0dHRjB49moMHD1p9PooBZyW6a/2lYFu0Wi1/+ctfOH78OLt372bFihUcP36cpUuXMmPGDHJzc5kxY4ZiZNuJv/71r4wcObLjtSO3xruaePLJJ7nxxhs5efIkhw8fZuTIkco1Y2dKS0t555132L9/P0ePHsVgMPDFF18o14yduP/++9mwYcNF73V1jaxfv57c3Fxyc3N5//33efTRR60/IUnBKuzatUuaPXt2x+vXX39dev311+04IwUz8+bNkzZu3CjFxsZKZWVlkiRJUllZmRQbG2vnmV19FBcXS9OnT5e2bNki3XTTTZLRaJQCAgIknU4nSdLl15GCbairq5MiIiIko9F40fvKNWNfSkpKpCFDhkjV1dWSTqeTbrrpJmnDhg3KNWNHCgoKpPj4+I7XXV0jjzzyiPTZZ591up+1UDxwVqKr1l8K9qWwsJBDhw4xfvx4ysvLGTRoEAChoaGUl5fbeXZXH0899RRvvPEGarW49Sit8RyDgoICgoKCeOCBBxgzZgy//OUvaWpqUq4ZOxMWFsbChQsZOnQogwYNwsfHh7FjxyrXjAPR1TViC5tAMeAUrlgaGxu5/fbbefvtt/H29r7oZyqVCpVKZaeZXZ2sWbOG4OBgxo4da++pKFyCXq/n4MGDPProoxw6dAgPD4/LlkuVa8b21NbWsnr1agoKCigrK6OpqemyJTwFx8HW14hiwFmJrlp/KdgHnU7H7bffzj333MNtt90GQEhICGfOnAHgzJkzBAcH23OKVx07d+7ku+++IyIigjvvvJOtW7fy5JNPdrTGA+W6sRdDhgxhyJAhjB8/HoAFCxZw8OBB5ZqxM5s3byYyMpKgoCCcnJy47bbb2Llzp3LNOBBdXSO2sAkUA85KdNX6S8H2SJLEQw89xMiRI/nd737X8f68efP45JNPAKUFmz1YsmQJJSUlFBYW8sUXXzB9+nT++9//Kq3xHIDQ0FDCw8PJzs4GYMuWLYwaNUq5ZuzM0KFD2b17N83NzUiS1KGLcs04Dl1dI/PmzePTTz9FkiR2796Nj49Px1Kr1bBqRN1Vztq1a6WYmBgpKipKevXVV+09nauWH3/8UQKkxMREKSkpSUpKSpLWrl0rVVVVSdOnT5eio6OlGTNmSNXV1fae6lVLWlqadNNNN0mSJEmnTp2Sxo0bJw0fPlxasGCB1NraaufZXZ0cOnRIGjt2rJSYmCjNnz9fqqmpUa4ZB+D555+X4uLipPj4eOnee++VWltblWvGTtx5551SaGiopNVqpbCwMOmDDz7o8hoxGo3SY489JkVFRUkJCQnSvn37rD4fpRODgoKCgoKCgsIAQ1lCVVBQUFBQUFAYYCgGnIKCgoKCgoLCAEMx4BQUFBQUFBQUBhiKAaegoKCgoKCgMMBQDDgFBQUFBQUFhQGGYsApKChcVVRXV5OcnExycjKhoaGEhYWRnJyMp6cnjz32mCxjvv3223z66add/nzNmjU8//zzsoytoKBwZaKUEVFQULhqefHFF/H09GThwoWyjaHX60lJSeHgwYMd/SsvRZIkUlJS2LlzJ+7u7rLNRUFB4cpB8cApKCgoAOnp6dx8882AMOzuu+8+rrvuOoYNG8Y333zDs88+S2JiIjfeeCM6nQ6AAwcOMHXqVMaOHcsNN9zQ0VLnQrZu3UpKSkqH8fbOO+8watQoRo8ezZ133gmIHorXX389a9assdHZKigoDHQUA05BQUGhE06dOsXWrVv57rvvuPfee5k2bRpZWVm4ubmxdu1adDodTzzxBCtXruTAgQM8+OCDPPfcc5cdZ+fOnYwdO7bj9dKlSzl06BBHjhzhvffe63g/NTWVH3/80SbnpqCgMPDp3J+voKCgcJUzZ84cnJycSExMxGAwcOONNwKQmJhIYWEh2dnZHD16lFmzZgFgMBg67XV45swZRo4c2fF69OjR3HPPPdxyyy3ccsstHe8HBwdTVlYm70kpKChcMSgGnIKCgkInuLi4AKBWq3FyckKlUnW81uv1SJJEfHw8GRkZ3R7Hzc2N1tbWjtdr165l+/btfP/997z22mtkZWWh1WppbW3Fzc1NvhNSUFC4olCWUBUUFBT6QFxcHJWVlR0GnE6n49ixY5ftN3LkSPLy8gAwGo0UFxczbdo0li1bxrlz52hsbAQgJyeHhIQE252AgoLCgEYx4BQUFBT6gLOzMytXrmTRokUkJSWRnJzMrl27Lttvzpw5bN++HRDLrPfeey+JiYmMGTOG3/72t/j6+gKQlpbGTTfdZMtTUFBQGMAoZUQUFBQUZObWW2/ljTfeICYmptOfl5eXc/fdd7NlyxYbz0xBQWGgohhwCgoKCjKTnZ1NeXk5U6ZM6fTn+/btw8nJieTkZNtOTEFBYcCiGHAKCgoKCgoKCgMMJQZOQUFBQUFBQWGAoRhwCgoKCgoKCgoDDMWAU1BQUFBQUFAYYCgGnIKCgoKCgoLCAEMx4BQUFBQUFBQUBhiKAaegoKCgoKCgMMD4/yq/zkaxF0mEAAAAAElFTkSuQmCC", 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" ] @@ -231,9 +256,17 @@ "execution_count": 8, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 25\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -268,9 +301,17 @@ "execution_count": 9, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 315\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -305,9 +346,17 @@ "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input signal length: 100\n", + "Output signal length: 32\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 253df8a41..f8a15d84f 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -53,13 +53,16 @@ def reset(self, state: np.ndarray | None = None): self._mu_next = 0.0 - def resample(self, x: np.ndarray, rate: float, mode="full") -> np.ndarray: - """ + def resample(self, x: np.ndarray, rate: float) -> np.ndarray: + r""" Resamples the input signal by the given arbitrary rate. Arguments: - x: The input signal. - rate: The resampling rate. + x: The input signal, $x[n] = x(n T_s)$. + rate: The resampling rate, $r$. + + Returns: + The resampled signal, $y[n] = x(n \frac{T_s}{r})$. """ if not rate > 0: raise ValueError("Argument 'rate' must be positive.") @@ -82,23 +85,26 @@ def resample(self, x: np.ndarray, rate: float, mode="full") -> np.ndarray: # Store the next fractional sample index for next call to resample() self._mu_next = (mu[-1] + 1 / rate) % 1.0 else: - # Compute the four FIR filter outputs for the entire input signal, using the specified - # convolution mode - y0 = scipy.signal.convolve(x, self._taps[0, :], mode=mode) - y1 = scipy.signal.convolve(x, self._taps[1, :], mode=mode) - y2 = scipy.signal.convolve(x, self._taps[2, :], mode=mode) - y3 = scipy.signal.convolve(x, self._taps[3, :], mode=mode) + # Compute the four FIR filter outputs for the entire input signal + y0 = scipy.signal.convolve(x, self._taps[0, :], mode="full") + y1 = scipy.signal.convolve(x, self._taps[1, :], mode="full") + y2 = scipy.signal.convolve(x, self._taps[2, :], mode="full") + y3 = scipy.signal.convolve(x, self._taps[3, :], mode="full") # Compute the fractional sample indices for each output sample - mu = np.arange(0, x.size + self._taps.shape[1] - 1, 1 / rate) + mu = np.arange( + self._taps.shape[1] // 2, # Account for filter delay + self._taps.shape[1] // 2 + x.size, + 1 / rate, + ) # Convert the fractional indices to integer indices and fractional indices - idx = (mu // 1.0).astype(int) - mu = mu - idx + idxs = (mu // 1.0).astype(int) + mu = mu - idxs mu *= -1 # TODO: Why is this the case? # Interpolate the output samples using the Horner method - y = mu * (mu * (mu * y0[idx] + y1[idx]) + y2[idx]) + y3[idx] + y = mu * (mu * (mu * y0[idxs] + y1[idxs]) + y2[idxs]) + y3[idxs] return y diff --git a/tests/test_farrow_resampler.py b/tests/test_farrow_resampler.py index 988f2da57..baa73719e 100644 --- a/tests/test_farrow_resampler.py +++ b/tests/test_farrow_resampler.py @@ -1,3 +1,5 @@ +import math + import matplotlib.pyplot as plt import numpy as np import pytest @@ -7,10 +9,10 @@ def generate_signal(): - N = 100 # samples - omega = 2 * np.pi / 20 # radians + N = 1_000 # samples + omega = 2 * np.pi / 40 # radians x = np.exp(1j * omega * np.arange(0, N)) # Complex exponential input signal - x *= np.exp(-np.arange(N) / 100) # Exponential decay + x *= np.exp(-np.arange(N) / 300) # Exponential decay tx = np.arange(0, N) # Time axis for the input signal return tx, x @@ -18,14 +20,10 @@ def generate_signal(): @pytest.mark.parametrize("rate", [1 / 2, 1 / 3, 1 / np.pi, 2, 3, np.pi]) def test_match_scipy(rate): _, x = generate_signal() - rate = 2 farrow = sdr.FarrowResampler() y = farrow.resample(x, rate) - y_scipy = scipy.signal.resample(x, rate * x.size) - - # Remove filter delay and trim end to match signal lengths - y = y[4 : 4 + y_scipy.size] + y_scipy = scipy.signal.resample(x, int(math.ceil(rate * x.size))) # Ignore edge effects y = y[10:-10] From 9d8b19faa0d1f937498d97a7bbf3828abeb91c30 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Fri, 7 Jul 2023 21:01:30 -0400 Subject: [PATCH 18/95] Update the example sections --- docs/examples/farrow-resampler.ipynb | 1 + src/sdr/_farrow.py | 27 ++++++++++++++++++--------- 2 files changed, 19 insertions(+), 9 deletions(-) diff --git a/docs/examples/farrow-resampler.ipynb b/docs/examples/farrow-resampler.ipynb index 602e6bf6f..5338950c3 100644 --- a/docs/examples/farrow-resampler.ipynb +++ b/docs/examples/farrow-resampler.ipynb @@ -5,6 +5,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "(farrow-arbitrary-resampler)=\n", "# Farrow arbitrary resampler" ] }, diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index f8a15d84f..92fabbe65 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -14,6 +14,9 @@ class FarrowResampler: References: - https://wirelesspi.com/fractional-delay-filters-using-the-farrow-structure/ + Examples: + See the :ref:`farrow-arbitrary-resampler` example. + Group: resampling """ @@ -63,6 +66,9 @@ def resample(self, x: np.ndarray, rate: float) -> np.ndarray: Returns: The resampled signal, $y[n] = x(n \frac{T_s}{r})$. + + Examples: + See the :ref:`farrow-arbitrary-resampler` example. """ if not rate > 0: raise ValueError("Argument 'rate' must be positive.") @@ -115,10 +121,11 @@ def streaming(self) -> bool: In streaming mode, the filter state is preserved between calls to :obj:`resample()`. - .. ipython:: python + Examples: + .. ipython:: python - farrow = sdr.FarrowResampler() - farrow.streaming + farrow = sdr.FarrowResampler() + farrow.streaming """ return self._streaming @@ -127,10 +134,11 @@ def order(self) -> int: """ Returns the order of the filter. - .. ipython:: python + Examples: + .. ipython:: python - farrow = sdr.FarrowResampler() - farrow.order + farrow = sdr.FarrowResampler() + farrow.order """ return self._taps.shape[1] - 1 @@ -139,9 +147,10 @@ def taps(self) -> np.ndarray: """ Returns the Farrow filter taps. - .. ipython:: python + Examples: + .. ipython:: python - farrow = sdr.FarrowResampler() - farrow.taps + farrow = sdr.FarrowResampler() + farrow.taps """ return self._taps From d0bd7c8494d83259222ec62db4d4b1170360478f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 08:56:00 -0400 Subject: [PATCH 19/95] Fix bug in streaming Farrow resampler previous input array --- src/sdr/_farrow.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 92fabbe65..e32cc266f 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -45,12 +45,16 @@ def __init__(self, streaming: bool = False): def reset(self, state: np.ndarray | None = None): """ Resets the filter state and fractional sample index. Only useful for streaming mode. + + Arguments: + state: The filter state to reset to. The state vector should equal the previous three + inputs. If `None`, the filter state will be reset to zero. """ if state is None: - self._x_prev = np.zeros(4, dtype=np.float32) + self._x_prev = np.zeros(self._taps.shape[1] - 1, dtype=np.float32) else: state = np.asarray(state, dtype=np.float32) - if not state.size == self._taps.shape[1]: + if not state.size == self._taps.shape[1] - 1: raise ValueError(f"Argument 'state' must have {self._taps.shape[1]} elements, not {state.size}.") self._x_prev = state From 19435c4788757b60145c9e710810cc4f9d710fe8 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 08:57:14 -0400 Subject: [PATCH 20/95] Fix initial fractional sample delay in streaming mode --- src/sdr/_farrow.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index e32cc266f..3a6c0bd51 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -58,7 +58,8 @@ def reset(self, state: np.ndarray | None = None): raise ValueError(f"Argument 'state' must have {self._taps.shape[1]} elements, not {state.size}.") self._x_prev = state - self._mu_next = 0.0 + # Initial fractional sample delay accounts for filter delay + self._mu_next = self._taps.shape[1] // 2 def resample(self, x: np.ndarray, rate: float) -> np.ndarray: r""" From 0e893ae5ec37c198936d39d3a619a4d7e9f2ae97 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 08:57:42 -0400 Subject: [PATCH 21/95] Calculate fractional sample delays more accurately --- src/sdr/_farrow.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 3a6c0bd51..df94eacb2 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -88,13 +88,17 @@ def resample(self, x: np.ndarray, rate: float) -> np.ndarray: y1 = scipy.signal.convolve(x_pad, self._taps[1, :], mode="valid") y2 = scipy.signal.convolve(x_pad, self._taps[2, :], mode="valid") y3 = scipy.signal.convolve(x_pad, self._taps[3, :], mode="valid") - self._x_prev = x_pad[-(self._taps.shape[1] - 1) :] - # Compute the fractional sample indices for each output sample - mu = np.arange(self._mu_next, x.size, 1 / rate) + # Compute the fractional sample indices for each output sample. We want to step from mu_next to + # y0.size in steps of 1 / rate. We configure the arange() such that the step is at least 1. + if rate > 1: + mu = np.arange(self._mu_next * rate, y0.size * rate) / rate + else: + mu = np.arange(self._mu_next, y0.size, 1 / rate) - # Store the next fractional sample index for next call to resample() - self._mu_next = (mu[-1] + 1 / rate) % 1.0 + # Store the previous inputs and next fractional sample index for the next call to resample() + self._x_prev = x_pad[-(self._taps.shape[1] - 1) :] + self._mu_next = (mu[-1] + 1 / rate) - y0.size else: # Compute the four FIR filter outputs for the entire input signal y0 = scipy.signal.convolve(x, self._taps[0, :], mode="full") From 8d60d027c358ad9c6299fd5fb5680445af71cf05 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 08:58:12 -0400 Subject: [PATCH 22/95] Add unit test for Farrow resampler in streaming mode --- tests/test_farrow_resampler.py | 37 +++++++++++++++++++++++++++++++++- 1 file changed, 36 insertions(+), 1 deletion(-) diff --git a/tests/test_farrow_resampler.py b/tests/test_farrow_resampler.py index baa73719e..5ab772281 100644 --- a/tests/test_farrow_resampler.py +++ b/tests/test_farrow_resampler.py @@ -17,7 +17,7 @@ def generate_signal(): return tx, x -@pytest.mark.parametrize("rate", [1 / 2, 1 / 3, 1 / np.pi, 2, 3, np.pi]) +@pytest.mark.parametrize("rate", [1 / 2, 1 / 3, 1 / np.pi, 1 / 11, 2, 3, np.pi, 11]) def test_match_scipy(rate): _, x = generate_signal() @@ -39,6 +39,41 @@ def test_match_scipy(rate): plt.plot(y.imag, label="y.imag") plt.plot(y_scipy.imag, label="y_scipy.imag") plt.legend() + plt.title(f"rate = {rate}") plt.show() np.testing.assert_array_almost_equal(y, y_scipy, decimal=1) + + +@pytest.mark.parametrize("rate", [1 / 2, 1 / 3, 1 / np.pi, 1 / 11, 2, 3, np.pi, 11]) +def test_streaming_match_non_streaming(rate): + _, x = generate_signal() + + farrow = sdr.FarrowResampler() + y_non_streaming = farrow.resample(x, rate) + + farrow = sdr.FarrowResampler(streaming=True) + y_streaming = [] + N = 50 + assert x.size % N == 0 + for i in range(0, x.size, N): + y_streaming.append(farrow.resample(x[i : i + N], rate)) + y_streaming = np.concatenate(y_streaming) + + # Match the lengths + y_non_streaming = y_non_streaming[0 : y_streaming.size] + + if False: + plt.figure() + plt.subplot(2, 1, 1) + plt.plot(y_non_streaming.real, label="y_non_streaming.real") + plt.plot(y_streaming.real, label="y_streaming.real") + plt.legend() + plt.subplot(2, 1, 2) + plt.plot(y_non_streaming.imag, label="y_non_streaming.imag") + plt.plot(y_streaming.imag, label="y_streaming.imag") + plt.legend() + plt.suptitle(f"rate = {rate}") + plt.show() + + np.testing.assert_array_almost_equal(y_streaming, y_non_streaming) From 4ab6442ccd33317a6322d4cf8035fb386c9c01f3 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 09:27:17 -0400 Subject: [PATCH 23/95] Add links to `scipy` and `matplotlib` in documentation --- docs/conf.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/conf.py b/docs/conf.py index 48b7ce9b7..632683ab7 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -191,6 +191,8 @@ intersphinx_mapping = { "python": ("https://docs.python.org/3", None), "numpy": ("https://numpy.org/doc/stable/", None), + "scipy": ("http://docs.scipy.org/doc/scipy/reference/", None), + "matplotlib": ("http://matplotlib.sourceforge.net/", None), } autodoc_default_options = { From d7e2b0f5b5ff5f358f5fcb00f6506fffe0020d9e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 11:10:31 -0400 Subject: [PATCH 24/95] Add IIR filters in `sdr.IIR` --- docs/api.rst | 5 +++ src/sdr/__init__.py | 1 + src/sdr/_iir.py | 104 ++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 110 insertions(+) create mode 100644 src/sdr/_iir.py diff --git a/docs/api.rst b/docs/api.rst index 4879682c2..3d8124195 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -3,6 +3,11 @@ sdr === +Filtering +--------- + +.. python-apigen-group:: filtering + Resampling ---------- diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index 5e7cdc41b..4bc683b60 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -14,3 +14,4 @@ ) from ._farrow import FarrowResampler +from ._iir import IIR diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py new file mode 100644 index 000000000..46ccac345 --- /dev/null +++ b/src/sdr/_iir.py @@ -0,0 +1,104 @@ +import numpy as np +import scipy.signal + + +class IIR: + r""" + Implements an infinite impulse response (IIR) filter. + + This class is a wrapper for the :func:`scipy.signal.lfilter` function. It supports one-time filtering + and streamed filtering. + + Notes: + An IIR filter is defined by its feedforward coefficients $b_i$ and feedback coefficients $a_j$. + These coefficients define the difference equation + + .. math:: + y[n] = \frac{1}{a_0} \left( \sum_{i=0}^{M} b_i x[n-i] - \sum_{j=1}^{N} a_j y[n-j] \right). + + The transfer function of the filter is + + .. math:: + H(z) = \frac{\sum_{i=0}^{M} b_i z^{-i}}{\sum_{j=0}^{N} a_j z^{-j}} . + + Examples: + See the :ref:`iir-filters` example. + + Group: + filtering + """ + + def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): + """ + Creates an IIR filter with feedforward coefficients $b_i$ and feedback coefficients $a_j$. + + Arguments: + b: Feedforward coefficients, $b_i$. + a: Feedback coefficients, $a_j$. + streaming: Indicates whether to use streaming mode. In streaming mode, previous inputs are + preserved between calls to :meth:`filter()`. + """ + self._b_taps = np.asarray(b, dtype=np.complex64) + self._a_taps = np.asarray(a, dtype=np.complex64) + self._streaming = streaming + + self._zi: np.ndarray # The filter state. Will be updated in reset(). + self.reset() + + def reset(self): + """ + *Streaming-mode only:* Resets the filter state. + """ + self._zi = scipy.signal.lfiltic(self.b_taps, self.a_taps, y=[], x=[]) + + def filter(self, x: np.ndarray) -> np.ndarray: + r""" + Filters the input signal $x[n]$ with the IIR filter. + + Arguments: + x: The input signal, $x[n]$. + + Returns: + The filtered signal, $y[n]$. + + Examples: + See the :ref:`iir-filters` example. + """ + x = np.atleast_1d(x) + + if not self.streaming: + self.reset() + + y, self._zi = scipy.signal.lfilter(self.b_taps, self.a_taps, x, zi=self._zi) + + return y + + @property + def b_taps(self) -> np.ndarray: + """ + Returns the feedforward filter taps, $b_i$. + """ + return self._b_taps + + @property + def a_taps(self) -> np.ndarray: + """ + Returns the feedback filter taps, $a_j$. + """ + return self._a_taps + + @property + def order(self) -> int: + """ + Returns the order of the IIR filter, $N - 1$. + """ + return self._a_taps.size - 1 + + @property + def streaming(self) -> bool: + """ + Returns whether the filter is in streaming mode. + + In streaming mode, the filter state is preserved between calls to :meth:`filter()`. + """ + return self._streaming From d12eb2c66a1f062ef0a494f65dbfc2b807a8daf6 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 11:11:24 -0400 Subject: [PATCH 25/95] Add IIR filter example --- docs/examples/iir-filters.ipynb | 260 ++++++++++++++++++++++++++++++++ docs/index.rst | 1 + 2 files changed, 261 insertions(+) create mode 100644 docs/examples/iir-filters.ipynb diff --git a/docs/examples/iir-filters.ipynb b/docs/examples/iir-filters.ipynb new file mode 100644 index 000000000..a97bd88ff --- /dev/null +++ b/docs/examples/iir-filters.ipynb @@ -0,0 +1,260 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(iir-filters)=\n", + "# IIR filters" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import sdr\n", + "\n", + "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", + "# %matplotlib widget\n", + "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Poles and digital filter stability\n", + "\n", + "Reference:\n", + "- R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def step_response(iir: sdr.IIR, n: int):\n", + " x = np.zeros(n, dtype=np.float32)\n", + " x[0] = 1\n", + " y = iir.filter(x)\n", + " return y" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def analyze_iir_by_pole(pole):\n", + " b = np.array([1], dtype=np.complex64)\n", + " a = np.array([1, -pole], dtype=np.complex64)\n", + "\n", + " iir = sdr.IIR(b, a)\n", + " h = step_response(iir, 20)\n", + "\n", + " plt.figure(figsize=[10, 4])\n", + "\n", + " plt.subplot2grid((2, 3), (0, 0), 2, 1)\n", + " unit_circle = np.exp(1j * np.linspace(0, 2 * np.pi, 100))\n", + " plt.plot(unit_circle.real, unit_circle.imag, color=\"k\", linestyle=\"--\")\n", + " plt.plot(pole.real, pole.imag, \"x\", color=\"r\")\n", + " plt.plot(pole.real, -pole.imag, \"x\", color=\"r\")\n", + " plt.axis(\"equal\")\n", + " plt.xlabel(\"Real\")\n", + " plt.ylabel(\"Imaginary\")\n", + " plt.title(\"Pole Location, $p$\")\n", + "\n", + " plt.subplot2grid((2, 3), (0, 1), 1, 2)\n", + " plt.stem(np.arange(h.size), h.real, linefmt=\"b-\", markerfmt=\"bo\")\n", + " plt.xlabel(\"Sample\")\n", + " plt.ylabel(\"Amplitude\")\n", + " plt.title(\"Impulse Response (real), $h[n] = p^n u[n]$\")\n", + "\n", + " plt.subplot2grid((2, 3), (1, 1), 1, 2)\n", + " plt.stem(np.arange(h.size), h.imag, linefmt=\"r-\", markerfmt=\"ro\")\n", + " plt.xlabel(\"Sample\")\n", + " plt.ylabel(\"Amplitude\")\n", + " plt.title(\"Impulse Response (imag), $h[n] = p^n u[n]$\")\n", + "\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is real and inside the unit circle, the impulse response $h[n]$ is an exponential decay." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "analyze_iir_by_pole(0.8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is complex and inside the unit circle, the impulse response $h[n]$ is a decaying complex exponential." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "analyze_iir_by_pole(0.8*np.exp(1j*np.pi/4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is complex and on the unit circle, the impulse response $h[n]$ is a complex exponential." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "analyze_iir_by_pole(1*np.exp(1j*np.pi/4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is real and outside the unit circle, the impulse response $h[n]$ is an exponential." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "analyze_iir_by_pole(1.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is complex and outside the unit circle, the impulse response $h[n]$ is a increasing complex exponential." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "analyze_iir_by_pole(1.2*np.exp(1j*np.pi/4))" + ] + } + ], + "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": "3.7.9" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/index.rst b/docs/index.rst index 8a179ddaf..61bde2f5c 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -13,6 +13,7 @@ Features :caption: Examples :hidden: + examples/iir-filters.ipynb examples/farrow-resampler.ipynb .. toctree:: From cb3b702c14dac77cd9a29761743747bafc7d7572 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 11:18:10 -0400 Subject: [PATCH 26/95] Add unit test for single-pole IIR filters --- tests/test_iir_filter.py | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 tests/test_iir_filter.py diff --git a/tests/test_iir_filter.py b/tests/test_iir_filter.py new file mode 100644 index 000000000..fcf864ce5 --- /dev/null +++ b/tests/test_iir_filter.py @@ -0,0 +1,29 @@ +import math + +import matplotlib.pyplot as plt +import numpy as np +import pytest +import scipy.signal + +import sdr + + +@pytest.mark.parametrize( + "pole", [0.8, 0.8 * np.exp(1j * np.pi / 4), 1.2, 1.2 * np.exp(1j * np.pi / 4), 1.2, 1.2 * np.exp(1j * np.pi / 4)] +) +def test_single_pole_impulse_response(pole): + """ + Reference: + - R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1. + """ + N = 100 + x = np.zeros(N, dtype=np.float32) + x[0] = 1 + + b = np.array([1], dtype=np.complex64) + a = np.array([1, -pole], dtype=np.complex64) + iir = sdr.IIR(b, a) + h = iir.filter(x) + h_truth = pole ** np.arange(N) + + assert np.allclose(h, h_truth) From 2aa5be9303886694304c4b22c3140bfa73eb1fd3 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 13:50:42 -0400 Subject: [PATCH 27/95] Add zeros, poles, and gain properties to IIR filter --- src/sdr/_iir.py | 29 +++++++++++++++++++++++++---- 1 file changed, 25 insertions(+), 4 deletions(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 46ccac345..88205139e 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -87,6 +87,15 @@ def a_taps(self) -> np.ndarray: """ return self._a_taps + @property + def streaming(self) -> bool: + """ + Returns whether the filter is in streaming mode. + + In streaming mode, the filter state is preserved between calls to :meth:`filter()`. + """ + return self._streaming + @property def order(self) -> int: """ @@ -95,10 +104,22 @@ def order(self) -> int: return self._a_taps.size - 1 @property - def streaming(self) -> bool: + def zeros(self) -> np.ndarray: """ - Returns whether the filter is in streaming mode. + Returns the zeros of the IIR filter. + """ + return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[0] - In streaming mode, the filter state is preserved between calls to :meth:`filter()`. + @property + def poles(self) -> np.ndarray: """ - return self._streaming + Returns the poles of the IIR filter. + """ + return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[1] + + @property + def gain(self) -> float: + """ + Returns the gain of the IIR filter. + """ + return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[2] From 9ebbaa4513ba4fc16712301ba01a0cc5b103b050 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 13:52:52 -0400 Subject: [PATCH 28/95] Add impulse response method --- src/sdr/_iir.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 88205139e..b6242aa5c 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -73,6 +73,21 @@ def filter(self, x: np.ndarray) -> np.ndarray: return y + def impulse_response(self, N: int = 100) -> np.ndarray: + """ + Returns the impulse response $h[n]$ of the IIR filter. + + Arguments: + N: The number of samples to return. + + Returns: + The impulse response of the IIR filter, $h[n]$. + """ + x = np.zeros(N, dtype=np.float32) + x[0] = 1 + + return self.filter(x) + @property def b_taps(self) -> np.ndarray: """ From 8c2ee70ac893d290e1d4b09cbc4923bb8f790113 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 13:53:05 -0400 Subject: [PATCH 29/95] Add step response method --- src/sdr/_iir.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index b6242aa5c..a09c82fa4 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -88,6 +88,20 @@ def impulse_response(self, N: int = 100) -> np.ndarray: return self.filter(x) + def step_response(self, N: int = 100) -> np.ndarray: + """ + Returns the step response $u[n]$ of the IIR filter. + + Arguments: + N: The number of samples to return. + + Returns: + The step response of the IIR filter, $u[n]$. + """ + x = np.ones(N, dtype=np.float32) + + return self.filter(x) + @property def b_taps(self) -> np.ndarray: """ From b5e56c7205f4f9ce7d4451d2e6eb82491b6e19d9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 14:12:19 -0400 Subject: [PATCH 30/95] Add plot impulse response method --- src/sdr/_iir.py | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index a09c82fa4..c2c8636b5 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -1,3 +1,4 @@ +import matplotlib.pyplot as plt import numpy as np import scipy.signal @@ -102,6 +103,23 @@ def step_response(self, N: int = 100) -> np.ndarray: return self.filter(x) + def plot_impulse_response(self, N: int = 100): + """ + Plots the impulse response $h[n]$ of the IIR filter. + + Arguments: + N: The number of samples in the impulse response. + """ + h = self.impulse_response(N) + + # plt.stem(np.arange(h.size), h.real, linefmt="b-", markerfmt="bo") + plt.plot(np.arange(h.size), h.real, color="b", marker=".", label="Real") + plt.plot(np.arange(h.size), h.imag, color="r", marker=".", label="Imaginary") + plt.legend() + plt.xlabel("Sample") + plt.ylabel("Amplitude") + plt.title("Impulse Response, $h[n]$") + @property def b_taps(self) -> np.ndarray: """ From b91320116f9b42cf56b22ae2f991ace22687e387 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 14:12:36 -0400 Subject: [PATCH 31/95] Add plot step response method --- src/sdr/_iir.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index c2c8636b5..95e6b4a77 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -120,6 +120,23 @@ def plot_impulse_response(self, N: int = 100): plt.ylabel("Amplitude") plt.title("Impulse Response, $h[n]$") + def plot_step_response(self, N: int = 100): + """ + Plots the step response $u[n]$ of the IIR filter. + + Arguments: + N: The number of samples in the step response. + """ + u = self.step_response(N) + + # plt.stem(np.arange(u.size), u.real, linefmt="b-", markerfmt="bo") + plt.plot(np.arange(u.size), u.real, color="b", marker=".", label="Real") + plt.plot(np.arange(u.size), u.imag, color="r", marker=".", label="Imaginary") + plt.legend() + plt.xlabel("Sample") + plt.ylabel("Amplitude") + plt.title("Step Response, $u[n]$") + @property def b_taps(self) -> np.ndarray: """ From 9099f3c786401b50eb58bb70fbdddff03879b4b5 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 14:50:02 -0400 Subject: [PATCH 32/95] Compute zeros and poles only once --- src/sdr/_iir.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 95e6b4a77..e7e3990e7 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -46,6 +46,9 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): self._zi: np.ndarray # The filter state. Will be updated in reset(). self.reset() + # Compute the zeros and poles of the transfer function + self._zeros, self._poles, self._gain = scipy.signal.tf2zpk(self.b_taps, self.a_taps) + def reset(self): """ *Streaming-mode only:* Resets the filter state. @@ -172,18 +175,18 @@ def zeros(self) -> np.ndarray: """ Returns the zeros of the IIR filter. """ - return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[0] + return self._zeros @property def poles(self) -> np.ndarray: """ Returns the poles of the IIR filter. """ - return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[1] + return self._poles @property def gain(self) -> float: """ Returns the gain of the IIR filter. """ - return scipy.signal.tf2zpk(self.b_taps, self.a_taps)[2] + return self._gain From bde642dff521f55e2a1c4e7f21f921c7f4c256c9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 14:52:29 -0400 Subject: [PATCH 33/95] Fix step response nomenclature --- src/sdr/_iir.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index e7e3990e7..c9ebeffa2 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -78,9 +78,11 @@ def filter(self, x: np.ndarray) -> np.ndarray: return y def impulse_response(self, N: int = 100) -> np.ndarray: - """ + r""" Returns the impulse response $h[n]$ of the IIR filter. + The impulse response $h[n]$ is the filter output when the input is an impulse $\delta[n]$. + Arguments: N: The number of samples to return. @@ -94,13 +96,15 @@ def impulse_response(self, N: int = 100) -> np.ndarray: def step_response(self, N: int = 100) -> np.ndarray: """ - Returns the step response $u[n]$ of the IIR filter. + Returns the step response $s[n]$ of the IIR filter. + + The step response $s[n]$ is the filter output when the input is a unit step $u[n]$. Arguments: N: The number of samples to return. Returns: - The step response of the IIR filter, $u[n]$. + The step response of the IIR filter, $s[n]$. """ x = np.ones(N, dtype=np.float32) @@ -125,7 +129,7 @@ def plot_impulse_response(self, N: int = 100): def plot_step_response(self, N: int = 100): """ - Plots the step response $u[n]$ of the IIR filter. + Plots the step response $s[n]$ of the IIR filter. Arguments: N: The number of samples in the step response. @@ -138,7 +142,7 @@ def plot_step_response(self, N: int = 100): plt.legend() plt.xlabel("Sample") plt.ylabel("Amplitude") - plt.title("Step Response, $u[n]$") + plt.title("Step Response, $s[n]$") @property def b_taps(self) -> np.ndarray: From 100141b4fa7ddb9e53c2e0afe739f26b0c5e84f3 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 14:52:47 -0400 Subject: [PATCH 34/95] Add plot zeros and poles method --- src/sdr/_iir.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index c9ebeffa2..fb3861e06 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -144,6 +144,25 @@ def plot_step_response(self, N: int = 100): plt.ylabel("Amplitude") plt.title("Step Response, $s[n]$") + def plot_zeros_poles(self): + """ + Plots the zeros and poles of the IIR filter. + """ + unit_circle = np.exp(1j * np.linspace(0, 2 * np.pi, 100)) + z = self.zeros + p = self.poles + + plt.plot(unit_circle.real, unit_circle.imag, color="k", linestyle="--", label="Unit circle") + plt.scatter(z.real, z.imag, color="b", marker="o", facecolor="none", label="Zeros") + plt.scatter(z.real, -z.imag, color="b", marker="o", facecolor="none") # Conjugate zeros + plt.scatter(p.real, p.imag, color="r", marker="x", label="Poles") + plt.scatter(p.real, -p.imag, color="r", marker="x") # Conjugate poles + plt.axis("equal") + plt.legend() + plt.xlabel("Real") + plt.ylabel("Imaginary") + plt.title("Zeros and Poles of $H(z)$") + @property def b_taps(self) -> np.ndarray: """ From 054fc45e2343b1aa9b0036ab41ed3fe26eb26fa9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 15:16:28 -0400 Subject: [PATCH 35/95] Add a plotting methods section in docs --- docs/conf.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/conf.py b/docs/conf.py index 632683ab7..2093cc268 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -251,6 +251,7 @@ (r"method:.*\.__[A-Za-z,_]*__", "Special methods"), (r"method:.*\.__(init|new)__", "Constructors"), (r"method:.*\.__(str|repr)__", "String representation"), + (r"method:.*\.(plot).*", "Plotting"), ("property:.*", "Properties"), (r".*:.*\.is_[a-z,_]*", "Attributes"), ] @@ -264,6 +265,7 @@ (r"method:.*\.__[A-Za-z,_]*__", 28), (r"method:.*\.__(init|new)__", 20), (r"method:.*\.__(str|repr)__", 30), + (r"method:.*\.(plot).*", 51), ("property:.*", 60), (r".*:.*\.is_[a-z,_]*", 70), ] From f13c610a873619832d76be3562b620fd9ce9f9d6 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 15:17:26 -0400 Subject: [PATCH 36/95] Point documentation to the IIR filter example --- src/sdr/_iir.py | 42 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index fb3861e06..ca7e489d4 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -38,6 +38,9 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): a: Feedback coefficients, $a_j$. streaming: Indicates whether to use streaming mode. In streaming mode, previous inputs are preserved between calls to :meth:`filter()`. + + Examples: + See the :ref:`iir-filters` example. """ self._b_taps = np.asarray(b, dtype=np.complex64) self._a_taps = np.asarray(a, dtype=np.complex64) @@ -52,6 +55,9 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): def reset(self): """ *Streaming-mode only:* Resets the filter state. + + Examples: + See the :ref:`iir-filters` example. """ self._zi = scipy.signal.lfiltic(self.b_taps, self.a_taps, y=[], x=[]) @@ -88,6 +94,9 @@ def impulse_response(self, N: int = 100) -> np.ndarray: Returns: The impulse response of the IIR filter, $h[n]$. + + Examples: + See the :ref:`iir-filters` example. """ x = np.zeros(N, dtype=np.float32) x[0] = 1 @@ -105,6 +114,9 @@ def step_response(self, N: int = 100) -> np.ndarray: Returns: The step response of the IIR filter, $s[n]$. + + Examples: + See the :ref:`iir-filters` example. """ x = np.ones(N, dtype=np.float32) @@ -116,6 +128,9 @@ def plot_impulse_response(self, N: int = 100): Arguments: N: The number of samples in the impulse response. + + Examples: + See the :ref:`iir-filters` example. """ h = self.impulse_response(N) @@ -133,6 +148,9 @@ def plot_step_response(self, N: int = 100): Arguments: N: The number of samples in the step response. + + Examples: + See the :ref:`iir-filters` example. """ u = self.step_response(N) @@ -147,6 +165,9 @@ def plot_step_response(self, N: int = 100): def plot_zeros_poles(self): """ Plots the zeros and poles of the IIR filter. + + Examples: + See the :ref:`iir-filters` example. """ unit_circle = np.exp(1j * np.linspace(0, 2 * np.pi, 100)) z = self.zeros @@ -167,6 +188,9 @@ def plot_zeros_poles(self): def b_taps(self) -> np.ndarray: """ Returns the feedforward filter taps, $b_i$. + + Examples: + See the :ref:`iir-filters` example. """ return self._b_taps @@ -174,6 +198,9 @@ def b_taps(self) -> np.ndarray: def a_taps(self) -> np.ndarray: """ Returns the feedback filter taps, $a_j$. + + Examples: + See the :ref:`iir-filters` example. """ return self._a_taps @@ -183,6 +210,9 @@ def streaming(self) -> bool: Returns whether the filter is in streaming mode. In streaming mode, the filter state is preserved between calls to :meth:`filter()`. + + Examples: + See the :ref:`iir-filters` example. """ return self._streaming @@ -190,6 +220,9 @@ def streaming(self) -> bool: def order(self) -> int: """ Returns the order of the IIR filter, $N - 1$. + + Examples: + See the :ref:`iir-filters` example. """ return self._a_taps.size - 1 @@ -197,6 +230,9 @@ def order(self) -> int: def zeros(self) -> np.ndarray: """ Returns the zeros of the IIR filter. + + Examples: + See the :ref:`iir-filters` example. """ return self._zeros @@ -204,6 +240,9 @@ def zeros(self) -> np.ndarray: def poles(self) -> np.ndarray: """ Returns the poles of the IIR filter. + + Examples: + See the :ref:`iir-filters` example. """ return self._poles @@ -211,5 +250,8 @@ def poles(self) -> np.ndarray: def gain(self) -> float: """ Returns the gain of the IIR filter. + + Examples: + See the :ref:`iir-filters` example. """ return self._gain From 0f6e774d78173d513d473b95bbc346ef7a1e83de Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 15:53:13 -0400 Subject: [PATCH 37/95] Add plot frequency response method --- src/sdr/_iir.py | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index ca7e489d4..44a3e763e 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -184,6 +184,39 @@ def plot_zeros_poles(self): plt.ylabel("Imaginary") plt.title("Zeros and Poles of $H(z)$") + def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): + r""" + Plots the frequency response $H(\omega)$ of the IIR filter. + + Arguments: + sample_rate: The sample rate of the filter in samples/s. + N: The number of samples in the frequency response. + + Examples: + See the :ref:`iir-filters` example. + """ + w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=N, whole=True, fs=sample_rate) + + w[w >= 0.5 * sample_rate] -= sample_rate # Wrap frequencies from [0, 1) to [-0.5, 0.5) + w = np.fft.fftshift(w) + H = np.fft.fftshift(H) + + ax1 = plt.gca() + ax1.plot(w, 10 * np.log10(np.abs(H)), color="b", label="Magnitude") + ax1.set_ylabel(r"Magnitude (dB), $|H(\omega)|$") + ax1.tick_params(axis="y", labelcolor="b") + ax1.grid(which="both", linestyle="--") + ax1.set_xlabel("Frequency (Hz), $f$") + + ax2 = ax1.twinx() + ax2.plot(w, np.rad2deg(np.angle(H)), color="r", label="Phase") + ax2.set_ylabel(r"Phase (degrees), $\angle H(\omega)$") + ax2.tick_params(axis="y", labelcolor="r") + ax2.set_ylim(-180, 180) + + plt.title(r"Frequency Response, $H(\omega)$") + plt.tight_layout() + @property def b_taps(self) -> np.ndarray: """ From 43e56e55b4772ecf38c01a1047d2e44c45e7d890 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 15:55:30 -0400 Subject: [PATCH 38/95] Add `typing_extensions` dependency --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index c12910b4e..858cfb41a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,7 +54,7 @@ dependencies = [ "scipy", "matplotlib", # "numba >= 0.55, < 0.58", # v0.55 is needed for support of NumPy 1.21 - # "typing_extensions >= 4.0.0", # v4.0.0 is needed for use of Self (Python 3.11+) and Literal (Python 3.8+) + "typing_extensions >= 4.0.0", # v4.0.0 is needed for use of Self (Python 3.11+) and Literal (Python 3.8+) ] dynamic = ["version"] From 18cedbd9fbd557717c6e58c0cc2b48fa57583817 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 15:57:32 -0400 Subject: [PATCH 39/95] Fix bug in plotting zeros and poles --- src/sdr/_iir.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 44a3e763e..5ce2d94a9 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -175,9 +175,7 @@ def plot_zeros_poles(self): plt.plot(unit_circle.real, unit_circle.imag, color="k", linestyle="--", label="Unit circle") plt.scatter(z.real, z.imag, color="b", marker="o", facecolor="none", label="Zeros") - plt.scatter(z.real, -z.imag, color="b", marker="o", facecolor="none") # Conjugate zeros plt.scatter(p.real, p.imag, color="r", marker="x", label="Poles") - plt.scatter(p.real, -p.imag, color="r", marker="x") # Conjugate poles plt.axis("equal") plt.legend() plt.xlabel("Real") From 676b835a7d04cee1673207dfaa0270ab36fa1188 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 16:30:25 -0400 Subject: [PATCH 40/95] Add classmethod to construct an IIR filter from its zeros and poles --- src/sdr/_iir.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 5ce2d94a9..361b8a930 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -1,6 +1,7 @@ import matplotlib.pyplot as plt import numpy as np import scipy.signal +from typing_extensions import Self class IIR: @@ -52,6 +53,25 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): # Compute the zeros and poles of the transfer function self._zeros, self._poles, self._gain = scipy.signal.tf2zpk(self.b_taps, self.a_taps) + @classmethod + def ZerosPoles(cls, zeros: np.ndarray, poles: np.ndarray, gain: float = 1.0, streaming: bool = False) -> Self: + """ + Creates an IIR filter from its zeros, poles, and gain. + + Arguments: + zeros: The zeros of the transfer function. + poles: The poles of the transfer function. + gain: The gain of the transfer function. + streaming: Indicates whether to use streaming mode. In streaming mode, previous inputs are + preserved between calls to :meth:`filter()`. + + Examples: + See the :ref:`iir-filters` example. + """ + b, a = scipy.signal.zpk2tf(zeros, poles, gain) + + return cls(b, a, streaming=streaming) + def reset(self): """ *Streaming-mode only:* Resets the filter state. From 5efe50e6fd8d172a0a4b09c251c3e01be1888504 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 16:30:46 -0400 Subject: [PATCH 41/95] Add method to plot all relevant plots in one figure --- src/sdr/_iir.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 361b8a930..2e3a373a7 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -235,6 +235,26 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): plt.title(r"Frequency Response, $H(\omega)$") plt.tight_layout() + def plot_all(self, N_time: int = 100, N_freq: int = 1024): + """ + Plots the ... + + Arguments: + N_time: The number of samples in the impulse and step responses. + N_freq: The number of samples in the frequency response. + + Examples: + See the :ref:`iir-filters` example. + """ + plt.subplot2grid((4, 3), (0, 0), 2, 1) + self.plot_zeros_poles() + plt.subplot2grid((4, 3), (0, 1), 1, 2) + self.plot_impulse_response(N_time) + plt.subplot2grid((4, 3), (1, 1), 1, 2) + self.plot_step_response(N_time) + plt.subplot2grid((4, 3), (2, 0), 2, 3) + self.plot_frequency_response(N_freq) + @property def b_taps(self) -> np.ndarray: """ From 57ebf84f304325a18a93be099b2ca0a751b2489f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 16:31:17 -0400 Subject: [PATCH 42/95] Place legends in a more appropriate place --- src/sdr/_iir.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 2e3a373a7..f32550f9b 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -157,7 +157,7 @@ def plot_impulse_response(self, N: int = 100): # plt.stem(np.arange(h.size), h.real, linefmt="b-", markerfmt="bo") plt.plot(np.arange(h.size), h.real, color="b", marker=".", label="Real") plt.plot(np.arange(h.size), h.imag, color="r", marker=".", label="Imaginary") - plt.legend() + plt.legend(loc="upper right") plt.xlabel("Sample") plt.ylabel("Amplitude") plt.title("Impulse Response, $h[n]$") @@ -177,7 +177,7 @@ def plot_step_response(self, N: int = 100): # plt.stem(np.arange(u.size), u.real, linefmt="b-", markerfmt="bo") plt.plot(np.arange(u.size), u.real, color="b", marker=".", label="Real") plt.plot(np.arange(u.size), u.imag, color="r", marker=".", label="Imaginary") - plt.legend() + plt.legend(loc="lower right") plt.xlabel("Sample") plt.ylabel("Amplitude") plt.title("Step Response, $s[n]$") @@ -197,7 +197,7 @@ def plot_zeros_poles(self): plt.scatter(z.real, z.imag, color="b", marker="o", facecolor="none", label="Zeros") plt.scatter(p.real, p.imag, color="r", marker="x", label="Poles") plt.axis("equal") - plt.legend() + plt.legend(loc="upper left") plt.xlabel("Real") plt.ylabel("Imaginary") plt.title("Zeros and Poles of $H(z)$") From 6ee779f8902c5f4300571a0694be94608e06d5e9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 16:31:42 -0400 Subject: [PATCH 43/95] Make phase response dotted --- src/sdr/_iir.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index f32550f9b..a43be7629 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -227,7 +227,7 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): ax1.set_xlabel("Frequency (Hz), $f$") ax2 = ax1.twinx() - ax2.plot(w, np.rad2deg(np.angle(H)), color="r", label="Phase") + ax2.plot(w, np.rad2deg(np.angle(H)), color="r", linestyle="--", label="Phase") ax2.set_ylabel(r"Phase (degrees), $\angle H(\omega)$") ax2.tick_params(axis="y", labelcolor="r") ax2.set_ylim(-180, 180) From dd9100e1f22f171712098b026613da7d983477b4 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 16:51:39 -0400 Subject: [PATCH 44/95] Format jupyter notebooks on save --- .vscode/settings.json | 1 + 1 file changed, 1 insertion(+) diff --git a/.vscode/settings.json b/.vscode/settings.json index c58bac075..721ab4226 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -9,6 +9,7 @@ "python.linting.enabled": true, "python.formatting.provider": "none", "editor.formatOnSave": true, + "notebook.formatOnSave.enabled": true, "[python]": { "editor.codeActionsOnSave": { "source.organizeImports": true From d963e76142ed94de96f8c82402636cf1c81ccc03 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:01:07 -0400 Subject: [PATCH 45/95] Add method to plot group delay --- src/sdr/_iir.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index a43be7629..1ceaa9e1f 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -235,6 +235,30 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): plt.title(r"Frequency Response, $H(\omega)$") plt.tight_layout() + def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): + r""" + Plots the group delay $\tau_g(\omega)$ of the IIR filter. + + Arguments: + sample_rate: The sample rate of the filter in samples/s. + N: The number of samples in the frequency response. + + Examples: + See the :ref:`iir-filters` example. + """ + w, tau_g = scipy.signal.group_delay((self.b_taps, self.a_taps), w=N, whole=True, fs=sample_rate) + + w[w >= 0.5 * sample_rate] -= sample_rate + w = np.fft.fftshift(w) + tau_g = np.fft.fftshift(tau_g) + + plt.plot(w, tau_g, color="b") + plt.xlabel("Frequency (Hz), $f$") + plt.ylabel(r"Group Delay (samples), $\tau_g(\omega)$") + plt.title(r"Group Delay, $\tau_g(\omega)$") + plt.grid(which="both", linestyle="--") + plt.tight_layout() + def plot_all(self, N_time: int = 100, N_freq: int = 1024): """ Plots the ... From 01267d05c99d9d6c807ad9c4f772238f7da71465 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:01:19 -0400 Subject: [PATCH 46/95] Update IIR filter example --- docs/examples/iir-filters.ipynb | 544 ++++++++++++++++++++++++++++---- 1 file changed, 483 insertions(+), 61 deletions(-) diff --git a/docs/examples/iir-filters.ipynb b/docs/examples/iir-filters.ipynb index a97bd88ff..ead0947a2 100644 --- a/docs/examples/iir-filters.ipynb +++ b/docs/examples/iir-filters.ipynb @@ -17,6 +17,7 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import scipy.signal\n", "\n", "import sdr\n", "\n", @@ -29,64 +30,403 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Poles and digital filter stability\n", + "## Create an IIR filter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The user creates an IIR filter with the {obj}`sdr.IIR` class by specifying the feedforward coefficients $b_i$\n", + "and feedback coefficients $a_j$.\n", "\n", - "Reference:\n", - "- R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1." + "Below is an IIR filter with one real zero and one complex pole." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ - "def step_response(iir: sdr.IIR, n: int):\n", - " x = np.zeros(n, dtype=np.float32)\n", - " x[0] = 1\n", - " y = iir.filter(x)\n", - " return y" + "zero = 0.6\n", + "pole = 0.8 * np.exp(1j * np.pi / 8)\n", + "iir = sdr.IIR.ZerosPoles([zero], [pole, pole.conj()])\n", + "print(iir)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feedforward taps: [ 1. +0.j -0.6+0.j]\n", + "Feedback taps: [ 1. +0.j -1.4782072+0.j 0.64 +0.j]\n" + ] + } + ], "source": [ - "def analyze_iir_by_pole(pole):\n", - " b = np.array([1], dtype=np.complex64)\n", - " a = np.array([1, -pole], dtype=np.complex64)\n", + "print(f\"Feedforward taps: {iir.b_taps}\")\n", + "print(f\"Feedback taps: {iir.a_taps}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the impulse response, $h[n]$\n", "\n", - " iir = sdr.IIR(b, a)\n", - " h = step_response(iir, 20)\n", + "The impulse response of the IIR filter is computed and returned from the {meth}`sdr.IIR.impulse_response()` method.\n", + "The impulse response $h[n]$ is the output of the filter when the input is an impulse $\\delta[n]$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.00000000e+00+0.j 8.78207207e-01+0.j 6.58172257e-01+0.j\n", + " 4.10862390e-01+0.j 1.86109520e-01+0.j 1.21565149e-02+0.j\n", + " -1.01140242e-01+0.j -1.57286407e-01+0.j -1.67772150e-01+0.j\n", + " -1.47338707e-01+0.j -1.10422969e-01+0.j -6.89312603e-02+0.j\n", + " -3.12239890e-02+0.j -2.03952069e-03+0.j 1.69685183e-02+0.j\n", + " 2.63882796e-02+0.j 2.81474943e-02+0.j 2.47193310e-02+0.j\n", + " 1.85258979e-02+0.j 1.15647447e-02+0.j 5.23851487e-03+0.j\n", + " 3.42174108e-04+0.j -2.84684520e-03+0.j -4.42721858e-03+0.j\n", + " -4.72236563e-03+0.j -4.14721519e-03+0.j -3.10812955e-03+0.j\n", + " -1.94024191e-03+0.j -8.78876751e-04+0.j -5.74071747e-05+0.j]\n" + ] + } + ], + "source": [ + "h = iir.impulse_response(30)\n", + "print(h)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The impulse response is conveniently plotted using the {obj}`sdr.IIR.plot_impulse_response()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_impulse_response(30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the step response, $s[n]$\n", "\n", - " plt.figure(figsize=[10, 4])\n", + "The step response of the IIR filter is computed and returned from the {meth}`sdr.IIR.step_response()` method.\n", + "The step response $s[n]$ is the output of the filter when the input is a unit step $u[n]$." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. +0.j 1.87820721+0.j 2.53637946+0.j 2.94724185+0.j\n", + " 3.13335137+0.j 3.14550789+0.j 3.04436765+0.j 2.88708124+0.j\n", + " 2.71930909+0.j 2.57197038+0.j 2.46154741+0.j 2.39261615+0.j\n", + " 2.36139217+0.j 2.35935264+0.j 2.37632116+0.j 2.40270944+0.j\n", + " 2.43085694+0.j 2.45557627+0.j 2.47410217+0.j 2.48566691+0.j\n", + " 2.49090543+0.j 2.4912476 +0.j 2.48840075+0.j 2.48397354+0.j\n", + " 2.47925117+0.j 2.47510395+0.j 2.47199583+0.j 2.47005558+0.j\n", + " 2.46917671+0.j 2.4691193 +0.j]\n" + ] + } + ], + "source": [ + "s = iir.step_response(30)\n", + "print(s)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_step_response(30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the zeros and poles\n", "\n", - " plt.subplot2grid((2, 3), (0, 0), 2, 1)\n", - " unit_circle = np.exp(1j * np.linspace(0, 2 * np.pi, 100))\n", - " plt.plot(unit_circle.real, unit_circle.imag, color=\"k\", linestyle=\"--\")\n", - " plt.plot(pole.real, pole.imag, \"x\", color=\"r\")\n", - " plt.plot(pole.real, -pole.imag, \"x\", color=\"r\")\n", - " plt.axis(\"equal\")\n", - " plt.xlabel(\"Real\")\n", - " plt.ylabel(\"Imaginary\")\n", - " plt.title(\"Pole Location, $p$\")\n", + "Zeros are $z$ values that set the numerator of $H(z)$ to zero." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.6-0.j]\n" + ] + } + ], + "source": [ + "print(iir.zeros)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Poles are $z$ values that set the denominator of $H(z)$ to zero.\n", + "The poles define the stability of the IIR filter." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.7391036+0.30614674j 0.7391036-0.30614674j]\n" + ] + } + ], + "source": [ + "print(iir.poles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The zeros and poles are conveniently plotted in the complex plane using the {obj}`sdr.IIR.plot_zeros_poles()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5, 5))\n", + "iir.plot_zeros_poles()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the frequency response, $H(\\omega)$\n", "\n", - " plt.subplot2grid((2, 3), (0, 1), 1, 2)\n", - " plt.stem(np.arange(h.size), h.real, linefmt=\"b-\", markerfmt=\"bo\")\n", - " plt.xlabel(\"Sample\")\n", - " plt.ylabel(\"Amplitude\")\n", - " plt.title(\"Impulse Response (real), $h[n] = p^n u[n]$\")\n", + "The frequency response is the transfer function $H(z)$ evaluated at the complex exponential\n", + "$e^{j \\omega}$, where $\\omega = 2 \\pi f / f_s$.\n", "\n", - " plt.subplot2grid((2, 3), (1, 1), 1, 2)\n", - " plt.stem(np.arange(h.size), h.imag, linefmt=\"r-\", markerfmt=\"ro\")\n", - " plt.xlabel(\"Sample\")\n", - " plt.ylabel(\"Amplitude\")\n", - " plt.title(\"Impulse Response (imag), $h[n] = p^n u[n]$\")\n", + "The frequency response is conveniently plotted using the {obj}`sdr.IIR.plot_frequency_response()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_frequency_response()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the group delay, $\\tau_g(\\omega)$\n", + "\n", + "The group delay $\\tau_g(\\omega)$ is the time shift of the envelope of a signal passed through the filter\n", + "as a function of its frequency $\\omega$.\n", + "\n", + "The group delay is conveniently plotted using the {obj}`sdr.IIR.plot_group_delay()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_group_delay()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fully analyze an IIR filter\n", + "\n", + "The user can easily analyze the perform of a given IIR filter using the {meth}`sdr.IIR.plot_all()` method.\n", + "\n", + "Here is an IIR filter with one real zero and 8 complex poles." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "zeros = np.array([0.8])\n", + "poles = 0.6 * np.exp(1j * np.linspace(np.pi / 8, np.pi / 4, 4, endpoint=False))\n", + "poles = np.concatenate((poles, poles.conj()))\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "print(iir)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Poles and digital filter stability\n", "\n", - " plt.tight_layout()\n", - " plt.show()" + "Reference:\n", + "- R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1." ] }, { @@ -98,14 +438,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": { @@ -115,26 +455,32 @@ } ], "source": [ - "analyze_iir_by_pole(0.8)" + "zeros = []\n", + "poles = [0.8]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When the pole is complex and inside the unit circle, the impulse response $h[n]$ is a decaying complex exponential." + "When the poles are complex conjugates and inside the unit circle, the impulse response $h[n]$ is a decaying sinusoid." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, "metadata": { @@ -144,26 +490,44 @@ } ], "source": [ - "analyze_iir_by_pole(0.8*np.exp(1j*np.pi/4))" + "zeros = []\n", + "pole = 0.8 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When the pole is complex and on the unit circle, the impulse response $h[n]$ is a complex exponential." + "When the pole is real and on the unit circle, the impulse response $h[n]$ is constant.\n", + "This filter is an integrator." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: divide by zero encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n", + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: invalid value encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n" + ] + }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": { @@ -173,26 +537,32 @@ } ], "source": [ - "analyze_iir_by_pole(1*np.exp(1j*np.pi/4))" + "zeros = []\n", + "poles = [1]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When the pole is real and outside the unit circle, the impulse response $h[n]$ is an exponential." + "When the poles are complex conjugates and on the unit circle, the impulse response $h[n]$ is a sinusoid." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" + "
" ] }, "metadata": { @@ -202,26 +572,34 @@ } ], "source": [ - "analyze_iir_by_pole(1.2)" + "zeros = []\n", + "pole = 1 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When the pole is complex and outside the unit circle, the impulse response $h[n]$ is a increasing complex exponential." + "When the pole is real and outside the unit circle, the impulse response $h[n]$ is an exponential.\n", + "This filter is unstable." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": { @@ -231,7 +609,51 @@ } ], "source": [ - "analyze_iir_by_pole(1.2*np.exp(1j*np.pi/4))" + "zeros = []\n", + "poles = [1.2]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the poles are complex conjugates and outside the unit circle,\n", + "the impulse response $h[n]$ is an exponentially-increasing sinusoid.\n", + "This filter is unstable." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "pole = 1.2 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" ] } ], From a58992ef6f6d402f2674b316da147845b9348c1a Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:04:14 -0400 Subject: [PATCH 47/95] Add IIR filters to feature list --- README.md | 1 + docs/index.rst | 1 + 2 files changed, 2 insertions(+) diff --git a/README.md b/README.md index 7342d1032..0467bcac1 100644 --- a/README.md +++ b/README.md @@ -21,4 +21,5 @@ A Python package for software-defined radio. ## Features +- Filters: Infinite impulse response filters (`sdr.IIR`) - Arbitrary resamplers: Farrow resampler (`sdr.FarrowResampler`) diff --git a/docs/index.rst b/docs/index.rst index 61bde2f5c..706e6cd58 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -7,6 +7,7 @@ The :obj:`sdr` library is a Python 3 package for software-defined radio (SDR) ap Features -------- +- Filters: Infinite impulse response filters (:obj:`sdr.IIR`) - Arbitrary resamplers: Farrow resampler (:obj:`sdr.FarrowResampler`) .. toctree:: From 03eb279227713addc9b7412ac2288ae6966b53bc Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:05:41 -0400 Subject: [PATCH 48/95] Fix linter errors --- src/sdr/_iir.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 1ceaa9e1f..6dac47fad 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -1,3 +1,6 @@ +""" +A module for infinite impulse response (IIR) filters. +""" import matplotlib.pyplot as plt import numpy as np import scipy.signal From 6ca58fe33c4db7805ab99f21053aa5b50a414f62 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:24:46 -0400 Subject: [PATCH 49/95] Fix docstring --- src/sdr/_iir.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/sdr/_iir.py b/src/sdr/_iir.py index 6dac47fad..820b2c6b6 100644 --- a/src/sdr/_iir.py +++ b/src/sdr/_iir.py @@ -264,7 +264,8 @@ def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): def plot_all(self, N_time: int = 100, N_freq: int = 1024): """ - Plots the ... + Plots the zeros and poles, impulse response, step response, and frequency response of the IIR filter + in a single figure. Arguments: N_time: The number of samples in the impulse and step responses. From dc173eb3c80eeea3b54413e03fd9f209f0538859 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:25:11 -0400 Subject: [PATCH 50/95] Clean up Farrow resampler docstrings --- src/sdr/_farrow.py | 26 +++++++++++++++----------- 1 file changed, 15 insertions(+), 11 deletions(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index df94eacb2..66c41c17c 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -24,6 +24,10 @@ class FarrowResampler: def __init__(self, streaming: bool = False): """ Creates a new Farrow arbitrary resampler. + + Arguments: + streaming: Indicates whether to use streaming mode. In streaming mode, previous inputs are + preserved between calls to :meth:`resample()`. """ self._streaming = streaming self._x_prev: np.ndarray # FIR filter state. Will be updated in reset(). @@ -44,7 +48,7 @@ def __init__(self, streaming: bool = False): def reset(self, state: np.ndarray | None = None): """ - Resets the filter state and fractional sample index. Only useful for streaming mode. + *Streaming-mode only:* Resets the filter state and fractional sample index. Arguments: state: The filter state to reset to. The state vector should equal the previous three @@ -124,19 +128,17 @@ def resample(self, x: np.ndarray, rate: float) -> np.ndarray: return y @property - def streaming(self) -> bool: + def taps(self) -> np.ndarray: """ - Returns whether the filter is in streaming mode. - - In streaming mode, the filter state is preserved between calls to :obj:`resample()`. + Returns the Farrow filter taps. Examples: .. ipython:: python farrow = sdr.FarrowResampler() - farrow.streaming + farrow.taps """ - return self._streaming + return self._taps @property def order(self) -> int: @@ -152,14 +154,16 @@ def order(self) -> int: return self._taps.shape[1] - 1 @property - def taps(self) -> np.ndarray: + def streaming(self) -> bool: """ - Returns the Farrow filter taps. + Returns whether the filter is in streaming mode. + + In streaming mode, the filter state is preserved between calls to :meth:`resample()`. Examples: .. ipython:: python farrow = sdr.FarrowResampler() - farrow.taps + farrow.streaming """ - return self._taps + return self._streaming From a119fd4075a3a3440dd6deddc2b6aa6898f4da87 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 17:34:03 -0400 Subject: [PATCH 51/95] Rename `_iir.py` to `_iir_filter.py` --- src/sdr/__init__.py | 2 +- src/sdr/{_iir.py => _iir_filter.py} | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename src/sdr/{_iir.py => _iir_filter.py} (100%) diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index 4bc683b60..d69299cfe 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -14,4 +14,4 @@ ) from ._farrow import FarrowResampler -from ._iir import IIR +from ._iir_filter import IIR diff --git a/src/sdr/_iir.py b/src/sdr/_iir_filter.py similarity index 100% rename from src/sdr/_iir.py rename to src/sdr/_iir_filter.py From 7be318538960792031becfc36c02ece0b30da214 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sat, 8 Jul 2023 20:32:21 -0400 Subject: [PATCH 52/95] Fix obscure VS Code pytest discovery issue --- .vscode/settings.json | 1 - 1 file changed, 1 deletion(-) diff --git a/.vscode/settings.json b/.vscode/settings.json index 721ab4226..add41b69c 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -1,7 +1,6 @@ { "python.testing.pytestArgs": [ "-c=pyproject.toml", - "tests/" ], "python.testing.unittestEnabled": false, "python.testing.pytestEnabled": true, From 6c51fdf7c62cde8881a77da883033f4721a02776 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 09:58:23 -0400 Subject: [PATCH 53/95] Use `$$...$$` math --- src/sdr/_iir_filter.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 820b2c6b6..d9613b650 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -18,13 +18,11 @@ class IIR: An IIR filter is defined by its feedforward coefficients $b_i$ and feedback coefficients $a_j$. These coefficients define the difference equation - .. math:: - y[n] = \frac{1}{a_0} \left( \sum_{i=0}^{M} b_i x[n-i] - \sum_{j=1}^{N} a_j y[n-j] \right). + $$y[n] = \frac{1}{a_0} \left( \sum_{i=0}^{M} b_i x[n-i] - \sum_{j=1}^{N} a_j y[n-j] \right) .$$ The transfer function of the filter is - .. math:: - H(z) = \frac{\sum_{i=0}^{M} b_i z^{-i}}{\sum_{j=0}^{N} a_j z^{-j}} . + $$H(z) = \frac{\sum_{i=0}^{M} b_i z^{-i}}{\sum_{j=0}^{N} a_j z^{-j}} .$$ Examples: See the :ref:`iir-filters` example. From 28001c7acb376e9ef0ae717f0d6f60bea67daadd Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 09:58:46 -0400 Subject: [PATCH 54/95] Allow IIR taps to be float or complex --- src/sdr/_iir_filter.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index d9613b650..d99c8be29 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -44,8 +44,8 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): Examples: See the :ref:`iir-filters` example. """ - self._b_taps = np.asarray(b, dtype=np.complex64) - self._a_taps = np.asarray(a, dtype=np.complex64) + self._b_taps = np.asarray(b) + self._a_taps = np.asarray(a) self._streaming = streaming self._zi: np.ndarray # The filter state. Will be updated in reset(). From a817aec1f01a0299c425e2030377815d89236305 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 09:59:06 -0400 Subject: [PATCH 55/95] Plot power of frequency response --- src/sdr/_iir_filter.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index d99c8be29..001e2c7a8 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -221,8 +221,8 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): H = np.fft.fftshift(H) ax1 = plt.gca() - ax1.plot(w, 10 * np.log10(np.abs(H)), color="b", label="Magnitude") - ax1.set_ylabel(r"Magnitude (dB), $|H(\omega)|$") + ax1.plot(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Magnitude") + ax1.set_ylabel(r"Power (dB), $|H(\omega)|^2$") ax1.tick_params(axis="y", labelcolor="b") ax1.grid(which="both", linestyle="--") ax1.set_xlabel("Frequency (Hz), $f$") From f4eb907423835c8cb43fd895b305a077afc7ec39 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 10:21:03 -0400 Subject: [PATCH 56/95] Label frequency axes as "Normalized Frequency" --- src/sdr/_iir_filter.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 001e2c7a8..f2ae2a853 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -225,7 +225,10 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): ax1.set_ylabel(r"Power (dB), $|H(\omega)|^2$") ax1.tick_params(axis="y", labelcolor="b") ax1.grid(which="both", linestyle="--") - ax1.set_xlabel("Frequency (Hz), $f$") + if sample_rate == 1.0: + ax1.set_xlabel("Normalized Frequency, $f /f_s$") + else: + ax1.set_xlabel("Frequency (Hz), $f$") ax2 = ax1.twinx() ax2.plot(w, np.rad2deg(np.angle(H)), color="r", linestyle="--", label="Phase") @@ -254,7 +257,10 @@ def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): tau_g = np.fft.fftshift(tau_g) plt.plot(w, tau_g, color="b") - plt.xlabel("Frequency (Hz), $f$") + if sample_rate == 1.0: + plt.xlabel("Normalized Frequency, $f /f_s$") + else: + plt.xlabel("Frequency (Hz), $f$") plt.ylabel(r"Group Delay (samples), $\tau_g(\omega)$") plt.title(r"Group Delay, $\tau_g(\omega)$") plt.grid(which="both", linestyle="--") From bd076777fb4ce23a3458e7d7eb64c3057876c4eb Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 10:21:56 -0400 Subject: [PATCH 57/95] Add option to plot frequency response phase --- src/sdr/_iir_filter.py | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index f2ae2a853..60c2692ef 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -203,13 +203,14 @@ def plot_zeros_poles(self): plt.ylabel("Imaginary") plt.title("Zeros and Poles of $H(z)$") - def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): + def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024, phase: bool = True): r""" Plots the frequency response $H(\omega)$ of the IIR filter. Arguments: sample_rate: The sample rate of the filter in samples/s. N: The number of samples in the frequency response. + phase: Indicates whether to plot the phase of $H(\omega)$. Examples: See the :ref:`iir-filters` example. @@ -230,11 +231,12 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024): else: ax1.set_xlabel("Frequency (Hz), $f$") - ax2 = ax1.twinx() - ax2.plot(w, np.rad2deg(np.angle(H)), color="r", linestyle="--", label="Phase") - ax2.set_ylabel(r"Phase (degrees), $\angle H(\omega)$") - ax2.tick_params(axis="y", labelcolor="r") - ax2.set_ylim(-180, 180) + if phase: + ax2 = ax1.twinx() + ax2.plot(w, np.rad2deg(np.angle(H)), color="r", linestyle="--", label="Phase") + ax2.set_ylabel(r"Phase (degrees), $\angle H(\omega)$") + ax2.tick_params(axis="y", labelcolor="r") + ax2.set_ylim(-180, 180) plt.title(r"Frequency Response, $H(\omega)$") plt.tight_layout() From 2d4684c406ca12a58af814822cff507c211f83fb Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 10:38:31 -0400 Subject: [PATCH 58/95] Add logarithmic frequency response plot --- src/sdr/_iir_filter.py | 40 +++++++++++++++++++++++++++++++++++++++- 1 file changed, 39 insertions(+), 1 deletion(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 60c2692ef..f32091d04 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -222,7 +222,7 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024, phase H = np.fft.fftshift(H) ax1 = plt.gca() - ax1.plot(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Magnitude") + ax1.plot(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Power") ax1.set_ylabel(r"Power (dB), $|H(\omega)|^2$") ax1.tick_params(axis="y", labelcolor="b") ax1.grid(which="both", linestyle="--") @@ -241,6 +241,44 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024, phase plt.title(r"Frequency Response, $H(\omega)$") plt.tight_layout() + def plot_frequency_response_log( + self, sample_rate: float = 1.0, N: int = 1024, phase: bool = True, decades: int = 4 + ): + r""" + Plots the frequency response $H(\omega)$ of the IIR filter on a logarithmic frequency axis. + + Arguments: + sample_rate: The sample rate of the filter in samples/s. + N: The number of samples in the frequency response. + phase: Indicates whether to plot the phase of $H(\omega)$. + decades: The number of frequency decades to plot. + + Examples: + See the :ref:`iir-filters` example. + """ + w = np.logspace(np.log10(sample_rate / 2 / 10**decades), np.log10(sample_rate / 2), N) + w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=w, whole=False, fs=sample_rate) + + ax1 = plt.gca() + ax1.semilogx(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Power") + ax1.set_ylabel(r"Power (dB), $|H(\omega)|^2$") + ax1.tick_params(axis="y", labelcolor="b") + ax1.grid(which="both", linestyle="--") + if sample_rate == 1.0: + ax1.set_xlabel("Normalized Frequency, $f /f_s$") + else: + ax1.set_xlabel("Frequency (Hz), $f$") + + if phase: + ax2 = ax1.twinx() + ax2.semilogx(w, np.rad2deg(np.angle(H)), color="r", linestyle="--", label="Phase") + ax2.set_ylabel(r"Phase (degrees), $\angle H(\omega)$") + ax2.tick_params(axis="y", labelcolor="r") + ax2.set_ylim(-180, 180) + + plt.title(r"Frequency Response, $H(\omega)$") + plt.tight_layout() + def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): r""" Plots the group delay $\tau_g(\omega)$ of the IIR filter. From 8ab7d80811e6f034ca0f8c03af1d91e87a88b9f2 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 10:42:03 -0400 Subject: [PATCH 59/95] Fix bug in `plot_all()` parameters --- src/sdr/_iir_filter.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index f32091d04..7324c1d61 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -306,12 +306,13 @@ def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): plt.grid(which="both", linestyle="--") plt.tight_layout() - def plot_all(self, N_time: int = 100, N_freq: int = 1024): + def plot_all(self, sample_rate: float = 1.0, N_time: int = 100, N_freq: int = 1024): """ Plots the zeros and poles, impulse response, step response, and frequency response of the IIR filter in a single figure. Arguments: + sample_rate: The sample rate of the filter in samples/s. N_time: The number of samples in the impulse and step responses. N_freq: The number of samples in the frequency response. @@ -321,11 +322,11 @@ def plot_all(self, N_time: int = 100, N_freq: int = 1024): plt.subplot2grid((4, 3), (0, 0), 2, 1) self.plot_zeros_poles() plt.subplot2grid((4, 3), (0, 1), 1, 2) - self.plot_impulse_response(N_time) + self.plot_impulse_response(N=N_time) plt.subplot2grid((4, 3), (1, 1), 1, 2) - self.plot_step_response(N_time) + self.plot_step_response(N=N_time) plt.subplot2grid((4, 3), (2, 0), 2, 3) - self.plot_frequency_response(N_freq) + self.plot_frequency_response(sample_rate=sample_rate, N=N_freq) @property def b_taps(self) -> np.ndarray: From 9a35d2e52648b291ff2dc373564e97fa158528fa Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 10:46:27 -0400 Subject: [PATCH 60/95] Prevent impulse and step response methods from affecting filter state --- src/sdr/_iir_filter.py | 20 +++++++++++++++----- 1 file changed, 15 insertions(+), 5 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 7324c1d61..486444d50 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -119,10 +119,15 @@ def impulse_response(self, N: int = 100) -> np.ndarray: Examples: See the :ref:`iir-filters` example. """ - x = np.zeros(N, dtype=np.float32) - x[0] = 1 + # Delta impulse function + d = np.zeros(N, dtype=np.float32) + d[0] = 1 - return self.filter(x) + zi = self._zi + h = self.filter(d) + self._zi = zi # Restore the filter state + + return h def step_response(self, N: int = 100) -> np.ndarray: """ @@ -139,9 +144,14 @@ def step_response(self, N: int = 100) -> np.ndarray: Examples: See the :ref:`iir-filters` example. """ - x = np.ones(N, dtype=np.float32) + # Unit step function + u = np.ones(N, dtype=np.float32) + + zi = self._zi + s = self.filter(u) + self._zi = zi # Restore the filter state - return self.filter(x) + return s def plot_impulse_response(self, N: int = 100): """ From 2528d07d8fcb738dde2b8fb2c7b4e10ac85c3b9e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 11:40:13 -0400 Subject: [PATCH 61/95] Add a numerically-controlled oscillator in `sdr.NCO` --- src/sdr/__init__.py | 1 + src/sdr/_nco.py | 129 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 130 insertions(+) create mode 100644 src/sdr/_nco.py diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index d69299cfe..f3c46ec14 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -15,3 +15,4 @@ from ._farrow import FarrowResampler from ._iir_filter import IIR +from ._nco import NCO diff --git a/src/sdr/_nco.py b/src/sdr/_nco.py new file mode 100644 index 000000000..bd5bed00b --- /dev/null +++ b/src/sdr/_nco.py @@ -0,0 +1,129 @@ +""" +A module for numerically-controlled oscillators (NCO). +""" +import numpy as np + + +class NCO: + r""" + Implements a numerically-controlled oscillator (NCO). + + Notes: + .. code-block:: text + :caption: Numerically-Controlled Oscillator Block Diagram + + increment offset + | | + +----+ v v + x[n] -->| K0 |-->@--------------+--@--> y[n] + +----+ ^ | + | +------+ | + +---| z^-1 |---+ + +------+ + + x[n] = Input signal (units) + y[n] = Output signal (units) + K0 = NCO gain + increment = Constant accumulation (units/sample) + offset = Absolute offset (units) + z^-1 = Unit delay + @ = Adder + + Group: + pll + """ + + def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0): + """ + Creates a numerically-controlled oscillator (NCO). + + Arguments: + K0: The NCO gain. + increment: The constant accumulation of the NCO in units/sample. + offset: The absolute offset of the NCO in units. + """ + self._K0 = K0 + self._increment = increment + self._offset = offset + self._y_prev: float # Will be updated in reset() + self.reset() + + def reset(self): + """ + Resets the NCO. + """ + self._y_prev = 0.0 + + def step(self, N: int) -> np.ndarray: + """ + Steps the NCO forward by $N$ samples. + + Arguments: + N: The number of samples to step the NCO forward. + + Returns: + The output signal, $y[n]$. + """ + x = np.zeros(N) + y = self.process(x) + return y + + def process(self, x: np.ndarray) -> np.ndarray: + """ + Steps the NCO with the variable-increment signal $x[n]$. + + Arguments: + x: The input signal, $x[n]$. The input signal varies the per-sample increment of the NCO. + + Returns: + The output signal, $y[n]$. + """ + x = np.atleast_1d(x) + + # Scale the input by the NCO gain and add the constant accumulation to every sample + z = x * self.K0 + self.increment + + # Increment the first sample by the previous output. Then run a cumulative sum over all samples. + z[0] += self._y_prev + y = np.cumsum(z) + + # Add the absolute offset to every sample + y += self.offset + + # Store the last output sample for the next iteration + self._y_prev = y[-1] + + return y + + @property + def K0(self) -> float: + """ + The NCO gain. + """ + return self._K0 + + @K0.setter + def K0(self, value: float): + self._K0 = value + + @property + def increment(self) -> float: + """ + The constant accumulation of the NCO in units/sample. + """ + return self._increment + + @increment.setter + def increment(self, value: float): + self._increment = value + + @property + def offset(self) -> float: + """ + The absolute offset of the NCO in units. + """ + return self._offset + + @offset.setter + def offset(self, value: float): + self._offset = value From b6da624b21bfcbd4b4dcb480c154891b47c15d48 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 11:50:25 -0400 Subject: [PATCH 62/95] Add unit tests for NCO --- tests/test_nco.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 tests/test_nco.py diff --git a/tests/test_nco.py b/tests/test_nco.py new file mode 100644 index 000000000..39900b418 --- /dev/null +++ b/tests/test_nco.py @@ -0,0 +1,34 @@ +import sdr +import numpy as np + + +def test_constant_increment(): + K0 = 1 + increment = 0.1 + offset = 0 + nco = sdr.NCO(K0, increment, offset) + + assert nco.K0 == K0 + assert nco.increment == increment + assert nco.offset == offset + + N = 100 + y = nco.step(N) + y_truth = np.arange(1, N+1) * increment + offset + assert np.allclose(y, y_truth) + + +def test_constant_increment_constant_offset(): + K0 = 1 + increment = 0.1 + offset = 0.5 + nco = sdr.NCO(K0, increment, offset) + + assert nco.K0 == K0 + assert nco.increment == increment + assert nco.offset == offset + + N = 100 + y = nco.step(N) + y_truth = np.arange(1, N+1) * increment + offset + assert np.allclose(y, y_truth) From 182da5b35561a0cc7d7e7fd6e129bc3f86870f6c Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:05:10 -0400 Subject: [PATCH 63/95] Add a direct digital synthesizer in `sdr.DDS` --- src/sdr/__init__.py | 2 +- src/sdr/_nco.py | 89 +++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 90 insertions(+), 1 deletion(-) diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index f3c46ec14..16657df9f 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -15,4 +15,4 @@ from ._farrow import FarrowResampler from ._iir_filter import IIR -from ._nco import NCO +from ._nco import DDS, NCO diff --git a/src/sdr/_nco.py b/src/sdr/_nco.py index bd5bed00b..0a94bdb86 100644 --- a/src/sdr/_nco.py +++ b/src/sdr/_nco.py @@ -29,6 +29,9 @@ class NCO: z^-1 = Unit delay @ = Adder + See Also: + sdr.DDS + Group: pll """ @@ -127,3 +130,89 @@ def offset(self) -> float: @offset.setter def offset(self, value: float): self._offset = value + + +class DDS: + r""" + Implements a direct digital synthesizer (DDS). + + Notes: + .. code-block:: text + :caption: Direct Digital Synthesizer Block Diagram + + increment offset + | | + +----+ v v +--------+ + x[n] -->| K0 |-->@--------------+--@-->| e^(j.) |--> y[n] + +----+ ^ | +--------+ + | +------+ | + +---| z^-1 |---+ + +------+ + + x[n] = Input signal (radians) + y[n] = Output signal (radians) + K0 = NCO gain + increment = Constant accumulation (radians/sample) + offset = Absolute offset (radians) + z^-1 = Unit delay + @ = Adder + + See Also: + sdr.NCO + + Group: + pll + """ + + def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0): + """ + Creates a direct digital synthesizer (DDS). + + Arguments: + K0: The NCO gain. + increment: The constant accumulation of the NCO in radians/sample. + offset: The absolute offset of the NCO in radians. + """ + self._nco = NCO(K0, increment, offset) + self.reset() + + def reset(self): + """ + Resets the DDS. + """ + self.nco.reset() + + def step(self, N: int) -> np.ndarray: + """ + Steps the DDS forward by $N$ samples. + + Arguments: + N: The number of samples to step the DDS forward. + + Returns: + The output complex exponential, $y[n]$. + """ + x = np.zeros(N) + y = self.process(x) + return y + + def process(self, x: np.ndarray) -> np.ndarray: + """ + Steps the DDS with the variable phase increment signal $x[n]$. + + Arguments: + x: The input signal, $x[n]$. The input signal varies the per-sample phase increment of the DDS. + + Returns: + The output complex exponential, $y[n]$. + """ + phase = self.nco.process(x) + y = np.exp(1j * phase) + return y + + @property + def nco(self) -> NCO: + """ + The numerically-controlled oscillator (NCO) used by the DDS. + """ + return self._nco From 714e198d7c792e71e323e06ff6bcf5d4961cdd7d Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:05:20 -0400 Subject: [PATCH 64/95] Add unit tests for the DDS --- tests/test_dds.py | 35 +++++++++++++++++++++++++++++++++++ 1 file changed, 35 insertions(+) create mode 100644 tests/test_dds.py diff --git a/tests/test_dds.py b/tests/test_dds.py new file mode 100644 index 000000000..bd6d305db --- /dev/null +++ b/tests/test_dds.py @@ -0,0 +1,35 @@ +import numpy as np + +import sdr + + +def test_constant_increment(): + K0 = 1 + increment = 0.1 + offset = 0 + dds = sdr.DDS(K0, increment, offset) + + assert dds.nco.K0 == K0 + assert dds.nco.increment == increment + assert dds.nco.offset == offset + + N = 100 + y = dds.step(N) + y_truth = np.exp(1j * (np.arange(1, N + 1) * increment + offset)) + assert np.allclose(y, y_truth) + + +def test_constant_increment_constant_offset(): + K0 = 1 + increment = 0.1 + offset = 0.5 + dds = sdr.DDS(K0, increment, offset) + + assert dds.nco.K0 == K0 + assert dds.nco.increment == increment + assert dds.nco.offset == offset + + N = 100 + y = dds.step(N) + y_truth = np.exp(1j * (np.arange(1, N + 1) * increment + offset)) + assert np.allclose(y, y_truth) From f84000f698919fa2ae1c12e093ceb79d172b8925 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:25:54 -0400 Subject: [PATCH 65/95] Rename example --- docs/examples/iir-filter.ipynb | 708 ++++++++++++++++++++++++++++++++ docs/examples/iir-filters.ipynb | 682 ------------------------------ docs/index.rst | 2 +- 3 files changed, 709 insertions(+), 683 deletions(-) create mode 100644 docs/examples/iir-filter.ipynb delete mode 100644 docs/examples/iir-filters.ipynb diff --git a/docs/examples/iir-filter.ipynb b/docs/examples/iir-filter.ipynb new file mode 100644 index 000000000..6539de1de --- /dev/null +++ b/docs/examples/iir-filter.ipynb @@ -0,0 +1,708 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(iir-filters)=\n", + "# IIR filters" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import sdr\n", + "\n", + "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", + "# %matplotlib widget\n", + "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create an IIR filter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The user creates an IIR filter with the {obj}`sdr.IIR` class by specifying the feedforward coefficients $b_i$\n", + "and feedback coefficients $a_j$.\n", + "Alternatively, an IIR filter may be created by specifying the zeros and poles in {obj}`sdr.IIR.ZerosPoles`.\n", + "\n", + "Below is an IIR filter with one real zero and two complex-conjugate poles." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "zero = 0.6\n", + "pole = 0.8 * np.exp(1j * np.pi / 8)\n", + "iir = sdr.IIR.ZerosPoles([zero], [pole, pole.conj()])\n", + "print(iir)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feedforward taps: [ 1. -0.6]\n", + "Feedback taps: [ 1. -1.47820725 0.64 ]\n" + ] + } + ], + "source": [ + "print(f\"Feedforward taps: {iir.b_taps}\")\n", + "print(f\"Feedback taps: {iir.a_taps}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the impulse response, $h[n]$\n", + "\n", + "The impulse response of the IIR filter is computed and returned from the {meth}`sdr.IIR.impulse_response()` method.\n", + "The impulse response $h[n]$ is the output of the filter when the input is an impulse $\\delta[n]$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.00000000e+00 8.78207252e-01 6.58172329e-01 4.10862468e-01\n", + " 1.86109590e-01 1.21565653e-02 -1.01140214e-01 -1.57286400e-01\n", + " -1.67772160e-01 -1.47338728e-01 -1.10422993e-01 -6.89312837e-02\n", + " -3.12240078e-02 -2.03953322e-03 1.69685122e-02 2.63882791e-02\n", + " 2.81474977e-02 2.47193366e-02 1.85259041e-02 1.15647504e-02\n", + " 5.23851924e-03 3.42176895e-04 -2.84684395e-03 -4.42721858e-03\n", + " -4.72236648e-03 -4.14721649e-03 -3.10813095e-03 -1.94024315e-03\n", + " -8.78877688e-04 -5.74077567e-05]\n" + ] + } + ], + "source": [ + "h = iir.impulse_response(30)\n", + "print(h)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The impulse response is conveniently plotted using the {obj}`sdr.IIR.plot_impulse_response()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_impulse_response(30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the step response, $s[n]$\n", + "\n", + "The step response of the IIR filter is computed and returned from the {meth}`sdr.IIR.step_response()` method.\n", + "The step response $s[n]$ is the output of the filter when the input is a unit step $u[n]$." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. 1.87820725 2.53637958 2.94724205 3.13335164 3.1455082\n", + " 3.04436799 2.88708159 2.71930943 2.5719707 2.46154771 2.39261642\n", + " 2.36139242 2.35935288 2.3763214 2.40270968 2.43085717 2.45557651\n", + " 2.47410241 2.48566716 2.49090568 2.49124786 2.48840102 2.4839738\n", + " 2.47925143 2.47510421 2.47199608 2.47005584 2.46917696 2.46911955]\n" + ] + } + ], + "source": [ + "s = iir.step_response(30)\n", + "print(s)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_step_response(30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the zeros and poles\n", + "\n", + "Zeros are $z$ values that set the numerator of $H(z)$ to zero." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.6]\n" + ] + } + ], + "source": [ + "print(iir.zeros)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Poles are $z$ values that set the denominator of $H(z)$ to zero.\n", + "The poles define the stability of the IIR filter." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.73910363+0.30614675j 0.73910363-0.30614675j]\n" + ] + } + ], + "source": [ + "print(iir.poles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The zeros and poles are conveniently plotted in the complex plane using the {obj}`sdr.IIR.plot_zeros_poles()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5, 5))\n", + "iir.plot_zeros_poles()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the frequency response, $H(\\omega)$\n", + "\n", + "The frequency response is the transfer function $H(z)$ evaluated at the complex exponential\n", + "$e^{j \\omega}$, where $\\omega = 2 \\pi f / f_s$.\n", + "\n", + "The frequency response is conveniently plotted using the {obj}`sdr.IIR.plot_frequency_response()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_frequency_response()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The frequency response may also be plotted with a logarithmic frequency scale using the {obj}`sdr.IIR.plot_frequency_response_log()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_frequency_response_log()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine the group delay, $\\tau_g(\\omega)$\n", + "\n", + "The group delay $\\tau_g(\\omega)$ is the time shift of the envelope of a signal passed through the filter\n", + "as a function of its frequency $\\omega$.\n", + "\n", + "The group delay is conveniently plotted using the {obj}`sdr.IIR.plot_group_delay()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "iir.plot_group_delay()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fully analyze an IIR filter\n", + "\n", + "The user can easily analyze the perform of a given IIR filter using the {meth}`sdr.IIR.plot_all()` method.\n", + "\n", + "Here is an IIR filter with one real zero and 8 complex poles." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "zeros = np.array([0.8])\n", + "poles = 0.6 * np.exp(1j * np.linspace(np.pi / 8, np.pi / 4, 4, endpoint=False))\n", + "poles = np.concatenate((poles, poles.conj()))\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "print(iir)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Poles and digital filter stability\n", + "\n", + "Reference:\n", + "- R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is real and inside the unit circle, the impulse response $h[n]$ is an exponential decay." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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yEltb20I9pq+v2q1i61b47jv48EPo0AEqVy7UwwohDIh8lhcs+RxXleguFvHx8VSsWFH+oQqQRqOhYsWK8k2+GAoICGD16tUoisLhw4cpX758ofY/TuPrCzNnwvbtcPs2dOsGiYmFflghhIGQz/KCJZ/jqhLdggzIP1QhkNdUP/Xq1YugoCDu3LmDnZ0dM2bMICkpCYDhw4fToUMHtm3bhrOzM2XKlGHFihVFGl/DhvD999C7N4wdC0uWFOnhhRDFmHzuFCx5PSVBFqLEWLduXY7bNRoNixcvLqJostarF5w6BXPmgJcXDB+u03CEEEKUUCW6i4WuhYeH4+7unmFdYGAgn3/+eY7PCwkJYezYsQAEBQVx6NCh5zpuhw4diImJyXP5/v3788svvzzXMYR4UTNnqv2Qx4yB/ft1HY0QQuTO2NgYLy8v3N3d6dSp03N9xqa3cuVKRo8eXbDBiRciCXIx5O3tzcKFC4EXS5C3bduGlZVVhnWKopCamlpQIQrxwoyNYe1aqFlT7Y+cw9DNQgihF8zNzQkNDeXMmTNYW1vr/Nc4kX+SIOsxPz8/3nvvPRo1akTt2rX5+++/ATUp7tixI+Hh4SxZsoQvv/wSLy8v7fY0cXFxDBgwAA8PDzw9Pfn1118BdWrgO3fuEB4eTp06dejbty/u7u5EREQwZ84cPDw8qFevHlOmTMkU0/Hjx2nZsiUNGzbE39+fmzdvFv4LIUqc8uVh82ZISoLOneHRI11HJIQwJIU5g6evr692DPnLly/Tvn17GjZsSPPmzblw4QIAW7ZsoXHjxtSvX582bdpw69atgg9E5Iv0QU7Hz88v07o333yTkSNH8vjxYzp06JBpe//+/enfvz937tyhW7duGbYFFcCsB8nJyRw9epRt27YxY8YMdu/erd3m4ODA8OHDsbCwYNKkSZme+/HHH1O+fHlOnz4NwP379zOVuXTpEqtWraJJkyZs376dzZs3c+TIEcqUKcO9e/cylE1KSmLMmDFs3ryZSpUq8dNPP/H+++/z/fff57ueQjyrTh1Ytw5eew0GDICffgK5bkQIkZPx4yE0NOcysbEQFqaOvW5kBJ6e6pfy7Hh5wfz5eTt+SkoKe/bsYdCgQYA6ZvySJUuoVasWR44cYeTIkezdu5dmzZpx+PBhNBoNy5YtY+7cucybNy9vBxFFQhJkHcruKtH067t06QJAw4YNc5wmOCu7d+9m/fr12scVKlTIVKZGjRo0adJEW37AgAGUKVMGAGtr6wxlL168yJkzZ2jbti2gngiKYhgwUXK9+qp6wd7kyVCvHrz/vq4jEkIUd7GxanIM6m1sbM4Jcl48efIELy8voqKicHFxoW3btsTFxXHo0CG6d++uLZeQkACoYzf36NGDmzdvkpiYWKLHG9ZXkiCnk1OLb5kyZXLcbmNj89wtxhUrVszUqnvv3r0M/yilS5cG1AsAkpOTn2v/eVG2bNk8l1UUBTc3N4IL4zcpIbIxaZI6ssW0aeDhAQEBuo5ICKGv8tLSGxwMr7yijrduagpr1qjjsedHWh/kx48f4+/vz+LFi+nfvz9WVlaEZtGkPWbMGN555x0CAgIICgoiMDAwfwGIAid9kHXIwsKCatWqsXfvXkBNjnfs2EGzZs3yvA9LS0sePnyY5ba2bdtmuFAgqy4Wz5ZfsWIFjx8/1saTXp06dYiOjtYmyElJSZw9ezbPsQrxIjQadZY9b2/o0wfkT04IkR9pM3h+/LF6m9/kOL0yZcqwcOFC5s2bR5kyZXB0dGTDhg2A2sh06tQpAGJjY7Uzla5atargAhAFRhJkHVu9ejUff/wxXl5etG7dmg8//JCaNWvm+fmdOnVi06ZNWV6kN23aNO7fv4+7uzv16tVj3759Oe6rffv2BAQE4O3tjZeXV6bh5kxNTfnll1947733qFevHl5eXs89goYQL8LcHDZtgrJlwd8fPvigcC6uEUKUDL6+MHVqwSbHaerXr4+npyfr1q1jzZo1LF++nHr16uHm5sbmzZsBdUjX7t2707BhQ2xsbAo+CJFvGkVRFF0HURS8vb0JCQnJsO78+fO4uLjoKCLDJq9t3mX1t5mTx48fM2/ePK5fv853333HpUuXuHjxIh07dizEKLP3vPHnx9KlMGyYet/cvOBbf4QQxY983hSOrF7Xojzf65q0IAtRzAwYMIDSpUtru7rY2toybdo0HUdVNO7eVa86B3jyBHbs0G08QgghDJMkyEIUM5cvX2by5MmUKlUKUPu8lZAfgvDzg9KlnybJGzbAC05YJYQQQmRLRrEQopgxNTXlyZMn2uEAL1++rB3txNClXVwTFKQmyR98AG3awM6d8MyohEIIIcQLkwRZiGJmxowZtG/fnoiICPr06cPBgwdZuXKlrsMqMr6+T/sdu7tDly7qkE27doFc6yKEEKIgSIIsRDHTtm1bGjRowOHDh1EUhQULFpTYq6Bfe02dkrpzZ2jdWm1drlRJ11EJIYQo7iRBFqKYOHHiRIbHabMYXr9+nevXr9OgQQNdhKVz7dvD1q3qBCKtWqlJcpUquo5KCCFEcSYJso5t2rSJGTNmZFgXFhbGH3/8wauvvqqjqIQ+mjhxIgDx8fGEhIRQr149FEUhLCwMb2/vEj3DYZs28Mcf0LGjeiHf3r0gs6ALIYqKhYUFcXFxhXqMpk2bytwDRUhGsXgOYWEwfDh06ADTp8OtW/nf5xtvvEFoaKh2GTlyJM2bN8ff3z/X5yqKQmrahPLC4O3bt499+/ZRrVo1Tpw4QUhICMePH+fkyZPaGZlKslatYPt2iIiAli0hMlLXEQkhRMEpqOQ4OTm5QPZj6CRBzqPt29VWqpdeghEj4M4dderb69cL7hj//PMPH330ET/88ANGRkZ89tln+Pj44OnpyYcffghAeHg4derUoW/fvri7uxMREcG7776Lu7s7Hh4e/PTTTwDcvHmTFi1a4OXlhbu7e6ZZ9kTxdfHiRTw8PLSP3d3dOX/+vA4j0h8tWqgjWvz3n5okF+T/pxDCgAQHw6xZBT4lZ1BQEC1btuT111/HycmJKVOmsGbNGho1aoSHhweXL18GYMuWLTRu3Jj69evTpk0bbv1/i1t0dDRt27bFzc2NwYMHU6NGDe7cuQOordRpx/Dz86Nbt27UrVuXPn36aIf6/Oijj/Dx8cHd3Z2hQ4dq1/v5+TF+/Hi8vb2ZOXMmjo6OJCUlAfDgwYMMj4VKuljkgaLAhAmwZg20bauu69QJKlSATz+FJUvyf4ykpCR69+7NvHnzeOmll9i5cyeXLl3i6NGjKIpCQEAAf/31Fy+99BKXLl1i1apVNGnShF9//ZXQ0FBOnTrFnTt38PHxoUWLFqxduxZ/f3/ef/99UlJSePz4cf6DFHrB09OTwYMH89ZbbwGwZs0aPD09dRyV/mjaVB3Rol07NUmeNw8uXlS7Xsise0IYuPHjITQ05zKxsepPwqmp6niRnp5Qvnz25b28YP78PIdw6tQpzp8/j7W1NU5OTgwePJijR4+yYMECvvrqK+bPn0+zZs04fPgwGo2GZcuWMXfuXObNm8eMGTNo3bo1U6dOZceOHSxfvjzLY5w8eZKzZ89SvXp1Xn75ZQ4ePEizZs0YPXo006dPB+Dtt99m69atdOrUCYDExETtLHjh4eH88ccfdO7cmfXr19OlSxft2PpCJQlyHty4Affvqy3I6fXpA6+/XjDH+OCDD3Bzc6NHjx4A7Ny5k507d1K/fn0A4uLiuHTpEi+99BI1atSgSZMmABw4cIBevXphbGxMlSpVaNmyJceOHcPHx4eBAweSlJRE586d8fLyKphAhc6tWLGCb775hgULFgDQokULRowYoeOo9EvjxurFeq1aQbduoNGoE4zI1NRCCGJj1eQY1NvY2JwT5Ofk4+OjvYi6Zs2atGvXDgAPDw/27dsHQGRkJD169ODmzZskJibi6OgIqJ/pmzZtAqB9+/ZUqFAhy2M0atQIOzs7ALy8vAgPD6dZs2bs27ePuXPn8vjxY+7du4ebm5s2QU7LLwAGDx7M3Llz6dy5MytWrOC7774rsPobCkmQ88DSEuLj4cGDjP9DkZFQsWL+9x8UFMSvv/6aYZQCRVGYOnUqw4YNy1A2PDycsmXL5rrPFi1a8Ndff/HHH3/Qv39/3nnnHfr27Zv/YIXOmZmZMWHCBCZMmKDrUPSatzf07w+LFqm/AiUkqBOMSIIshAHLS0tvcLA6eHpiIpiaqj8PF+CJIf3ETUZGRtrHRkZG2v6/Y8aM4Z133iEgIICgoCACAwNf+BjGxsYkJycTHx/PyJEjCQkJwd7ensDAQOLj47Xl0ucOL7/8MuHh4QQFBZGSkoK7u/uLVNWgSR/kPChXTu1S8e676v8TqH2Q//c/GDIkf/u+f/8+AwYMYPXq1VhaWmrX+/v78/3332uvio2KiuL27duZnt+8eXN++uknUlJSiI6O5q+//qJRo0Zcu3aNKlWqMGTIEAYPHpxpiDBRfDk6OuLk5JRpEZn17g1mZur91FQID3/acCSEKKHSpuT8+GOd/awUGxurvbh61apV2vUvv/wyP//8M6D+knz//v087zMtGbaxsSEuLo5ffvklx/J9+/ald+/eDBgw4HnDLxH0sgV54MCBbN26lcqVK3PmzJlM2xVFYdy4cWzbto0yZcqwcuXKQh8DdvFitUtFjRpQpw6cOgXDhsHAgfnb75IlS7h9+3amn8inTp1K79698f3/f1wLCwt+/PFHjI2NM5R74403CA4Opl69emg0GubOnUvVqlVZtWoVn332GaVKlcLCwoLVq1fnL1ChN9L6kIF6QtywYQP37t3TYUT6y9dXHfJt5044eBCWLlUv4Fu9ukB/URVCFDfpp+TUgcDAQLp3706FChVo3bo1V69eBeDDDz+kV69e/PDDD/j6+lK1atUMjWc5sbKyYsiQIbi7u1O1alV8fHxyLN+nTx+mTZtGr1698l0fg6Toof379yvHjx9X3Nzcstz+xx9/KO3bt1dSU1OV4OBgpVGjRrnus2HDhpnWnTt37rlj++cfRdm9W1Fu3Xrup5YoL/LallRZ/W0+rwYNGhRAJC+mIOIvCqmpijJ/vqKYmChKrVqKcvq0riMSQhQEQ/q8iY+PV5KSkhRFUZRDhw4p9erVK7RjbdiwQXnrrbey3Z7V61pczvcFQS9bkFu0aEF4eHi22zdv3kzfvn3RaDQ0adKEmJgYbt68qe0UX5hq1VKXkuDRo0ckJiaSkpJCamoqKSkpGBkZUeX/pym7d+8eSUlJGBkZYWJiQqlSpTAxMcEs7TdtUSjSd5dJTU0lJCRExrXMA40Gxo2DBg2ge3f1Qr7vv4d0160IIYROXb9+nTfffJPU1FRMTU0L7eK5MWPGsH37drZt21Yo+zcEepkg5yYqKgp7e3vtYzs7O6KiojIlyEuXLmXp0qWAOragyCg+Pp5Hjx7x+PFj4uPjSUhIANB21r958yYxMTEZnlO6dGltghwdHc3Dhw8zbC9Tpgyurq4ADBo0iIcPH+Ls7Ezt2rWpX78+bm5umJgUyz87vZE2ox6AiYkJjo6O2j5rInfNm8OJE2qS3LMnHDkCc+aAjHAkhNC1WrVqcfLkyUI/zldffVXoxyjuDDpTGTp0KEOHDgXA29tbx9HoVlJSEg8fPuTRo0fY2dmh0Wi4ffs2t2/fRqPRYG5ujpmZGaVLl0ZRFDQaDXZ2dlSvXh1jY2OMjIy0SxpnZ2cURSElJYXk5GSSk5PRaDQZjhkaGsqmTZu0LZwdO3Zky5YtAGzfvp1GjRpRsSCGAilBli9fnumivLT+ayJvqleHfftg4kT48ks4fhx+/hn+/7ufEKKYSfvcEgVD+f8JRkqyYpkg29raEhERoX0cGRkpU+1mIT4+nujoaGJjY7VXtxoZGVGpUiXMzMyoUqWK9n5WJ5bcukqkXTBoYmKSYciZNGkXBiYnJ3PlyhVCQkKwsrIC4OHDh7z22muA+uXF39+fdu3a4evrKy3MuejWrVumUUm6devG8ePHc3zejh07GDduHCkpKQwePJgpU6Zk2L5y5Ureffdd7f/S6NGjGTx4cMEGr0dMTeGrr9SuFkOHql0vfvlFhoETorgxMzPj7t27VKxYUZLkAqAoCnfv3i3x3SWLZSYSEBDAokWL6NmzJ0eOHKF8+fJF0v9Y36WmpvLgwQPMzMwwMzMjMTGR27dvU65cOWxsbLCwsKBMmTLaVuCsktrCYGJiQu3ataldu7Z2XZkyZTh06BA7d+7kzz//5NNPP+WTTz7hyy+/ZPz48SQnJ2dqsS7pLly4wNmzZ4mNjWXjxo3a9Q8ePMgw1mVWUlJSGDVqFLt27cLOzg4fHx8CAgK03WHS9OjRg0WLFhVK/PrqrbfAwwO6dFFn3hs7Fqyt1UlGJFkWQv/Z2dkRGRkpXSkLkJmZmXYikpJKLxPkXr16ERQUxJ07d7Czs2PGjBnaOcKHDx9Ohw4d2LZtG87OzpQpU4YVK1boOGLdevLkCXfu3OHu3bskJydTrVo1bG1tsbS0xMvLK9PQcPrA2NiYJk2a0KRJE6ZPn05MTAy7d+/m5ZdfBmD9+vVMnTqVnj17MnToUGqVlCsjc3Dx4kW2bt1KTEyMtpsKgKWlZa4Xchw9ehRnZ2dt14yePXuyefPmTAlySVWvHoSEwGuvqVNTgzp+8t69kiQLoe9KlSqlnYlOiIKilwnyunXrctyu0WhYvHhxEUVTuIyNjfHw8CA5ORkXFxdWrVpFmTJlsiy7cuVKQkJCtC18iqJw8eJF4uLi0Gg0WFlZUbFiRcqVKweor5M+JsdZsbKyolu3btrHdnZ2eHl5MX/+fD7//HP8/f0ZNWoUHTt2LLE/ob3++uu8/vrrBAcHa8fHzqusLmw9cuRIpnK//vorf/31F7Vr1+bLL7/M8BxDV6ECdOwIhw+rM+/Fx8Ps2bBpE8gPGUIIUbLIaf95PNtpvQA6sZubmxMaGsqZM2cwNTVlyZIlOZZPTU3lzp07gJoAly9fHnt7ezw9PalZsyZWVlYG0S3Bz8+PLVu2EBERwUcffcTp06eZOnWqdntJvIBg7ty5AKxdu5axY8dmWvKrU6dOhIeHExYWRtu2benXr1+2ZZcuXYq3tzfe3t4G9bNmq1Zqy7GxsZoU//47vPwynD6t68iEEEIUpeKfSRWVwECYMOFpUqwo6uPnnD89J82bN+fff//l3r17dO7cGU9PT5o0aUJYWBjJycncu3ePu3fvEh4ezrVr1+jatSsBAQF07NiRo0ePArB//368vLzw8vKifv36mYZhK26qVq3KBx98QHh4OFu2bEGj0fDgwQPc3Nz44osvePToka5DLDIuLi6AelFjw4YNMy05ycuFrRUrVtT2Sx88eHCOF/0NHTqUkJAQQkJCqFSp0otWSe+kn4H277/hhx/g33/VC/imTIHHj3UdoRBCiCKhw0lKilS+ZtJLTVWUceMUBdTbrB6/oLJlyyqKoihJSUlKQECA8vXXXyujR49WAgMDFUVRlF27dimurq7KiRMnlOnTpytvv/22EhcXp/Tq1Uv5+++/FUVRlGvXril169ZVFEVROnbsqBw4cEBRFEV5+PChdkaeolaYMxtduXJFad26tQIolStXVubNm6ckJCQU2vEKW1HMTJSUlKQ4OjoqV65cURISEhRPT0/lzJkzGcrcuHFDe3/jxo1K48aN87RvQ59Z6c4dRRkwQP13d3JSlD//1HVEQgihG4Z+vk9PL/sg6x2NRh0sFWDBAnUBdVquL79Ut7+gJ0+e4OXlBagtyIMGDaJx48b8+uuvALRq1Yq7d+8CUL16de7evUvZsmXZvXs3586d0+7nwYMHxMXF8fLLL/POO+/Qp08funTpYpBXoTo6OrJnzx4OHDjAjBkzmDhxIkuWLOHw4cNYW1vrOrxC06lTpxz7X//+++/ZbjMxMWHRokX4+/uTkpLCwIEDcXNzY/r06Xh7exMQEMDChQv5/fffMTExwdrampUrVxZCLYqfihXVGff69oVhw8DfH3r3Vv/1K1fWdXRCCCEKg0ZRSkZnTm9vb0JCQjKsO3/+vPZn6zxRlIxX66Sm5is5BrCwsCAuLi7Dunr16rFw4UJatGiBRqPB3t6es2fPsnHjRu1FejY2NkRGRmY5TuHp06fZtm0bX3/9NX/++Sd169bNV4wv4rlf23zYsWMHf/75J1/+/5eYe/fuFatEOau/zazs378/x+0tW7YsqJCeS17jNwTx8TBrlrpYWMBnn4GLC+zfD35+MuKFEMKwlaTzvfRBzqu0Psfppe+TXABSUlKIiIjAxcWFn376ifj4eIKCgrCxsdGOTJGmXbt2GaaKDA0NBeDy5ct4eHjw3nvv4ePjw4ULFwosPn3Vvn17bXL877//8tJLL/HRRx9phwY0FC1bttQuvr6+VKhQAWtra3x9fXWWHJc0ZmYwYwacOgXu7jB4sDp19bRp8MorEBys6wiFEEIUBEmQ8yItOV6wQO1WkZqq3i5YUGBJ8oMHDzh79iy3bt1i6tSpREVF0bhxY6ZMmcKqVasylV+4cCEhISF4enri6uqqHf1i/vz5uLu74+npSalSpXj11VfzHVtxYmVlxeuvv86HH35Io0aNtF8cDMkff/xBzZo1GTt2LKNHj8bZ2Znt27frOqwSxcUFgoLUyUVSU9XlyRNYv17XkQkhhCgI0sUir90AAgMhJuZpn+O0pNnKKt8jWSiKwrlz51AUBQcHBywsLPK1P31QlF0ssvLbb78xfPhw7t69ywcffMAHH3ygt+MnP+9PVnXr1mXr1q04OzsD6q8Gr732ms5+LShJP7k9KzhYbTmOj3/6PblrV/jwQ3V2PiGEMCQl6XwvF+nlVWCg+gmYlmSlXbiXj6QrPj6eUqVKYWxsjLOzMyYmJsVmYg9917lzZ1q0aMHYsWN58OCB3ibHL8LS0lKbHAM4OTlhaWmpw4hKrrRh4YKC1KHgDh2C+fPh11+hWzc1UXZ313WUQgghnpckyM/j2SQrH0nXvXv3CA8Px8bGhpdeekk7/qwoONbW1vz444+kpqYCcPjwYeLj4/Hz89NtYPnk7e1Nhw4dePPNN9FoNGzYsAEfHx82btwIQJcuXXQcYcni6/v04jx/f7X31fz56vLLL9C9u5oou7npMkohhBDPo8T3QS7qHiaKohAVFcWVK1coU6YMVatWLdLjFwV967WTNrPgBx98wCuvvMKcOXP0LsbnER8fT5UqVdi/fz9BQUFUqlSJJ0+esGXLFrZu3arr8Eo8a2v46CMID4f334ft29XuFj17wrlzareMWbPkgj4hhNBnJboF2czMjLt371KxYsUi+Qk+JSWFK1euEBsbq205NoRpodNTFIW7d+9mOfycrm3cuJEhQ4YwZcoU/vnnH5YsWUKpUqV0HdZzW7Fiha5DEHlgbQ2ffKJeqvDFF7BwIfz0kzqNtaJA6dJq9wwZGk4IIfRPiU6Q7ezsiIyMJDo6ukiOl5yczM2bN7GysuLJkydcvHixSI5b1MzMzPRyghJLS0vWrVtHnTp1+Oijj4iIiGDjxo3F7qLIq1ev8tVXXxEeHk5ycrJ2fU4ThQjdqVgRZs6Ed95RL+BLG876yROYOxdWrwbpQi6EEPqlRCfIpUqVwtHRsdCPc/v2bSpVqoRGo8HBwUEuqNIhjUbDjBkzcHR0ZPPmzXrZ0p2bzp07M2jQIDp16mRwv0AYsooV1a4Vr7wCCQlqK/Jvv0H16urMfMOGqRf6CSGE0L0SnSAXhdDQUPz9/ZkwYQJTpkyR5FhP9O/fn379+qHRaIiOjubx48fUqFFD12HliZmZGWPHjtV1GOIFpB/1omVLtbvFt9/CDz/A0qXg7Q1Dh0KvXupMfUIIIXRDEuRCdOTIEdq1a0e5cuXo3LmzrsMRz9BoNCiKwptvvsnVq1fZu3cvTk5Oug4rV+PGjWPGjBm0a9cuw+gnDaT5sVhIP+oFQOPGah/lH39Uk+WhQ2HiROjTR21VfvJETahlKmshhCg6kiAXklOnTtG+fXtsbGzYt28fL730kq5DElnQaDTMmzePNm3a4Ofnx969ezOMMayPTp8+zQ8//MDevXu1XSw0Gg179+7VcWTiRVlZwejRMGqUOrrFt9/CypWwZAkYGT29qG/vXkmShRCiKEgHxkLw6NEjXn31VSwtLdmzZ48kx3quQYMG7N27l8ePH9OqVSsiIiJ0HVKONmzYwJUrV9i/fz/79u1j3759khwbCI0GmjaFVasgKgpee02dxlpR1Nn6undX+zH/84+uIxVCCMMmCXIhKFu2LIsXL2b37t04ODjoOhyRB15eXuzevZvY2FhGjhyp63By5O7uTkxMjK7DEIXM2lodR9ncXO2rXKoUlCsH//sf1KmjztA3fTqcOvV0mmshhBAFQ7pYFKD79+9z6tQp/Pz8eOONN3QdjnhOXl5e7NixQ+/7IcfExFC3bl18fHy0fZA1Gg2bN2/WcWSioKW/qC+tD3JEhDr6xa+/qsPHffwxODlBly7qMHIpKfDXX9JnWQgh8kOjFOcpxZ6Dt7c3ISEhhbb/pKQkXn31VQ4dOkR4eDiVK1cutGOJwpecnMzy5csZMmRIoQ+l9rx/m/vTBtJFnZjl77//Zv369Zw9e7YwwstVYf9viezdvg2//64my3v2QFLS022mpurEJHJ9sBCioJSk8710sSgAiqIwduxY9uzZw9dffy3JsQHYvHkzw4cP55NPPtF1KJm0bNmScuXKsXXrVvr378/evXsZPny4rsMSOlC5MgwerE5nffs2vPnm022JifDGG1Crljoaxk8/wa1buotVCCGKE+liUQAWL17MkiVLmDx5Mv3799d1OKIAdOnShbfffpvAwEB8fHx49dVXdR0S//zzD+vWrWPdunXY2NjQo0cPFEVh3759ug5N6AErKxg/HrZsUZNjExMYPhyuXIH169VxlgHc3KB1a3UxN4cTJ6Q7hhBCPEu6WOTThQsX8PT0pH379vz2228ys5kBefz4MU2bNuXatWscP3680Pom5/Vv08jIiObNm7N8+XLtUHROTk5cuXKlUOLKq5L0k1txEBycedzk5GQ1Ed67V10OHFDHV05jYgLvvqtOUOLioj4WQohnlaTzvWRz+VSnTh0WLFjAypUrJTk2MGXKlGHjxo1oNBp69eqFrr9Lbty4kWrVqtGqVSuGDBnCnj17dB6T0D++vjB1asYWYRMTaNQIpkyBnTvh/n0YMkQdVg7UBHrWLPD0hPLloXlzmDAB1q6FS5fUoeZATb5nzVJvhRDCkEk7wQtSFIU7d+5QqVIlRowYoetwRCFxcnLi119/pWLFimjSsgkd6dy5M507d+bRo0ds3ryZ+fPnc/v2bUaMGMEbb7xBu3btdBqfKD5Kl4YBA9TZ+xIT1Qv6li9XR8A4dkxdliyB+fPV8uXLq32ZQ0PVZNnUVE20mzfXZS2EEKLwSBeLF7Ry5UomTJjAoUOHcHFxKbD9Cv12//59KlSoUKD7zM/f5v3799mwYQM//fQTe/bsKdC48qok/eRmaLLqjpEmORnOnn2aMG/dCjduPN1uZKR2x3B1Vfs1u7qqS61aagKd2/6FEMVPSTrfS4L8Am7evImLiwv16tVj7969GBsbF8h+hX774IMP+PHHHwkLC8PS0rLA9lvcTzjFPX6RN8HB8MoraouzsbE6YkZsLJw7p14ImPZJYmysJslVqsDBg2qLc6lS6lB0HTo87dYhhCh+StL5XrpYvIDRo0cTHx/PsmXLJDkuQV599VU+/fRTJk6cyNK0IQGEKCGymrQkzZMncPGimiyfPaveHjigtkIDJCRAx45Qtqw6qYmTEzg6Pr3v5AQODmoXDmlxFkLoA71MkHfs2MG4ceNISUlh8ODBTJkyJcP2lStX8u6772JrawuoCevgwYOLJLaNGzeyceNGZs2aRa1atYrkmEI/NG3alHfeeYfPP/+cgQMH0qRJE12HJESR8vXNOnE1NwcvL3VJ82yL88iRaivz1atw+TLs2gWPH2d9HGNjdVZAb2+wtc24mJtnPIYk1EKIwqB3CXJKSgqjRo1i165d2NnZ4ePjQ0BAAK6urhnK9ejRg0WLFhV5fH///TdeXl5MnDixyI8tdG/69OmsXbuWUaNGcfToUfkFQYhs5NTiDGqyfPu2mjBfuQIrVqjlFUW9WPC33+DnnzPvt0IFNVEuWxZCQtQuHCYmMG0avPyyOnlKpUpgY5N5uDpJqIUQeaV3CfLRo0dxdnbWjjnbs2dPNm/enClB1pUvv/yShw8fUqpUKV2HInTA0tKSL774gmHDhnH+/Hnc3d11HZIQeiu7FmdQ+yJXqaIuTZqoXS4OHnw6qsaePerFf1FRWS8hIWoiDeoU2x9+mPkY1tZqwly5snpR4YED6nNMTGDyZPDxUctUqKAu1tbSQi2EUOldghwVFYW9vb32sZ2dHUeOHMlU7tdff+Wvv/6idu3afPnllxmek2bp0qXavqLR0dH5juvBgwe4uLgU6AVaovh58803adOmDRUrVtR1KEIYjOxanMuVU0fLeFb6LhylSsH330P16hAdrbZM37799H50tNo3Oq1PdFISzJyZdRylS6vJcunSEBGhtlAbG6t9qGvVUuNJv1haPr1/6RIcPw5t2+ZtCDxJwIXQX3qXIOdFp06d6NWrF6VLl+bbb7+lX79+7N27N1O5oUOHMnToUEC98jI/pkyZwm+//UZkZCTly5fP175E8abRaKhYsSKpqamcOXMGT09PXYeUZ7n1709ISKBv374cP36cihUr8tNPP+Hg4KCbYEWJk1OLc1Zlc+rC8az0CbWpKaxerbZa37+vLvfuPb1//z4cOvR0gpSUFPVYO3dmnIEwOx9/rCbVlpZqV5CslseP1X7YaQn4gAFQp47agv3sYmam3l68qF7I2KwZNG2qJvFpS1ajgzxvAl7Y5YUoTvQuQba1tSUiIkL7ODIyUnsxXpr0LXeDBw9m8uTJhRrT8ePH+fHHH5k6daokx0Jr2rRpzJ8/n8uXL1OtWjVdh5OrvPTvX758ORUqVODff/9l/fr1vPfee/z000+FG5i+fYqXpPL6FMsLlPclGF+CAD8g5/K+vnBkfjB3fw2iYlc/PLrlXD44GKb6BfNyUhAHS/kxa6cvvr5qK/TDh/DgQcZl9Wq4tj6YlgSxHz9Mm/ni6QmPHmVc7t+HyEi1m4hPSjB+BBGU7Md33+Ve3yao5efM8+PwM/UtVSpjwqwo4HBTjWcifsR5+FKxovrloFQp9Tb9/Xv34M6WYJqnBDHZ2I+ab/ni6Kh2RylVKvNteDj8NSeYZilBvGfsR4ePfXFzU7ebmKhJf/pbExO49VswKXuCKO3vR42evhgZqduzWi6tDiZuaxBWnf1wG+yLsbHaTSZtedbppene26G5v5ZSXuRG78ZBTk5Opnbt2uzZswdbW1t8fHxYu3Ytbm5u2jI3b97UJiSbNm1izpw5HD58OMf95mfsvoCAAA4ePMiVK1ckQRZaly9fpk6dOowcOZKFCxe+8H6KalzJ4OBgAgMD+fPPPwGYNWsWAFOnTtWW8ff3JzAwEF9fX5KTk6latSrR0dE5ziKYr/iDg6FFCzXrMDJ6OtdxdmJjISxMbXaT8vkrr0+x6Gl55VQYKKmgMUJTL+fycTdjMf8nDCNSScWIJ7U9saiW9/KPa3liXrk8qalqiCn/f5uaot7GRsRif/9p+fBynphWUssraWUVtM9XYmKpHf+0/AVTTxLNy6tlFTWB1t5PBfOkWDyUp+VP4ckDso+/HLHUo3DK57WsBrXl3FKJxTNd+dNGnjwyKg8atYz29v/vl02OxS3laflzpTx5YpKxvPZGA2USY6mT+LT8xdKexJcuT7qiGY5ROjGW2k+elr9UxpOE0uUzlE3/XNP4WJwfPy3/b1lPksyf1jfD2VcDpZ7EUjPuafkrlk/LP1sWoNTjWBwfhqFBIR4zLn+754WTZBkHWYdMTExYtGgR/v7+pKSkMHDgQNzc3Jg+fTre3t4EBASwcOFCfv/9d0xMTLC2tmblypWFFk9YWBhbtmxhxowZkhyLDGrWrMnAgQP59ttvmTRpEi+99JKuQ8pRXvr3py9jYmJC+fLluXv3LjY2NhnKFVj//qCgp1dapaaqSUxuSU7a795SPn/l9SkWPS2vUf6/vJJ7eYukWBRS0QBGpGKRFAs5JIzPlrdMjgWT7MubR8di9P/lNaRiWzYWM7vsy8f/E4vRzafla1aMxax23su7VouldO3yaiL9/0m09r4CSVdiMbr9tHwtm1h4qXyGMgpP76dcjcUoLmP8tvblM5Tj/8saR8Vi9ORp2WpmsVSsVl67XeH/y/7/rdntWIwSnpavZBJLWZvymcql3Vrcj8Uo5Wn5CsRiZFH+aZlnylvGZ3ztLVNiSTIqn1YsY3mgbGLG8uYJsTw2Lp+hbPrnlkvIWN7sSaz6heCZcmkPKj9TvtSjWO4lleeZ3WsfVE0XTykSuftrEEgrcu6UEqJhw4Yv9LxVq1YplStXVu7evVvAEQlDcO3aNaVUqVLK2LFjX3gfL/q3+bw2bNigDBo0SPt49erVyqhRozKUcXNzUyIiIrSPnZyclOjo6Bz3m6/4Dx1SFHNzRTE2Vm8PHZLyRVVen2KR8nkqn1zaXEnWGCvJpYtf+bBvDymPMFcSMVYeYa6EfZt9+ecpK+ULvnxOiurzSh/oXReLwpKfnwXi4+MxMzMr4IiEoXjrrbcICwsjNDQUo6w6x+WiRHexUAPTq36tJaq8PsUi5Q2+/PP0g9W3PrklrXx2SlIXC0mQc5B2gWBOyYEQ9+7do1y5cpg8OytBHhXVCScv/fsXL17M6dOnWbJkCevXr2fjxo38nNVsDemUpBOmEEKUZCXpfK93fZD1xaNHj3Bzc2PUqFF8+umnug5H6DFra2tAHSLNxMREb2fXy0v//kGDBvH222/j7OyMtbU169evz3W/4eHh+R5GMTo6mkqVKuVrH8VJSapvSaorSH0NWUmqK2Rd3/DwcN0EowPSgpyNFStWMHDgQP766y+a52XEd1GiXbhwgZYtW/Ldd98REBDwXM8tSd/Is1PSXoOSVN+SVFeQ+hqyklRXKHn1fdbzd5gsIb799ltcXFxo1qyZrkMRxYCzszMAq1at0nEkQgghhMgvSZCzcPr0aY4cOcLQoUOl/7HIExMTE3r16sXWrVu5f/++rsMRQgghRD5IgpyF9evXY2xszFtvvaXrUEQx8vbbb5OYmJjrRW0is7Qp4UuKklTfklRXkPoaspJUVyh59X2W9EHOQlxcHMeOHaNVq1aFHJUwJIqi4ObmRoUKFTh48GCen1fS+3kJIYQQ+kZGsciChYWFJMfiuWk0GubPn/9CYyELIYQQQn/kK0FOSUnR2yGtXtSyZcu4f/8+kyZNkv7H4rm1a9dO1yEIIYQQIp/y1dRVq1Yt3n33Xc6dO1dQ8ejcwoUL+eOPPyQ5Fi/s+PHj/Pjjj7oOo9jYsWMHderUwdnZmdmzZ+s6nELl4OCAh4cHXl5e+R47Wh8NHDiQypUr4+7url1379492rZtS61atWjbtq1BXcSaVX0DAwOxtbXFy8sLLy8vtm3bpsMIC05ERAStWrXC1dUVNzc3FixYABju+5tdfQ3x/Y2Pj6dRo0bUq1cPNzc3PvzwQwCuXr1K48aNcXZ2pkePHiQmJuo40qKVrwT51KlT1K5dm8GDB9OkSROWLl3KgwcPCiq2Infr1i1Onz5N+/btdR2KKMa+++47RowYQUJCgq5D0XspKSmMGjWK7du3c+7cOdatW2dQX7izsm/fPkJDQw2y33n//v3ZsWNHhnWzZ8/mlVde4dKlS7zyyisG9SUoq/oCTJgwgdDQUEJDQ+nQoYMOIit4JiYmzJs3j3PnznH48GEWL17MuXPnDPb9za6+YHjvb+nSpdm7dy+nTp0iNDSUHTt2cPjwYd577z0mTJjAv//+S4UKFVi+fLmuQy1S+UqQLS0tGTJkCIcOHWLOnDnMmDGDatWq0a9fP/7999+CirHIBAUFAdC6dWvdBiKKtY4dOxIXF8fff/+t61D03tGjR3F2dsbJyQlTU1N69uzJ5s2bdR2WeEEtWrTQziyZZvPmzfTr1w+Afv368dtvv+kgssKRVX0NVbVq1WjQoAGgfva7uLgQFRVlsO9vdvU1RBqNBgsLCwCSkpJISkpCo9Gwd+9eunXrBhjWe5tX+UqQU1JS+P3333njjTcYP348EydO5MqVK3Tq1KlYfqvas2cP5cuX1/5TCPEiWrZsiZGREQcOHNB1KHovKioKe3t77WM7OzuD/RAC9YOoXbt2NGzYkKVLl+o6nCJx69YtqlWrBkDVqlW5deuWjiMqfIsWLcLT05OBAwcaTJeD9MLDwzl58iSNGzcuEe9v+vqCYb6/KSkpeHl5UblyZdq2bUvNmjWxsrLCxES9VM3Qz81ZyXcf5M2bN/Puu+9y8uRJ3nnnHapUqUK3bt2KZTeF5ORk2rdvr/2DEOJFWFpa4uHhwaFDh3QditAzBw4c4MSJE2zfvp3Fixfz119/6TqkIqXRaAz++o4RI0Zw+fJlQkNDqVatGhMnTtR1SAUqLi6Orl27Mn/+fMqVK5dhmyG+v8/W11DfX2NjY0JDQ4mMjOTo0aNcuHBB1yHp3AsnyCkpKfTv35/ly5fTtGnTTNsXLlyYr8B04fvvv2fdunW6DkMYgKZNmxIWFkYJGWb8hdna2hIREaF9HBkZia2trQ4jKlxpdatcuTJvvPEGR48e1XFEha9KlSrcvHkTgJs3b1K5cmUdR1S4qlSpgrGxMUZGRgwZMsSg3uOkpCS6du1Knz596NKlC2DY72929TXU9xfAysqKVq1aERwcTExMDMnJyYDhn5uz8sIJsrGxMVu3bi3IWPSCoX37Fboxc+ZMIiIi5O8pFz4+Ply6dImrV6+SmJjI+vXrCQgI0HVYheLRo0c8fPhQe3/nzp0ZRj8wVAEBAaxatQqAVatW8frrr+s4osKVliwCbNq0yWDeY0VRGDRoEC4uLrzzzjva9Yb6/mZXX0N8f6Ojo4mJiQHgyZMn7Nq1CxcXF1q1asUvv/wCGNZ7m1f5mklvwoQJJCUl0aNHD8qWLatdr499eHObrWzevHmsXbuWQ4cOUbp06SKMTJR0JX0mvW3btjF+/HhSUlIYOHAg77//vq5DKhRXrlzhjTfeANTuXL179za4uvbq1YugoCDu3LlDlSpVmDFjBp07d+bNN9/k+vXr1KhRg59//tlgLmzLqr5BQUGEhoai0WhwcHDg22+/1fbRLc4OHDhA8+bN8fDw0E6G9Omnn9K4cWODfH+zq++6desM7v0NCwujX79+pKSkkJqayptvvsn06dO5cuUKPXv25N69e9SvX58ff/yxROVH+UqQs5ptLu3KR32TWxLSvXt3jh8/zpUrV4owKmHIJk2aRM2aNRkxYkSO5Up6giyEEELom3xdjbZv376CikPnQkNDqV+/vq7DEAZk7969nDlzJtcEWQghhBD6Jd/DNfzxxx+cPXuW+Ph47brp06fnd7dFKikpiStXrtCjRw9dhyIMiIuLiwz1JoQQQhRD+Rrmbfjw4fz000989dVXKIrChg0buHbtWkHFVmQiIyNJTU3F0dFR16EIA+Li4sL169eJi4vTdShCCCGEeA75SpAPHTrE6tWrqVChAh9++CHBwcH8888/BRVbkVEUhV69elGvXj1dhyIMSO3atQF1PnshhBBCFB/56mJhbm4OQJkyZbhx4wYVK1bMMARKceHk5MTatWt1HYYwMHZ2djg4OPDkyRNdhyKEEEKI55CvFuSOHTsSExPDu+++S4MGDXBwcKBXr14FFVuRkckcRGFo2rQpV69epVGjRroORQiRzsyZM3Fzc8PT0xMvLy+OHDlSaMfy8/OTUWqEKIby1YL8wQcfANC1a1c6duxIfHw85cuXL5DAitKYMWP4/fffuX79uq5DEUIIUYiCg4PZunUrJ06coHTp0ty5c4fExERdhyWE0DP5akEGtR/y2rVr+emnn9i8eTOrV68uiLiKVExMDKVKldJ1GMIAde3alXnz5uk6DCHE/7t58yY2NjbaCQ9sbGyoXr06H330ET4+Pri7uzN06FDtL4t+fn5MmDABb29vXFxcOHbsGF26dKFWrVpMmzYNgPDwcOrWrUufPn1wcXGhW7duPH78ONOxd+7cia+vLw0aNKB79+5yAa8QeixfCfLbb7/NpEmTOHDgAMeOHePYsWPF8qekmJgYrKysdB2GMEBHjx7l7Nmzug5DCPH/2rVrR0REBLVr12bkyJHs378fgNGjR3Ps2DHOnDnDkydP2Lp1q/Y5pqamhISEMHz4cF5//XUWL17MmTNnWLlyJXfv3gXg4sWLjBw5kvPnz1OuXDm+/vrrDMe9c+cOn3zyCbt37+bEiRN4e3vzxRdfFF3FhRDPJV9dLEJCQjh37hwajaag4tGJmJgYKlSooOswhD5SFEj/9/3s41yYmZllGCNcCKFbFhYWHD9+nL///pt9+/bRo0cPZs+ejaWlJXPnzuXx48fcu3cPNzc3OnXqBEBAQAAAHh4euLm5aacWdnJyIiIiAisrK+zt7Xn55ZcBeOutt1i4cCGTJk3SHvfw4cOcO3dOWyYxMRFfX9+irLoQ4jnkK0F2d3fnv//+K/B5yHfs2MG4ceNISUlh8ODBTJkyJcP2hIQE+vbty/Hjx6lYsSI//fQTDg4OL3y8hw8fYmNjk8+ohcEJDISYGPjySzUpVhSYMAGsrNRteSAJshD6x9jYGD8/P/z8/PDw8ODbb78lLCyMkJAQ7O3tCQwMzPB/m9Ydw8jISHs/7XFycjJApoaiZx8rikLbtm1Zt25dYVVLCFGA8tXF4s6dO7i6uuLv709AQIB2yY+UlBRGjRrF9u3bOXfuHOvWrePcuXMZyixfvpwKFSrw77//MmHCBN577718HbNnz5507NgxX/sQBkZR1OR4wQI1KU5LjhcsUNfnceQTc3NzSZCF0CMXL17k0qVL2sehoaHUqVMHUPsjx8XF8csvvzz3fq9fv05wcDAAa9eupVmzZhm2N2nShIMHD/Lvv/8C8OjRo2I5b4AQJUW+WpAD89iK9jyOHj2Ks7MzTk5OgJq8bt68GVdXV22ZzZs3a4/drVs3Ro8ejaIoL9zVY+rUqfmOWxgYjUZtOQY1KV6wQL0/btzTFuU8sLS0xNTUtJCCFEI8r7i4OMaMGUNMTAwmJiY4OzuzdOlSrKyscHd3p2rVqvj4+Dz3fuvUqcPixYsZOHAgrq6ujBgxIsP2SpUqsXLlSnr16kVCQgIAn3zyiXZCISGEftEoejYI8C+//MKOHTtYtmwZAD/88ANHjhxh0aJF2jLu7u7s2LEDOzs7AGrWrMmRI0cydZNYunQpS5cuBSA6OjrbabATExPRaDQykoXITFHAKN0PLampz9UHuWnTppQtW5Zdu3ZlW8bb27tYXtwqhFCFh4fTsWNHzpw5o+tQhBAF5IW6WKT9dGRpaUm5cuW0S9pjfTF06FBCQkIICQmhUqVK2Zbz9vamR48eRRiZKBbSulWkl9bdIo/i4+MxMzMr4MCEEEIIUZheKEE+cOAAoF7c9uDBA+2S9jg/bG1tiYiI0D6OjIzE1tY22zLJycnExsZSsWLFFz6miYmJDBQvMkrf53jcOLXleNy4jH2S80ASZCEMn4ODg7QeC2Fg8tUH+d69e5nWWVpa5qurgo+PD5cuXeLq1avY2tqyfv161q5dm6FMQEAAq1atwtfXl19++YXWrVvna6g5KysrYmNjX/j5wgBpNOpoFen7HKf1SbayynM3C0mQhRBCiOInXwlygwYNiIiIoEKFCiiKQkxMDFWrVqVKlSp89913NGzY8PkDMjFh0aJF+Pv7k5KSwsCBA3Fzc2P69Ol4e3sTEBDAoEGDePvtt3F2dsba2pr169fnpxpYWVnJ1cQis8DAjOMepyXJz/Fl7PHjx5ibmxdOfEIIIYQoFPlKkNu2bUu3bt3w9/cH1Gk0f/31VwYMGMDIkSM5cuTIC+23Q4cOdOjQIcO6jz76SHvfzMyMDRs2vHjgz7CysiImJqbA9icMyLPJ8HP+UvH555/z0ksvFWBAQgghhChs+RoH+fDhw9rkGNQpPIODg2nSpIl2GJviICAggNGjR+s6DGGA3nrrLVq0aKHrMIQQQgjxHPLVglytWjXmzJlDz549Afjpp5+oUqUKKSkpGBnlK/cuUp07d9Z1CMIAxcTEcP78eTw8PLCwsNB1OEIIIYTIo3xlsWvXriUyMpLOnTvTuXNnrl+/ztq1a0lJSeHnn38uqBgLXWpqKlFRUTx69EjXoQgDcuTIEZo2bcqpU6d0HYoQQgghnkO+WpBtbGz46quvstzm7Oycn10XqRMnTuDj48OmTZukNVkUmLShCKtXr67jSIQQQgjxPPKVIEdHRzN37lzOnj1LfHy8dv3evXvzHVhRcnBwANTZkIQoKOfPn8fMzEwu0hNCCCGKmXx1sejTpw9169bl6tWrfPjhhzg4OLzQHPa6VrFiRSwsLLhy5YquQxEG5Pz589SpUwdjY2NdhyKEEEKI55CvBPnu3bsMGjSIUqVK0bJlS77//vti13oMoNFocHNzIywsTNehCANy/vx5XFxcdB2GEEIIIZ5TvrpYpM2YV61aNf744w+qV6+e5ex6xUGDBg1Ys2YNqampxWoEDqG/fvzxR5kkRAghhCiG8pUgT5s2jdjYWObNm8eYMWN48OABX6ZNx1vM9OvXj+bNm0uCLArMyy+/rOsQhBBCCPECNIqiKLoOoih4e3sTEhKi6zBECREUFMTdu3fp0qULmlxm35O/TSFEYdNoNJQpU4bx48czc+bMXMu3bt2aQ4cO4e3tzYEDB4ogQiH0S76aSq9evco777xDly5dCAgI0C7F1alTp/jrr790HYYwAF999RWTJ0/ONTkWwpAcOHCApk2bUr58eaytrXn55Zc5duwYoI4WtHv37kI7toODA+bm5lhYWFC1alX69+9PXFxcoR2vODp16lSekmNQR6NasmRJIUckhP7KVxeLzp07M2jQIDp16mQQ3RLGjBnD48ePpTVP5IuiKBw6dIg2bdroOhQhisyDBw/o2LEj33zzDW+++SaJiYn8/ffflC5dushi2LJlC23atOG///7D39+fWbNm5TkhFEKI9PKV1ZqZmTF27FhatWpFy5YttUtx1bp1a06cOMH9+/d1HYooxq5evcp///2Hr6+vrkMRosj8888/APTq1QtjY2PMzc1p164dnp6evP3221y/fp1OnTphYWHB3LlzAbhx4wZdu3alUqVKODo6snDhQu3+HBwcmDVrFq6urlSoUIEBAwZkGG8/J1WrVsXf35/Q0FDtupyONWfOHGxtbbG0tKROnTrs2bMnT3GcP38ePz8/rKyscHNz4/fff88Qh4ODA59//jmenp6UL1+eHj16aJ+b3TFzijM3V65c4bXXXsPGxoZy5crRtm3bbMt+++23dOjQgVGjRmFjY0P16tXZtWtXno8lhKHLV4I8btw4ZsyYQXBwMCdOnNAuxdUrr7yCoijs379f16GIYmz79u0A0oIsSpTatWtjbGxMv3792L59e4aGhh9++IGXXnqJLVu2EBcXx+TJk0lNTaVTp07Uq1ePqKgo9uzZw/z58/nzzz+1z1uzZg1//vknly9f5p9//uGTTz7JUyyRkZFs375dO6NrTse6ePEiixYt4tixYzx8+JA///xTO3lUTnEkJSXRqVMn2rVrx+3bt/nqq6/o06cPFy9ezPDcn3/+mR07dnD16lXCwsJYuXJltsfMy2uSk759+9KhQwdu3brF7du3CQwMzLbsqVOnOHz4MAEBAdy+fZthw4YxZ86cPB1HiJIgXwny6dOn+e6775gyZQoTJ05k4sSJTJo0qaBiK3KNGzemTJkyGVoPhHheR44cwdnZmdq1a+s6FCGKTLly5Thw4AAajYYhQ4ZQqVIlAgICuHXrVpbljx07RnR0NNOnT8fU1BQnJyeGDBnC+vXrtWVGjx6Nvb091tbWvP/++6xbty7HGDp37oylpSX29vZUrlyZGTNm5HosY2NjEhISOHfuHElJSTg4OFCzZs0M+80qjsOHDxMXF8eUKVMwNTWldevWdOzYMVOMY8eOpXr16lhbW9OpUydCQ0OzPWZeXpOcXL58mZSUFFJSUjAzM8txJJ2wsDCmTJmCv78/RkZGuLq65ukYQpQU+UqQN2zYwJUrV9i/fz/79u1j3759xXKikDSmpqa0atWqUC8kEYZv1apVctW3KJFcXFxYuXIlkZGRnDlzhhs3bjB+/Pgsy167do0bN25gZWWlXT799NMMCbW9vb32fo0aNbhx40aOx//tt994+PAhQUFBXLhwgTt37uR6LGdnZ+bPn09gYCCVK1emZ8+emY6TVRw3btzA3t4+w/U3NWrUICoqKsNzq1atqr1fpkwZ4uLisj1mXl6TnKxZs4bNmzdTvXp1Bg0alO28BIqicPr0aTp16qRdd+bMGUmShUgnXwmyu7s7MTExBRSKfkj72UuIF6XRaKhSpYquwxBCp+rWrUv//v05c+YMQKYRXezt7XF0dCQmJka7PHz4kG3btmnLREREaO9fv36d6tWr5+nYLVu2pH///tpfNHM7Vu/evTlw4ADXrl1Do9Hw3nvvZdhfVnFUr16diIgIUlNTM2yztbXNU4xZHTMvr0lOWrduzZ49ezh37hynTp1i5cqVWZYLDw8nOTmZOnXqaNedPHkSLy+vPB1HiJIgXwlyTEwMdevWxd/f3yCGeQP1ogoLCwtdhyGKqcmTJzNu3DhdhyFEkbtw4QLz5s0jMjISUJPKdevW0aRJEwCqVKnClStXtOUbNWqEpaUlc+bM4cmTJ6SkpHDmzJkMDRSLFy8mMjKSe/fuMXPmTHr06JHneMaPH8+uXbs4depUjse6ePEie/fuJSEhATMzM8zNzTONypRVHGld8ubOnUtSUhJBQUFs2bKFnj175hpbdsfMy2vSv39/+vfvn2mfGzdu5NKlSyiKwsOHD7l//362CW9YWBgeHh4Z6nny5Enq1auXtxdXiBIgXwnyjBkz2LRpE//73/+0fZAnTpxYULHpzC+//EKXLl0oIXOoiALy+PFjlixZwoMHD3QdihBFztLSkiNHjtC4cWPKli1LkyZNcHd3Z968eQBMnTqVTz75BCsrKz7//HOMjY3ZunUroaGhODo6YmNjw+DBg4mNjdXus3fv3rRr1w4nJydq1qzJtGnT8hxPpUqV6Nu3Lx999FGOx0pISGDKlCnY2NhQtWpVbt++zaxZszLsK6s4TE1N2bJlC9u3b8fGxoaRI0eyevVq6tatm2ts2R0zL69JREREln2LDxw4QMuWLbG0tKRDhw5MmTKF1q1bZ3n8sLCwDMnznTt3+O+//3B3d8/jqyuE4ZOZ9LKwbNkyhgwZwrFjx/D29i7kyIShWL9+Pb169WLPnj3ZfjBlRWbSEyIzBwcHli1bpvPRYPQlDoDExETq1atHWFgYpUqVeq7nmpmZUbp0acaOHcvHH3+ca/m2bdty+PBhGjVqJBeuixLphSYKsbS0zHKGMEVR0Gg0xb4FrVu3bowdO5bvvvtOEmSRZ6tXr8bOzg4/Pz9dhyKEMECmpqacP3/+hZ6b1zGk08iYyKKke6EuFg8fPuTBgweZlrT1xZ2VlRU9evRg7dq1PHz4UNfhiGLgv//+Y+fOnbz11lsGMaukEEIIUZLJJ3k2hg0bRlxcXK7jbgoB6kQEQ4YMYcCAAboORQiDEB4erhfdGvQlDiFE0XqhLhYlQePGjRk0aFCmGZWEyEr16tX55ptvdB2GEEIIIQqAJMjZ0Gg0LFu2TNdhiGIgKCiIUqVK0bRp0yz75hs6Gxsb+SIphBAlQHh4uHYCHkMnCXIuoqOj2bJlCwMHDtR1KEIPKYrC+PHjSUlJISwsTNfh6ISDg4OMwiGEMGjBwRAUBH5+4Otr+OWzU5IGLpAEORcrV65k8uTJeHh44OPjo+twhJ7Ztm0bp06dYvny5SWy9VgIob/0LenKrryiqEtqKqSkqLeHDsFff8HLL4OPj7ru2SXtOampEBIChw9Do0ZQr97Tbelv098PDYXjx6FBA3Bze7r92fKKAqdPw7vvQlISlCoFs2eDi0vGMumXCxdg2jRITgYTE5gxA+rUyVgmfb0vXoRPPnla/n//g1q1MpZJuw9w6RLMmfM0nnffBWfnzOXSbv/9F+bNU1/b0qVhz578JcklhYyDnIuHDx/y0ksv0apVKzZu3FgIkYniKjU1FW9vb2JjY7lw4cJzj0uapriPg1zc4xeioBRkwpicDAkJGZfDh9WlXj01QUtMVJekpMz3L1yAL798mnQNHAjVqqmPk5LUJe1+cjJERcGff6pJlLGxmpiWL68+Tk5+ept2PyZGTewUBTQasLcHU9OnSe6zS0ICxMU9raPJ/zfPpSW4omgYG8PHH8PUqS/2/JJ0vterFuR79+7Ro0cPwsPDcXBw4Oeff6ZChQqZyhkbG+Ph4QHASy+9xO+//15oMVlaWjJmzBg+/vhjjh8/TsOGDQvtWKJ42bRpEydPnmT16tUvnBwLIYpOfhJYHx949Cj7JTQUZs16mpD26QMVK8KTJ0+X+Pin96Oj1SQ2LcG0slITxbRkuCCbrpKS4Ntv1ftGRmp8pUplvH3yRE1kQb29eFFNqE1M1KTKxERdSpdWb+/dy9hSWb48uLur+zc2zrycPKkm92n1bdoUmjVTy6c9J+3+X3/Bzp1Py3boAP7+T7cbGanr0+5v2wabNqmvn5ERdOsGb7zxtIxGk/H+xo2wZs3T8m+/DT17Zi6f9vjcOXjnnacttgsWgIdHxnLpl9OnYcSIp38L334LaRMXpi+X9vjUKRg06On+V6yA+vUzlkl//8QJ6Nv3afkff4S01CR9ubTb48ehVy+1vKmp+vcscqdXLciTJ0/G2tqaKVOmMHv2bO7fv8+cOXMylbOwsCAu/VfRPMjPt57Y2FicnZ1xd3dn79698lO6AGDFihUsW7aMv/76C2Nj4xfeT3H/Rl7c4xfFV14S3sREuH8f9u6FAQPUJMHEBCZMgEqV4OFDePAg83LrFly9mr9EtUwZMDMDc/PMy40b6k/loCYx3t7QpIlavnTpzMuuXRmTwL591cTO1PTpUqrU0/unTkGPHk+Toh07niak2b2Wr7yivl6mprn/DF+Y5fUplvTPKQ7dVQqqfHZK0vlerxLkOnXqEBQURLVq1bh58yZ+fn5cvHgxU7miTpABvv76a3bv3s0PP/xA2bJlX3g/wrCkzR6ZH8X9hFPc4xf6I6cPcUVRf9a/fVtdDhyADz9UW+mMjdUWRhMTNRm+f19t4bx/Hx4/zv24lpZQrpy6pN2/eRPOnlW3azRqQvXqq1C2bNbLP/9Av35PE9Ldu9VW0pzqKkld8YhFPFWSzvd6lSBbWVkRExMDqIlHhQoVtI/TMzExwcvLCxMTE6ZMmULnzp1z3Xd+39SCSISEYbh//z7btm2jd+/eBfI3UdxPOMU9fqE7igKxsWr/1127YPLkpwlvq1ZqmbSEODpa3ZadcuWgRg2oUAGsrdXb9Pejo9UuEGkJ7Pr16jEsLLJuVTWEhFSIglaSzvdF3ge5TZs2/Pfff5nWz5w5M8NjjUaTbfJx7do1bG1tuXLlCq1bt8bDw4OaNWtmKrd06VKWLl0KqMO15UdaLP/88w+nT5+ma9eu+dqfKL6mTZvGkiVL8Pb2pk6dOroORwi9pCjwxx/qYm+vJqJRUZmXrFp4k5PVUQnq1FGTXm9vqFxZXSpVUm9v3IDhwzN2IcgtaWzXLu8Jpq+vmhQ/T0Lq6/t8iWthlxdCvLgiT5B3796d7bYqVapw8+ZNbReLypUrZ1nO1tYWACcnJ/z8/Dh58mSWCfLQoUMZOnQoUHBj902dOpUdO3bQoEEDHB0dC2Sfovg4efIkS5YsYdSoUZIcixLn2RbMx4/VfrpXrmRcrl5V+9cmJmZ8fqlSUL062NqqFyF17Kjet7VVu0OkXQhlaqom1rklg7Vr61cCK4QwHHo1ikVAQACrVq1iypQprFq1itdffz1Tmfv371OmTBlKly7NnTt3OHjwIJMnTy6yGOfPn4+rqyvDhg3jzz//lG4XJUhycjLDhg3DxsaGjz76SNfhCFEkkpPVcVQ3bYLp09XHRkbqqAX372csa2EBjo7qmKxWVupYtoqidpl47z11eKnsLhID9Ur/wkx4hRAir/QqQZ4yZQpvvvkmy5cvp0aNGvz8888AhISEsGTJEpYtW8b58+cZNmwYRkZGpKamMmXKFFxdXYssRnt7e2bPns3o0aNZvXo1/fr1K7JjC9369NNPOXbsGD/99BNWVla6DkeIfEvfItywoZoInzunXpx27py6XLyotuqml5oKNWuqQ2k5OoKTk7rY2DwdXurZPrwdO+acHIMkvEII/aFXF+kVpoLsWJ6amkrz5s05f/48p06dwt7evkD2K/Tb9u3b2blzJ19++WWB7re4X/RQ3OMviWJiYPVqmDRJTX7TxntNGwdXo1ETXlfXp0tyMoweXbgXrQkh9FtJOt/rVQtycWFkZMTKlSv5+uuvqVSpkq7DEUXk1Vdf5dVXX9V1GEI8l0eP1Ekajh17uvz7b8YyigLNm8PgwWoyXKeOOobvs1xcpAuEEKJkkAT5BdWqVUvbkpicnIyJibyUhmrs2LFUqlSJadOmSZ9zodeSk9WW4c2b1dbga9fUbhJpU/na26sjQgwcqI7dO2XK0xbhTz/N28gOkvAKIUoCyery6dKlS3Ts2JElS5bQKm3gTmEwVqxYwVdffcXkyZNLVHKckpKCt7c3tra2bN26VdfhiGykpqrT2u7d+3RJP2yary9Mm6ZOk+ztDVWrZny+j490gRBCiKxIgpxP1atXx8jIiJ49e3L06FFq1Kih65BEATl+/DgjRozglVdeyTROt6FbsGABLi4uPHjwQNehiHQURZ2xLS0Z3rcP7t5Vt9WqBe7u6vjBqanqyBGdOsHUqdnvT1qEhRAia7lcUyxyU7ZsWTZt2kRCQgKdOnXi4cOHug5JFIA7d+7QpUsXKleuzLp164pdF5rHjx/z8ccfM2TIEED9pSOvLcGRkZH88ccfDB48uDBDFHm0cSN06wbt24OdHdStCyNHwpEjagK8ahVcv64mzvPnQ+nSanJsaqq2DAshhHh+xetTX0/VrVuXDRs28Oqrr9K7d29+++03jI2NdR2WyIdDhw5x9+5d9u3bVywvxBwwYAANGzYkODgYUCfX6d69Ox07dsz1uePHj2fu3Lk5ftkryFkqRUaKovYb3rgRfvhBnXAjTZs2EBgIrVuro0w82+vnRWZ/E0IIkZm0IBeQtm3bsnDhQmJjY4mLi9N1OCKfAgICuHr1Kj4+ProO5YVcvnyZyZMnU6pUKQDKlClDXkZ03Lp1K5UrV6Zhw4Y5lhs6dCghISGEhIQUyy8Q+kZR4Phx+N//1JEi3N3hww/VC+jSkmBjYzUxHjJEHYM4uy7xvr5qtwpJjoUQ4sVJglyARo4cyd69eylfvjzJycm6Dkc8J0VRGD9+PL///jtAsU78TE1NefLkifbCwsuXL1O6dOlcn3fw4EF+//13HBwc6NmzJ3v37uWtt94q7HBLlOBgmDULDhxQl3feUSfb8PaGuXPVbhSLF0NUFKxbB2Zm0mVCCCGKmnSxKGAmJibExcXx2muv0aVLF8aNG6frkEQeKIrChx9+yIIFCyhTpgwBAQG6DilfZsyYQfv27YmIiKBPnz4cPHiQlStX5vq8WbNmMWvWLACCgoL4/PPP+fHHHws52pLj4MGns8ulNeibmkK7dmqLcadO6mx0aapVky4TQgihC5IgFwIzMzNsbGwYP348ZcuWlYud9JyiKEyfPp1PPvmEgQMHGsSIFW3btqVBgwYcPnwYRVFYsGABNukzL1Gk/vsPVqyAzz6DhISn63v0gKVLoVy57J8rI00IIUTRkwS5EJiYmLBu3To6d+7M0KFDSUlJYdiwYboOS2RBURT+97//MXv2bAYPHsy3335brMc7PnHiRIbH1apVA+D69etcv36dBg0a5Hlffn5++Mlv+i8sNVUdiu3bb+G339RJPOrXV2e2S0lRW47Hjcs5ORZCCKEbkiAXElNTU3799Ve6d+/O8OHDSU5OZtSoUboOS2Th0aNHDB8+nMWLF2NkVLy75U+cOBGA+Ph4QkJCqFevHoqiEBYWhre3t3ZUC1F4oqPV1uKlS+HyZbC2hrFjYehQdQrn4GDpMiGEEPpOEuRCZG5uzqZNm5g4cSJt27bVdTginYSEBCIjI6lZsyYLFiwAKNYtx2n27dsHQJcuXThx4gQeHh4AnDlzhsDAQB1GZriCg9UJO8qVUy+627gRkpKgeXOYMQO6dlUvtEsjXSaEEEL/SYJcyEqVKsXChQsB9ef8pUuX0rdvX8zNzXUcWcl179493njjDa5cucKFCxcoW7asrkMqcBcvXtQmxwDu7u6cP39ehxEZpr171Qk8kpLUxxYW6iQeQ4eCq6tuYxNCCPHiivfvycVMcHAww4cPp2XLlkRFRek6nBLpypUrNG3alMOHDzN37lyDTI4BPD09GTx4MEFBQQQFBTFkyBA8PT11HZbBePwY5s2DgICnybGREbz7rjqbnSTHQghRvEmCXISaNm3Kpk2bOH/+vPQH1YEtW7bQsGFDoqOj2b17N7169dJ1SIVmxYoVuLm5sWDBAhYsWICrqysrVqzQdVjF3uPH8MUX6rjFkyapiXDa1M6lS4P0pBJCCMMgCXIR69y5M4cPH6Zs2bL4+fmxatUqXYdUIiiKwjfffIOjoyNHjx6lefPmug6pUJmZmTFhwgQ2bdrEpk2bmDBhAmbpO8KK5/LkidoyXLMmTJwIHh7w999w9Kja//jjj9XxiqVvsRBCGAbpg6wDbm5uHD16lH79+mmH4RKFIzIyEo1Gg62tLWvWrMHc3LxEJIqOjo5ZXnR45coVHURTfD15oo5GMXu2OpZxq1bw88/qBXhp5KI7IYQwPJIg64i1tTVbtmzRPv7yyy+pU6cOHTp00GFUhkNRFFauXMmECRNo3Lgxf/75JxUqVNB1WEUmJCREez8+Pp4NGzZw7949HUZUfAQHw+7dcP8+rF8PN29Cy5bq/ZYtdR2dEEKIoiAJsh5ITExk9erVhIaGMmDAAObOnSuznuVDZGQkQ4YMYceOHbRo0YKvv/5a1yEVuYoVK2Z4PH78eBo2bMhHH32ko4iKhwMHoHXrpxfeeXnB2rXqmMVCCCFKDkmQ9YCpqSnBwcEEBgYyb948fv/9dz7//HP69etnEGPzFqXDhw/j7+9PcnIyCxcuZNSoUcV+8o8XkX5GvdTUVEJCQkhOTtZhRPovNBR69sw4KkX37pIcCyFESSQJsp4wMzNj9uzZ9OnTh+HDhzN06FCaN29OzZo1dR1asRATE4OVlRXu7u506NCBTz75pES/dmkz6oE69bmjoyM///yzDiPSX48eQWAgfPmlOtmHqenTqaBbtdJ1dEIIIXRBEmQ94+Hhwd9//82JEye0Cd4XX3zBG2+8gaOjo46j0z+XLl1i8uTJnD9/nrCwMCwsLFi3bp2uw9K55cuX4+TklGHd1atXdRSN/tq+XZ3YIzwcBg+GOXPg4kWZCloIIUq6kvfbczFgZGSEt7c3ABEREUybNo06deowbtw4bt26pePo9MPFixd5++23qVu3Lrt27aJfv34oiqLrsPRGt27d8rSupPrvP7U7RYcO6jTQ+/fDd9+BtbWaFE+dKsmxEEKUZNKCrOfs7e25dOkSM2bMYPHixXz77bf069ePTz75hEqVKuk6PJ0IDg6mWbNmlC5dmgkTJjBp0iSqVq2q67D0woULFzh79iyxsbFs3LhRu/7BgwfEx8frMDL9kJoKy5bBe++pk37MmKHeL11a15EJIYTQJ5IgFwO2trYsXbqUSZMm8fnnn7N582Y+//xzAO7cuUPFihUN+mK+5ORktm7dyoMHD+jbty+NGjVi5syZDBw4kMqVK+s6PL1y8eJFtm7dSkxMTIZhBC0tLfnuu+90GJnunTsHw4apI1W0bAnffgt16ug6KiGEEPpIo5SQ36W9vb0zjA1bnMXHx2NmZkZqaioeHh6kpqYycOBA3n77bYNqSY2MjOSHH35gyZIlXL9+nYYNG3Ls2DGD+zJQGH+bwcHB+BZRHwF9/98KCoKPPoK//lIvwps3D/r3BwP7MxJCiEKn7+f7giR9kIuhtJngUlJSmDhxIhUrVmTy5MnY2dkREBDAgQMHdBxh/s2aNYuXXnqJ//3vfzg7O7Nx40YOHz5scMlxQZs7dy4Aa9euZezYsZmWkmbdOnVc43371Mc//AADBkhyLIQQImfSxaIYK1WqFAMHDmTgwIFcvHiRFStWsHr1aq5du0azZs24fv06W7dupVOnTtjb2+s63CwpisKZM2f4888/2bFjB/PmzaNevXq0aNGCGTNm0LNnT2rVqqXrMIsNFxcXAO1FniXZxo1qS3H638jCwuC113QWkhBCiGJCr7pYbNiwgcDAQM6fP8/Ro0ez/ZDfsWMH48aNIyUlhcGDBzNlypRc911SfhZITU0lJSWFUqVK8d133zF06FAAatasSYsWLWjRogXdunXDwsJCp3HeuXOHSZMmsXPnTm7evAmAq6sr8+bNo3379jqNragV979NfYs/ORmmTVOHbHNxgatX1ck/TE1hzx4ZnUIIQ5OUlERkZKRciFyAzMzMsLOzo1SpUhnW69v5vjDpVQuyu7s7GzduZNiwYdmWSUlJYdSoUezatQs7Ozt8fHwICAjA1dW1CCPVX0ZGRtqZ44YMGULz5s3Zvn07f/31F7///jsrV67kjTfeAOD777/n1KlTeHh44OHhgZOTEzY2NgXWjSEyMpJ//vmHf//9l4sXLxISEkLr1q358MMPKVu2LNu3b6dly5b4+/vTrl07vW3lLk46deqU4/v3+++/F2E0Re/OHXX4tj171AvyFiyAEydkXGMhDFlkZCSWlpY4ODhIN7wCoCgKd+/eJTIyskTPv6BXCXLaz8M5OXr0KM7OztpJEHr27MnmzZslQc5G3bp1qVu3LhMmTCA1NZUrV65Qvnx5AM6ePcuyZct4/Pixtry9vT3Xr18HYMGCBVy8eBFLS0ssLCywsLDA3t5eO57u6tWriYqKIi4ujujoaO7cuUPt2rWZPXs2oH7TTBu32czMDC8vL2xsbAAwNzfnv//+k5NZAZs0aVK+nh8REUHfvn25desWGo2GoUOHMm7cuAKKrnCFhEDXrnDrFnz/vdrXGNSkWBJjIQxXfHy8JMcFSKPRULFiRaKjo3Udik7pVYKcF1FRURlaGu3s7Dhy5EiWZZcuXcrSpUsBSvwbDWrrsrOzs/bxvHnz+Oyzz7h69Spnzpzh2rVrpKSkaLfv37+fv//+m7i4OO1PV15eXtoE+auvviIkJARjY2NsbGyoVKlShlE0lixZgqWlJbVq1cLOzk7bsp1GTmYFr2XLltr7iYmJXLhwAY1GQ506dTA1Nc31+SYmJsybN48GDRrw8OFDGjZsSNu2bfX+C+jy5TBqFFStCgcPQsOGuo5ICFGU5POkYMnrqYMEuU2bNvz333+Z1s+cOZPXX3+9QI81dOhQbR9cuWgpa0ZGRtSsWVM7rXV66SeaSE5OJi4ujuTkZO26v/76CyMjI0xNTbP8Z+rcuXOhxCxy98cffzB8+HBq1qyJoihcvXqVb7/9lldffTXH51WrVo1q1aoB6tjJLi4uREVF6W2CnJAAY8fC0qXQpo06asX//0ghhBBCvLAiT5B3796dr+fb2toSERGhfRwZGYmtrW1+wxK5MDExwcrKKsM6c3Nz3QQjcjVx4kT27dun/cXg8uXLvPbaa7kmyOmFh4dz8uRJGjdunGmbPvw6ExEB3brB0aPq1NAffwzGxjoJRQhRwhkbG+Ph4UFycjKOjo788MMPmT4z82LlypWEhISwaNGigg9SPJdiNw6yj48Ply5d4urVqyQmJrJ+/XoCAgJ0HZYQesXS0jJDdxonJycsLS3z/Py4uDi6du3K/PnzKVeuXKbtQ4cOJSQkhJCQkCKf8jw4GAYPBk9POH9eHc7t008lORZC6I65uTmhoaGcOXMGa2trFi9erOuQRD7pVYK8adMm7OzsCA4O5rXXXsPf3x+AGzdu0KFDB0BtyVy0aBH+/v64uLjw5ptv4ubmpsuwhdA73t7edOjQgZUrV7Jq1So6deqEj48PGzduzNB1JitJSUl07dqVPn360KVLlyKKOG+Cg9Vpopcvh9hYdbro/x+URQgh8iw4GGbNUm8Lmq+vL1FRUYD661379u1p2LAhzZs358KFCwBs2bKFxo0bU79+fdq0aaO9oF3oD726SO+NN97QDkGWXvXq1dm2bZv2cYcOHbQJsxAis/j4eKpUqcL+/fsBqFSpEk+ePGHLli1oNJpsE19FURg0aBAuLi688847RRlynkyfro5pDGBkBOHhOg1HCKFnxo+H0NCcy8TGqpMGpaaq5xFPT/j/wZ2y5OUF8+fn7fgpKSns2bOHQYMGAeqvbUuWLKFWrVocOXKEkSNHsnfvXpo1a6adHXbZsmXMnTuXefPm5e0gokjoVYIshCgYK1aseKHnHTx4kB9++AEPDw+8vLwA+PTTT3X+hVRRIDAQdu9+2pXC1FQd21gIIZ5HbKyaHIN6Gxubc4KcF0+ePMHLy4uoqChcXFxo27YtcXFxHDp0iO7du2vLJSQkAOr1Uz169ODmzZskJiaW6PGG9ZUkyEIYoKtXr/LVV18RHh6eYeSR3CYKadasGXo0uSagJscffAAzZ6pjGw8cCH//LRN/CCEyy0tLb3AwvPIKJCaqX7TXrMn/uSStD/Ljx4/x9/dn8eLF9O/fHysrK0KzaNIeM2YM77zzDgEBAQQFBREYGJi/AESBkwRZCAPUuXNnBg0aRKdOnTKNP12cKApMmQJz58KQIbBkifqTaLNmuo5MCFFc+fqqs20WxgybZcqUYeHChXTu3JmRI0fi6OjIhg0b6N69O4qiEBYWRr169YiNjdWOwLVq1aqCC0AUGEmQhTBAZmZmjB07Vtdh5IuiwKRJ8MUXMGIELFqkJsdCCJFfhTnDZv369fH09GTdunWsWbOGESNG8Mknn5CUlETPnj2pV68egYGBdO/enQoVKtC6dWuuXr1aOMGIF6ZR9O331ELi7e1NSEiIrsMQIpPC+Ntcu3Ytly5dol27dpQuXVq7vkGDBgV6HCic+BVFvdhm4UJ1IpD580EmdhJCZOX8+fO4uLjoOgyDk9XrWpJyKWlBFsIAnT59mh9++IG9e/dqu1hoNBr27t2r48hyl5oKo0fDN9/AO+/A559LciyEEKJoSYIshAHasGEDV65cwdTUVNehPJfUVLU7xdKlMHkyzJ4tybEQQoiiJz36hDBA7u7uxMTE6DqM55KSol6It3QpvP++JMdCCCF0R1qQhTBAMTEx1K1bFx8fH20fZI1Gw+bNm3UcWdZSUtTh21avhg8/VBdJjoUQQuiKJMhCGKAZM2Zo7yuKwt9//8369et1GFH2/v4bxoyBU6fg449h2jRdRySEEKKkkwRZCAPUsmVLTp48ydq1a9mwYQOOjo4MHz5c12FlcugQtGqltiCXKqUO3i+EEELomiTIQhiQf/75h3Xr1rFu3TpsbGzo0aMHiqKwb98+XYeWpf37M075GhQks+MJIYofCwsL4uLiCvUYTZs25dChQ4V6DPGUJMhCGJC6devSvHlztm7dirOzMwBffvmljqPKnp8fmJk9nfLVz0/XEQkhhH4qqOQ4OTkZExNJ/3Ijo1gIYUA2btxItWrVaNWqFUOGDGHPnj3o81xAaVO+fvyxeiutx0KIIhEcDLNmqbcFKCgoiJYtW/L666/j5OTElClTWLNmDY0aNcLDw4PLly8DsGXLFho3bkz9+vVp06YNt27dAiA6Opq2bdvi5ubG4MGDqVGjBnfu3AHUVuq0Y/j5+dGtWzfq1q1Lnz59tOf5jz76CB8fH9zd3Rk6dKh2vZ+fH+PHj8fb25uZM2fi6OhIUlISAA8ePMjwWKjkK4QQBqRz58507tyZR48esXnzZubPn8/t27cZMWIEb7zxBu3atdN1iJkU5pSvQogSZvx4CA3NuUxsLISFqf26jIzA0xPKl8++vJeXOp1nHp06dYrz589jbW2Nk5MTgwcP5ujRoyxYsICvvvqK+fPn06xZMw4fPoxGo2HZsmXMnTuXefPmMWPGDFq3bs3UqVPZsWMHy5cvz/IYJ0+e5OzZs1SvXp2XX36ZgwcP0qxZM0aPHs306dMBePvtt9m6dSudOnUCIDExUTsLXnh4OH/88QedO3dm/fr1dOnShVKlSuW5jiWBtCALYYDKli1L79692bJlC5GRkdSvX585c+boOiwhhNC92NiMFz/Exhbo7n18fKhWrRqlS5emZs2a2oYJDw8PwsPDAYiMjMTf3x8PDw8+++wzzp49C8CBAwfo2bMnAO3bt6dChQpZHqNRo0bY2dlhZGSEl5eXdr/79u2jcePGeHh4sHfvXu1+AXr06KG9P3jwYFasWAHAihUrGDBgQIG+BoZAWpCFMHAVKlRg6NChDB06VNehCCFE4cpLS29wsDpkTtrFD2vWFOjPWGljzwMYGRlpHxsZGZGcnAzAmDFjeOeddwgICCAoKIjAwMAXPoaxsTHJycnEx8czcuRIQkJCsLe3JzAwkPj4eG25smXLau+//PLLhIeHExQUREpKCu7u7i9SVYMmLchCCCGEKDn04OKH2NhYbG1tAVi1apV2/csvv8zPP/8MwM6dO7l//36e95mWDNvY2BAXF8cvv/ySY/m+ffvSu3dvaT3OhiTIQgghhChZfH1h6lSdXQARGBhI9+7dadiwITY2Ntr1H374ITt37sTd3Z0NGzZQtWpVLC0t87RPKysrhgwZgru7O/7+/vj4+ORYvk+fPty/f59evXrlqy6GSqPo8yXuBcjb21vbOV0IfVLc/zaLe/xCiOLt/PnzuLi46DqMApGQkICxsTEmJiYEBwczYsQIQnO76PAF/fLLL2zevJkffvghy+1Zva4l6XwvfZCFEEIIIfTA9evXefPNN0lNTcXU1JTvvvuuUI4zZswYtm/fzrZt2wpl/4ZAEmQhhBBCCD1Qq1YtTp48WejH+eqrrwr9GMWd9EEWQmSwY8cO6tSpg7OzM7Nnz9Z1OEIIkasS0lu0yMjrKQmyECKdlJQURo0axfbt2zl37hzr1q3j3Llzug5LCCGyZWZmxt27dyWpKyCKonD37l3MzMx0HYpOSRcLIYTW0aNHcXZ2xsnJCYCePXuyefNmXF1dC++gwcEQFAR+fnm7olzKF1x5fYpFykv5FyxrZ2dH5OnTRF+6BObmkG6M4GwlJEB8PJiZSfksmJmZYWdnl/t+DZgkyEIIraioKOzt7bWP7ezsOHLkSOEdMDgYWrSA5OS8Tfn6vFPESvnsy+tTLFJeyudj36ViY3HUl9j1ubyiqAmyjsZ+Lm6ki4UQ4rktXboUb29vvL29iY6OfvEdBQVBSop6Py9Tvj7vFLFSvnjEIuWlvL7GYkjlFUWdPTAoKOfyQqWUEA0bNtR1CEJkSZ/+Ng8dOqS0a9dO+/jTTz9VPv300xyfk6/4Dx1SFHNzRTE2Vm8PHZLyRVVen2KR8lJeX2MpieVzoE+fV4VNJgoRQsf06W8zOTmZ2rVrs2fPHmxtbfHx8WHt2rW4ubll+5x8x69P/R5LWnl9ikXKS3l9jaUkls+GPn1eFbYSkyDb2Njg4OCQ7fbo6GgqVapUdAHlkT7GpY8xQfGNKzw8nDt37hRhRDnbtm0b48ePJyUlhYEDB/L+++/nWD63/6280Nf3rrCUpPqWpLqC1NeQlaS6Qtb11bfPq8JUYhLk3OjrtyJ9jEsfYwKJqzgraa9RSapvSaorSH0NWUmqK5S8+j5LLtITQgghhBAiHUmQhRBCCCGESEcS5P83dOhQXYeQJX2MSx9jAomrOCtpr1FJqm9JqitIfQ1ZSaorlLz6Pkv6IAshhBBCCJGOtCALIYQQQgiRjiTIQgghhBBCpFNiE+QNGzbg5uaGkZFRjsOY7Nixgzp16uDs7Mzs2bMLPa579+7Rtm1batWqRdu2bbl//36W5YyNjfHy8sLLy4uAgIBCiSW3uickJNCjRw+cnZ1p3Lgx4eHhhRLH88a1cuVKKlWqpH19li1bVugxDRw4kMqVK+Pu7p7ldkVRGDt2LM7Oznh6enLixIlCj6m4KOr/MV1ycHDAw8MDLy8vvL29dR1Ogcvq/yCv57TiKKv6BgYGYmtrqz3/bNu2TYcRFpyIiAhatWqFq6srbm5uLFiwADDc9ze7+hri+xsfH0+jRo2oV68ebm5ufPjhhwBcvXqVxo0b4+zsTI8ePUhMTNRxpEVMZ3P46di5c+eUCxcuKC1btlSOHTuWZZnk5GTFyclJuXz5spKQkKB4enoqZ8+eLdS43n33XWXWrFmKoijKrFmzlMmTJ2dZrmzZsoUaR17qvnjxYmXYsGGKoijKunXrlDfffLNQY8prXCtWrFBGjRpV6LGkt3//fuX48eOKm5tbltv/+OMPpX379kpqaqoSHBysNGrUqEjj01e6+B/TpRo1aijR0dG6DqPQZPV/kNdzWnGUVX0//PBD5bPPPtNhVIXjxo0byvHjxxVFUZQHDx4otWrVUs6ePWuw72929TXE9zc1NVV5+PChoiiKkpiYqDRq1EgJDg5Wunfvrqxbt05RFEUZNmyY8vXXX+syzCJXYluQXVxcqFOnTo5ljh49irOzM05OTpiamtKzZ082b95cqHFt3ryZfv36AdCvXz9+++23Qj1edvJS9/SxduvWjT179qAU8jWfunhP8qJFixZYW1tnu33z5s307dsXjUZDkyZNiImJ4ebNm0UYoX7S1/dTvJis/g/05ZxWGHL7vzck1apVo0GDBgBYWlri4uJCVFSUwb6/2dXXEGk0GiwsLABISkoiKSkJjUbD3r176datG2BY721eldgEOS+ioqKwt7fXPrazsyv0f5Bbt25RrVo1AKpWrcqtW7eyLBcfH4+3tzdNmjQplD/avNQ9fRkTExPKly/P3bt3CzyW540L4Ndff8XT05Nu3boRERFRqDHlhS7+loqDkva6aDQa2rVrR8OGDVm6dKmuwykSeT2nGZJFixbh6enJwIEDDabLQXrh4eGcPHmSxo0bl4j3N319wTDf35SUFLy8vKhcuTJt27alZs2aWFlZYWJiAhj+uTkrBp0gt2nTBnd390yLrluo8hqXRqNBo9FkuY9r164REhLC2rVrGT9+PJcvXy6K0IuFTp06ER4eTlhYGG3bttW2bgihawcOHODEiRNs376dxYsX89dff+k6pCKV0znNUIwYMYLLly8TGhpKtWrVmDhxoq5DKlBxcXF07dqV+fPnU65cuQzbDPH9fba+hvr+GhsbExoaSmRkJEePHuXChQu6DknnTHQdQGHavXt3vp5va2ubofUxMjISW1vb/IaVY1xVqlTh5s2bVKtWjZs3b1K5cuVsYwNwcnLCz8+PkydPUrNmzXzHln7/udU9rYydnR3JycnExsZSsWLFAovhReNKH8PgwYOZPHlyocaUF4X1t1TclbTXJa1ulStX5o033uDo0aO0aNFCx1EVrrye0wxFlSpVtPeHDBlCx44ddRhNwUpKSqJr16706dOHLl26AIb9/mZX3zSG9v4CWFlZ0apVK4KDg4mJiSE5ORkTExODPzdnxaBbkPPLx8eHS5cucfXqVRITE1m/fn2hjRiRJiAggFWrVgGwatUqXn/99Uxl7t+/T0JCAgB37tzh4MGDuLq6Fmgceal7+lh/+eUXWrduXeitB3mJK33f3t9//x0XF5dCjSkvAgICWL16NYqicPjwYcqXL6/9WbIk08X/mK48evSIhw8fau/v3Lkz21FPDElezmmGJP35Z9OmTQbzHiuKwqBBg3BxceGdd97RrjfU9ze7+hri+xsdHU1MTAwAT548YdeuXbi4uNCqVSt++eUXwLDe2zzT7TWCurNx40bF1tZWMTU1VSpXrqy0a9dOURRFiYqKUl599VVtuT/++EOpVauW4uTkpHzyySeFHtedO3eU1q1bK87Ozsorr7yi3L17V1EURTl27JgyaNAgRVEU5eDBg4q7u7vi6empuLu7K8uWLSuUWLKq+wcffKBs3rxZURRFefLkidKtWzelZs2aio+Pj3L58uVCieN545oyZYri6uqqeHp6Kn5+fsr58+cLPaaePXsqVatWVUxMTBRbW1tl2bJlyjfffKN88803iqKoVwmPHDlScXJyUtzd3bMdOaUkKur/MV25fPmy4unpqXh6eiqurq4GWdes/g+yO6cZgqzq+9Zbbynu7u6Kh4eH0qlTJ+XGjRu6DrNA/P333wqgeHh4KPXq1VPq1aun/PHHHwb7/mZXX0N8f0+dOqV4eXkpHh4eipubmzJjxgxFUdRzlo+Pj1KzZk2lW7duSnx8vI4jLVoy1bQQQgghhBDpSBcLIYQQQggh0pEEWQghhBBCiHQkQRZCCCGEECIdSZCFEEIIIYRIRxJkIYQQQggh0pEEWWRgbGyMl5cX7u7udOrUSTs24vNauXIlo0ePLtjghBCiAMycORM3Nzc8PT3x8vLiyJEjhXYsPz8/QkJCCm3/QojCIQmyyMDc3JzQ0FDOnDmDtbU1ixcv1nVIQghRYIKDg9m6dSsnTpwgLCyM3bt3Y29vr+uwhBB6RhJkkS1fX1+ioqIAuHz5Mu3bt6dhw4Y0b95cO0/7li1baNy4MfXr16dNmzbcunVLlyELIUSObt68iY2NDaVLlwbAxsaG6tWr89FHH+Hj44O7uztDhw4lbYoAPz8/JkyYgLe3Ny4uLhw7dowuXbpQq1Ytpk2bBkB4eDh169alT58+uLi40K1bNx4/fpzp2Dt37sTX15cGDRrQvXt34uLiiq7iQojnIgmyyFJKSgp79uzRTvs7dOhQvvrqK44fP87nn3/OyJEjAWjWrBmHDx/m5MmT9OzZk7lz5+oybCGEyFG7du2IiIigdu3ajBw5kv379wMwevRojh07xpkzZ3jy5Albt27VPsfU1JSQkBCGDx/O66+/zuLFizlz5gwrV67k7t27AFy8eJGRI0dy/vx5ypUrx9dff53huHfu3OGTTz5h9+7dnDhxAm9vb7744ouiq7gQ4rmY6DoAoV+ePHmCl5cXUVFRuLi40LZtW+Li4jh06BDdu3fXlktISAAgMjKSHj16cPPmTRITE3F0dNRV6EIIkSsLCwuOHz/O33//zb59++jRowezZ8/G0tKSuXPn8vjxY+7du4ebmxudOnUC0DYUeHh44ObmRrVq1QBwcnIiIiICKysr7O3tefnllwF46623WLhwIZMmTdIe9/Dhw5w7d05bJjExEV9f36KsuhDiOUiCLDJI64P8+PFj/P39Wbx4Mf3798fKyorQ0NBM5ceMGcM777xDQEAAQUFBBAYGFnnMQgjxPIyNjfHz88PPzw8PDw++/fZbwsLCCAkJwd7ensDAQOLj47Xl07pjGBkZae+nPU5OTgZAo9FkOMazjxVFoW3btqxbt66wqiWEKEDSxUJkqUyZMixcuJB58+ZRpkwZHB0d2bBhA6Ce6E+dOgVAbGwstra2AKxatUpn8QohRF5cvHiRS5cuaR+HhoZSp04dQO2PHBcXxy+//PLc+71+/TrBwcEArF27lmbNmmXY3qRJEw4ePMi///4LwKNHj/jnn39etBpCiEImCbLIVv369fH09GTdunWsWbOG5cuXU69ePdzc3Ni8eTMAgYGBdO/enYYNG2JjY6PjiIUQImdxcXH069cPV1dXPD09OXfuHIGBgQwZMgR3d3f8/f3x8fF57v3WqVOHxYsX4+Liwv379xkxYkSG7ZUqVWLlypX06tULT09PfH19tRc7CyH0j0ZJu1RXCCGEEM8tPDycjh07cubMGV2HIoQoINKCLIQQQgghRDrSgiyEEEIIIUQ60oIshBBCCCFEOpIgCyGEEEIIkY4kyEIIIYQQQqQjCbIQQgghhBDpSIIshBBCCCFEOpIgCyGEEEIIkY4kyEIIIYQQQqQjCbIQQgghhBDpSIIshBBCCCFEOpIgCyGEEEIIkY4kyEIIIYQQQqQjCbIQQgghhBDpSIIshBBC56ZOncr8+fOf+3mNGjXi7NmzBR+QEKJEkwRZCFGgHBwcMDc3x8LCQrvcuHFD12EVufSvQ9WqVenfvz9xcXG6DqvI3b9/H41Gw9WrVzOsHzt2LEOGDAEgOjqa1atXM2zYsOfe/6RJk5g+fXqBxCqEEGkkQRZCFLgtW7YQFxenXapXr55he3Jyso4iK1ppr0NoaCgnT55k1qxZug6pyIWGhmJhYYGDg0OG9adPn8bLywuAlStX0qFDB8zNzZ97/wEBAezbt4///vuvAKIVQgiVJMhCiCLh4ODAnDlz8PT0pGzZsiQnJ3Pjxg26du1KpUqVcHR0ZOHChRmec/LkSRo0aIClpSU9evSgZ8+eTJs2DQCNRsO///6rLdu/f3/tNiDHfTs4OPD555/j6elJ+fLl6dGjB/Hx8drtERERdOnShUqVKlGxYkVGjx4NwGeffUbXrl0zxDh27FjGjRuXY92rVq2Kv78/oaGhGdbnFOOcOXOwtbXF0tKSOnXqsGfPHm3ss2bNwtXVlQoVKjBgwIAMsZ8/fx4/Pz+srKxwc3Pj999/z3O9sztmbu9TTkJDQ3F1dUWj0WRYf/bsWerXrw/A9u3badmyZYbtDx8+xM7OjqCgoAzrIyMj0Wg03L17FwAzMzMaNmzIn3/+meeYhBAiN5IgCyGKzLp16/jjjz+IiYnByMiITp06Ua9ePaKiotizZw/z58/XJjqJiYl07tyZt99+m3v37tG9e3d+/fXXPB0nNTU1x30D/Pzzz+zYsYOrV68SFhbGypUrAUhJSaFjx47UqFGD8PBwoqKi6NmzJwBvvfUWO3bsICYmBlBbwtevX0/fvn1zjCcyMpLt27fj7OycpxgvXrzIokWLOHbsGA8fPuTPP//M0AK7Zs0a/vzzTy5fvsw///zDJ598AkBSUhKdOnWiXbt23L59m6+++oo+ffpw8eLFXOud3THz8lrm5OTJk7i7u2dYd+vWLe7evYunpyegtibXqVMnQ5l58+bh5uaGn59fhvW2traULVuW06dPa9e5uLhw6tSpPMUjhBB5IQmyEKLAde7cGSsrK6ysrOjcubN2/dixY7G3t8fc3Jxjx44RHR3N9OnTMTU1xcnJiSFDhrB+/XoADh8+TFJSEuPHj6dUqVJ069YNHx+fPB0/t32nxVK9enWsra3p1KmTtnX36NGj3Lhxg88++4yyZctiZmZGs2bNAKhWrRotWrRgw4YNAOzYsQMbGxsaNmyY7etgaWmJvb09lStXZsaMGXmK0djYmISEBM6dO0dSUhIODg7UrFlT+9zRo0djb2+PtbU177//PuvWrdO+ZnFxcUyZMgVTU1Nat25Nx44dtdtzqnd2x8zLa5mT0NBQ1q1bh42NjXapW7cuzs7OWFhYABATE4OlpaX2OSkpKXzzzTcMHjwYUPsoX7lyBVB/OTAxMeHJkyfa8paWltovLUIIURBMdB2AEMLw/Pbbb7Rp0ybTent7e+39a9eucePGDaysrLTrUlJSaN68OaD+rG9ra5vhp/kaNWrk6fi57RvUbg9pypQpo72QMCIigho1amBikvXpsV+/fnzzzTcMGTKEH3/8kbfffjvbONJeh/3799O7d2/u3LmjjSmnGJ2dnZk/fz6BgYGcPXsWf39/vvjiC21f7vSvY40aNbSx37hxA3t7e4yMjDJsj4qKyrXe2R0zL69ldhISEjh//jw///xzhi83X3/9NZcvX9Y+rlChAg8fPtQ+PnPmDLdv38bf3x+AL774AkVRmD17Nk+ePOHhw4dUrlxZW/7hw4cZ4hNCiPySFmQhRJFJn+za29vj6OhITEyMdnn48CHbtm0D1NbaqKgoFEXRPuf69eva+2XKlOHx48fax+kv0spt3zmxt7fn+vXr2V5I2LlzZ8LCwjhz5gxbt26lT58+ue6zZcuW9O/fn0mTJuU5xt69e3PgwAGuXbuGRqPhvffe0z43IiIiw2uSljhXr16diIgIUlNTM2y3tbXNNcbsjpmf1/LMmTOkpqbStm1b7OzstMulS5e0/Y8BPD09+eeff7SPo6KiqFChAuXKlQPUlvq0hHj//v1UqFAhw/PPnz9PvXr18lRHIYTIC0mQhRA60ahRIywtLZkzZw5PnjwhJSWFM2fOcOzYMQB8fX0xMTFh4cKFJCUlsXHjRo4ePap9vpeXF2vXriUlJYUdO3awf//+PO87t7iqVavGlClTePToEfHx8Rw8eFC73czMjG7dutG7d28aNWrESy+9lKf6jh8/nl27dmn7yuYU48WLF9m79//au/OwKMvugePfARRRUEBDDUxcUAMURRQtcsmttDSz0ja1TcvKbLWyzFZbrN629zVb1NJWW8wWKxdU+hGKJCLkDiouuOACiMjy/P44srigMywz88D5XNdcwDA8c8vxGc7cz7nPvYy8vDzq1auHh4fHabPCH3zwAenp6WRmZvLyyy8zcuRIACIjI6lfvz6vv/46+fn5REdHs2jRopIa6vMp7zmt+V2OHTuWsWPHnnXMf/75h+Dg4JJSimJr1qwp6WABMHjw4NPi5+vry7Fjx0hNTeXLL7/k5MmTpKSkcOTIEaZNm8akSZNKfh8nTpxg7dq1DBgw4MJBUEopK2mCrJRyCFdXV37++WfWrVtHq1ataNKkCXfffTdHjx4FoG7dunz//ffMmTMHX19fvv76a66//vqSn3/nnXdYtGgR3t7ezJ8//7Ra5wsd+0LjWrRoEVu3buWSSy4hICCAr7/++rTHjBkzhqSkpPOWV5zpoosuYvTo0bzwwgsXHGNeXh5PPvkkTZo0oVmzZuzfv/+0FnG33HILAwcOpHXr1rRp06ake0fdunVZtGgRv/32G02aNGHChAl89tlndOjQ4YLjK+85rfld7tq1i8svv/ysY65bt+6suvEDBw6wY8eO0xLk0aNH8+uvv5bUFXfr1o1Ro0bRuXNnPvnkE3766Sf+7//+j6CgICIjI0+bTV+0aBF9+vQ5q5WgUkpVhsUoe/1SKaWc2NixYwkICCjp2uAoO3fupEOHDuzbt6+kDMBeAgMD+fjjj89Z4+0IJ0+eJCwsjPXr11OnTp0KH+fpp5/Gz8+PSZMm2fRzkZGRfPLJJ2d1ylBKqcrQRXpKKWWDoqIi3nrrLUaNGmX35NgZ1a1bl3///bfSx3nllVcq9HNxcXGVfm6llDqTJshKKWWlnJwcmjZtSsuWLVm8eLGjh6OUUqqaaImFUkoppZRSZegiPaWUUkoppcqoNSUWLi4ueHh4OHoYpmcYxmm9bJVz03iZi8bLXDRe5qMxq5zc3NzT+qzXZLUmQfbw8CAnJ8fRwzC9oqKi0/qxKuem8TIXjZe5aLzMR2NWOQ0aNHD0EOxG/5comyQnJzt6CMoGGi9z0XiZi8bLfDRmylqaICubHDp0yNFDUDbQeJmLxstcNF7mozFT1tIEWSmllFJKqTJqTZu3Bg0aaA1yFTh8+DA+Pj6OHoayksbLXDRe5qLxMh+NWeXUplxKZ5CVTbKyshw9BGUDjZe5aLzMReNlPhozZS1NkJVNtm/f7ughKBtovMxF42UuGi/z0Zgpa2mCrJRSSimlVBm1pg+yqhqBgYGOHoKygcbL+R06BPPmQVwcHD3ajdhYGD0a/P0dPTJ1IXp+mY/GTFlLZ5CVTXx9fR09BGUDjZdz+/xzaNsWJk2C2FjYtKkeTz8t982YAbVjCbV56fllPhozZS1NkJVNEhISHD0EZQONl3MyDHj2WZkpDg2Ff/6B1FT4+ONVbN0KV10Fjz8Od9wBhYWOHq0qj55f5qMxU9bSBFkppezsjTfgpZfgrrtg+XLo3Ln0e23awPffw7RpMHcuPPCAziQrpZS9aQ2yson2jzQXjZfz+eMPmDwZRo2CWbPApcw0RXG8LBZ47jk4fhxefx26doW773bQgFW59PwyH42ZspZuFKKUUnaybx+EhcFFF8Hq1VC//vkfX1QEgwbBX3/BmjUQEmKfcSql1LnUplxKSyyUTVasWOHoISgbaLycy733wrFj8PXX506Oz4yXi4ss5PPygttvh4ICOw1UWUXPL/PRmFWzO+8EPz9ZXFFs2jRpy9O5s9x+/bX0e9Ony6rk9u3h99/tPNjz0wRZ2aSWXHCoMTRezuOnn2DhQnj++fJngs8Vr2bN4L33ZCHff/9bzYNUNtHzy3w0ZtVs7FhYvPjs+x9+GNatk9vgwXJfSgp89RUkJ8vPTJjgVKuSNUFWNrFYLI4egrKBxss5HD8ODz4oifHDD5f/uPLideONMHAgPPMM7N1bTYNUNtPzy3w0ZtWsVy+wtpXewoWyGMPdHVq1kpnk1aurd3w20ARZ2aR3796OHoKygcbLObz7LuzcCR98AHXqlP+48uJlscjPnjghM9DKOej5ZT4as8opKCggIiKi5DZr1izrfvD996FTJynBOHxY7tu9G1q0KH1MQIDc5yQ0QVY2SUxMdPQQlA00Xo6XmQmvvgrXXAMX+tt8vni1bQvjx8PHH8PmzVU8SFUhen6Zj8asctzc3IiPjy+5jRs37sI/dN99sG2blFc0bw6PPlrt46wKmiArmxwufuenTEHj5XivvSYL815++cKPvVC8nnkG6tWTTUaU4+n5ZT4aMwdo2hRcXWXV8T33lJZR+PvDrl2lj0tPl/uchCbISilVTXbvlvKKW2+Vq4uV1bSp1DB/8w2sXVv54ymlVLUru3Dihx9KO1wMHSqL9PLyZCvRLVuge3fHjPEcHNYH+c474eefpRvIhg1y3+OPw6JFULeu7CY1ezZ4e5/9s4GB0vbI1RXc3CA+/sLPV5t691WnY8eO0bBhQ0cPQ1lJ4+VYDz8sHSg2b4bWrS/8eGvidfSovAb26SN/a5Tj6PllPhqzyrlgLnXzzRAdDQcPyjv655+Xr9etk8UUgYHw4YdSagFyae3TTyWZ+89/4Oqrq/3fYC2HJcgrV4KnJ4weXZog//EHXHml/J4mT5b7Xnvt7J8NDJSkuEkT659PE+SqkZaWRmBgoKOHoayk8XKcgwehZUsYMQI++8y6n7E2Xs8+K1tVJydDcHDlxqkqTs8v89GYVU5tyqUcVmJxrk4gAwdKcgzQo4eUoyjnkpaW5ughKBtovBznvfekvVvxm31rWBuvhx6SjUbONYGg7EfPL/PRmClrOW0N8qeflj/TbrFIMt21K1jbYUQppewlK0sS5Ouuq57toZs0kbUuX3wBO3ZU/fGVUqq2c3P0AM7l5ZdlJvnWW8/9/ZgYWei4fz8MGAAdOsiM9JlmzZpV0qMvPz+f6OhoAFq3bo2Xl1dJu5fGjRsTEhLCypUrAWljEhUVRUJCAseOHQMgIiKCjIwMdp1acRkUFIS7uzsbTtWH+Pn50a5dO2JiYgBwd3enZ8+exMfHk52dDUBkZCTp6ensPtXnr3379ri6upKSkgJAs2bNaNWqFbGxsQB4eHgQGRlJXFwcubm5APTs2ZPU1FT27dsHQHBwMIWFhWzatAkAf39/AgICiIuLA8DT05OIiAhiY2PJy8sDICoqis2bN7N//34AQkNDycvLY8uWLQC0aNGCpk2bEn+quLthw4aEh4cTExPDyZMniY6OplevXiQnJ3Po0CEAwsLCyMrKYvv27QAEBgbi6+tLQkICAD4+PoSFhbFixQoMw8BisdC7d28SExNLVhWHh4eTmZlZ8g5f41TxOBWc2pO4VatWJCUlaZzsHKd33qnD4cONGDhwLdu2eV8wTsXnU/H5ZU2cHn00jA8+KOLhh/fw0EPbNE52OJ/OfN1r2rQpO3fu1PPJyeNU9nw6efIkaWlpGqcKxqk2cVgNMkBamvQGLa5BBpgzR+q3ly6VS4gXMm2a1DI/9tj5H1eb6maq0+HDh/Hx8XH0MJSVNF72d/KkbArVoYO8jtnC1njddZfMIu/cCRddZONAVaXp+WU+GrPKqU25lFOVWCxeDK+/Dj/9VH5ynJMjly+LP//jj9KOIar6aZN1c9F42d+CBbBnz4XftJ+LrfF69FHZXU9LzRxDzy/z0ZgpazksQb75ZujZEzZtkt0FP/kEHnhAkt8BA6BzZ7j3Xnnsnj0weLB8npEBUVEQFibt8oYMgauuctS/QimlTvfOO9CuHQwaVP3PFRwsz/PBBzJzrZRSqmo4rAb5yy/Pvu+uu8792Isvhl9/lc9btwZ9A+g4jRs3dvQQlA00Xvb199+ySdT778umUbaqSLwmTZIFzd9+W/66DVU99PwyH42ZspZDa5DtqTbVzVSnoqIiXCryl185hMbLvm6+Wd7Mp6fLZka2qki8ioqkU4anpyTnFovtz6sqRs8v89GYVU5tyqX0f4mySfEKXWUOGi/72b1b6o/vuqtiyTFULF4uLtIXOT4e/u//Kva8qmL0/DIfjZmylibISilVBf77XygslLUU9nb77eDjIzu1KqWUqjxNkJVN3NycsnW2KofGyz5yc6U95dChsk6ioioarwYNYNw4+P573TjEnvT8Mh+NmbKW1iArpVQlffqplFYsWwZ9+zpmDLt2Sf/lSZNgxgzHjEEpVbPVplxKZ5CVTYp3HlLmoPGqfoYhrd06dYI+fSp3rMrEq0ULGDECPv4YTm26paqZnl/mozFT1tIEWdmkeMtMZQ4ar+q3YgWsXw8TJ1a+g0Rl4/XQQ3D0KHz+eeXGoayj55f5aMyUtTRBVkqpSnjnHWjcGG65xdEjkc2XIiLg3XdlZlsppVTFaIKsbBIREeHoISgbaLyqV2oqLFwoC+Q8PCp/vMrGy2KRmeyNG+HPPys/HnV+en6Zj8ZMWUsTZGWTjIwMRw9B2UDjVb2Kd8ybMKFqjlcV8brpJmjaVGaRVfXS88t8NGbKWpogK5vs2rXL0UNQNtB4VZ/sbPjkE1kYFxBQNcesini5u8O998Ivv8CWLVUwKFUuPb/MR2OmrKUJslJKVcDnn8uCuIcecvRIznbvvVCnDrz3nqNHopRS5qQJsrJJUFCQo4egbKDxqh6GISUMXbvKwriqUlXxatYMRo2C2bNBF+1XHz2/zEdjpqylCbKyibu7u6OHoGyg8aoeS5bIQriqaO1WVlXGa+JEKQOZPbvKDqnOoOeX+WjMlLU0QVY22bBhg6OHoGyg8aoe774Lfn4wcmTVHrcq4xURAZddJmUWRUVVdlhVhp5f5qMxU9bSBFkppWywdassgBs/XhbEObOJE2HbNvj1V0ePRClVK9x5p8wehIaW3peZCQMGQFCQfDx8WO43DHmRattWtiJ1sl0ONUFWNvHz83P0EJQNNF5V74MPwNVVFsJVtaqO1/XXg7+/tnyrLnp+mY/GrJqNHQuLF59+36uvQr9+0lanXz/5GuC33+S+LVtg1iy47z67D/d8NEFWNmnXrp2jh6BsoPGqWllZ8OmncOONcPHFVX/8qo5XnTrSo/nPPyElpUoPrdDzy4w0ZtWsVy/w9T39voULYcwY+XzMGPjxx9L7R4+WhRw9esCRI7B3rz1He14OS5BtmYU/09y58pigIPlc2U9MTIyjh6BsoPGqWp99Jl0hJk6snuNXR7zGjYN69bTlW3XQ88t8NGaVU1BQQERERMlt1qxZF/6hjAxo3lw+b9ZMvgbYvRtatCh9XECA3OckHJYg2zILX1ZmJjz/PMTFwerV8nl5ibRSSlWVoiJJMrt1g8hIR4/Gek2awK23SnKvr5VKqcpwc3MjPj6+5DZu3DjbDmCxVG3rn2rksATZlln4sn7/XWaXfX3Bx0c+PzPRVtVHW+SYi8ar6vz5J2zaVPWt3cqqrnhNnAjHj8PHH1fL4WstPb/MR2PmAE2blpZO7N0r5QMgCyTK7myYni73OQk3Rw+grPJm4cuyZUZ+1qxZJdP/+fn5REdHA9C6dWu8vLxITEwEoHHjxoSEhLBy5UpA3iFFRUWRkJDAsVNd9iMiIsjIyCjZpjIoKAh3d/eSljF+fn60a9eu5PKNu7s7PXv2JD4+nuzsbAAiIyNJT09n96kBt2/fHldXV1JOFQc2a9aMVq1aERsbC4CHhweRkZHExcWRm5sLQM+ePUlNTWXfvn0ABAcHU1hYyKZNmwDw9/cnICCAuLg4ADw9PYmIiCA2Npa8vDwAoqKi2Lx5M/v37wcgNDSUvLw8tpzal7ZFixY0bdqU+Ph4ABo2bEh4eDgxMTEUFBQQHR1Nr169SE5O5tChQwCEhYWRlZXF9u3bAQgMDMTX15eEU6tSfXx8CAsLY8WKFRiGgcVioXfv3iQmJnL41LRWeHg4mZmZpKWlaZyqIE4AvXr1IikpSeNUBXF67rmO+Po25MYb61RLnJKTk8nLyyM6Orpa4tSjRw/efbcO4eExuLoaNTZOUL3n05mvezt37tTzyQRxKns+paWlaZwqGKcKGTpU6mGffFI+DhtWev/778uuRnFx0KhRaRJYRXJycqhXrx6urq42/6zFMAyjSkdjg7Q0uOYaKG5L6O0tNdrFfHzOviQ4YwacOAHPPCNfv/gieHjAY4+d/7kaNGhATk5OFY289oqPjyciIsLRw1BW0nhVjS1boF07eO45mDat+p6nOuP1ww/S1eK77+Sjqjw9v8xHY1Y5F8ylbr4ZoqPh4EGZOX7+ebjuOrjpJti5E1q2hG++kTIAw4AHHpAygPr1ZVejSsamqKiIr776ivnz57NmzRrc3d3Jy8ujSZMmDBkyhPHjx9O2bVurjuVUM8jFs/DNm58+C1+Wv7/87oulp0OfPvYaoSp+F6vMQeNVNd57TzpCjB9fvc9TnfEaOlT+Nr37ribIVUXPL/PRmFWzL7889/1Ll559n8UifTOrUN++fenfvz/Tp08nNDQUFxepJM7MzGT58uVMnjyZ4cOHc9ttt13wWE6VIJc3C1/WoEHw9NOlM8t//AHTp9t3nEqp2iMzU1q73XxzlV/9sytXV5msefxxWLcOOnd29IiUUqpqLVmyhDp16px1v6+vLyNGjGDEiBHk5+dbdSyHlVjYMgsfHw8zZ5YuMPn0U3jlFfl8yhS4444LP5+WWFSN3NxcPDw8HD0MZSWNV+VNny5vytetg7Cw6n2u6o7X4cOybmPUKPjkk2p7mlpDzy/z0ZhVjllyqYkTJ7Jx40YsFgthYWHccsstdLZxVsChNcj2ZJagOrstW7YQFBTk6GEoK2m8KicvD1q1kn7tf/xR/c9nj3hNmCCTDLt2wUUXVetT1Xh6fpmPxqxyzJJLzZw5kzZt2pCfn09KSgpz5szh3nvv5YEHHrD6GLqTnrLJbidq4q0uTONVOV9+KeshHn3UPs9nj3g9+KAk/h99VO1PVePp+WU+GrPa4d5772XAgAEMHjyYxx57jPj4eD788EObjuFUNchKKeUsDAPefFNmjwcOdPRoqs6ll8q/5733JPHXtrBKqZpq5syZbN26laysLBo2bGjTz+oMsrJJ+/btHT0EZQONV8X98Ye0oHz0Uftt/GSveD3+OOzbB59/bpenq7H0/DIfjVntMnjwYC699FLS09N56qmnbPpZTZCVTSrSbFs5jsar4t58U7pW3Hyz/Z7TXvHq1w/Cw+GNN6Cw0C5PWSPp+WU+GrPa4cYbb+Tff//lkksu4a677mLRokVMmTLFpmNogqxsUrxbjzIHjVfFJCbK1tIPPmjfEgR7xctigSeegM2b4aef7PKUNZKeX+ajMasdbr/9dkaOHEnHjh0ZO3YsN910U0lPZGtpDbJSSp3hrbdkY6fq3hjEkUaMgNat4bXXpMWmvcpIlFKqug0dOpShQ4eyfv161q1bR1FREYMHD7bpGJogK5s0a9bM0UNQNtB42S4tDebPh/vvlz7s9mTPeLm5wWOPSdu3lSuhd2+7PXWNoeeX+WjMajbDMLCUebffqVMnOnXqdN7HlOeC881//vkn99xzD+vWrQNg1qxZNg5X1SStWrVy9BCUDTRetnvjDXBxkYVs9mbveI0dK72QX3vNrk9bY+j5ZT4as5qtb9++vPfee+zcufO0+0+ePMmyZcsYM2YMc+fOtepYF0yQP/30U9544w3mzZvHsmXLShJlVTvFxsY6egjKBhov2+zbJzvMjRkjO87Zm73j5eEBEyfCb7/B+vV2feoaQc8v89GY1WyLFy/G1dWVm2++mYsvvpjg4GBatWpFUFAQX375JZMmTWLs2LFWHeuCJRZeXl54e3szY8YMnnzySdasWVPZ8SullFN66y3Iz4fJkx09EvuZMAFefVVmzrXtm1LKzOrVq8eECROYMGEC+fn5HDx4EA8PD7y9vW0+1gVnkIcMGVLy+auvvsro0aNtfhJVc+ge9uai8bJeZib8738wciS0beuYMTgiXr6+cM89smvg9u12f3pT0/PLfDRmNdumTZswDAOAOnXq0Lx58wolxwAWo/hI53FmLUd5vL29bd6pxF7Msn+4UsoxXngBnntOSg06dnT0aOxrzx7paHH77boFtVKqfM6eS3Xs2JEdO3bQrl07OnXqRMeOHUs++vn52XQsqxLkvn37YrFYON9DLRYLY8eOddoZZmcPqlnExcURGRnp6GEoK2m8rJOdDS1bQlQULFzouHE4Ml4PPAAffghbtkBgoEOGYDp6fpmPxqxyzJBL5eXlsX79egYPHsyoUaNISUkhOTkZgH379ll9HKvavC1fvrxio1Q1Tm5urqOHoGyg8bLOhx9KicXTTzt2HI6M15NPyuzxq6/CzJkOG4ap6PllPhqzms/d3Z1u3brh6enJe++9V3L/4cOHbTpOhXbSy8nJoVD3J1VK1QC5ubKtdL9+UJsnlgIC4M474dNPwcqqOqWUclpn9jr28fGx6eetSpCLior44osvGDJkCH5+frRv355mzZoRHBzM448/ztatW216UmVePXv2dPQQlA00Xhf24Yewdy8884yjR+L4eD31lHzUvsjWcXS8lO00ZjXb/fffzyeffMI///xz3rJga1iVIPft25dt27Yxffp09u3bR3p6OgcOHCAmJoYePXowefJk5s2bV6mBKHNITU119BCUDTRe55eTA9Onw5VXQp8+jh6N4+N1ySWyecjHH0N6ukOHYgqOjpeyncasZgsLC2PdunVMmjSJrKwsgoODufHGG3nuuef4+uuvbTqWVYv08vPzqVOnTqUfY41Nm6TNUrHt22V1+aRJpfdFR8OwYVC8Ic7118PUqec/rhkKy80gOjqaPs6QSSiraLzO74034IknICYGLr/c0aNxjnilpUFQENx3H7z7rkOH4vScIV7KNhqzyjFbLpWenk5SUhLr168nKSnJpslcqxbpWZP4VkVyDNC+PRRv1ldYCP7+MHz42Y+74gr4+ecqeUqlVC2UlSWlBIMGOUdy7CwCA2H0aJg1SxbuXXyxo0eklFIVExAQQEBAAFdffbXNP2tVglxs4sSJbNy4EYvFQlhYGLfccgudO3e2+UmttXQptGkj7ZeUcwgODnb0EJQNnCJeJ0/CwYNn3+66C9zd4ccf4fvvpddaVpZ8zM6GNWugXj2YNk2ytYICuYH83J49YLFI8+KFC8HLC3x8ZOcLPz94/XV57ObN8rgWLeR4p7z/Phw6BM8/b/ffSLmcIl7AlCnw2Wfw0kvw3/86ejTOy1nipaynMbODwEB5PXZ1BTc3iI+XNkEjR8olqsBA+OYbeb22o+DgYFJSUqx+vE0JcnBwMNdeey35+fmkpKRw2223ce+99/LAAw/YPFBrfPUV3Hzzub8XGwthYTK7MWMGhISc/ZhZs2Yxa9YsQEpAoqOjAWjdujVeXl4kJiYC0LhxY0JCQli5ciUAbm5uREVFkZCQwLFjxwCIiIggIyODXbt2ARAUFIS7uzsbNmwAwM/Pj3bt2hETEwNIm5GePXsSHx9PdnY2AJGRkaSnp7N7924A2rdvj6ura0nAmjVrRqtWrUr2ivfw8CAyMpK4uLiS1jQ9e/YkNTW1pJdfcHAwhYWFbNq0CQB/f38CAgKIi4sDwNPTk4iICGJjY8nLywMgKiqKzZs3s3//fgBCQ0PJy8tjy5YtALRo0YKmTZsSHx8PQMOGDQkPDycmJobc3Fzq1KlDr169SE5O5tChQ4DU/WRlZbH91FZcgYGB+Pr6kpCQAMjq0bCwMFasWIFhGFgsFnr37k1iYmJJ65Xw8HAyMzNJS0vTOFUyTgWnEsl27dqRlJRU9XE6dIi01FRwcSHIzQ3vhAT2r1uH+8GDeB47htfx48Q98ggnmjWj5bff0uocWVZax46kFRYS8McfBEZHg5cXORYLhR4euDVrRv2CAmKio/ErKqJxt2409fcnIzOT/JMnsRQW4nviBOnp6RhHjuDboAFehoFLaiqFq1djuLqy4847adWqFVl33EGT//s/Tv3SOBIQQEbrS5n+00yuvtqFRo22EB3t2DgVn0/79u2jTp06TnE+DR4cxEcfXcwNN+zExSVVz6cycSo+n/z9/Tlx4oS+7jl5nMqeT/n5+QQFBWmcKhgnqy1fDk2alH796qvSKujJJ+XzV1+tltXAycnJFBQUEBYWdtb3iv8PWcuqGuTynDhxgm7dupGUlFTRQ5Tr5ElJfpOToWnT07937Bi4uICnJ/z6Kzz0kDS3Px+z1c04K63fMpcKxysrS979168vM7Affyzv/HfvlpnbPXvgzz+hVy/Zo/iWW+TnmjSRE7d5c5mibdsWEhPh77/le8W3xo1lltelQp0mbbN2LaSkwI4dsshhwwa2H2tMm+1LiI+Hrs9dA3XqQO/ecO21ctnKQZzp/Nq7V34V118Pugb73JwpXso6GrPKsSqXCgyUWeOyCXL79rKArHlzeXHp00dej6tYcnIyAwYM4Pbbb+f555+nXpmrhnXr1uXkyZNWH8umGeRiM2fOZOvWrWRlZVXb1tK//Qbh4WcnxwBln3LwYJgwQa7Ylo2FUuo8jh0Dw4BGjSTZfeMNSSDT0uRjZibMny+J74EDslrrkkukTCEqSpLgZs3kWEOGyM81ayalD2cKC5Obo3TtKrdTDhyAzq0Nhg+HruGGvGAvXy6lHg8/DMHB8vHuux03ZifQvDlMnCiVKpMn177tt5VSZysoKCAiIqLk63HjxjFu3LjTH2SxwMCB8nH8eBg3DjIy5EUF5G9FRka1jC8kJISkpCQeeeQRQkND+d///seAAQMqdKwKJciDBw/mzz//5Pvvv+ep4saZVezLL8svr9i3TxJniwVWr4aiIpmQUtXP39/f0UNQ1jAMyM+XeOXkSB3S1q2wbZt8PHBALnFNnix1vbNmSbF/YKDslhEYCMXrC3r2hOPHy5/tbdjw9HetTu6llyDnuIVXXkFeRD76SL6Rmgo//ST1zMUN5o8cka9Hjjytfrm6ONv5NXmy7Ko3ZYr8atTpnC1e6sI0ZpXj5uZWUt5SrpgY6bCwfz8MGAAdOpz+fYul9DW2GjRu3Ji5c+fy559/ct9993HZZZfx9ttv23wcm0osbrzxRl544QUuvfRSQDYQ6dKlS0kNTlXJyZHJqu3bZYILSrc+vfdeuXL7v/9J7beHB7z1Flx22fmPqSUWVSM3NxcPDw9HD0Odae5cqTPaurX0dvvt5L7+Oh5ubtCggbx7b9tWbm3aQP/+cpmm+CWgGl+wnMX27fJaPXasvCe4oDlz4I475Hf36KMyG+LpWW3jc8bz65VXJEH+v/+T90qqlDPGS52fxqxybM6lpk2T18yPPrJLicWZcnNzmTp1Kp9//jkHDx4sqVO3hk0J8k8//cQzzzyDYRh07dqV7Oxstm3bxj///FOhgduTJshVQ+u3HCQ5GTZskBeUjRvlY3AwfP65fD8gQC6tBAZK8tu2LfTvT7SPj8QrL+/c5Q+1zK23wg8/yPsHq9qXGQYsWya7iSxdKnVcL74olwyroX7aGc+vnBz5L9Whg1Si1IL3UVZzxnip89OYVc4Fc6mcHLms7+Ulnw8YIBtVLF0ql/qLF+llZpZ2GrKDhIQE7rnnHtauXWv1z1hVYlG8qnPo0KEMHTqUxMREEhMTKSoqYvDgwac9RilVAYYhC+CKk99Nm+RF5v335ft33y0L3SwWubzSoQOEhpb+fFycLHo7sx/5qc4tmhxDQgJ88QU8/bQNvX0tFll53a+f/P4nT5b2OuPHV+tYnUmDBvL37f77pff8tdc6ekRKKaeVkVG6eUVBgaxjueoq6NYNbroJPvlEyvm++cauwwoPD2fNmjU2/YxVM8h9+vRhxIgRDBs2jEsuuaTk/pMnTxITE8PcuXPp27cvY8eOtXnQ9qIzyFUjPj7+tAJ9ZaPjx6UrxMaNsHOnbOMG8iLy5Zelj/P0hIgImbID6Qns7i5bnNlweVDjVWrgQEmSt20rLd2ymWHA0aPg7S2XCf/7X6k/qKL6ZGeNV35+6SK9pKSz34fVVs4aL1U+jVnl1KZcyqoE+cSJE3z66afMnz+f1NRUvL29OXHiBIWFhQwcOJAJEybQpUsXe4y3wmpTUJUTOHYM/v1Xanzr1IEPP5TL9Dt2lD7GYpFFYA0bwi+/SMLcvr3cLr5Yr2VXoT/+kB3z3n779G3rK+V//5MWOqGhMhtyam1GTVU8e/zee1BNre+VUk6uNuVSNvdBzs/P5+DBg3h4eODt7V1Nw6p6tSmo1Sk2NpaeulKnlGFIIrt+vSzoSkmReuH0dPn+hg2yi83338OCBZJEdeggSbCNs8EVofGSq3ydO0NuroSnSqtNfv1VFvHl5kqz4KFDK3U4Z46XYci6zsREqeE20ct/tXHmeKlz05hVTm3KpayqQd60aRPt2rXDYrFQp04dmhf3slO1TvFuR7XO8eOlG06UvX36qUxN7tolrVYuvVRW5wYHy61FC/n566+Xm53V2niV8eGH8p7lhx+qoRR78GBpiD98OAwbJkXO5fWntIIzx8tigTfflIsiL78srbNrO2eOlzo3jVnttHfvXnx9fXG34Y+AVQnyDTfcwI4dO2jXrh2dOnWiY8eOJR/9/PwqPGClnM6BA6WzwCkpsgnG1VdLC7VeveQxDRpI8jtgAPj6yn2DBkF2tn12hlNWy8yUBWZXXin5a7Vo0QJWrYIXXpDFKDVY587SIu/dd6W6pFUrR49IKaUu7Pbbb2fbtm2MGDGCGTNmWPUzVpdY5OXlsX79egYPHsyoUaNISUkhOTkZoGQ/b2dWmy4LVKeCggLc3Cq0v4xzOXJEkmAPD5kSy8qC1q1lS8ZiXl7S0uuhh6RN2rJlpbPCJkmEa0y8Kuihh6QRyLp1dtwJ7sQJ6Us9bpzNdeRmiNeePVIddPXVUjVUm5khXup0GrPKMXMuZRgGKSkphISEWPV4m2uQW7VqRWpqasnXhw8fxsfHx7ZROoCZg+pMUlJSCA4OdvQwrFdUVJrMTp0ql8OTkkprhEeOlLZdIKu3AgNLyyP8/U2/UM508apCKSnQqRPcc4+sp7Objz6S5Pjxx+G112z6P2SWeL38MjzzjCx+rOAurjWCWeKlSmnMKsdsuVROTg716tXD1dXV5p+1+W3Umb2OzZAcq6qzf/9+531x2bZNpgqTkmRxXFKS7Pm+YoV8f8kSqSXu3VumE0NDS7dTBvjPfxww6Orl1PGqRoYBjzwi3fJeeMHOT3733fL/8I03pJ/clClW/6hZ4vXYY7Im9cEHZX1q3bqOHpFjmCVeqpTGrGYrKiriq6++Yv78+axZswZ3d3fy8vJo0qQJQ4YMYfz48bRt29aqY1mVIN9///2Eh4cTHh6OjRPOSlUtw5DZ3+IEeO9e6d0F8PDDsGiRzNi1bSsJcNnVyn/9ZfoZYWWdhQvh999lG/qLLrLzk1ss0gvt2DGZZm3dulIL95yRu7vUIQ8eLKff5MmOHpFSSkHfvn3p378/06dPJzQ0FJdTV5AzMzNZvnw5kydPZvjw4dx2220XPJZVJRazZs0iKSmJ9evXk5ycjJ+fHyEhIQQHBxMcHMzIkSMr/6+qZma7LOCsDh48SJMmTezzZIcOSSIcFQWurrIt5csvS+JRLCBAek65u8suECBt1OrXt88YnZxd4+UksrOlQsbbWxqPOGxTi7w82Z1k61a5WdHSz2zxuu46uTCzcaOcirWN2eKlNGaV5ey5VH5+PnUu8KJvzWPAyhnkcePGnfZ1enp6ScL8888/myJBVlWjWlvkrFsHn31WOjtcvPhz0yZo105ut95aWh4RGgplS3zCw6tvbCZVG1saPf+8dN378ksH7/jm7i79rzMzre53bbZ4/ec/0tnw0Ufh668dPRr7M1u8lMaspitOfL/99luuuuoqvLy8ePHFF/nnn3945plnCA8Ptyo5BisT5J07d551X0hISMlKwOLve3t707BhQ6ueWJnTli1b8Pf3r9gPFxbC9u1StFh8S0qSvdl794a0NOklHBwsbdNCQyUZLn6+666Tm7JapeJlQklJcsn/rrvg8ssdPRqgcWO5GYZkkDfcAOdZQW+2eAUGwlNPwXPPybrEfv0cPSL7Mlu8lMastnjxxRe58cYbiYmJYenSpTz++OPcd999xMXFWX0MqxLkMWPGnPP+4gV7hmFgsVgYO3Yso0ePtvrJVQ2WmSnZyvr10L07REZKCUT37vJ9FxeZEQ4PLy2HGDJE2q1VYLWpUkVFcN99Ulrx2muOHs0Zli6VOuTkZGkdWIM88YR0tXvgAbkIVOWbsSillI2Ku1b88ssvjBs3jiFDhvDMM8/YdAyrEuTly5fbPjpVI7Uo3hmuWH6+FH36+EBODtx0kyTFxW3UAJ59VhLkkBDZea5TJ5klPvOys0Ovh9dMZ8WrBpszR9ZhfvKJTNo6lf794c474aWX4IorpDb5HMwYr3r14IMPpC/yK69IiUttYcZ41XYas9rB39+f8ePH88cffzB58mTy8vIoKiqy6Rg290E2K2cvLDeL3F9/xWPjRkmCExOl2ezIkVI7bBiy21xgoCTBxbdmzbR7hINkZ2fj6enp6GFUu0OHoH17WZ+5cqWT7uNy/DhERMgi06Sk0+vnTzFzvG67Db75Ri4UhYY6ejT2YeZ41VYas8oxSy51/PhxFi9eTMeOHQkKCmLv3r0kJSUxsJzJiXNxxj8jytHy8uRa6dy5svrmiSdKvlV0//1y3x9/QNOmslXZqFHyTYtFttz9/HPZJGHQIGjeXJNjB4qPj3f0EOxi0iQ4elQ2BHHK5BiklOizz2Tx6UMPnfMhZo7X229Dw4ayMUthoaNHYx9mjldtpTGrHTw8PMjJyeHLL78EpHOFt7e3Tcdwyv0WAwNll19XV1nPcub/Z8OQvy+//ip/c+bM0QYGFVLcU3jrVujbV+675x6YPbv0L1y9ejIrfEry1Kl0v+YaBzSXVercfv4Z5s2TjRLttp10RUVElLZ+qGEuukj+abffLm9UHnjA0SNSStVWEyZMwMXFhWXLljF16lS8vLwYMWIEa9assfoYTpkgAyxfDuW1KvztN9iyRW5xcbIwx4aFibXbypWwYEFpF4nDh2XKLTtbaoIvu0xmhovLI9q2PW3VvVtYmCbHJlLTu8ocOQLjx8slfRs2rHOsspmjYZx2hcXs8br1Vnmz8tRTMHQoXHKJo0dUvcwer9pIY1Y7xMXFkZCQQJcuXQDZ9fnkyZM2HaNSCfLevXvx9fXF3c7LlhcuhNGj5e9Kjx7yR3LvXrmaX+sVFUm7tLKt1Navhz//hJYtZeeE2bNlqu2mm0oT4eIk+I47znv4cJ2qN5WaHq/HH5eKhR9/NOF2x1Onwp498PHHJXeZPV4Wi3RqDAmRiYuff67ZFVZmj1dtpDGrHerUqUNhYWFJt7UDBw6U7KpnrUolyLfffjvbtm1jxIgRzJgxozKHOo3FIou8LRaZHTpjnxJ274ayC1EDAuS+MxPkWbNmMWvWLEDqT6KjowFo3bo1Xl5eJCYmAtC4cWNCQkJYuXIlAG5ubkRFRZGQkMCxU7u2RUREkJGRwa5duwAICgrC3d2dDRs2AODn50e7du2IiYkBwN3dnZ49exIfH092djYAkZGRpKens3v3bgDat2+Pq6srKSkpADRr1oxWrVoRGxsLSA1NZGQkcXFx5ObmAtCzZ09SU1PZt28frtnZhBoGLhs2sPGSS8j196d9YiLNJ00CwLBYyGvRgnrduvHP339zNDUVS0gIlx86xOatW9m/fz8AoR06kLd/P1u2bAFklW/Tpk1LarUaNmxIeHg4MTExHDlyBE9PT3r16kVycjKHDh0CICwsjKysLLZv3w5AYGAgvr6+JJza3c7Hx4ewsDBWrFhR0hawd+/eJCYmcvjwYUBeuDIzM0lLS6tRcQIIDg6msLCQTZs2AbLCNiAgoKQno6enJxEREcTGxpY0so+KimLz5s2lcQoNJS8vz6o4FRQUANLqxtvbu0bGKTu7Jx9/7M6oUTvJydnO3r3mitPOHTu45LPPWHfppXR6+GGSk5PZsWMHnp6epo/T+PE7efvtS3jqqX957rnAGnM+nfm6ZxgGbdq0MW2caurr3vn+PmVnZxMaGqpxqmCczGLixIkMHz6c/fv3M2XKFBYsWMBLL71k0zEq3cXCMAxSUlJKNg2pCrt3y94Q+/fDgAHw3nunlcFyzTXw5JOyAzFIc/rXXpPyvvKYZeXlORUWwokT0KAB7Nwpl2jXr4cdO0ofM2uW1A/v2SPF2Z06yTROgwZVOpTo6Gj69OlTpcdU1aemxis7W8oq3N1lPamVG9U5l9xcOU9BzmcPjxoTr8JCWdaQmCgNO2pqqUVNiVdtojGrHDPlUhs3bmTp0qUYhkG/fv241Ma1HxWaQc7JyaFevXq4urpisViqNDmG0o3T/Pxg+HBYvfr0BNnfX7aSLZaeXvozpldYCCtWnF4ekZwsnSSef16WiW/bJrXC48eXlkgEBMjPX3wx3H23Y/8NSlWzxx+X94qrVpk0OQYZ+MyZ0iP5pZfg5ZcdPaIq4+oqi6fDwqRq688/nbi7iFKqRurQoQMdOnSo8M9bNYNcVFTEV199xfz581mzZg3u7u6cOHGCiy66iCFDhjB+/Hjatm1b4UGUlZMjZbReXvL5gAFSqnfVVaWP+eUXeP99mSiNi4OJEyWJPh+ne9dz8iQU9xNev14S3IkT5R/fqJFMkfn5lSbA11xT2mnCgYqKimyu41GOUxPj9csvcjo8+ihUYWWX44wdKwtnd+ygyMenRsXro4+kRO7dd+HBBx09mqpXE8+vmk5jVjlW5VKLF0urscJCmbB78kn7DK4MwzCYP38+27dvZ+rUqezcuZN9+/bRvXg3XytYlSD37t2b/v37M2zYMEJDQ0v+c2VmZrJ8+XK++OILhg8fzm233Vbxf80p27fLrDFAQQHccousTp85U+67915Z+P3AAxKD+vVlzdn5yivAgQmyYcgqoj17oGtXuW/YMMnuT9VLUbeuLJj7/HP5evVqWVDXtKn9x3sBSUlJdHT6XlqqWE2L1/79sr60aVNYs6aGbGt88KD8w4KDa1y8DEPezCxfDv/8I5u51CQ1LV61gcasci6YSxUWQrt2ctkoIAC6dYMvv5Tdc+3ovvvuK2nz9u+//3L48GEGDhxY9W3elixZQp0ztgE+ePAgjRs3ZsSIEYwYMYL8/HzbRl+O1q2lbu1M995b+rnFIlubOq3ffoPff5eZ4aQk+QMYEFBaF9Kjh/xnKZ4dbtfu9G2WbXiHY2/Fix6UOdSkeBmGTEYcPQpLltSQ5Bikn+WpnpZZmzaZoJmz9SwWadIRGiqdh/7667SukaZXk86v2qLGxaw49zojR3OY1aulPWzr1vL1qFHSeszOCXJVtHmz6jrD2rVr6dOnD9dffz3//PMPoaGhhIaG0rRpUxYvXgxwVgJdq/32m1xbzMmB666T64vz5slfeJAmodOnw803y0I6/d0pdUEffwyLFsmpU4NyyFLTp9N97Fi54lSDNG8uG4esXg0vvujo0ShlUocPyz4G778vC/LfeEPud3GRS+92UlBQQERERMmtuFNYifLajNlZVbR5w7BC165djd9//9345ptvDG9vbyM2NtYwDMP4999/jc6dO1tzCIerX7++/Z4sK8swCgrs93x2lJmZ6eghKBvUlHht3mwY9esbRr9+hlFY6OjRVJNNm4yiunUNY9QoR4+kWowebRguLoYRHe3okVSdmnJ+1SZOH7P8fMNISTGMlStL74uKMgyZYpObr69hPPhg6fezs+02vAvmUt9+axh33VX69WefGcb991fvoM5h3rx5xrXXXmv4+/sbTz/9tNGuXTvjm2++sekYVl3sKigoYODAgQBMnTqVHj16AFRqdWCN5unp6BFUm6ysLHx8fBw9DGWlmhCvkydlhzZ3d+mMUGPX17Rrx9EHHsD7rbdk4d6gQY4eUZX64AOIjZVYJiZC48aOHlHl1YTzq7Zxyph9+61ceS7uWnXiBAQGQmqqfP+666SYv1MnaQ3TvPnpO/BUcTvXSnGCNmOGYdCrVy+6du1a0ubtxx9/rJ42b2WnpT3O6KlkqcnbJKmzbN++nUtqalPTGqgmxGvyZFmQ9913pd0Ma6rEQYPo/csvsg3dhg2yCrmG8PSEr7+WJRh33CFliWb/81ETzq/axiExy8+HTZtOb9+6ebN0snJzg2XLSvcvuP/+0vVJxR591L7jrYxu3WDLFknu/f3hq6/giy/sOgSLxcLgwYNJSkqq1ESuVQlyYmIiDRs2xDAMcnNzS/YyNwyDEydOVPjJlVLqfH78Ef7zH+mAeP31jh5N9TPq1pWWPSNGSILsxAt2K6JLF3j9dZg0SUopa2LrN1XLZWSUJsF33gk+PvDqq9KvFqRrVXAwXH65tHP19oZ33pFC/ZrAzU1O7kGDpKPFnXfKWis7Cw8PZ82aNXTr1q3Cx6j0Tnpm4XR9kE0qLS2NwMBARw9DWcnM8UpLk4SqTRvpflBjulacR0m8srNrbKmWYcDQofDHH/D33xJjszLz+VVbVVnM8vLkP3O9erIC9ZlnJCnOyCh9THQ09O4tZROJiTIr3L69qRfmmyWX6tChA1u2bCEwMJAGDRqUbCG+fv16q4+hCbKyybFjx0quICjnZ9Z4nTwJV1whVyD/+ae0Y1BNd1q8ioqkrmTEiBpXeH3woJRSenhAfLxMopmRWc+v2qxCMcvNlWS3bInExo2yCcNtt8mL1N13y3/q4vKITp1K2jfWJGbJpXbs2HHO+1u2bGn1MawqsXjrrbfO+/1HHnnE6idU5paQkKD72JuIWeP15JMyKbNgQe1JjuGMeC1aJBsI/e9/pzeCrwGaNJF1Sb17S3/kH38053sAs55ftdl5Y5abCykppUlwz55yDh45AoMHy2MuuUSS36FDpcE3yGWQtWvtMXxlpe++++6s+xo1akTXrl3p3LmzVcewKkHOysoCYNOmTaxZs4ahQ4cCsGjRIpu27VNKqQv55ht4+23ZLXPECEePxoGGDoV+/eDxx6Wer1UrR4+oSl12Gbz1ltSXv/oqPP20o0ekag3DkE4L2dlSD1xUJEnuhg3yOcgCWS8vSZCbNZMexKGhUlOsnF58fDzx8fFce+21APz888906tSJmTNncuONN/LEE09c8Bg2lVj06tWLX375BS8vL0AS5yFDhrBy5coK/hPsxyyXBZxdYmIiYWFhjh6GspLZ4pWUJF0OOneW7Ynr1nX0iOzrrHjt3Cm7ohT/Qsw4zXoehiFXqL/8UjYfHTDA0SOyjdnOr1rtiy8gJobsv//Gc/t22ZKzb1/pIAHw0EPQqFFpmUTr1uDq6tgxOyGz5FK9evXi119/xfPUWo7s7GyGDBnC4sWL6dq1KykpKRc8hk0Jcvv27Vm/fj3up1bL5OXl0alTJzZt2lTBf4L9mCWoStVWmZnSISg3V65WNm/u6BE5iTlzpC/am29CDSxny8mRN0V790JCglzBVspm+fnSOi0pScojkpLkxWTJEvn+VVdJI+6OHSUB7tgRIiLkRUdZzSy5VIcOHUhKSirZ5TkvL4+wsDA2btxIly5d+Oeffy54DKtKLIqNHj2a7t27M3z4cAB+/PFHxo4da/vIlWmtWLGC3r17O3oYykpmiVdhIdxyi1z1XLGi9ibH54zXmDGyki083DGDqmYNGshaxG7dpJXfypXmaf9slvOrRjEM2LNHkuCUFHj4YbmyMmGC7EcP0mqsQwe58mIY0nD7m2/Ay4sVK1dqzGqBW2+9lcjISIYNGwZISfAtt9xCTk4OwcHBVh3DpgR5ypQpXH311axatQqA2bNn08XMPXqUzWpJ05MawyzxevZZucQ+a5asi6mtzhkvi0X6ihYrKqpxpRbt2sG8eTBsmEyWf/WVOTYRMcv5ZVpZWdJGrU4d+OUXaaKdlASHD5c+5oYboGVLeSPZu7fMDnfocHZ9Vpn9G1TN9+yzz3L11Vfz119/ATBz5kwiIiIAmD9/vlXHsCpBLu4fB9J8OfwcMxllH6NqLo2xuZghXl99BdOnw7hxcM89jh6NY10wXlOmwI4d8Pnn5sggbXDttbJYb/JkWTf13HOOHtGFmeH8Mo1Dh2Dp0tLyiPXrpRl6TIxsqlFYKGUUN90k5REdO8qiOV9f+fmoKLldgMasdjAMg40bN3L06FGmTp3Kzp07Wb16tU2NJayqQe7Tpw8jRoxg2LBhp23RePLkSWJiYpg7dy59+/Z16nILs9TNKFWbxMbKOpnu3eHPP2vHZiCV8vLLsiFBDWz9BnI1fOxY+OwzuSJ+442OHpGqUoYhxeZJSaW322+H/v1lN6CoKFkY1759aRJ8yy01roOLmZkll7rvvvtwcXFh2bJl/Pvvvxw+fJiBAweyZs0aq49hVYJ84sQJPv30U+bPn09qaire3t7k5uZSVFTEwIEDmTBhgtOXWpglqM5OV22bizPHKzUVIiNl4fjff0Pjxo4ekeNdMF5FRTBkiMy0/f67vLuoYfLy4MorZe+FVauga1dHj6h8znx+OVxWltQIN2ggM70ZGbLl8KFDpY+5+GJ50zd2rCyo27RJyiPq1au2YWnMKscsuVR4eDgJCQmnLcgLCwsjMTHR6mNYVWJRr149JkyYwIQJE8jPz+fgwYN4eHjgbdbtj1SFHS5b+6WcnrPG68gRyfMKCuDnnzU5LnbBeLm4SE+0yy+H4cNlCv7SS+0zODtxd4cffpBFe0OHwpo1kkc5I2c9v+yquCbeMKQEaP166SdcvJPZHXfAp5+Cnx+MHCkJcPHscNkT38NDFtVVM41Z7VCnTh0KCwtLSmoOHDiAi41rN2xapFf8pM1r6xJzpVSlFZcRbtkiZRXt2zt6RCbj7S0Llnr1khm6GpYgg+RSixbJZiLXXCOdTU6131eOtHEjJCZKArxhAyQnQ1CQ/H+0WCRoFosEbtw4mTEuvrpsscAHHzh2/KrWmDhxIsOHD2f//v1MmTKFBQsW8NJLL9l0DJv6INvDrl2y9WhGhpxP48ZJ/+6yoqNltXNxWdL118PUqec/rlkuCzi7Cu1jrxzG2eJlGFI6O2uWTCrdcYejR+RcbIrXiROll6ILC2vkpga//SaL9/r1k9zL2TaOcbbzq0oUFsL27aUJ8JEjMGOGfO/KK0s3rAkKktKJK64o/SNd3FLNidXImNmRmXKpjRs3snTpUgzDoF+/flxq42SC1TPIhmGQnp5OixYtbB6kLdzcpB9+eLiUMHXtKrsrndm27oor5NKssq/MzEx9cTERZ4vXSy9JcvzUU5ocn4tN8SpOjhcsgNdeg8WLa1ytytVXw0cfwZ13wt13w9y5zpV/Odv5ZRPDkJ0aU1JkEw2LRRaAvvmmvPkq1r69tFdzcZGPderIfeeqE3am4JTD1DFTNunQoQMdOnSo8M9bnSBbLBYGDx5MUlJShZ/MGs2bl24S4OUlVw937z47QVaOkZaWRmBgoKOHoazkTPH68EO50jNmjKzLUWerULy8vKQbQO/ekiQHBFTL2BzljjsgPV3+7wQEwCuvOHpEpZzp/CpXUZF8dHGRThGzZ5fODmdny/d275ZC77AwuP9+mRkOCZE/wKe26gVk5zmTM0XMVIW99dZb5/3+IzbsRmpTDXJ4eDhr1qyhm522ZkxLk5XMkZFnfy82Vs7liy+Wqz8hIWc/ZtasWcyaNQuA/Px8oqOjAWjdujVeXl4lqxkbN25MSEgIK1euBMDNzY2oqCgSEhI4duwYABEREWRkZLBr1y4AgoKCcHd3Z8OGDQD4+fnRrl07YmJiAHB3d6dnz57Ex8eTfepFKDIykvT0dHbv3g3I1t2urq4le4I3a9aMVq1aERsbC4CHhweRkZHExcWRm5sLQM+ePUlNTWXfvn0ABAcHU1hYWLLdt7+/PwEBAcTFxQHg6elJREQEsbGx5OXlARAVFcXmzZvZv38/AKGhoeTl5bFlyxYAWrRoQdOmTYmPjwegYcOGhIeHExMTQ3Z2NtHR0fTq1Yvk5GQOnVqRHBYWRlZWFtu3bwcgMDAQX19fEhISAPDx8SEsLIwVK1aU9Mzu3bs3iYmJJYsmwsPDyczMJC0tTeNUyTgVFBQAcuUnKSnJ4XHavz+KCRMMevTI5LbbNpCT01XjVCZOxedT8fllU5zc3fGZPp2w557jZEQEidOnk9OqVY06nx5/vCcbNhxn+nQfjh/fzNNPezs0TsXnU0FBATt37nSa1729yck0Skrikuxs3Ldv52RiIg127GDH7NlccsMNbPn1V9p89x25rVvT6I47SPP0JLN5c7I2bKC7jw/pnTuz+6KLJE4BAbgeP07Kqd+HGc+nc73uZWdnk5aWpn+fKhgnZ5eVlQXApk2bWLNmDUOHDgVkJz1beiCDjTXIHTp0YMuWLQQGBtKgQYOS/0jr16+36UmtkZ0tEyJTpkiNcVnHjsmbYU9P+PVXKX86de6Uy0x1M85s586dp/XCVs7NGeIVHQ2DBkm51JIl5tlG2BEqFa/ERKlJOHZMZghr2CxZQYH8Lfj5Z/j6a+fokeyQ8ysvDzZvhn//lVtKCowfX1offOWV8jh/f7n0Ghws2zC3a1cjd2G0lTO8JpqZWXKpXr168csvv+B1anVvVlYWQ4YMKXkDYw2bZpB///1320ZYQfn5MGIE3Hrr2ckxlOwYCcDgwXLuHzwITZrYZXi1mpcuJTcVR8dr3TpZUNu2rSQ2mhyfX6XiFRYmPdG++qo0OTbBoilrublJh7tBg2TviAYN5PXfkar1/MrJka4RKSlyAvXsKZdV27QpLZuwWGS1evEfym7dpKl4hw7SYPxMtTw5Bse/Jir7yMjIoG6ZVb1169YlIyPDpmPYdLZccsklrFq1irlz59KyZUssFovNT3ghhgF33SWlT+WViuzbJ48DWL1aXitq2NoUp2VLk23leI6M17//wsCB8nf6999Ld4RV5at0vPz94dFH5fMNG6Sv7F9/VXpczqJBA+ko1qmTTKKcqppzmErHq6hIkt7Nm+XrwkJ5B3DJJXKJNCJC2jp9/rl8v0ULuaz6xRdSf5iTA9u2SX9hkJ8p3n1HnZP+DasdRo8eTffu3Zk2bRrTpk0jMjKSMWPG2HQMm2aQJ0yYULJ139SpU/Hy8mLEiBE2bd13IX/9Ja8FHTuW9gx/5RVZbAvSImrBAtlp1c1Neot/9VWNmSRRqkbYskVac7m4SK/jGrZuzByOHpVbVJS8cL7wApyqLzWz4jdcvXtLj+QlS6BHD0eP6gJyc+WPFUjHkTVrZNe4rVulY8S118JPP0mrPnd3+ce1by/lEZdeKjPIIN9/4QXH/TuUcnLFpb9TpkzhqquuKqnnnj17dsmOz8WPuRCbEuS4uLiSrftACttPnjxp6/jPKyqqdHa4PA88IDdlf411qt5UHBGv1FQpg8zPlxk+3QjEelUar8svl1nkZ56B99+HefPg2WfhiSeq7jkcpEkTeePVq5eUXS9fbpdN2M5yznitWAFxcZIAF98CAmTGF6S58969cmIMGiQfyw7+p5/sMvbaSv+G1Wx9+/ZlxIgRDBs2jK5du9L11F71J0+eZNmyZcydO5e+ffsyduzYCx7LpgS5KrbuU+YWcq52Icpp2Tteu3bJzHFOjiQt+t/FNlUeL09P+M9/ZAZ5yhTZ9AHk0v7evVKSYVIXXyyzx1dcIaU8y5ZJd7Jqt3kzrF0L27YRumWLbKpx+LC8GQG5vPn119C0qSS/110n9eHFli/XS54OpH/DarbFixfz6aefcvPNN5Oamoq3tzcnTpygsLCQgQMHMmnSpJJJ3guxqYvF/Pnz+frrr0lISGDMmDElW/fd6AzLiS/ALCsvnV10dDR9+vRx9DCUlewZr7175cpwRgYsXVojWqbaXbXHq7iLwa+/wtChskHEbbfJ5yZdQbl5M/TpI1csli2T8rxKOXBA+kqnpUl977ZtUgqxcqX8jh57TDbTAPKaNMH90ktl4dysWbKJxp498jhv70oORFUH/RtWOZXKpaZNk51/iku9XnmldKXt9OnwySdSRvTuu3J1pZLy8/M5ePAgHh4eeFfgfLRpBvnWW2+la9euJVv3/fjjjzZv3aeUqnnS06WsYs8eufStybGTKr7i17GjJHrz5smqNy8vSZZnzTJdYteunVQ19O0rt6VLT5+wPcvBg1IDvGOH3NLS5ONnn0mt75dflm6d7OoqHUHatJF67vr1pb5v7Fho3ZrY1avPTrYuvrha/p1K1QgPPyyvPWWlpMhisuRk+SPSv7+883V1rdRT1alTh+bFO89VgE0J8m233Ubv3r3p169fpbbvU+bl5mbTfxnlYPaIV1qaJMeHDsEff0g3KlUxdju/WrSAV1+VLQ1XrpSuCGvXlvbQnDpVVkZHRsrt0ktLF5k5oaBWBUT/UUTfQXW5uc9efr/3B1q47pE/tsW3d9+VqeZVq0rborm5ye+iZcvS7ZWvu07eQLRsKd0kzoxJmf7S+npoPhozJ7RwIYwaJQtUW7WSN6qrVzv8j4lNJRbLly9n1apVrFq1im3bttGlSxd69erFQ8Xvtp2YllgoVfWKu1VkZ0tnATttsqmq28SJUkd7ajczLBZZDffLL/L1Z59J4njxxXLz8ZH2EmX6jlZYYaFcksjKktvRo/Luq2NH6e+2e7fM8B48KLcDB+T28cds630nD10ez88Z3TBcXbE0a1Y6xsmT5Q/uoUPSX7hlS2jevNKzVErVJu7u7nQsU8c0btw4xo0bZ90PT5sGc+bIG/GICClV8vGRqzI9eki5F0iv36uvhhtuqPLx28KmBBmgsLCQNWvWsHz5cmbOnImHhwcbN26srvFVGU2Qq0ZCQgLh4eGOHoayUnXG699/JTnOz5eyCkd0EahpnOr8MgwpPVizRoLt7S2JM0hieWqb2hI33gjffCOfR0TA8eOSRLu5SW3uDTfA449LAtyli/zHKb4dPw733SctzDIzz93Y/vnnZWZ73z75j9ekidwaN5bxDB0KXbuSuukkN/XPZOvRi/jpF1euuKL6fkVOFS9lFY1Z5Vwwl+rf/+zXBpCrVT16yDlrsUhHnb174dNPnTZBtulaQ79+/cjJyaFnz55cccUVrFmzBj8/v+oam3JCxXvKK3OornitWyedA1xcpJWbLgyvGk51flksUk5wri2rN2+Wmdzdu+WP3JEjcmm0WHCwlCwUFJQmwcWXtl1c5BJqceJcp46UbxQnLQ0bwscfS110w4Zya9JEkmCAZs2kVrEcrdrX5fv/a8aAAfJ/dMECGDKkKn4hZ3OqeCmraMyq2ZIl1j3unnukkTlIN51du0q/l55e6Q47hmEwf/58tm/fztSpU9m5cyf79u2je/fuVh/DpgS5U6dOrF27lg0bNtCoUSO8vb3p2bMnHk5cm6aUqlrLl8v20Y0ayWuh9jmuhby8ZDvj8taifPZZ+T9rscD335f/fTc3mUGqhBYtpNT46qulpHjuXNmeWinlQHv3lr7R/eGH0r6MQ4fKCfrII7JeYMsWsCGRPZeq2NjOpgT57bffBiArK4s5c+Zwxx13sG/fPvLy8mwbuTKtCG1PYCpVHa8FC+DWW2UCcPFiSURU1dHzq+pcdJG0fRs2TK7cHj4M999ftc+h8TIfjZkDPfGEXH4svjr14Ydyf0gI3HSTXHlyc4MPPqj02oCq2NjOpgT5/fffZ9WqVaxdu5bAwEDuvPNOrqjOAi/ldDIyMvD09HT0MJSVqjJeM2fChAmyzmnRIvD1rZLDqjL0/KpaDRvKxnUjR0qZ46FDUvpYVft0aLzMR2PmQJ9/Xv73pkyRWxWpio3tbHr0iRMneOSRR9i4cSNLlizhueee48orr7TpCZW57SpbJ6ScXlXEyzBk8fF990lP9z//1OS4uuj5VfXq1YPvvoMxY+C552DcOCmJrgoaL/PRmNUOEydOZPjw4ezfv58pU6YQFRXF008/bdMxbJpBfuyxx0hMTGTmzJkAXHHFFYSdtyO7UsrM8vPlsvRHH8neCMWbhSllJm5uMHu2lAS99JK0eP7229K2z0qpmqXsxnYACxcutHn/DptmkN99911uvfVW9u/fz/79+7ntttt47733bHpCZW5BQUGOHoKyQWXideSILHL66CN4+mnpxqPJcfXS86v6WCzw4ovSIGPpUoiKOn3hfEVovMxHY1Y7fPvtt/j7+3P//feTmZnJ008/TUJCgk3HsKkPcqdOnYiNjaVBgwYAJS3f1q9fb9vIHUD7IFeNgwcP0qRJE0cPQ1mpovHavl1aY23bJrPGY8dW/djU2fT8so8//pAWq15esvdJRXt4a7zMR2NWOWbJpTp16sT69euJiYnh2Wef5bHHHuOFF14gLi7O6mPYNINsGAauZVYWurq6YuM+I8rkNmzY4OghKBtUJF5//SW7C2dkSL2xJsf2o+eXfQwcKP/PXVxkJnnRooodR+NlPhqz2qE4V/3ll1+45557GDJkiM1dLGxKkO+44w4iIyOZNm0a06ZNo0ePHtxVyX6VSinn8cUXcOWVsvvn339D796OHpFS1aNjR4iLkz7ew4bBK6/IglSllPn5+/szfvx4vv76awYPHkxeXh5FRUU2HcOmBPmRRx5h9uzZ+Pr64uvry+zZs5k0aZJNT6jMTXdONBdr41VQAI89Jj2Oe/aE2Fho166aB6fOoueXfV18sWwocvPN0mFq5Eiw5eqxxst8NGa1wzfffMOgQYP4/fff8fb2JjMzkzfeeMOmY1hVg3zixAlmzpzJ1q1b6dixI3fddRdubjY1wLDJ4sXw0ENQWAh33w1PPnn69/PyYPRoWLsWGjeGr78+926oZZmlbsbZFRQUVGvsVdWyJl4HD0pisGyZ9Ip9802oW9dOA1Sn0fPLMQwDZsyAyZOhUyf48ccL/00BjZcZacwqx0y51OHDh9myZQsnTpwoua9Xr15W/7xVM8hjxowhPj6ejh078ttvv/HYY4/ZPlIrFRZKW6nffoOUFPjyS/lY1iefyCXgrVvh4YflRU3ZR0xMjKOHoGxwoXglJEBEhNRjzp4N772nybEj6fnlGBYLPP44/PorpKVBt26ypfqFaLzMR2NWO3z88cf06tWLQYMG8dxzzzFo0CCmTZtm0zGsSpBTUlKYN28e48ePZ8GCBaxcubIi47XK6tWyjW3r1vKHetQoWLjw9McsXChN30FWIi9dqrVjStlq3jy4/HJ5UxoTo4vxlLrqKvkb1KQJ9O8P06eDjWWLSikn8M4777BmzRpatmzJ8uXL+eeff/D29rbpGFZdZ6hTpvlpdV+a2L1bmrkXCwiQhRTlPcbNDRo1ki1Ez+zcMmvWLGbNmgVAfn4+0dHRALRu3RovLy8SExMBaNy4MSEhISWJv5ubG1FRUSQkJHDs2DFA9m/PyMgo2YUnKCgId3f3khWxfn5+tGvXruTdqbu7Oz179iQ+Pp7s7GwAIiMjSU9PZ/fu3QC0b98eV1dXUk5NkTdr1oxWrVoRGxsLgIeHB5GRkcTFxZGbmwtAz549SU1NZd++fQAEBwdTWFjIpk2bAClMDwgIKGll4unpSUREBLGxseTl5QEQFRXF5s2b2b9/PwChoaHk5eWxZcsWAFq0aEHTpk2Jj48HoGHDhoSHhxMTE0NOTg7R0dH06tWL5ORkDh06BEBYWBhZWVls374dgMDAQHx9fUv6Dvr4+BAWFsaKFSswDAOLxULv3r1JTEzk8OHDAISHh5OZmUlaWprGqZJxKigoAKBu3bokJSWdFqcDB7J57DFXFi26mMjIE8yfn8+uXWuJjtY4OSpOxedT8fml55Pj4rRnTzxvvunKu++G8PTTvvz0UyZPPplCo0YFZ73uubi4sHPnTo2Tk55P5/r7lJOTQ1pamsapgnEyi3r16lGvXj0A8vLy6NChQ8m/z1pW1SC7urqW9D42DIPc3Fzq169f8h+pOPhVYcECqUH++GP5+vPPJUF+//3Sx4SGymMCAuTrNm3kMedrbWimuhmlqsumTXDTTbB+PTzxhOwqppt/KHU2w4D//U/K+Jo1g2++kfaHStVmZsmlhg8fzuzZs/nPf/7DsmXL8PHxIT8/n19//dXqY1hVYlFYWMixY8c4duwYWVlZFBQUlHxelckxgL//6bsbpafLfeU9pqAAjh6VxXqq+hW/a1fmUDZe8+dD166wZ4/UWr72mibHzkbPL+dhscCECaX9kq+4At599/RyPo2X+WjMaocffvgBb29vpk2bxosvvshdd93FwjPrdS/A6ZZydusGW7ZAaqokwl99Jb1Zyxo6FObOlXZUCxZI31aLxTHjrW2KL/Moc8jOzub4cZg4URa3XnGFLHw9802ncg56fjmfiAhZzDpmjHRXWr5ctl9v0kTjZUYas9ohLy+P7777jrS0tJLSm3Xr1jF16lSrj2FTH2R7cHOTcopBg+DSS+VycEgITJ0KP/0kj7nrLqk5btsW3noLXn3VsWNWyllt3epJ9+7w6afS53XZMk2OlbKVj48sDn/zTbn60qmTbFetlHJOw4YNY+HChbi5udGgQYOSmy2sqkGuCcxSN+PscnNz8fDwcPQw1AUUFkpf12efNWjSxMLcuTBggKNHpS5Ezy/nt24d3HIL/PsvPPhgAa+/7saptUDKBPQcqxyz5FKhoaGV3lbc6WaQlXNLT0939BDUBaSlQd++ssFOv37ZJCVpcmwWen45v86dZZOqBx6A995zIzISkpMdPSplLT3HaofLLruMpKSkSh1DE2Rlk+LWMsr5GAbMmSOXf9etkzr9J55YqwtYTUTPL3Pw8JBNdV55ZT379sni1zfflCs3yrnpOVazdezYkU6dOhETE0N4eDjt27enU6dOJffbwukW6SmlbLd3r6y4//FHWYj32WeyVe6p1t9KqWrQs2cmd94J48bBY4/JovHZs6FDB0ePTKna6eeff66yY+kMsrJJ+/btHT0EVUbxrHFwsGzP/vrrsso+MFC+r/EyF42XubRv356mTeWN6fz5sHmzlGC88YbOJjsrPcdqtqZNm/LDDz/wxhtvsHjxYvz9/WnZsmXJzRaaICubuLq6OnoI6pQdO+Dqq+GOO2TznMREePxxKBsijZe5aLzMpTheFoss3EtOlnPyiSdkG/d//3XwANVZ9Byr2caMGUN8fDwdO3bkt99+49FHH63wsTRBVjYp3s5SOU5RkbRCDAmRTQzefx9WrIBzTYxovMxF42UuZ8arWTP4/nvpNb51q8wmT5sGJ044ZHjqHPQcq9lSUlKYN28e48ePZ8GCBaxatarCx9IEWSkTWbcOoqLgwQfl44YNcP/9stOXUsrxLBYYNUpmk0eMgOefl4WzS5Y4emRKOdi338rMjosLnLmj4fTpsrlF+/bw+++l9y9eLPe1bWvVphd1ymwP6+ZWuWV2+mdV2aRZs2aOHkKtdOwYTJokq+W3bpUOFb/9BhcqqdJ4mYvGy1zOF6+mTWUX2D/+kLUCAwbAbbdBRoYdB6jOoueYA4WGyiWWXr1Ovz8lRbZNTk6WhHjCBCniLyyUGaDffpPHfPmlfDyPxMREGjZsSMOGDfHy8mL9+vUlnzds2NCm4WoXC2WTVq1aOXoItYphwNdfwyOPwL59cN998NJLsrOXNTRe5qLxMhdr4jVgACQlyQTZq6/CL7/Ix3vu0Ss/jqDnmANdeum571+4UC67uLtDq1YyW7x6tXyvbVto3Vo+HzVKHhscXO5TFFbh6lg9PZVNYmNjHT2EWmPTJvnjevPNsj10XBx88IH1yTFovMxG42Uu1sarXj0ptUhMlLrke++F7t1lDYGyLz3HKqegoICIiIiS26xZsyp/0N27oUWL0q8DAuS+8u63E51BVsrJZGbCCy9IMuzpCf/9r/RZ1cXXSplbhw6wbJmUXkyeLOsIbr4ZXnvt9DxAKWfl5uZG/Jn1w2X17y+XO8/08sswbFj1DawaaIKsbKJ72Fef/Hz43/9k1fvRo3D33fDii+DnV/FjarzMReNlLhWJl8UCt94K110nifEbb0gf5cmTpU1j/fpVPkxVhp5j1awiq1H9/WHXrtKv09PlPij/fjuwGIZh2O3ZHKhBgwbk5OQ4ehhKncUw4OefZSeuzZvlDfhbb0HHjo4emVKquu3YIX2Tv/lGZpFffVVKLbU+WTmjKsml+vSBGTMgIkK+Tk6WRuKrV8OePdCvH2zZIn8c27WDpUslMe7WTS6/hIRU+t9hDT0FlU3i4uIcPYQaJSEBBg6EoUNlZunnn2XVe1Ulxxovc9F4mUtVxKtlS1mIu3IlNGkis8sREdLpqnZMX9mXnmMO9MMPUkccGwtDhsCgQXJ/SAjcdJMsvrvqKqkvdHUFNzdp9D9okCzwu+kmuyXHoAmyslFubq6jh1AjbNwIN94obdsSEuDdd2Wl+5AhkihXFY2XuWi8zKUq43XFFdIadt48OHxY8oT+/WHNmip7CoWeYw41fLiUSeTlSb/Dsv2Op0yBbdtkdfrVV5feP3iwXFrdtk0eY0eaICtlRzt3wl13yZvg336DZ5+F7dtl448y/c2VUrWQi4vMIG/cCO+8I2+au3eXN9ObNzt6dErVLlqDrGySl5eHu7u7o4dhOvv3Sx/U//5Xvp4wAZ56qnIL8Kyh8TIXjZe5VHe8srLgzTfllpsrG40884y0hlUVo+dY5dSmXMqpZpAff1za4HTqJDPxR46c+3GBgVKj2blzaY23so/U1FRHD8FU9u6VTT4CA6WM4rbbZO3B229Xf3IMGi+z0XiZS3XHy8tLutps2wYTJ8pCvvbtYcwYeR1RttNzTFnLqRLkAQNgwwZYv14WLk6fXv5jly+HdevO3s5bVa995+pvqM6yaxc88IBsCvTuu3KJNCUFPvkELrnEfuPQeJmLxstc7BUvPz/pbLN9u2w5/+23Mpk0erSWXthKzzFlLadKkAcOlEWLAD16SC23UmaSmiqberRpA7Nmwe23yx+wuXNl5kcppSqqWTMpt0hNhYcfhgULZHH/rbfKxJJSquo4bQ3ytdfCyJFySfpMrVrJdrsWC4wfLwnJucyaNatkG8T169fzxx9/ANC6dWu8vLxITEwEoHHjxoSEhLBy5UpAdoqJiooiISGBY8eOARAREUFGRga7TjWtDgoKwt3dnQ0bNgDg5+dHu3btiImJAcDd3Z2ePXsSHx9PdnY2AJGRkaSnp7P71FaJ7du3x9XVlZSUFACaNWtGq1atSrbC9PDwIDIykri4uJKVtz179iQ1NbXkXXBwcDCFhYVs2rQJAH9/fwICAkpa2Xh6ehIREUFsbCx5eXkAREVFsXnzZvbv3w9AaGgoeXl5bDl1za5FixY0bdq0ZLechg0bEh4eTkxMDCdOnMDNzY1evXqRnJzMoUOHAAgLCyMrK4vt27cDEBgYiK+vLwkJCQD4+PgQFhbGihUrMAwDi8VC7969SUxM5PDhwwCEh4eTmZlJWlqa6eJUt24kTz11kD//bIyrq8GddxrcdFMqLi7pDolTQUEBAJdeein79+/XOOGc51NxnIrPp4yMDNzc3DROTh6n4vOpRYsW1KlTx2Fx2rEjl6+/bsHPP7cgJ8dC9+6HGDVqFzfeeBH16mmczvW6V1BQQNu2bfV8qmCc+vfvX2tqkO2eIFuzC+HLL0vpxPffn7vl1e7d0jN6/34py3jvPejV6/zPW5sKy6vT3r17ad68uaOH4RQMAxYvln7ny5bJttD33AOPPmrXzX7OS+NlLhovc3GWeB0+LLtwvvOO/F2MiJA1PddfX3pVVglniZlZ1aZcyu4lFkuWSJ3xmbfi5HjOHNksYf788vvBFicffn6ymG/1arsMXUHJO8zaLC8PPv1UFooOHixtG197TeqO33rLeZJj0HiZjcbLXJwlXj4+8PTTsivfrFmyVf3IkVLW9f770g1DCWeJmXJ+TlWDvHgxvP46/PRT+fvR5+SUnuw5ObLrWGio/caoaq89e2RFeWCg9DJ2dYXPPpOFM088Ad7eDh6gUqpWq1dPrmL9+69cgfXzkx7r/v7SBUMX9CllPadKkB94QJLfAQOkhdu998r9e/bITB3I5itRURAWJg3UhwyRHYeUffg70/SoHRgGREdLF4pLLoHnn5f/m3/8IV1Ubr8d6tZ18CDPo7bFy+w0XubirPFydZWrq7Gx8PffspX9zJkyo3zVVfDLL1BU5OhROoazxkw5H6ddpFfValPdTHXKzc3Fw8PD0cOodllZ8PnnsrFHcrJcwrzzTnnTZqYm/bUlXjWFxstczBSvffvgo4+kVnnvXmjdGu67T3oqX3SRo0dnP2aKmTOqTbmUU80gK+dXvKq1JjIMmW0ZN04uSd5/P7i7S+/i9HRZjGem5BhqdrxqIo2XuZgpXs2aydb2O3bAV19B8+aykM/fX66Q/f47FBY6epTVz0wxU46lCbKq9TIyJPkNCYGePWWB6PXXy+XJ+HiZOS6vJl4ppcykTh1ZwBcTI1fHHnxQNt666iqZVX7+eVlwrFRtpwmysomnp6ejh1Al8vNlMeh110FAgMykeHvLJch9+6SbSo8e5XdSMYuaEq/aQuNlLmaPV3CwbDyye7dsY92hgyTILVvC1VfDF1/IYviaxOwxU/ajNciq1igqgv/7P/jyS/ljcPAgNG0q27XecYfsSKWUUrVZWhrMni23XbugQQNZ8HfbbdCvn/ZVru1qUy6lM8jKJsW785iFYUBiIjz5pOzAeMUV8sJ/5ZWwcKH8AXj99ZqbHJstXrWdxstcamK8AgNlFjktDVaskG2sf/5ZSjACAmDSJFizRl5bzagmxkxVD02QlU2KtwN1dv/+Cy+9JD2yO3curTH+/HOpOf76a2l9VKeOo0davcwSLyU0XuZSk+Pl4iI71H74oZSd/fCDtFidOVNarLZtK/3f4+LMlSzX5JipqqUXS1SNYBiwdq00x//+e9ndDuQF/YMPZJV2bWplpJRSVcXdXdZrXHcdHDkC330HCxbAf/4Db7wBLVrIwuYbboDLLpPkWimz0xpkZZOCggLcnKQIraAA/vpLEuIffpByCVdX6N1bXqyvu865tn12BGeKl7owjZe51PZ4HT4MixZJwvz775CXJ+3krrsOrrlGStmcreVwbY9ZZdWmXEoTZGWTlJQUgoODHfb8GRmyJflvv8kL8pEjMrsxcKAkxddeC40bO2x4TsfR8VK20XiZi8arVFaW7NC3YIG8RufkSHJ85ZWSLA8ZIjPNjqYxq5zalEvp2yhlk/3799v1xaWwUHoR//qr3OLj5f5mzWRl9eDBsnhEO/ecm73jpSpH42UuGq9SXl4wapTc8vJkgd/PP8vtl1/kMZ06SaI8aJD0nK9b1/7j1Jgpa2mlkHIqhgFbtsjCkJEjJRHu0UMW3NWtKx/XrpW+nZ9+KjVvmhwrpZTzKL6q9+67sG0bpKRItyAfH/nYp498PngwvPUWrF9vroV+qoK+/VZWy7u4lM52gbRM8fCQFfWdO8O995Z+b+1a6NhRVoVOnGjX/yhaYqFscvDgQZo0aVKlx9y1C5YtK72lp8v9/v7Sd/Oqq+TFVksnbFcd8VLVR+NlLhov2x05IrPLS5bIbeNGud/PT17v+/eXdSStW1fPRk0as8qpVC7177+SHI8fL62lIiLk/rQ0qcPZsOHsn+neXd5pRUbKO6qJE2UXGzvQEgtlk8q2yCkqkhfE//s/WWAXEwNbt8r3mjSRerXiW9u25t/JztG0pZG5aLzMReNlO29vGDZMbiATIkuXlibMX34p9zdrJl2IrrhCPoaFySLsytKYOZCtGw7s3QvHjsllZJBdvX78URNk5Zy2bNmCvw2tIY4fh9WrSxPi2FhZ+QySEF92Gdx/v8wcFF95UVXH1ngpx9J4mYvGq/ICAmDMGLkZhpRjxMTAqlXyccECeZyXl9QtR0XJZGJEBPj62v58GrPKKSgoIKJ45hcYN24c48aNq/yBU1OhSxdo2FBqKa+4QmopAwJKHxMQIPfZiSbIqsqcOCG71q1dK+VFa9dCcrIstAN58zhihCTFl18OQUE6Q6yUUkpYLDJREhIiV+FBSvDKJszPPVdahtqmjVyB79ZNbuHhUL++48ZfG7i5uRFftn74TP37y84yZ3r55dLLBmdq3hx27pQ6yrVrpU9gcnKVjLcyNEFWNmlxqk/P4cPy/zcpqTQhTk6W3sQgs8Ndu0pZ0WWXyRUSrSG2vxbO0FdJWU3jZS4ar+rXogXcfLPcQGqY166V7a7XrJHEubgsw9VVkuuwMOmY0amTfN60adnjacyq1ZIltv+Mu7vcQBKHNm1g82ZZiFS8KAnkczvO/muCrM7r+HGpq9+wQW7r1rXk339Pv8rRuLFc7hoyRP5vR0TIi5rODjte07J/GZTT03iZi8bL/ry9pSSvX7/S+/btk2R59WpJnpctg88/L/2+n19pshwU5M+BA9C+vXTSUE7gwAGpl3F1he3bpZVV69ZyX8OG8PffUlfz2Wfw4IN2G5ZTdbGYNg0++qh0S+BXXpFFi2davBgeekgu3d99Nzz55IWPrV0sypefL4tIN2+W/5dlbzt2lF7OcneHSy7JokcPLzp2hNBQuQUEaDLsrKKjo+nTp4+jh6GspPEyF42X8zp0SNrHlb1t2CClgMX8/CRRbt8eOnQo/TwwEOrUcdjQnVqlcqkffpAE98ABeafTubPs+PXddzB1qvzSXVzg+edl1y+Qy9Njx0JurizOe+89uyUcTpcge3rCY4+V/5jCQmjXDv78UxKzbt3k8sqF+n7X5gQ5P19mfHfuPP22Y4d0kEhNLa0TBmjUSOqDg4LkxSI0VNoQtmkDq1bpHwQz0T/g5qLxMheNl7kUFsIXX8Th7R3Jpk3SUan448GDpY9zcZEr+a1aSbJcfCv+OiAAautu1bUplzJdiFevlvZfrVvL16NGwcKFF06Qa6Ljx2Xr5X375OOZn+/ZIwsc9uw5u7f2RRfBJZfIooaRI0sT4qAgqR8u7w1aw4YNq/8fpqqMxstcNF7movEyF6lRrkN4eOkEZbHMzNJkOTVVrqqmpUm5xu7dp/8NtVhk9vnii2V92ZkfmzeXv7GNG0v3Db3Cak5ON4M8Z46UnEREwJtvnl0jVLzP+8cfy9effw5xcfD+++c/tr3f9RiGvFstLJSFa8WfF3+dlycJbnm3nBxZCHfkyNkfiz8v75/TuLEsSmjWDFq2lES47K1FC9m0RimllFLnd/KkTDYVJ807dkiL3r17ZQJq717Yv1/6/J/JzU1KaX195W9z48byuY+PXDEv79aggZQ11qkjt7p1z/68KvpC20pnkKvR+TqA3HcfPPusvNt69ll49FHZTriiZs2axaxZswDIz88nOjoagNatW+Pl5UViYiIAjRs3JiQkhJUrVwLSxiQqKoqEhASOHTsGQEREBBkZGezatQuAoKAg3N3d2XBq5xc/Pz/atWvHiy9u4sUXgzGMqnnL2LAh1K+fR4MG+Xh55dOmTUNcXbNwccnC2zuf0NAmNG5cwPHj2/HxOUlw8EW0bh1AXFwcAJ6enkRERBAbG0teXh579kDr1lGkpGxm//79AISGhpKXl8eWLVsAWeXbtGnTklYuDRs2JDw8nJiYGI4cOYKnpye9evUiOTmZQ4cOARAWFkZWVhbbt28HIDAwEF9fXxISEgDw8fEhLCyMFStWYBgGFouF3r17k5iYyOFTjZHDw8PJzMwkLS2t2uMUExMDgLu7Oz179iQ+Pp7s7GwAIiMjSU9PZ/eplYjt27fH1dWVlJQUAJo1a0arVq2IjY0FwMPDg8jISOLi4sjNzQWgZ8+epKamsu/Uf/bg4GAKCwvZtGkTAP7+/gQElB8ngKioKDZvrlicCk61E3F1dcXb21vj5ORxKj6fduzYgaenp8bJyeNUfD4ZhkGbNm00Tk4ep7LnU3Z2NqGhoRWKk6trJq6uabRpc3acGjVqzEUXhfDLLwlkZrqTleVO48btSEnZx4EDRRw75gb4smVLIYcOGWRluXHihGulcwWLxcDb2+D771faJU61iVPNIJdV3s6DsbEy0/z77/L19Ony8amnzn88e73rSUqCb76Rd3aurvLusfjzsl+7u0u/xvPdGjVyzDvE89GaO3PReJmLxstcNF7m40wxMwxZe5adfe7byZOyhqj4Y9nPT56UK9KGIfnElCn2GbPOIDvI3r1SuwOy2DE09OzHdOsm3RVSU6WI/quv4Isv7DvO8+nYUW5KKaWUUuWxWEonxPz8HD0adSanmkG+/XZYt07+0wQGwocfSsK8Z4+0c/v1V3ncr7/CpEny7unOO61751Sb3vVUp6KiIlx0P2jT0HiZi8bLXDRe5qMxq5zalEs5VYJcnWpTUKtTUlISHXWK3DQ0Xuai8TIXjZf5aMwqpzblUvo2StmkeNGDMgeNl7lovMxF42U+GjNlLU2QlVJKKaWUKkNLLJRNDh8+jI9uYG8aGi9z0XiZi8bLfDRmlVObcimdQVY2ycrKcvQQlA00Xuai8TIXjZf5aMyUtTRBVjYpboivzEHjZS4aL3PReJmPxkxZSxNkpZRSSimlyqg1NcguLi54eHg4ehimV1BQgJubU+0vo85D42UuGi9z0XiZj8ascnJzcykqKnL0MOyi1iTIqmpEREQQHx/v6GEoK2m8zEXjZS4aL/PRmClraYmFUkoppZRSZWiCrJRSSimlVBmaICubjBs3ztFDUDbQeJmLxstcNF7mozFT1tIaZKWUUkoppcrQGWSllFJKKaXK0ARZKaWUUkqpMjRBVueVmZnJgAEDCAoKYsCAARw+fLjcxx47doyAgAAeeOABO45QlWVNvNatW0fPnj0JCQmhU6dOfP311w4Yae22ePFi2rdvT9u2bXn11VfP+n5eXh4jR46kbdu2REZGkpaWZv9BqhIXitdbb71FcHAwnTp1ol+/fuzYscMBo1TFLhSvYt999x0Wi0Xbvqlz0gRZnderr75Kv3792LJlC/369Tvvi82zzz5Lr1697Dg6dSZr4lW/fn0+++wzkpOTWbx4MZMmTeLIkSP2H2wtVVhYyP33389vv/1GSkoKX375JSkpKac95pNPPsHHx4etW7fy8MMPM3nyZAeNVlkTry5duhAfH8/69eu54YYbeOKJJxw0WmVNvACysrJ45513iIyMdMAolRlogqzOa+HChYwZMwaAMWPG8OOPP57zcWvXriUjI4OBAwfacXTqTNbEq127dgQFBQFw8cUX4+fnx4EDB+w5zFpt9erVtG3bltatW1O3bl1GjRrFwoULT3tM2TjecMMNLF26FF1P7RjWxKtv377Ur18fgB49epCenu6IoSqsixfIhM7kyZOpV6+eA0apzEATZHVeGRkZNG/eHIBmzZqRkZFx1mOKiop49NFHmTFjhr2Hp85gTbzKWr16NSdPnqRNmzb2GJ4Cdu/eTYsWLUq+DggIYPfu3eU+xs3NjUaNGnHo0CG7jlMJa+JV1ieffMLVV19tj6Gpc7AmXgkJCezatYshQ4bYe3jKRHRDckX//v3Zt2/fWfe//PLLp31tsViwWCxnPe6///0vgwcPJiAgoNrGqEpVNl7F9u7dy+23387cuXNxcdH3ykpV1rx584iPj2fFihWOHooqR1FREY888ghz5sxx9FCUk9MEWbFkyZJyv9e0aVP27t1L8+bN2bt3L35+fmc9JjY2llWrVvHf//6X7OxsTp48iaen53nrlVXFVTZeIAsqhwwZwssvv0yPHj2qa6jqHPz9/dm1a1fJ1+np6fj7+5/zMQEBARQUFHD06FEaN25s76EqrIsXyHn58ssvs2LFCtzd3e05RFXGheKVlZXFhg0b6NOnDwD79u1j6NCh/PTTT0RERNh7uMqJ6bSROq+hQ4cyd+5cAObOncuwYcPOesz8+fPZuXMnaWlpzJgxg9GjR2ty7CDWxOvkyZMMHz6c0aNHc8MNN9h7iLVet27d2LJlC6mpqZw8eZKvvvqKoUOHnvaYsnFcsGABV1555XmvBqjqY028/vnnH8aPH89PP/1U7ptSZR8XilejRo04ePAgaWlppKWl0aNHD02O1TlpgqzO68knn+TPP/8kKCiIJUuW8OSTTwIQHx/P3Xff7eDRqTNZE69vvvmGlStXMmfOHDp37kznzp1Zt26dA0ddu7i5ufH+++8zaNAgLr30Um666SZCQkKYOnUqP/30EwB33XUXhw4dom3btrz11lv6htOBrInX448/TnZ2NjfeeCOdO3c+K4FW9mNNvJSyhm41rZRSSimlVBk6g6yUUkoppVQZmiArpZRSSilVhibISimllFJKlaEJslJKKaWUUmVogqyUUkoppVQZmiArpZRSSilVhibISimllFJKlaEJslLK4SwWC48++mjJ1zNmzGDatGl2HYOnp2fJ55dddlmljzdt2jRmzJhxzu+5urqWbNLSuXNn0tLSKv18zuzRRx8lLCyMBx98kHvvvZe//vrrrPuVUsqZuDl6AEop5e7uzvfff89TTz1FkyZNbPpZwzAwDAMXl6p7v/9///d/VXasc/Hw8Ch398Lq+Pc40rZt2/jrr79ITEwEoHPnznzwwQdn3a+UUs6kZrwCK6VMzc3NjXHjxvH222+f9b233nqL0NBQQkND+c9//gNAWloa7du3Z/To0YSGhrJq1So6dOjA2LFjadeuHbfeeitLlizh8ssvJygoiNWrV5cc77rrrqNr166EhIQwa9asc46neDZ55syZJbO8rVq1om/fvgDMmzeP7t2707lzZ8aPH09hYSEAL7/8Mu3atSMqKopNmzZZ/e8/89+za9eucp/jzOe5+eabmTFjBmlpaYSGhpY8puws/LmOlZaWxqWXXso999xDSEgIAwcOJDc3t+TnP/vsMzp16kRYWBi33347U6dOLfn9A0yZMoV33nnnvP+uTZs20adPH3bs2EGXLl1ITk6mXbt2bN269bT7c3JyrP5dKaWUXRhKKeVgDRo0MI4ePWq0bNnSOHLkiPHGG28Yzz33nBEfH2+EhoYa2dnZRlZWlhEcHGwkJCQYqamphsViMWJjYw3DMIzU1FTD1dXVWL9+vVFYWGiEh4cbd9xxh1FUVGT8+OOPxrBhw0qe69ChQ4ZhGMbx48eNkJAQ4+DBgyVjKDuesk6ePGlERUUZP/30k5GSkmJcc801xsmTJw3DMIz77rvPmDt3bslYc3JyjKNHjxpt2rQx3njjjXP+e11cXIywsDAjLCzMuO66687695T3HIZhlPs8qampRkhISMlzFP8OyztW8e/sn3/+MQzDMG688Ubj888/NwzDMDZs2GAEBQUZBw4cKPmdpaamGl26dDEMwzAKCwuN1q1bl/zuzmfKlCnGRx99ZBiGYbz55pvGJ598ctb9SinlbLTEQinlFBo2bMjo0aN599138fDwACAmJobhw4fToEEDAK6//npWrVrF0KFDadmyJT169Cj5+VatWtGxY0cAQkJC6NevHxaLhY4dO55W4/vuu+/yww8/ALBr1y62bNlC48aNzzu2hx56iCuvvJJrr72W999/n7Vr19KtWzcAcnNz8fPzIzMzk+HDh1O/fn0Ahg4dWu7xziyxSEtLO+3fs3Tp0nM+B8CqVausfp7zHatXr160atWKzp07A9C1a9eS39OyZcu48cYbS8pdfH198fX1pXHjxvzzzz9kZGTQpUuXC/7eAJKSkhg2bBgAv//+O7Nnzz7rfqWUcjaaICulnMakSZMIDw/njjvuuOBji5PmYu7u7iWfu7i4lHzt4uJCQUEBANHR0SxZsoTY2Fjq169Pnz59OHHixHmfZ86cOezYsYP3338fkBrhMWPGMH369NMeV7b8oCLK/nvKe47zcXNzo6ioqOTr4n9XecdKS0s77Xfm6up6WonFudx9993MmTOHffv2ceedd1o1ruTkZEJDQzl+/DhHjhzh4osvPu1+kDcqL7zwAo0aNeKqq66if//+Vh1bKaWqi9YgK6Wchq+vLzfddBOffPIJAFdccQU//vgjx48fJycnhx9++IErrriiwsc/evQoPj4+1K9fn40bN/L333+f9/Fr165lxowZzJs3SwHDkAAAAlhJREFUr2TRXL9+/ViwYAH79+8HIDMzkx07dtCrVy9+/PFHcnNzycrKYtGiRRUeZ3nPAZT7PE2bNmX//v0cOnSIvLw8fv755wseqzxXXnkl3377LYcOHSr5GYDhw4ezePFi1qxZw6BBg04b7+7du886TlZWFnXq1MHDw4Ply5eX1HCXvR9g48aN1K1bl4kTJ2pyrJRyCjqDrJRyKo8++mjJbG14eDhjx46le/fugMxgdunSpcJt0a666ipmzpzJpZdeSvv27U8r0TiX999/n8zMzJLELiIigo8//piXXnqJgQMHUlRURJ06dfjggw/o0aMHI0eOJCwsDD8/v5KShooIDg4+53O0bNmS8PDwcz5PnTp1mDp1Kt27d8ff358OHTqc91jNmjUr9/lDQkKYMmUKvXv3xtXVlS5dujBnzhzq1q1L37598fb2xtXVFYCioiK2bt2Kr6/vWcfZsGFDySzxb7/9xg033HDW/QADBgygRYsWPPDAA/zvf//D39+/wr87pZSqChbDMAxHD0IppVTFTJs2DU9PTx577LFqf66ioiLCw8P59ttvCQoKAiTZ/fTTT3nrrbfO+7Ph4eHExcVRp06ds743efJkCgsLOXHiBG+//fY5H6OUUvakM8hKKaUuKCUlhWuuuYbhw4eXJMcAoaGhF0yOARISEsr93muvvVYlY1RKqaqiM8hKKaWUUkqVoYv0lFJKKaWUKkMTZKWUUkoppcrQBFkppZRSSqkyNEFWSimllFKqDE2QlVJKKaWUKkMTZKWUUkoppcrQBFkppZRSSqky/h8B0ggCbkw4NgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "poles = [0.8]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the poles are complex conjugates and inside the unit circle, the impulse response $h[n]$ is a decaying sinusoid." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NdkFNktu2hd691YS4RQuoUiX7c+zsIDgYHB3hiy/gxRfh5Zfhq69ylhVClF3yuV685HNdVe4S5KSkJPknKkYajYYaNWqUarIkilezZs24fPkylpaWbN++nV69ehEREZFr2TFjxjBmzBigdHszz5nzMDk2NoZ331XbF+fHx+dhs4reveGTT2DmTPj9d1i9Wm2jLIQo++RzvXjJ57qqXHbSk3+i4iXns2yrXLkylpaWAHTr1o3U1FS9GucyOhr27QMjIzU5NjWFjh0Lt40KFWDGDPjzTzAxgfbtYdo0SEkpmZiFEKVLPoeKl5zPcpogCyEeun79Opkzzh8+fJiMjAxq1Kih46gemjRJ/fvTT/Dxx7B375N3uGvVCsLDYeRItVa6ZUs4c6bYQhVCCGEgJEEuZZGRkTmG2woICODzzz/P93mhoaFMnDgRUIflOnjwYKH2261bN+Li4gpcftiwYWzcuLFQ+xD6aeDAgfj4+HD+/Hns7OxYvnw5S5YsYcmSJQBs3LgRNzc3mjRpwsSJE1m/fr3e1B5s3ap2zPvgA+jTB955p+ijUVhawnffQVCQWjvdvDksXAgHDsi4yUKIJ2NsbIynpydubm706NGjUJ+3WQUGBjJ+/PjiDU48kXLXBrms8vLy0rb5DA4OxtLSktatWxf4+du3b8+xTlEUFEXByEi+JxmydevW5fv4+PHj9fKCfP8+jB8PLi4wdWrxb9/fXx0zeeRItZbayEgdDcPUtGi11EKI8sfc3Jzw8HAAhg4dyuLFi5n+uI4SQq9JZqRnfH19efvtt2nRogVPP/00f/zxB6Amxd27dycyMpIlS5bw5Zdf4unpqX08U0JCAsOHD8fd3R0PDw9+/vlnQJ0W+NatW0RGRtKoUSOGDBmCm5sbUVFRzJkzB3d3d5o0acK0adNyxHT06FHat29P8+bN6dq1K9euXSv5EyHKvY8/hsuXYckSNWktCbVrw5Yt0LOn2gkwPV1tlxwcXDL7E0Loh5KcadPHx4eYmBgALl68yLPPPkvz5s1p164d586dA2DLli20bNmSpk2b0rlzZ27cuFH8gYgiKfc1yL6+vjnWvfjii4wdO5YHDx7QrVu3HI8PGzaMYcOGcevWLfr27ZvtseBi+GRNS0vj8OHDbN++nRkzZrBnzx7tY/b29rz66qtYWlryxhtv5Hjuxx9/TJUqVTh58iQAd+7cyVEmIiKClStX0qpVK3bs2EFQUBB//fUXFhYW3L59O1vZ1NRUJkyYQFBQEDVr1uTHH39k+vTpfP/990U+TiHycuoUzJsHI0aU/GgTGo06897Oneq4yYqiDiEnhCh7Jk9W+xnkJz4eTpxQvxQbGYGHR/5DP3p6wvz5Bdt/eno6e/fuZeTIkYA68s+SJUto2LAhf/31F2PHjmXfvn20bduWQ4cOodFoWLZsGXPnzmXevHkF24koFeU+QS5tebXtzLq+d+/eADRv3rzQEzzs2bOH9evXa5erVauWo0z9+vVp1aqVtvzw4cOxsLAAoHr16tnKnj9/nlOnTuHn5weo//w2NjaFikmIwsjIgFdfVT+w5swpnX36+MD+/ep4yRs3qsPAtW2rJs9CCMMSH/9w2MiMDHW5qGOjJyYm4unpSUxMDM7Ozvj5+ZGQkMDBgwfpl2WGouTkZEAdu7l///5cu3aNlJSUcj3esL4q9wlyfjW+FhYW+T5ubW1d6BrjGjVq5KjVvX37drZ/jooVKwJqo/+0tLRCbb8gKlWqVOCyiqLg6upKiPRcEqXk++/VDnMrVoC1dent18cHNmxQx1ieNQsaNYLXXy+9/Qshiq4gNb0hIdCpk9qcytQU1qwpep+DzDbIDx48oGvXrixevJhhw4ZRtWpVbdvkrCZMmMDUqVPx9/cnODiYgICAogUgip20QS5llpaW2NjYsG/fPkBNjnfu3EnbQvyma2Vlxb1793J9zM/Pj8WLF2uXc2ti8Wj5FStW8ODBA208WTVq1IibN29qE+TU1FROnz5d4FiFKIybN+Gtt+CZZ9SponXhk0+gb194803YvFk3MQghSo6Pj9oRt6jDRubGwsKChQsXMm/ePCwsLHBwcGDDhg2AWuF0/PhxAOLj47G1tQVg5cqVxReAKDaSIOvAqlWr+Pjjj/H09KRjx458+OGHNGjQoMDP79GjB7/88kuunfTee+897ty5ox22a//+/flu69lnn8Xf3x8vLy88PT1zDDdnamrKxo0befvtt2nSpAmenp6FHmJOiIJ6801ISIBvvtFd8wYjI1i5Ery8YNCgx7dnFEKUPT4+xTNsZG6aNm2Kh4cH69atY82aNSxfvpwmTZrg6upKUFAQoA7v2q9fP5o3b451af5UJgpMo2TOEGCAvLy8CA0Nzbbu7NmzODs76ygiwyXntXBye28+zoMHD5g3bx5Xrlzhu+++IyIigvPnz9O9e/cSijJ/T3IM+QkOhg4d1CYOM2cW22af2LVr6kQiGRlw+DDUravriIQQuZHPn5KR23kt7uu+PpMaZCHKiOHDh1OxYkVtcxdbW1vee+89HUdVPJKT1Y55Dg6gL0OH2tioQ8DFx6tjJt+/r+uIhBBClBZJkIUoIy5evMhbb71FhQoVALWtm6H8APTZZ3D+PCxeDP8NqKIXmjSBdesgLAyGDHnY810IIYRhkwRZiDLC1NSUxMRE7ZCAFy9e1I54UpZduKB2jOvXD557TtfR5NS9uzom86ZNavMPIYQQhq/cD/MmRFkxY8YMnn32WaKiohg8eDAHDhwgMDBQ12EViaLAuHHqUEsFHYhfFyZNUmu458xRh38bPlzXEQkhhChJUoMsRBnh5+fHpk2bCAwMZODAgYSGhuY6E+SjRowYQa1atXBzc8v1cUVRmDhxIk5OTnh4eHDs2LFijjxvP/0Eu3apnfL0uROcRgMLF4KfH4wZI1NRCyGEoZMEWQg9d+zYMe3t8uXL2NjYULduXa5cuVKgZHbYsGHs3Lkzz8d37NhBREQEERERLF26lNdee604w8/T7t0wapRaIzt2bKnsskgqVFAT+oYNoXdv+PtvXUckhBCipEgTi1L2yy+/MGPGjGzrTpw4wbZt23hOHxtgCp17/b/p3JKSkggNDaVJkyYoisKJEyfw8vJ67CyHzzzzTL5TlgcFBTFkyBA0Gg2tWrUiLi6Oa9euleiU4iEh0K0bpKVBZKQ6jFpJjEda3KpWha1b1eHfOnWCYcPU4ygLsQshSo6lpSUJCQkluo/WrVvLPASlSGqQ85GeDmvXqrVFvXur94vai/2FF14gPDxcexs7dizt2rWja9euj32uoihkSDf6cmf//v3s378fGxsbjh07RmhoKEePHiUsLEw7E1NRxMTEUK9ePe2ynZ0dMTExuZZdunQpXl5eeHl5cfPmzSfe5969anIM6t+y1GTB0VHtVBgdrf7t1ElN+IUQoiQVV3KclnnxFfmSBDkPiqJ2xJk//2GCPH++WmNUXCNr/f3333z00UesXr0aIyMjPvvsM7y9vfHw8ODDDz8EIDIykkaNGjFkyBDc3NyIiorizTffxM3NDXd3d3788UcArl27xjPPPIOnpydubm45ZtgTZd/58+dxd3fXLru5uXH27NlSjWHMmDGEhoYSGhpKzZo1n3g7nTqBuTkYG6sd9ArQlFqv3L79cKa/pKSyleALIVC/1c6aVezfboODg2nfvj09e/bE0dGRadOmsWbNGlq0aIG7uzsXL14EYMuWLbRs2ZKmTZvSuXNnbty4AcDNmzfx8/PD1dWVUaNGUb9+fW7dugWotdSZ+/D19aVv3740btyYwYMHa4f8/Oijj/D29sbNzY0xY8Zo1/v6+jJ58mS8vLyYOXMmDg4OpKamAnD37t1sy0KlF00sRowYwdatW6lVqxanTp3K8biiKEyaNInt27djYWFBYGAgzZo1K9GY/voLDhyAU6fUD3KAPn3AzU19rFWrom0/NTWVQYMGMW/ePJ566il27dpFREQEhw8fRlEU/P39+f3333nqqaeIiIhg5cqVtGrVip9//pnw8HCOHz/OrVu38Pb25plnnmHt2rV07dqV6dOnk56ezoMHD4p+EoRe8fDwYNSoUbz00ksArFmzBg8PjyJv19bWlqioKO1ydHR0sdRM58fHR61FDg5Wk+Oy1kTB1xfMzNTkWFHU9slCCD0wefLj54ePj4cTJ9SfhI2MwMMDqlTJu7ynZ6GG2Tl+/Dhnz56levXqODo6MmrUKA4fPsyCBQv46quvmD9/Pm3btuXQoUNoNBqWLVvG3LlzmTdvHjNmzKBjx46888477Ny5k+XLl+e6j7CwME6fPk3dunVp06YNBw4coG3btowfP54PPvgAgJdffpmtW7fSo0cPAFJSUrSz4EVGRrJt2zZ69erF+vXr6d27t3aMfaHSixpkfexEtHevmhBnJseg3u/TR32sqN5//31cXV3p378/ALt27WLXrl00bdqUZs2ace7cOSIiIgCoX78+rf7LyP/8808GDhyIsbExtWvXpn379hw5cgRvb29WrFhBQEAAJ0+exMrKquhBCr2yYsUKXF1dWbBgAQsWLMDFxYUVK1YUebv+/v6sWrUKRVE4dOgQVapUKdH2x5l8fOCdd8pecgwPE/yAALXT3syZcOmSrqMSQhRIfPzD9pIZGepyMfL29sbGxoaKFSvSoEEDunTpAoC7u7u2P0h0dDRdu3bF3d2dzz77jNOnTwPqZ/yAAQMAePbZZ6lWrVqu+2jRogV2dnYYGRnh6emp3e7+/ftp2bIl7u7u7Nu3T7tdQJtvAIwaNUr7+bFixQqGy9iVOehFDbI+diKqXh3OnMm5PjpabYNYFMHBwfz888/ZRiBQFIV33nmHV155JVvZyMhIKlWq9NhtPvPMM/z+++9s27aNYcOGMXXqVIYMGfLEMWZkZKAoCsbGxoD6zVNRFDQajfZmbGysnbRClDwzMzOmTJnClClTCvW8gQMHEhwczK1bt7Czs2PGjBnan9JeffVVunXrxvbt23FycsLCwqJYku7ywMdHvb30EjRvDn37qr86mZnpOjIhyrGC1PSGhKjtvFJS1DZea9YU6zf1rBM4GRkZaZeNjIy07X8nTJjA1KlT8ff3Jzg4mICAgCfeh7GxMWlpaSQlJTF27FhCQ0OpV68eAQEBJCUlactlzSXatGlDZGQkwcHBpKen5zkMaHmmFwny4+TViagkE+T+/eGDD9QxWv/78seuXerQVIsWPfl279y5w/Dhw1m7dm22Wt6uXbvy/vvvM3jwYCwtLYmJicn154527drx7bffMnToUG7fvs3vv//OZ599xuXLl7Gzs2P06NEkJydz7NixPBPkzH+ktLQ0qlatCsCVK1e4e/cuaWlppKenoygKFhYWuLi4AHDhwoUczTYsLS1p3LgxALdu3aJ///40aNAAJycnGjZsSOPGjYvUTlVk5+DgkOsXkn/++Sff561bty7fxzUaDYsXLy5SbOWZoyOsWgX+/jBxIixdquuIhBD50oM2XvHx8dqmbCtXrtSub9OmDT/99BNvv/02u3bt4s6dOwXeZmYybG1tTUJCAhs3bqRv3755lh8yZAiDBg3i/ffff8KjMGxlIkEujKVLl7L0v0+oovSyr14dNm5Ua4esrdV1t26p66pXf/L4lixZwr///pujmcg777zDoEGD8PnvH9XS0pIffvhBW4Ob6YUXXiAkJIQmTZqg0WiYO3cuderUYeXKlXz22WdUqFABS0tLVq1ale15t27d4s6dOyQmJpKSkgJAhQoVtAmykZERZmZmVKhQAWNjY4yNjTE1NdU+v27duqSlpaEoinY0jawJfEZGBseOHWPTpk3ab8h9+/Zlw4YNAHz66ac0btyYFi1aYGtrKzXPTyCz7RioF8INGzZw+/ZtHUYkMvXooTYXmTULWrdWO/MKIfRY5k9AOhIQEEC/fv2oVq0aHTt25NJ/bbQ+/PBDBg4cyOrVq/Hx8aFOnToFbjJZtWpVRo8ejZubG3Xq1MHb2zvf8oMHD+a9995j4MCBRT4eQ6RRlOIak6FoIiMj6d69e66d9F555RV8fX21L2KjRo0IDg5+bA2yl5dXtqQC4OzZszg7Oxc4rrQ0tVMeqGOfmuj5V4q0tDTu3r1LQkICCQkJNG7cGCMjI6Kjo4mPj8fc3DzbLevPNEWReV7T0tK4fPkyERERVKlSBR8fH+Li4qhVq5b2Z31bW1v8/PwYPXo0rVu3Lpb9lzW5vTefRPPmzTl69GgxRFR4xXUMhiItTf21KSQEDh2CJk10HZEQ5UNhP9f1WXJyMsbGxpiYmBASEsJrr71G+OM6HT6hjRs3EhQUxOrVq3N9PLfzWp6u+3qe7qn8/f1ZtGgRAwYM4K+//iq1TkSgJsRt2pTKrookISGBq1evcu/ePRRFwcjICEtLS9LS0jA1NcXOzg47O7sSj8PExIQGDRrQoEED7bqqVaty9+5djh8/zpEjR/jjjz8ICgrC19eX1q1bExkZSWBgIAMGDNA22RA5ZW2znpGRQWhoqIxnqUdMTGDdOmjWTO3MGxqqTiwihBAFdeXKFV588UUyMjIwNTXlu+++K5H9TJgwgR07drB9+/YS2b4h0IsEWToRFV5aWhq3b9+mUqVKVKpUCY1GQ3JyMrVr16ZKlSpUqlQJIyO9GKQEUDuYtWzZkpYtWzJ+/HjS09NJT08H1KYDH330ETNmzKBJkyYMHDiQAQMGUL9+fR1HrV8yZ9QD9YuIg4MDP/30kw4jEo+qXVudjtrXVx1HfdOmh+MlCyHE4zRs2JCwsLAS389XX31V4vso6/QiQZZORAWjKAr37t3TtidWFAUbGxsqVaqEhYUFbm5uZaZtb2Y7Z1DbKsfExPDTTz+xfv16pk2bxvTp04mJiaF27do6jlR/LF++HMdHhlC5JGOL6Z02beCzz2DKFPj8c3jzTV1HJIThyxxlSRQPPWl9q1P6U8Uo8qUoCufOnePvv/8mPj6emjVr4uLiou0Fmzn0WlllY2PDpEmTCAkJ4Z9//mHNmjXa5HjEiBF8/PHHXL9+XcdR6lZuvZHz66EsdGfSJOjXD6ZNk1n2hChpZmZmxMbGSlJXTBRFITY2FrNyPmalXtQgi9ylpqZy+/ZtatWqhUajwdramlq1alGtWjW9aj5R3BwcHHBwcADUc3D9+nVWrFjBxx9/zPDhw3nnnXewt7fXbZCl6Ny5c5w+fZr4+Hg2bdqkXX/37t1sY1wK/aHRwLJl6mRdAwZAWBiUUrcJIcodOzs7oqOjizRylcjOzMysVPot6TNJkPVQWloa169f599//yUjI4NKlSphaWlZLscUrlChAtu3byciIoL58+ezbNkyvv/+ezZu3EjPnj11HV6pOH/+PFu3biUuLo4tW7Zo11tZWZVYBw5RdJUrw88/Q4sW8OKLsG+fTEktREmoUKGCtlJFiOIiCbIOGBsb4+7uTlpaGs7OzqxcuRILCwsyMjK4ceMG169fJz09nRo1arB7924CAwNZVJTZSQxAw4YNWbx4Me+88w5ffPEFzzzzDAAnT56kdu3a1KpVS8cRlpyePXvSs2dPQkJCtONki7LB1VWdOOSll2DoUHB319m8BEIIIQpBEuTHUZTs3dAfXX4C5ubm2nENBw8ezJIlS5g6dSqgTuhhaWmJra0tFhYW2SbrEOpPaV988QWgtpMaNmwYFy5c4IMPPmDChAkGeb7mzp3LW2+9xdq1a3Pt0Lpw4UIdRCUKavBgdTSLdevgxx+hYkV1Ei9JkoUQQn8ZbkPW4hAQoHZFz2z4ryjqciHnTM9Py5YtOXbsGDdv3qR3794MGjSIl19+mQsXLuQoe/PmTfr06YO3tzfe3t4cOHAAgN9++w1PT088PT1p2rQp9+7dK7b49JlGo2Ht2rW0bduWN954Azc3N7Zt26brsIpd5kDtXl5eNG/ePMdN6D9PT/VvRgakpEjHPSGE0HeSIOdFUSAuDhYseJgkT5miLsfFPUyan1B6ejqRkZH8/PPPPPXUU7z//vs0bdqUkydP8umnnzJkyJAcz5k0aRJTpkzhyJEj/Pzzz4waNQqAzz//nMWLFxMeHs4ff/yBubl5kWIrSxo1asS2bdvYvn07RkZGdO/enaCgIF2HVax69OgBwNChQ3O9Pc7OnTtp1KgRTk5OzJ49O8fjgYGB1KxZU/sla9myZcV+DOVd586Q2SE8PR0aNdJtPEIIIfInTSzyotHAl1+q9xcsUG+gjt/05ZdFamaRmJiIq6srGRkZ+Pj4MH36dNq2bcvPP/8MQMeOHYmNjeXu3bvZnrdnzx7OnDmjXc6cUrpNmzZMnTqVwYMH07t373LZ8/S5556jc+fOBAYG0r17dwCuX79OnTp1dBxZ0fXo0SPfIfw2b96c52Pp6emMGzeO3bt3Y2dnh7e3N/7+/ri4uGQr179//3Lfzr0k+fionfR++gm++w4++AA6dYIqVXQdmRBCiNxIgpyfzCQ5MzmGIifHiqJgZmbGhg0bsLe3x8rKqsDPzcjI4NChQznGJpw2bRrPP/8827dvp02bNvzvf/8rl1M2V6hQgdGjRwNqW24PDw86duzI119/TfXq1XUc3ZN74403nvi5hw8fxsnJSTvByIABAwgKCsqRIIuS5+Oj3rp3h2efhb59Yft2GdlCCCH0kTSxyE9ms4qssrZJLoTk5GRSU1O1E3q4uLhkS47btWvHmjVrAAgODsba2prKlStn20aXLl2yTQ+Z2dHv4sWLuLu78/bbb+Pt7c25c+cKHZ+hqVKlCpMmTWLTpk00a9aMI0eO6DqkJ9a+fXvtzcfHh2rVqlG9enV8fHxo3759vs+NiYmhXr162mU7OztiYmJylPv555/x8PCgb9++REVF5bm9pUuX4uXlhZeXl4w5+oQ6dVJHttizB157rcittYQQQpQASZDzkrXN8aRJau+aSZOyt0kuoLi4OE6fPp0t8cicZjlTQEAAR48excPDg2nTprFy5coc21m4cCGhoaF4eHjg4uLCkiVLAJg/fz5ubm54eHhQoUIFnnvuuSc8aMNRoUIFpk+fzp9//omiKLRt25bFixeX6ZmWtm3bRoMGDZg4cSLjx4/HycmJHTt2FHm7PXr0IDIykhMnTuDn55dvu+YxY8YQGhpKaGhouRyXu7gMHw7Tp8Py5TBnjq6jEUII8ShpYpEXjQaqVs3e5jizTXLVqgVqZqEoCteuXePq1atYWFhop4VOSEjIUbZ69er8+uuvOdYPGzaMYcOGAWBtbc2PP/6Yo0zWWmWRXYsWLTh27BhDhgxh7969jB07VtchPbHXX3+d/fv34+TkBKi/HDz//PP5fiGytbXN9sUsOjpa+z7MVKNGDe39UaNG8dZbbxVz5CI3H38M//wD77wDjo7qZCJCCCH0gyTI+QkIyD7ucWaSXIDkOHOUijt37lC9enXs7e0NenpofVajRg22bNlCUlISGo2G6OhojIyMqFu3rq5DKxQrKyttcgzg6Oj42Dbs3t7eREREcOnSJWxtbVm/fj1r167NVubatWvY/DcP8ubNm7XDyomSpdHA99/DlSswZAjY2UHr1rqOSgghBEiC/HiPJsMF7KCXkZHB/fv3sbOzo3bt2vmOQiBKnpGRERYWFiiKQv/+/YmKimL79u24ubnpOrQC8/Lyolu3brz44otoNBo2bNiAt7c3mzZtAqB37945nmNiYsKiRYvo2rUr6enpjBgxAldXVz744AO8vLzw9/dn4cKFbN68GRMTE6pXr05gYGApH1n5ZWYGv/6qdt7r2RMOHYIGDXQdlRBCCI1SlhtlPoaXlxehoaHZ1p09e5bGjRuXWMKakpJChQoV0Gg0pKen52hrbIgUReHcuXNlpuYxLCyM559/nvv37/Pzzz/TuXPnUo8ht/fm4wwfPjzPxzQaDd9//31RwyqUJzkGkbuICGjVCmrWhIMHoQwPuiKEMGDl6bpf7mqQzczMiI2NpUaNGsWeJD948ICIiAhq1KiBnZ1duUmOY2Njcww9p8+aNm3KX3/9pW2/++OPP+Za+6pvVqxYoesQRAlp2BCCgtQRLl54AXbtUqekFkIIoRvlLkG2s7MjOjq62IeoSk5O5saNGxgZGaHRaMrNdM+gfukoa5OT1KtXjz/++INu3brx0Ucf4e/vj4mJfv87XLp0ia+++orIyEjS0tK06/ObKESUHW3bQmAgDBoEo0bBqlVFGnJdCCFEEeh3RlACKlSogIODQ7Fu86+//qJz587UrVuX3bt389RTTxXr9kXJqFKlCjt37iQxMRETExMURdHrtuK9evVi5MiR9OjRQzp8GqiBA+HiRXj/fTA1BScn8PVV2ygLIYQoPeUuQS5uiYmJvPDCC9SuXZv9+/eXuZERyjsrKyusrKxITU3lpZdeomfPngwaNEjXYeXKzMyMiRMn6joMUcKmT4eQEHWEC41G7ci3d68kyUIIUZokQS4ic3Nz1q5di4ODgyTHZVhqair//vsvQ4cOpUaNGnTt2lXXIeUwadIkZsyYQZcuXaiYpYFqs2bNdBiVKG4ajZoMb9+ujjKZlAT790uCLIQQpUkS5Cd05coVDhw4wMCBA/H19dV1OKKILCwsCAoK4plnnqFPnz789ttvNG/eXNdhZXPy5ElWr17Nvn37tE0sNBoN+/bt03Fkorh16gSffqomx4oCR45AWhroeTN5IYQwGHK5fQL37t2jR48eXLlyheeee46qVavqOiRRDCpXrsyOHTvw8fGhW7duHDx4kAZ6NCjthg0b+OeffzA1NdV1KKKE+fiozSr274ezZ+GHH6BPH1i3DiwsdB2dEEIYPunpU0jp6ekMHjyY06dP8+OPP0pybGBsbGz43//+R+XKlfn33391HU42bm5uxMXF6ToMUUp8fODdd2H1ali0CLZsUWuWb93SdWRCCGH4pAa5kKZNm8aWLVtYtGgRXbp00XU4ogQ0atSIs2fP6t2wb3FxcTRu3Bhvb29tG2SNRkNQUJCOIxMlbdw4qFtXHQKudWvYsUNm3BNCiJKkXxmAngsJCeHzzz9n7NixjBs3TtfhiBKUOezbJ598gqIofPDBB7oOiRkzZmjvK4rCH3/8wfr163UYkShNL7ygNrvo0UNNkrduBW9vXUclhBCGSZpYFIKPjw87duxgwYIFug5FlJKLFy/y4YcfsnXrVl2HQvv27alcuTJbt25l2LBh7Nu3j1dffVXXYYlS1Lq1OhW1hYU6PvL27bqOSAghDJMkyAWQlJTE6dOnAXj22Wf17qd3UTI0Gg3ffPMNTZs25aWXXuLy5cs6iePvv/9mxowZNG7cmAkTJvDUU0+hKAr79+9nwoQJOolJ6E6jRuo4yY0bg78/LF+u64hEaQgJgVmz1L/6UF4IQyeZXgG8+eabLFu2jIiIiDI3pbIoGnNzc37++Wc8PDwYPnw4e/bsKfVZ7Bo3bky7du3YunUrTk5OAHz55ZcFfv7OnTuZNGkS6enpjBo1imnTpmV7PDk5mSFDhnD06FFq1KjBjz/+iL29fXEegihmdepAcDD066dOSx0VBR9+KFNTlxX376u1/7/9Bi4uYG8PCQnq+oSE7Pfv34fISNi3DzIywMgImjWDKlXU5YwMdSjArH/j4+HcuYflmzYFa2uoUCH3W2wsbN4M6elgbAyjR6tfxMzN1Ylqcvt77hyEh8Mzz6g3c3N1W3m9B0NC1PdsQWeGLGx5IYqbJMiPkdkhb8qUKZIcl1MODg4sWLCAV155hSNHjtCyZctS3f+mTZtYv349HTp04Nlnn2XAgAEoilKg56anpzNu3Dh2796NnZ0d3t7e+Pv74+Lioi2zfPlyqlWrxoULF1i/fj1vv/02P/74Y0kdzkMl/Ylp4OWtrNSRLcaMgRkzIGFPCN3Mg6nZzxf3Mfofv6GVP74khOs/BpPe1hejNj5cvw7XrsH162S7f+2amvi2IgRfglmNL4fIuX0jI7C0VG/JydAiQy0fnOHL1X99qFhRLaPRqH+NjdW/RkZw82b28tdu+WBsDKmpud/u3gWvtP/Kp/nyzTePP97M+D/93Bf//+I3MlKb/5ibq7fM+2lpYHUqhGeUYN408sWqiw9PPZV78m1mBjExEDwrhLbpwUwz8aXvPB+aNoWKFdUp2E1Nc96/+EMI8UHB1Ojri0cB3v8nl4YQ+3MwNfoU7P+lvJUXoFEK+klbBnl5eREaGvrEz4+Pj8fFxQVra2uOHDki48+WY4qiEBERwdNPP10s23uS9+b9+/cJCgpi3bp17Nu3jyFDhvDCCy/kO5pKSEgIAQEB/O9//wNg1qxZALzzzjvaMl27diUgIAAfHx/S0tKoU6cON2/eRPOY6sgi/X+FhKjVTmlp6qeqh4daJZaX+Hg4ceJhlZiU11KAyyfjqXf7BEZkkIERiU97YGlTNuIvS+UVIDUFHiRC4oOHf7kbj3Pqw/N/HA/uom7f2Pi/JM70YULH3Xgc7j0sH2PtQQ37Khgbo71pjCDzPzDhWjzmfxf89S1q+QdOHpjVrqLWUKc/rKnOyID0DLgbFU+9Ow/LX7LyoEKNKtrHM5+TeV+TEI9zysPyp4w8uG9c5eF2H8lCKhNPE3I/n7nJrXyCpgoaDbneKqXH45L2sPw5Uw8STauo51tDjr9myfE8nfSwfIS5B0kVq5DXFbJicjwNE3OWJ8txKlnuVEyJp1GW7Z+vqMaDkr1c5n3z1Ozn84yJBw9M1PdnZiEly3Ms0+NxTT+BBoUkzLj47d4nTpKLmleVJVKDnI9p06Zx/fp1fv31V0mOyzmNRqNNjoODg2nbtm2pt0WvVKkSgwYNYtCgQdy5c4cNGzYwZ86cfBPkmJgY6tWrp122s7Pjr7/+yrOMiYkJVapUITY2Fmtr6xzbW7p0KUuXLgXg5s2bT34wwcHq77nw8DfhxyUsGRlSPhcaoIoSjxEZaAANGcRdisekWhXMzPQ/fn0snxEXjyZDPZ9KRgb/RsQTranCg8SHb1tQky1zc7Ah+/mvZxWPpUsVTE3BOJcWWUl/x2N072H5WhXiMauUdzyWqfEo/23fiAwsU+Mhn4SxqOWt0uPBJO/yFjezH6+dZTxm9fMun/R3PEbXHpZvVDses6cfllfInoSnXozH6N+H5RvUiCfDtoo2mVay/s0Ao5h4jBIflq9TMZ7EWlVQFHK9Wd3OHn9lJZ6MilkS0kf+VkrLXt4iJZ7EClWy5rvZ7pun5F4+M6PW8PDLD0Zg+cj2rdLjSTOpki1J1/7RQNVHtl9NE49x5UcS/Cz3LW/HY5Sulq9ACrE/B4PUIj+eoid27NihPP3000qDBg2UWbNm5Xh8xYoVirW1tdKkSROlSZMmynfffffYbTZv3vyJ48nIyFDeeust5c0333zibQjDc/jwYQVQvvrqqyJtpyjvzcLYsGGDMnLkSO3yqlWrlHHjxmUr4+rqqkRFRWmXHR0dlZs3bz5220U6hoMHFcXcXFGMjdW/Bw9K+SKUP/HtQeU+5koKxsp9zJV2JgcVMzNFefddRbl7V//j12X5Bw8U5a+/FOWbbxRl9GhFad5cUdoaZz+fz1c/qPj5Kcq4cYqyYIGi7NihKBcvKkpqqrqNR8//iW8fH09aRXMlTWOspFXU7/NTXPGXZPnCnn8p/5jzn4/S+uzSB3qRIKelpSmOjo7KxYsXleTkZMXDw0M5ffp0tjIrVqzI8cH+OMXxQmZkZBR5G8JwZGRkKJ07d1aqVKmi3Lhx44m3U1oXmYMHDypdunTRLn/66afKp59+mq1Mly5dlIP/fQClpqYqNWrUKND7vsjHcPCgonz66eM/LKV8gYqf+Pagsr/Lp8qJbw8qV64oyuDBan1ZnTqKsny5oqSl6Xf8pXF+dnf8VPn5jYPK/PmKMmSIori7qzlhZt1itWqK0qmTorRrpyitNQeVaXyqtDE6qDzyL5Pn9jPPf0nEL+XzV9jzL+WfjCTIpawgH+KlmSD/8MMPyq5du57oucLwnT17VqlQoYIyfPjwJ95GaV1kUlNTFQcHB+Wff/7Rfvk8depUtjKLFi1SXnnlFUVRFGXdunVKv379CrTt8nShLKsOHVIUHx81+fP0VJT9+3UdUelJTVWUY8fUmuHnnlMUjSb7D+21aytKt26K8t57irJpk6JcuqQomd8LC1uhKkR5UZ6u+3oxDnJu7SRjYmJylMscbqtv375ERUXluq2lS5fi5eWFl5fXE7WRjI2NZdy4cXzxxReFfq4oHxo3bsyUKVNYsWIFIXo+aKiJiQmLFi2ia9euODs78+KLL+Lq6soHH3zA5s2bARg5ciSxsbE4OTnxxRdfMHv2bB1HLYpLy5Zw4ACsWwe3b0OHDuqMfBcu6Dqyont03N6YGNi0Cd56C9q3V5sYN2sGr70Gv/+upsWg9rl75x11RIlt2+Djj9VzYm//cIgyHx911sKPP1b/yjBjQpQ/ZaaTXo8ePRg4cCAVK1bk22+/ZejQoezbty9HuTFjxjBmzBhA7W1ZWB999BH37t3j888/L3LMwnC9//777Ny5kytXruCj55+e3bp1o1u3btnWffTRR9r7ZmZmbNiwobTDEqVEo4EBA6BnT/jyS/j0U3Xs3T59wNERuncvewngnj1q3CkpasJbvbo6tBmoo0Q0baqO5duqlfol4do16NxZLW9qqk7X/Tg+PmXvvAghio9eJMi2trbZaoSjo6OxtbXNVqZGjRra+6NGjeKtt94q9jgiIiL4+uuvGTVqFK6ursW+fWE4LC0tCQ8Pf+xQaELoC3NzePddGD5cHTt5/Xp1/axZMHCgur5tW/Ie+UJH4uMhLAyOHYOjR9Xb+fMPH09PBxsbmD5dTYg9PdVxcbNycFBrgmXiCSFEQelFguzt7U1ERASXLl3C1taW9evXs3bt2mxlrl27ho2NDQCbN2/G2dm52OP48MMPqVixIjNmzCj2bQvDo9FoSE9PZ8uWLfTs2VOSZVEm2NhA69bqTG6Zs6+tXw9r16rJ8TPPgJ8fdOkC7u6lNztfSAjs2AE1a0JSkpoIHzsGEREPy9jZQfPm0K4drFqlJsemprBkyeOTXqkRFkIUhl4kyFnbSaanpzNixAhtO0kvLy/8/f1ZuHAhmzdvxsTEhOrVqxMYGFjscbRt25ZmzZpRp06dYt+2MEwbN25kwIAB/PLLL/Tq1UvX4QhRIL6+ai1rZpODLVvU2dp274Zdu+DNN9Vb7dpqsuznB9WqwalTRZuILi4OrlzJeTt1Sr1lnbbqqafUZHjoULUtcfPmUKvWw8dHjJAaYSFEyZGZ9IQogrS0NFxcXDA3Ny9UkwtDeG8awjGUZ/nNpBwToybLmbdH+zvb2KgJs4XFw1vm1MIWFmoi/Msvag2vRqN2gLt1S53SOKsKFaBePTUxvnRJXZfZie6TT0rmuIUQT648Xff1ogZZ12JiYtixYwcvv/wyFR9tvCZEPkxMTHjnnXcYMWIE+/fvp2PHjroOSYgCya/Jga0tDBum3jIyYNIkWLxYTWQ1GrVmuUEDePBAvcXGQmLiw+U7d9RZxEF9jpmZuq2nnsp+q11bTYhDQqBTp4c12s8/X0onQQgh8iAJMvDFF1+wYMECOnXqhIODg67DEWXMwIEDmTZtGvPnz5cEWRgcIyMYNAiWL3+YwH79df7NGh5NeJcty7985rBq0mRCCKEvyn2C/ODBA5YvX06/fv0kORZPxMzMjNdee40NGzaQmJiIubm5rkMSolgVNoF9koRXOtEJIfRJuU+QN2zYQHx8PK+++qquQxFl2LRp0/jggw8wMtKLuXeEKHaFTWAl4RVClGXlPkH+9ttvadSoEc8884yuQxFlmNl/g8cmJSVhZGSEqampjiMqeZGRkU80GU9WN2/epGbNmsUUkf6T4zVscryGTY5Xve6XF+U6Qb537x4pKSmMGTNGxrAVRfb333/j7e3NkiVLGDhwoK7DKXG3bt0q8jbKU49okOM1dHK8hk2Ot3wp1wmylZUVoaGhpKen6zoUoQ8yu+jntfwYTk5OVKlShdWrV5eLBFkIIYQwVOW2wWRGRgYJCQkAGBsb6zgaoXMBATBlysOZChRFXQ4IKPAmjIyMGDx4MLt27eLGjRslEqYQQgghSl65TZAPHTpEzZo1+e2333QditA1RVFnNliw4GGSPGWKuhwXl316r8d4+eWXSU9PZ926dSUWriEZM2aMrkMoVXK8hk2O17DJ8ZYv5XYmvalTp7J48WJu3rxJ5cqVSzkyoXeyJsWZJk2CL78sVDMLgCZNmlC1atV8v3yV97ZdQgghhD4rlwmyoijUr18fT09PNm/erIPIhF5SFHVWhEwZGYVOjgF2796NpaUlPvmMcSUJshBCCKG/Ct3EwhA6tIWHhxMVFUWfPn10HYrQF5k1yFllbZNcCH5+fvkmx0IIIYTQb4VOkBs2bMibb77JmTNnSiKeUrF3714AunTpouNIhF7I2rxi0iS15njSpOxtkgvp999/54cffiiBYA3Dzp07adSoEU5OTsyePVvX4ZQKe3t73N3d8fT0LPL40fpoxIgR1KpVCzc3N+2627dv4+fnR8OGDfHz8+POnTs6jLB45Xa8AQEB2Nra4unpiaenJ9u3b9dhhMUnKiqKDh064OLigqurKwv+a4pmqK9vXsdrqK9vUlISLVq0oEmTJri6uvLhhx8CcOnSJVq2bImTkxP9+/cnJSVFx5GWMqWQ7t69qyxdulTx8fFRWrZsqXz77bdKfHx8YTdTKpo3b57r+tOnTyuLFy8u5WiEXvvwQ0WZNElRMjLU5YwMdfnDD59ocy+99JJSo0YNJT09PdfH83pvlgdpaWmKo6OjcvHiRSU5OVnx8PBQTp8+reuwSlz9+vWVmzdv6jqMEvPbb78pR48eVVxdXbXr3nzzTWXWrFmKoijKrFmzlLfeektX4RW73I73ww8/VD777DMdRlUyrl69qhw9elRRFDUHaNiwoXL69GmDfX3zOl5DfX0zMjKUe/fuKYqiKCkpKUqLFi2UkJAQpV+/fsq6desURVGUV155Rfn66691GWapK3QNspWVFaNHj+bgwYPMmTOHGTNmYGNjw9ChQ7lw4UJJ5PDFzsXFhbFjx+o6DKFPAgKyd8jTaNTlQgzzlpWfnx+xsbGcPXu22EI0FIcPH8bJyQlHR0dMTU0ZMGAAQUFBug5LFNEzzzxD9erVs60LCgpi6NChAAwdOpRff/1VB5GVjNyO11DZ2NjQrFkzQM0BnJ2diYmJMdjXN6/jNVQajQZLS0sAUlNTSU1NRaPRsG/fPvr27QsY1utbUE/UBnnz5s288MILTJ48mddff51//vmHHj160K1bt5KIsVhFREQQFBREUlKSrkMR+ubRDnlFmF0xsw3ywYMHixKRQYqJiaFevXraZTs7O4P+8Mmk0Wjo0qULzZs3Z+nSpboOp1TcuHEDGxsbAOrUqVMuxgdftGgRHh4ejBgxwmCaHGQVGRlJWFgYLVu2LBevb9bjBcN9fdPT0/H09KRWrVr4+fnRoEEDqlatiomJOp9ceblOZ/VEbZCDgoJ48803CQsLY+rUqdSuXZu+ffvy7LPPlkSMxWrjxo306tWLBw8e6DoUYcCcnJywtraWBFlo/fnnnxw7dowdO3awePFifv/9d12HVKo0Gg2aInzpLAtee+01Ll68SHh4ODY2Nrz++uu6DqlYJSQk0KdPH+bPn59jeFRDfH0fPV5Dfn2NjY0JDw8nOjqaw4cPc+7cOV2HpHOFSpDT09MZNmwYy5cvp3Xr1jkeX7hwYbEFVlKOHTuGo6NjuflpTOiGRqOhdevWnDp1Steh6B1bW1uioqK0y9HR0dja2uowotKReYy1atXihRde4PDhwzqOqOTVrl2ba9euAXDt2jVq1aql44hKVu3atTE2NsbIyIjRo0cb1GucmppKnz59GDx4ML179wYM+/XN63gN9fXNVLVqVTp06EBISAhxcXGkpaUB5ec6nVWhEmRjY2O2bt1aUrGUirCwMJo2barrMEQ5EBgYyF9//aXrMPSOt7c3ERERXLp0iZSUFNavX4+/v7+uwypR9+/f5969e9r7u3btyjb6gaHy9/dn5cqVAKxcuZKePXvqOKKSlZksAvzyyy8G8xorisLIkSNxdnZm6tSp2vWG+vrmdbyG+vrevHmTuLg4ABITE9m9ezfOzs506NCBjRs3Aob1+haUSWGf0KZNG8aPH0///v2pVKmSdn1mg3Z9Fh8fz8WLFxkxYoSuQxHlQLVq1XQdgl4yMTFh0aJFdO3alfT0dEaMGIGrq6uuwypRN27c4IUXXgAgLS2NQYMGlYkmaYUxcOBAgoODuXXrFnZ2dsyYMYNp06bx4osvsnz5curXr89PP/2k6zCLTW7HGxwcTHh4OBqNBnt7e7799ltdh1ksDhw4wOrVq7XDFAJ8+umnBvv65nW869atM8jX99q1awwdOpT09HQyMjJ48cUX6d69Oy4uLgwYMID33nuPpk2bMnLkSF2HWqoKPZNehw4dcm7kv96O+ubR2cp+++03fH192b59O88995wOIxPlwf3795k4cSL+/v45vnnLTHpCCCGE/ip0DfL+/ftLIo5S0bZtW86dO1fu2tEI3bCwsODHH3/E0tKy3P00JYQQQpRlhU6QAbZt28bp06ezDZX2wQcfFFtQJcXY2JhGjRrpOgxRTmg0Gho3bixjIQshhBBlTKGHeXv11Vf58ccf+eqrr1AUhQ0bNnD58uWSiK3YrVixgtWrV+s6DFGOODs7y3A5QgghRBlT6AT54MGDrFq1imrVqvHhhx8SEhLC33//XRKxFbvFixezZs0aXYchypH69etz9epV0tPTdR2KEEIIIQqo0Amyubk5oLavvHr1KhUqVMg29Ik+u3TpEg4ODroOQ5Qj9vb2ODo6aof4EkIIIYT+K3SC3L17d+Li4njzzTdp1qwZ9vb2DBw4sCRiK1ZJSUncvn0bOzs7XYciypFRo0bx999/U7VqVV2HIoQAZs6ciaurKx4eHnh6epboWOW+vr4yWo0QZVShO+m9//77APTp04fu3buTlJRElSpVij2w4pY5Z7rMoCeEEOVTSEgIW7du5dixY1SsWJFbt26RkpKi67CEEHqo0DXIoLZDXrt2LT/++CNBQUGsWrWquOMqdpmzxMjkDaI03bx5k06dOrF582ZdhyJEuXft2jWsra2pWLEiANbW1tStW5ePPvoIb29v3NzcGDNmDJnTA/j6+jJlyhS8vLxwdnbmyJEj9O7dm4YNG/Lee+8BEBkZSePGjRk8eDDOzs707duXBw8e5Nj3rl278PHxoVmzZvTr14+EhITSO3AhRKEVOkF++eWXeeONN/jzzz85cuQIR44cKRM/ITk7O5OYmKidU12I0rJv3z6ioqJ0HYYQ5V6XLl2Iiori6aefZuzYsfz2228AjB8/niNHjnDq1CkSExPZunWr9jmmpqaEhoby6quv0rNnTxYvXsypU6cIDAwkNjYWgPPnzzN27FjOnj1L5cqV+frrr7Pt99atW3zyySfs2bOHY8eO4eXlxRdffFF6By6EKLRCN7EIDQ3lzJkzaDSakoinRJmZmek6BFHOZL7nso4ZLoTQDUtLS44ePcoff/zB/v376d+/P7Nnz8bKyoq5c+fy4MEDbt++jaurKz169ADA398fAHd3d1xdXbGxsQHA0dGRqKgoqlatSr169WjTpg0AL730EgsXLuSNN97Q7vfQoUOcOXNGWyYlJQUfH5/SPHQhRCEVugbZzc2N69evF3sgO3fupFGjRjg5OTF79uwcjycnJ9O/f3+cnJxo2bIlkZGRhdp+WFgYEydOLDMjbgjDIAmyEPrF2NgYX19fZsyYwaJFi1izZg1jx45l48aNnDx5ktGjR2f7f81sjmFkZKS9n7mclpYGkKPC6NFlRVHw8/MjPDyc8PBwzpw5w/Lly0vqEIUQxaDQCfKtW7dwcXGha9eu+Pv7a29FkZ6ezrhx49ixYwdnzpxh3bp1nDlzJluZ5cuXU61aNS5cuMCUKVN4++23C7WPCxcu8NVXX3H79u0ixSpEYVSoUAFjY2NJkIXQA+fPnyciIkK7HB4erp1d1dramoSEBDZu3Fjo7V65coWQkBAA1q5dS9u2bbM93qpVKw4cOMCFCxcAuH//fpmZP0CI8qrQTSwCAgKKPYjDhw/j5OSEo6MjAAMGDCAoKAgXFxdtmaCgIO2++/bty/jx41EUpUw29RDli7GxsbamSQihOwkJCUyYMIG4uDhMTExwcnJi6dKlVK1aFTc3N+rUqYO3t3eht9uoUSMWL17MiBEjcHFx4bXXXsv2eM2aNQkMDGTgwIEkJycD8Mknn/D0008Xy3EJIYpfoRPk9u3bF3sQMTEx1KtXT7tsZ2eXY2zKrGVMTEyoUqUKsbGxWFtbZyu3dOlSli5dCqgjCAihaxqNRtsrXgihO82bN+fgwYM51n/yySd88sknOdYHBwdr7/v6+uLr65vjscjISExMTPjhhx/yfX7Hjh05cuTIE8cuhChdBW5ikfmTkZWVFZUrV9beMpf1xZgxYwgNDSU0NJSaNWvqOhxRzimKQnJysnQQFUIIIcqQAtcg//nnnwAlMmWura1ttmGwoqOjsbW1zbWMnZ0daWlpxMfHU6NGjQLvw9jYGBMTE6nJE6Uq8+dUSZCFMEz29vacOnVK12EIIYpZoZtY5NbJzcrKigoVKjxxEN7e3kRERHDp0iVsbW1Zv349a9euzVbG39+flStX4uPjw8aNG+nYsWOh2h/36tWLlJQUabMsSlVm5zxJkIUQQoiyo9AJcrNmzYiKiqJatWooikJcXBx16tShdu3afPfddzRv3rzwQZiYsGjRIrp27Up6ejojRozA1dWVDz74AC8vL/z9/Rk5ciQvv/wyTk5OVK9enfXr1xdqH0ZGTzRpoBBFYmJiwrRp056o448QQgghdEOjFLLNwejRo+nbty9du3YF1Okzf/75Z4YPH86kSZNydK7TJS8vL+0sf7dv3+b1119nyJAhdOjQQceRifIu63tTCCGEEPql0NWqhw4d0ibHoE7dGRISQqtWrbTtLfVVYGAgJ06c0HUYohy5f/8+t2/flrbvQgghRBlS6ATZxsaGOXPmcPnyZS5fvszcuXOpXbs26enpet2MoUqVKhgbG/Pvv//qOhRRjmzatIkaNWpw8eJFXYcihBBCiAIqdEa7du1aoqOj6dWrF7169eLKlSusXbuW9PR0fvrpp5KIsVgYGxtjZ2fH5cuXdR2KKEcypzavU6eOjiMRQgghREEVupOetbU1X331Va6POTk5FTmgkuTg4MClS5d0HYYoR65du0alSpWwtLTUdShCCCGEKKBCJ8g3b95k7ty5nD59WjuEFcC+ffuKNbCS0KhRI06fPq3rMEQ5cuHCBe0U6kIIIYQoGwrdxGLw4ME0btyYS5cu8eGHH2Jvb19mhrBasmQJf/zxh67DEOXImTNncHZ21nUYQgghhCiEQtcgx8bGMnLkSBYsWED79u1p3759mUmQhSht7733Xo5ZIYUQQgih3wpdg5w5Y56NjQ3btm0jLCws19n19NHNmzfx8/Nj06ZNug5FlBPDhw+nS5cuug5DCCGEEIVQ6Brk9957j/j4eObNm8eECRO4e/cuX375ZUnEVuyqVavGn3/+ibu7O71799Z1OMLAXbx4kQcPHuDq6qrXQyAKIYQQIrtCf2p3796dKlWq4Obmxv79+zl69Cj+/v4lEVuxMzExoUmTJoSFhek6FFEOLFq0iBYtWpCWlqbrUIQQ5ZhGo6FSpUpMnz69QOU7duyImZkZbdu2LeHIhNBfhU6QL126xNSpU+nduzf+/v7aW1nRtGlTwsLCZGYzUeJCQkLw9vbG1NRU16EIUeL+/PNPWrduTZUqVahevTpt2rThyJEjANjb27Nnz54S27e9vT3m5uZYWlpSp04dhg0bRkJCQontryw6fvw4M2fOLFDZffv2sWTJkhKOSAj9VugEuVevXtjb2zNhwgRef/117a2s8PLyIj4+nrNnz+o6FGHAEhMTOXbsGK1bt9Z1KEKUuLt379K9e3cmTJjA7du3iYmJ4cMPP6RixYqlFsOWLVtISEggPDycsLAwZs2aVWr7FkIYnkInyGZmZkycOJEOHTpoR7Fo3759ScRWIjp27EiHDh148OCBrkMRBuzo0aOkpqZKgizKhb///huAgQMHYmxsjLm5OV26dMHDw4OXX36ZK1eu0KNHDywtLZk7dy4AV69epU+fPtSsWRMHBwcWLlyo3Z69vT2zZs3CxcWFatWqMXz48Gzj7uenTp06dO3alfDwcO26/PY1Z84cbG1tsbKyolGjRuzdu7dAcZw9exZfX1+qVq2Kq6srmzdvzhaHvb09n3/+OR4eHlSpUoX+/ftrn5vXPvOL83H++ecfnn/+eaytralcuTJ+fn55lv3222/p1q0b48aNw9ramrp167J79+4C70uIckEppDVr1igBAQHKwYMHlaNHj2pv+qh58+a6DkGUU7Nnz1YA5d9//831cXlvCkMSHx+vVK9eXRkyZIiyfft25fbt29ker1+/vrJ7927tcnp6utKsWTNlxowZSnJysnLx4kXFwcFB2blzp7a8q6urcuXKFSU2NlZp3bq1Mn369Dz3n3X7UVFRipubmzJx4sTH7uvcuXOKnZ2dEhMToyiKoly6dEm5cOFCtu3mFkdKSorSoEEDZebMmUpycrKyd+9exdLSUjl37ly253p7eysxMTFKbGys0rhxY+Wbb77Jc5+POyeP06ZNG2XRokVKWlqakpiYqPz555/axwAlIiJCu/zaa68p1apVU3bu3Kmkp6crAQEBSqdOnbJtb8WKFUqbNm0KtG8hDFGha5BPnjzJd999x7Rp07TNK954443iz9xL2N27d0lPT9d1GEKfPNouvQjt1MeOHcv//vc/atasWcSghNB/lStX5s8//0Sj0TB69Ghq1qyJv78/N27cyLX8kSNHuHnzJh988AGmpqY4OjoyevRo1q9fry0zfvx46tWrR/Xq1Zk+fTrr1q3LN4ZevXphZWVFvXr1qFWrFjNmzHjsvoyNjUlOTubMmTOkpqZib29PgwYNsm03tzgOHTpEQkIC06ZNw9TUlI4dO9K9e/ccMU6cOJG6detSvXp1evToQXh4eJ77LMg5yc/FixdJT08nPT0dMzMz2rRpk2fZEydOMG3aNLp27YqRkREuLi4F2ocQ5UmhE+QNGzbwzz//8Ntvv7F//372799fJqaZzmrnzp1Ur15dRrMQDwUEwJQpD5NiRVGXAwKeaHNWVlYy/rEoV5ydnQkMDCQ6OppTp05x9epVJk+enGvZy5cvc/XqVapWraq9ffrpp9kS6nr16mnv169fn6tXr+a7/19//ZV79+4RHBzMuXPnuHXr1mP35eTkxPz58wkICKBWrVoMGDAgx35yi+Pq1avUq1cv2/CN9evXJyYmJttz69Spo71vYWFBQkJCnvssyDnJz5o1awgKCqJu3bqMHDkyz/kJFEXh5MmT9OjRQ7vu1KlTkiQL8YhCJ8hubm7ExcWVQCilp1mzZmRkZLB161ZdhyL0gaJAXBwsWPAwSZ4yRV2Oiyt0TfLevXuZOXOmtHMX5Vbjxo0ZNmwYp06dAtRhxrKqV68eDg4OxMXFaW/37t1j+/bt2jJRUVHa+1euXKFu3boF2nf79u0ZNmyY9pfNx+1r0KBB/Pnnn1y+fBmNRsPbb7+dbXu5xVG3bl2ioqLIyMjI9lhBZ83MbZ8FOSf56dixI3v37uXMmTMcP36cwMDAXMtFRkaSlpZGo0aNtOvCwsLw9PQs0H6EKC8KnSDHxcXRuHFjunbtWiaHeQOoVasWzzzzDBs3btR1KEIfaDTw5ZcwaZKaFBsZqX8nTVLXP/Lh/jiBgYHMnz+/VHvwC6FL586dY968eURHRwNqUrlu3TpatWoFQO3atfnnn3+05Vu0aIGVlRVz5swhMTGR9PR0Tp06pR0WDmDx4sVER0dz+/ZtZs6cSf/+/Qscz+TJk9m9ezfHjx/Pd1/nz59n3759JCcnY2Zmhrm5eY5JfXKLo2XLllhYWDB37lxSU1MJDg5my5YtDBgw4LGx5bXPgpyTYcOGMWzYsBzb3LRpExERESiKwr1797hz506eCe+JEydwd3fPdpxhYWE0adKkYCdXiHKi0AnyjBkz+OWXX3j33XfL5DBvmfr27cvp06dluDehykySs3qC5DglJYXt27fz3HPPYWxsXIwBCqG/rKys+Ouvv2jZsiWVKlWiVatWuLm5MW/ePADeeecdPvnkE6pWrcrnn3+OsbExW7duJTw8HAcHB6ytrRk1ahTx8fHabQ4aNIguXbrg6OhIgwYNeO+99wocT82aNRkyZAgfffRRvvtKTk5m2rRpWFtbU6dOHf79998cw8PlFoepqSlbtmxhx44dWFtbM3bsWFatWkXjxo0fG1te+yzIOYmKisq1bfGff/5J+/btsbKyolu3bkybNo2OHTvmuv8TJ05kS55v3brF9evXcXNzK+DZFaKc0HUvwZKU30gBMTExCqB8/PHHpRiR0FsZGYoyaZKiqA0q1NukSer6Qvj1118VQNm2bVu+5WQUCyHy9uioF+U9DkVRlOTkZKVx48ZKSkpKoZ9bsWJFpXLlysp7771XoPKdO3dWLC0tlY4dOxZ6X0IYCpOCJtJWVlY52pH9l2Cj0Wi4e/duMabtJa9u3bqsWrWKdu3a6ToUoWtZ2xxnNqvIXIZC1SSvXr2aWrVqSQc9IUSxMjU1feJfPAs6hnQmGRNZCChwgnzv3r2SjEMnXn75ZV2HIPSBRgNVq2Zvc5zZ3KJq1QInx8p/nfmGDBmCiUmB/7WEEEIIoWc0ilKEwV71nJeXF6GhofmW2bx5M5GRkUycOLGUohJ6S1GyJ8OPLhd4M0quv7ZkVZD3phBCCCF0o9Cd9AxNUFAQ7777bplrIiJKwKNJbSGSY0VRiIyM/O9phU+qhRBCCKE/yv3vwK+88grff/89a9eu5dVXX9V1OKKMyuxFvnXrVrp166brcEqFtbU19vb2ug5DCCFEKYmMjNROwmPoyn2C7O3tjaenJ4sXL2bMmDE5xsAUoiC+/PJLqlWrhq+vr65DKTX29vbSTKQEhYRAcDD4+oKPT/GXF0KIwvLy8tJ1CKWm3CfIGo2GqVOnMmTIELZt25Zt+k0hCuKff/7h119/Zdq0aVhYWOg6HGEAgoLgxRchNRVMTOD116FBg7zLX7wI8+ZBejqYmsKOHWqiLIQQ4smU+wQZYMCAAaxYsYL09HRdhyLKoIULF2JsbMy4ceN0HYoog5KT4dgxOHRIrQUOCYH/JqQD1CR59uyCby8pCTp0ADs7cHJSbw0bPrzfoAFUqiQ1zkIIkR9JkIEKFSqwb98+XYchyqDExER++OEHXnrpJWxtbXUdjtBjmQmpszOkpDxMiI8dU5cB6teHtm2hdm1YsgTS0qBCBVi/Hpo3z3vbR4/CgAFqMm1sDEOGqNu8cEGtjb55M3t5a2u4fVsdqKVCBQgMhP791VnWhRBCSIKcTVJSEjt27OCFF17QdSiijDA3N+fUqVMY8GiJohhs2AADB6pNIDKZmYGXlzr8to8PtGoFNjYPH+/fv+A1vHZ2sG9f3uXj49VmGBERatK8aRNk9rNJSYFBg+DVV9UkvEUL9ebtrW5XBmURQpRHOk+Qb9++Tf/+/YmMjMTe3p6ffvqJatWq5ShnbGyMu7s7AE899RSbN28u9li+++47Jk6cyK5du/Dz8yv27QvDkpiYiJmZGXXq1NF1KEJPRUbCxx/DihVqbS2otbSvvgrz56u1t3nx8Slc04f8ylepAs2aqTeAjh2hUyc1Oa5QQW3jfPs2HD4MX3yh1kQD1KnzMFm2tFTLPPecNMkQQhg+nU8U8tZbb1G9enWmTZvG7NmzuXPnDnPmzMlRztLSkoSEhEJtu7CTMSQlJeHs7EzlypU5duwYxsbGhdqfKF9GjhzJ5cuX2bVrV6FHPzGEiUIM4RhKSkwMzJwJy5apNbA9e8KWLWriaWoKe/fqPsnMqw1yUhIcPw5HjqgJ8+HDcP78w8c1GjVJ9vdXa73d3NRmHUIIw1eervs6b3EWFBTE0KFDARg6dCi//vqrzmIxMzNj9uzZnDhxgtWrV+ssDqH/wsPDCQwMxN3dXYYGFFrXr8PkyWpHuGXLYORItWnDTz+pTSA+/lg/kmNQY3jnnZyxmJlBy5YwfjysWgXnzsH77z9sn6woamL96qvg6anWTnfsCO++C5s3w40barmQEJg1S/0rhBBljc5rkKtWrUpcXBygzkZWrVo17XJWJiYmeHp6YmJiwrRp0+jVq1eu21u6dClLly4F4ObNm1y+fLlQ8SiKgo+PD1FRUURERMiwXSKHjIwM2rVrR0REBH///TdVq1Yt9DYM4Vu4IRxDcbl1C+bOhUWL1GYLQ4eqSaWhzKMSEvKwSYapKezZo3YkPHTo4S08XO1UCGpb6n//hYwMtXxQEHTtqtNDEEIUg/J03S+VNsidO3fm+vXrOdbPnDkz27JGo8lzmt7Lly9ja2vLP//8Q8eOHXF3d6dBLgODjhkzhjFjxgBPNqC1RqNh3rx5TJo0iVu3bvHUU08VehvCsK1atYqDBw/y/fffP1FyLAxDSIg63vCVK/Dzz3D/PgweDB9+qA6nZkh8fNSa70ebZDRooB4zQGLiw+HqAgPh2jV1fXIyPPusOkJH06ZqrXPm33r1HnYClGHnhBD6pFQS5D179uT5WO3atbl27Ro2NjZcu3aNWrVq5VoucwgtR0dHfH19CQsLyzVBLg5t2rTh8OHD8tO5yEFRFL755htatWqlbRokyp8DB9SxhjM7s3XsqNYeOzvrNq6S9LhOg+bm0KaNemvd+mGNs4kJjBgBd+5AWJham5z5u2X16mqiXLu2+iUjLQ0qVtSfZihCiPJL56NY+Pv7s3LlSqZNm8bKlSvp2bNnjjJ37tzBwsKCihUrcuvWLQ4cOMBbb71VonEZGRlx+/ZtvvrqK6ZPn46Jic5PldADGo2G/fv3c+vWLfkCVU49eACvvfYwOTY2hs6dDTs5Lqy8apxBrWk/cUJtkhEWpt5+++3hEHiJieDnBx4eDyc3yXqrXl0tJzXO+SvpqcrzKp+RoX7RSUtTX9PM+3/9pX6xbNVK/QUhI0P9opTb34wM9X0RGqoOhejp+fh4wsPV8t7e6vY1mvxvYWFqTD4+6j6MjNT1ef0NDYU//4RnnlGfk19ZXZ7/4iov9CBBnjZtGi+++CLLly+nfv36/PTTTwCEhoayZMkSli1bxtmzZ3nllVcwMjIiIyODadOm4eLiUuKx7d+/n4CAACwtLXn99ddLfH9Cv508eZIGDRpgYWFhkE1v4uLiGDVqFKdOnUKj0fD999/jI1fSbK5eVUekOHlSHR4ts42tTOucU141zpUq5Xzsjz+gSxe1xtnYWK19vndP/UB/tL901arq8HMREer5NzGBadPUWuuaNaFWLfVWsWL25+lbglAcCY6iqE1YHjxQv1gkJqr3Dx9WO1lmTlX+7rtqc5akpJy3xES4fBm2b1cTWiMjdWi/SpXU56ek5LwlJDwcRxvU/4HMxFjkVKGC+r7OmkRnvZ+err7fM1Wrpp7T3BJ7IyP1NbhxQ339NRq1zb+Z2cPkPOtfjUZ9jTNn5zQzk19oCkrnnfRKUlEbkyuKQq9evdi9ezdHjx7FWaqIyq3Y2Fjc3Nxo06YNGzduLPL29LGjw9ChQ2nXrh2jRo0iJSWFBw8e5NvGWh+PoSQdPaoObXb3Lqxdq85Gp08JV1mXV8KYmAiXLqkTnGTedu9W/+ancuWHybKJiVp7mZGhJiqjR0PjxmBhoTYNsbDIft/cXB294/BhNZb8ZjHMFBoKBw+qY027uuaeWGbezpxRpw9PS1NjGzJEfT9lJrmP3v79V31OZkJkZaU+NzHxYXOVJ2FuriZMaWnZEzRbW7XNuKlp7rczZ9T/h8x42rVTZ4A0NlaPx8Qk+/29e2HrVrW8kRH06gXdu+deA2tkBL/+qo78kpGhLg8YAPnN3/XLL+psk5nlX3xR/SKrKLnftmxRm/RkxtOzpzp0YV612rt2qV8gMo+3a1do3z7vGvA//lDfy1nPT8uWD/efWTbz/pEjam12Znlvb7XWPK/4jx9Xa8BBLd+kifqeg4fvh8yyAKdPq1/qQX1dPv5YHcHmSZSn674kyI9x7do1mjRpgo2NDYcOHcLc3LyYohNlhaIo9O/fn19//ZXDhw/jWZDf+x5D3y4y8fHxeHp68s8//+TZUfZR+nYMJWnjRjWJqVlT/XD18NB1ROXbo6NqrFypzvr377+5306ffjj8nL4yNVUT1txu168//EKg0ag1vG3b5kzqM+9HRsL06WoNcOZU4j4+ajJsZqaWq1Ahe3OArOfzcTWMUt6wy+enPF33JUEugB07dtCtWzfeeOMNPvvss2KITJQlK1euZNiwYXz66ae886Rfux+hbxeZ8PBwxowZg4uLC8ePH6d58+YsWLCASpUqZStX1GEUyxpFUSf8eP999Sf8TZvUDmVC9wrTROHRBGHbNnB3f9gkIevfxERYswZ+/DF7jWe3bnlvf/t2tRYzs/yAAerU4nnVwJ46BS+//HDimF271IS3oPEXJMHRtzatUr5slc+Lvn12lSRJkAto2bJldOvWjbp16xbL9kTZEBYWRuvWrWnVqhW7d+8uts6aJXWRefDgAfPmzePKlSt89913REREcP78ebp3757v80JDQ2nVqhUHDhygZcuWTJo0icqVK/Pxxx/n+RxDv1AmJqoTfaxbpyYzS5eqtW+ibCpKQl0SNXTSyUqURYZ+3c9K5530yopRo0YBkJaWxr///iuJcjlRrVo1/Pz8WLZsWZkYyWT48OE0b96ckP+mL7O1taVfv36PTZDt7Oyws7OjZcuWAPTt25fZs2eXeLz66to1tdbw8GF1Nri33374c7Qomx43TN2jZfMahaM4yhc2nicpL4QoGv3/xNczw4cP56+//uLQoUNUzxxvSBicjIwMNBoN9vb2bN68WdfhFNjFixf58ccfWbduHQAWFhYU5EeiOnXqUK9ePc6fP0+jRo3Yu3dvqYwUo4/CwtTOeLdvq00q8uscJAyXJLBClG8ykGshvfLKK1y+fJl+/fqRmjkQqjA4b7/9Nn369CElJUXXoRSKqakpiYmJ2o52Fy9epOKj413l4auvvmLw4MF4eHgQHh7Ou+++W5Kh6p2QEHjppYdJzoEDkhwLIUR5JTXIhdS2bVu+++47hg4dyvjx41myZEmBe/2LsmH+/Pl8/vnnjBs3jgoVKug6nEKZMWMGzz77LFFRUQwePJgDBw4QGBhYoOd6enqWm7ZljwoJUYdtSk1VO1l9803BJicQQghhmCRBfgJDhgzh7NmzzJ49GycnJ958801dhySKyY8//siUKVPo06cPCxYsKHNffvz8/GjWrBmHDh1CURQWLFiAtbW1rsPSe3PnPpwZT6NRxwx9TLNtIYQQBkwS5Cc0c+ZM7t+/T6dOnXQdiigm+/fvZ8iQIbRr144ffvgBY2NjXYdUYMeOHcu2bGNjA8CVK1e4cuUKzZo100VYZcLWrRAU9HCyApkZTwghhCTIT8jIyIiFCxdql0+cOIGHzB5QpllZWeHt7U1QUBBmZWw8r8yp0JOSkggNDaVJkyYoisKJEyfw8vLSjmohsjt8GPr3V2c/mzNHXZZhtIQQQkgnvWLwww8/4OnpyZo1a3QdingCV65cAdTxHf/44w+qVaum44gKb//+/ezfvx8bGxuOHTtGaGgoR48eJSwsDFtbW12Hp5cuXFCbUdSurU4c0amTOv2qJMdCCCEkQS4Gffr0wdfXl5dffpklS5boOhxRCHv37qVx48YsW7YMoMy1OX7U+fPncXd31y67ublx9uxZHUakn27ehOeeg4wM2LFDZscTQgiRnTSxKAbm5uZs27aNF198kddee43Y2FjefffdMp9sGbpt27bRt29fGjZsiL+/v67DKRYeHh6MGjWKl156CYA1a9ZI059HPHgAPXpAdLQ6uUOjRrqOSAghhL6RGuRiYm5uzqZNm3jppZd4//33OX78uK5DEvn4+uuv8ff3x8XFhX379lGrVi1dh1QsVqxYgaurKwsWLGDBggW4uLiwYsUKXYelN9LSYMAAta3x2rXQurWuIxJCCKGPpAa5GFWoUIGVK1fy6quv4vnfIKoZGRkYGcn3EH1y8uRJxo8fz/PPP8+6deuwtLTUdUjFxszMjClTpjBlyhRdh6J3FAUmToQtW2DRIpkERAghRN4kQS5mRkZGtGnTBoD//e9/TJ8+nY0bN2Jvb6/bwATp6ekYGxvj7u7Onj17aN++fZkayq0gHBwccm3a888//+ggGv0ye7Y6Achbb8G4cbqORgghhD6TBLmEXbhwAW9vbzZu3Ej79u11HU65dfbsWfr378+XX35Jp06d6Nixo65DKhFZZ8JLSkpiw4YN3L59W4cR6YfVq+Hdd2HgQJg1S9fRCCGE0Hfy238J6tq1K4cPH8ba2prOnTszd+5cMjIydB1WubN27Vq8vb25fv26wXecrFGjhvZma2vL5MmT2bZtm67D0qk9e2DECOjQAVasUCcEEUIIIfIjNcgl7Omnn+bQoUOMHDmSt99+m4YNG/KCNH4sFQ8ePOD1119nyZIltG3blvXr1xv8mMBZZ9TLyMggNDSUtLS0Aj8/PT0dLy8vbG1t2bp1a0mEWKqOH4fevaFxY9i0CSpW1HVEQgghygJJkEtBlSpV2LBhA//73//o2rUrADExMQafrOnaTz/9xJIlS3jzzTeZOXMmFSpU0HVIJS5zRj0AExMTHBwc+Omnnwr8/AULFuDs7Mzdu3dLIrxS9csvMHSomhRv3w5Vq+o6IiGEEGWFJMilRKPR8OyzzwJw+fJlPDw86N69O1988QW1ZZaCYvPgwQNOnTpFixYtGDJkCK6urnh7e+s6rFKzfPlyHB0ds627dOlSgZ4bHR3Ntm3bmD59Ol988UVJhFdq9u2DPn3UkStSU9Uxj+vV03VUQgghygppjacDdevWZcqUKWzcuJHGjRvz7bffStvkYrBnzx48PT159tlnuXv3LkZGRuUqOQbo27dvgdblZvLkycydOzffYQmXLl2Kl5cXXl5e3Lx584njLEmKAq+/rv4FNUEODtZpSEIIIcoYSZB1oEKFCgQEBHDixAk8PT159dVXadu2LUlJSboOrUy6cOECvXr1ws/Pj/T0dDZu3EjlypV1HVapOnfuHD///DPx8fFs2rRJewsMDCzQ+2rr1q3UqlWL5s2b51tuzJgxhIaGEhoaSs2aNYsr/GL13XcQHg4mJmBsDKam4Our66iEEEKUJdLEQocaNWrEvn37+OGHHzhx4gRmZmYAxMbGUqNGDR1HVzZcvnwZV1dXKlSowKxZs5g8ebL2PJYn58+fZ+vWrcTFxbFlyxbteisrK7777rvHPv/AgQNs3ryZ7du3k5SUxN27d3nppZf44YcfSjLsYnf0KEyYAF26wPvvwx9/qMmxj4+uIxNCCFGWaBQl84dIw+Pl5ZVtXNiyIDw8nFatWvHKK6/w3nvv6W0tnS7du3eP3377je7duwOwePFiXnjhBerWravjyAqupN6bISEh+BQxGwwODubzzz9/7CgW+vb/decONG+uNqkICwNra11HJIQQhkXfrvslSWqQ9Uzt2rUZMmQIixcv5vvvv2f06NFMnjyZp556Steh6Vx8fDxfffUVX375JfHx8URFRWFjY8M4mRaNuXPn8tZbb7F27VrWrVuX4/GFCxfqIKrSk5GhjlgRFaXWGktyLIQQoigkQdYzNjY2LF26lKlTp/LJJ5+wcOFCAgMDuXr1arlsOgBw48YNPv/8c5YtW0ZcXBzdu3fn/fffx8bGRteh6Q1nZ2dA/XZfVL6+vviWsUa7n38OW7bAggXQqpWuoxFCCFHWSRMLPXflyhXCwsLo2bMniqIwYsQIOnbsSJ8+fbCwsNB1eCUmIyOD2NhYatasSUxMDE5OTnTv3p1p06Y9tiNZWWAI7019OYbffoNOndQJQX78EQx8skQhxCNSU1OJjo6Wju7FyMzMDDs7uxzzB+jLdb80SA2ynnvqqae0zStu3LjB77//TmBgIOPGjWPgwIEMHz6cli1bGsQUyoqicPLkSdatW8f69etxcnJi9+7d2Nracu3aNarKTA956tGjR77vgc2bN5diNKXn+nUYMAAaNIBlyyQ5FqI8io6OxsrKCnt7e4P4LNQ1RVGIjY0lOjoaBwcHXYejM5IglyF16tQhIiKCP/74gxUrVvDDDz+wdOlSNm/eTI8ePbh//z4VK1bExKTsvayBgYHMnTuXs2fPYmxsjJ+fH0OHDtU+Lslx/t544w1dh1Dq0tJg4ECIj4ddu6CcjewnhPhPUlKSJMfFSKPRUKNGDb0d6760lL1MqpwzMjKiffv2tG/fnoULF7Jx40Y6duwIwPz585k3bx7PP/88HTt25JlnnsHR0VHvLhqxsbHs2bOHXbt2MW/ePKpWraptTjFhwgT69u0ro3cUUvv27bX3U1JSOHfuHBqNhkaNGmFqaqrDyErOBx+oE4CsXAnu7rqORgihS/r2OVfWyfnUg4lCNmzYgKurK0ZGRvm2a9m5cyeNGjXCycmJ2bNnl2KE+qty5cqMGDGCSpUqAdCmTRt69OjBjh07GDFiBE5OTjRq1Eg7S9/FixeJj4/XSaznz59nxIgRuLm5UbNmTQYMGMAvv/zCuXPnAJg6dSq//fYbr732miTHRbBt2zYaNGjAxIkTGT9+PE5OTuzYsUPXYRW7rVth1iwYPRqGDNF1NEIIIQyNzmuQ3dzc2LRpE6+88kqeZdLT0xk3bhy7d+/Gzs4Ob29v/P39cXFxKcVI9V/m6AMZGRmcPXuW33//ndjYWO3UwQMGDCA0NJSnnnoKd3d3XF1dadGiBX369AEgLi6OKlWqPNE3x5SUFA4cOMCFCxeIiIggIiKCCxcu8Pbbb/PSSy+RlpbGli1baNGiBS+++CJdunTB29sbY2NjQL6tFpfXX3+d/fv34+TkBKhfip5//nmee+45HUdWfC5dgpdfhqZNwcBHrxNClBHGxsa4u7uTlpaGg4MDq1evfqKmgYGBgYSGhrJo0aLiD1IUis4T5MzhqfJz+PBhnJyccHR0BNRELygoSBLkPBgZGeHq6oqrq2u29Z988gnHjh3j5MmTnDhxgl27dtGjRw9tgvz0009z584drKyssLS0xNLSkhdffJGAgAAAfHx8SE1NJS0tjaSkJGJjYxk9ejSffvopDx480Db1MDU1pUGDBjRs2FBbu+3i4sK///4riXAJs7Ky0ibHAI6OjlhZWekwouKVnAz9+oGiwMaNUE5HPhRC6Blzc3PCw8MBGDp0KIsXL2b69Om6DUoUic4T5IKIiYmhXr162mU7Ozv++uuvXMsuXbqUpUuXApT7BuaP6tq1K127dtUuZ2Rk8ODBA0Dttfr+++9z7do1EhISuHfvHgkJCVhnmXGhevXqaDQaTExMMDU1xdramhYtWgBQpUoV9uzZg5OTE3Z2dtqa4UySGJcOLy8vunXrxosvvohGo2HDhg14e3uzadMmAHr37q3jCJ9cSAhMmaJOJx0UBP99XxZCiEILCVH7MJTEVPQ+Pj6cOHECUH/FGzduHDdv3sTCwoLvvvuOxo0bs2XLFj755BNSUlKoUaMGa9asoXbt2sUbiCiSUkmQO3fuzPXr13OsnzlzJj179izWfY0ZM4YxY8YAxTNpgiEzMjLC0tISUBPYCRMm5Ft+27ZteT6m0Wjo1KlTscYnCi8pKYnatWvz22+/AVCzZk0SExPZsmULGo2mzCbIISHqB1lKCpiYgDRTF0LkZvJk+K8iN0/x8XDihDoDp5EReHhAlSp5l/f0hPnzC7b/9PR09u7dy8iRIwE1J1myZAkNGzbkr7/+YuzYsezbt4+2bdty6NAhNBoNy5YtY+7cucybN69gOxGlolQS5D179hTp+ba2tkRFRWmXo6OjsbW1LWpYQhicFStW6DqEErFunZocg9q8Iji4+Gt9hBDlQ3y8mhyD+jc+Pv8EuSASExPx9PQkJiYGZ2dn/Pz8SEhI4ODBg/Tr109bLjk5GVDzmP79+3Pt2jVSUlLK9XjD+qpMNLHw9vYmIiKCS5cuYWtry/r161m7dq2uwxJC71y6dImvvvqKyMhI0tLStOvL8kQhsbFqe2ONRq3tMTVVa5OFEOJRBanpDQlRZ99MSVGvJ2vWFP0Ld2Yb5AcPHtC1a1cWL17MsGHDqFq1qrZtclYTJkxg6tSp+Pv7ExwcrO3rI/SHzod5++WXX7CzsyMkJITnn39e20b26tWrdOvWDQATExMWLVpE165dcXZ25sUXX8zRAU0IAb169cLe3p4JEybw+uuva2+PExUVRYcOHXBxccHV1ZUFCxaUQrSPlzkZSGwsLF0KH38Me/dK7bEQ4sn5+KjXkZK4nlhYWLBw4ULmzZuHhYUFDg4ObNiwAVD7+hw/fhyA+Ph47S/hK1euLL4ARLHReQ3yCy+8wAsvvJBjfd26ddm+fbt2uVu3btqEWQiROzMzMyZOnFjo55mYmDBv3jyaNWvGvXv3aN68OX5+fjofKebdd2H3bli+HEaM0GkoQggD4uNTcl+0mzZtioeHB+vWrWPNmjW89tprfPLJJ6SmpjJgwACaNGlCQEAA/fr1o1q1anTs2JFLly6VTDDiiek8QRZCFJ9JkyYxY8YMunTpQsWKFbXrmzVrlu/zbGxssLGxAdSh4pydnYmJidFpgrx+PXz2GYwdK8mxEEK/JSQkZFvesmWL9v7OnTtzlO/Zs2eugxQMGzaMYcOGFXt8ovAkQRbCgJw8eZLVq1ezb98+7QQxGo2Gffv2FXgbkZGRhIWF0bJlyxyPldYwisePq0lx27bw5ZclthshhBAiV5IgC2FANmzYwD///IOpqekTPT8hIYE+ffowf/58KleunOPx0hhGMTYWevWC6tVhwwa1E40QQghRmnTeSU8IUXzc3NyIi4t7ouempqbSp08fBg8erLPxktPSYMAAuHoVfv4Z6tTRSRhCCCHKOalBFsKAxMXF0bhxY7y9vbVtkDUaDUFBQfk+T1EURo4cibOzM1OnTi2NUHP17ruwZ4/aKS+XFh5CCCFEqZAEWQgDMmPGDO19RVH4448/WL9+/WOfd+DAAVavXo27uzuenp4AfPrpp6U6cox0yhNCCKEvJEEWwoC0b9+esLAw1q5dy4YNG3BwcODVV1997PPatm2LoiilEGHupFOeEEIIfSIJshAG4O+//2bdunWsW7cOa2tr+vfvj6Io7N+/X9ehPVbWTnkbN0qnPCFE2WNpaZljqLfi1rp1aw4ePFii+xAPSYIshAFo3Lgx7dq1Y+vWrTg5OQHwZRmois3aKe/336F2bV1HJIQQ+qm4kuO0tDRMTCT9exwZxUIIA7Bp0yZsbGzo0KEDo0ePZu/evTptMlEQISHQsaPaKe+bb6RTnhCiFIWEwKxZ6t9iFBwcTPv27enZsyeOjo5MmzaNNWvW0KJFC9zd3bl48SKgTiTSsmVLmjZtSufOnblx4wagji/v5+eHq6sro0aNon79+ty6dQtQa6kz9+Hr60vfvn1p3LgxgwcP1l7vP/roI7y9vXFzc2PMmDHa9b6+vkyePBkvLy9mzpyJg4MDqampANy9ezfbslDJVwghDECvXr3o1asX9+/fJygoiPnz5/Pvv//y2muv8cILL9ClSxddh5hNSAj4+kJKCpiYgLOzriMSQhiEyZMhPDz/MvHxcOIEZGSAkRF4eECVKnmX9/SE+fMLHMLx48c5e/Ys1atXx9HRkVGjRnH48GEWLFjAV199xfz582nbti2HDh1Co9GwbNky5s6dy7x585gxYwYdO3bknXfeYefOnSxfvjzXfYSFhXH69Gnq1q1LmzZtOHDgAG3btmX8+PF88MEHALz88sts3bqVHj16AJCSkkJoaCigTgi1bds2evXqxfr16+nduzcVKlQo8DGWB1KDLIQBqVSpEoMGDWLLli1ER0fTtGlT5syZo+uwctizR02OARQFgoN1Go4QojyJj1eTY1D/xscX6+a9vb2xsbGhYsWKNGjQQFtB4e7uTmRkJADR0dF07doVd3d3PvvsM06fPg3An3/+yYABAwB49tlnqVatWq77aNGiBXZ2dhgZGeHp6and7v79+2nZsiXu7u7s27dPu12A/v37a++PGjWKFStWALBixQqGDx9erOfAEEgNshAGqlq1atlmvtMnnTvDp59CaqraKc/XV9cRCSEMQkFqekNCoFMn9Vu6qSmsWQM+PsUWQuYY9ABGRkbaZSMjI9LS0gCYMGECU6dOxd/fn+DgYAICAp54H8bGxqSlpZGUlMTYsWMJDQ2lXr16BAQEkJSUpC1XqVIl7f02bdoQGRlJcHAw6enpuLm5PcmhGjSpQRZClDofH9i3Dz7+GPbuLdbPJiGEyJ+Pj3rh0eEFKD4+HltbWwBWrlypXd+mTRt++uknAHbt2sWdO3cKvM3MZNja2pqEhAQ2btyYb/khQ4YwaNAgqT3Og9QgCyF0wsdHEmMhhI7o+AIUEBBAv379qFatGh07duTSpUsAfPjhhwwcOJDVq1fj4+NDnTp1sLKyKtA2q1atyujRo3Fzc6NOnTp4e3vnW37w4MG89957DBw4sMjHY4g0ir53dS8CLy8vbYN0IfSJIbw3DeEYhBBl39mzZ3E2kJ6+ycnJGBsbY2JiQkhICK+99hrhj+t0+IQ2btxIUFAQq1evzvXx3M5rebruSw2yEEIIIYQeuHLlCi+++CIZGRmYmpry3Xfflch+JkyYwI4dO9i+fXuJbN8QSIIshBBCCKEHGjZsSFhYWInv56uvvirxfZR10klPCAHAzp07adSoEU5OTsyePVvX4QghRIEZcGtRnZDzKQmyEAJIT09n3Lhx7NixgzNnzrBu3TrOnDmj67CEEOKxzMzMiI2NlaSumCiKQmxsLGZmZroORaekiYUQgsOHD+Pk5ISjoyMAAwYMICgoCBcXl5LbaUiIOkOIr2/BepNLeSkv5aV8Luzs7Ig+eZKbERFgbg5ZxgjOU3IyJCWBmZmUz4WZmRl2dnaP364BkwRZCEFMTAz16tXTLtvZ2fHXX3+V3A5DQuCZZyAtrWBTvRZ2algpL+WlfLkpXyE+Hgc9ikdvyyuKmiDL4PMFIk0shBAFtnTpUry8vPDy8uLmzZtPvqHgYEhPV+8XZKrXwk4NK+WlvJSX8lI+e3lFUWcPDA7Ov7xQKQasefPmug5BiFzp23vz4MGDSpcuXbTLn376qfLpp5/m+5wiHcPBg4pibq4oxsbq34MHpbyUl/JSXsrrQ/l86NtnV0mSiUKE0AF9e2+mpaXx9NNPs3fvXmxtbfH29mbt2rW4urrm+ZwiH4MetWGU8lJeykt5Kf94+vbZVZIMOkG2trbG3t5eu3zz5k1q1qypu4AeQ+J7cvocG+SMLzIyklu3bukwopy2b9/O5MmTSU9PZ8SIEUyfPj3f8o/+fz0JfX/dipscr2GT4zVscrz6+dlVUgw6QX6Uvn/zkfienD7HBvofn66Ut/Mix2vY5HgNmxxv+SKd9IQQQgghhMhCEmQhhBBCCCGyKFcJ8pgxY3QdQr4kvienz7GB/senK+XtvMjxGjY5XsMmx1u+lKs2yEIIIYQQQjxOuapBFkIIIYQQ4nEkQRZCCCGEECILg06QN2zYgKurK0ZGRvkOVbJz504aNWqEk5MTs2fPLrX4bt++jZ+fHw0bNsTPz487d+7kWs7Y2BhPT088PT3x9/cv0Zgedy6Sk5Pp378/Tk5OtGzZksjIyBKNp7DxBQYGUrNmTe35WrZsWanFNmLECGrVqoWbm1uujyuKwsSJE3FycsLDw4Njx46VWmz6Rlf/c7pkb2+Pu7s7np6eeHl56TqcYpfb+7+g17iyKLfjDQgIwNbWVnv92b59uw4jLD5RUVF06NABFxcXXF1dWbBgAWC4r29ex2uor29SUhItWrSgSZMmuLq68uGHHwJw6dIlWrZsiZOTE/379yclJUXHkZYync3hVwrOnDmjnDt3Tmnfvr1y5MiRXMukpaUpjo6OysWLF5Xk5GTFw8NDOX36dKnE9+abbyqzZs1SFEVRZs2apbz11lu5lqtUqVKpxFOQc7F48WLllVdeURRFUdatW6e8+OKLpRJbQeNbsWKFMm7cuFKLKavffvtNOXr0qOLq6prr49u2bVOeffZZJSMjQwkJCVFatGhRyhHqB13+z+lS/fr1lZs3b+o6jBKT2/u/oNe4sii34/3www+Vzz77TIdRlYyrV68qR48eVRRFUe7evas0bNhQOX36tMG+vnkdr6G+vhkZGcq9e/cURVGUlJQUpUWLFkpISIjSr18/Zd26dYqiKMorr7yifP3117oMs9QZdA2ys7MzjRo1yrfM4cOHcXJywtHREVNTUwYMGEBQUFCpxBcUFMTQoUMBGDp0KL/++mup7DcvBTkXWWPu27cve/fuRSmlfp66fK0K4plnnqF69ep5Ph4UFMSQIUPQaDS0atWKuLg4rl27VooR6gd9fx3Fk8nt/a9v17ji9Lj/d0NiY2NDs2bNALCyssLZ2ZmYmBiDfX3zOl5DpdFosLS0BCA1NZXU1FQ0Gg379u2jb9++gGG9vgVl0AlyQcTExFCvXj3tsp2dXan9I9y4cQMbGxsA6tSpw40bN3Itl5SUhJeXF61atSrRN2hBzkXWMiYmJlSpUoXY2NgSi6mw8QH8/PPPeHh40LdvX6KiokoltoLQ5XtNn5TX86DRaOjSpQvNmzdn6dKlug6nVBT0GmdIFi1ahIeHByNGjDCYJgdZRUZGEhYWRsuWLcvF65v1eMFwX9/09HQ8PT2pVasWfn5+NGjQgKpVq2JiYgKUn+t0VmU+Qe7cuTNubm45bvpSI1XQ+DQaDRqNJtdtXL58mdDQUNauXcvkyZO5ePFiaYReJvXo0YPIyEhOnDiBn5+ftnZDCF37888/OXbsGDt27GDx4sX8/vvvug6pVOV3jTMUr732GhcvXiQ8PBwbGxtef/11XYdUrBISEujTpw/z58+ncuXK2R4zxNf30eM15NfX2NiY8PBwoqOjOXz4MOfOndN1SDpnousAimrPnj1Fer6trW22Wsbo6GhsbW2LGpZWfvHVrl2ba9euYWNjw7Vr16hVq1aeMQI4Ojri6+tLWFgYDRo0KLYYs+7ncecis4ydnR1paWnEx8dTo0aNYo/lSePLGsuoUaN46623SiW2gijp91pZUV7PQ+Yx1qpVixdeeIHDhw/zzDPP6DiqklXQa5yhqF27tvb+6NGj6d69uw6jKV6pqan06dOHwYMH07t3b8CwX9+8jjeTob2+mapWrUqHDh0ICQkhLi6OtLQ0TExMys11OqsyX4NcVN7e3kRERHDp0iVSUlJYv359iY8Ukcnf35+VK1cCsHLlSnr27JmjzJ07d0hOTgbg1q1bHDhwABcXlxKJpyDnImvMGzdupGPHjqVWa1CQ+LK26d28eTPOzs6lEltB+Pv7s2rVKhRF4dChQ1SpUkX782R5osv/OV25f/8+9+7d097ftWtXnqOdGJKCXOMMSdbrzy+//GIwr7GiKIwcORJnZ2emTp2qXW+or29ex2uor+/NmzeJi4sDIDExkd27d+Ps7EyHDh3YuHEjYFivb4Hpto9gydq0aZNia2urmJqaKrVq1VK6dOmiKIqixMTEKM8995y23LZt25SGDRsqjo6OyieffFJq8d26dUvp2LGj4uTkpHTq1EmJjY1VFEVRjhw5oowcOVJRFEU5cOCA4ubmpnh4eChubm7KsmXLSjSm3M7F+++/rwQFBSmKoiiJiYlK3759lQYNGije3t7KxYsXSzSewsY3bdo0xcXFRfHw8FB8fX2Vs2fPllpsAwYMUOrUqaOYmJgotra2yrJly5RvvvlG+eabbxRFUXsKjx07VnF0dFTc3NzyHFmlPNDV/5yuXLx4UfHw8FA8PDwUFxcXgzzm3N7/eV3jDEFux/vSSy8pbm5uiru7u9KjRw/l6tWrug6zWPzxxx8KoLi7uytNmjRRmjRpomzbts1gX9+8jtdQX9/jx48rnp6eiru7u+Lq6qrMmDFDURT1uuXt7a00aNBA6du3r5KUlKTjSEuXTDUthBBCCCFEFuW+iYUQQgghhBBZSYIshBBCCCFEFpIgCyGEEEIIkYUkyEIIIYQQQmQhCbIQQgghhBBZSIIsMDY2xtPTEzc3N3r06KEdD7GwAgMDGT9+fPEGJ4QQxWjmzJm4urri4eGBp6cnf/31V4nty9fXl9DQ0BLbvhCi5EiCLDA3Nyc8PJxTp05RvXp1Fi9erOuQhBCi2IWEhLB161aOHTvGiRMn2LNnD/Xq1dN1WEIIPSQJssjGx8eHmJgYAC5evMizzz5L8+bNadeunXZu9i1bttCyZUuaNm1K586duXHjhi5DFkKIArl27RrW1tZUrFgRAGtra+rWrctHH32Et7c3bm5ujBkzhszpAXx9fZkyZQpeXl44Oztz5MgRevfuTcOGDXnvvfcAiIyMpHHjxgwePBhnZ2f69u3LgwcPcux7165d+Pj40KxZM/r160dCQkLpHbgQotAkQRZa6enp7N27Vzvt75gxY/jqq684evQon3/+OWPHjgWgbdu2HDp0iLCwMAYMGMDcuXN1GbYQQhRIly5diIqK4umnn2bs2LH89ttvAIwfP54jR45w6tQpEhMT2bp1q/Y5pqamhIaG8uqrr9KzZ08WL17MqVOnCAwMJDY2FoDz588zduxYzp49S+XKlfn666+z7ffWrVt88skn7Nmzh2PHjuHl5cUXX3xRegcuhCg0E10HIHQvMTERT09PYmJicHZ2xs/Pj4SEBA4ePEi/fv205ZKTkwGIjo6mf//+XLt2jZSUFBwcHHQVuhBCFJilpSVHjx7ljz/+YP/+/fTv35/Zs2djZWXF3LlzefDgAbdv38bV1ZUePXoAaCsM3N3dcXV1xcbGBgBHR0eioqKoWrUq9erVo02bNgC89NJLLFy4kDfeeEO730OHDnHmzBltmZSUFHx8fErz0IUQhSQJstC2QX7w4AFdu3Zl8eLFDBs2jKpVqxIeHp6j/IQJE5g6dSr+/v4EBwcTEBBQ6jELIcSTMDY2xtfXF19fX9zd3fn22285ceIEoaGh1KtXj4CAAJKSkrTlM5tjGBkZae9nLqelpQGg0Wiy7ePRZUVR8PPzY926dSV1WEKIYiZNLISWhYUFCxcuZN68eVhYWODg4MCGDRsA9QJ//PhxAOLj47G1tQVg5cqVOotXCCEK4/z580RERGiXw8PDadSoEaC2R05ISGDjxo2F3u6VK1cICQkBYO3atbRt2zbb461ateLAgQNcuHABgPv37/P3338/6WEIIUqBJMgim6ZNm+Lh4cG6detYs2YNy5cvp0mTJri6uhIUFARAQEAA/fr1o3nz5lhbW+s4YiGEKJiEhASGDh2Ki4sLHh4enDlzhoCAAEaPHo2bmxtdu3bF29u70Ntt1KgRixcvxtnZmTt37vDaa69le7xmzZoEBgYycOBAPDw88PHx0XZ6FkLoJ42S2V1XCCGEEIUSGRlJ9+7dOXXqlK5DEUIUI6lBFkIIIYQQIgupQRZCCCGEECILqUEWQgghhBAiC0mQhRBCCCGEyEISZCGEEEIIIbKQBFkIIYQQQogsJEEWQgghhBAiC0mQhRBCCCGEyEISZCGEEEIIIbKQBFkIIYQQQogsJEEWQgghhBAiC0mQhRBCCCGEyEISZCGEEEIIIbKQBFkIIYQQQogsJEEWQgihM++88w7z588v9PNatGjB6dOniz8gIYRAEmQhRDGxt7fH3NwcS0tL7e3q1au6DqvUZT0PderUYdiwYSQkJOg6rFJ3584dNBoNly5dyrZ+4sSJjB49GoCbN2+yatUqXnnllUJv/4033uCDDz4olliFEOJRkiALIYrNli1bSEhI0N7q1q2b7fG0tDQdRVa6Ms9DeHg4YWFhzJo1S9chlbrw8HAsLS2xt7fPtv7kyZN4enoCEBgYSLdu3TA3Ny/09v39/dm/fz/Xr18vhmiFECI7SZCFECXK3t6eOXPm4OHhQaVKlUhLS+Pq1av06dOHmjVr4uDgwMKFC7M9JywsjGbNmmFlZUX//v0ZMGAA7733HgAajYYLFy5oyw4bNkz7GJDvtu3t7fn888/x8PCgSpUq9O/fn6SkJO3jUVFR9O7dm5o1a1KjRg3Gjx8PwGeffUafPn2yxThx4kQmTZqU77HXqVOHrl27Eh4enm19fjHOmTMHW1tbrKysaNSoEXv37tXGPmvWLFxcXKhWrRrDhw/PFvvZs2fx9fWlatWquLq6snnz5gIfd177fNzrlJ/w8HBcXFzQaDTZ1p8+fZqmTZsCsGPHDtq3b5/t8Xv37mFnZ0dwcHC29dHR0Wg0GmJjYwEwMzOjefPm/O9//ytwTEIIUVCSIAshSty6devYtm0bcXFxGBkZ0aNHD5o0aUJMTAx79+5l/vz52kQnJSWFXr168fLLL3P79m369evHzz//XKD9ZGRk5LttgJ9++omdO3dy6dIlTpw4QWBgIADp6el0796d+vXrExkZSUxMDAMGDADgpZdeYufOncTFxQFqTfj69esZMmRIvvFER0ezY8cOnJycChTj+fPnWbRoEUeO/L+9Ow+LsvoCOP5FQERxN1zAfQcURRQtxV1LzVKzMk1NK0v9qZWWZYstppXZZmmWpZVp2aaWWi5pUoQiCiqpuOAOuAuKyDK/P46AOzMsM/POnM/z8ACzvHPhMMOZ+5577iaSk5P5/fffr5qBXbBgAb///jt79+5l9+7dvPHGGwCkp6dz9913061bN5KSkvjoo48YOHAgu3btyvPnvtljmvO7vJUtW7YQEBBw1WWJiYmcPHmSpk2bAjKb3LBhw6tu8+677+Lv70+HDh2uutzHx4dSpUqxbdu2nMsaN25MdHS0WeNRSilLaIKslCo09957L+XKlaNcuXLce++9OZePGTOG6tWr4+npyaZNmzh+/Dgvv/wyxYsXp06dOjz22GMsWrQIgH///Zf09HTGjRuHu7s79913Hy1btjTr8fM6dvZYqlWrRoUKFbj77rtzZnc3btzI0aNHeeeddyhVqhQlSpSgbdu2AFStWpXQ0FAWL14MwMqVK6lUqRItWrS46e+hdOnSVK9eHW9vb1599VWzxujq6kpaWhqxsbGkp6dTq1Yt6tatm3Pf0aNHU716dSpUqMCkSZNYuHBhzu8sJSWFiRMnUrx4cTp16kSvXr1yrr/Vz32zxzTnd3krW7duZeHChVSqVCnno1GjRtSrVw8vLy8Azpw5Q+nSpXPuk5mZyaxZs3j00UcBqVHet28fIGcO3NzcSE1Nzbl96dKlc960KKVUYXKz9QCUUo7jl19+oUuXLtddXr169ZyvDxw4wNGjRylXrlzOZZmZmbRr1w6Q0/o+Pj5XnZqvWbOmWY+f17FByh6ylSxZMmch4aFDh6hZsyZubjd+WRwyZAizZs3iscce45tvvuHhhx++6Tiyfw/r16/noYce4sSJEzljutUY69Wrx/vvv8/kyZPZsWMH3bt3Z8aMGTm13Ff+HmvWrJkz9qNHj1K9enWKFSt21fVHjhzJ8+e+2WOa87u8mbS0NP777z++//77q97cfPLJJ+zduzfn+/Lly5OcnJzz/fbt20lKSqJ79+4AzJgxA5PJxLRp00hNTSU5ORlvb++c2ycnJ181PqWUKiw6g6yUKnJXJrvVq1endu3anDlzJucjOTmZ5cuXAzJbe+TIEUwmU859Dh48mPN1yZIluXDhQs73Vy7SyuvYt1K9enUOHjx404WE9957LzExMWzfvp1ff/2VgQMH5nnM9u3bM3ToUMaPH2/2GB966CHCwsI4cOAALi4uPPfcczn3PXTo0FW/k+zEuVq1ahw6dIisrKyrrvfx8clzjDd7zIL8Lrdv305WVhZdu3bF19c35yMuLi6n/higadOm7N69O+f7I0eOUL58ecqUKQPITH12Qrx+/XrKly9/1f3/++8/AgMDzfoZlVLKEpogK6WsqlWrVpQuXZq33nqL1NRUMjMz2b59O5s2bQKgTZs2uLm58eGHH5Kens5PP/3Exo0bc+7frFkzvv32WzIzM1m5ciXr1683+9h5jatq1apMnDiR8+fPc/HiRf7++++c60uUKMF9993HQw89RKtWrahRo4ZZP++4ceNYtWpVTq3srca4a9cu1q5dS1paGiVKlMDT0/OqWeGPP/6Yw4cPc+rUKaZMmcIDDzwAQEhICCVLluTtt98mPT2ddevWsWzZspwa6lu52WOa87scOnQoQ4cOve6YW7Zswc/PL6eUItumTZtyOlgA9OjR46r4VahQgXPnzrF//34WLlzIpUuXiI2N5cyZM0yePJlx48bl/D4uXrzI5s2b6dq1a95BUEopC2mCrJSyKldXV3799Ve2bt1K7dq1qVSpEo8++ihnz54FoHjx4vz000/MmzePChUq8N1339G3b9+c+3/wwQcsW7aMcuXKsWDBgqtqnfM6dl7jWrZsGXv27KFGjRr4+vry3XffXXWbIUOGsG3btluWV1zrtttuY/Dgwbz22mt5jjEtLY2JEydSqVIlqlSpQlJS0lUt4h566CG6detGnTp1qFu3bk73juLFi7Ns2TJWrFhBpUqVGDlyJF999RWNGjXKc3w3e0xzfpeHDh3ijjvuuO6YW7duva5u/Pjx4xw4cOCqBHnw4MEsX748p664ZcuWPPjggzRr1oy5c+eydOlS/vnnH+rXr09ISMhVs+nLli2jQ4cO17USVEqpwuBiuvI8plJK2aGhQ4fi6+ub07XBVg4ePEijRo1ISEjIKQOwllq1avH555/fsMbbFi5dukRgYCAxMTG4u7vn+zgvvPAC3t7ejBs3zqL7hYSEMHfu3Os6ZSilVGHQRXpKKWWGrKwsZsyYwYMPPmj15NgeFS9enP/++6/Ax3nzzTfzdb+IiIgCP7ZSSt2MJshKKZWH8+fPU7lyZWrWrMnKlSttPRyllFJFTEsslFJKKaWUuoIu0lNKKaWUUuoKDl1iUaxYMTw9PW09DMMzmUxX9bFV9k9jZiwaL+PRmBmPxqzgUlNTr+q37sgcOkH29PTk/Pnzth6G4WVlZV3Vi1XZP42ZsWi8jEdjZjwas4IrVaqUrYdgNfqXovK0Y8cOWw9BWUhjZiwaL+PRmBmPxkxZQhNklaeTJ0/aegjKQhozY9F4GY/GzHg0ZsoSmiArpZRSSil1BYdu81aqVCmtQS4Ep0+fpnz58rYehrKAxsxYNF7GozEzHo1ZwTlTXqUzyCpPycnJth6CspDGzFg0XsajMTMejZmyhCbIKk/79u2z9RCUhTRmxqLxMh6NmfFozJQlNEFWSimllFLqCg7dB1kVjlq1atl6CMpCGjPLXLwIv/0GGzbA0aNw6RL4+EBQEHTtCjVqFO3jF3W8TCaIjoZ16+TzmTPg5gYNG0K3btCuHej+CZbR55jxaMyUJXSRnsrTuXPnKFOmjK2HoSygMTNPZiZ89hm89BKcOAElS0L16pI8Hj4MZ8/K7Tp2hMcfh/vuk+sKW1HF68IFmD0b5s6F2Fi5rEoVuO02SEuDffsgIwP8/GD6dLjrrkIfgsPS55jxaMwKzpnyKi2xUHmKioqy9RCUhTRmeTt+XBLfJ5+EgAD44w+ZWd25E7Zvh9On5fMbb8D+/TBgADRuDN98I4l1YSrseGVkwOefQ/368MwzUK6cJMpHjsCxYxATA7t2yc/41Vdy+x49YNw4SE8v1KE4LH2OGY/GTFlCE2SllNPZuxfatIFNm2DePFi7Vkop3N1zb+PiAv7+MGmS3P6XX6BUKXj4YWjaFJYtk9IFe2IywZIlMr7HHoOaNeGvv+Dvv2HECKhW7erbe3nJz7NtG4wdCx98AHffLSUnSinlzDRBVnnSvpHGozG7ucREqbs9fVoS4yFD8q6/LVYM7rkHoqJg8WKZce3dGzp0gI0bCz6mwojXP/9ILfG990JWFvz0kyTG7drlfd/ixeH992XW+fff4f77dSY5L/ocMx6NmbKE1iArpZxGaiqEhsKOHfDnnxASkr/jpKdLMjl5MiQlQf/+8OabUK9eoQ7XLDt3wvPPywx3lSoypuHD818rPWsWjBwJY8bIjLJSSmVzprxKZ5BVntavX2/rISgLacxu7JlnIDISFi7Mf3IMUorx5JOwZw+88op0wGjcWJLK48ctP15+4hUfL4mwvz+sWQOvvy7jGTGiYAsJn3xSapE//BC+/Tb/x3F0+hwzHo2ZFQwbBt7esrAj2+TJ0haoWTP5WL4897qpU2VmoWFDOX1lRzRBVnly4JMMDktjdr2ffpLZ0fHjpVyiMJQuLa/9e/ZIsvrJJ1C3LkyZApZs2mVJvA4elCS2QQNYsABGj5Ya6RdflBrpwvD229C2rSTbBw4UzjEdjT7HjEdjZgVDh8LKlddf/tRTsHWrfPToIZfFxsKiRXJKb+VKOXVV2CugC0ATZJUnF22Qajgas6udPi1JZYsWkrwWtqpVpUvEtm3QqZMkqz4+svBt9+68759XvEwmWWzXvz/UqSNt2x59VBLzDz6Qtm2Fyd0dvv5avn70UftbjGgP9DlmPBozKwgNhQoVzLvtkiXw4IPg4QG1a8tMcmEs6igkmiCrPLVv397WQ1AW0phd7fnnpc/x55/LgrSi0rix1AJHRMgivlmz5MxhcLCcSdy2TRbQXetG8UpLk41LnnkGatWC9u1lUeEzz0hi/Mkn4OtbdD9LrVoyk7x6NXz5ZdE9jlHpc8x4NGYFl5GRQXBwcM7HnDlzzLvjzJnSXmfYMJmxAOk7Wb167m18feUyO6GL9FSeoqOjCQwMtPUwlAU0ZrnCw+H22+UM34wZ1n3shATpm/zDD5I0g/QkDg6WHsU1akCZMpCUdIiKFatz5oxs3rFrl3TMSEuThL5bN5k9vu8+2czEWrKyZEIoLk4+dI+FXPocMx6NWcGZlVfFx0OvXtJIHqR1UKVK0i7opZekGfsXX0h9WOvWMGiQ3G74cNmt6L77ivRnMJduNa3ydDr73Z4yDI2ZyMqCUaNkYuLVV63/+FWqSM3z+PFSO/znnxAWJts9L1woG5OI3FmUatXkTOPo0XDHHVKyUbas9ccO0t7u/fehZUvZMOXtt20zDnukzzHj0ZjZSOXKuV8/9pgkzyB1aIcO5V53+LBcZic0QVZKOaxFi2DLFpnFLV3atmOpUUN6Lg8ZknvZhQuQkgJ//hlOly5t8PKScjx7Ehws627ef1+227ZFKzullIEdOyYLNQB+/jm3w0Xv3vDQQ/D003D0qJymatXKduO8hpZYqDzp/vXGozGT8oRGjaSkYfNmmQ21V/Yer2PHpGvGnXfKRinK/mOmrqcxK7g886oBA2DdOln0UbmynLpbt066V7i4yOKGTz/NTZinTJFyCzc3eRd+111F/jOYy+5mkIcNg19/lTZ62eUrkyfDZ5/lrtR+883cLiGq6J06dUpfVAxGYyZdJeLjpbWmPSfHYP/xqlpVeiO/8Yb8n2vWzMYDsgP2HjN1PY2ZFSxceP1lw4ff/PaTJsmHHbK7fxuWtNBT1hEfH2/rISgLOXvMzp+XiYnOnaFrV1uPJm9GiNczz8hs/Cuv2Hok9sEIMVNX05gpS9hdgmxJCz2llLqRTz+VHe1ee03O6qmCK1dOkuSlS2HTJluPRimlipbdlVjczMyZ8NVXsmDk3XehfPkb327OnDk5ffnS09NZt24dAHXq1KF06dJER0cDULFiRfz9/fnrr78AcHNzo23btkRFRXHu3DkAgoODSUxM5NDlVZb169fHw8OD7ZdrP7y9vWnQoAFhYWEAeHh40KZNGyIjI0lJSQEgJCSEw4cPc+Ryb7+GDRvi6upKbGwsAFWqVKF27dqEh4cD4OnpSUhICBEREaSmpgLQpk0b9u/fT0JCAgB+fn5kZmaya9cuAHx8fPD19SXich8pLy8vgoODCQ8PJy0tDYC2bduye/dukpKSAAgICCAtLY24uDgAqlevTuXKlYmMjASgTJkyBAUFERYWxqVLl1i3bh2hoaHs2LGDkydPAhAYGEhycjL79u0DoFatWlSoUIGoqCgAypcvT2BgIOvXr8dkMuHi4kL79u2Jjo7OWU0cFBTEqVOnct7Za5zyH6eMjAwAQkNDKV68eM7fvrPFqWrV2kyZAs2bX8DVdTdgv3HKfj5dunSJ06dP232cgoJcKVeuDa+8Uoxnn/2rQHEy0vPpRq972a+L9hgncM7Xvbz+P1WtWjXndVHjlL84ORO7XKRnbgu9vOgivcJx+vRpyt/sHYmyS84cs08+kdZua9dCx462Ho15jBSvKVNkp8DoaOn776yMFDMlNGYF50x5ld2VWNxI5crg6ioLbR57zK52InQK2e+WlXE4a8wuXYJp02RjkA4dbD0a8xkpXiNHgpcXvPWWrUdiW0aKmRIaM2UJQyTIx47lfn1lCz2llLrS119L3/mXXtLa46JSvjyMGCE9pvfvt/VolFKqaNhdgjxgALRpI1ut+vrC3Lnw7LPQpImczvvzT3jvPVuP0rlUrFjR1kNQFnLGmGVlwfTp0Lw5dO9u69FYxmjxeuopOav37ru2HontGC1mSmOmLGOXNciFxZlqZYpSVlYWxey9kay6ijPGbPly6NlTds0bONDWo7GMEeP16KOwYAEcOCB9652NEWPm7DRmBedMeZX+pag8Za/QVcbhjDF7913w8YH777f1SCxnxHhNmCC7FX74oa1HYhtGjJmz05gpS2iCrJQyvK1bpWvFmDHg7m7r0TiHhg2hTx/4+GO43I1KKaUchibIKk9uboZpl60uc7aYzZgBpUrB44/beiT5Y9R4PfMMnDkjPeqdjVFj5sw0ZsoSWoOslDK0I0egVi1pP/bBB7YejXMxmSAkRJLknTulFadSynE5U16lL2cqT9k7RCnjcKaYzZwpHSzGjbP1SPLPqPFycZGOFnFxsGKFrUdjXUaNmTPTmClLaIKs8pS9ZaYyDmeJWUoKzJ4NfftC7dq2Hk3+GTle990niyOdrf2mkWPmrDRmyhKaICulDGvePDm9//TTth6J83J3h9GjYc0aiImx9WiUUqpwaA2yylNKSgpeXl62HoaygDPELDMTGjSQrej/+cfWoykYo8fr1CnZ2GnAANncyRkYPWbOSGNWcM6UV+kMsspTYmKirYegLOQMMVu6FPbtc4zZY6PHq0IFGDJENg5JSrL1aKzD6DFzRhozZQlNkFWeDh06ZOshKAs5Q8zeew9q1oR777X1SArOEeI1dqxsHDJ7tq1HYh2OEDNnozFTltAEWSllOJs3w4YNsjGItja1D40awV13wSefSKKslFJGpgmyylP9+vVtPQRlIUeP2QcfgJcXDB9u65EUDkeJ11NPQWIiLFpk65EUPUeJmTPRmClLaIKs8uTh4WHrISgLOXLMjh2TBGzYMChb1tajKRyOEq8uXcDfX8pfHHf5t3CUmDkTjZmyhCbIKk/bt2+39RCUhRw5Zp98AhkZ8L//2XokhcdR4uXiIhu2REfDunW2Hk3RcpSYORONmbKEJshKKcNITZVFYHffDfXq2Xo06kYGDoRKlZxv4xClFHJqz9sbAgJyLzt1Crp2hfr15fPp03K5ySQLSerVg6ZNwc52OtQEWeXJ29vb1kNQFnLUmH37LZw4IbWujsSR4uXpCU8+Cb/+Crt323o0RceRYuYsNGZWMHQorFx59WXTpkHnzrInfefO8j3I/vRxcfIxZ468cNgR3ShE5SkjIwM3bRVgKI4YM5MJmjSRrhVbtsjpfEfhaPFKSJAWfI8+Ch9/bOvRFA1Hi5kz0JgVnFl5VXw89OoF2SUtDRtKzVXVqrKIpEMH2LULRoyQrwcMuP52dkBnkFWewsLCbD0EZSFHjNmaNbBjh9S4OlJyDI4XrypV4KGHZCvwU6dsPZqi4WgxcwYas4LLyMggODg452POnDl53ykxMTfprVJFvgc4cgSqV8+9na+vXGYn9K2UUso8JpNkO15e4OEhswNLlsjWaUlJkJIiRcJz58r04aJFMH06uLvLR/nyUpw6darUqB09ChcuQK1aZjUzfv99uVv2ZIOyb+PGSYL82Wfw3HO2Ho1SqjC4ubkRGRmZ/wO4uBhmhkNnkFWetDWO8RRKzHbtggkToG9faNYMypWTBHfTJrk+OhpefBHmz4fISHnnf/EipKfL9SVLQuXKUKYMuLrKabcra9NmzZJFG6VKwe23w/jxsn909v2vsHs3/PYbjBwpubmjccTnWGAgdOoEH310w5AaniPGzNFpzGykcmUprQD5nF0L7uMDV+5uePiwXGYntAZZKWdlMsHBg7BxI2zdKjPCO3bAm2/C/ffDP/9IhlOnjnzUri2f+/WDGjVkuzSTCUqUyN/j79wpjxEbC//+K0m2p6fMRru7y1jq1AFPT0aNgs8/l+FWrlyovwVVhH77TUoRFyyQkgullLHlqwZ5wgSoWBEmTpQFeqdOwdtvywvEzJmwfDlEREhHi40bC3W858+fp0SJEri6ulp8X02QVZ4iIyMJDg629TCUBW4Ys6Qkmf297TZo1UpexGrXluvc3KBBA2nN88QT0LEjZGbKdfl4YcmXtDTYuxf8/CArS8Zz8iQX73+Y5l89TZsBtfjiC+sMxdoc9TmWlSXhLF1a/u8Z5MyqWRw1Zo5MY1ZweeZVAwbIQrsTJ2Q249VX4d57ZdLl4EEpv/v+e6hQQSZYRo+WM4slS8KXX0IB45OVlcWiRYtYsGABmzZtwsPDg7S0NCpVqkTPnj0ZMWIE9czsEao1yCpPKSkpth6CslBKSoq8+MydC3/9BRs2SEIMMHiwJMg1a8Knn0JQkLSHuPb0o7US42weHpJNgWRSn30Gn32G29xPic6cTfK5R+DgJJm9djCO+hwrVgzGjpXSmL//hrZtbT2iwuOoMXNkGjMrWLjwxpevWXP9ZS4uhd7mpmPHjnTp0oWpU6cSEBBAsWJSSXzq1Cn+/PNPnnvuOfr06cOgQYPyPJYmyEo5gowMqQnesEEWvt1+u7z4vPeevJNv1w5GjZLEOChI7uPiAo8/bttx34yLC3TsSEa7jty+7jAvFJvGvcs+gwe6OGSC7MgGD5ZS9RkzHCtBVkrZn9WrV+Pu7n7d5RUqVKBfv37069ePdDMXRWiJhcpTamoqnp6eth6GupHvvoOvvpJZ4uzZkebNSQ0Lw7NkSTh+XBbWGfTc9qJFcsZuyRLo3SpBTtm5uEhRa+PGucm+wTn6c+yFF6T0cM8eKSt3BI4eM0ekMSs4o+RVY8aMYefOnbi4uBAYGMhDDz1Es2bNLDqGdrFQeTp8+LCth6BAVvjOmydTcqmpcll0tGQdgwbJNnOHDkFUFIeze0nedpthk2OTCd55R3rH9+qF9M90cYFLl+CVV6B1a5mWdID3+I7+HBs1Sip2PvzQ1iMpPI4eM0ekMXMefn5+TJgwgbFjx+Lt7c2gQYOYOXOmRcfQGWSVp3Xr1tGhQwdbD8M57dolq3xXrZKvQZLetWtlQV1Gxg17CDtCzNasgS5dpBT50UevufLkSRg+XKaWH3pIaq3z203DDjhCvPIyaJCE6/BhKFvW1qMpOGeImaPRmBWcUfOqixcv0rJlS7Zt22b2fXQGWSl7YTJJy7N33pG2ZwBnzsAXX8h56XfflRnjhARJjsGsDTaM6p13pKLihmspKlaEn3+GKVNk5rxTJ+nBrOzWU09JFdBnn9l6JEopZzF79mzGjx/P2LFjKVOmjEX3tbsEedgw6SGd/f8fpGVe166yp0DXrnD6tO3G54waNmxo6yE4rsxM+PVXWeZfuzb4+8Ozz8qMMUDLlvIHv3w5PP00NG0qrQHyYPSYRUfD779LB4SbTgy7uEhx6/ffwz33GHoG2ejxMkeLFtChg+yIeOmSrUdTcM4QM0ejMXM+PXr0oHHjxhw+fJjnn3/eovvaXYI8dOjVm22BLO7o3Bni4uTztGk2GZrTyk+DbXULcXFSIgGS5D36qCy0a94c5syROuKXXpLrixWD4sUtfgijx2z6dNlg74knzLhx//65exlv3iwz7AZj9HiZ67nnZMPFBQtsPZKCc5aYORKNmfPo378///33HzVq1GD48OEsW7aMSZMmWXQMuzs/Gxqa264125Il0ncaYMgQmYV46y0rD8yJxcbG4p29NaSyXEaG7Bi3ZAksWyYJco0a8oderJgky3XrFuoeykaO2cGD0r1i9GgoX96CO6alSUP6SpVg/XrZ4togjBwvS3TvLltQv/22vJabcTLEbjlLzByJxsx5PPzwwzzwwAOYTCZatGhBSkpKTk9kcxni5SkxEapWla+rVJHvlbJr58/ndlcYNw7at5fFdnXqwEcfwZ9/5naX8PMr1OTY6N5/X351Tz1l4R09PGQ/6u3boU8fSZiVXXFxkVnknTth6VJbj0Yp5ah69+5NTEwMCxYsoFOnTvTq1Yvff//domPYZReLa7fxLldO1iplK1/+5nXIc+bMYc6cOQDExMTwxx9/AFCnTh1Kly5NdHQ0ABUrVsTf35+//voLADc3N9q2bUtUVBTnzp0DIDg4mMTERA4dOgRA/fr18fDwYPvlgXl7e9OgQQPCwsIA8PDwoE2bNkRGRubs2BMSEsLhw4c5crntVsOGDXF1dSU2NhaAKlWqULt2bcLDwwHw9PQkJCSEiIgIUi+38mrTpg379+8n4fKpYz8/PzIzM9l1uauBj48Pvr6+REREAODl5UVwcDDh4eGkXU4S2rZty+7du0lKSgIgICCAtLQ04uLiAKhevTqVK1cmMjISgDJlyhAUFERYWBgpKSmUKFGC0NBQduzYwcmTJwEIDAwkOTmZffv2AVCrVi0qVKhAVFTU5TiVJzAwkPXr12MymXBxcaF9+/ZER0dz+nIAg4KCOHXqFPGXTxsYOk61a3Nq/nyKr1hB+c2bOfP776Q1asSRpUvxTEjAo3dvfBo1KrI4ZWRkABAaGkpYWBhZWVmGi9NttzWgZk24446TvPbavnzFqW54OO7DhpHQrRsHXn2VkNat7er5dGWcsp9PFy9eJCQkxDBxKsjzKTPThaFD21CtmhvTpv2Fi4t9vu7dKE6Q+3yKjY2lRIkSDhsnMMb/p7zidOXz6ezZszkx0DjlL05ly5a16y4W2bEs6G2yb3hLf/zxh+nRRx81bdmyxWQymUyffvppXncpsP37TSZ//9zvGzQwmY4ela+PHpXvzVGyZMlCH5szunjxoq2HYN927zaZWrc2mVxcTCYwmWrVMpnGjjWZ9uyx2ZCMGrM335Rf4datBTzQq6/KgRYuLJRxFTWjxiu/PvlEwrNuna1Hkn/OFjNHoDErOHvPq9q3b2/68MMPTQcOHLjq8rS0NNOaNWtMgwcPNn355ZdmHSvPEosvvviCd955h2+++Ya1a9eydetWcxP5QtO7N8yfL1/Pny8L1pX1ZL8rVUBWFoSHw4QJuf2qqlWTc8evvirtF/btkzqBunVtNkwjxuziRdlIols3qVMtkBdfhFmzoG/fQhlbUTNivApi6FDpVmTkBdfOFjNHoDFzfCtXrsTV1ZUBAwZQrVo1/Pz8qF27NvXr12fhwoWMGzeOoUOHmnWsPBfplS5dmnLlyjF9+nQmTpzIpk2bCjr+WxowQBbknTgBvr6Sc0ycCPffL3sB1KwpXZ2UsqoNG+QP76ef4OhRcHeX1mwg7Rb++ce243MAX3whDSgKpcNBsWK5LTDOnJG+Yro4x254ekoLv0mT5D1lgd8QKaUUUKJECUaOHMnIkSNJT0/nxIkTeHp6Uq5cOYuPlWeC3LNnz5yvp02bxkcffWTxg1hi4cIbX75mTZE+rLoFp9y7Pj1dWoa1bi3fv/mmvHO7807o10+K5PPxhLMWo8Xs0iXpTHP77dCxYyEeOCNDDurrK/0j7bRtgtHiVRhGjpQZ5Lfekr1ejMYZY2Z0GjPHt2vXLho0aICLiwvu7u5Uze7wkA9mLdI7ePCgWQcrV66cxTuVFCWjbomobOTiRfjjD/jxR1lif/asNG2tWlVWjlaqBF5eth6lQ/riC9k5evlyuOuuQj74nDkwYoTsRPj004V8cFUQEybAjBnS+bBOHVuPRimVF3vPq5o0acKBAwdo0KABTZs2pUmTJjmfLW3xZ1aC3LFjR1xcXLjVTV1cXBg6dCiDBw+2aABFyd4DaRQRERGEhITYehhFa+VK2XAiJUVmhnv3lpni7t0N2YLNSDHLyIDGjaVtcWRkbve7QmMySdu3FSsgIgKaNSvkByg4I8WrMB09KhtIDh0Kn35q69FYxlljZmQas4IzQl6VlpZGTEwMPXr04MEHHyQ2NpYdO3YA5HTxMIdZG4X8+eef+RulcgjZbWIcxtmzsr3zjz/CfffBQw9BkyZSAN+vn5zjz8fudfbESDH7/nvYs0fKuws9OQY56OefyzbdAwdCVJTdvekxUrwKU7VqspHkZ5/JruE1a9p6ROZz1pgZmcbMOXh4eNCyZUu8vLyuKgs+fbP+wDeRr4K88+fPk5mZmZ+7KmUbJhN8843MDHt7w6BBMpt4uc8kPj5yKr57d8Mnx0aSlQVTpkBAQBF3p6lUSeo4fH3hcn9SZR8mTpTPU6fadhxKKcdyba/j8hZtzWpmiUVWVhaLFi1iwYIFbNq0ieLFi5OWlsZtt91Gz549GTFiBPXq1bNs5FZghFMBRpCWloaHnc24mSUlRZbI33GHfN+8ubRHuf9+mTkOCbHbRVsFZZSYZU/iL1wIDz5ohQc0mYpomrpgjBKvovLkk9KlaM8e2YXdCJw9ZkakMSs4e8+rRo0aRVBQEEFBQfTt25f9+/fn+1hmZQcdO3Zk7969TJ06lYSEBA4fPszx48cJCwujdevWPPfcc3zzzTf5HoSybwX5A7O68+dh8WLJum67TZrqZj+Zly+HAwdksVabNg6bHIMxYmYywRtvQP36Uv5tFS4ucPAgjBkjnUrshBHiVZSef14+G6kvsrPHzIg0Zo4vMDCQrVu3Mm7cOJKTk/Hz86N///688sorfPfddxYdy6wa5NWrV+Pu7n7d5RUqVKBfv37069ePdDv6Z6MKV0JCAo0aNbL1MPK2cKEUNF64AJUry9f33y9NV0G6UTgJI8Ts119h61b48ktwdbXiA2/ZAh99JKU2L75oxQe+OSPEqyjVqAGPPCKzyC+8IJUw9s7ZY2ZEGjPH9/jjj1/1/eHDh9m2bRsxMTEsW7aMBx54wOxjmZUg3yg5zs9tlCo02S3ZvvsOhg2Dzp2lkHXwYHjgAWjXzspZl7JEVha8/LJsNjhwoJUf/J57pJ7jtdeku4W/v5UHoG7k+eelTHzaNJg509ajUUo5Al9fX3x9fbkrH/1DzapBzjZmzBh27tyJi4sLgYGBPPTQQzSzw5ZJ2ey9VsYokpKSLO4fWCQyM6Ud23ffwZIlstiqQgUpmTBz60hnYTcxu4kffpCyiq+/lvWSVnf8OPj5SfPdf/6x+Zspe4+XtTz2GHz1lezW7uNj69HcmsbMeDRmBWdWXlWrFpQuLa+rbm7Sv/PUKZm8io+X67//HixcNFdQfn5+xMbGmn17i4ow/fz8mDBhAmPHjsXb25tBgwYxU9/qOzybdixJT4edO+VrFxd4/HFYtkzasa1cKXsTa3J8HXvuMpOZKbPHjRtLZz2buO02KbPYuBE++cRGg8hlz/GyphdekLMLRqhF1pgZj8bMiv78U2roIiPl+2nT5ExvXJx8LqIn+Y4dO4iOjr7hdXFxcRYdy6IE+YknnqBr16706NGD8ePHExkZyadG6+6uLLZr1y7rPmBmpjy5Hn8cqlSBTp3ksmLFYPVqSEyUc7Hdu4OW9tyQ1WNmgYUL4b//pMLBphO3DzwgSfLDD9twEMKe42VNtWtLLfKnn8pEkz3TmBmPxsyGliyBIUPk6yFD4Jdfiuyh7rrrLp577jkuXrx41eXXtn3LS76W8c+ePZvx48czduxYu9paWjmARYtkxU6nTvDtt5IEz56de33jxtqn2MDS02HyZNnMrm9fGw/GxQVGj5adE9PTZepS2dzLL8t74cmTbT0SpdS1MjIyCA4OzvmYM2fO9TdycZEOUi1ayP4CIBNb2Qvlq1SR74uAv78/27ZtIyEhgYCAAFatWpXvY5m1SO9aPXr0YNWqVfz00088n92fRzksn6IsBoyNzW2C6+8vp76Dg2V3u169oFSpontsB1akMSuA+fNh716pkrGbLnsnTkCXLvDEE/JhA/YaL1vw9ZX3Le+9B88+K6Xi9khjZjwas4Jzc3MjMrts4mbCwmQRQVISdO0K13YOcXEp0n70FStWZP78+axatYonn3yS22+/nffee8/i41i0SK9///689tprNG7cGJANRJo3b37Teg9b00V6hSM1NRXP7FZphSE+XmaKFy6EmBjJlGbNkpIKVSgKPWaFIC1Neh5Xqwbh4Xa0X4fJJLMdERGwYwdUr271IdhjvGzpxAlZP9mli2xBbo80ZsajMSs4i/OqyZPBy0v2k1+3TmaRjx2DDh3ACiUvqampvPzyy3z99decOHGCjIwMs+9r0RzOww8/zAMPPECTJk0YOnQo999/P8XsZhpIFZWIiIiCHyS7T/bFi9CkifR0KlkSPvgAjhzR5LiQFUrMCtmcOXDokGwOYjfJMchg5syROvcRIyRhtjJ7jJctVaoE48fDzz/L+xZ7pDEzHo2ZFZw/D8nJuV//8Ye0YO3dW04hgny+5x6rDMfT05N33nmH5cuXExgYaNF9zSqxMJlMuLi40Lt3b3r37k10dDTR0dFkZWXRo0ePq26jVI6zZ+U/3LffSouXyEgoUUJ6ezVtKlNEyimcPSuL8jp2lAXMdqd2bZg6FcaOlb/PwYNtPSKn99RT0g/5hRdgzRpbj0YpZZbEROkvD5CRIeWSd94JLVvKxl1z50LNmtLmzYqCgoLYtGmTRfcxK0Hu2LEj/fr145577qFGjRoEBgYSGBjIpUuXCAsLY/78+XTs2JGh2m7LIXl5eVl2hw0bpIBw+XI5r167tvTzysiQnoj33lsk41S5LI5ZEXv7bTlt/s47djZ7fKXRo6XH9pdfSmcLKw7U3uJlD0qXhkmTYNw4aV7TpYutR3Q1jZnxaMysoE4duFHZbcWKNn+na2nFg1k1yBcvXuSLL75gwYIF7N+/n3LlynHx4kUyMzPp1q0bI0eOpHnz5vkedFHRGmQrSU+X/2AtWsj2vfPnw8SJ0kZrwABo1cqOsyJV1A4fltrjvn1hwQJbjyYPCQmy+Yx2SrELaWnQoIG8rERE2NHCTqWclDPlVRYt0gNIT0/nxIkTeHp6Uq5cuSIaVuFwpkAWpfDwcNq0aXP1hVlZslJ14UJYvBhOnpR64jFj4NIlaXCrWz3bzA1jZiPDhklivGuXbKBkCGfOyCYi3bpZ5eHsKV725quvpG3qggVyttZeaMyMR2NWcM6UV5n1fnzXrl1k59Hu7u5UrVrV7pNjVXjS0tKuvuDCBSmbaN9e/nt17SpNwEeMkOuLF9fk2Maui5mNxMTAvHnwv/8ZKDkGWSHWuzds326Vh7OXeNmjQYMgKEhOSqWm2no0uTRmxqMxc17Hjh2zOP5mJcj33XcfZcuWJTg4mGHDhvHee++xZs0akpKS8jVQZSwljh6F11+HUaPkgpIl5b/WggVSkL9woSQTHh62HaiyO88+K/twTJpk65FYaMoUKFtWSoQuXLD1aJxasWIwY4Z0QMlHK1OllOLhhx+mUaNGjB8/3uz7mF1ikZaWRkxMDD169ODBBx8kNjaWHTt2AJCQkJC/ERcxZzoVUOhOnJAFSwsWSNNakPYDv/+us8MGkJGRgZtbvvYBKjSrVkmFwvTp8MwzNh1K/qxcCT16wMCBcqakCOvo7SFe9q5vX/mbiouTjbhsTWNmPBqzgjNyXmUymYiNjcXf39+s21tcg1y7dm3279+f8/3p06cpX768ZaO0EiMH0iYuXJDk18MDpk2TXsVNmpDYpQuVx42TLaCVIcTGxuJnwy3IMjNlzebZs7Bzp4FPLrz2Grzyimx3nl1CVARsHS8jiIuTzTaHDs3dvdaWNGbGozErOKPlVefPn6dEiRK45mNiz+I1wdf2OrbX5FiZKSNDZoUHD5al4j//LJcPGyatWmJi+K93b02ODcbW5U9z5sifz1tvGTg5BnjxRfno3btIH8bW8TKC+vWlE9/cuVLbbmsaM+PRmDm+rKwsvv32W3r27Im3tzeNGjWiatWq+Pn5MWHCBPbs2WP2scxKkEeNGsXcuXPZsmULFk44K3t18aI0GPX1lSbeS5dKveXlbcTx9pbNPJSy0KlTklN26AD9+9t6NAVUrJjU31etKu0MDx+29Yic2ksvSU37M8/YZMNDpZSd69ixI3v37mXq1KkkJCRw6NAhkpKSCAsLo3Xr1jz33HN88803Zh3LrBKLOXPmsG3bNmJiYtixYwfe3t74+/vj5+eHn58fDzzwQIF/qKJgtFMBRW7vXtixQ2bDTCZZGl6njtRY9ughu9zdwIkTJ6hUqZKVB6sKwpYxGz0aZs2CrVtlV3GHMXQorF8P//wjCXMh0ueY+T78UDY8/OUXq+1We0MaM+PRmBWcvedV6enpuLu7F/g2kI8aZIDDhw/nJMzbt2/n66+/tvQQVmHvgbSKpKTcxXYRETL9kpQE7u5SKGpGXc6RI0fw8fEp+rGqQmOrmMXEQPPmMHIkfPSR1R++aEVGyrR4/fqSKJcpU2iH1ueY+dLT5W8sJQViY6Wpji1ozIxHY1ZwRsmrFi9ezJ133knp0qV5/fXX2bJlCy+++CJBQUFmH8OsEouDBw9e9ZGVlYW/vz8DBgxgypQpOZefO3cu3z+MKgKzZ0O1arJ5R2qqFITGxEhyDGZ3o4iLiyvCQaqiYIuYmUzyp1a+PLz6qtUfvugFB8MPP0hv5O7dZTORQqLPMfO5u8PHH8OBA7KW2FY0ZsajMXMer7/+OqVLlyYsLIw1a9YwfPhwnnzySYuOYVa/kyFDhtzw8uwFeyaTCRcXF4YOHcrgwYMtGoAlatWC0qUlr3NzkwkddVlGhmz3/M038OSTcMcd0Lo1TJggJRQBAbYeoXJwixfLxOrs2bJbs0O68074/nvZRv2BB2SBq7K69u3lZe3tt2V9cb16th6RUsqeZHet+O2333j88cfp2bMnL774okXHyFeJha3UqiVJsbklREY5FZBvJpNsh7tggZRRJCXJ9N2HH8pGHoVk79691K1bt9COp4qetWOWkgJ+fvLc3LTJCVpl//YbVK4ss8qFQJ9jljt2DBo2hHbt4Ndfi7RN9Q1pzIxHY1ZwRsmrevXqhY+PD3/88QdbtmzB09OTVq1aER0dbfYxLG7zpuxAdilLRgb06iU9tUJDZdXKsWOFmhwDVK5cuVCPp4qetWM2ebLsdDZzphMkxwA9e+Ymx9OnS0+7AtDnmOWqVpVSnuXLYdky6z++xsx4NGbO4/vvv6d79+788ccflCtXjlOnTvHOO+9YdAxDJcguLrIzV4sW9tEo3qoSE2VmOCQEmjWT2WN3d2nPlpgo57fvuadIms5Gai2L4VgzZlu3wvvvw+OPw+23W+1h7cOZM/DBB1LStGRJvg+jz7H8GT1aNg8ZM8b6O4JrzIxHY+Y8PD09OX/+PAsXLgSkc0W5cuUsOoahSiyOHAEfH6kk6NpVVsmHhl59mzlz5jDncvYcExPDH3/8AUCdOnUoXbp0zvR6xYoV8ff356+//gLAzc2Ntm3bEhUVlbPYMDg4mMTERA4dOgRA/fr18fDwYPv27QB4e3vToEEDwsLCAPDw8KBNmzZERkaSkpICQEhICIcPH+bIkSMANGzYEFdXV2JjYwGoUqUKtWvXJvzyds6enp6EhIQQERFBamoqZWNiCPztN1zWrMElM5PkevVg4EBShg5lV3w8AD4+Pvj6+hIREQGAl5cXwcHBhIeHk5aWBkDbtm3ZvXt3TqP0gIAA0tLSchYtVK9encqVK+e8gJQpU4agoCDCwsI4c+YMXl5ehIaGsmPHDk6ePAlAYGAgycnJ7Nu3D4BatWpRoUIFoqKiANlEJjAwkPXr1+fUqbdv357o6GhOnz4NQFBQEKdOnSL+8s9i1DgBtGnThv379+dsve7n50dmZia7du2ySpwyMjIACA0N5ffff8fT07PI4xQVFc3o0UEkJXmye7cr27Y5X5yKnzhByzfewD06mkP9+7PvscfwrVPHrDhlP59SUlK444479PmUjzh9+ulOnnqqOUOHHuPLL6sWyfPpRq97MTExeHl5aZzs6HUvr/9Pe/fuzalN1TjlL05ly5Y1RInFk08+SbFixVi7di3//fcfp0+fplu3bmzatMnsYxgqQb7S5Mng5QXjx9/8NkaplblKejqsWiXTIjVryqzU2LHw0EOyKsXMPcQLU1RUlEWtUZTtWStmH38ss3gLFsifqNO6eFF2r/jkE+jYEdassagoVp9jBfPII7I+efNm6+1vpDEzHo1ZwRklrwoKCiIqKormzZuzZcsWQN40WVKDXKAE+dixY1SoUAEPK+wle/48ZGVJF4vz52UG+eWXZVH5zRglkJhM0qM4e7Hd8eNSXPfyy9Kr2MVFdvRSyo4cPQqNGkmzlN9/t/4iKbv0ww/SUvHhh+V5nZXlJEXZtnXypCwSrVkTwsP1V65UUTFKXhUSEsI///xDy5YtiYqK4vjx43Tr1i0nWTZHgbKuhx9+mEaNGjH+VtO4hSQxEdq2hcBAaNVK1sjcKjk2jMxM2W6sTRv47DPZiOCXX2DiRLne1dXmyXH2qR9lHNaI2dixcsJj1ixNjnPcd58kxwDz58vzeuvWPO+mz7GCqVhRSsE3bbLeBjUaM+PRmDmPMWPG0KdPH5KSkpg0aRJt27blhRdesOgYZvVBvpnVq1djMply6mCKUp06BV4obh8SE2HRItls4LPPJAG+/36oXh369oWyZW09wutk13gp4yjqmC1bJpOlb7wB2jXpJsqWhfh42dL90Ufh9delNdwN6HOs4B54QMosJk2Ce++VtqBFSWNmPBoz5zFw4EBatGjBmjVrMJlM/PLLLzRu3NiiY+QrQT5//jwlSpTA1dUVFxcX/G1QF2soKSnw889SQrFqlZx2DQqSWpFSpaSUQimDOH0aRoyQEx8TJth6NHasTx85I/TGG9KBZtEimeZ85BFbj8whubhICbi/PzzxBKxYoWc2lHJmjRo1olGjRvm+v1nn7rOysvj222/p2bMn3t7eNGrUiCpVquDn58eECRPYs2dPvgfgsNLTZeEOSGI8eDDs2gXPPw+xsbKapFQp247RTKHXtgpRdq8oY/bUU9JJZt48KF68yB7GMZQvD+++Czt2yOK9ihXl8vPn4fLKcNDnWGGpUQPefFNq4hcsKNrH0pgZj8bMSlaulF186tWz2X7wJpOJb775htdeew2AgwcPsnHjRouOYVaC3LFjR/bu3cvUqVNJSEjg0KFDHD9+nLCwMFq3bs1zzz3HN998Y/lP4GhMJlkhMno0VKsmGQTIub+wMNi3T2aTLJzmt7UdO3bYegjKQkUVs99+k9La55+XkyDKTA0aSEea3r3l+2nToH59aeienq7PsUI0cqSUfo8ZI/smFRWNmfFozKwgMxNGjZJTOLGxsHChfLaykSNHEh4entMHuXTp0owaNcqiY5hVYrF69Wrc3d2vuuzEiRNUrFiRfv360a9fP9LT0y16YIeSlSVdJ775RpLgEiXkH2FAgFxfrpxsJGBQ2X0llXEURczOnJHNQAICwMIt7dW1OnaUcqsRI2DaNNzvv1/ePLsVaFmIQpZ1zJsn+yk99pjUyxdFqYW+LhqPQ8YsI8O+Xjc2bpSZ4zp15PsHH5TJAT8/qw4jIiIip80bSN/rS5cuWXQMs2aQN2/eTIcOHejbty9btmwhICCAgIAAKleuzMqVKwGuS6CdSrFisHatrFaaN08W4n33nbTdUMpBPP20/Gl/+WWRbNjoXDp1krNNv/4K5cvT6K23ZNZFFYoGDWSS/rff5O9VKYdy6ZK8GIO0hbVi27WMjAyCg4NzPuZcu63xkSPSdCCbr69cZmXu7u5kZmbicvnd8fHjxylmYUcws952jB49mjfffJOzZ8/SqVMnVqxYQevWrdm5cycDBgzgTofot1ZAa9fK1s8OKDAw0NZDUBYq7JitWCGJxgsvQHBwoR7aebm4SL/KHj1IWbAAr+wdLvbvlzUKffvavMWjkY0eLWujx42Dzp2lR3Jh0tdF4zF0zEwm+Oef3P0SOnWCxYuhalVpBGAlbm5uhtiy+9o2bz/88ANvvPGGRccw69U3IyODbt260b9/f6pUqULr1q0BCrQ60OE4aHIMkJycbOshKAsVZsyOH4dhw6Q7gDZcKQIuLpwKDc3dAu7TT6F/fynyXrJE/jEqixUrJm/qTCb5+83KKtzj6+ui8Rg2Zh99JGeo27aVs9TdusHw4bnXe3nZbGjX8fGBy9tqA3D4sFxmRSaTidDQUN5++22ef/55qlatyi+//EL//v0tOo5ZCfKV09Kenp5XXeeifXQcXvZe9so4CitmJpPUcZ46Bd9+q6UVReWqeE2ZAl99JbNC994L7dpBVJTNxmZktWrBe+/JCb5PPincY+vrovEYJmbHjklryOy1XSdPyqLe+fOltGLhQvvdKa1lS4iLkzNhly5Je8vsxclW4uLiQo8ePWjUqBGjRo1i9OjRFvdABjNLLKKjoylTpgwmk4nU1FTKlCkDSJZ+MbuVmVLK4cydK5OY776bO8Gpipirq+zG9+CDMgX64osyq/zpp7YemSENHw4//SQ9uzt1svpaIaXMc+5c7n4Ja9bIKY8mTWRB7yuvGKept5sbzJwJ3btLR4vs049WFhQUxKZNm2jZsmW+j+FiMjnu+Tuj7Blu7+Lj46lV1NtSqUJVGDGLi5NOAG3awB9/aDlsUbplvM6elX+W5cvLTPLmzbIzn1H+YdqBhAR5g1eliiyyL1Gi4MfU10XjsduY7dwJzZvL3gm1a8PAgfJhh2WsRsmrGjVqRFxcHLVq1aJUqVKYTCZcXFyIiYkx+xiaIKs8nTt3LuesgTKGgsYsPV06E+7ZAzExshBZFR2z4zVyJMyaBV27wuefy84YyizLl8uayP/9T85eF5S+LhqPXcQse7+EBQugUiVpEZuVJXuk3323zEjY8Ztfo+RVBw4cuOHlNS1YrWtWicWMGTNuef3TTz9t9gMq44mKiqJDhw62HoayQEFj9tprsGmTLJLW5LjomR2vmTNz9/gOCJDC2kGDinx8jqBHDxg7Vnb77tYNevUq2PH0ddF4bBqzXbtkr4Rvv83dLyF7oV2xYjB1qm3G5aB+/PHH6y4rW7YsLVq0oFmzZmYdw6yTpsnJySQnJxMZGcmsWbM4cuQIR44cYfbs2UTp4hGlHMqaNbJObOhQuO8+W49GXaVYMXjySdi+XepfHn4YfvjB1qMyjLfegsBAeOSRot1lTylAFtRln6R/5x3ZB/3K/RJmzrTp8BxZZGQks2fPzslXP/30U1auXMljjz3G22+/bdYxLCqxCA0N5bfffqN06dKAJM49e/bkr7/+yt9PUMSMcirA3kVHRxu7f6QTym/MEhIk76pQQWaQS5Uq/LGp6+UrXhkZslX1Y49Jm0mTya5PzdqL//6DFi2khOj33/NfW6+vi8ZjlZglJ+cutlu9WoreW7SAAwegeHHpW2xgRsmrQkNDWb58OV6XW+ClpKTQs2dPVq5cSYsWLYg1Y/tri14aEhMTKV68eM73xYsXJzF7NxflsPSfgPHkJ2aZmfDQQ7KYevFiTY6tKV/PMTc3qUl2d5fZqPbtYdu2wh+cg2ncWMosVq+WMyX5pa+LxlOkMTt6FAYMgMqVYcgQ2L1bdlaqXFmur1nT8MmxkSQlJeFxRV9Sd3d3EhMT8fT0vOryW7EoQR48eDCtWrVi8uTJTJ48mZCQEIYOHWrRoJXxrF+/3tZDUBbKT8xefx3+/FPKWm3QlcepFfg5duIE7N0rGwmsXVs4g3Jgjz4qTQJeeQVWrcrfMfR10XgKNWbZi+3++EO+L1cO/v1XatP+/lvqjF9/XRdx2MjAgQMJCQnh1Vdf5dVXX+WOO+7goYce4vz58/iZ2evR4i4WUVFRbNiwAZAp7ObNm1s+cisxyqkAe7du3TpdjGIwlsZszRppjDB4sJTHKesqlOfYoUOyEm3PHli6VAKqbur8eQgJkcn3LVssz2P0ddF4CiVmu3ZJ+cSCBZIEt2gB2VsvO0GZk5HyqsjISP7++28A7rjjDoKDgy26v1kzyFfm0EFBQYwdO5axY8delRw7cLc4p6e7JRqPJTE7ckRKKxo1go8/LsJBqZsqlOdY9epyCqBBA9m56vJEhrqxUqXgxx+l9ez998umX5bQ10XjKXDMnnpKXiinTIE6dWQ24cozNvo3YTdMJhM7d+7k7NmzjB07Fm9vbzZu3GjRMcyaQe7QoQP9+vXjnnvuocYVfTcvXbpEWFgY8+fPp2PHjnZXbmGkdzpK2UJampSu7tgBERG6y5hDOHECxo2D99+XPqvqlhYvlgR57Fj5lSkFyFbv2YvtPvtM3oD+/ru8WD74IFSrZusR2oRR8qonn3ySYsWKsXbtWv777z9Onz5Nt27d2LRpk9nHMGsGeeXKlbi6ujJgwACqVauGn58ftWvXpn79+ixcuJBx48bZXXKsCk90dLSth6AsZG7M/vc/SYznz9fk2JYK9TlWqZL0W61USXZ8OXiw8I7tgPr3z+2P/P335t9PXxeNJ8+YpafLjjIPPSSL6wYPlpKK/fvl+u7d4emnnTY5NpKIiAg+/vhjSlzeNrN8+fJcsvA0kVkbhZQoUYKRI0cycuRI0tPTOXHiBJ6enpQrV87iQSvjOX36tK2HoCxkTsw+/VQmRl54Afr2tcKg1E0V2XNs2DAptfj3X9lnWd3Q229LN65hw6TLRZMmed9HXxeN54YxM5ng9GnpbXnypOxmV66cdKIYOBBuv11LJwzI3d2dzMzMnLKa48ePU8zCno4Wd4B0d3enatWqmhwrZWD//COzx3feKbvmKQc1bhwcPy7/9FNTbT0au1W8uOy3UqYM3HOPVKkoB7djh2zvXLcuPPCAXFaliryhPHZM2vnccYcmxwY1ZswY+vTpQ1JSEpMmTaJt27a88MILFh3D4i4WRmKUWhl7Zxf71yuL3CpmR4/KwutSpWQzkPLlrTw4dZ0ifY4tWyaL9oYNg7lzi+YxHMTGjRAaCm3aSPcud/eb31ZfF43n3LlzlFm6VHa1i4mRXWK6dJHt2h9+2NbDMwQj5VU7d+5kzZo1mEwmOnfuTOPGjS26v1klFiArAg8fPkz16tUtHqQytlOnTuk/AoO5WcwuXpTto5OTpf+rJsf2oUifY3ffDS+9JD1Z27SRJsDqhlq1gs8/l1xp7FiZRLwZfV00iOPH5fTAoEESs8REmR346CMpQM/eyEM5nEaNGtGoUaN839/sBNnFxYUePXqwTXdqcjrx8fHUqlXL1sNQFrhRzEwmmUQMD5f/FwEBthmbul6RP8deeUVOHdhx33p7MWiQbEj49ttSi/zkkze+nb4u2rHkZFiyBL79Vk4FZGZC5crEV6hAraefhmeesfUIVRGZMWPGLa9/+umnzT6W2QkySA/kTZs20bJlS0vuppSyA6++CgsXwtSp0K+frUejrMrVVaZGs2VlyelldUNvvgnbt8OYMbJoT/cDMZAjR6B+fam5r1EDJkyQLaCbNIH167Wm2MElJycDsGvXLjZt2kTv3r0BWLZsGa1atbLoWBbVIDdq1Ii4uDhq1apFqVKlMJlMuLi4EBMTY9GDWouRamXs2cGDB6/qf63s37UxW7BAZsYeeUTKUPV/hH2x2nPMZJLVmRcvXp0wq+ucPSsVKQkJctalYcOrr9fXRTuQlSWL6r79Fjw84MMP5fLXXoPOnSWAV7wR1JgVnFHyqtDQUH777TdKly4NSOLcs2dP/vrrL7OPYdEM8u+//27ZCJVDyP4DU8ZxZczCwqS0on17mD1bk2N7ZLXnmIuLtGr4+GPo2RP69LHO4xpQ2bLw66+SY911lyTJV5ar6uuiDW3bBl99JafEjhyRmuJBg3Kvf/nlG95NY+Y8EhMTKV68eM73xYsXJzEx0aJjWHSOrUaNGmzYsIH58+dTs2ZNXFxcLH7Agli5Ut7F16sH06ZZ7WGdnjbEN57smO3dKzlQzZrw00/SzkrZH6s+xyZPhqAgeOwxaWelbqpOHUmSExJkreOVE2f6umhlcXFSSwyys9EHH0g7nkWLIDFR3v3nQWPmPAYPHkyrVq2YPHkykydPJiQkhCFDhlh0DIsS5JEjRxIeHs7ChQsBeTc2atQoix4wvzIzYdQoWLECYmPljWNsrFUeWilDOn5cZr4yM+G336QPvlIULy41N+fPw8iRUnahbqplS8nBNm+WUtbsHE1ZwdGj8N570l6kQQNYt04unzBB3rUsWSI9jEuVsukwlf3IrhqeNGkSX3zxBeXLl6d8+fJ8+eWXOX2Qza0stihBLoyt+/Jr40aZOa5TR17fH3xQnhuq6FWsWNHWQ1AW8vS8jR494NAhaYNbv76tR6RuxerPsUaNZNXmqlWwb591H9uAeveW8tZly2Thnsmkr4tFKiFBaoh9fWVr58xMmD49t/VO5cr5esevMXN8HTt25KOPPuLgwYO0aNGCsWPHMnbsWPz9/Vm7di1Dhgxh/vz5Zh3Lohrkwti6L7+OHIErWzD7+kJEhFUe2un5+/vbegjKApcuwUsv+bFlC/z8s2wGpeybTZ5jTz8tMw26aMkso0ZBfLzkadIcQV8XC01yMixdCunpMHQoVKoEaWnSv3vAAHlDVwj0f5njW7lyJV988QUDBgxg//79lCtXjosXL5KZmUm3bt0YN24czc1sd2lRgnzt1n0//PADb7zxRr5+iKIyZ84c5syZA0B6ejrrLp+SqVOnDqVLl86pQapYsSL+/v45Kxrd3Nxo27YtUVFRnDt3DoDg4GASExM5dOgQAPXr18fDw4Pt27cD4O3tTYMGDQgLCwPAw8ODNm3aEBkZSUpKCgAhISEcPnyYI0eOANCwYUNcXV2JvVwfUqVKFWrXrk14eDgAnp6ehISEEBERQerlrWHbtGnD/v37SUhIAMDPz4/MzEx27doFgI+PD76+vkRcfsfg5eVFcHAw4eHhpKWlAdC2bVt2795NUlISAAEBAaSlpREXFwdA9erVqVy5MpGRkQCUKVOGoKAgwsLCOHPmDF5eXoSGhrJjxw5OnjwJQGBgIMnJyey7PANVq1YtKlSoQFRUFCBnGAIDA1m/fn1Ox5P27dsTHR3N6dOnAWkdeOrUKeLj4zVOBYxTRkYGWVnw+eftWbXKhQkTdlK6dAKnT2uc7C1OwFXPp5SUFO644w7bxKl6dXZ98QXH6tbVOOURp7vugn37bmfixOIcPrydfv1O6fMpn3GK+PNPvP76C++1a6m0cSMuFy9y1t+fLbVqSZy++07ilJBAdXd3i+IEN/7/tHfvXlxdXTVOFsTp2udTgUyeDJ99BrfdJt+/+Sb06CFfT50qLZZcXeV0Tffu+XqIEiVKMHLkSEaOHEl6ejonTpzA09OTcuXKWXwsi7eaLujWffkVHi6/2+xGGlOnyufnn7/5fYzSjsTerVu3jg7aCNTumUzS//699+DRR/fx2Wd1bD0kZSabPse+/hoGD5bVaD172mYMBnLpEtx7L6xcaWLRIhfuv9/WIzKQ9PTc/buHDYMvvwRvb7j/fjmbcU1btsKm/8sKrkB51eTJ4OUF48dffXlsrJwp2LhR6s67dIHduyVZtiGL/hIHDRrEhg0b6Ny5M6NHj7ZacgyyUCIuDvbvlxeoRYukLkwVPTc3i040KBuZOlWS4zFjYPDgo7YejrKATZ9jDzwgtZ0jRkjzX3VLxYtn70R5jkGDcidt1E1kZEit+/DhkgxfnjllzBhYvVrqJz/6SGrBirhkU/+X2aklS+QNkocH1K4tC842brT1qCxLkIcPH86xY8f43//+R506dejXrx8ffPBBUY3tKm5uMHOmzLo3bixvOLWcyDoKfFpFFbn334dJk2DgQEmS27XTmBmJTZ9jxYvLqc1jx+DZZ203DgMpWRL++qss/v7Qty/884+tR2SHEhOlS0q1atCtGyxeLLNa2Ulqs2ayEM+KSav+Lyu4jIwMgoODcz6yS1rNNnMmNG0qZxAul7LccJHZ5XISW7K4xCIzM5NNmzbx559/Mnv2bDw9Pdm5c2dRja9AtMSicERFRREUFGTrYaib+PRTeOIJ2T560SL5f6MxMxa7iNf48fDuu7B2LXTsaNuxGEBUVBQ+PkG0ayctFf/8U3I+p2UyyazfhQvy95OcLLOBXbrI7OCdd8LlDli2YhfPM4PLM6/q0kW6kFxryhRo3VoWYLq4yALMY8fgiy9g9Gi5Lnuzl+HDpUfpffcVzQ9hJoveunXu3Jnz58/Tpk0b2rVrx6ZNm/D29i6qsSk7kb3YQNmf+fMlOe7ZU3ZbzZ6M0ZgZi13E67XXYNMmqRNVeTp37hxBQVI90K6d5AVr18rkmNMwmSA6Wt6Zf/edtPlo00am1EuXlgQou+bYDtjF88zRrV5t3u0eewx69ZKvfXykJ2m2w4flsgIwmUwsWLCAffv28fLLL3Pw4EESEhJo1aqV2cewqMSiadOmFC9enO3btxMTE8P27dtzVkgqpazr++/lLFWXLlITqbvkqQIpWRLWr5fT4cpsNWvK7LGnp1QMZJfYOoXhw6F5c+l916iRLLpbvjz3ejtKjpUduHLnzp9/zu1r3bu3vMlKS5OFZnFxsjlMARTGxnYWl1gAJCcnM2/ePKZPn05CQkJOCxB7oyUWhSMlJQUvLy9bD0Nd4YcfZNFv69ayBfu1G0lpzIzFruKVng5vvw2dOslsoLqha2O2Zw+0by+/vj//dLA1MtkzxYsXy57169bJZh3Ll8vMX79+curcztnV88ygCpRXPfwwbN0qJRa1akl9YNWqct2UKVJu4eYmi2ruuqtA4wwKCiIqKormzZuzZcsWQFr/WbLduEUlFjNnzmTDhg1s3ryZWrVqMWzYMNq1a2fZqJXhJCYm6ouKHVm4UF5nQkJkC+kb7bKqMTMWu4rXxYvyj2vBAtiyRVaWq+tcG7N69SQx7tBB3lusWycLyg3t2DHpMLF4sbwDcHWV+uKTJyVBzu5haxB29TxzRl9/ffPrJk2Sj0JSGBvbWXTrixcv8vTTT7Nz505Wr17NK6+8QqdOnSx6QGU8h66sDVI29dVXso7hjjtk5rhMmRvfTmNmLHYVr9KlYc4c+O8/eP11W4/Gbt0oZg0aSB1ysWKSRxqu3MJkgs2b5QOkRds778hiuzlzJGFetQr8/Gw7znyyq+eZKlLXbmzXtm1bXnjhBYuOYdEM8vjx44mOjmb27NkAtGvXjsDAQIseUCmVP3PnyrqGTp2kbeSNZo6VKhR33glDhsC0aXL63MytWZWU4q5dK/XI7dvDH39Aixa2HtUtmEwQGSmzxD/8IDWgvXvLi0z16nDiBJQta+tRKmWRgQMH0qJFC9asWQPAkiVLaGThluUWzSB/+OGHDBw4kKSkJJKSkhg0aBAfffSRRQ+ojKd+/fq2HoLTmz0bHn1U1k8tW5Z3cqwxMxa7jNeMGbKxw9ChkJVl69HYnVvFrHFj2LBBJuM7dYLLuwjbp169ZEHUe+/JFPjnn0staDYHSo7t8nmmisTixYvx8fFh1KhRnDp1ihdeeCFnO3hzWbRIr2nTpoSHh1Pq8n/n7JZvMTExlo3cSnSRXuE4ceIElQywAMNRvfcePP20/B9bvNi8VqIaM2Ox23j99Ze0Z2jZ0tYjsTvmxOzQIekyc/gw/PILdO1qnbHdUGamZOo//SStuCIjJbaLFkFqKtxzD1SoYMMBFj27fZ4ZiFHyqqZNmxITE0NYWBgvvfQS48eP57XXXiMiIsLsY1g0g2wymXC9Ym9sV1dX8tEEQxnMdsMV0jkGkwmef16S43794Mcfze+zrzEzFruNV2hobnJ84oRtx2JnzIlZ9eryHqNePXmDu2SJFQZ2rf/+k3ZsVarICsI5c2RAJ0/K9Q8+CI884vDJMdjx80wVuuxc9bfffuOxxx6jZ8+eXLp0yaJjWJQgP/LII4SEhDB58mQmT55M69atGT58uEUPqJTKW0aGlFRMmwYjRkgPfu1zrGxm+nRZmHX4sK1HYjiVK+fustev360X8heK5GR5wbjc2orz56W2OHu75+PHJVP39S3igShlOz4+PowYMYLvvvuOHj16kJaWRpaFpWIW90GOiooi7HJBVbt27Whux4s3jHIqwN7FxsbiZ9BVy0aUmio9jpcsgZdfhsmTpW2kJTRmxmL38dq5U+pUGzeWzURsvGWwPbA0ZsnJcO+9soBv6lR47jnLn9c3dfw4LF0qmy+sWgWXLsHYsdJP1mSS77Vdn/0/zwzAKHnVhQsXWLlyJU2aNKF+/focO3aMbdu20c2CjZDMSpAvXrzI7Nmz2bNnD02aNGH48OG4uVnUAMMmjBJIe5eRkWGIeDuCM2ekFHDDBvjwQ9miPj80ZsZiiHj98gv06SPbN37+eSFmd8aUn5ilpUk1w8KFMGoUfPCBtBbOl7NnZQGdyQQ1asjsfq1aEqO+fWWTl3wf3DEZ4nlm54yUV50+fZq4uDguXryYc1loaKjZ9zerxGLIkCFERkbSpEkTVqxYwfjx4y0fqTKsMLtegu04Dh2StlDh4fIPNL/JMWjMjMYQ8br3XnjxRelwMGuWrUdjc/mJmYcHfPMNTJgAH38M/fvLGSOzZGXBv//CCy9AkyayVZ/JJG9UPv4YoqJg3z7pPtK2rSbHN2CI55kqFJ9//jmhoaF0796dV155he7duzN58mSLjmHWW6nY2Fi2bdsGwPDhw2lVwD2ylVJX27wZ7r5bygWXL5eV70rZncmTITbWKRZ0FZVixWQnbx8feOopea4vXQoVK97iTvPnw7PPQlKSJL7t2slUdHq6LE7o3dtq41fKCD744AM2bdpE69at+fPPP9m5c2fRbBTi7u6eewc9PeF0PLR2rUgtWQIPPQS33Sblg/7+BT+mxsxYDBMvV1dZ8JVdXnH+vNPuWFPQmI0dK0nyoEFSDfHrr9KGmEOH5Jtly+DNN2V1X9WqsvPI3XfLJi7lyxfKz+BsDPM8UwVWokQJSlxeK5GWlkajRo3YtWuXRccwqwbZ1dU1p/exyWQiNTWVkiVLYjKZcHFx4dy5c/kYftEzUq2Mcj4mk/Q4Hj9eOmktXSor3pUyhKVLpdXKkiWS4al8CQuDofecZsT5GTzh+yul926VK+rWldKJ7t1tOj6lrmSUvKpPnz58+eWXvP/++6xdu5by5cuTnp7O8uXLzT6GxV0sjMQogbR3kZGRBAcH23oYDiU9HcaMkR3y+vWDr76CkiUL7/gaM2MxZLwOHYKOHSExEVaskLpXJ1KgmB05Ar//Llvt9e9PfOwFvJt4E5XVHNd776bNm3fLntVOvhCysBnyeWZnjJhXrV+/nrNnz3LXXXddVRGRF62XUHlKSUmx9RAcyvHjsjhn/XopK5w6VeoSC5PGzFgMGa/sXTA6dZIeu19/Le/2nITFMQsLk7KJFSvg8poeevaE/v2p5VeSc0eSmPZoSX77BUb5SIc2rWgsXIZ8nql8SUtL48cffyQ+Pp6MjAwAtm7dyssvv2z2MQr537JS6laioiA4GCIiZNb4rbcKPzlWymqqVZMkuVkzuO8++cNWUj+1Y4c8ybO99ZbUVN12m6zS27ZNEubLylQpyZIl8MwzUlnRo0fuZndKKcvcc889LFmyBDc3N0qVKpXzYQktsVB5Sk1NxdPT09bDMLwFC6Rk87bbpJ9/ixZF91gaM2MxfLwuXpQ/8GHDpCwgM9Ph24xdF7OjR6UFzdq18pGYKJcnJcmT/sABaVXh5ZXnsefOhZEj5f3Hjz9CUFAR/RBOxvDPMztglLwqICCgwFuL69yVytNh3V62QDIyZFZo0CDZjCwysmiTY9CYGY3h41WiBAwfLsnxrl1SP/vDDzKT6qASNm2Cb7+FY8fkgt9+g8cek32lu3SRLHf/fkmOAWrWNCs5BvlVbtggrx233w5ffllEP4STMfzzTJnt9ttvz2lPnF+aIKs8HTlyxNZDMKyjR+V/5YwZsvHH6tXg7V30j6sxMxaHildmpiSC/ftLncCOHbYeUeE4cwY++QQGDoSaNandvr18vWKFXN+vn/SIPnpUdgMZNkx2tsunVq2kJOuOO+RQI0bITnwq/xzqeaZuqEmTJjRt2pSwsDCCgoJo2LAhTZs2zbncEroEQKkisnq1/P9MSZFSxIcftvWIlLICPz/YtEmSyZdekl3fBg2SzS6M0pXh5EnZvWfjRvl5+vaV7HTUKOlJ3LYtcb17U3/oUKm/Btk8pZA3ULntNml28eKLUsK8dSt8/71MRiulrvfrr78W2rG0Blnl6dixY1StWtXWwzCMzEx47TV4/XVo3BgWL5b/sdakMTMWh43XyZNy+iQjQzI8k0n6JnfrVrh9DQvi0iXZjc5kknexf/8N8fG5148eDR99JF8fPCjdO1xcrB6zn36CoUOltHvuXMnZlWUc9nlmRfaeV128eJHZs2ezZ88emjRpwvDhw/O9wZ0myCpPSUlJeFujLsABJCTIrPHatTBkiKxGt8VGYxozY3GaeEVGyq44np6SJN99N3ToAHXqWGd2ecsWGcOOHVIOsWOHPPaGDXJ9v37SW61FC2k3ExQE5crd8FC2iNnevTBggEzQP/kkvPuu/CqVeZzmeVaE7D2veuCBB3B3d6ddu3asWLGCmjVr8sEHH+TrWFpiofIUGxurLypm+PVXWVyTnCyLaoYOtd1YNGbG4jTxCgqSd48//SQ78S1ZIpf//rskzNu2wb//Qv36UKWKFOyXK3frXogZGbkNg7MT34QEmQXevx8uXICVK+X6V16R1molS8ppnS5dJBHO9uOPZv8otohZ3brSTnnSJJg+Xb7+7js5U6Xy5jTPMycWGxubszhv+PDhtGrVKt/H0kV6ShXQhQvSkunuu+V/+qZNtk2OlbJbxYrJ7nsffSQJ7Pbt8OmnEBIi1//2Gzz+uNymcWNpi1a8uCS8IFlh9eqSOJcpI9e5u0uZBMCsWXD//bJN5axZsHOnXJ+VJde/8w7s2yfvYjdtkrro//3P6r+GgiheXH6MFSvk19KiBXz+uUM3DFGOYvFi8PeX14HIyKuvmzoV6tWDhg3lDXO2lSvlsnr1YNq0PB/iyp3y8ltakXP/At1bOYUqVarYegh2a/NmKanYtQvGj4c33gAPD1uPSmNmNE4ZLxcX+Wfp75972YQJ8OCDsGeP9A8+flw+SpeW6+vUga5dpa1ciRLyZCtRQmaRixeXJ+GIEVC5sqxwu7Zso2HDQhu+rWN2550QHS1l0489Ju8tPv3UOl1yjMrWMXN6AQFy9mjEiKsvj42FRYvkDFB266fdu+W6UaNg1Srw9ZXyrN69b7moJzo6mjJlygBgMplITU2lTJkymEwmXFxcOHfunNnDNUSCPHkyfPZZbjvJN9+U7kHKOmrXrm3rIdidzEzZDOvll+V/8Zo1suOuvdCYGYvG6zJXV2mNdrP2aH373np1WgHaqlnKHmJWtSr88YdsS/3CC/Je49NPdQHfzdhDzJzazWqBliyRN8YeHlC7tswWb9wo19WrJ2+MQW6zZMktE+TMzMxCG65hSiyeekpa3GzdqsmxtYWHh9t6CHZl504IDZV/SH37QkyMfSXHoDEzGo2X8dhLzIoVg6eflp7JNWvKOsOHH4bTp209MvtjLzEzsoyMDIKDg3M+5syZU/CDHjkipVPZfH3lsptdbiWGmEFWyh5kZMiq8VdekTU+X38t5RVGae2qlHJcfn4QHi5nWF9/XTb0mzsXune39ciUI3FzcyPy2vrhK3Xpkrtm4EpTpsA99xTdwIqAYRLkmTNls4XgYElSype39Yich+5dL4vrhw2TdQV9+sgeCPZczqYxMxaNl/HYY8zc3eUNfK9eMHiw1CkPGSL/MytWtPXobM8eY+ZwVq+2/D4+PnDoUO73hw/LZXDzy63Abvog3+pNR+vWUKmSzNS99BIcOwZffHHj48yZMydnyj8mJoY//vgDgDp16lC6dGmio6MBqFixIv7+/vz111+AvCtq27YtUVFROUXcwcHBJCYmcuhygOrXr4+Hhwfbt28HwNvbmwYNGhAWFgaAh4cHbdq0ITIykpSUFABCQkI4fPhwzhaXDRs2xNXVldjYWEAWDdSuXTvn1I+npychISFERESQmpoKQJs2bdi/fz8Jl39Bfn5+ZGZmsmvXLgB8fHzw9fUlIiICAC8vL4KDgwkPDyft8t6kbdu2Zffu3SQlJQEQEBBAWloacXFxAFSvXp3KlSvnvDMsU6YMQUFBhIWFkZGRAUBoaCg7duzg5MmTAAQGBpKcnMy+ffsAqFWrFhUqVCAqKgqA8uXLExgYyPr163MK5Nu3b090dDSnL5//CwoK4tSpU8Rfbsxvb3GKjv6Pb7+twYIFtShXDkaOjKV9++OULKlxsqc46fNJ46RxujpOZctWZvHihrz9Nnh5ZTBu3AFeeaU+mzdrnOwpTkZ7PpUtW7bgfZA7dJCONNktFnfsgIcekrrjo0ehc2eIi5PWLA0ayCIfHx9ZpPftt1cv7C1CdpMgmys+Xt4dX/7buiV7b2htFBEREYRkt2FyIuvXS/u22Fhpzv/BB7kLRe2ds8bMqDRexmOUmG3bJl0uIiJkRnnWLKuuZbQrRomZPStQXvXzz9JW8fhx6W/erFluS7cpU2Tm081NVp3edZdcvnw5jBsnK+OHDZMm4FZiiEV6x47lfv3zz9IpRFlP9jtQZ5GUJKclO3SA8+dlX4FvvzVOcgzOFzOj03gZj1Fi1qSJ7J794YeysYi/v0zepafbemTWZ5SYOaw+faRMIi0NEhOv7nc8aZJsFblrV25yDNKVYfduuc6KyTEYJEF+9ll5kjdtKgsP3nvP1iNSjigrS1okNWoECxfC88/L7HGvXrYemVJK5Z+rq0zcxcZKx50JEyAwUM5cK6VuzHAlFpbQEovCkZaWhoc97H5RhDZtgtGjpQSqQwdZhGfk7VudIWaORONlPEaNmckEv/4qZ6337YP+/WVGuUYNW4+s6Bk1ZvbEmfIqQ8wgK9vav3+/rYdQZI4ckdXerVpJffvXX8PatcZOjsGxY+aINF7GY9SYubjA3XfLuqjXX5dkuXFjKQG9eNHWoytaRo2Zsg1NkFWeEm7UXsTgLlyA116TBbLffQcTJ8qi2UGDHKOvsSPGzJFpvIzH6DErUQJefBH++09KPl98UXopL1oks8yOyOgxU9alCbJyKllZsuCuYUPpF9qjh+yMN3UqXN6+XSmlnEbNmvDDD9K+tkwZ6djTujVs2GDrkSllW5ogqzz53WLfc6MwmWDFCmm7OHAgeHtLG7fFi2Xrd0fjCDFzJhov43G0mHXuDJs3w7x5UnoWGgr33itNBRyFo8VMFS1NkFWeMjMzbT2EAvn7b2jfXmaLz5yROuNNm+QfgKMyesycjcbLeBwxZq6u0uJy926pSV67VtrCjRhx9YZmRuWIMVNFRxNkladdBp1CiImRxSht20p98ccfSznFoEFQzMH/8o0aM2el8TIeR45ZyZLwwguwZw88+SR8+SXUqyedfo4etfXo8s+RY6YKn4OnCcoZbdsGDz4om/SEhUl98Z49site8eK2Hp1SShmDtzd89JG8fg4dKn3i69aFp56SfR6UcmSaIKs8+fj42HoIZtm8WWrmmjaV3SknTpQ+nxMnQqlSth6ddRklZkpovIzHmWJWo4Ykx7t2ySK+jz6StRsTJly90629c6aYqYLTjUJUnlJTU/H09LT1MG7qn3/gjTdkEV65ctIA/3//gwoVbD0y27H3mKmrabyMx5ljFhcHr74qO466u8vs8vjxUoZhz5w5ZoXFmfIqnUFWeYqIiLD1EK6TlQW//QYdO8Idd8iiu6lT4cABad/mzMkx2GfM1M1pvIzHmWNWvz58843MKA8dKjXKDRtKadvWrbYe3c05c8yU5TRBVoaSmgpz5sjK6l69pDbu3XdlF7yJE7WXsVJKWUu9ejB7trz+jh8vpW3Nm8vGI6tWOe6GI8o5aIKs8uTl5WXrIZCYKDPDNWpIy6GSJWHBAqkxfvpp56sxzos9xEyZT+NlPBqzXFWrwltvwcGD0h4uKgq6dYOAAEmg7eWMvMZMWUJrkJXdMpng339h1iz4/nu4dEnatj39tPQwdoQtoZVSytFcvAjffQcffABbtsjakMceg1GjZOc+ZVzOlFfpDLLKU3h4uFUfLzlZZh2aN4fbb4dffoHhw6WH8ZIlsumHJse3Zu2YqYLReBmPxuzmSpSQDUc2b5Ytq7t2hRkzoE4d6TT0229giz07NGbKEpogqzylpaVZ5XG2bpVexT4+0pweJFE+elQ2+WjQwCrDcAjWipkqHBov49GY5c3FRTZq+v57KYd79lkID5f1I7VqSdncwYPWG4/GTFlCE2RlU0lJ8P77sqlH8+bwxRcyw/DPP3JqbsQI0LIxpZQytho1pNPQoUPwww+y0Pr11yVRvusu+Okn0PxV2ROtQVZ5ysjIwM3NrdCOd+mSnGKbN09WPWdkQHCwnJIbMAAqViy0h3JahR0zVbQ0XsajMSu4+HiZFPniCzhyBMqXh/vvh4EDpX1nsUKewtOYFZwz5VU6g6zytHv37gIfIyMDVq+Gxx+XFc99+8LGjbJl6fbt0sd49GhNjgtLYcRMWY/Gy3g0ZgVXqxa89pokyitWQM+e8PXXsgi7Th2YNAn++6/wHk9jpiyhCbLKU1JSUr7ul5kJ69fn1hV37So7L3XvLjPHhw7B22/LqTZVuPIbM2UbGi/j0ZgVHjc3uPNOSY4TE2UTksaNYdo08PODJk1g8mTYtq1gvZU1ZsoSmiCrQpWWBitXSlJcvTp06CClFO3bS91ZUhJ8+63UnOmZLqWUUlfy8pISixUrpOzi/fel9OK116BpU9mx7/nnITJSNyIxnMWLZUasWDEJYLb4ePD0lMVIzZrBE0/kXrd5s7xDqlcPxoyxatC1Blnl6cSJE1SqVOkW18uM8NKl8PvvkJIiG3l07y71ZL166UI7a8srZsq+aLyMR2NmXQkJ0vLzxx/hzz/lDGXNmvL/pUcPmYwpWfLWx9CYFVyB8qr//pPkeMQImD5dFh+BJMi9ekm95bVatYIPP4SQEAn0mDEyw2YFOoen8nRta5zMTHlTt2qVzBb/8w9kZUG1ajBokGzm0amT9MJUtqHtjIxF42U8GjPrqlJFJhafeAJOnZIJmZ9+gi+/lDagJUpAx46SQ911F9Ste/0xNGY21rixZbc/dgzOnYPWreX7wYPlXZImyMpexMXFkZbmw6pVkhSvXQunT8t1zZvDiy9C794QFKQbeNiLuLg4fHx8bD0MZSaNl/FozGynQgUYOlQ+Ll6Ev/6Skozly+F//5PbNGgAnTtL0tyhA9x2m8asMGRkZBCcPfMLPP744zz++OMFP/D+/ZJQlCkDb7wB7dpJjY2vb+5tfH3lMivRBFldx2SCuDgIC5NdkP74I4SjR+W66tWhTx/o0kVefLy9bTtWpZRSzqtECejWTT7eew/27pVkecUKWew3a5bczt8fGjSox6lTsiZGOyblj5ubG5FX1g9fq0sXqYe51pQpcM89N75P1aqyY0zFinJ6+t57YceOQhlvQWiCrEhLg+ho+PtvSYjDwuD4cbmuUiVo3jyT55+XLhQNGugssRFUr17d1kNQFtB4GY/GzD7VrSstQ0ePlvaimzdLzfKff8LKldX4+We5XaNGcua+TRv57O8Prq62HbtDWL3a8vt4eMgHQIsWEsTdu6X91eHDubc7fFgusxJNkJ3MpUvyxiwyMvdj2zZIT5fr69SRGq62beWjYUM4f14X2RlN5cqVbT0EZQGNl/FozOyfm5us7QoJgYkT4dSpC+zc6cX69bLl9a+/SpclkP9xLVtKsty8uTRTqFu38DcrUTdw/LjUzbi6yp7kcXGSjFSoICUX//4rQfzqq9waGivQLhYOymSSUp3t2yUh3r5dPrZty93Os1w5WUQaHCxv2m6/XRbaXWvdunV06NDBmsNXBaQxMxaNl/FozIzn2piZTJKP/fuvfISHy9nUjAy5vlQpCAzM7T7WtKnMPJcta4vR24cC5VU//ywJ7vHjkoA0ayatr378EV5+Gdzd5R3Jq6/Kan+QWbyhQyE1VRbnffSR1U5j6wyywZ07JzVXe/fCnj3yOTZWkuFz53JvV6WKnEIaMyY3Ia5TR8sllFJKOScXF5klrltXei+DLPqLjYWtWyVZ3rpVapk/+ST3flWqSKKc/dGwoZQfVq8uOZ66iT595ONa/frJx40EB9+4/ZsV2FWCvHix7Jbz33+yDfEVCyWZOhXmzpUZ+A8/lB67ji4jQ2rdjxyR0psrP+/fLwlxdq1wtttuk04qgwZJQhwQIJ8LsiChTJkyBftBlNVpzIxF42U8GjPjMSdmJUpIR6agoNzLTCZp1RsTA7t2wc6d8vm773I7OoFMfvr4yBbaNWvmfq5RQ5LqypVlXY/WOhuDXZVY3KyHdGwsDBggSfPRo7JIcvfuvP/IrF1ikZUlSe2VH5mZ8o70/HnZQCP7I/v7M2dko42TJ+Uj++sTJyT5zcq6+jGKF899AtarJ+98sz/XqSPlOkoppZQqWiaT/K/euVPKZg8ckEQ6Pl6+PnTo+v/hxYpJ96cqVeSjUiWpNsj+KFs292svL0nYb/SRXY1g7bPAzlS6alczyDfrIb1kCTz4oCxyrF1bEsKNG2X1qT14+mlpL5Nfbm4yw1upknxu2FDqgatUkbZ/Pj7y4esr11v7CREWFkbbtm2t+6CqQDRmxqLxMh6NmfEUdsxcXOSs7W23Sdvea6WnyxnfQ4cgMVE+EhKu/ti1SybKzp69Ppk2V5s2smGXKlx2lSDfzJEjuRupgNV7ReepSxd5p+fmlvvh6pr7dfHicn32R6lSuV+XKSPvGO25Fjgje8WCMgyNmbFovIxHY2Y81o6Zu7uc7a1VK+/bZmXlnlU+e1ZKNy5ckDPQqanyOfsjNVXOTmdlyWfd+6RoWD1Bzk8PaUvMmTOHOXPmAJCens66desAqFOnDqVLlyY6OhqAihUr4u/vz19//QVI8+u2bdsSFRXFucur24KDg0lMTOTQoUMA1K9fHw8PD7ZfLhj39vamQYMGlCwZRqdO4OHhQZs2bYiMjCQlJQWAkJAQDh8+zJHLGX3Dhg1xdXUlNjaWpCSoUqUKnp61CQ8PB8DT05OQkBAiIiJITU0FoE2bNuzfv5+Ey784Pz8/MjMz2bVrFwA+Pj74+voSEREBgJeXF8HBwYSHh+dsrdm2bVt2795NUlISAAEBAaSlpREXFwdIT8/KlSvnNAAvU6YMQUFBhIWFkZKSwrp16wgNDWXHjh2cPHkSgMDAQJKTk9m3bx8AtWrVokKFCkRFRQFQvnx5AgMDWb9+PSaTCRcXF9q3b090dDSnLxduBQUFcerUKeLj44s8TmFhYYDlcQKJU+3a9h2n7Bf/0NBQUlNTc/72NU72G6fs51NKSgqnT5/WONl5nCD3+ZT9uqhxsu84Xfl8yszMzHldNEKcsrJSKFECunfPO05padaJkzOxqxrkbB06XF2DPHWqfH7+efncvbss5surxMKZamWKUlZWFsW0GaShaMyMReNlPBoz49GYFZwz5VWG+Evp3RsWLZL+vfv3SzF8q1a2HpXz2GEHWz4qy2jMjEXjZTwaM+PRmClL2FWC/PPPUl8cHg49e+a2cvP3h/vvBz8/uPNO+PhjbZNiTdmnrJRxaMyMReNlPBoz49GYKUvY1SK9m/WQBpg0ST6UUkoppZQqSnZZg1xYnKlWpiidPn2a8uXL23oYygIaM2PReBmPxsx4NGYF50x5lV2VWCj7lJycbOshKAtpzIxF42U8GjPj0ZgpS2iCrPKU3SZHGYfGzFg0XsajMTMejZmyhCbISimllFJKXcGha5CLFSuGp6enrYdheBkZGbi52dV6TpUHjZmxaLyMR2NmPBqzgktNTSUrv3tiG4xDJ8iqcAQHB+fsYKSMQWNmLBov49GYGY/GTFlCSyyUUkoppZS6gibISimllFJKXUETZJWnxx9/3NZDUBbSmBmLxst4NGbGozFTltAaZKWUUkoppa6gM8hKKaWUUkpdQRNkpZRSSimlrqAJsrrOqVOn6Nq1K/Xr16dr166cPn36prc9d+4cvr6+jB492oojVFcyJ15bt26lTZs2+Pv707RpU7777jsbjFStXLmShg0bUq9ePaZNm3bd9WlpaTzwwAPUq1ePkJAQ4uPjrT9IdZW8YjZjxgz8/Pxo2rQpnTt35sCBAzYYpbpSXjHL9uOPP+Li4qKt39QNaYKsrjNt2jQ6d+5MXFwcnTt3vuULzEsvvURoaKgVR6euZU68SpYsyVdffcWOHTtYuXIl48aN48yZM9YfrBPLzMxk1KhRrFixgtjYWBYuXEhsbOxVt5k7dy7ly5dnz549PPXUUzz33HM2Gq0C82LWvHlzIiMjiYmJ4b777uPZZ5+10WgVmBczgOTkZD744ANCQkJsMEplBJogq+ssWbKEIUOGADBkyBB++eWXG95u8+bNJCYm0q1bNyuOTl3LnHg1aNCA+vXrA1CtWjW8vb05fvy4NYfp9DZu3Ei9evWoU6cOxYsX58EHH2TJkiVX3ebKWN53332sWbMGXUdtO+bErGPHjpQsWRKA1q1bc/jwYVsMVV1mTsxAJneee+45SpQoYYNRKiPQBFldJzExkapVqwJQpUoVEhMTr7tNVlYWzzzzDNOnT7f28NQ1zInXlTZu3MilS5eoW7euNYanLjty5AjVq1fP+d7X15cjR47c9DZubm6ULVuWkydPWnWcKpc5MbvS3Llzueuuu6wxNHUT5sQsKiqKQ4cO0bNnT2sPTxmIbkrupLp06UJCQsJ1l0+ZMuWq711cXHBxcbnudp988gk9evTA19e3yMaochU0XtmOHTvGww8/zPz58ylWTN8fK1VYvvnmGyIjI1m/fr2th6JuISsri6effpp58+bZeijKzmmC7KRWr1590+sqV67MsWPHqFq1KseOHcPb2/u624SHh7NhwwY++eQTUlJSuHTpEl5eXresV1b5V9B4gSyo7NmzJ1OmTKF169ZFNVR1Ez4+Phw6dCjn+8OHD+Pj43PD2/j6+pKRkcHZs2epWLGitYeqLjMnZiDPzylTprB+/Xo8PDysOUR1jbxilpyczPbt2+nQoQMACQkJ9O7dm6VLlxIcHGzt4So7plNI6jq9e/dm/vz5AMyfP5977rnnutssWLCAgwcPEh8fz/Tp0xk8eLAmxzZiTrwuXbpEnz59GDx4MPfdd5+1h6iAli1bEhcXx/79+7l06RKLFi2id+/eV93mylj+8MMPdOrU6ZZnBFTRMidmW7ZsYcSIESxduvSmb06V9eQVs7Jly3LixAni4+OJj4+ndevWmhyrG9IEWV1n4sSJrFq1ivr167N69WomTpwIQGRkJI8++qiNR6euZU68vv/+e/766y/mzZtHs2bNaNasGVu3brXhqJ2Pm5sbM2fOpHv37jRu3Jj7778ff39/Xn75ZZYuXQrA8OHDOXnyJPXq1WPGjBn6ptPGzInZhAkTSElJoX///jRr1uy6BFpZlzkxU8ocutW0UkoppZRSV9AZZKWUUkoppa6gCbJSSimllFJX0ARZKaWUUkqpK2iCrJRSSiml1BU0QVZKKaWUUuoKmiArpZRSSil1BU2QlVJKKaWUuoImyEopm3JxceGZZ57J+X769OlMnjzZqmPw8vLK+fr2228v8PEmT57M9OnTb3idq6trzmYtzZo1Iz4+vsCPZ8+eeeYZAgMD+d///scTTzzB33//fd3lSillb9xsPQCllHPz8PDgp59+4vnnn6dSpUoW3ddkMmEymShWrPDe6//zzz+Fdqwb8fT0vOkuhkXx89jS3r17+fvvv4mOjgagWbNmfPzxx9ddrpRS9sYxXoWVUobl5ubG448/znvvvXfddTNmzCAgIICAgADef/99AOLj42nYsCGDBw8mICCADRs20KhRI4YOHUqDBg0YOHAgq1ev5o477qB+/fps3Lgx53j33nsvLVq0wN/fnzlz5txwPNmzybNnz86Z5a1duzYdO3YE4JtvvqFVq1Y0a9aMESNGkJmZCcCUKVNo0KABbdu2ZdeuXWb//Nf+PIcOHbrpY1z7OAMGDGD69OnEx8cTEBCQc5srZ+FvdKz4+HgaN27MY489hr+/P926dSM1NTXn/l999RVNmzYlMDCQhx9+mJdffjnn9w8wadIkPvjgg1v+XLt27aJDhw4cOHCA5s2bs2PHDho0aMCePXuuuvz8+fNmEzG4gQAABaNJREFU/66UUspqTEopZUOlSpUynT171lSzZk3TmTNnTO+8847plVdeMUVGRpoCAgJMKSkppuTkZJOfn58pKirKtH//fpOLi4spPDzcZDKZTPv37ze5urqaYmJiTJmZmaagoCDTI488YsrKyjL98ssvpnvuuSfnsU6ePGkymUymCxcumPz9/U0nTpzIGcOV47nSpUuXTG3btjUtXbrUFBsba+rVq5fp0qVLJpPJZHryySdN8+fPzxnr+fPnTWfPnjXVrVvX9M4779zw5y1WrJgpMDDQFBgYaLr33nuv+3lu9hgmk+mmj7N//36Tv79/zmNk/w5vdqzs39mWLVtMJpPJ1L9/f9PXX39tMplMpu3bt5vq169vOn78eM7vbP/+/abmzZubTCaTKTMz01SnTp2c392tTJo0yfTZZ5+ZTCaT6d133zXNnTv3usuVUsoeaYmFUsrmypQpw+DBg/nwww/x9PQEICwsjD59+lCqVCkA+vbty4YNG+jduzc1a9akdevWOfevXbs2TZo0AcDf35/OnTvj4uJCkyZNrqrx/fDDD/n5558BOHToEHFxcVSsWPGWYxs7diydOnXi7rvvZubMmWzevJmWLVsCkJqaire3N6dOnaJPnz6ULFkSgN69e9/0eNeWWMTHx1/186xZs+aGjwGwYcMGsx/nVscKDQ2ldu3aNGvWDIAWLVrk/J7Wrl1L//79c8pdKlSoQIUKFahYsSJbtmwhMTGR5s2b5/l7A9i2bRv33HMPAL///jtffvnldZcrpZQ90gRZKWUXxo0bR1BQEI888kiet81OmrN5eHjkfF2sWLGc74sVK0ZGRgYA69atY/Xq1YSHh1OyZEk6dOjAxYsXb/k48+bN48CBA8ycOROQGuEhQ4YwderUq253ZflBflz589zsMW7Fzc2NrKysnO+zf66bHSs+Pv6q35mrq+tVJRY38uijjzJv3jwSEhIYNmyYWePasWMHAQEBXLhwgTNnzlCtWrWrLgd5o/Laa69RtmxZ7rzzTrp06WLWsZVSqihpDbJSyi5UqFCB+++/n7lz5wLQrl07fvnlFy5cuMD58+f5+eefadeuXb6Pf/bsWcqXL0/JkiXZuXMn//777y1vv3nzZqZPn84333yTs2iuc+fO/PDDDyQlJQFw6tQpDhw4QGhoKL/88gupqakkJyezbNmyfI/zZo8B3PRxKleuTFJSEidPniQtLY1ff/01z2PdTKdOnVi8eDEnT57MuQ9Anz59WLlyJZs2baJ79+5XjffIkSPXHSc5ORl3d3c8PT35888/c2q4r7wcYOfOnRQvXpwxY8ZocqyUshs6g6yUshvPPPNMzmxtUFAQQ4cOpVWrVoDMYDZv3jzfbdHuvPNOZs+eTePGjWnYsOFVJRo3MnPmTE6dOpWT2AUHB/P555/zxhtv0K1bN7KysnB3d+fjjz+mdevWPPDAAwQGBuLt7Z1T0pAffn5+N3yMmjVrEhQUdMPHcXd35+WXX6ZVq1b4+PjQqFGjWx6rSpUqN318f39/Jk2aRPv27XF1daV58+bMmzeP4sWL07FjR8qVK4erqysAWVlZ7NmzhwoVKlx3nO3bt+fMEq9YsYL77rvvussBunbtSvXq1Rk9ejSzZs3Cx8cn3787pZQqLC4mk8lk60EopZSy3OTJk/Hy8mL8+PFF/lhZWVkEBQWxePFi6tevD0iy+8UXXzBjxoxb3jcoKIiIiAjc3d2vu+65554jMzOTixcv8t57793wNkopZW06g6yUUuqWYmNj6dWrF3369MlJjgECAgLyTI4BoqKibnrdW2+9VShjVEqpwqQzyEoppZRSSl1BF+kppZRSSil1BU2QlVJKKaWUuoImyEoppZRSSl1BE2SllFJKKaWuoAmyUkoppZRSV9AEWSmllFJKqStogqyUUkoppdQV/g/p9NU+9GQqjgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "pole = 0.8 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is real and on the unit circle, the impulse response $h[n]$ is constant.\n", + "This filter is an integrator." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: divide by zero encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n", + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: invalid value encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "poles = [1]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the poles are complex conjugates and on the unit circle, the impulse response $h[n]$ is a sinusoid." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ragKurh8SZh0d4O5dwMtLMfYB+n6XPfp+V6MEOS4uDgYGBrCysoJIJBI6HKXHGENycjLi4uJgbW0tdDiEAADOnwfateOni/N98QXQuvWHL3dn58Knj93dgeDgT7/sMzKA69c/tDjv3w+sX//hfm1t4Nw53sJMiKI4dQro1AkQiz/cZmcHdOv24UdevXpAwa9BZ+ei94HUVODKlQ/7wIYNwO+/f7i/cmW+DwidJNP3u2zR9zunNglyZmYm7TwyJBKJUKNGDSQmJgodCiEAeDLbp8+H5FhDA5gy5UMrcHE8PYv+gtfVBVq14hcAyMsDJk8GVqzgrWrZ2cDQobylztxctttCSFkcPQr07/8hOdbQAL7/Hvjxx5IfV9w+UK0a4OvLLwDvgjFhArBmDd8HsrL49dOngapVZbklpUPf77JF3++cWlWxoJ1Htuj1JIogI4OfFm7WjCex2tq8hbhyZd5qJisaGjwB19Hhz1+pEvD4MeDoCGzaVLg/MyEVKTmZD6zr0gWoWZN/9vP3ga++kt16KlXi68nfB7S0+A9TJyfgn39kt56yoO8j2aLXU80SZEJIYbGxsWjTpg0cHBzg6OiIFStWCB1SqVy6BLi5AUuX8tbcR4/4qeIFC4CzZ2V/6tfTkz/vggW8O8edO7xv5pAhQIcOwLNnsl0fIZ+zbx/g4ADs3g3Mmwfcu8e7PVTEPnDhAu/brK/PP/9DhgBv3sh2fYQIhqmgxo0bf3Lb3bt3BYjkgydPnjBHR8dCt82dO5f9/PPPJT7u+vXrbOzYsYwxxs6dO8cuXbpUqvV27NiRvXnzRurlBw0axPbu3Sv18kK/rsqqqM+oEBISEtiNGzcYY4y9ffuW1atXj925c6fExyhC7OnpjI0fz5hIxFidOoydPi1cLGIxY6tXM1alCmP6+oytWcNvI0SeXrxgrFcvxgDGGjVi7NYt4WLJyGDshx8Y09RkzMyMscOHK3b9ivA9pKGhwVxdXZmjoyPr3Llzqb53C9q0aRMbPXq0bIMro6JeV0U4/lcUakFWcO7u7li5ciUAIDg4GJcvXy7V448fPw5DQ8NCtzHGkJeXJ6sQiRIzMzNDo0aNAAAGBgZo0KAB4uPjBY6qZOfOAS4uvC/wqFFAVBQfmCcUDY0PcTRrBowcyeN5/Fi4mIjqYgzYsYN37Tl8GFi0CLh6le8TQtHRARYu5HHUrAn4+QEDBvCuH+pCV1cXERERiIqKgpGREVavXi10SKScKEFWEF5eXpg+fTqaNGmC+vXr4+LFiwB4Uty5c2fExMRg7dq1+O233+Dm5ia5P196ejoGDx4MZ2dnuLi4YP/+/QD4tMBJSUmIiYmBnZ0dBg4cCCcnJ8TGxmLJkiVwdnaGq6srZsyY8UlMN27cQOvWrdG4cWP4+vri+fPn8n8hiGBiYmIQHh6Opk2bCh1KkdLSePLp7c1H4J8/zyf2UJT6rFZWvILAunXAjRu8MsCKFYWrCRBSHgkJQNeuPPmsVw+IiOCD8LQUZLh948a8T/K8ecCePbzrx759QkdVNHnOHujp6SlpaIiOjkaHDh3QuHFjfPnll7h//z4A4MiRI2jatCkaNmyIdu3a4eXLl7IPhJSLguxWFc/Ly+uT2/r06YNRo0bh/fv36NSp0yf3BwQEICAgAElJSejVq1eh+4KDg8sdU25uLq5du4bjx49j/vz5OHPmjOQ+KysrfPfdd9DX18eUKVM+eeyCBQtQrVo13L59GwDwpoiOYA8fPsSWLVvQrFkznDhxAocOHcLVq1ehp6eH1/kFMv+Tk5ODsWPH4tChQ6hZsyZ2796NmTNnYuPGjeXeTqJ40tPT0bNnTyxfvhxVixiOHhgYiMDAQACo8JHNoaFAYCBw4gSvzzpxIh+Vr6dXoWFIRSQChg3j/TG//ZaP8N+wgbco9+4tfDksopwuX+Z1uU+e5D+4fvmFf7YUcbY7bW1eT7x7d2DwYP659/Li5RA7d5b/PjBhAv/hUJLUVCAykg/q1dDgre/VqhW/vJsbsHy5dOsXi8U4e/Yshg4dCgAYMWIE1q5di3r16uHq1asYNWoUgoKC0LJlS1y5cgUikQjr16/H0qVLsWzZMulWQiqE2ibIFa24EaEFb+/RowcAoHHjxoiJiSnV8585cwa7du2SXK9evfony9SpUwfNmjWTLD948GDo/ZdlGBkZFVr2wYMHiIqKgo+PDwC+05uZmZUqJqIccnJy0LNnTwwYMEDyGfzYiBEjMGLECAC8209FuXyZ1zDOzeXJ59q1fHIDRWdhwUtuzZ3LBzPdvg2sXs0HEFKSTErj4kU+KY1YzJO5nTt5NRVF5+LCu1yMHcv32+BgYNkyxaibnJrKk2OA/01NLTlBlkZGRgbc3NwQHx+PBg0awMfHB+np6bh8+TJ69+4tWS4rKwsAr93s7++P58+fIzs7W63rDSsqtU2QS2rx1dPTK/F+Y2PjUrcY16hR45NW3devXxfaKSpXrgwA0NTURG7BmQ5kpEqVKlIvyxiDo6MjQuVx/okoDMYYhg4digYNGmDSpElCh1MIY8APPxSua6xMfRpFIl5LWVOTJzfZ2TxJFjo5IMojJ4f3b8/vpiMSAdHRwsZUGlpafKIeDQ2eiGZlAX/9Jd99QJqW3tBQoG1bvk9qawPbt5c/pvw+yO/fv4evry9Wr16NgIAAGBoaIqKIJu2xY8di0qRJ8PPzQ3BwMObNm1e+AIjMUR/kCqKvrw8zMzMEBQUB4MnxyZMn0bJlS6mfw8DAAGlpaUXe5+PjU2hQQFFdLD5eftOmTXj//r0knoLs7OyQmJgoSZBzcnJw584dqWMlyuHSpUvYtm0bgoKC4ObmBjc3Nxw/flzosMAYr218/jxPMDU1+RdZET2jFJqX14e6zBoawK5ditsnkyiW7GzA358P/qxUSbn3gfy6zCIRsGULcO2asDEVLFUn61J4enp6WLlyJZYtWwY9PT1YW1tj7969AHiDxK1btwAAqampMP9vhqEtW7bILgAiM5QgV6CtW7diwYIFcHNzg7e3N+bOnYu6detK/fguXbrg4MGDRQ7SmzVrFt68eQMnJye4urri3LlzJT5Xhw4d4OfnB3d3d7i5ueGXX34pdL+2tjb27duH6dOnw9XVFW5ubqWuoEEUX8uWLcEYQ2RkJCIiIhAREVFk//uKxBifse7nn4HRo3mtVXnVdJW3gl/E//zDq1z07ctr1hJSnKwsoFcv4OBBYOVK/kNRFfaB/fsBU1PAx0c+g+NKG9f338vn9WzYsCFcXFywc+dObN++HRs2bICrqyscHR1x6NAhAMC8efPQu3dvNG7cGMbGxrIPgpSbiDHVm//J3d0dYWFhhW67d+8eGjRoIFBEqote17Ip6jNakvfv32PZsmV49uwZ1q1bh4cPH+LBgwfo3LmzHKMsWmljLw3GgPHjgd9/539/+423OqmK9HQ+s1lICLBtG58WmJCCMjOBnj2B48d5l5xRo4SOSLbi4nif6hcv+MDbUpxELRZ9D8lHUa+rPI//ioZakAlRAoMHD0blypUlXV7Mzc0xa9YsgaOSrbw83mL8++/ApEmqlxwDvCTd8eN84OE33wBbtwodEVEkGRm8+sPx48Cff6pecgzwAaznzwO1a/NqLxcuCB0RIUWjBJkQJRAdHY1p06ahUqVKAHg/N1U6+ZOXx2scr1kDTJvGy1ipWnKcr0oVXuGiTRsgIADYtEnoiIgieP+e1zj+5x9eGlAZqrWUVe3avKqFpSXQsSOvbEGIoqEEmRAloK2tjYyMDElZwOjoaEnVE2WXlwcMH85rHf/wA/DTT6qbHOfT0wOOHOF9MYcM4ZOLEPX17h3QpQtw5gz/wTRkiNARyZ+ZGU+Srax4t6MCZf8JUQiUIBOiBObPn48OHTogNjYWAwYMQNu2bbF06VKhwyo3sZgnAxs3AnPm8AlAVD05zqerCxw6xE8zjxjBa8US9ZPfLz04mHe5GTRI6Igqjqkpbz22teU/EP75R+iICPlAbesgE6JMfHx80KhRI1y5cgWMMaxYsULpRz6LxbyLwV9/AfPn8wRZ3ejoAH//zQdljRzJaz6PGSN0VKSipKUBnTrxig7bt/MKJ+rGxAQICuKzTXbtChw4wF8TQoRGCTIhCuzmzZuFrufPZvjs2TM8e/YMjRo1EiKscsvNBQYO5LOCLVzIu1aoq8qVefkrf38+61huLp8ul6i2t2/52YNr1/h+UGCyNbVjbMyTZB8fPkhx3z7eokyIkChBriAHDx7E/PnzC90WGRmJY8eOoWPHjgJFRRTd5MmTAQCZmZkICwuDq6urpG6xu7u7Us50ePEiH50fFQUsWcIH5am7ypWBPXuAfv2AiRP5bGm1a/NJFpSt7i35vFOngKFDgefP+ftezAzvasXIiPdDbt+eJ8n9+vHjhLJ8/vX19ZGeni7XdTRv3pzmI6hAlCAXQSzmhfzzZ7zq1Yuf+tIoR4/t7t27o3v37pLrgYGB2L59O3x9fT/7WMYYGGPQKE8ARCnlT/jSo0cP3Lx5E87OzgCAqKgopZyaNDQU8PbmraSVKgFffil0RIpDW5vPtNehA7BqFe+LraOjnJNDkOIFB/PKDXl5/D3/76QQAVC9Oj+j1LEj73q1dy/vo0yff05WyXFubi60tCj9+xzKuD7CGDB4MJ/PvUcPflm+nPeVlFVVrX///Rf/+9//sG3bNmhoaODnn3+Gh4cHXFxcMHfuXABATEwM7OzsMHDgQDg5OSE2NhZTp06Fk5MTnJ2dsfu/qbieP3+OVq1awc3NDU5OTp/MsEdUw4MHDyTJMQA4OTnh3r17AkZUNsHBH/ajvDx+nXxQqRL/AQHw1ykri14jVZKXB4wbx/8CvDGG3t/Cbtz4MFA3K0uOs06GhgKLF8t8Sr/g4GC0bt0aXbt2hY2NDWbMmIHt27ejSZMmcHZ2RnR0NADgyJEjaNq0KRo2bIh27drh5cuXAIDExET4+PjA0dERw4YNQ506dZCUlASAt1Lnr8PLywu9evWCvb09BgwYICn7+b///Q8eHh5wcnLCiBEjJLd7eXlhwoQJcHd3x8KFC2FtbY2cnBwAwNu3bwtdJ5ygPyGGDBmCo0ePwsTEBFFRUZ/czxjD+PHjcfz4cejp6WHz5s1y73N59Spw6RI//aury2/r2RNwcuL3NWtWvufPyclB//79sWzZMnzxxRc4deoUHj58iGvXroExBj8/P1y4cAFffPEFHj58iC1btqBZs2bYv38/IiIicOvWLSQlJcHDwwOtWrXCjh074Ovri5kzZ0IsFuP9+/flfxGIwnFxccGwYcPw9ddfAwC2b98OFxcXgaMqPS8v3mqWnc3/enkJHZHi8fbmx56MDJ5ImZsLHRGRldmzgdu3+Q+h/BZk2gcKK3iMyD+bO2MGUKuWlE8wYQIQEVHyMqmpQGQkfxM0NAAXF6BateKXd3PjLWVSunXrFu7duwcjIyPY2Nhg2LBhuHbtGlasWIHff/8dy5cvR8uWLXHlyhWIRCKsX78eS5cuxbJlyzB//nx4e3vj+++/x8mTJ7Fhw4Yi1xEeHo47d+6gdu3aaNGiBS5duoSWLVtizJgxmPPfiOdvvvkGR48eRZf/OnRnZ2dLZsGLiYnBsWPH0K1bN+zatQs9evSQ1NknnKAtyAEBATh58mSx9584cQIPHz7Ew4cPERgYiJEjR8o9prNneUKcnxwD/P+ePfl95TV79mw4OjrC398fAHDq1CmcOnUKDRs2RKNGjXD//n08fPgQAFCnTh00+y8jDwkJQb9+/aCpqQlTU1O0bt0a169fh4eHBzZt2oR58+bh9u3bMDAwKH+QROFs2rQJjo6OWLFiBVasWAEHBwdsUsIZJjw9+X60YAF1HShO/ms0YwYfvDRzJpCQIHRUpLw2bgQWLeIl/YKDaR8oTsFjxMaNfDCjnx+fSEVmUlM/NOPn5fHrMuTh4QEzMzNUrlwZdevWRfv27QEAzs7OiImJAQDExcXB19cXzs7O+Pnnn3Hnzh0A/Lu+73/lTDp06IDq1asXuY4mTZrAwsICGhoacHNzkzzvuXPn0LRpUzg7OyMoKEjyvAAkeQcADBs2TPIdsmnTJgwePFimr4EqELQFuVWrVpI3tSiHDh3CwIEDIRKJ0KxZM6SkpOD58+eSkfzyYGQE3L376e1xcYCNTfmeOzg4GPv37y9UmYAxhu+//x7ffvttoWVjYmJQpUqVzz5nq1atcOHCBRw7dgwBAQGYNGkSBg4cWOYY8/s7M8agqakJxhiys7MBACKRCCKRCBoaGtDQ0JBMWkHkT0dHBxMnTsTEiROFDqXcPD0pKfic/NfI35/30+7cmU/J+98ZVqJkzpwBvv2WD0BbtYq3IDdvLnRUiqvgMcLIiA/a+/pr3idZU/MzD5ampTc0FGjb9sOprO3bZXpQKjiJk4aGhuS6hoYGcnNzAQBjx47FpEmT4Ofnh+Dg4FKPKSm4Dk1NTeTm5iIzMxOjRo1CWFgYLC0tMW/ePGRmZkqWK5hTtGjRAjExMQgODoZYLIaTk1NZNlWlKXQf5Pj4eFhaWkquW1hYID4+Xq7r9PfnI4xPnfpw26lTwOnTQJ8+ZX/eN2/eYPDgwdi6dWuhVl5fX19s3LhRMvo1Pj4er169+uTxX375JXbv3g2xWIzExERcuHABTZo0wdOnT2Fqaorhw4dj2LBhn5QFKyg/2U1NTZWsLy8vDw8ePMDt27cRHh6OGzdu4ObNm0j4r8kqLy8Pt2/fxu3btxEZGYlbt24hPDy80P0+Pj4YNGgQFixYgF27diEsLEzuo3nVjbW1NWxsbD65ENXm5sZPMd+6xUf1i8VCR0RK684dfgbS3p5XrKCz2KXTtSvw22/AwYPA9OkyelIFOJWVmpoK8//6T23ZskVye4sWLbBnzx4A/AzzmzdvpH7O/GTY2NgY6enp2JdfaaAYAwcORP/+/an1uBgqM4wxMDAQgYGBAHgn97IyMuLVK77+mp/eBICkJH6bkVHZ41u7di1evXr1STeR77//Hv3794fnfzuovr4+/vrrL2h+9DO5e/fuCA0NhaurK0QiEZYuXYpatWphy5Yt+Pnnn1GpUiXo6+tj69atn6w7Li4O7969Q0ZGhuTXq5GREfT19SUtwVWqVIGWlhY0NTWhoaEhGQwgEolgZWUF4EPrcl5enuSXaF5eHtLT0xEUFFRo3atWrcLo0aPx/PlzbNq0CR4eHnB3dy/2dBEpWX6/MYAfBPfu3YvXr18LGBGpKJ06Ab//DowezUvArVwpdEREWi9e8Fny9PSAY8dK7uZKijduHPDoEbBsGVC3Lp9Up9wEPpU1b9489O7dG9WrV4e3tzeePHkCAJg7dy769euHbdu2wdPTE7Vq1ZK666ShoSGGDx8OJycn1KpVCx4eHiUuP2DAAMyaNQv9+vUr9/aoJCawJ0+eMEdHxyLvGzFiBNuxY4fkev369VlCQsJnn7Nx48af3Hb37t1SxZWTw1hICL/k5JTqoYLJyspir169Yo8fP2bR0dGS2+/fv8/u3r3Lnjx5wl68eMHevn3LsrOzZbLOgq/ru3fv2O3bt9mBAwck6z969CgDILk4OjqyiRMnsmfPnslk/cqqqM9oaTVq1EgGkZSeLGInpTdxImMAYytWCB0Jkca7d4x5eDCmp8dYWJjQ0Si/nBzGvvqKMQ0Nxo4dK3xfab/fFVlmZibL+S/puHz5MnN1dZXbuvbu3cu+/vrrYu8v6nVVp+O/Qrcg+/n5YdWqVejbty+uXr2KatWqybX/cUFaWkCLFhWyqnJLSkrCq1evJBUstLS0ULVqVTDGIBKJYGdnVyFx6OnpwcnJqVBfpq+++gpv3rxBWFgYrl27hnPnzuGPP/7A+PHjAQAnT55EdHQ0evfuDRMTkwqJUxkV7DqTl5eHsLAwydkAoh5+/hl48oQP0rey4gOXiGLKy+NnIcPCeNeAxo2Fjkj5aWnxOuGtWvGukCEhgKur0FHJ3rNnz9CnTx/k5eVBW1sb69atk8t6xo4dixMnTuD48eNyeX5VIGiC3K9fPwQHByMpKQkWFhaYP3++pA7fd999h06dOuH48eOwtbWFnp6eUo7al4esrCwkJyfD1NRU0jlfJBLBwsIC1apVg46OjkINoDM0NES7du3Qrl07/PDDD8jIyIDuf2VCjh8/jt9//x3jx49H27Zt0bdvX3Tv3h2GhobCBq1g8mfUA/gPIGtra0k/NaIeNDX55AleXrw/8oULlHgpqmnTeGK8fDnvQ0tkQ18fOHIEaNqUd125elX1yiDWq1cP4eHhcl/P77//Lvd1KDtBE+SdO3eWeL9IJMLq1asrKBrFJhaLkZKSgqSkJKSlpQHgI1KrVasGU1NT1JK6SKTwdAvU0Fu5ciVGjBiBnTt3YteuXRgyZAh+++03REZGChih4tmwYcMng/Ly+6wR9VGlyocEoXNnniB88YXQUZGC1qzhfWXHjOF9Z4lsmZvz/twtW/J9IH9urPwzpkQ2mKxmRlNiCl3FgnDZ2dmIjIzEkydPkJ2dDXNzc7i4uKDafyM+lP2g4OTkhIULF+LRo0e4evUqVqxYAQB4//49vL29sXHjRmRkZAgcpbB69eol1W1lcfLkSdjZ2cHW1hY//fSTTJ6TyE+tWjxBeP+eJwhv3wodEcl34gRPjL/6ildeUPJDs8JydeUVQSIjgb59gcqVdZCcnExJnYwwxpCcnAwdHR2hQxGUQvdBVmcZGRl4//49atSoAW1tbZiYmKBq1arQ19dX+oS4OCKRCE2aNJFcf/bsGRITEzF06FBMmzYNkydPxujRo1G1alUBo6xY9+/fx507d5CamooDBw5Ibn/79m2h+pZlJRaLMXr0aJw+fRoWFhbw8PCAn58fHBwcyv3cRH6cnHhlnU6dePnJI0eofJjQbt3i74WrK+8rq0XfrnLVsSOvKT1qFNCggQVGjYorVwUrUpiOjg4sLCyEDkNQtAsrmIyMDCQkJODNmzfQ1NRE9erVoaGhIamXqE7s7e0RGRmJixcvYunSpfjhhx/wyy+/ICIiolB9bFX24MEDHD16FCkpKThy5IjkdgMDA5kM3rh27RpsbW0l3Tf69u2LQ4cOyTdBDg3lU4l5eUlXZkndlpfyMT4+/HT+8OHArLah6KAbDOOeXnAeoQDboGbLX1waiqA5wWip44X1Rzw/P6GLgsWvrMuPHAlERwMhv4TB6UgwGk2S0+e/LI9R9uUJJcgVSVNTE87OzsjNzUWDBg2wZcsW6OnpAQBycnIQHx+PpKQkaGho4OLFi3j48CH++OMPgaMWlkgkQqtWrdCqVStcv34dBw4ckPyqDQkJgYeHR6EZhVRN165d0bVrV4SGhkpqZctSUZPxXL16VebrkQgN5cPQc3MBDQ3AxaXk4rCpqfw8al6eeixfyscMA9CueiosL0ZCA3nIO6WB9GUu0DdTom1W8uXfxqWieXQkWiIPeVkayPB2Aej1r7Dl5yWkQheR0HiQh7xv5fD5V8BtLvPyjAE6OjTHuZSoD3JxPu7LJIO+Tbq6uoiIiEBUVBS0tbWxdu1ayX1isRivX7+GiYkJnJ2dJS3H5AMPDw8sXrwYIpEIL1++hI+PDxwdHXH48GGV7Xu2dOlSAMCOHTswbty4Ty4VJTAwEO7u7nB3dy/faczg4A/TweXl8QN3SVJT+XLqsnwZHlMNqdBAHkQARMhDTqKSbbMSL88YkPqUXn8hl89JKvz6ZzwXfp9U2OUZ49NrBweXvDzhhCzCLC/lnihk7lzGxo9nLC+PX8/L49fnzi1XXFWqVJH8v2bNGjZkyBAWGRnJunbtypydnVmTJk3YrVu3GGOMbdq0iY0ePZoxxtirV69Yjx49mLu7O3N3d2chISGMMcaCg4OZq6src3V1ZW5ubuzt27fliq8shCzQfvLkSdagQQMGgPn4+LA7d+4IFktpSVts/fDhw4wxxjZv3lzkpbwuX77M2rdvL7m+aNEitmjRohIfU65C8ZcvM6ary5imJv97+TItX87HRP55mb2DLsuGJnsHXXZohpJtsxIvP3YsY81Q+PWP/FN54leF5T/+/Lc3uMyePpVhPBWwDQq3fAnUaaIQSpA/lp8MAx+S5I+vl1F+gvzu3TvWtm1bNn36dNa/f382Z84cxhhjZ8+elcyaUzBB7tevH7t48SJjjLGnT58ye3t7xhhjnTt3liTLaWlpktl3KpLQMxhlZ2ezlStXMkNDQ6ajo8OeP38uaDzSUpSDTE5ODrO2tmaPHz9mWVlZzMXFhUVFRZX4mHLHfvkyY4sWSX+QVrfly/CYyD8vs3+8FrEuxpeZiQljjx/LOCZa/hMrVvCvhUmT+Ot/rv2izyfHcoxHnZfPf/1Pzr3MqlVjzMmJsdRUGcZTlsco+/LFUJTvroogYkz1zk27u7sjLCys0G337t1DgwYNpHsCxoCJE4H/yo0BAMaPL3fdHk1NTTRo0AA5OTlo2LAhlixZgm7dumH//v2SQVKWlpa4c+cODhw4gLCwMKxatQomJiaoXbu25HkSExPx4MEDrFq1CgcPHsSAAQPQo0cPQUaclup1laOkpCScPn1aMqf8ixcvFLo2dFGf0aJ06dKlxKolhw8fLncsx48fx4QJEyAWizFkyBDMnDmzxOWljZ1UvAcPeNfCWrWAS5eA6tWFjkg1HT4MdOvGL/v28W6gRDGcOcMrXHh7A0ePUnUXWVOn4z8N0iuKSMST4YIJsgyKWurq6uKvv/6Crq4urKyspB5clpeXhytXrnxSk3DGjBn46quvcPz4cbRo0QL//PMP7O3tyxWjsjI2NpYkxxcuXICPjw9mz56N77//HpqamgJHV3ZTpkyR+zo6deqETp06yX09RP7s7IADB4D27YFevXhdXm1toaNSLTdu8JkM3d35zIaUHCuWdu2AtWuBYcOA0aOBP/+ketSkbGjXLkp+C3JBEyeWeaDeu3fvJIPI7O3tUb9+fUly/OWXX2L79u0AgODgYBgbG39S57d9+/aFpoWMiIgAAERHR8PZ2RnTp0+Hh4cH7t+/X6b4VI2DgwN69uyJ2bNno3379nj58qXQIZVZ69atJRdPT09Ur14dRkZG8PT0ROvWrYUOjyggLy9g/XogKAj47juZjC8m/3n2jE/OUrMmb0X+rwgRUTBDhwLffw+sWwf88ovQ0RBlRQnyxwp2rxg/no/8HD+eXy9lkswYQ0JCAu7du4ekpCQAvPh2wVPm8+bNw40bN+Di4oIZM2Zgy5YtnzzPypUrERYWBhcXFzg4OEiqXyxfvhxOTk5wcXFBpUqV0LFjx3JuvGowNjbGjh07sGnTJoSGhqJhw4a4cOGC0GGVy7Fjx1C3bl2MGzcOY8aMga2tLU6cOCF0WERBDRwIzJ0LbNoELFokdDSq4e1bnhy/f89nMlTgHlwEwI8/Av7+wLRpvBsMIaVFXSw+JhIBhoaF+xz/9hu/z9BQ6nM1YrEYT548QUpKCmrUqAEjIyOkp6d/spyRkRH+/vvvT24PCAhAQEAAAJ7w7d69+5NlCrYqk08FBASgcePG6NmzJ8LDw9GqVSuhQyqzyZMn49y5c7C1tQXAzx589dVX9KOIFGvuXD6JwqxZgI0N7xZAyiYnB+jdG7h3j3dbcXQUOiLyORoawObNQGws8M03gIUF0KyZ0FERZUIJclHmzeMtxfnJcH6SLGVynJmZiejoaGRkZMDS0hImJiYqOz20onN2dkZ4eLhkQpZbt26hQYMG0FayjpkGBgaS5BgAbGxsYGBgIGBERNGJRLyrxbNnQEAAYGkJtGwpdFTKhzFg7Fjg1Cn+erZrJ3RERFo6OsDff/PE2M8PuHoVsLYWOiqiLKiLRXE+TmhLkeDm5OQgJycH9evXh6mpKSXHAqtSpQpEIhGSkpLQqlUrdOjQASkpKUKHVSru7u7o1KkTNm/ejC1btqBLly7w8PDAgQMHcODAAaHDIwqqcmXg4EHAyopXXHj0SOiIlM8vv/CBXt9/z/u2EuVSsyZw/DifvLNTJ+DNG6EjIspCrRJkeVe0y8rKAsBb+5ydnT8ZbKdqlK1CoLGxMVatWoWQkBC0aNECMTExQocktczMTJiamuL8+fMIDg5GzZo1kZGRgSNHjuDo0aNCh0cUmJER7zML8AQhOVnYeJTJvn28D2ufPrxPK1FOdnb8h2J0NNCzJ59MjpDPUZsuFjo6OkhOTkaNGjXk0qKbnJyMmJgY1K1bF4aGhkpdWkwajDEkJyd/UnpO0X3zzTewtLRE9+7d0bx5c5w7dw52dnZCh/VZmzZtEjoEosRsbYFDh4C2bYHu3YHTp3nrMine1au876qnJ+/LSuXclFvr1sDGjfw9/fZb/j+d3CUlUZsE2cLCAnFxcUhMTJT5c799+xZv3ryBjo4O4uPj8fz5c5mvQxHp6OgIMjlJeXl5eSEkJATe3t5YtWqVUgx2fPLkCX7//XfExMQgNzdXcrssJgoh6qFFC57o9esHdOnCy8G1acMTQFLY/v3AoEG89f3QIUBXV+iIiCx8/TVvRZ43D4iLA/73P/r8k+KpTYJcqVIlWMuhd/4ff/yB0aNHo1u3bti5c6fStaiqK0dHR1y7dg3m5uYAeIu4IvcV79atG4YOHYouXbpAg5qySBn17QsEB/M+tWfO8EFMZ89SklDQ4cO8YgVjgFjM+23XrCl0VERWfHyABQv45//8eX6hzz8pitokyPIQHh6O0aNHw8/PD3v27EElmtNSqdSpUwcA8Pz5c/Tp0wdr1qyBk5OTwFEVTUdHB+PGjRM6DKICvviCn1pmDMjMBM6dowQhX2wsMHjwh3L3OTn8BwW9Pqrj/PkP/+fkAIsX8x9FhHyMmqLKoWHDhti5cyd2795NybESe/fuHR4/fowOHTogNjZW6HCKNH78eMyfPx+hoaG4efOm5EJIabVpw1uO85PksDA+H5K6e/qU91PNzOT9szU1+TTdXl5CR0ZkycuLv6+amrxf+ZEjwPLlQkdFFBG1IJfBqVOnYGxsjEaNGqFv375Ch0PKydbWFidPnkTLli3RoUMHXLx4EUZGRkKHVcjt27exbds2BAUFSbpYiEQiBAUFCRwZUTaenrxbxblzfOKLv/7iU1KvXau+A9GePOE/HFJTeYtxbi7/6+VFrceqJv/zHxzM64IvX84nyRWLgcmThY6OKBJKkEspKioKvXr1gru7OyUnKsTZ2RmHDh2Cr68vunbtilOnTkFXgUbm7N27F48fP1a6CU6IYvL05BfGeJeLRYt4grBunfolydHRPDlOT+eJU6NG/HZKjFVX/ucf4JOIDBgATJnCfxhNny5sbERxqNmhsHxevXqFLl26QF9fH1u3bhU6HCJjXl5e2LZtG9LT0/H27VuhwynEyclJ6SY3IYpPJOL1fefM4WWvhgzhibK6ePiQd6t4/x4ICvqQHBP1UakSsGMHH8A6Ywb/sUgIQC3IUsvKykKPHj3w4sULXLhwQSnLm5HP69OnD3r06AEtLcXaNVJSUmBvbw8PDw9U/q+ArUgkwqFDhwSOjCg7kQiYP5/3yZw7l7eibd4MKNguIHMPHvCW49xc3t3E2VnoiIhQtLSAbdv435kz+WdizhyhoyJCU/FDoOz8+uuvuHTpEnbv3g0PDw+hwyFypKWlhbS0NAwZMgTffvst2rVrJ3RImD9/vuR/xhguXryIXbt2CRgRUTVz5nxIEMTiDwmDKrp7F/D25l1Mzp0DHB2FjogITUuL/zAs+ENx/nyaTESdqejhT/amTJmCRo0awdfXV+hQSAUQiUS4e/cu+vbtixs3bkhKwgmldevWCA8Px44dO7B3715YW1vju+++EzQmonp++IEnCtOn8yR5+3Z+ClqVREXxGQU1NHhy3KCB0BERRaGpybsaaWnxWsliMe+CREmyeqIE+TOePn0KfX191KhRg5JjNaKvr4+DBw/Cw8MDvXv3xqVLlwQp5ffvv/9i586d2LlzJ4yNjeHv7w/GGM6dO1fhsRD1MG0aTxAmT+ataLt28bJYqiAykifHlSrx5FgJZpknFUxDAwgM5MnyokV8H/jpJ0qS1REN0itBfr9jb29v5FGhULVTv359bNy4EdevX8cigUZu2NvbIygoCEePHkVISAjGjh0LTU1NQWIh6mPSJGDFCuDgQT6rXFaW0BGVX3g473NcuTKfLIKSY1IcDQ1gzRpg1Chg6VJe4SJ/8hiiPihBLsHMmTNx8+ZNLFiwgKb3VVM9e/bEN998gz///BPp6ekVvv4DBw7AzMwMbdq0wfDhw3H27FkwGR2pp06dCnt7e7i4uKB79+5UJYMUMm4csGoVn2XM25ufcg4NFTqqstm0CWjenLeMnz8P1KsndERE0Wlo8M//2LHAr78C/v68RVlZ94HAQGD2bOWNXxBMBTVu3Ljcz3H16lWmoaHBvvvuOxlERJTZmzdv2IsXL2T6nKX9jKanp7Pt27ezzp07Mz09Pfbdd9+xf/75p1wx/PPPPywnJ4cxxti0adPYtGnTpHqcLPYvojymTmWMt58xVrkyY5cvCx2R9HJzGRs9+kP8OjrKFT8RXl4eY336KO9n6N07xvz9eewiEWO6uuWLX52O/9QsWoTs7GwMGzYMZmZmWLJkidDhEIEZGhrC1NQUYrFYsL6/VapUQf/+/XHkyBHExcWhYcOG5f5stm/fXlLOrlmzZoiLi5NFqETFVK/+YfKQrCxeKzYzU9iYpHH3Lm81Xr36w205OXwGNUKkJRIBrq4f+iBnZvKWZGXodXn+PODiAuze/WFq+exs2gekJXiCfPLkSdjZ2cHW1hY//fTTJ/dv3rwZNWvWhJubG9zc3LB+/Xq5x5Seno4vvvgCf/zxB6pWrSr39RHl8Ouvv6Jdu3aIiIgQNI7q1atjxIgROHv2rMyec+PGjejYsaPMno+oDi8v3m9XU5NfLlwA3NyAy5eFjqxoOTk8gWnYkM+SN38+oKvLY9fW5ttDSGm0aQPo6PDPkIYGcPQon2Dm33+FjqxoaWnA6NH8s84Y7yqSHz/tA9ITMSZc13OxWIz69evj9OnTsLCwgIeHB3bu3AkHBwfJMps3b0ZYWBhWrVol9fO6u7sjLCysXLExxiCiYaukgDdv3sDOzg7169fHxYsXy/X5kMVnVBrt2rXDixcvPrl94cKF6Nq1q+T/sLAwHDhwoNhtCgwMRGBgIAAgMTERT58+lV/QROGEhvJWJy8vPiXz8OHAs2fA+PHAwoWAnp7QEXK3bgGDB/MBeb1788TAxKRw/DSFNCmL/M9Q69Z8BsYJE3hr8oIFwMSJPPlUBKdO8f0zNpbvnz/+CFSpIrt9oKK+uxSCkP07Ll++zNq3by+5vmjRIrZo0aJCy2zatImNHj26VM9bnj4yCxcuZPfv3y/z44lq27BhAwPAtmzZUq7nUZR+XJs2bWLNmjVj7969k/oxihI7Ec7btx/69taty9i5c8LGk5XF2Jw5jGlpMWZiwti+fcLGQ1RfQgJjXbvyfaBJE8bu3BE2njdvGBs6lMdTvz5jISHyWY86Hf8F7WIRHx8PS0tLyXULCwvEx8d/stz+/fvh4uKCXr16ITY2tsjnCgwMhLu7O9zd3ZGYmFimeM6ePYuZM2fi77//LtPjieoLCAhA06ZNMXXqVKWv+nDy5EksXboUhw8fhp6iNAESpWBgwFtn8/sytmnDT+mmpVV8LDduAO7uwP/+B/Tty/se9+xZ8XEQ9WJmxssg7tzJu/I0bMi79uTkVHwsx44BTk68Wsu0aUBEBNCiRcXHoWoE74P8OV26dEFMTAwiIyPh4+ODQYMGFbnciBEjEBYWhrCwMNSsWbPU6xGLxZgyZQrq1KmD8ePHlzdsoqI0NDSwevVqmJiYFPtjTVmMGTMGaWlp8PHxgZubG83MR0qtdWs++cbEibxurJMTP8UbGgosXiy/klKhofzU9sCBQNOmQHIycOQInx67Rg35rJOQj4lEH36UdevGp2lv2pR39amIfWD2bKBDB6BzZ8DQELhyBViyhPe5J+Un6Ex65ubmhZKMuLg4mJubF1qmRoGj3bBhwzBt2jS5xPLXX38hIiICO3bsgI6OjlzWQVRD48aNERkZqfR91B89eiR0CEQF6OnxOrG9ewNDhgC+vrw/JmN8cN/Zs7Lt9xsczJOC/MlLOnfmibGhoezWQUhpmJjwShH+/nxykcaNP1SN0NaW/T5w5gzw1Ve8IgXA+92vWcP3NyI7grYge3h44OHDh3jy5Amys7Oxa9cu+Pn5FVrm+fPnkv8PHz6MBg0ayDyO7OxszJkzBx4eHvD395f58xPVIxKJ8PbtW5w+fVroUAhRCJ6efHBc69aAWMzLYGVkAMOGAb/8wlu38r/QSyMxEfj7b2DqVF62rV27D8mxhga/jZJjogh69ADu3AGcnfkU1WIx3wdGjgT++IO3LIvFpX/eZ894V47Ro3kFmfbtP+xLmpp84htKjmVP0BZkLS0trFq1Cr6+vhCLxRgyZAgcHR0xZ84cuLu7w8/PDytXrsThw4ehpaUFIyMjbN68WeZxZGVloXfv3mjfvj3NmEekNn36dGzevBnR0dGoXbu20OEQIjgdHX5a2dubf4GLREBKCk9u8+/38OD9I1u25Em1kVHhCgFGRsClSx8u+aW0tLV5X2N/f2DfPp5oUMkqomhq1ODJcJs2vD+ySATExfHkFgCqVuWf+xYt+KVp08JVJlq2BPT1+Wc/JIT/zS9RX6UK0KwZEBAA7NjBk3DaB+RH0DJv8qJWZUiIYKKjo2Fvb49RI0dixcqVH+5g7ENV+WIo82dUmWMnFePjklIvXhROem/e5F/uAGBlxUtSfdyyVqMGbx3OTyTc3XmCXdTzE6JoCn5GmzUDYmI+fP5DQnhLM2O8BdjWFnj06NN9wNycJ8z5+4CLC58u/ePnr8h9QJ2O/2qfIAcHByM7Oxs+Pj5K36eUVLxBbm7Yf/cu4l6+hGH16vyIN3EiP+c7b16xj1Pmg4wyx04Uw/v3wPXrPFHYuvVDK7FIBHTvzmsr29l99ncmIUorJYUnuZcu8dbgJ0/47SIR78+/dCnwxReKtw+o0/FfrfsTMMYwefJkjBkzBnnKMG8kUSyMYYKDA97l5GBj164fkuMVK/jRT/V+exIiE3p6vDvFzJnA5s0fZrrT0QGmTAHs7RUvMSBElgwNgY4d+UQe27cX3gcmTADq1KF9QGiC9kEW2pUrV3Dz5k2sXbsWmooyDQ5RHiIRGm7fjtYXLuD2xYt8xBDApy/67Tc6uhEiBU9PPsqfukwQdUX7gGJS6wQ5MDAQ+vr66N+/v9ChEGUlEuHEv/9Ct0qVD7dRckxIqXh6UlJA1BvtA4pHbRPklJQU7N69GwMHDoSBgYHQ4RBlxRh0f/gBAPAWQFWAd7NQ4SQ5JiYG7u7u5XqOxMTEMk3oo6zUbXsB9dtm2l7Vp27bXNT2xsTECBOMANQ2Qf73339Ro0YNjBgxQuhQiLIq0Od4u68vhpw7h+ivv4bFihX8fhVNkpOSksr9HOo00ANQv+0F1G+baXtVn7pts7pt78fUdpBekyZNEBMTg0aNGgkdClFWIhEfaTF+PJqsXIns7GzsqF+f90E2NFTJ5JgQQghRB2rZgvz+/Xtoa2tDS0stN5/I0rx5AGOoJxKhWbNm2PbXX5h66xZENOEMIYQQorTU8lt8+fLlMDc3R1pamtChEFXwX0vxN998g6ioKNyKjBQ4IMWnbl2b1G17AfXbZtpe1adu26xu2/sxtZwopFGjRtDR0cHly5crMCqi6pKSkmBqaopZs2Zh/vz5JS6r7n27CCGEEEWmdn0MoqOjER4ejmXLlgkdClExxsbG2Lp1K5o1ayZ0KIQQQggpB6kTZLFYrBKTaRw+fBgA0KNHD4EjIapowIABQodACCGEkHKSug9yvXr1MHXqVNy9e1ee8cjd2bNnYWdnBysrK6FDISpILBZj586dCA4OFjoUhXXy5EnY2dnB1tYWP/30k9DhyJ2VlRWcnZ3h5uZW7vrRimrIkCEwMTGBk5OT5LbXr1/Dx8cH9erVg4+PD968eSNghLJV1PbOmzcP5ubmcHNzg5ubG44fPy5ghLIVGxuLNm3awMHBAY6OjljxXylLVX2Pi9teVX2PMzMz0aRJE7i6usLR0RFz584FADx58gRNmzaFra0t/P39kZ2dLXCkFYxJ6e3btywwMJB5enqypk2bsj///JOlpqZK+/AK1bhx42LvO3v2LNu/f38FRkPUSV5eHrOwsGA9evQocbmSPqOqLDc3l9nY2LDo6GiWlZXFXFxc2J07d4QOS67q1KnDEhMThQ5Drs6fP89u3LjBHB0dJbdNnTqVLV68mDHG2OLFi9m0adOECk/mitreuXPnsp9//lnAqOQnISGB3bhxgzHGc4F69eqxO3fuqOx7XNz2qup7nJeXx9LS0hhjjGVnZ7MmTZqw0NBQ1rt3b7Zz507GGGPffvst++OPP4QMs8JJ3YJsYGCA4cOH4/Lly1iyZAnmz58PMzMzDBo0CI8ePZJnDi9T3t7e1L2CyI1IJIKPjw8uXLgApnrjX8vt2rVrsLW1hY2NDbS1tdG3b18cOnRI6LBIObVq1QpGRkaFbjt06BAGDRoEABg0aBD+/vtvASKTj6K2V5WZmZlJ5gwwMDBAgwYNEB8fr7LvcXHbq6pEIhH09fUBADk5OcjJyYFIJEJQUBB69eoFQLXeX2lJnSCLxWIcPnwY3bt3x4QJEzB58mQ8fvwYXbp0QadOneQZo8xcuHABFy9eFDoMouI8PT2RlJSkVD8cK0p8fDwsLS0l1y0sLFT6iwfgXz7t27dH48aNERgYKHQ4Febly5cwMzMDANSqVQsvX74UOCL5W7VqFVxcXDBkyBCV6W7wsZiYGISHh6Np06Zq8R4X3F5Add9jsVgMNzc3mJiYwMfHB3Xr1oWhoaFkvgh1OFZ/rFR9kA8dOoSpU6ciPDwckyZNgqmpKXr16oUOHTrIM0aZWbhwIcaMGSN0GETFNW/eHACojCABAISEhODmzZs4ceIEVq9ejQsXLggdUoUTiUQQqfjMkiNHjkR0dDQiIiJgZmaGyZMnCx2SzKWnp6Nnz55Yvnw5qlatWug+VXyPP95eVX6PNTU1ERERgbi4OFy7dg33798XOiTBSZUgi8ViBAQEYMOGDZIv/4JWrlwp88BkjTGGmzdvquwgGaI4GjRogGrVqiEqKkroUBSOubk5YmNjJdfj4uJgbm4uYETyl799JiYm6N69O65duyZwRBXD1NQUz58/BwA8f/4cJiYmAkckX6amptDU1ISGhgaGDx+ucu9zTk4OevbsiQEDBki6Karye1zc9qryewwAhoaGaNOmDUJDQ5GSkoLc3FwA6nGs/phUCbKmpiaOHj0q71jkKj4+HklJSWjYsKHQoRAVp6GhgcePH+Pnn38WOhSF4+HhgYcPH+LJkyfIzs7Grl274OfnJ3RYcvPu3TvJjJ3v3r3DqVOnClU+UGV+fn7YsmULAGDLli3o2rWrwBHJV36iCAAHDx5UqfeZMYahQ4eiQYMGmDRpkuR2VX2Pi9teVX2PExMTkZKSAgDIyMjA6dOn0aBBA7Rp0wb79u0DoFrvr7SkroPcokULjBkzBv7+/qhSpYrk9vyO7IouPDwcgPLES5SbOg3gKQ0tLS2sWrUKvr6+EIvFGDJkCBwdHYUOS25evnyJ7t27AwByc3PRv39/pemSVhr9+vVDcHAwkpKSYGFhgfnz52PGjBno06cPNmzYgDp16mDPnj1ChykzRW1vcHAwIiIiIBKJYGVlhT///FPoMGXm0qVL2LZtm6RcIQAsWrRIZd/j4rZ3586dKvkeP3/+HIMGDYJYLEZeXh769OmDzp07w8HBAX379sWsWbPQsGFDDB06VOhQK5TUU023adPm0wf/N8pR0RQ1je/8+fMxf/58vH37VjJakxB5iYyMxKJFi7Bo0SLY2Nh8cj9NNU0IIYQoLqlbkM+dOyfPOORu+vTp6N69OyXHpEJkZWVh9+7d8Pf3LzJBJoQQQojikjpBBoBjx47hzp07yMzMlNw2Z84cmQclDzo6OnBxcRE6DKIm7O3tAQD37t2TnGInhBBCiHKQuszbd999h927d+P3338HYwx79+7F06dP5RmbTM2bN08tyysRYRgYGMDCwoJK5RBCCCFKSOoE+fLly9i6dSuqV6+OuXPnIjQ0FP/++688Y5OZtLQ0zJ8/n+rSkgpVp04dxMXFCR0GIYQQQkpJ6gRZV1cXAKCnp4eEhARUqlSpUMkTRRYTEwMAsLa2FjYQolbs7OyozzshhBCihKROkDt37oyUlBRMnToVjRo1gpWVFfr16yfP2GQmf3pECwsLgSMh6mTDhg04fPiw0GEQQv6zcOFCODo6wsXFBW5ubrh69arc1uXl5UWVaghRYlIP0ps9ezYAoGfPnujcuTMyMzNRrVo1uQUmS/nzpVNtWkIIUU+hoaE4evQobt68icqVKyMpKQnZ2dlCh0UIUVBStyADvB/yjh07sHv3bhw6dAhbt26VV1wylT9DTPXq1YUNhKiVoKAgfPnll5IzGIQQ4Tx//hzGxsaoXLkyAMDY2Bi1a9fG//73P3h4eMDJyQkjRoxA/tQAXl5emDhxItzd3dGgQQNcv34dPXr0QL169TBr1iwAvPuevb09BgwYgAYNGqBXr154//79J+s+deoUPD090ahRI/Tu3Rvp6ekVt+GEkDKROkH+5ptvMGXKFISEhOD69eu4fv260pw++u6775CWlqZS88QTxZecnIyQkBDJDzRCiHDat2+P2NhY1K9fH6NGjcL58+cBAGPGjMH169cRFRWFjIwMHD16VPIYbW1thIWF4bvvvkPXrl2xevVqREVFYfPmzUhOTgYAPHjwAKNGjcK9e/dQtWpV/PHHH4XWm5SUhB9//BFnzpzBzZs34e7ujl9//bXiNpwQUiZSd7EICwvD3bt3IRKJ5BmPXIhEIhosRSqcjo4OABSqG04IEYa+vj5u3LiBixcv4ty5c/D398dPP/0EAwMDLF26FO/fv8fr16/h6OiILl26AAD8/PwAAM7OznB0dISZmRkAwMbGBrGxsTA0NISlpSVatGgBAPj666+xcuVKTJkyRbLeK1eu4O7du5JlsrOz4enpWZGbTggpA6kTZCcnJ7x48UJygJCVkydPYvz48RCLxRg2bBhmzJhR6P6srCwMHDgQN27cQI0aNbB7925YWVmVah179+7FzZs3sXjxYhlGTkjJKEEmRLFoamrCy8sLXl5ecHZ2xp9//onIyEiEhYXB0tIS8+bNK7S/5nfH0NDQkPyffz03NxcAPmk0+vg6Yww+Pj7YuXOnvDaLECIHUnexSEpKgoODA3x9feHn5ye5lIdYLMbo0aNx4sQJ3L17Fzt37sTdu3cLLbNhwwZUr14djx49wsSJEzF9+vRSryc4OBjr168vV6yElFZ+aURKkAkR3oMHD/Dw4UPJ9YiICNjZ2QHg/ZHT09Oxb9++Uj/vs2fPEBoaCgDYsWMHWrZsWej+Zs2a4dKlS3j06BEA4N27d0ozhwAh6kzqFuR58+bJfOXXrl2Dra0tbGxsAAB9+/bFoUOH4ODgIFnm0KFDknX36tULY8aMAWNMKbt6EPVSqVIlAKCR8oQogPT0dIwdOxYpKSnQ0tKCra0tAgMDYWhoCCcnJ9SqVQseHh6lfl47OzusXr0aQ4YMgYODA0aOHFno/po1a2Lz5s3o168fsrKyAAA//vgj6tevL5PtIoTIh9QJcuvWrWW+8vj4eFhaWkquW1hYfFKXsuAyWlpaqFatGpKTk2FsbFxoucDAQAQGBgIAEhMTZR4rIaWVPxqefswRIrzGjRsXOZvqjz/+iB9//PGT24ODgyX/53fL+Pi+mJgYaGlp4a+//irx8d7e3rh+/XqZYyeEVLzPdrHIP11kYGCAqlWrSi751xXFiBEjEBYWhrCwMNSsWVPocAiRdK3I74tMCCGEEOXw2RbkkJAQAEBaWprMV25ubo7Y2FjJ9bi4OJibmxe5jIWFBXJzc5GamooaNWqUaj2ampqS092EVBRKkAlRbVZWVoiKihI6DEKIHEg9SO/169efXHJycsq1cg8PDzx8+BBPnjxBdnY2du3a9cnAPz8/P2zZsgUAsG/fPnh7e5f6lPXy5cuRkJBQrlgJKS1KkAkhhBDlJHUf5EaNGiE2NhbVq1cHYwwpKSmoVasWTE1NsW7dOjRu3Lj0K9fSwqpVq+Dr6wuxWIwhQ4bA0dERc+bMgbu7O/z8/DB06FB88803sLW1hZGREXbt2lXq9WholGrCQEJkom7dupg2bRpq1aoldCiEEEIIKQURyx9J9BnDhw9Hr1694OvrC4BPnbl//34MHjwY48eP/2RwnZDc3d0LzfJ35coVrF69Gr/88gtMTU0FjIwQ7uPPKCGEEEIUh9RNq1euXJEkxwCftjM0NBTNmjWTlK5RVAkJCfjrr7/w4sULoUMhauT169dIT08XOgxCCCGElJLUCbKZmRmWLFmCp0+f4unTp1i6dClMTU0hFosVvgtD/qC+V69eCRwJUSdTp06Fvb290GEQQgghpJSkzmx37NiBuLg4dOvWDd26dcOzZ8+wY8cOiMVi7NmzR54xlludOnUAAE+fPhU4EqJOnj9/Tv2PCSGEECUk9SA9Y2Nj/P7770XeZ2trK7OA5MHCwgKampp48uSJ0KEQNfL8+fNPyhYSQgghRPFJnSAnJiZi6dKluHPnjqR8FQAEBQXJJTBZ0tLSgoODA3Jzc4UOhagJxhgePXqEL7/8UuhQCCGEEFJKUifIAwYMgL+/P44ePYq1a9diy5YtSjVjXWRkpNAhEDUSFxeH9PR0NGjQQOhQCCGEEFJKUvdBTk5OxtChQ1GpUiW0bt0aGzduVIrWY0KEoKenhxUrVsDb21voUAghhBBSSlInyPlTNZuZmeHYsWMIDw/H69ev5RaYrJ0/fx6enp6Ii4sTOhSiBmrUqIFx48bBzs5O6FAIIYQQUkpSd7GYNWsWUlNTsWzZMowdOxZv377Fb7/9Js/YZKpSpUq4cuUKbt68CQsLC6HDISruxo0bqFmzJr744guhQyGEEEJIKUndgty5c2dUq1YNTk5OOHfuHG7cuAE/Pz95xiZTrq6uEIlECA8PFzoUogaGDRuGIUOGCB0GIUTNiUQiVKlSBTNnzpRqeW9vb+jo6KBly5ZyjowQxSZ1gvzkyRNMmjQJPXr0gJ+fn+SiLKpUqQI7OzvcvHlT6FCIiktPT0dkZCSaN28udCiEVIiQkBA0b94c1apVg5GREVq0aIHr168DAKysrHDmzBm5rdvKygq6urrQ19dHrVq1EBAQQDNYfuTWrVtYuHChVMsGBQVh7dq1co6IEMUndReLbt26YejQoejSpYvCz5xXHHd3d5w6dQqMMYhEIqHDISrq2rVryMvLowSZqIW3b9+ic+fOWLNmDfr06YPs7GxcvHgRlStXrrAYjhw5gnbt2uHFixfw9fXF4sWLpU4ICSGkKFJnujo6Ohg3bhzatGmD1q1bSy7KpEuXLmjZsiXevn0rdChEhV2+fBkA0KxZM4EjIUT+/v33XwBAv379oKmpCV1dXbRv3x4uLi745ptv8OzZM3Tp0gX6+vpYunQpACAhIQE9e/ZEzZo1YW1tjZUrV0qez8rKCosXL4aDgwOqV6+OwYMHF6q9X5JatWrB19cXERERkttKWteSJUtgbm4OAwMD2NnZ4ezZs1LFce/ePXh5ecHQ0BCOjo44fPhwoTisrKzwyy+/wMXFBdWqVYO/v7/kscWts6Q4P+fx48f46quvYGxsjKpVq8LHx6fYZf/880906tQJo0ePhrGxMWrXro3Tp09LvS5C1AaT0vbt29m8efPY5cuX2Y0bNyQXRdS4cWOhQyBqrEOHDszR0bHEZegzSlRFamoqMzIyYgMHDmTHjx9nr1+/LnR/nTp12OnTpyXXxWIxa9SoEZs/fz7Lyspi0dHRzNramp08eVKyvKOjI3v27BlLTk5mzZs3ZzNnzix2/QWfPzY2ljk5ObFx48Z9dl33799nFhYWLD4+njHG2JMnT9ijR48KPW9RcWRnZ7O6deuyhQsXsqysLHb27Fmmr6/P7t+/X+ixHh4eLD4+niUnJzN7e3u2Zs2aYtf5udfkc1q0aMFWrVrFcnNzWUZGBgsJCZHcB4A9fPhQcn3kyJGsevXq7OTJk0wsFrN58+axtm3bFnq+TZs2sRYtWki1bkJUldQtyLdv38a6deswY8YMTJ48GZMnT8aUKVPkmLrLT0pKitAhEBW2YcMGrF+/XugwCKkQVatWRUhICEQiEYYPH46aNWvCz88PL1++LHL569evIzExEXPmzIG2tjZsbGwwfPhw7Nq1S7LMmDFjYGlpCSMjI8ycORM7d+4sMYZu3brBwMAAlpaWMDExwfz58z+7Lk1NTWRlZeHu3bvIycmBlZUV6tatW+h5i4rjypUrSE9Px4wZM6CtrQ1vb2907tz5kxjHjRuH2rVrw8jICF26dEFERESx65TmNSlJdHQ0xGIxxGIxdHR00KJFi2KXjYyMxIwZM+Dr6wsNDQ04ODhItQ5C1I3UCfLevXvx+PFjnD9/HufOncO5c+eUcqKQWbNmwcrKiqadJnJTu3Zt6l5B1EqDBg2wefNmxMXFISoqCgkJCZgwYUKRyz59+hQJCQkwNDSUXBYtWlQooba0tJT8X6dOHSQkJJS4/r///htpaWkIDg7G/fv3kZSU9Nl12draYvny5Zg3bx5MTEzQt2/fT9ZTVBwJCQmwtLQsNBanTp06iI+PL/TYWrVqSf7X09NDenp6seuU5jUpyfbt23Ho0CHUrl0bQ4cOLXaOAsYYbt++jS5dukhui4qKoiSZkCJInSA7OTmpRMtrw4YNkZqaipCQEKFDISpo7dq12Lp1q9BhECIYe3t7BAQEICoqCgA+GRBtaWkJa2trpKSkSC5paWk4fvy4ZJnY2FjJ/8+ePUPt2rWlWnfr1q0REBAgObv5uXX1798fISEhePr0KUQiEaZPn17o+YqKo3bt2oiNjUVeXl6h+8zNzaWKsah1SvOalMTb2xtnz57F3bt3cevWLWzevLnI5WJiYpCbm1toAqPw8HC4ublJtR5C1InUCXJKSgrs7e3h6+urlGXe8nXo0AG6urrYt2+f0KEQFcMYw8KFC/H3338LHQohFeb+/ftYtmyZZJbS2NhY7Ny5U3IWxdTUFI8fP5Ys36RJExgYGGDJkiXIyMiAWCxGVFSUpCwcAKxevRpxcXF4/fo1Fi5cCH9/f6njmTBhAk6fPo1bt26VuK4HDx4gKCgIWVlZ0NHRga6u7icVmoqKo2nTptDT08PSpUuRk5OD4OBgHDlyBH379v1sbMWtU5rXJCAgAAEBAZ8854EDB/Dw4UMwxpCWloY3b94Um/BGRkbC2dm50HaGh4fD1dVVuheXEDUidYI8f/58HDx4ED/88IOkD/LkyZPlGZtcVKlSBZ06dcL+/fsLtQAQUl7h4eGIi4tD586dhQ6FkApjYGCAq1evomnTpqhSpQqaNWsGJycnLFu2DADw/fff48cff4ShoSF++eUXaGpq4ujRo4iIiIC1tTWMjY0xbNgwpKamSp6zf//+aN++PWxsbFC3bl3MmjVL6nhq1qyJgQMH4n//+1+J68rKysKMGTNgbGyMWrVq4dWrV1i8eHGh5yoqDm1tbRw5cgQnTpyAsbExRo0aha1bt8Le3v6zsRW3Tmlek9jY2CL7FoeEhKB169YwMDBAp06dMGPGDHh7exe5/sjIyELJc1JSEl68eAEnJycpX11C1IeIMcaEDkLW3N3dERYWVuz9u3btQr9+/XDx4kWaLYjIzMSJE/HHH3/gxYsXqF69eonLfu4zSoi6srKywvr169GuXTuK4z/Z2dlwdXVFZGQkKlWqVKrH6ujooHLlyhg3bhwWLFjw2eV9fHxw5coVNGnSpFDZO0LUzWcnCjEwMChyUg3232QbylhT+KuvvsLGjRvpVzORDcaQKxZj586d6Ny5M6obGgodESFEhWhra+PevXtleqy0NaTzUU1kQrjPJshpaWkVEUeFMjAwwODBg4UOg6iCefOAlBQ8nzQJlpaW+Obrr4GJEwFDQ34fIYQQQpSO1FNNq5rs7GysXbsW9erVQ8eOHYUOhygjxoCUFGDFClgCuH7tGtiECcDKlcD48fx+mtKckFKJiYkROgQAihMHIUQYapsga2lpYeXKlTA3N6cEmZSNSAT89htSs7IgXrECRitWQATw5Pi33yg5JoQQQpSU2ibIGhoaGDFiBKZPn4579+6hQYMGQodElJFIhJVmZlgCIAaAMaDyybGxsTGsrKyEDoMQQkgFi4mJkUzEo+rUNkEGeF3JWbNmYfXq1Vi1apXQ4RAllJWZidVLlqAV/kuOAd4HWYWTZCsrK6rAIWehoUBwMODlBXh6yn55QhQZff4Vl7u7u9AhVBi1TpBNTEzwzTffYMOGDZg9ezZMTU2FDokoE8awu2tXvHz/HhO6dQMOHODJ8YoV/H4VTpKJ/Jw5A3z1FZCTA2hpAZMnA3XrFr98dDTw66+AWAxoawNnz1KSQJRXaCjg7Q1kZUn/+V+2jH/+K1emzz+RHbVOkAFg+vTpePjwIZKTkylBJqXCAPx66xYcjIzgs3+/pE8yAF7FgpJjUgovXvDfVr/9BmRn89tycoCffpL+OTIzgf37KUEgyunff/kQjvzKdKX9/GdkADNnArt2ASYm8omRqA+1T5Dr16+PCxcuCB0GUULXrl3DrZcvsXnTJojyp27NT5IpOSZS+vdf4JdfgC1bgNxcfpr40iX+f6VK/Mu+cePiH3/jBuDvz5Nqxnhr8rNnwLRpgBqdDSVK7OpVYOlS4OBB3mqsqclvl/bz37cv//yLRMC5c0CdOkBAAG99trWtkE0gKkjtE+R8L1++xJ07d4qdopOQjzVt2hSRkZGfDvCk5JhIoWBSoK0NDBny4Qu9NH0qLSx4UhAcDDg5AZcvA2vWAHv38lPV06YB7dvTx5IoFsaAEyf4PnD+PD/p9sMPwNixwOPHpfv8BwV9WN7IiHe52LgRCAwEevakH4ukbASbavr169fw9/dHTEwMrKyssGfPniKn59XU1ISzszMA4IsvvsDhw4c/+9xlmca3Z8+eOHPmDKKjo2FsbPz5BxC1lpGRAV1d3TI/Xpmnmlbm2IX2cVJQvTowejQwZgwgyx5eb9/y5OC334CEBMDVlScJffrwFjpChJKTw1uFly4FoqIAS0tg0iRg6FDAwEB263n+nJekX7MGSE2lH4uyok7Hf8ES5GnTpsHIyAgzZszATz/9hDdv3mDJkiWfLKevr4/09PRSPXdZ3sC7d+/CxcUFo0aNwsqVK0v1WKJecnNz4ezsDH9/f8wr42x5ynyQUebYhRAaygcOZWfz1uKCScGwYYC+vvzWnZ0N7NjBk5F79/ip58mTAUdH3oJNo/5JRQgNBf75h8+rdOAAEBvLz3ZMm8a7R1SqJL91v30LrFvHfyzGx/Mfi9278x+K3t70+S8ttTr+M4HUr1+fJSQkMMYYS0hIYPXr1y9yuSpVqpT6uRs3blymmL777jumpaXFHjx4UKbHE/WwcuVKBoD9/fffZX6Osn5GFYEyx17RLl9mrHJlxnjbMWM2Noxt3cpYdnbFxiEWM3b4MGMtW36IRUODMV1dHiMh8nL5MmPa2h8+d25ujB07xlheXsXGkZXF2KZNjFlZfYilcmX6/JeWOh3/NYRKzF++fAkzMzMAQK1atfDy5csil8vMzIS7uzuaNWuGv//+u9jnCwwMhLu7O9zd3ZGYmFimmObNmwcdHR3MmDGjTI8nqu/ly5eYPXs2fHx84OfnJ3Q4RMH99hsvVwUAGhr8NPI338i3xawoGhpAly7AxYvAt9/y2/LyeLWAc+cqNhaiPhgDZs36UJVFU5N38+nUqeK7OWhr84F7w4fz/QHg+2Z+VU5CPibX3mjt2rXDixcvPrl94cKFha6LRCKIitlbnj59CnNzczx+/Bje3t5wdnZG3SKKIo4YMQIjRowAUPZC1qampvj+++9x+/Zt5ObmQos665GPTJ8+He/fv8fvv/9e7GeWEMaAuXP5QDkNDZ4MaGsDbdoIHRkwaBCwdStPjhnjg/qys3l8hMhKVhb/QRgU9KEqhbY279YjpDZteL3k/Kovu3fz7h4zZ1LfZFKYXDPAM2fOFHufqakpnj9/DjMzMzx//hwmxRQtNDc3BwDY2NjAy8sL4eHhRSbIsjJjxgxoaAjWsE4U2MuXL7F//35MmjQJdnZ2QodDFFRmJq9IsXMn/ztoEC/bpij9fT09eZ/oc+f4JAsbNwK+vrx+spGR0NERVZCUxPv5hoQACxfyz/7584qxD+R//oODgebNgfXrgdmzgYcP+cDWypWFjY8oDsGaSP38/LBlyxbMmDEDW7ZsQdeuXT9Z5s2bN9DT00PlypWRlJSES5cuYdq0aXKNKz85vnPnDs6fP49Ro0bJdX1EeZiamuLevXswNDQUOhSioBITgW7deKvsTz/xQUgiEdCqldCRFebp+SFR8fbmibynJ3DsGNWNJeXz4AGfCTIujrfO9unDb2/eXNi4Cir4+W/VCqhfH5gzB4iJ4YMIa9QQNDyiIARrKp0xYwZOnz6NevXq4cyZM5J+v2FhYRg2bBgA4N69e3B3d4erqyvatGmDGTNmwMHBoULiW7t2LcaMGYOrV69WyPqIYrt+/ToYY7CwsIC+PMsOEKV17x7QtClw8ybvWjF9unKcsh0wgE9vnZwMNGvGW/0IKYtz5/hn6O1b3kKbnxwrMpGItyDv2AFcucIT54cPhY6KKALByrzJkyzKkLx9+xaOjo6oWrUqrl+/Dj09PRlFR5RNSEgIWrVqhZUrV2LMmDEyeU5lLpWjzLHLS1AQ0KMHPz17+DBPlJXNo0e85S8mhne7GDBA6IiIMtm8mQ+Aq1ePn4mwthY6otK7dImfAcrL4yUZFe3MjyJQp+M/dbYtRtWqVbFx40bcvXsXEydOFDocIpC0tDQMHDgQ1tbWCAgIEDocooDy+/BaWPDawsqYHAMfZvBr3hz4+mtg/nw+iImQkuTl8QFugwfzPsaXLytncgwALVrwVuSaNYF27YBt24SOiAiJEuQS+Pj4YMaMGQgMDMSxY8eEDodUMMYYxo0bh5iYGGzZsoW6VpBC8vKAGTP4SH1vb976ZGUldFTlY2TEJ3QYNAiYN4+XpMsvU0fIxzIygH79gEWLeOvx8eN8ymhlVrcu/6HYsiUwcCDvm0w/FNUT1TH7jP/973+oWbMm2rVrJ3QopIIFBgZi8+bNmD17Nlq2bCl0OACA9+/fY9myZXj27BnWrVuHhw8f4sGDB+jcubPQoamN0FDg1CnexzI4mNcVXrVKdaZw1tYGNm3iA5dmzgSePgV++AGIiFCMKgREeKGhwNGjwN9/8773P//MZ2hUhj730qheHTh5Ehg5EliwgHc/GjGCbzftA+pDRQ7p8lOpUiVMmjQJAJCUlAQ9PT3qj6wmbG1t8fXXX2Pu3LlChyIxePBgNG7cGKGhoQB4GcTevXt/NkEeMmQIjh49ChMTE0RFRQEAXr9+DX9/f8TExMDKygp79uxB9erV5b4Nyiw0lLcWZ2by62PH8okGVCUxyCcS8aS4bl3eivzVV/y2ypV5iSxKENTXx/vAokXAlCnCxiQP2tq8BFy9esD33/OKHPn1zGkfUA/UxUJKGRkZ8PT0xKBBg5CXlyd0OESOxGIxAKBt27bYtm0bNPOr3CuA6OhoTJs2DZX+m4pNT08P0oyzDQgIwMmTJwvd9tNPP6Ft27Z4+PAh2rZti59++kkuMauSU6c+JAYaGoCZmeolxwX5+/MuJIzxLiXZ2bzVnKivw4c/7AMKdGiUC5GId6Pq359//sVi2gfUCSXIUtLV1cWIESOwb98+zJs3T+hwiJxkZGTA29sbS5cuFTqUImlrayMjI0Myi190dDQqS1HZvlWrVjD6aBaIQ4cOYdCgQQCAQYMGlTiVOwFyc3mCDPDkuHJl4WcFqwgDB36YPCEvD/DwEDYeIpyUFGDPHv6/pqZizIxXEcaM+TDTJGPAl18KGw+pGJQgl8KUKVMwePBgLFiwADt27BA6HCJjYrEYAwYMwMWLF2GloKOt5s+fjw4dOiA2NhYDBgxA27Zty5zMv3z5EmZmZgCAWrVq4eXLl8UuGxgYCHd3d7i7uyMxMbFM61NmjPG+xpcv88k/fvxRfU6zenry+raDBvEWtaVLeSsaUS9ZWXx2vNhY3q1owQL12geCg4HOnfmPxB07aOCeWmAqqHHjxnJ77qysLNaqVStWuXJlduHCBbmth1SsvLw8NmrUKAaALV++XO7rK89nNCkpiR09epQdOXKEJSYmSv24J0+eMEdHR8n1atWqFbrf0NBQqueR5/6lqGbPZgzgf9XZpk38dRgwgDGxWOhoSEURixnr3Zu/99u3Cx2NsKZN46/Djz8KHYkw1On4T4P0SklbWxsHDx7ExIkTK2xWPyJ/ixcvxh9//IGpU6di/PjxQofziZs3bxa6nt/y++zZMzx79gyNGjUq9XOampri+fPnMDMzw/Pnz2FiYiKTWFXN2rW8tWzoUF4bWJ0FBAAJCby6Re3avDWZqDbGgIkT+eyQv/zC++Oqs8WLgefPgVmz+BiEIUOEjojICyXIZWBkZIQtW7YAALKyshATEwM7OzuBoyLlYWxsjG+++UZhB6pNnjwZAJCZmYmwsDC4urqCMYbIyEi4u7tLqlqUhp+fH7Zs2YIZM2Zgy5Yt6Nq1q6zDVnoHDwKjR/NTq2vXqvaAPGl9/z0QH89Le9WuDUyYIHRERJ5+/hlYuZInyf8dhtSahgawYQPw8iUv/WZqyqu8EBUkdBO2PFTkKYChQ4eyGjVqsMjIyApbJ5Gdp0+fSv7Py8ursPWW9TPavXv3Qp+127dvs549e372cX379mW1atViWlpazNzcnK1fv54lJSUxb29vZmtry9q2bcuSk5PlGruyuXiRscqVGWvWjLF374SORrHk5jLWowc/1bxrl9DREHnZupW/x337Upeaj719y1jjxozp6jJ25YrQ0VQcdTn+M8aYiDHV62pekXOFR0dHo1WrVsjIyMDx48fRrFmzClkvKb/FixdjwYIFuHLlClxcXCp03WX9jDo6OuLOnTufvU2eKnL/Esrdu3zaWRMTPkOesbHQESmezEygfXs+vfbJk0CbNkJHRGTpn3/4mZNWrfgMeVIUy1E7L1/y40RKCh/AW7++0BHJnzoc//NRFYtyqlu3LkJCQlCjRg20bdsWp/LrQBGFxRjDnDlz8MMPP6B79+5K1ZfcxcUFw4YNQ3BwMIKDgzF8+PAKT+5VXVwc0KEDoKPDkwRKjoumowMcOsQnUujWDbh1S+iIiKyEhQE9ewKOjrybESXHRTM15T8ONTQAX1/gxQuhIyKyRAmyDFhbWyMkJAT16tXD4MGDkZGRIXRIpBjZ2dkICAjAggULMHjwYGzduhVaSjRH8KZNm+Do6IgVK1ZgxYoVcHBwwKZNm4QOS2WkpAAdO/K/J04AClrtT2HkT8lbtSp/3WJihI6IlFd0NO9TW7Mm3weqVhU6IsVma8tb2BMT+T7w9q3QERFZUZ7MQMGZmpoiODgYsbGx0NXVRV5eHkQikWRCB6IY1q1bh61bt+J///sfZs2apXTvj46ODiZOnIiJEycKHYrKycwEunYFHjzgSZ+bm9ARKQcLC/56tWzJW94vXQJq1BA6KlIWr17xllCxmL+n/xXLIZ/h7g7s2wd06QL06MET5vyJRYjyogRZhgwNDWFoaAgAmDt3LqKjo7F+/Xro6ekJGxiBWCyGpqYmvvvuO9jb26Nt27ZCh1Qm1tbWRSb1jx8/FiAa1SEWA19/DVy4AOzcCXh7Cx2RcnF05FMQ+/jwfqtnzwJ02FMu6em85TghAQgKAqgwU+l06MCrWwwaxMsh/vUX73pBlBclyHJSpUoV7Nq1Cw8ePMDBgwfxxRdfCB2S2jp8+DCmT5+Oc+fOoVatWkqbHAMoNDgiMzMTe/fuxevXrwWMSPldvszLV125Avz6K9C3r9ARKacvv+QzjPXqxQfvdezIf2iow0xryu7iRV7nOzqa9yunseZlM3Ag/4Hx/ff8urMzn4qb9gHlRL9v5GTGjBk4fPgwHj58CHd3d5w4cULokNROTk4Opk6diq5du0JPTw9ZWVlCh1RuNWrUkFzMzc0xYcIEHDt2TOiwlFZoKP8Cu3IF0NKixKC8evTgPzYuXQJmzwbatuWvMVFcly/zCiQPHwKamtQ9prymT+c/Enfu5BPq0D6gvChBlqPOnTvj2rVrqFWrFrp3747nz58LHZLaiI2Nhbe3N3755ReMHDkSly5dQp06dYQOq9xu3rwpuYSFhWHt2rXIzc0VOiyl9eefQE4O/58xIDhY0HBUgpERn1CFMSAri15TRbdoEe9iBAB5efR+lZdI9GH8Au0Dyo26WMiZvb09rl27htDQUMn0wPHx8TA3Nxc4MtU2e/ZshIeHY/v27eivQnOjTi4wlZWWlhasra2xZ88eASNSXnfv8ulzRSLeV1Bbm7cmk/Lx8uIl4DIyeMKlry90RKQ4J0/yAWWamvw67QOy4e0N6Op+2AdsbISOiJQFTRRSwf7++2/07dsXM2fOxLRp01CZCkzKTGxsLLKzs1G3bl0kJiYiLS0NNgp6ZCrrZ/Tx48efbNOTJ09gbW0tq9A+S5H3L2klJwNNmgDv3vEppO/do76CshQaypOvrVuB1FTg2jVeDosojvv3gaZNAWtrYNky/h7RPiA7oaHAgQPAunVArVq8G9d/Y/iVmioc/6VFXSwqWPPmzdGtWzfMmTMHrq6uCKZzL+WWm5uLNWvWwNHREd999x0AoGbNmgqbHJdHr169pLqNFC8nh/cRjI8H/v6bT3Lx/feUGMiSpycwfz6vZqGhAfj58USZKIbXr3lJsvzJXtq2pX1A1jw9gZ9/5tVdHj/mg3+pN5xyoQS5gpmYmGDXrl04ceIEsrOz0aZNG0yaNEnosJRWUFAQGjVqhFGjRsHDwwN//vmn0CHJxf3797F//36kpqbiwIEDksvmzZuRmZkpdHhKgzFg7FjeJ3DdOhqUJ282Nrw+7MOHQL9+H/q6EuHk5AB9+gDPnvFZ8lRgaIZCa9UKWLOGz8o5darQ0ZDSoD7IAunQoQOioqKwcOFCyVTH2dnZyMzMRFWaukgqu3btQr9+/VCnTh3s27cPPXr0ULqJP6T14MEDHD16FCkpKThy5IjkdgMDA6xbt07AyJTLH3/wgXnTpwPffCN0NOrBywtYvRr49lv+uv/yi9ARqbeJE3nL/qZNQPPmQkejHoYOBaKigOXLec3wYcOEjohIhamgxo0bCx1CmaxcuZIZGxuz5cuXs8zMTKHDUUhPnjxhly5dYowx9u7dO7Zs2TL2/v17gaMqvbJ+Ri9fvizjSEpPWfev06cZ09RkrEsXxnJzhY5G/YwdyxjA2MaNQkeivv74g78HU6YIHYn6yclhzNeXsUqVGDt/Xuhoyk5Zj/9lQYP0FMiNGzcwbdo0BAUFwdLSEhMnTsSwYcNgYGAgdGiCe/z4MRYvXozNmzfD3t4ekZGRSt1aXNrP6NKlSzFt2jSMHTu2yO1euXKlLMMrkTLuXw8f8kF5Fha87ivtUhUvN5dPHnL+PHDuHNCihdARqZegID6Bi68v7xebX7mCVJyUFN6tKzmZD4qswLHVMqOMx/+yoj7ICqRx48Y4c+YM/vnnH1hbW2PSpEnw9/cXOixB3bp1C/3794ednR22bt2Kb7/9FsePH1fq5LgsGjRoAIAfnBo3bvzJhRQvJYUPSNLU5IkBJcfC0NIC9uwBrKyA7t2Bp0+Fjkh9PHrEB6ba2fEJLCg5FoahIXDkCO+L7+cHpKUJHREpCfVBVjAikQjt27dH+/btcfXqVcntCQkJmDJlCgYPHoy2bdtCQ4UneX///j3EYjEMDAxw//59HD9+HGPHjsXkyZPVtn50ly5dAACDBg0SOBLlkpvLR49HR/N+l8rYYqNKqlfnCULTpjxBuHSJ6iTLW2oqf61FIv4DURWHuOTk5CAuLk5pBiyfPQu8fAncvAnUrMnfG0Wjo6MDCwsLVKpUSehQBEMJsgJr2rSp5P+oqCicPHkSO3fuxBdffIGAgAAEBARUaP1becrNzcW5c+ewa9cu7N+/H1OnTsXMmTPRo0cPdO7cGVWqVBE6REF16dKlxFbzw4cPV2A0ymPqVD56fN06PpqcCM/Ojrckd+zIB0ru389LwRHZE4t59ZCHD4FTp4C6dYWOSD7i4uJgYGAAKysrpTm7+OoVryRStSrv+qVIGGNITk5GXFycyuQYZUEJspJo3749EhIScOjQIWzcuBELFizAwoULkZiYiOrVqyM1NRVVq1ZVmoNDPsYYJk+ejO3bt+PVq1cwMDBAt27d0LZtWwBApUqV1PoXbL4pU6YIHYLSWb+ejxofP55GjSua9u2BX38FJkwA5swBfvxR6IhU0/TpwIkTfDKcNm2EjkZ+MjMzlSo5BnjLcUYG8OIFn3WvRg2hI/pAJBKhRo0aSExMFDoUQVGCrER0dHTg7+8Pf39/PHv2DBcuXED16tUB8MkioqOj0aVLF3h5eeHLL7+EsbGxwBF/6vHjx/jnn3/w6NEjLFu2DCKRCLGxsWjVqhX69u2LTp06QVdXV+gwFU7r1q0l/2dnZ+P+/fsQiUSws7ODtrZ2uZ7bysoKBgYG0NTUhJaWltIPwAgN5SWsNm7kiRiVFVNM48bx0lcLFwKVKn2Y5pgmqyi/0FA+O97+/cCYMbzEnqpTpuQY4N0qLC2BzEwgJoZPSZ2by8dIKEK3I2V7PeVCqPIZe/bsYQ4ODkwkErHr168Xu9yJEydY/fr1Wd26ddnixYulem51KkOSb+PGjaxTp05MR0eHAWAA2JAhQyT3R0VFCVY67vjx46xXr17M0tJSEpu1tbWkPFteXp4gcQmprJ/Ro0ePMgsLC9a6dWvWqlUrZmlpyY4fP16uWOrUqcMSExOlXl6R96/LlxnT0eGlrEQixv75R+iISEmyshhzdeXvl4YGY7q6/D0kZXf5MmOVK394TS9cEDoi+bt7967QIZRZTg5jERGMXb/OLzduMJaWJnRUXFGvqyIf/2VNsBZkJycnHDhwAN+W8NNWLBZj9OjROH36NCwsLODh4QE/Pz/JxBrkg8GDB2Pw4MHIyspCWFgYLl68CCsrKwBAWloanJycoKmpCTs7Ozg7O8POzg5fffUVmjRpArFYjHfv3pV5gpLk5GRcvXoVjx49wsOHDyWXM2fOwNraGk+ePMHNmzfRvHlztGjRAr6+vqhXr57kFyr9UpXe5MmTce7cOdja2gIAoqOj8dVXX6Fjx44CR6YYjh3jLTIA79d64wZvRSaKSVsb6NwZuHWLt6BlZ/NZDqkVuez27AGysvj/IhEQEgJ8+aWwMakDTU1NODs7Izc3F9bW1ti2bRsMDQ0/+zgtLT549dUrfv3Qoc149iwMmzatkm/A5LMES5Dzy1aV5Nq1a7C1tYWNjQ0AoG/fvjh06BAlyCWoXLkyWrRogRYFioxqampi165duH37NiIjI3H16lXs2bMHxsbGaNKkCR48eABHR0fo6OhAX19fclm0aBG6dOmC8PBwfPfdd8jNzUVubi7evXuHxMRE7N69Gx06dMDFixfRvXt3AEDVqlVRr149eHh4ICMjAwAwcuRIjBo1SpDXQ9UYGBhIkmMAsLGxKXed7PzKKSKRCN9++y1GjBhR3jAF8e4dnzoX4Mlx/il7oti++op3B8jM5Emyi4vQESmvhARexg3gpdxoH6g4urq6iIiIAMCrDa1evRozZ86U6rFGRkBiIpA/KwUNu1EMCt0HOT4+HpaWlpLrFhYWhUqfFRQYGIjAwEAAUPuO5R/T09OT9F3Ol5OTA7FYDAAwMjLC0qVLkZiYiPT0dMklv0W5UqVKMDIygpaWFrS0tKCrq4uaNWuidu3aAICWLVsiJCQE9erVQ82aNT9pEaYWYtlxd3dHp06d0KdPH4hEIuzduxceHh44cOAAAKBHjx6lfs6QkBCYm5vj1atX8PHxgb29PVp9VPJB0fev3FzA3x+4fx9YvJh/0VB/VuXg6cknsdi2jfcbnzuXVxyhetWlk5ICdOjAfyhu2gQ8f077QElCQ/nZCnm8Rp6enoiMjATAz/KNHj0aiYmJ0NPTw7p162Bvb48jR47gxx9/RHZ2NmrUqIHAwO0ATAHwwXuMKWb5N3Ui1wS5Xbt2ePHixSe3L1y4EF27dpXpukaMGCFp+XJ3d5fpc6uigtUhatWqhalTpxa7rJOTE06cOFHs/cbGxgo5IFAVZWZmwtTUFOfPnwcA1KxZExkZGThy5AhEIlGZEuT82tImJibo3r07rl279kmCrMj7F2N8ENKxY8CaNcB33wkdESktT09++eoroGtXPqnFkSO8BZR8XlYWn3zl3j3g+HHAx0foiIQzYQLwX0NusVJTgchIfsZCQ4OftahWrfjl3dx4RRxpiMVinD17FkOHDgXAj51r165FvXr1cPXqVYwaNQpBQUFo2bIlrly5ApFIhPXr12P16qVYtmwZjIz4+/jsGfDFF5QkC0muCfKZM2fK9Xhzc3PExsZKrsfFxantRBGEAMCmTZtk+nzv3r1DXl4eDAwM8O7dO5w6dQpz5syR6Trkbe5c3vI4ezYlx8ruq6+AwEBg6FB+2bKFaiR/Tl4eMHAgbw396y/1To6llZrKXzeA/01NLTlBlkZGRgbc3NwQHx+PBg0awMfHB+np6bh8+TJ69+4tWS7rvw7icXFx8Pf3x/Pnz5GdnS2pN1ytGqCnx7tcaGsDZmbli4uUnUJ3sfDw8MDDhw/x5MkTmJubY9euXdixY4fQYREimCdPnuD3339HTEwMcnNzJbeXdaKQly9fSvqP5+bmon///ujQoYNMYq0Ia9cCCxbwZGr+fKGjIbIwZAjvSzt7NlC7NrBkidARKS7GgIkT+cC8n38GBgwQOiLhSdPSGxoKtG3LB4VqawPbt5e/m0V+H+T379/D19cXq1evRkBAAAwNDSV9kwsaO3YsJk2aBD8/PwQHB2PevHmS+6pU4f2S4+N5f2Q6QSsMwRLkgwcPYuzYsUhMTMRXX30FNzc3/PPPP0hISMCwYcNw/PhxaGlpYdWqVfD19YVYLMaQIUPg6OgoVMiECK5bt24YOnQounTpIpPpxm1sbHDr1i0ZRFbx/v4bGD2atzquXUunIlXJzJk8SV66lCfJ48cLHZFi+vlnYOVKniRPnix0NMrD05NP9yyPPsh6enpYuXIlunXrhlGjRsHa2hp79+5F7969wRhDZGQkXF1dkZqaKjkjvmXLlkLPIRIBVlZ8bEVMDE+Sy9vCTUpPsAS5e/fukpargmrXro3jx49Lrnfq1AmdOnWqyNAIUVg6OjoYN26c0GEI7tIlPoWuhwewezcvlURUh0gE/P47n2Vs4kR+mrlPH6GjUizbtvGZ8vr25ZPh0A/E0snv9y4PDRs2hIuLC3bu3Int27dj5MiR+PHHH5GTk4O+ffvC1dUV8+bNQ+/evVG9enV4e3vjyZMnhZ5DQ4NPDf7gARAdzador1JFPvGSookYyy8sojrc3d2VfjYwotrK+hndsWMHHj58iPbt26Ny5cqS2xs1aiTL8Eok9P519y7QsiWfqvXSJTr9qMoyMngd62vXgJMnVXu65NI4dYqfOWnVig/KK3AoUEv37t2TqnSsMsrJ4dV5xGLA3h7Q0am4dRf1ugp9/K9I1O5CiBK5ffs2tm3bhqCgIEkXC5FIhKCgIIEjqxhxcbyUVeXKPGGi5Fi16eoChw/zH0TdugEXL1Kd5Bs3gB49AEdHXvdb3ZNjVVepElCvHk+SHz7kSTLVSa4YlCATokT27t2Lx48fQ1sN61+lpAAdO/K/Fy4A/w36JiquenX+Y8jTk/84Cg0F6tQROiphREcDnTrxH4YnTgBlnPyUKBkdHZ4kP3jAk2Q7Oz4RDJEvKqBDiBJxcnJCSkqK0GFUuMxMXh/3wQPeaubmJnREpCJZWvIkOSODJ8nJyUJHVPFevQJ8ffmp9n/+ofJf6qZKFd4n+f17/kMpv0wdkR9qQSZEiaSkpMDe3h4eHh6SPsgikQiHDh0SODL5CQkBRo4EoqKAHTt4eSaifpycgEOHeJ9kLy8+mUj79uoxU9zZs8CgQbw27vnzvAWRqJ9q1Xh1i5gY4NEjPtukgQGgry90ZKqJEmRClMj8AsV+GWO4ePEidu3aJWBE8hUcDLRrx1vNKlXiXw5EfbVqxSeG+eEH/oNpyRKePKpyknzyJB+Ql5fHa/aq3rB6UhrGxnw68cRE4O1bXu2ifn1KkuWBulgQokRat26NqlWr4ujRowgICEBQUBC+U9Hp4xITgYAAnhwDPEEIDhYyIqIo8kuAZ2QA+/cLG4s8/fsvn/wj/3S6WEz7ACk8BXv+TIBE9ihBJkQJ/Pvvv5g/fz7s7e0xduxYfPHFF2CM4dy5cxg7dqzQ4cnc/ftAs2bA8+f8y0BTk//18hI6MiI0Ly9euSE/SV6/npf7UzXnz/N9IC+Pby/tA4pNvwKacJs3bw6Ad6soOE9UcjIfp0Fki7pYEKIE7O3t8eWXX+Lo0aOwtbUFAPz2228CRyUfQUFAz548GTh/np9SlseMV0Q5FZwFrW5dYNYswNsb2LyZTx6jCrZsAYYPB2xtgaNHgZcvaR8gwOXLlwHw7hT16wNpafyHU0ICb1SoW5cnz5+Tm5sLLZpd6bOoBZkQJXDgwAGYmZmhTZs2GD58OM6ePQsVnOMHmzbxkfq1awNXr/IWNE9P4PvvKTEgH+R/Jvr0Aa5c4df79wcWLFDuPrp5eTzhDwjg/a0vXwZsbGgfkIvQUGDxYv5XhoKDg9G6dWt07doVNjY2mDFjBrZv344mTZrA2dkZ0dHRAIAjR46gadOmaNiwIdq1a4eXL18CABITE+Hj4wNHR0cMGzYMderUQVJSEoAPrdTBwcHo3NkLY8f2QqtW9vjppwHQ1GT4919gxoz/wcPDA05OThgxYoTke8LLywsTJkyAu7s7Fi5cCGtra+Tk5AAA3r59W+g64egnBCFKoFu3bujWrRvevXuHQ4cOYfny5Xj16hVGjhyJ7t27o3379kKHWC75icHixYCPD7BnD2BoKHRURBkYGfGZ5YYPB+bM4XVi161Tvgk0MjKAwYP51OnDhgF//EETQpTJhAlARETJy6SmApGR/MCjocFnn6lWrfjl3dyA5culDuHWrVu4d+8ejIyMYGNjg2HDhuHatWtYsWIFfv/9dyxfvhwtW7bElStXIBKJsH79eixduhTLli3D/Pnz4e3tje+//x4nT57Ehg0bilxHeHg47ty5g9q1a6NFixZITr4EM7OW8PEZg3Hj5sDMDBg48BscPXoUXbp0AQBkZ2dLZsGLiYnBsWPH0K1bN+zatQs9evRAJfrAFUItyIQokSpVqqB///44cuQI4uLi0LBhQyxZskTosMolIwPo25cnxyNGAMeOUXJMSkdbm3ex+PFHYNs2/iNLmWolv3rFyxfu3g0sXQoEBlJyLFepqR9GPsphlJuHhwfMzMxQuXJl1K1bV9KA4ezsjJiYGABAXFwcfH194ezsjJ9//hl37twBAISEhKBv374AgA4dOqB69epFrqNJkyawsLCAhoYG3NzcEBcX899kIufQvn1T2Ns7IygoSPK8AODv7y/5f9iwYdi0aRMAYNOmTRg8eLBMXwNVQC3IhCip6tWrY8SIERgxYoTQoZTZy5d8ApBr14BffgEmTQJEIqGjIspIJAJmzuT9MAMCePecY8d4X01Fdvcu0Lkz8OIFr8jRo4fQESk5aVp6Q0P5L5LsbP7ravt2mfZfqVzg9IWGhobkuoaGBnJzcwEAY8eOxaRJk+Dn54fg4GDMmzevzOvQ1NREbm4usrMzMX/+KBw7FgbAEps3z8O7dx9G71WpUkXyf4sWLRATE4Pg4GCIxWI4OTmVYUtVG7UgE0IEcecO0LQpP9N54AAweTIlx6T8+vblAz1TUnjOc/680BEV78wZoHlzPjva+fOUHFeY/JGeCxYIVkg7NTUV5ubmAIAtW7ZIbm/RogX27NkDADh16hTevHkj9XNm/lfKwtHRGCYm6ThxYh+SkoqvcDFw4ED079+fWo+LQQkyIaRChYYCQ4YATZoAWVnAhQtAt25CR0VUSfPmfJCniQnvbjFnjlzGY5VZaChPhn19+TTaV68CHh5CR6VmBB75OG/ePPTu3RuNGzeGsbGx5Pa5c+fi1KlTcHJywt69e1GrVi0YSFOaAoChoSGGDx8OJycn9OvnC09PDzAG3LsH5OQASUlAevqH5QcMGIA3b96gn6qUf5ExEVPBofDu7u6SjuiEKCJl/oyWJ/bQUKB1a36wFol4yzElx0ReUlJ4ghwWxj9vlSvz1mUhq0Hs3s0n/xCL+fiwf/7hs0WSsrt37x4aNGggdBgykZWVBU1NTWhpaSE0NBQjR45ExOcGHZb4fMCDB7w3CVB45r19+/bh0KFD2LZtW5GPLep1VebvrtKiFmRCSIUJDv4wM56GBm/ZIEReDA15H3eRiJd/y8wEvv0WuHGj4mO5do3X9+7b98M+IBIB169XfCxEcT179gweHh5wdXXFuHHjsG7dunI9X+XKQI0aH67n5fH6yWPHjsWMGTMwe/bsckasuihBJoRUmPxZ0GhWMFJR2rYFdHT4Z05LC4iOBtzdeavtqVPyrZvMGHD8OP+cN23KW68HDvwQD+0D5GP16tVDeHg4bt26hevXr8NDBn1vqlX7MPOehgafTOT333/Ho0ePUF/RR7EKiBJkQtTcyZMnYWdnB1tbW/z0009yXZcCjI0haqbgZ+7CBT7r2NKlvHqEry/QqBGwcyfwX3EBmcjJ4eXmXFyAr77iSfmyZcCzZ3yWvKAg2gdkTQV7i8pM/sx75uYfuld8Dr2e1AeZEEEoymdULBajfv36OH36NCwsLODh4YGdO3fCwcGh2McoSuyElEdWFq/u9fPPfJpeKyteZnDIEKBANaxSSU8H1q8Hfv0ViI0FHB2BadN4twptbZmGTwp48uQJDAwMUKNGDYioFE65McaQnJyMtLQ0WFtbF7pPnY7/VAeZEDV27do12NrawsbGBgDQt29fHDp0qMQEudxCQ3lnZC8v6ZrP1G15RYxJBZevXJknwwEBwNGjwJIlwLhxwPz5wCTPUDgmBkPD2wum3T7//M8PhOLVnmDsfumFs+890aoVsGYN0LHjh1PbQm+vKi9v8eIF4h49QmLNmtJNoZiVxTuk6+hIP+ViaR+j5Mvr6OjAwsLi88+rwihBJkSNxcfHw9LSUnLdwsICV69eld8KQ0OBVq34+Wxppngt7ZSwyr68Isak4strAPAD4FcJSHUDXvybCtujkdBAHvKuauDWYhe8RfHPXxWp6Ay+/BBo4LWlC2qKqgE/g18UbHtVcflKkZGwpn3y88szxhNk6tsjFeqDTAj5rMDAQLi7u8Pd3R2JiYllf6KCZSykmeK1tFPCKvvyihiTGi1frRpgUjkVGsiDCIAIebDQT4WzM4q9WOgXXl4rXXm2l5ZXs32SMV7vLTi45OUJx1RQ48aNhQ6BkBIpymf08uXLrH379pLrixYtYosWLSrxMeWK/fJlxnR1GdPU5H8vX6blFT0mNVs+8s/L7B10WTY02Tvossg/Zbu8om0vLU/7ZGkoyndXRaBBeoQIQFE+o7m5uahfvz7Onj0Lc3NzeHh4YMeOHXB0dCz2MeWOXcH6Lyrc8ooYk5otfzswFMn7g1GjpxecR8h+eUXbXlpeCooWU0VscxEU5burIqhkgmxsbAwrK6tCtyUmJqJmzZrCBCQFRY5PkWMDlDO+mJgYJCUlCRRRYcePH8eECRMgFosxZMgQzJw5s8Tli9q/SkvR3zNZU7ftBdRvm2l7VZ+6bbOif3fJm0omyEVR9F89ihyfIscGUHzKSN1eE3XbXkD9tpm2V/Wp2zar2/Z+jAbpEUIIIYQQUgAlyIQQQgghhBSgNgnyiBEjhA6hRIocnyLHBlB8ykjdXhN1215A/baZtlf1qds2q9v2fkxt+iATQgghhBAiDbVpQSaEEEIIIUQalCATQgghhBBSgMomyHv37oWjoyM0NDRKLFNy8uRJ2NnZwdbWFj/99FOFxff69Wv4+PigXr168PHxwZs3b4pcTlNTE25ubnBzc4Ofn59cY/rca5GVlQV/f3/Y2tqiadOmiImJkWs8pY1v8+bNqFmzpuT1Wr9+fYXFNmTIEJiYmMDJyanI+xljGDduHGxtbeHi4oKbN29WWGyKRqh9TihWVlZwdnaGm5sb3N3dhQ5HLor6/Et7jFNGRW3vvHnzYG5uLjn+HD9+XMAIZSs2NhZt2rSBg4MDHB0dsWLFCgCq+x4Xt72q+h5nZmaiSZMmcHV1haOjI+bOnQsAePLkCZo2bQpbW1v4+/sjOztb4EgrmGBz+MnZ3bt32f3791nr1q3Z9evXi1wmNzeX2djYsOjoaJaVlcVcXFzYnTt3KiS+qVOnssWLFzPGGFu8eDGbNm1akctVqVKlQuKR5rVYvXo1+/bbbxljjO3cuZP16dOnQmKTNr5Nmzax0aNHV1hMBZ0/f57duHGDOTo6Fnn/sWPHWIcOHVheXh4LDQ1lTZo0qeAIFYOQ+5xQ6tSpwxITE4UOQ66K+vxLe4xTRkVt79y5c9nPP/8sYFTyk5CQwG7cuMEYY+zt27esXr167M6dOyr7Hhe3var6Hufl5bG0tDTGGGPZ2dmsSZMmLDQ0lPXu3Zvt3LmTMcbYt99+y/744w8hw6xwKtuC3KBBA9jZ2ZW4zLVr12BrawsbGxtoa2ujb9++OHToUIXEd+jQIQwaNAgAMGjQIPz9998Vst7iSPNaFIy5V69eOHv2LFgFjfEU8r2SRqtWrWBkZFTs/YcOHcLAgQMhEonQrFkzpKSk4Pnz5xUYoWJQ9PeRlE1Rn39FO8bJ0uf2d1VjZmaGRo0aAQAMDAzQoEEDxMfHq+x7XNz2qiqRSAR9fX0AQE5ODnJyciASiRAUFIRevXoBUK33V1oqmyBLIz4+HpaWlpLrFhYWFbYTvHz5EmZmZgCAWrVq4eXLl0Uul5mZCXd3dzRr1kyuH05pXouCy2hpaaFatWpITk6WW0yljQ8A9u/fDxcXF/Tq1QuxsbEVEps0hPysKRJ1fB1EIhHat2+Pxo0bIzAwUOhwKoy0xzhVsmrVKri4uGDIkCEq093gYzExMQgPD0fTpk3V4j0uuL2A6r7HYrEYbm5uMDExgY+PD+rWrQtDQ0NoaWkBUI9j9ceUOkFu164dnJycPrkoSouUtPGJRCKIRKIin+Pp06cICwvDjh07MGHCBERHR1dE6EqpS5cuiImJQWRkJHx8fCQtG4QIKSQkBDdv3sSJEyewevVqXLhwQeiQKlxJxzhVMXLkSERHRyMiIgJmZmaYPHmy0CHJXHp6Onr27Inly5ejatWqhe5Txff44+1V5fdYU1MTERERiIuLw7Vr13D//n2hQxKcltABlMeZM2fK9Xhzc/NCrYxxcXEwNzcvb1gSJcVnamqK58+fw8zMDM+fP4eJiUmxMQKAjY0NvLy8EB4ejrp168osxoLr+dxrkb+MhYUFcnNzkZqaiho1asg8lrLGVzCWYcOGYdq0aRUSmzTk/VlTFur4OuRvn4mJCbp3745r166hVatWAkclf9Ie41SFqamp5P/hw4ejc+fOAkYjezk5OejZsycGDBiAHj16AFDt97i47c2niu8xABgaGqJNmzYIDQ1FSkoKcnNzoaWlpRbH6o8pdQtyeXl4eODhw4d48uQJsrOzsWvXLrlXisjn5+eHLVu2AAC2bNmCrl27frLMmzdvkJWVBQBISkrCpUuX4ODgIJd4pHktCsa8b98+eHt7V1iLgTTxFezTe/jwYTRo0KBCYpOGn58ftm7dCsYYrly5gmrVqklOTaoTIfc5Ibx79w5paWmS/0+dOlVspRNVI80xTpUUPP4cPHhQpd5nxhiGDh2KBg0aYNKkSZLbVfU9Lm57VfU9TkxMREpKCgAgIyMDp0+fRoMGDdCmTRvs27cPgGq9v1ITdoyg/Bw4cICZm5szbW1tZmJiwtq3b88YYyw+Pp517NhRstyxY8dYvXr1mI2NDfvxxx8rLL6kpCTm7e3NbG1tWdu2bVlycjJjjLHr16+zoUOHMsYYu3TpEnNycmIuLi7MycmJrV+/Xq4xFfVazJ49mx06dIgxxlhGRgbr1asXq1u3LvPw8GDR0dFyjae08c2YMYM5ODgwFxcX5uXlxe7du1dhsfXt25fVqlWLaWlpMXNzc7Z+/Xq2Zs0atmbNGsYYHyU8atQoZmNjw5ycnIqtrKIOhNrnhBAdHc1cXFyYi4sLc3BwUNntLerzX9wxThUUtb1ff/01c3JyYs7OzqxLly4sISFB6DBl5uLFiwwAc3Z2Zq6urszV1ZUdO3ZMZd/j4rZXVd/jW7duMTc3N+bs7MwcHR3Z/PnzGWP8+OXh4cHq1q3LevXqxTIzMwWOtGLRVNOEEEIIIYQUoNZdLAghhBBCCPkYJciEEEIIIYQUQAkyIYQQQgghBVCCTAghhBBCSAGUIBNCCCGEEFIAJchqTlNTE25ubnByckKXLl0ktRBLa/PmzRgzZoxsgyOEEBlauHAhHB0d4eLiAjc3N1y9elVu6/Ly8kJYWJjcnp8QIl+UIKs5XV1dREREICoqCkZGRli9erXQIRFCiMyFhobi6NGjuHnzJiIj/9/encdFVe4PHP+MbKKAuOECJC64AIoiinQNNTNLSzM1s0UtU8v6lZX3Wnkrb+W1xWubddU2Lctuq6alleZGEUooKhhqggIKqLiAIuv5/fE4A6jADNuZA9/36zUvZs7MnPMMX87wnWee5/vsYePGjfj6+urdLCGEnZIEWViEh4eTlpYGwF9//cVNN91E3759ue666yzrsq9du5awsDD69OnDDTfcQEZGhp5NFkIIqxw/fpxWrVrh4uICQKtWrWjfvj0vvPAC/fr1IygoiOnTp2NeGmDw4ME8/vjjhIaG0qNHD3bu3Mntt9+Ov78///znPwFITk6me/fu3H333fTo0YNx48Zx4cKFK479008/ER4eTkhICOPHjycnJ6fuXrgQokokQRYAFBUVsWnTJsuyv9OnT+ftt9/mjz/+YOHChcycOROAgQMH8vvvv7Nr1y7uvPNOXn31VT2bLYQQVrnxxhtJSUmha9euzJw5k61btwLwyCOPsHPnTvbt20dubi7r1q2zPMfZ2ZmYmBgefPBBRo8ezTvvvMO+fftYvnw5p06dAiAxMZGZM2eyf/9+PDw8ePfdd8sc9+TJk7z00kts3LiR2NhYQkNDWbRoUd29cCFElTjq3QChr9zcXHr37k1aWho9evRg2LBh5OTk8NtvvzF+/HjL4/Ly8gBITU1lwoQJHD9+nPz8fDp27KhX04UQwmpubm788ccfbN++nc2bNzNhwgRefvll3N3defXVV7lw4QJZWVkEBgZy6623Alg6DHr27ElgYCDt2rUDoFOnTqSkpODp6Ymvry9/+9vfALjnnnt46623mD17tuW4v//+OwkJCZbH5OfnEx4eXpcvXQhRBZIgN3DmMcgXLlxg+PDhvPPOO0yZMgVPT0927959xeP/7//+jyeeeIJRo0axZcsW5s2bV+dtFkKIqnBwcGDw4MEMHjyYnj17snTpUvbs2UNMTAy+vr7MmzePixcvWh5vHo7RqFEjy3Xz7cLCQgBMJlOZY1x+W9M0hg0bxqpVq2rrZQkhaoEMsRAANGnShLfeeov//Oc/NGnShI4dO/Lll18C6g0+Li4OgLNnz+Lt7Q3AihUrdGuvEELYIjExkYMHD1pu7969m27dugFqPHJOTg5fffWVzfs9evQoUVFRAHz22WcMHDiwzP0DBgzg119/5dChQwCcP3+eAwcOVPVlCCHqiCTIwqJPnz706tWLVatW8emnn/LBBx8QHBxMYGAga9asAWDevHmMHz+evn370qpVK51bLIQQ1snJyWHy5MkEBATQq1cvEhISmDdvHtOmTSMoKIjhw4fTr18/m/fbrVs33nnnHXr06MHp06d56KGHytzfunVrli9fzsSJE+nVqxfh4eGWSc9CCPtl0sxTdoUQQghhteTkZG655Rb27dund1OEEDVMepCFEEIIIYQoRXqQhRBCCCGEKEV6kIUQQgghhChFEmQhhBBCCCFKkQRZCCGEEEKIUiRBFkIIIYQQohRJkIUQQgghhChFEmQhhBBCCCFKkQRZCCGEEEKIUiRBFkIIIYQQohRJkIUQQgghhChFEmQhhBBCCCFKkQRZCCGEEEKIUiRBFkIIIYQQohRJkIUQQuji6aef5o033rD5ef379yc+Pr7mGySEEJdIgiyEqDY/Pz9cXV1xc3OzXI4dO6Z3s+pc6d9D27ZtmTJlCjk5OXo3q86dPn0ak8lEUlJSme2PPvoo06ZNA+DEiRN8/PHHzJgxw+b9z549m+eee65G2iqEEFcjCbIQokasXbuWnJwcy6V9+/Zl7i8sLNSpZXXL/HvYvXs3u3btYsGCBXo3qc7t3r0bNzc3/Pz8ymzfu3cvvXv3BmD58uWMGDECV1dXm/c/atQoNm/eTHp6eg20VgghriQJshCi1vj5+fHKK6/Qq1cvmjZtSmFhIceOHWPs2LG0bt2ajh078tZbb5V5zq5duwgJCcHd3Z0JEyZw55138s9//hMAk8nEoUOHLI+dMmWK5T6gwn37+fmxcOFCevXqRbNmzZgwYQIXL1603J+SksLtt99O69atadmyJY888ggAr732GmPHji3TxkcffZTHHnuswtfetm1bhg8fzu7du8tsr6iNr7zyCt7e3ri7u9OtWzc2bdpkafuCBQsICAigefPm3HfffWXavn//fgYPHoynpyeBgYF89913Vr/u8o5ZWZwqsnv3bgICAjCZTGW2x8fH06dPHwDWr1/PoEGDytyfnZ2Nj48PW7ZsKbM9NTUVk8nEqVOnAGjcuDF9+/blxx9/tLpNQghhC0mQhRC1atWqVXz//fecOXOGRo0aceuttxIcHExaWhqbNm3ijTfesCQ6+fn53Hbbbdx7771kZWUxfvx4vv76a6uOU1xcXOG+Ab744gs2bNhAUlISe/bsYfny5QAUFRVxyy230KFDB5KTk0lLS+POO+8E4J577mHDhg2cOXMGUD3hn3/+OZMmTaqwPampqaxfv54uXbpY1cbExEQWL17Mzp07yc7O5scffyzTA/vpp5/y448/8tdff3HgwAFeeuklAAoKCrj11lu58cYbyczM5O233+buu+8mMTGx0tdd3jGt+V1WZNeuXQQFBZXZlpGRwalTp+jVqxegepO7detW5jH/+c9/CAwMZPDgwWW2e3t707RpU/bu3WvZ1qNHD+Li4qxqjxBC2EoSZCFEjbjtttvw9PTE09OT2267zbL90UcfxdfXF1dXV3bu3MmJEyd47rnncHZ2plOnTkybNo3PP/8cgN9//52CggJmzZqFk5MT48aNo1+/flYdv7J9m9vSvn17WrRowa233mrp3d2xYwfHjh3jtddeo2nTpjRu3JiBAwcC0K5dOyIiIvjyyy8B2LBhA61ataJv377l/h7c3d3x9fXFy8uLf/3rX1a10cHBgby8PBISEigoKMDPz4/OnTtbnvvII4/g6+tLixYtmDt3LqtWrbL8znJycnjqqadwdnbm+uuv55ZbbrHcX9HrLu+Y1vwuK7J7925WrVpFq1atLJfu3bvTpUsX3NzcADhz5gzu7u6W5xQVFfHf//6XBx54AFBjlA8fPgyobw4cHR3Jzc21PN7d3d3yoUUIIWqao94NEELUD6tXr+aGG264Yruvr6/l+pEjRzh27Bienp6WbUVFRVx33XWA+lrf29u7zFfzHTp0sOr4le0b1LAHsyZNmlgmEqakpNChQwccHa/+ljh58mT++9//Mm3aNFauXMm9995bbjvMv4etW7dy1113cfLkSUubKmpjly5deOONN5g3bx7x8fEMHz6cRYsWWcZyl/49dujQwdL2Y8eO4evrS6NGjcrcn5aWVunrLu+Y1vwuy5OXl8f+/fv54osvyny4effdd/nrr78st5s3b052drbl9r59+8jMzGT48OEALFq0CE3TePnll8nNzSU7OxsvLy/L47Ozs8u0TwghapL0IAshalXpZNfX15eOHTty5swZyyU7O5sffvgBUL21aWlpaJpmec7Ro0ct15s0acKFCxcst0tP0qps3xXx9fXl6NGj5U4kvO2229izZw/79u1j3bp13H333ZXuc9CgQUyZMoXZs2db3ca77rqLyMhIjhw5gslkYs6cOZbnpqSklPmdmBPn9u3bk5KSQnFxcZn7vb29K21jeceszu9y3759FBcXM2zYMHx8fCyXgwcPWsYfA/Tq1YsDBw5YbqelpdG8eXM8PDwA1VNvToi3bt1K8+bNyzx///79BAcHW/UahRDCVpIgCyHqTP/+/XF3d+eVV14hNzeXoqIi9u3bx86dOwEIDw/H0dGRt956i4KCAr755ht27NhheX7v3r357LPPKCoqYsOGDWzdutXqfVfWrnbt2vHUU09x/vx5Ll68yK+//mq5v3HjxowbN4677rqL/v37c80111j1emfNmsXPP/9sGStbURsTExP55ZdfyMvLo3Hjxri6upbpFX7nnXdITU0lKyuL+fPnM2HCBADCwsJo0qQJr776KgUFBWzZsoW1a9daxlBXpLxjWvO7nDJlClOmTLlin7t27SIgIMAylMJs586dlgoWACNGjCgTvxYtWnDu3DmSkpJYtWoV+fn5JCQkcObMGebNm8esWbMsv4+LFy/yxx9/MGzYsMqDIIQQVSAJshCizjg4OLBu3Tp2795Nx44dadWqFQ888ABnz54FwNnZmW+++Ybly5fTokUL/ve//3H77bdbnv/mm2+ydu1aPD09+fTTT8uMda5s35W1a+3atRw6dIhrrrkGHx8f/ve//5V5zOTJk9m7d2+Fwysu17p1ayZNmsQLL7xQaRvz8vJ46qmnaNWqFW3btiUzM7NMibi77rqLG2+8kU6dOtG5c2dL9Q5nZ2fWrl3L+vXradWqFTNnzuTjjz+me/fulbavvGNa87tMSUnhb3/72xX73L179xXjxk+cOMGRI0fKJMiTJk3ihx9+sIwr7tevH3feeSe9e/fmgw8+4LvvvuO3337D39+fsLCwMr3pa9euZfDgwVeUEhRCiJpi0kp/lymEEHZmypQp+Pj4WKo26OXo0aN0796d9PR0yzCAuuLn58f7779/1THeesjPzyc4OJg9e/bg5ORU5f0888wzeHl5MWvWLJueFxYWxgcffHBFpQwhhKgpMklPCCEqUVxczKJFi7jzzjvrPDm2R87Ozuzfv7/a+/n3v/9dpedFR0dX+9hCCFERSZCFEKIC58+fp02bNnTo0IENGzbo3RwhhBB1QIZYCCGEEEIIUYpM0hNCCCGEEKKUejnEolGjRri6uurdDMPTNK1MDVth/yRmxiMxMyaJm/FIzKovNze3TM31+qxeJsiurq6cP39e72YYXnFxcZk6rML+ScyMR2JmTBI345GYVV/Tpk31bkKdkb8UUa74+Hi9myBsJDEzHomZMUncjEdiJmwhCbIo16lTp/RugrCRxMx4JGbGJHEzHomZsIUkyEIIIYQQQpRSL8u8NW3aVMYg14DTp0/TvHlzvZshbCAxMx6JmTFJ3IxHYlZ9DSm/kh5kUa7s7Gy9myBsJDEzHomZMUncjEdiJmwhCbIo1+HDh/VugrCRxMx4JGbGJHEzHomZsIUkyEIIIYQQQpQiCbIol5+fn95NEDaSmFln1y548UW9W6FIzIxJ4mY8EjNhC5mkJ8p17tw5PDw89G6GsIHEzDrmxbTs4d1PYmZMEjfjkZhVX0PKr+q8B/niRejfH4KDITAQnn9ebU9KgrAw6NIFJkyA/Hy1PS9P3e7SRd2fnFzXLW64YmNj9W6CsJHEzDominHlgt7NACRmRiVxMx6JmbBFnSfILi7wyy8QFwe7d8OGDfD77zBnDjz+OBw6BM2bwwcfqMd/8IG6feiQun/OnLpusRCivvmMu7hAw1kyVQghhG3qPEE2mcDNTV0vKFAXk0klzePGqe2TJ8Pq1er6mjXqNqj7N22yj69FGwKpF2k8ErNKFBbCmjXcyf8A+3gvkZgZk8TNeCRmwhaOehy0qAj69lW9wg8/DJ07g6cnOF5qjY8PpKWp62lp4Ot7qbGO0KwZnDoFrVqV3eeyZctYtmwZAAUFBWzZsgWATp064e7uTlxcHAAtW7YkMDCQbdu2XdqnIwMHDiQ2NpZz584BEBoaSkZGBikpKQD4+/vj4uLCvn37APDy8qJr165ERkYC4OLiQnh4ODExMeTk5AAQFhZGamoqaZdeSLdu3XBwcCAhIQGAtm3b0rFjR6KiogBwdXUlLCyM6OhocnNzAQgPDycpKYn09HQAAgICKCoqIjExEQBvb298fHyIjo4GwM3NjdDQUKKiosjLywNg4MCBHDhwgMzMTACCgoLIy8vj4MGDAPj6+tKmTRtiYmIA8PDwICQkhMjISAoLC9myZQsRERHEx8dblukMDg4mOzvbUjLHz8+PFi1aWL6+at68OcHBwWzduhVN0zCZTAwaNIi4uDhOnz4NQEhICFlZWSRfGjMjcapenAAiIiJo1KiR5W9f4nRZnPr0wRQYiHNaGmm0Zyxf8/Wx4xw8WPdxuvx8Onr0qMTJDs+nyt73zp07J3EyQJxKn09xcXESp2rGqaHQdZLemTMwZoyaTT5likqYAVJS4OabYd8+CApSwzB8fNR9nTtDdPSVCXJpDWkQeW3aunUrgwYN0rsZwgYSs1KKiuDHH2HHDpg3T22bPx8CA3EccwtFOFJUBI10ruUjMTMmiZvxSMyqr9L86v77Yd068PJSSRyo99/33oPWrdXtf/8bRoxQ1xcsUGNpHRzgrbdg+PBabb8tdP3X4OkJQ4ZAVJRKli99ICQ1Fby91XVvb5Uwg7r/7Flo2VKP1jY89bDASb0nMQPS09UbcOfOMHIkLF0Kl3p1mDsXbruNO/iCDQxHKyrWt61IzIxK4mY8ErM6MGWK6tW83OOPq4lnu3eXJMcJCfD55xAfr54zc6bq2LATdZ4gnzihkmGA3Fz4+Wfo0UMlyl99pbavWAGjR6vro0ap26Duv/76khJNonaZ5BdtOA0+Zt99p8ZkzZ2rEuQvvoAjR+Cy0k6d+Yvh/IRWrP8/zAYfM4OSuBmPxKwORERAixbWPXbNGrjzTlW9oWNHVa5sx47abZ8N6jxBPn5cJcO9ekG/fjBsGNxyC7zyCixapH4/p07B1Knq8VOnqttduqj7X365rlvccMlXUcbT4GJ24gS89ppKjAGuvRYeewwSE9WM3vHjwdn5iqdpqH+U9tCD3OBiVk9I3IxHYlZ9hYWFhIaGWi7muV+VWrxYJX733w+XxnqXmWQGZSeg2YE6n6TXq5daxepynTpd/YND48bw5Ze13y5xJfNkBmEcDSJmmgbbtqmhE19/rYqmP/KI+rqpVStYuLDSXRRf6huwhx7kBhGzekjiZjwSs+pzdHS0TJq02kMPwbPPqq//n30WnnwSPvywdhpYg3SpYiGMwTyjVxhHg4jZHXeo8VaenvDggzBjBgQE2LQLSw+yHSTIDSJm9ZDEzXgkZjpp06bk+rRpatgAlJ1kBmUnoNkBnedvCyFEBTRNzeJ94IGSiXb33AMffaS+invzTZuTY4ATtCYe258nhBDCRsePl1z/9ltVngzUt36ff66WTE5KgoMH1VLLdkLXMm+1Rcq81QxZt9546k3Mzp6FTz+FJUtg7161utD336sJIDXAPFcnN1cN49JTvYlZAyNxMx6JWfVVml9NnAhbtsDJk6rn+F//Urd371ZvvH5+anhcu3bq8fPnq+EWjo7wxhuqxq+dkARZlCs5ORk/Pz+9myFsUC9ilp6uZuWePw8hIWoIxcSJ4O5eY4cwJ8gXLoCra43ttkrqRcwaIImb8UjMqq8h5VcyxEKUy7yKkDAOQ8YsJ0cVkTcv5tG2LTzzDOzcCX/8AdOn12hyDDCRz/iVa9HOX6jR/VaFIWMmJG4GJDETtpAEWQihj7g4VRi+fXuVBH//fUmR+GeegdDQWjt0O45zLVFohfZTlF4IIYT9kARZlKtTp056N0HYyDAxe+st6N1bjT0bMwZ+/VXVeXRwqJPD21MdZMPETJQhcTMeiZmwhZR5E+Vyr+GvtUXts9uY7d+vJmbceisMHarK/BQXw6RJ1q+6VIPMCTJ2MAXDbmMmKiRxMx6JmbCF9CCLcsXFxendBGEju4pZXh6sWgWDBqlSbO++q4ZVgFoZaNYsXZJjsL+FQoTxSNyMR2ImbCE9yEKI2nHttRAbq5LhV16BKVPAy0vvVgFwnHb8ThgBJukjEEIIcSVJkEW5WrZsqXcThI10i1lBAaxZA198oeoXOznB009Ds2ZqSEUj+0pEv+QOvuQOzthBSVQ5z4xJ4mY8EjNhC6mDLMpVXFxMIztLbETF6jxmSUmqRNuHH0JGBlxzDfz0E3TrVndtqAJzHeTTp9WK1XqS88yYJG7GIzGrvoaUX8lfiijXtm3b9G6CsFGdxmz3bujcWQ2f6N9flWk7fNjuk2OAO/gfe+gJp07p3RQ5zwxK4mY8EjNhCxliIYSwTmoqvP8+uLio4RPBwfDaa3DHHeDrq3frbNKCLHqyjzMFBXo3RQghhB2SBFmUy9FR/jyMpsZjVlQEP/6oSrStW6fKot15p7rPZIInn6zZ49URSx1kO6hiIeeZMUncjEdiJmwhY5CFEOV74gl4/XVVfWLqVJg2DTp21LtV1TbDtJSlPEjW3jRaBLXXuzlCCGEIDSm/kjHIolyxsbF6N0HYqFoxKy6GjRth3DhVng3gvvtUZYqUFPj3v+tFcgwldZDtYaEQOc+MSeJmPBIzYQtJkEW5zp07p3cThI2qFLMTJ9RY4q5dYdgw2LJFVacA6NkTxo8HZ+cabafeUvHhZ26g2FH/1yXnmTFJ3IxHYiZsIQNyhGjICgogMFAlydddBy+8ALffDo0b692yWrWBm9nAzWRIWVQhhBBXIWOQRblycnJwc3PTuxnCBpXGLCsLPv4Ytm2Dr79WE+2++kotBR0QUHcN1Zm5DnJGhv6L+8l5ZkwSN+ORmFVfQ8qvZIiFKFdGRobeTRA2umrMNA2iomDyZPD2hscfh+PHVbIMasxxA0qOAcbyFYfpiCk1Re+myHlmUBI345GYCVtIgizKlZKif/IgbHPVmK1dC9deC998oybd7d6tEuYGvOxqU87TkWQ1xERncp4Zk8TNeCRmwhZ1niCnpMCQIarDKjAQ3nxTbZ83T3Vu9e6tLj/8UPKcBQugSxe1QNePP9Z1i4UwmJgYVY7NfHINH66Wgz52DN59Vy3w0cDZUx1kIYQQ9qfOJ+k5OsJ//gMhIZCdDX37qonzoL75nT277OMTEuDzzyE+Xv1/v+EGOHAAHBzquuUNj7+/v95NENbKyYFVq7h28WLYsweaNCk5mVxc4IEH9G2fnbGnBFnOM2OSuBmPxEzYos57kNu1U8kxgLs79OgBaWnlP37NGrVwl4uLKsHapQvs2FE3bW3oXFxc9G6CsNbkyTB9Oo0KCmDxYvVp8l//0rtVdstcB9keEmQ5z4xJ4mY8EjNhC13HICcnw65dEBambi9eDL16wf33w+nTaltaGvj6ljzHx6fihFrUnH379undBHE1ubmwYgX87W9w5Ija9vTT8OuvRL7zDjz8MDRrpm8b7VwKvnzDGDTXJno3Rc4zg5K4GY/ETNhCtzrIOTkwdiy88QZ4eMBDD8Gzz6ryS88+C08+CR9+aP3+li1bxrJlywAoKChgy5YtAHTq1Al3d3fi4uIAaNmyJYGBgWzbtg1Qa7MPHDiQ2NhYSxHx0NBQMjIyLAP6/f39cXFxsZxcXl5edO3alcjISEB9Kg0PDycmJoacnBwAwsLCSE1NJe1SNt+tWzccHBxISEgAoG3btnTs2JGoqCgAXF1dCQsLIzo6mtzcXADCw8NJSkoiPT0dgICAAIqKikhMTATA29sbHx8foqOjAXBzcyM0NJSoqCjy8vIAGDhwIAcOHCAzMxOAoKAg8vLyOHjwIAC+vr60adOGmJgYADw8PAgJCSEyMpKcnBy2bNlCREQE8fHxnDp1CoDg4GCys7M5fPgwAH5+frRo0cKySlHz5s0JDg5m69ataJqGyWRi0KBBxMXFcfrSJ5+QkBCysrJITk6WOFkZp7anT3N6wQLa/PQTTjk50K0bcT/8wOkePQCIiIgg98cfLX/7Eqfy47SdwWwnghhTBomXfl+1fT4VFhZa4lT6fCosLOTo0aMSJzt53ysvTpefT/n5+Zw7d07iZOdxKn0+5eTkEBcXJ3GqZpwqdP/9sG6dqp9p/kCSlQUTJqheUT8/tTpr8+aqwtJjj6lJZ02awPLlJUMM7IAudZALCuCWW9TcoSeeuPL+5GR1/759aoIeqA4yUM+ZNw/Cw8vff0Oq01ebEhISCGhg5b/sVlYWtGmjPkGOHQszZsCgQSUFfS+RmFnH/Gs7erTsN1R6kJgZk8TNeCRm1VdpfrVtG7i5waRJJQnyP/4BLVrAU0/Byy+rIQKvvKIS47ffVj+jo1WyfClRtwd1PsRC02DqVDX2uHRyfPx4yfVvv4WgIHV91Cg1SS8vT61+e/Ag9O9ft21uqLp27ap3ExquQ4fUm8odd6jbLVrAl1+q8UWrVsHgwVckxyAxs9ZoVnOCVjgcStS7KRIzg5K4GY/ErA5ERKj/V6WtWaPmyYD6uXp1yfZJk9T/sgED4MyZssmgzuo8Qf71V/jkE/jll7Il3f7xD+jZU41B3rwZXn9dPT4wUOUIAQFw003wzjtSwaKumL/6EXWkoECtanfDDeDvD4sWQXEx5Oer+2+7DVq3rnAXEjPrOJNPK07Bpa9p9SQxMyaJm/FIzKqvsLCQ0NBQy8U8tLVCGRmqQgNA27bqNtj9JLM6H4M8cKDqRb7ciBHlP2fuXHURol577z01we6aa+DFF9VYrvbt9W5VvWQu83bVNyMhhBBX5ejoaBkTXiUm01W//bRHuk3SE/ZPSuLUosJC+P57WLJEfUVy330wcSJ06KC+Kqni1yQSM+vYUx1kiZkxSdyMR2KmkzZt1NCJdu3UTy8vtd3bW60eZ5aaqrbZCVlqWpQrvKKZkKJqUlPVLFM/PzVkYs+ekl7M5s1h5MhqjSGSmFnHnuogS8yMSeJmPBIznYwapUqTgvo5enTJ9o8/Vv8Df/9dlSc1D8WoIefPn6eoqKhKz5UEWZSrWl+jiBKlv8YfOxZeeEENuF+9WtUxvv/+GjuUxMw6R+jACiZR5OGpd1MkZgYlcTMeiVkdmDhRlRlLTFRjij/4QFWv+PlnNbdm40Z1G9TY2k6d1Apw06bBu+9W+/DFxcV89tlnjBw5Ei8vL7p37067du0ICAjg73//O4cOHbJ6XzLEQpTLXItRVFF6uirm/emnanaqp6cqadOqlXpTqAUSM+vE0pcprOBQzXZWVInEzJgkbsYjMasDq1ZdffumTVduM5lU5YUaNGTIEG644QYWLFhAUFAQjRqpfuCsrCw2b97MnDlzGDNmDPfcc0+l+5IEWYiaVFysSrQsXap6iAsL4frr4cQJlSBLjUK7InP0hBCi/ti4cSNOTk5XbG/RogVjx45l7NixFBQUWLUvXRYKqW2yUEjNyM3NxdXVVe9mGIOmqU/DiYnQvbuqA3nffTB9OtRh7U2JmXVGmH7gW8aQ+e1v+N7WV9e2SMyMSeJmPBKz6jNKfvXoo4/y559/YjKZCA4O5q677qJ379427UPGIItypaam6t0E+6ZpsHUr3HUXTJmitnXrBuvXq1qOCxfWaXIMEjNrNaIYF/LRior1borEzKAkbsYjMWs4zGOOH3vsMby8vLjnnntYvHixTfuQBFmUK82OCnbblawseOMNtXrN4MFqpRsvr5Lv62+6CRo31qVpEjPr2FMdZImZMUncjEdi1nA8+OCDDBs2jBEjRjB79mxiYmJYunSpTfuQMchCWMOcSJlMaoW7+fPV0pgffaTqGDdpom/7hE3sqcybEEKI2rFkyRIOHTpEdnY2Hh4eNj1XepBFubp166Z3E/R39qwqPRMcrHqKQa12t3s3REWpoRV2lBxLzKxjWSjEDoZYSMyMSeJmPBKzhmfEiBH06NGD1NRUnn76aZueKwmyKJdDNRasMLyYGFWXsX17lRA7OqoLqELmwcH6tq8cDTpmNjjKNbzDTApbttG7KRIzg5K4GY/ErOEYP348+/fv55prrmHq1KmsXbuWuXPn2rQPGWIhypWQkICXeUnIhqC4GBo1Uj/HjVOl2SZOhBkzIDTUEOvHN7iYVdF+AniEd0jw1bslEjOjkrgZj8Ss4bj33nuZMGECmqbRt29fcnJyLDWRrSUJshBxcapu8c8/Q3w8ODvD11+r1X2aNdO7daIWmCjGkUK0IkfkizQhhKhfRo0axahRo9izZw+7d++muLiYESNG2LQPSZBFudq2bat3E2pPbi588QUsWaLWgHdxgQkT1Jjj1q2hr761cauqXsesBg1hM5u4gaQ/tkJQhK5tkZgZk8TNeCRm9Z+maZhKfdvbq1cvevXqVeFjylNp18nPP//MtGnT2L17NwDLli2zsbnCqDp27Kh3E2peUZH6uWOHmmB3+jS8/jocOwYrVqjk2MDqZcxqgWWSnh1UsZCYGZPEzXgkZvXfkCFDePvttzl69GiZ7fn5+fzyyy9MnjyZFStWWLWvShPkDz/8kNdee42VK1fyyy+/WBJlUf9FRUXp3YSakZcHn30GgwbB44+rbRER8OuvsH8/zJqlVr6rB+pNzGqZPdVBlpgZk8TNeCRm9d+GDRtwcHBg4sSJtG/fnoCAADp27Ii/vz+rVq1i1qxZTDEv7FWJSodYuLu74+npycKFC3nqqafYuXNnddsvRN04eBCWLYPly+HkSejcWQ2jADXh7tprdW2e0I/UQRZCiPqncePGzJw5k5kzZ1JQUMDJkydxdXXF09PT5n1V2oM8cuRIy/WXX36ZSZMm2XwQYUyGXLO+oKCkV/CVV9TwiUGD4Kef4MABmDlT3/bVMkPGTAfmHmSTpn8dZImZMUncjEdiVv8lJiaiXcoBnJycaNeuXZWSYwCTplX+HePlYznK4+npafNKJbWhadOmnD9/Xu9miLqUlATvvQcffgjffQf9+0NKCjg4qFrGQpTS0ZTEDJYy+rsH6HFrF72bI4QQhmDv+VXPnj05cuQIXbt2pVevXvTs2dPy09YSf1ZVsZg8eTImk4mKcmmTycSUKVOkh7keiY6OJiwsTO9mlK+wEL7/XlWi+PFHNWxi5EhVpg3A1w6K3NYxu4+ZnUimI0/zMjfZwZ+IxMyYJG7GIzGr//bu3UteXh579uxhxIgRNG3alHXr1hEfHw9Aenq61fuyKkHevHlz1VoqDC03N1fvJlxdXp4qy1ZQULLU87PPwgMPNMikuDS7jZmdcaCQZpyFfHfAWde2SMyMSeJmPBKzhsHFxYV+/frh5ubG22+/bdl++vRpm/ZTpQr558+fp8hcLkuIulBUBOvXw+jREBKixhm7usL27XDkCPzrXw0+ORbW68dOTtEKtx2/6N0UIYQQteDyWsfNmze36flW9SAXFxfz+eef8+mnn7Jz506cnZ3Jy8ujdevWjBw5khkzZtCli4zjq2/Cw8P1bgKkp8MHH6jxxUeOgJcX3H8/XLyoEuSgIL1baFfsImYGYE91kCVmxiRxMx6JWf338MMPExISQkhISIXDgq1hVQ/ykCFD+Ouvv1iwYAHp6emkpqZy4sQJIiMjGTBgAHPmzGHlypVWHTAlBYYMgYAACAyEN99U27OyYNgw8PdXP8094ZoGjz6qVv3t1QtiY6v0OkUVJCUl6XPg4mKVAIPqIf7nP1WJti++UH9ACxao5FhcQbeYGYw91UGWmBmTxM14JGb1X3BwMLt372bWrFlkZ2cTEBDA+PHjef755/nf//5n076s6kHeuHEjTk5OV2xv0aIFY8eOZezYsRQUFFh3QEf4z3/Ut+TZ2WpF32HDVKnaoUPhqafg5ZfV5ZVX1LfqBw+qS3Q0PPSQ+ilqX3p6Ot27d6+7A544of4Qli5VY4v/+U81pCIxEbp2rbt2GFidx8ygzHWQ7SFBlpgZk8TNeCRm9d/06dPL3E5NTWXv3r3s2bOHtWvXMsG8FoIVrEqQr5YcV+UxAO3aqQuAuzv06AFpabBmDWzZorZPngyDB6sEec0amDRJFSgYMADOnIHjx0v2IeqB7dvhv/+Fr7+G/Hy47joIDlb3OTtLcixqXMkQC/3rIAshhKgdPj4++Pj4cPPNN9v8XKsSZLNHH32UP//8E5PJRHBwMHfddRe9e/e2+aBmycmwaxeEhUFGRknS27atug0qeS4998rHR227PEFetmwZy5YtA6CgoIAtl7LtTp064e7uTlxcHAAtW7YkMDCQbdu2AeDo6MjAgQOJjY3l3LlzAISGhpKRkUFKSgoA/v7+uLi4sG/fPgC8vLzo2rUrkZGRgJoxGR4eTkxMDDk5OQCEhYWRmppKWloaAN26dcPBwYGEhIRLr7EtHTt2tCx96erqSlhYGNHR0ZaZtuHh4SQlJVnKkgQEBFBUVERiYiIA3t7e+Pj4EH2pS93NzY3Q0FCioqLIy8sDYODAgRw4cIDMzEwAgoKCyMvL4+DBgwD4+vrSpk0bYmJiAPDw8CAkJITIyEgKCwvZsmULERERxMfHc+rUKUB9hZGdnc3hw4cB8PPzo0WLFsReGv/SvHlzgoOD2bp1K5qmYTKZGDRoEHFxcZZZpCHdupGVl0dycjJBc+fSYt8+8qdMYU94OBf8/FScioslTlbGCSAiIoImTZpY/vZrJE4hIWRlZZGcnAzUn/MpjW7M5SWGuXtx7NLvqy7jVPp88vX15ejRoxInOzyfKnrfa9myJefOnZM42XmcSp9PhYWFxMXFSZyqGadK+fmpHlAHBzVsICZGjaOdMEElfn5+asikjZPmqisgIMDyu7OGVQuFmC1ZsoTOnTtTUFBAQkICy5cv58EHH+SRRx6xuaE5OWqBs7lz4fbbwdNT9Q6bNW+uxiHfcosadjFwoNo+dKjqWQ4NLX/f9l7I2iiOHz9Ou5rsqtc0+P13Vbf4q69g717o1EmNK27ZUpVrE9VS4zGrp8yTm3//XX1A15PEzJgkbsYjMas+q/IrPz+VFLdqVbLtH/+AFi1KxtGePq2SuRoWHx9PYWEhweZvoUtxcnKyejgw2Fjm7cEHH2TYsGGMGDGC2bNnExMTw9KlS23ZBaDK144dC3ffrZJjgDZt1NAJUD/NC554e6v8ySw1VW0Ttc/8CbPazp+Hd99VwyauvRa+/VaNo3G89AWGr68kxzWkxmJWzzmRzzUcwZR7Qe+mSMwMSuJmPBIzHa1Zo/7vg/q5enWtHermm29mzpw5XDRP9r/k8rJvlalSHeQlS5Ywe/ZsHnvsMZuXltY0mDpVjT1+4omS7aNGwYoV6vqKFWpulnn7xx+XdD42aybjjw3j0ldNnD8Ps2aphHjZMjh2TCXM11yja/NEwxVAAkfwo9nvP+rdFCGEMIzCwkJCQ0MtF/PQ1jJMJrjxRlWFwXx/eeNoa1hgYCB79+4lPT2doKAgfv755yrvy6YxyGYjRozg559/5ptvvuHpp5+26bm//gqffAI9e4J5+PK//6163e+4Q5W87dBBDU9Rx4IfflBl3po0gY8+qkqLRVV4V6WrPicHVq1SwyiaNoVt29TXAX/+CR07lny3LWpFlWLWANlTmTeJmTFJ3IxHYlZ9jo6OljHh5YqMVF/1Z2aqMmWXVw4xmWo1F2jZsiUrVqzg559/5qGHHuLaa6/l9ddft3k/No1BHj9+PC+88AI9evQA1AIiffr0sQxctxcyBrlm5Obm4mptveGEBFi8GFauVPX7evaEGTNg5kxJiuuQTTFrwHqZ9rCHYP586Su6zx2ra1skZsYkcTMeiVn12ZxfzZsHbm5qsa8tW1Qv8vHjqlRZHQx5yc3N5bnnnuOTTz7h5MmTlsmd1rBpiMW9997LhAkT6NmzJ1OmTOGOO+6gUaMqjdIQBhBdWcHp3NySBT02b1bd+2PGqK8J4uLg4YclOa5jlcZMAPZVB1liZkwSN+ORmNWB8+dVJ5n5+k8/qRVvyxtHW8tcXV157bXX+OGHH646ca8iVg2xMJdCGTVqFKNGjSIuLo64uDiKi4sZMWJEmceIBmD/frWYx4oVahbq9OlqYY+JE9UsVSHsnGWIhdRBFkKImpORoTrKAAoL4a674KaboF+/q4+jrSMhISHs3LnTpudYlSAPGTKEsWPHMnr0aK655hqCg4MJDg4mPz+fyMhIVqxYwZAhQ5gyZUpV2i3slJubW8kNTSsZW7x9Ozg5qVIkffqo+5s2VRehqzIxE+U6Tjse5U3u7dJH76ZIzAxK4mY8ErM60KmT+gb5ci1bwqZNdd+eUmwd8WDVGOSLFy/y4Ycf8umnn5KUlISnpycXL16kqKiIG2+8kZkzZ9Knj/7/aMxkDHINOnmypJbhgAHqtrnH2FyLTwiDMX/ZtW2bWrhRCCFE5RpSfmXTJD1Qq9SdPHkSV1dXPD09a6lZ1dOQAlgrCgpgzRrOvPIKnvHxqvh0ixaQnq6SYhl3breioqIIDw/Xuxl2z8WUhz8HWbrOh7+N9NS1LRIzY5K4GY/ErPoaUn5lVaaTmJiIOY92cnKiXbt2dpsci2pIT4dnnlELd4wfT+OUFHXbnBC3bSvJsZ0zLw0qKtaBI+yjJy2ivte7KRIzg5K4GY/ErOE6fvy4zfG3agzyuHHjOHLkCF27dqVXr1707NnT8tNLvmY3tsJCteRj69Zw9iy8+qoqPj1jBr83bszgoUP1bqEQNc6e6iALIYSoXffeey9//fUXY8eOZeHChVY9x+ohFnl5eezZs4cRI0Zw5513kpCQQHx8PADp6elVb3UtaEhfAVRZaiq8/766hIXB11+r7SdOqGQZtWKOo2OV1pIROpGYWaeL6RCH8CfhqY8JWHCvrm2RmBmTxM14JGbVZ+T8StM0EhISCAwMtOrxVn9f7uLiQr9+/XBzc+Ptt99m06ZNpKens3///io3VuhgyxZVf7BDB3jhBbWgR+nqI5eSY4ADBw7UefNE9UjMrGOpg2wHZd4kZsYkcTMeiVnDc/78eYqKigAwmUxWJ8dg40Ih5gOU1rx5c1t3IepaeroaSgFqQY/ff4c5c+Cvv2D9erj11qs+LTMzsw4bKWqCxMw69jTEQmJmTBI345GY1X/FxcV89tlnjBw5Ei8vL7p37067du0ICAjg73//O4cOHbJ6X1YlyA8//DAffPABu3btwsaiF0IvxcWwcSOMH68m3a1bp7bPng0pKfDvf0PHjvq2UQidnKA19/EhZwL/pndThBBC1JAhQ4bw119/sWDBAtLT00lJSSEzM5PIyEgGDBjAnDlzWLlypVX7smoM8rJly9i7dy979uwhPj4eLy8vAgMDCQgIICAggAkTJlT7RdUkI4+Rqba8PHj7bbXS3aFDqjj3lClq2WcbE+KTJ0/SylwDWRiCxMw65i/Cfv4ZbrhB37ZIzIxJ4mY8ErPqs/f8qqCgACcnp2o/BqysYjF9+vQyt1NTUy0J87p16+wuQW5wNA2OHAE/P7XC3ZIl0L49zJunVrtr3LhKu5WSOMYjMbOOM3mEEItTViegja5tkZgZk8TNeCRm9Z858f3yyy+56aabcHd358UXX2TXrl3885//JCQkxKrkGKwcYnH06NEyl+LiYgIDA5k4cSLz58+3bD937lzVX5WwXVYWvPEGBARAaChcvKjqFP/xh1oi7O67q5wcAxw8eLDm2irqhMTMOq05QRTX0uq37/Ruir4xy8mB996DcePsYsKikci5ZjwSs4bjxRdfxN3dncjISDZt2sTUqVN56KGHbNqHVT3IkydPvup284Q9TdMwmUxMmTKFSZMm2dQAUQV//gkLFsAXX6ikOCxMTbozf2/crJm+7RPCztnTJD1dxMWpb5o+/RSys1U1m4wMaNdO75YJIUS1OTg4APD9998zffp0Ro4cyT//+U+b9mFVgrx582bbWydq1tmzKhlu0wZOnYJvv4X77oMZMyA4uFYO6evrWyv7FbVHYmYdS5k3O0iQ6zxmZ85A//7q26Y77oAHH4QBA0o+YAuryLlmPBKzhsPb25sZM2bw008/MWfOHPLy8ii28VsyWTfY3sXEwLRpakzxv/6ltl17LRw7Bu++W2vJMUCbNvqOzRS2k5hZx9KDbAfDCmo9ZgkJ8NhjcMst6ranp/qAnZYGK1ZAeLgkx1Ug55rxSMwaji+++ILhw4fz008/4enpSVZWFq+99ppN+5AE2V6tXKnGFffrB599BhMnwtSp6j6TCdzcar0JMTExtX4MUbMkZtaxpyEWtRKzixfV8ImICAgMVMMpPDxUlRtQy8m3aFHzx21A5FwzHolZw+Hq6sr58+dZtWoVoCpXeHp62rQPSZDtSUJCyT/syEj1z2zxYtVb/P770Levvu0Top44SzPG8SUnQobr3ZSaZX7/WLEC7rlHvXe8+qpaWv6zz8DFRd/2CSFEHZg5cya///67JUF2d3fn4Ycftmkfsii53i5cUJPtli5VK9z99pv6yvP111UFCh2/+vTw8NDt2KJqJGbWyaMxXzOO+9rq3ZIaiFl+Pqxerd5DJkyA6dPVN06dO8P116uxxqLGyblmPBKzhiM6OprY2Fj69OkDqFWf8/PzbdpHtd45jx8/LnUFq+r0aZg1C7y91WS706dVUty9u7rf1VX3cYEhISG6Hl/YTmJmHUcKGMZPuGYe0bspVY/Z4cPw9NNqpcwJE9TS8eYeYg8PtQKKJMe1Rs4145GYNRxOTk4UFRVZqq2dOHGCRja+H1br3fPee++le/fuzJ49uzq7aTjy8lSJNlAJ8BdfwE03wZYtsH+/SpibN9ezhWVERkbq3QRhI4mZddzJ5ieG0yZqtd5NsS1mpcdM33uvGj4RHg4//KAS5HJKcoqaJ+ea8UjMGo5HH32UMWPGkJmZydy5cxk4cCDPPPOMTfuo1hCLjRs3omkaCQkJ1dlN/XfwICxbBh99pGaQHzighk8kJdn1mMDCwkK9myBsJDGzjnmSnlas/yQ9q2KWkqLmIXz6KURHqyXk33kHWrUCH5/ab6S4gpxrxiMxazjuvvtu+vbty6ZNm9A0jdWrV9OjRw+b9lGlBPn8+fM0btwYBwcHTCYTgYGBVj/3/vth3Trw8oJ9+9S2efPUYk6tW6vb//63mmQNaj2MDz4ABwd46y0YbqQ5Ndu3q9JsmzapF3DbbapusXnohB0nx0LUZ/ZUB7lcRUWwYYMaW/z996qtN92kVtBs2RJ699a7hUIIYbe6d+9Od/Ow1SqwaohFcXExn332GSNHjsTLy4vu3bvTtm1bAgIC+Pvf/86hQ4esPuCUKeo9/3KPPw67d6uLOTlOSIDPP4f4ePWcmTPV/wy7lpwMJ06o6ydOqN7jl15SPUBffQXDhuk+tthaERERejdB2EhiZh17qoN8RczMbUpKUrWLd+yAp55SY45/+AH8/eu+keIKcq4Zj8SsjmzYAN26QZcu8PLLujRB0zRWrlzJCy+8AMDRo0fZsWOHTfuwKkEeMmQIf/31FwsWLCA9PZ2UlBROnDhBZGQkAwYMYM6cOaxcudKqA0ZEWF9+c80auPNO1dHasaP6Xdv4+upGYaGaRX7zzdCpk/rqE2D0aPVPbe5cQy7hGh8fr3cThI0kZtaxpzrI8fHxKin++WcYO1a96YF6w9u8WX24nj8f/Px0bacoS84145GY1YGiInj4YVi/XvVyrlqlftaxmTNnEhUVVftl3jZu3IiTk1OZbSdPnqRly5aMHTuWsWPHUlBQYNOBL7d4MXz8sVob4z//UXPV0tLUCqhmPj5q29UsW7aMZcuWAaog9JYtWwDo1KkT7u7uxMXFAdCyZUsCAwPZtm0bAI6OjgwcOJDY2FjOnTsHQGhoKBkZGaSkpADg7++Pi4sL+y6NCfHy8qJr165ERkbS4ZNPaL92LS4nTpDfujXH7r2X4wEB9M7NJTU1lbRLDe7WrRsODg6W8dpt27alY8eOREVFAaqodVhYGNHR0eTm5gIQHh5OUlIS6enpAAQEBFBUVERiYiKgllL08fEhOjoaADc3N0JDQ4mKirJUFxk4cCAHDhwgMzMTgKCgIPLy8jh48CCglt5s06aNpYC6h4cHISEhREZGcubMGU6dOkVERATx8fGcOnUKgODgYLKzszl8+DAAfn5+tGjRgtjYWECVUwkODmbr1q1omobJZGLQoEHExcVx+vRpQM0mzsrKIjk5uU7iBODi4kJ4eDgxMTHk5OQAEBYWZvg4mcfVRUREkJqaKnGyIk65DOQm1nN/jzacvPReUZdxMp9PTqdP4/XDDxT89BNOR49S4OHB+bvvptHZs8Tu2qXilJDQYOME+p5PFb3v5efn06FDBzmf7DxOpd/3cnJyKC4url9xuuYaoi71HNZVnCq0Y4f6cN+pk7p9552qtzMgoPLn1qCaKPOGZoWoqCht0KBB2pgxY7TY2FgtMDBQa9Omjda6dWtt/fr11uyijKQkTQsMLLmdnq5phYWaVlSkac88o2n33ae2P/ywpn3yScnj7r9f0778svL9N2nSxOY2VdnYsZp2002atnq1phUU1N1x68DmzZv1boKwkcTMOqrrWNO++UaHgxcXqzc7TdO0559XDYmI0LRPP9W0ixd1aJCoCjnXjKdexezoUZUUde+uEqg64uzsrPXt29dyWbp0adkHfPmlpk2dWnL7449VMlfH+vfvrxUWFmp9+vTRNE3TMjMztd69e9u0D6t6kB955BH+/e9/c/bsWa6//nrWr1/PgAED+PPPP5k4cSI33XSTzdl9aaWXR582TQ27A1Ui+NKHL0AtBuXtXa1D1bzPPwfH+rneSnBwsN5NEDaSmFmnEUXcxmqapgYB3ermoFlZ6muyJUvUTOTbb4eZMzk7fDjNwsPrpg2ixsi5ZjyGj1l2NmRmqkWAnJzgm29g/Hi13cZllKvK0dHREEt2X17m7auvvuKll16yaR9WjUEuLCzkxhtvZPz48bRt25YBl8Y9VGd2YGnHj5dc//ZbCApS10eNUvlnXp6ar3LwIPTvXyOHrDn1NDkGyM7O1rsJwkYSM+s4k8/XjKNd9Le1eyBNU6tjTp6sPt0//rgaP+buru738uKs3X3qF9aQc814DBuz3bvhoYegfXt44AG1rW1bSE9XJWTrKDm2ih30bGqaRkREBK+++ipPP/007dq1Y/Xq1YwfP96m/ViV3ZVefcTV1bXMfSYbKzJMnKjWxTh5Uo0p/te/1O3du1VxBz8/VdUIIDAQ7rhDDV1xdFRz3xwcbDqcqIbDhw9zzTXX6N0MYQOJmXVqfZJeYaF609I0lRxnZKgalzNmQK9eZR4qMTMmiZvxGC5ma9aob5t27FBrJ0yYoN5DzOyxVGy/fqo3MylJJcaffw6ffVanTTCZTIwYMYK9e/dWqyPXqgQ5Li4ODw8PNE0jNzfXsp65pmlcvHjRpgNemlBYxtSp5T9+7lx1EUKImmKpg1yTC4VoGsTEqE/4P/1UsiDQ11+rCStubjV3LCFE/RQfr3oKmzZVZWOzs+HNN9XKmXa00m65HB1V1YXhw1VFi/vvV72ddSwkJISdO3fSr1+/Ku/DqgS5yO6LD4va4CdlpQxHYmYdcw+ySauBOsg5OaqHZOlSiI2FJk3grrvUP7bGja/oMb6cxMyYJG7GY7cxu3hRrZOwdClERqpVM6dOVYs/PPqoYdZOsBgxomRBC51ER0ezcuVK/Pz8aNq0qaViyZ49e6zeR/0dQCuqrYW1BauF3ZCYWadGhljk54OzM+zdq7727NlTjQO7+25o1szq3UjMjEniZjx2F7P8fHj6aVi+XE3i7dIFXntNraEAaiKeqJIff/yx2vuwKkFetGhRhfc/8cQT1W6IsD+xsbEMHjxY72YIG0jMrFOEA38jkjkR1xBkyxMvXID//U/19PTurSpSDBighlaEhFSpp0diZkwSN+Oxi5jl56tJV/37qw/Yv/0GQ4eqD9lDhkAjq2oniEp8/fXXV2xr1qwZffv2pXfv3lbtw6oE2TzzMzExkZ07dzJq1CgA1q5dS3+7KyshhBCVMfEbf+NCSysfnpCgkuIVK+DsWejeXSXEoJLivn1rraVCiHrg8GF47z348EM1/CotTY0p3r69XlfD0ktMTAwxMTHceuutAKxbt45evXqxZMkSxo8fzz/+8Y9K92FVVJ5//nlArVgTGxuL+6USRfPmzWPkyJFVbb+wc82NMCFAlCExs94kVuCZ1Avoc/UH5OWpHh6TSU06+eADtRT0gw/CddfV2LhAiZkxSdyMR5eYxcXBnDlq4q7JBLfeqnqLLxU7kOS4dqSmphIbG4vbpcnR//rXvxg5ciTbtm2jb9++ViXINvXlZ2Rk4OzsbLnt7OxMRkaGjc0WRmH4ouoNkMTMeiuYgvfOq9RBPnAAZs9WJYp++01te/ZZVc/zs88gIqJGJ81IzIxJ4mY8dRazo0fh0CF13dlZVaZ4/nk4cgRWr4abb5aatbUsMzMTl1Jl8JycnMjIyMDV1bXM9orY9NFl0qRJ9O/fnzFjxgCwevVqpkyZYssuhIFs3bqVQYMG6d0MYQOJmfWKaITJPEmvsFCtUrRkCfzyi+rVGT26pDRbu3a11g6JmTFJ3IynVmNWVATr16uhWD/8AOPGqfkKPXqocm2SENepu+++m7CwMEZfmvC4du1a7rrrLs6fP09AQIBV+7ApQZ47dy4333wz27dvB+Cjjz6iT59yvp4UhqfV1iIKotZIzKynYcLh4nl1o6hIrVTl5gYvvaRqd9ZiUlymHRIzQ5K4GU+txeydd+DVV1XPcdu2qjKFecU7kORYB88++yw333wzv/76KwBLliwhNDQUgE8//dSqfViVIJvrx4EqvhxinpxSzmNE/SDxNB6JmfUcKaLHhteheKFakerXX1WZpTr+ZyYxMyaJm/HUWMyKi2HzZhg8WL1fpKdD166waBGMGiXl2eyApmn8+eefnD17lueee46jR4+yY8cOmwpLmDQrPlINHjyYsWPHMnr06DLLNObn5xMZGcmKFSsYMmSI3Qy3aNq0KefPn9e7GUIIO2UywQs8y6jbHAj+bA64uurdJCGEvcvMhI8+gmXLVFWKtWvhlltUPfUG8oHJKPnVQw89RKNGjfjll1/Yv38/p0+f5sYbb2Tnzp1W78OqSXobNmzAwcGBiRMn0r59ewICAujYsSP+/v6sWrWKWbNm2U1yLGpOXFyc3k0QNpKYWe85XiRuzDzdk2OJmTFJ3IynyjE7fRruvBN8fOCpp8DXV03YHTZM3d9AkmMjiY6O5p133qFx48aAqmCSn59v0z6sGmLRuHFjZs6cycyZMykoKODkyZO4urri6elpc6OFcZw+fVrvJggbScxsYw/DSCVmxiRxMx6bYnbqlKp/ft11qiTbgQPw8MMwfbqaeCfsmpOTE0VFRZZhNSdOnKCRjYuw2FyAz8nJiXZ1NHlFCCGEEKJOaJoq7bhkCXz5pVoyPjVVjSn+4w/pKTaQRx99lDFjxpCZmcncuXP56quveOmll2zah1VjkI3GKGNk7N25c+fwMBczF4YgMbOO+f/cRx+B3qPDJGbGJHEzngpj9tNP8MQTqmaxhwfce69a0KNnz7ptpJ0zUn71559/smnTJjRNY+jQofSwseff6h5kTdNITU3F19fX5kYKY8rKypJ/AAYjMbONPXQPSMyMSeJmPGVipmmwcyd4eYGfn6pk4+oK77+vxhs3baprW0X1de/ene7du1f5+VYnyCaTiREjRrB3794qH0wYS3JyMn5+fno3Q9hAYmYbe0iQJWbGJHEznuTkZPxatlQT7JYuhV274LHH4I031AqZNlQ4EPZp0aJFFd7/xBNPWL0vm8Ygh4SEsHPnTvr162fL04QQwi7ZQ4IshKgbnf/7X7XKXU4O9OoF774Ld9+t7pTxxfVCdnY2AImJiezcuZNRo0YBaiU9W2ogg40JcnR0NCtXrsTPz4+mTZtaFgfZs2ePTQcVxtCpUye9myBsJDGzjT0kyBIzY5K4GcCFC2r559tvB5MJzyZNYOxYePBBCAuTpLgeev755wGIiIggNjYWd3d3AObNm8fIkSNt2pdNCfKPP/5o086FsZn/sIRxSMyMR2JmTBI3O7ZvnxpC8ckncPasqkAREkLhokXQvLnerRN1ICMjA2dnZ8ttZ2dnMjIybNqHTUXhrrnmGrZv386KFSvo0KEDJpPJ5gMK45BC+MYjMbONPfQgS8yMSeJmhw4fhoEDVeWJZctg5EjYtg369AEkZg3JpEmT6N+/P/PmzWPevHmEhYUxefJkm/ZhUw/yzJkzLUv3Pffcc7i7uzN27Fiblu4TQgh7YQ8JshCiGg4cgOPHYdAgaNsWCgpg4UKYPBlatdK7daKOmYf+zp07l5tuuonIyEgAPvroI/pc+qBkfkxlbB6DHBsbazlIVZbuE8bRsmVLvZsgbCQxs409JMgSM2OSuOkoPx9Wr1YLemzeDIGBalhFkyYQHV3u0yRm9d+QIUMYO3Yso0ePpm/fvvTt2xeA/Px8fvnlF1asWMGQIUOYYkUBfJuGWNTE0n3336/KDgYFlWzLylJLmvv7q5/m1SA1DR59FLp0URNOY2NtOpSopsDAQL2bIGwkMbONPSTIEjNjkrjp5KOPwNcXJkyApCSYPx82brTqqRKz+m/Dhg04ODgwceJE2rdvT0BAAJ06dcLf359Vq1Yxa9Ysq5JjsDFBvnzpvoEDB/LMM8/Y1PgpU2DDhrLbXn4Zhg6FgwfVz5dfVtvXr1fbDh5Uw4keesimQ4lq2rZtm95NEDaSmNnGHhJkiZkxSdzqSEEBfPutGkYBavnn8HCVIBw6BM88o4ZWWEFiprN588DbG3r3Vpcffii5b8EC1RvarRtUoyBE48aNmTlzJr/++itHjhxh06ZNxMbGcuTIEd577z3LCAhr2DTE4u6776Zv376WpftWr15t89J9ERGQnFx225o1sGWLuj55MgweDK+8orZPmqQqsQwYAGfOqHOkXTubDimEEEIIIzl6VK1q9/776h//q6/C3/+uSrbdfrverRNV9fjjMHt22W0JCfD552qZ72PH4IYb1NhyB4dqHcrJyYl21UgYbUqQ77nnHgYNGsTQoUOrtXzf5TIySpLetm3VbYC0NPVNipmPj9p2tde7bNkyli1bBkBBQQFbLmXcnTp1wt3d3TJ7tWXLlgQGBlo+STo6OjJw4EBiY2M5d+4cAKGhoWRkZJCSkgKAv78/Li4u7Nu3DwAvLy+6du1qGfzt4uJCeHg4MTEx5OTkABAWFkZqaippaWkAdOvWDQcHBxISEi69zrZ07NiRqKgoAFxdXQkLCyM6Oprc3FwAwsPDSUpKIj09HYCAgACKiopITEwEwNvbGx8fH6Ivjblyc3MjNDSUqKgo8vLyABg4cCAHDhwgMzMTgKCgIPLy8jh48CAAvr6+tGnThpiYGAA8PDwICQkhMjKSnJwctmzZQkREBPHx8Zw6dQqA4OBgsrOzOXz4MAB+fn60aNGC2EtjYJo3b05wcDBbt261DIYfNGgQcXFxnL40fiYkJISsrCySL31akjhVPU6FhYWAqvuYl5dn+duXOFUUp8EAnDlzli1bdtV5nEqfT5qmcfToUYmTHZ5PFb3vFRYWcu7cOYlTTcfpwgVc7rqLllFRoGkUDRvG/kceISskBPfYWJvjVPp8ysnJIS4uTuJUzTjVuDVr1PLeLi7QsaPqSd6xQ31ToCOTpln/JePmzZvZvn0727dv56+//qJPnz5ERETw2GOP2XTQ5GS45RY1ph7A01P1Dps1b67GId9yCzz1lKraAmr4xSuvQGhoxftv2rQp58+ft6lNQoiGwzyBefFiePhhfdsiRIN37Bj88gvcc4+6PW0atGkDDzwAspy3XXFxcaFnz56W29OnT2f69OnWPXnePFi+HDw8VCL3n/+ohO+RR9QwAXP8p06Fm2+GceNqvP22sKkHeciQIURERLBz5042b97MkiVLiI+PtzlBvlybNiVDJ44fV5P4QA1VufThC4DUVLVN1I3YS5/WhXFIzGxjD2OQJWbGJHGrpuJiNblu6VLVg6hpqhesXTt4771aOaTErPocHR0t37xc1Q03wKXe6jLmz1cTyZ59VvVQPPssPPkkfPhh7TW2mmxKkIcOHcr58+cJDw/nuuuuY+fOnXiZs9lqGDUKVqxQvcUrVsDo0SXbFy9WPe/R0Wpsvow/rjvmr4qEcUjMbGMPCbLEzJgkbtUQHQ133aUW9mjVCp54AqZPr/V/8BKzOmBlRRGmTVPDBKBWekM1TePTTz/l8OHDPPfccxw9epT09HT69+9v9T5sqmLRq1cvnJ2d2bdvH3v27GHfvn2WcS7WmjhRDStJTFRjij/4QCXGP/+syrxt3KhuA4wYAZ06qeEo06bBu+/adCghhKiQPSTIQtR7mqbqFW/frm536qSGTnz2mUqGXn1V/aMX9Zu5EgmoyiTmer+jRqlJenl5qnTfwYNgQyJ7NTNnziQqKopVq1YBamn4h20cT2fTGGSz7Oxsli9fzsKFC0lPT7cM5LYXMga5ZuTk5ODm5qZ3M4QNJGbWMY9BfvNNVWtdTxIzY5K4WeHUKfW18LJlqlfs5pvLlvaqYxKz6qtWfnXvvbB7t3oD9vNTw2vM3xrMn6+GWzg6whtvqL+VaggJCbEsbLdrl5qIHRwcbNNy4zYNsVi8eDHbt2/njz/+wM/Pj/vvv5/rrrvOtlYLw8jIyJA3E4ORmNnGHnqQJWbGJHGrxLx5alGDvDy49lqVKI8fr2uTJGY6++ST8u+bO1ddakhNLGxnU4J88eJFnnjiCfr27Yujo01PFQaUkpJC586d9W6GsIHEzDb2kCBLzIxJ4naZM2fg00/V4gXu7qqH8IEHYMYMKFX1QE8Ss4bj8oXtvvrqK1566SWb9mFTljt79mzi4uJYsmQJANdddx3BwcE2HVAIIeyFPSTIQhiWpsHOneqr8lWrIDcXWreGO+5Qy+ZauaSvEDWt9MJ2AGvWrLF5/Q6b+pvfeust7r77bjIzM8nMzOSee+7h7bfftumAwjj8/f31boKwkcTMNvaQIEvMjKnBx+3cOejbF8LC4H//UzVsY2JUcmynGnzMGpAvv/wSb29vHn74YbKysnjmmWcsi/pYy6YE+f333yc6OpoXXniBF154gd9//533aqleodCfi4uL3k0QNpKYGY/EzJgaZNx27VILPYBa7KF3b1Ve6tgxNRGvb189W1epBhmzBurFF1/E3d2dyMhIfvnlF6ZOncpDDz1k0z5sSpA1TcOh1NrYDg4OVKEIhjAI85KYwjgkZraxh7cviZkxNZi4XbgAH32keopDQlTN4osX1X0ffqgWf/Dw0LeNVmowMROWXPX7779n2rRpjBw5kvz8fJv2YdMY5Pvuu4+wsDDGjBkDwOrVq5k6dapNBxRCCHthDwmyEHZr9Wo1jvjsWejRQ9VFvPdeaNxY75YJUSFvb29mzJjBzz//zJw5c8jLy6O4uNimfdiUID/xxBMMHjyYyMhIAD766CP69Olj0wGFcdTEKomibknMbGMPCbLEzJjqZdwuXoSvvlKrdoWFQUAAjBwJDz4IAweWFBA3qHoZM3FVX3zxBRs2bGD27Nl4enpy/PhxXnvtNZv2YdVCIRcvXmTJkiUcOnSInj17MnXqVLsu8yYLhdSMwsJCu46zuJLEzDrm//OvvAL/+Ie+bZGYGVO9iltiohpDvHw5ZGXBzJnwzjt6t6rG1auY6cRI+dXp06c5ePAgF81DgoCIiAirn2/VGOTJkycTExNDz549Wb9+PbNnz7a9pcJwzN8UCOOQmNnGHnqQJWbGVG/ids890L07vPUWDB0KmzZBPa1OVW9iJir1/vvvExERwfDhw3n++ecZPnw48+bNs2kfVn2USkhIYO/evQBMnTqV/tVcI1sIIYQQOjh8GFauhGeeUcv6DhgAgYFw333Qtq3erROiRrz55pvs3LmTAQMGsHnzZv7880+eeeYZm/ZhVYLs5ORU8gT5eqLBkJI4xiMxs4099CBLzIzJUHErLIS1a9WCHj/+CI0awbBhEB4Ojzyid+vqjKFiJqqlcePGNL40mTQvL4/u3buTmJho0z6synbj4uLwuFTGRdM0cnNz8fDwQNM0TCYT586ds7HpwgjCw8P1boKwkcTMNvaQIEvMjMkwcUtKUhPsjh0DHx+YNw+mTlXXGxjDxExUm4+PD2fOnOG2225j2LBhNG/enA4dOti0D6sm6RmNkQaR27OYmBhCQ0P1boawgcTMOuZJevPnq2+a9SQxMya7jVtREWzYACdOqBJtxcXwwANw220wYoQaVtFA2W3MDMSI+dXWrVs5e/YsN998c5kREZVpuGeKqFROTo7eTRA2kphVrnSXgD10D0jMjMnu4nbsmFq447334OhRNa548mQ1nOLDD/VunV2wu5iJWpOXl8fXX39NcnIyhYWFAOzevZvnnnvO6n1IgiyEaLDsIUEWotrefhsef1z1Ht9wAyxaBKNGGb5usRBVNXr0aJo1a0bfvn2rPPZchliIcuXm5uLq6qp3M4QNJGaVKy6GS6uQ8uKL8M9/6tseiZkx6Rq3zEy1/PPIkRAUBDt2wNdfw7Rp0KWLPm0yADnXqs8o+VVQUFC1lxa3qg6yaJhSU1P1boKwkcSscvY2xEJiZkx1HjdNg82b4c471QS7p55SFSkA+vdXq95IclwhOdcajmuvvdZSnriqZIiFKFdaWhr+/v56N0PYQGJWOXtLkCVmxlSncdM0lQTHxICnJzz8MEyfDj161M3x6wk51+q/nj17YjKZKCws5KOPPqJTp064uLhYqq7t2bPH6n1JgiyEaFDsLUEW4gqaBr/9pmoXL1igxhLfdRf83//B+PEgwwSEuKp169bV2L4kQRbl6tatm95NEDaSmFXO3hJkiZkx1UrczpxRq9wtWQLx8eDhAQ8+CH5+ahKeqBY51+q/Nm3asGTJEg4dOkTPnj2ZOnVqlRe4kzHIolwO5plMwjAkZraxhwRZYmZMNR63qCho3171Eru6wvvvq9Jtfn41e5wGTM61+m/y5MnExMTQs2dP1q9fz5NPPlnlfUkPsihXQkICXl5eejdD2EBiVjl7SIpLk5gZU7Xjlp0Nn30Gbm5w993Qp49a4W7KFOjbt8baKUrIuVb/JSQkWCbnTZ06lf79+1d5X3bVg+znBz17Qu/eYF7sJitLLRnv769+nj6tZwuFEEZnb0MsRAOze7caNtG+vfr51Vdqe+PGqp6xJMeivvryS7WATaNGasJpaQsWqCos3bqVVGcBtSpkt27qvpdfrvQQpVfKq+rQCjO7SpBBVbHZvbvkd/fyyzB0KBw8qH5a8fsRNaRt27Z6N0HYSGJWOXtLkCVmxlSluM2apXqKV6yAcePUsIpvvqnxtomrk3NNZ0FB6u89IqLs9oQE+PxzNe5+wwaYOVMtelNUpCq2rF+vHrNqlfpZgbi4ODw8PPDw8MDd3Z09e/ZYrnt4eNjUXLsfYrFmDWzZoq5PngyDB6tyj6L2dezYUe8mCBtJzCpnbwmyxMyYrIpbfDwsXQp//zv4+sKtt0LHjjBpEjRvXvuNFGXIuaaz8soSrlmj6nu7uKjzo0sXtfgNqOudOqnrd96pHhsQUO4hioqKaqy5dpUgm0xw443q54wZqsxjRga0a6fub9tW3b6aZcuWsWzZMgAKCgrYcimr7tSpE+7u7sTFxQHQsmVLAgMD2bZtG6C64AcOHEhsbCznzp0DIDQ0lIyMDFJSUgDw9/fHxcXFsiqLl5cXXbt2JTIyEgAXFxfCw8OJiYmxrPUeFhZGamoqaWlpgJo96+DgQMKlTz9t27alY8eOREVFAeDq6kpYWBjR0dHk5uYCEB4eTlJSEunp6QAEBARQVFREYmIiAN7e3vj4+BAdHQ2Am5sboaGhREVFkZeXB8DAgQM5cOAAmZmZgFpdJi8vj4MHDwLg6+tLmzZtiLnUZe/h4UFISAiRkZGcOXMGNzc3IiIiiI+P59SpUwAEBweTnZ3N4cOHAfDz86NFixbExsYC0Lx5c4KDg9m6daul9uCgQYOIi4vj9KUxMiEhIWRlZZGcnCxxqmaczOvMR0RE8Msvv1hWipI4XT1OSUmZgOrByM7OYcuWmDqPU+nzqbCwkK5du0qc7PB8quh9Lz8/nwEDBlwRp20//UTrrVtp/913NNu3j2InJ/a3bMmJQYMI6dePrM6dSb4UF4lT7cep9PmUk5ODr6+vnE/ViFNhYSGh5jGwwPTp05k+fTrVkpYGAwaU3PbxUdtAfbAsvf1SO+uCXS01nZYG3t5qFc1hw9RwrFGjVOUbs+bNKx+HbJSlEO3dli1bGDx4sN7NEDaQmFUuJwfc3dX1p5+Gf/9b3/bYQ8ymTVNFEx57DN54Q9emGMZV43bhgurtyshQE2emT1eT7lq10qOJ4jL2cK4ZXaX51Q03wKVkvIz582H0aHV98GBYuLBkstkjj6gE+Z571O2pU+Hmm9X1DRvUmxPAJ5+oBHnx4hp5LZWxqx5kb2/108sLxoxRPext2sDx46oX+fhxdZ+oG7JmvfFIzCqXlVVy/cQJ/dphZg8x27pV/fzuO0mQreXq6gr5+bB6Nfzxhxr716SJGk7Rp49KAhrZ3TSfBs0ezrV6b+NG25/j7Q2XetoBSE0tSQjL214H7ObsPX9eVb0xX//pJzWee9QoNZ8B1E/zBxBR+8LCwvRugrCRxKxyf/1Vcv3SN7m60jtmhYWQlKSuHzmicj5RicOHCfv2W/X174QJanb+pa/FefJJuP56SY7tkN7nmijHqFFqkl5ennozOnhQLa3er5+6npSk3pg+/1w9to7YzRmckQEDB0JwsPq9jBwJN90ETz0FP/+svq3auFHdFnUjug7H+oiaITGr3KFD6uegQSXX9aR3zI4cUUnyoEFQXKxuiwp8+SV07oz22msQHq5m2B86pOoZC7um97nW4H37rRpHHBWlkrzhw9X2wEC44w41+e6mm+Cdd8DBARwd1XCK4cPVBL877lCPrSN2M8SiUye4NP69jJYtYdOmum+PwDLIXxiHxKxyhw6Bk5Pq5Nu6VX1zZR6TrAe9Y3Zprg433aR+HwcPqg4JccnRo2oMZHAwjB2r/nDmzeP3gADCx4/Xu3XCBnqfaw3emDHqcjVz56rL5UaMUBcd2E0PshBC1IWdO9WCROZJ07//rm979Pbbb6qz5t571aiAnTv1bpEdKCqCdetKyrK99FLJ7PmWLeH558lr3VrfNgohapVdVbGoKVLFombk5eXh4uKidzOEDSRmFcvPB09PVVzgxRdVVZx//EPfShZ6x2zgQCgoUPlfnz4q/6vKPJt65ZZb4PvvVW3RqVPhgQfUUq+l6B03YTuJWfU1pPxKepBFuZLMM3eEYUjMKrZ1K+TmwpAhaljFddephZ307CbQM2bHjqkeZHNFpaFDYds2uFRStmEoLlazwu+8E86eVdseekgtAX30qOo9viw5BjnXjEhiJmwhCbIoV/rVahkKuyYxq9j//qfmUt14o7p9991qDO6lev+60DNm77+vPhxMnKhu33uv6k3+/HPdmlR3MjNVaTZ/fzUJaNOmkmVsR45U442dnMp9upxrxiMxE7aQBFkI0SBkZcGqVaoql7kc6t13q2/R//Uvfdumh7Nn4fXXVenMbt3UtuBgdfnoI/tYhrvWpKWpEm1PPaV+fvaZqrEaHq53y4QQdkISZFGugArWOxf2SWJWvvnz1fCKWbNKtrm6qhxp82ZVgUgPesXs+efVKqXPPVd2+0MPqXUv1q7VpVm149QpWLQInnlG3fb2Vr3HCQmwZYvqQrdxbKqca8YjMRO2kARZlKuoqEjvJggbScyuLjFRLV1///1qAaLSHnoI+vZV87CSk+u+bXrEbN06ePNNtcJrSEjZ++6/H7p3VwvCGboqlqbBr7+qcSPe3moBj6goNeYY1CelHj2qvHs514xHYiZsIQmyKFeiuUCqMAyJ2ZUuXlTzrzw8VOWKyzk7q2/YNQ1uuEHNy6pLdR2zzZtVvf0+feDVV6+838kJ3noLDhyAxx+v06bVrP/8R5Xo+O479elnzx714mtohTs514xHYiZsIQmyEKLeKiqCSZNg9241rrZdu6s/rmtX+OEHNW+rXz+IjKzTZtYJTYMlS9QERT8/2LChZCz25YYNUz3IS5eqPNPuaRrs2KFKsplr1I0bp2YhHjumVuPq2VPfNgohDEUSZFEub29vvZsgbCQxK5GXB/fco1YGXrhQrflQkQEDVC3gZs3UssuzZpVU/apNdRGzw4fVYlQPPaQS5Kgo8PKq+DkLFqie5tmzVY+yXcrOVll8374QFqbKlBw8qO7z81MJc9OmtXJoOdeMR2ImbCELhYhy5ebm4lpeF5OwSxIzJT1dDavYulXNxfrHP6x/7tmzai7Xf/+rkuX/+z91qa2F02ozZvv3q9e/cqXqLX7pJTXu2MHBuufn56skec0aePhhNc/N2blWmmo7TVO9wvHx0KsXPPigKkvi4VEnh5dzzXgkZtXXkPIr6UEW5Yo2L60qDENipoacBger3uBPPrEtOQaVFL/zDsTEqAVFXnwR2reHUaNUb3R2ds22t6ZjlpqqhlJcey0EBMAXX6ikODERHnvM+uQYVDL89deqF/mdd1QnbVxcjTbXeufPw4cfqhrFBQVgMqklEKOi1Biahx6qs+QY5FwzIomZsIWj3g0QQoiacPiwmlT23XeqY/GXXyAwsOr7CwlRq+zt36/GL3/6qSp95uioks+hQ6F/fwgNhVatau512ELT1KTC6Gj4/Xe11sWePeq+wEB47TU1Bruy4RQVcXBQ+xk4EGbMUGO0H31U9bK3aFEzr6NC8fFqGMXHH6vu/YAA9aI7d1afWoQQohZIgizK5ebmpncThI0aYsySk1VH4kcfqVK2r72mekorWATNJj16qGoPCxaoyXs//qgu8+aVLKbRoYMqjebvryb8deyoJgS2bauS04raUlnMLl5UQ0aOHYPjxyEpSfUG//mnupw8qR7XuLEaR/3aa2rp6IAA1claU0aPVkny3/+uhlp88IGqIV2rHbc7d6pPIc7OatLdgw+qRtTkC6uihniuGZ3ETNhCxiALIQxH01Sy+u678NVXqpdz+nSVsLVvXzdtOHdOLaixcyfs2qXKoh04ADk5Vz62RQtwd1fzxZo2VctdN25ckmCbf+blqednZ5e9XK51a5WQd+sGvXurxLhXr5r7UFCZvXvV7/qHH9TrmjZNjdP286vmjhMTYdkylXE//7z6xSxdqpJjvbrphRAWDSm/kgRZlCsqKopwWXrVUOp7zI4dU2NqP/xQJWnNmsF996kxsvYwQV3TICND9WpnZKie3/R0VT4uJ0cNozX/vHhRdYSeP5+Nm5s7JpNKcN3dSy5ubioZbtdOJf7t2qmVketkaIMVYmJUb/IXX6j1N66/XsXj9tvLLyF3hfx8WL1aDZzevFmNYbnvPpUo27H6fq7VRxKz6mtI+ZUMsRDlysvL07sJwkb1MWbHj6uxv59/rlYF1jRV1ev991Wlilqq4lUlJpMaVtG2rfXP2bLlDwYPHlxrbapNoaFqkZVXXlFDXJYvV6X13NxUWbnbb1c/3d0r2MkTT6gZgH5+aqzMfffZ9gvUSX081+o7iZmwhSTIQgi7UlSkhi388AN8/z3ExqrtXbvCc8+ppLh7d33bKMry9VWx+ec/VWm9zz9XncJffKGGD99wA9x0EwwbXEC3g+swLVsK8+erTzozZ8Itt6gCzTW0yp0QQlSXDLEQ5SosLMTRUT5DGYkRY1ZUpEqHbdumkqtt2yArS+VK116reiBHjFBjbO1gblaNM2LMrFFUpCqwffMN7Pj6KDcefZ8HeJ/2HCeriQ9xD/4Xv0duwc/PmHGtr3GrzyRm1deQ8itJkEW5EhISCAgI0LsZwgZGiNmJE2rsakyMKk0WGakmvIGq3HXddTB8uOpQtJextrXJCDGrlvx8aNsW7cwZUgJvZpXHDBYmjODkGZWotGunPgiZL336qGok9q7ex60ekphVX0PKr+SjlChXZmamvJkYjL3F7MQJVZc3JkYNm4iJgSNH1H0mkyqhdtddEBGhEmMfH33bqwd7i1m1HTumasD9+iusX6/GWKxYgalnT67x82MOMLtITbKMioLfflMP/fpr9XQnJ1Wirk+fkkvv3pWMY9ZBvYtbAyAxE7aQBFkIUW3nzqn1HPbtK3vJzCx5TOfOqhzZ//2fmtwVEmJ/SY+oouJi+PlnVZLtu+/U+IobboAzZ6B5c7j11jIPd3BQSW/v3qqOMqjJmL/9pj5E7dqlxqAvX17yHH9/NcwmIEB9sAoIUOPSZeVgIQziyy9VAfn9+2HHDvWPAFTZnx49VN1KUP8olixR1//4A6ZMgdxcNdbuzTfrbEyWIYZYbNigCv8XFcEDD6j6mxVpSF8B1KaTJ0/SSmqPGkptxqygQC1SceAAHDxYcklMhJSUksc1bapWcQsKKrn07dswhktURb04z775BsaOVbWK77tPFaXu0qVau9Q0lTTv2lVy2bsX/vpL5eOg/k926lSSMHfrpj6Ide6syuLV5py/ehG3BkZiVn3Vyq/271cn5YwZsHBh2QT5lltUr8rl+veHt95S69yPGKGW8bz55iq33xZ234NcVAQPP6w6J3x81DKno0apN0NRu6QkjvFUJ2aapibHHTmi3q+OHFEJsTkRTk5W56OZp6fq1bvuurLJcIcOUozAFoY7zzRNzaZcskT9g5s9G0aOVKUrbrutxgYQm0wqyW3fXu3e7OJF9fe4fz8kJJT8/OknNdzZrHFjlTybE+bSl2uuUfdXh+HiJiRmeuvRw7bHHz+uvp4cMEDdnjRJlceRBFnZsUN1RHTqpG7feSesWSMJcl04ePAg3vaw+oKwWkUxy89Xi1akpankt/TFnBBf3jHg7q6S4NBQmDhRXTdfWrY0ZvUBe2OY8ywrC1asUMMoEhPVJ6TevdV9Li4wYUKdNKNxY+jZU11KKyyEo0fh0CHVy1z6smkTXLhQ9vFeXipRvuYaVabu8utt2lT8Qc8wcRMWErPqKywsJNTc8wtMnz6d6dOnV3/HSUlqwoGHB7z0kup5SUsrOzHFx0dtqyN2nyCnpak3LDMfH4iOvvJxy5YtY9mllZcKCgrYsmULAJ06dcLd3Z24uDgAWrZsSWBgINu2bQPA0dGRgQMHEhsby7lLU+lDQ0PJyMgg5dL3xv7+/ri4uLDvUve/l5cXXbt2JTIyEgAXFxfCw8OJiYkh59I6s2FhYaSmppJ2KZjdunXDwcGBhIQEANq2bUvHjh2JiooCwNXVlbCwMKKjo8nNzQUgPDycpKQk0tPTAQgICKCoqIjExEQAvL298fHxIfrSL8TNzY3Q0FCioqIsn5QHDhzIgQMHyLw0GDQoKIi8vDwOHjwIgK+vL23atCEmJgYADw8PQkJCiIyMJCcnhy1bthAREUF8fDynTp0CIDg4mOzsbA4fPgyAn58fLVq0IPZSwdrmzZsTHBzM1q1b0TQNk8nEoEGDiIuL4/Tp0wCEhISQlZVFcnKyxKmaccrLK+TMGWeuuWYAW7a48913iZw65UJxcTtSU4tJSSni1Clnzpxx5nItWkDLltm0bXuRgIA8/vY3HzQtCTe3U7Rpc5FBg3px+rTEqSbiVFhYCHDF+VRYWMjRo0ft/nwKefFFPH75hbOBgRx76inODR9O2ODBdhOnnTtVnJydYdq0snEKDAwiNbWAyMh0jh1rTF6eF6dPexAfn80ff7iwfn1jcnMdKM3JSaN16wKaN8+lZct8unVzx9PzIiZTOi1b5uPu7oyvbzZHjvxBo0b2E6eGfj5V9P8pJyeHuLg4iVM14uTo6GiJx1XdcIPqibnc/PkwevTVn9Ounfp027KlGnN8221qUovO7H4M8ldfqTHI77+vbn/yiUqQFy8u/zkyBrlm/PXXX3Tu3FnvZjQ4mqaWI87MVFUgMjNLLqVvm69nZJSMyTRr1Ej1gJm/ojZfvL3Ve1GHDqqXTCbJ6c8uz7MzZ2DlSnjvPfWVnZ+fKlZtMqmZcvWMpqmXfPSoGk9/9GjJ9ePHSy5nz175XEdHda61a6cuXl5qefDyLjKpUD92ea4ZTI3kV4MHlx2DXN793t4wZAj8+afavmqVWk516dLqHd9Kdt+D7O1ddgJQaqraJmpfmzZt9G6C4RUUqH+8WVlXXk6fLrl+6lRJwnvihBpneTXu7iX/gDt0UO8v7dqVJMDNm1+gS5cmeHmpf9zC/tnNeaZpqhbf0qXqH1FurvoDO3lSJcjBwXq3sNaYTKrYRvPmFb/M3NySZDkpKZfTp13LJNBHjqgqHCdOqCEfV9O0aUmy3KpV2evmNrRoUXK9eXNo1kzG9dcEuznXRFknTqg/egcHOHxYTTLo1Elt8/BQBfPDwuDjj1UZpDpi9/9C+/VTv6ukJJUYf/45fPaZ3q1qGGJiYhg8eLDezdDVxYtqjsDZs5X/vDzpzcqC7OyK9+/pqd4DWrRQiW9QkPppToJLX7em92nLlh20bz+4pl6+qAN2c56dOgV/+5saT3zPPWqmed++erfKrri6qv/bnTpBQUE099wz+KqP0zT1nnDixJWXkydLrmdmqm+ST5xQyXd5TCb1XnG15Nl829NT5RJXu7i7ywdmsKNzraH69luV4J44oWbe9u4NP/6olk997jlVBL1RIzUB2Fz26N13S8q83XxznU3QAwMkyI6OajjF8OFqBv3996sSUkJcTtPURJzz59UlJ+fqPy/fVl7Se+5c2Vnx5XFxUT085kS3fXuV6JpvX34x/1Pz9FQfmIWwC61awbp1EB6usipRZeaE1lzpxRq5ueoDtvlDtvn65bfN148eLbldXm91aU2aXD15btasbCLt5qZ6uSu7uLjIJF1hozFj1OVyY8eqy9WEhl69/FsdsPsEGVTpuxEj9G5Fw+NRA/8ki4rUG//Fi+pn6etX22bN/ZcnuebrFy6oJNlazs7qjb5Zs5J/Eu3bq0o0pf9xXP7z8uv2tCxuTcRM1C27itnw4Xq3wDBqOm6ururSvr1tz9M09R5Y+oN9RZfSj/vrr7L3lS7jWJlGjSpOoN3cVFLu6qoqj5h/VvV6TXQm2NW5Juye3U/Sqwq9JulpmpospWnlXyq6/2r3FRerN63CQut/2vrY/PzaueTlqTG4VdWoUck/jdJvmKV7OMzXq7LNyanmYi+EEEamaeV3QFR2qeixFy+qS3VLEDs6lvwfcHYue3FyqpltTk4qEXdwUMcr/fNq2yq672rbTKaSS6NGZW9f7WLNY+paQyqCYIgeZHv1yivw9NO29Vrau9JvHJCPm5vzFW8o5oub29W3l75cLcG9fFt59zs6yld4toqMjGTgwIF6N0PYQGJmTPUtbiaT6vFt0kTNd6hpxcUqSTYnzOZvBm29npurOmAKCq7slCkoUN8knjlTdpv5+oULBRQXO1m21Qcmk6qe9u23erek/pEEuRrCw2HuXOs/7VV0f3n3NWpU/qfWin7a8lgXF5XMXp6Qbtnym0xoMJhCawYjCrsiMTMmiZttSn8jqJctW361/E/TtLLfoJqT5qKist+0Xu3b16pus+UbZWvuNz+me3f9fqf1mSTI1RARoS5CCCGEMA6TSQ2pcHJSQ+6EuJyMQRblKi4uppEU3zQUiZnxSMyMSeJmPBKz6mtI+ZX8pYhyxdvBUo/CNhIz45GYGZPEzXgkZsIWkiCLcpnXthfGITEzHomZMUncjEdiJmwhCbIQQgghhBClyBhkUa7Tp0/TvHlzvZshbCAxMx6JmTFJ3IxHYlZ9DSm/kh5kUa7s7Gy9myBsJDEzHomZMUncjEdiJmwhCbIo1+HDh/VugrCRxMx4JGbGJHEzHomZsIUkyEIIIYQQQpRSL8cgN2rUCFc9l+upJwoLC3F0lLVkjERiZjwSM2OSuBmPxKz6cnNzKS4u1rsZdaJeJsiiZoSGhhITE6N3M4QNJGbGIzEzJomb8UjMhC1kiIUQQgghhBClSIIshBBCCCFEKZIgi3JNnz5d7yYIG0nMjEdiZkwSN+ORmAlbyBhkIYQQQgghSpEeZCGEEEIIIUqRBFkIIYQQQohSJEEWFllZWQwbNgx/f3+GDRvG6dOny33suXPn8PHx4ZFHHqnDForLWROz3bt3Ex4eTmBgIL169eJ///ufDi0VGzZsoFu3bnTp0oWXX375ivvz8vKYMGECXbp0ISwsjOTkRTDP/QAAC4hJREFU5LpvpCijspgtWrSIgIAAevXqxdChQzly5IgOrRSXqyxuZl9//TUmk0lKv4mrkgRZWLz88ssMHTqUgwcPMnTo0ArfWJ599lkiIiLqsHXiaqyJWZMmTfj444+Jj49nw4YNzJo1izNnztR9YxuwoqIiHn74YdavX09CQgKrVq0iISGhzGM++OADmjdvzqFDh3j88ceZM2eOTq0VYF3M+vTpQ0xMDHv27GHcuHH84x//0Km1wsyauAFkZ2fz5ptvEhYWpkMrhRFIgiws1qxZw+TJkwGYPHkyq1evvurj/vjjDzIyMrjxxhvrsHXiaqyJWdeuXfH39wegffv2eHl5ceLEibpsZoO3Y8cOunTpQqdOnXB2dubOO+9kzZo1ZR5TOpbjxo1j06ZNyBxq/VgTsyFDhtCkSRMABgwYQGpqqh5NFaVYEzdQnTxz5syhcePGOrRSGIEkyMIiIyODdu3aAdC2bVsyMjKueExxcTFPPvkkCxcurOvmiauwJmal7dixg/z8fDp37lwXzROXpKWl4evra7nt4+NDWlpauY9xdHSkWbNmnDp1qk7bKUpYE7PSPvjgA26++ea6aJqogDVxi42NJSUlhZEjR9Z184SByKLkDcwNN9xAenr6Fdvnz59f5rbJZMJkMl3xuHfffZcRI0bg4+NTa20UZVU3ZmbHjx/n3nvvZcWKFTRqJJ+NhagpK1euJCYmhq1bt+rdFFGJ4uJinnjiCZYvX653U4SdkwS5gdm4cWO597Vp04bjx4/Trl07jh8/jpeX1xWPiYqKYvv27bz77rvk5OSQn5+Pm5tbheOVRfVUN2agJlWOHDmS+fPnM2DAgNpqqiiHt7c3KSkpltupqal4e3tf9TE+Pj4UFhZy9uxZWrZsWddNFZdYEzNQ5+f8+fPZunUrLi4uddlEcRWVxS07O5t9+/YxePBgANLT0xk1ahTfffcdoaGhdd1cYcekG0lYjBo1ihUrVgCwYsUKRo8efcVjPv30U44ePUpycjILFy5k0qRJkhzryJqY5efnM2bMGCZNmsS4cePquokC6NevHwcPHiQpKYn8/Hw+//xzRo0aVeYxpWP51Vdfcf3111f4jYCoXdbEbNeuXcyYMYPvvvuu3A+nom5VFrdmzZpx8uRJkpOTSU5OZsCAAZIci6uSBFlYPPXUU/z888/4+/uzceNGnnrqKQBiYmJ44IEHdG6duBprYvbFF1+wbds2li9fTu/evenduze7d+/WsdUNj6OjI4sXL2b48OH06NGDO+64g8DAQJ577jm+++47AKZOncqpU6fo0qULixYtkg+eOrMmZn//+9/Jyclh/Pjx9O7d+4oEWtQ9a+ImhDVkqWkhhBBCCCFKkR5kIYQQQgghSpEEWQghhBBCiFIkQRZCCCGEEKIUSZCFEEIIIYQoRRJkIYQQQgghSpEEWQghhBBCiFIkQRZCCCGEEKIUSZCFELoxmUw8+eSTltsLFy5k3rx5ddoGNzc3y/Vrr7222vubN28eCxcuvOp9Dg4OlsVaevfuTXJycrWPZ8+efPJJgoOD+b//+z8efPBBfv311yu2CyGEPXLUuwFCiIbLxcWFb775hqeffppWrVrZ9FxN09A0jUaNau5z/m+//VZj+7oaV1fXclcxrI3Xo6e//vqLX3/9lbi4OAB69+7NO++8c8V2IYSwR/XjnVgIYUiOjo5Mnz6d119//Yr7Fi1aRFBQEEFBQbzxxhsAJCcn061bNyZNmkRQUBDbt2+ne/fuTJkyha5du3L33XezceNG/va3v+Hv78+OHTss+7vtttvo27cvgYGBLFu27KrtMfcmL1myxNLL27FjR4YMGQLAypUr6d+/P71792bGjBkUFRUBMH/+fLp27crAgQNJTEy0+vVf/npSUlLKPcblx5k4cSILFy4kOTmZoKAgy2NK98JfbV/Jycn06NGDadOmERgYyI033khubq7l+R9//DG9evUiODiYe++9l+eee87y+weYO3cub775ZoWvKzExkcGDB3PkyBH69OlDfHw8Xbt25dChQ2W2nz9/3urflRBC1ClNCCF00rRpU+3s2bNahw4dtDNnzmivvfaa9vzzz2sxMTFaUFCQlpOTo2VnZ2sBAQFabGyslpSUpJlMJi0qKkrTNE1LSkrSHBwctD179mhFRUVaSEiIdt9992nFxcXa6tWrtdGjR1uOderUKU3TNO3ChQtaYGCgdvLkSUsbSrentPz8fG3gwIHad999pyUkJGi33HKLlp+fr2mapj300EPaihUrLG09f/68dvbsWa1z587aa6+9dtXX26hRIy04OFgLDg7WbrvttiteT3nH0DSt3OMkJSVpgYGBlmOYf4fl7cv8O9u1a5emaZo2fvx47ZNPPtE0TdP27dun+fv7aydOnLD8zpKSkrQ+ffpomqZpRUVFWqdOnSy/u4rMnTtXe++99zRN07T//Oc/2gcffHDFdiGEsFcyxEIIoSsPDw8mTZrEW2+9haurKwCRkZGMGTOGpk2bAnD77bezfft2Ro0aRYcOHRgwYIDl+R07dqRnz54ABAYGMnToUEwmEz179iwzxvett97i22+/BSAlJYWDBw/SsmXLCtv22GOPcf3113PrrbeyePFi/vjjD/r16wdAbm4uXl5eZGVlMWbMGJo0aQLAqFGjyt3f5UMskpOTy7yeTZs2XfUYANu3b7f6OBXtKyIigo4dO9K7d28A+vbta/k9/fLLL4wfP94y3KVFixa0aNGCli1bsmvXLjIyMujTp0+lvzeAvXv3Mnr0aAB+/PFHPvrooyu2CyGEvZIEWQihu1mzZhESEsJ9991X6WPNSbOZi4uL5XqjRo0stxs1akRhYSEAW7ZsYePGjURFRdGkSRMGDx7MxYsXKzzO8uXLOXLkCIsXLwbUGOHJkyezYMGCMo8rPfygKkq/nvKOURFHR0eKi4stt82vq7x9JScnl/mdOTg4lBlicTUPPPAAy5cvJz09nfvvv9+qdsXHxxMUFMSFCxc4c+YM7du3L7Md1AeVF154gWbNmnHTTTdxww03WLVvIYSobTIGWQihuxYtWnDHHXfwwQcfAHDdddexevVqLly4wPnz5/n222+57rrrqrz/s2fP0rx5c5o0acKff/7J77//XuHj//jjDxYuXMjKlSstk+aGDh3KV199RWZmJgBZWVkcOXKEiIgIVq9eTW5uLtnZ2axdu7bK7SzvGEC5x2nTpg2ZmZmcOnWKvLw81q1bV+m+ynP99dfz5ZdfcurUKctzAMaMGcOGDRvYuXMnw4cPL9PetLS0K/aTnZ2Nk5MTrq6ubN682TKGu/R2gD///BNnZ2ceffRRSY6FEHZFepCFEHbhySeftPTWhoSEMGXKFPr37w+oHsw+ffpUuSzaTTfdxJIlS+jRowfdunUrM0TjahYvXkxWVpYlsQsNDeX999/npZde4sYbb6S4uBgnJyfeeecdBgwYwIQJEwgODsbLy8sypKEqAgICrnqMDh06EBISctXjODk58dxzz9G/f3+8vb3p3r17hftq27ZtuccPDAxk7ty5DBo0CAcHB/r06cPy5ctxdnZmyJAheHp64uDgAEBxcTGHDh2iRYsWV+xn3759ll7i9evXM27cuCu2AwwbNgxfX18eeeQR/vvf/+Lt7V3l350QQtQkk6Zpmt6NEEIIYZt58+bh5ubG7Nmza/1YxcXFhISE8OWXX+Lv7w+oZPfDDz9k0aJFFT43JCSE6OhonJycrrhvzpw5FBUVcfHiRV5//fWrPkYIIfQgPchCCCHKlZCQwC233MKYMWMsyTFAUFBQpckxQGxsbLn3vfLKKzXSRiGEqGnSgyyEEEIIIUQpMklPCCGEEEKIUiRBFkIIIYQQohRJkIUQQgghhChFEmQhhBBCCCFKkQRZCCGEEEKIUiRBFkIIIYQQohRJkIUQQgghhCjl/wGH9y+nH8iRAAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "pole = 1 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the pole is real and outside the unit circle, the impulse response $h[n]$ is an exponential.\n", + "This filter is unstable." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "poles = [1.2]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When the poles are complex conjugates and outside the unit circle,\n", + "the impulse response $h[n]$ is an exponentially-increasing sinusoid.\n", + "This filter is unstable." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "zeros = []\n", + "pole = 1.2 * np.exp(1j * np.pi / 8)\n", + "poles = [pole, pole.conj()]\n", + "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "iir.plot_all(N_time=30)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/examples/iir-filters.ipynb b/docs/examples/iir-filters.ipynb deleted file mode 100644 index ead0947a2..000000000 --- a/docs/examples/iir-filters.ipynb +++ /dev/null @@ -1,682 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(iir-filters)=\n", - "# IIR filters" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import scipy.signal\n", - "\n", - "import sdr\n", - "\n", - "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", - "# %matplotlib widget\n", - "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create an IIR filter" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The user creates an IIR filter with the {obj}`sdr.IIR` class by specifying the feedforward coefficients $b_i$\n", - "and feedback coefficients $a_j$.\n", - "\n", - "Below is an IIR filter with one real zero and one complex pole." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "zero = 0.6\n", - "pole = 0.8 * np.exp(1j * np.pi / 8)\n", - "iir = sdr.IIR.ZerosPoles([zero], [pole, pole.conj()])\n", - "print(iir)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feedforward taps: [ 1. +0.j -0.6+0.j]\n", - "Feedback taps: [ 1. +0.j -1.4782072+0.j 0.64 +0.j]\n" - ] - } - ], - "source": [ - "print(f\"Feedforward taps: {iir.b_taps}\")\n", - "print(f\"Feedback taps: {iir.a_taps}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the impulse response, $h[n]$\n", - "\n", - "The impulse response of the IIR filter is computed and returned from the {meth}`sdr.IIR.impulse_response()` method.\n", - "The impulse response $h[n]$ is the output of the filter when the input is an impulse $\\delta[n]$." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 1.00000000e+00+0.j 8.78207207e-01+0.j 6.58172257e-01+0.j\n", - " 4.10862390e-01+0.j 1.86109520e-01+0.j 1.21565149e-02+0.j\n", - " -1.01140242e-01+0.j -1.57286407e-01+0.j -1.67772150e-01+0.j\n", - " -1.47338707e-01+0.j -1.10422969e-01+0.j -6.89312603e-02+0.j\n", - " -3.12239890e-02+0.j -2.03952069e-03+0.j 1.69685183e-02+0.j\n", - " 2.63882796e-02+0.j 2.81474943e-02+0.j 2.47193310e-02+0.j\n", - " 1.85258979e-02+0.j 1.15647447e-02+0.j 5.23851487e-03+0.j\n", - " 3.42174108e-04+0.j -2.84684520e-03+0.j -4.42721858e-03+0.j\n", - " -4.72236563e-03+0.j -4.14721519e-03+0.j -3.10812955e-03+0.j\n", - " -1.94024191e-03+0.j -8.78876751e-04+0.j -5.74071747e-05+0.j]\n" - ] - } - ], - "source": [ - "h = iir.impulse_response(30)\n", - "print(h)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The impulse response is conveniently plotted using the {obj}`sdr.IIR.plot_impulse_response()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 5))\n", - "iir.plot_impulse_response(30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the step response, $s[n]$\n", - "\n", - "The step response of the IIR filter is computed and returned from the {meth}`sdr.IIR.step_response()` method.\n", - "The step response $s[n]$ is the output of the filter when the input is a unit step $u[n]$." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. +0.j 1.87820721+0.j 2.53637946+0.j 2.94724185+0.j\n", - " 3.13335137+0.j 3.14550789+0.j 3.04436765+0.j 2.88708124+0.j\n", - " 2.71930909+0.j 2.57197038+0.j 2.46154741+0.j 2.39261615+0.j\n", - " 2.36139217+0.j 2.35935264+0.j 2.37632116+0.j 2.40270944+0.j\n", - " 2.43085694+0.j 2.45557627+0.j 2.47410217+0.j 2.48566691+0.j\n", - " 2.49090543+0.j 2.4912476 +0.j 2.48840075+0.j 2.48397354+0.j\n", - " 2.47925117+0.j 2.47510395+0.j 2.47199583+0.j 2.47005558+0.j\n", - " 2.46917671+0.j 2.4691193 +0.j]\n" - ] - } - ], - "source": [ - "s = iir.step_response(30)\n", - "print(s)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 5))\n", - "iir.plot_step_response(30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the zeros and poles\n", - "\n", - "Zeros are $z$ values that set the numerator of $H(z)$ to zero." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.6-0.j]\n" - ] - } - ], - "source": [ - "print(iir.zeros)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Poles are $z$ values that set the denominator of $H(z)$ to zero.\n", - "The poles define the stability of the IIR filter." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.7391036+0.30614674j 0.7391036-0.30614674j]\n" - ] - } - ], - "source": [ - "print(iir.poles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The zeros and poles are conveniently plotted in the complex plane using the {obj}`sdr.IIR.plot_zeros_poles()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(5, 5))\n", - "iir.plot_zeros_poles()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the frequency response, $H(\\omega)$\n", - "\n", - "The frequency response is the transfer function $H(z)$ evaluated at the complex exponential\n", - "$e^{j \\omega}$, where $\\omega = 2 \\pi f / f_s$.\n", - "\n", - "The frequency response is conveniently plotted using the {obj}`sdr.IIR.plot_frequency_response()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 5))\n", - "iir.plot_frequency_response()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the group delay, $\\tau_g(\\omega)$\n", - "\n", - "The group delay $\\tau_g(\\omega)$ is the time shift of the envelope of a signal passed through the filter\n", - "as a function of its frequency $\\omega$.\n", - "\n", - "The group delay is conveniently plotted using the {obj}`sdr.IIR.plot_group_delay()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 5))\n", - "iir.plot_group_delay()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Fully analyze an IIR filter\n", - "\n", - "The user can easily analyze the perform of a given IIR filter using the {meth}`sdr.IIR.plot_all()` method.\n", - "\n", - "Here is an IIR filter with one real zero and 8 complex poles." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "zeros = np.array([0.8])\n", - "poles = 0.6 * np.exp(1j * np.linspace(np.pi / 8, np.pi / 4, 4, endpoint=False))\n", - "poles = np.concatenate((poles, poles.conj()))\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "print(iir)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Poles and digital filter stability\n", - "\n", - "Reference:\n", - "- R. Lyons, Understanding Digital Signal Processing 3rd Edition, Section 6.3.1." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the pole is real and inside the unit circle, the impulse response $h[n]$ is an exponential decay." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "poles = [0.8]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the poles are complex conjugates and inside the unit circle, the impulse response $h[n]$ is a decaying sinusoid." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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1KX7hBahXL3sNcePGEBICrVqpifS0aeDhAd9/Dy+/XGyhCyGKiXzGFy75fFeViQQ5KSlJ/nEKmUajoVq1asWaLInC1bhxY65evYqFhQU7d+6kW7duXLx4MceyI0eOZOTIkUDx3sW8ffuj5NjICKZPhxkz8l7H11edAFq2hA4dYOBA6NQJ3ngDPvsMKlYs2riFEMVHPuMLl3y+q8rMTXryj1P45JyWbJUqVcLCwgKATp06kZqaanD9Wx47pj4aG0P58tCxY/634ekJR4/CpEnwzTdqDfORI4UbpxBCv+TzqHDJ+SxDCbIQIrubN2+SOdL8kSNHyMjIoFq1anqO6pG9e+HnnyEwED76SJ3PrBnOLzMz+PxzdRsPH6pNMz78ENLSCjVkIYQQpYQkyMUgMjLyia62goKC+Pzzz/NcLywsjHHjxgFql1yHDh3K1347depEfOadTDoIDAxk8+bN+dqHMFz9+/fH19eXCxcuYG9vz7Jly/jmm2/45ptvANi8eTPu7u40bNiQcePGsX79eoOpNUhKUptD1K0LX30F77zz7MlxVm3awMmT0K8ffPCB2gRj40bpN1kIUTDGxsZ4eXnh7u5Oly5d8vXZm9WKFSsYM2ZM4QYnnkmZaINcUnl7e2vbe4aEhGBhYcELL7yg8/o7d+58YpmiKCiKgpGRfDcq7datW5fn62PGjDHYC/Gnn8LFi7BnD5ibF+62razg//4PunSBESOgb1/1Jj8zs4LVUgshyi5zc3MiIiIAGDx4MIsXL2batGn6DUoUiGRJBsDPz48pU6bQtGlTnn/+eX7//XdATYo7d+5MZGQk33zzDV9++SVeXl7a1zMlJiYyZMgQPDw88PT0ZMuWLYA6JPDt27eJjIykfv36DBo0CHd3d6Kiopg9ezYeHh40bNiQqVOnPhHTsWPHaN26NU2aNMHf358bN24U/YkQArhwQa3R7d8f2rcvuv307QujR6vPFUWttQ4JKbr9CSEMR1GOuOnr60tMTAwAly9fpmPHjjRp0oRWrVpx/r8O27dt20azZs1o1KgR7dq149atW4UfiCiQMlmD7Ofn98SyPn36MGrUKB48eECnTp2eeD0wMJDAwEBu375Nr169sr0WUgifqmlpaRw5coSdO3cyY8YMfv31V+1rDg4OvP7661hYWPDWW289se5HH31E5cqVOXXqFAB37959oszFixdZuXIlzZs3Z9euXQQHB/Pnn39SoUIF7ty5k61samoqY8eOJTg4GBsbGzZs2MC0adP4/vvvC3ycQuRFUWDUKLXW+Isvin5/AQEwf77aLllR1J4yhBAl14QJ8F9Fbq4SEtSmVhkZ6v+8pydUrpx7eS8vmDdPt/2np6ezd+9ehg0bBqg9AH3zzTfUq1ePP//8k1GjRrFv3z5atmzJ4cOH0Wg0fPfdd8yZM4e5c+fqthNRLMpkglzccmvXmXV5jx49AGjSpEm+B3f49ddfWb9+vXa+SpUqT5SpU6cOzZs315YfMmQIFSpUAKBq1arZyl64cIHTp0/T/r/qu/T0dGxtbfMVkxDP4v/+D/btg6+/hpo1i35/vr5qs4o9e2D9evXGvfbt1Z4uhBClU0KCmhyD+piQkHeCrIuHDx/i5eVFTEwMLi4utG/fnsTERA4dOkTv3r215ZKTkwG17+a+ffty48YNUlJSynR/w4aqTCbIedX4VqhQIc/Xra2t811jXK1atSdqde/cuZPtH6J8+fKA2tA/rQhura+Yj45fFUXBzc2NULlrSRSjO3fUrtiaN4f/ulwuFpn9Jo8cCc2aqW2TjxwBO7vii0EIUTh0qekNDYWXXlL7WDc1hTVrCn7vQWYb5AcPHuDv78/ixYsJDAzEyspK2zY5q7Fjx/Lmm28SEBBASEgIQUFBBQtAFDr5QbEYWFhYYGtry759+wA1Od69ezctW7bUeRuWlpbcv38/x9fat2/P4sWLtfM5NbF4vPzy5ct58OCBNp6s6tevT2xsrDZBTk1N5cyZMzrHKsSzmDJFTZKXLNFPUwdbW3Vgknv31CQ5MbH4YxBCFL3MX44K2n1kTipUqMCCBQuYO3cuFSpUwNHRkU2bNgFq5dOJEycASEhIwO6/b+ErV64svABEoZEEuZisWrWKjz76CC8vL9q2bcsHH3xA3bp1dV6/S5cu/PjjjznepDd9+nTu3r2r7bJr//79eW6rY8eOBAQE4O3tjZeX1xPdzZmamrJ582amTJlCw4YN8fLyyncXc0Lkx8GD8N13MHGi2h5QXzw9YcMGOHFCHX0vPV1/sQghio6vb+F1H/m4Ro0a4enpybp161izZg3Lli2jYcOGuLm5ERwcDKhdvfbu3ZsmTZpgbW1d+EGIAtMomSMFlBLe3t6EhYVlW3bu3DlcXFz0FFHpJuc2/3L6G83LgwcPmDt3LteuXePbb7/l4sWLXLhwgc6dOxdhlLnLb/xPk5Kitvm9fx/OnjWMYaAXLYKxY+HNN0HumxHCsMnnUNHI6bwW9vXfkEkNshAGbsiQIZQvX17b5MXOzo7p06frOarC88UXcOaMmpQaQnIMMGaMmiB/8YU6PLUQQoiyRRJkIQzc5cuXmTx5MuXKlQPUNm6l5YefK1fUniO6d1fb/RqSL76ATp3UZHnPHn1HI4QQojhJgiyEgTM1NeXhw4fabgEvX76s7fWkJFMUdaAOY2NYsEDf0TzJxETt+s3VFXr3Vmu5hRBClA2SIAth4GbMmEHHjh2Jiopi4MCBvPTSS8yZM0ffYRXY5s2waxd8/DHY2+s7mpxZWqo9W5ibQ+fO8M8/+o5ICCFEcZAEWQgD1759e3744QdWrFhB//79CQsLy3E0yMcNHTqU6tWr4+7unuPriqIwbtw4nJ2d8fT05Pjx44Ucee4SEmD8ePXmvDFjim23z+S552DbNrh1C7p2VUfdE0IIUbpJgiyEgTp+/Lh2unr1Kra2ttSqVYtr167plMwGBgaye/fuXF/ftWsXFy9e5OLFiyxdupQ33nijMMPPVWgodOwIN2+qfR4bGxfLbgvExwdWr4bDh2HIkEejcAkhhCidyuRIevrw448/MmPGjGzLTp48yY4dO3j55Zf1FJUwZJMmTQIgKSmJsLAwGjZsiKIonDx5Em9v76eOdPjiiy/mOWx5cHAwgwYNQqPR0Lx5c+Lj47lx40aRDiseGgpt2kBystrGNzW1yHZV6Hr2hE8/halT1aYWM2cWTR+qQoiSx8LCgsQiHl3ohRdekDEJipHUIOfgr79g3Dj1DvYpUyAqquDb7N69OxEREdpp1KhRtGrVCn9//6euqygKGVJlVebs37+f/fv3Y2try/HjxwkLC+PYsWOEh4drR2AqiJiYGGrXrq2dt7e3JyYmJseyS5cuxdvbG29vb2JjY595nyEhar/HoN6kl89R2/WuVSu1xnv/fvDzUxN+IYQoDoWVHKelpRXKdko7SZAfc+gQtGgBVarAqFGQlqb+vHruXOHt46+//uLDDz9k9erVGBkZ8dlnn+Hj44OnpycffPABAJGRkdSvX59Bgwbh7u5OVFQUb7/9Nu7u7nh4eLBhwwYAbty4wYsvvoiXlxfu7u5PjLInSr4LFy7g4eGhnXd3d+dcYf5B6mDkyJGEhYURFhaGjY3NM2/Hzw/MzNQk09RUnS9JDhx49DwlBTZu1F8sQogCCA2FWbMK/VtuSEgIrVu3pmvXrjg5OTF16lTWrFlD06ZN8fDw4PLlywBs27aNZs2a0ahRI9q1a8etW7cAiI2NpX379ri5uTF8+HDq1KnD7du3AbWWOnMffn5+9OrViwYNGjBw4EBt158ffvghPj4+uLu7M3LkSO1yPz8/JkyYgLe3NzNnzsTR0ZHU/37Cu3fvXrZ5odJrE4uhQ4eyfft2qlevzunTp594XVEUxo8fz86dO6lQoQIrVqygcePGRRrT22/DwoXQr58637kz2NnB++/Df8OpF0hqaioDBgxg7ty5PPfcc+zZs4eLFy9y5MgRFEUhICCA3377jeeee46LFy+ycuVKmjdvzpYtW4iIiODEiRPcvn0bHx8fXnzxRdauXYu/vz/Tpk0jPT2dBw8eFDxIYVA8PT0ZPnw4//vf/wBYs2YNnoUwHrOdnR1RWX4eiY6OLpSa6bz4+sLevWrNsZ9fyWui4OenJvYpKeow1D/+qPbjbGmp78iEEABMmAAREXmXSUiAkyfVmwmMjNQx5itXzr28lxfMm6dzCCdOnODcuXNUrVoVJycnhg8fzpEjR5g/fz4LFy5k3rx5tGzZksOHD6PRaPjuu++YM2cOc+fOZcaMGbRt25Z33nmH3bt3s2zZshz3ER4ezpkzZ6hVqxYtWrTgjz/+oGXLlowZM4b3338fgFdffZXt27fT5b9O5lNSUrSj4EVGRrJjxw66devG+vXr6dGjh7avfaHSaw2yod1ElJQER49Cr17Zlw8cqH6oF4b33nsPNzc3+vbtC8CePXvYs2cPjRo1onHjxpw/f56LFy8CUKdOHZo3bw7AwYMH6d+/P8bGxtSoUYPWrVtz9OhRfHx8WL58OUFBQZw6dQpL+aQudZYvX46bmxvz589n/vz5uLq6snz58gJvNyAggFWrVqEoCocPH6Zy5cpF2v44k68vvPNOyUuO4VGC/9FHat/NUVEwfLjaXEQIUUIkJDy60zYjQ50vRD4+Ptja2lK+fHnq1q1Lhw4dAPDw8NDeFxIdHY2/vz8eHh589tlnnPmvo/WDBw/S778auo4dO1KlSpUc99G0aVPs7e0xMjLCy8tLu939+/fTrFkzPDw82Ldvn3a7gDbvABg+fLj2c2T58uUMGTKkUM9BaaDXGmRDu4moXDm1v9Nbt9Ra40zR0VCtWsG3HxISwpYtW7L1QKAoCu+88w6vvfZatrKRkZFU1GHc3RdffJHffvuNHTt2EBgYyJtvvsmgQYOeKT5FUbST8X9dCyQnJwOg0WjQaDQYGRlhZGSkHbRCFD0zMzMmTpzIxIkT87Ve//79CQkJ4fbt29jb2zNjxgztT2ivv/46nTp1YufOnTg7O1OhQoVCSbrLAl/fR8n9v/+qyf4LL6jd1gkh9EyXmt7QUHjpJfWnIFNTWLOmUL+xZx3IycjISDtvZGSkbf87duxY3nzzTQICAggJCSEoKOiZ92FsbExaWhpJSUmMGjWKsLAwateuTVBQEElJSdpyWXOKFi1aEBkZSUhICOnp6bl2B1qWGXQvFrndRFRUCbKxMQQGwsSJsHKlmiwnJKjNLoYPL9i27969y5AhQ1i7dm22Wl5/f3/ee+89Bg4ciIWFBTExMTn+zNGqVSuWLFnC4MGDuXPnDr/99hufffYZV69exd7enhEjRpCcnMzx48dzTZDT0tJ4+PAhiqJQqVIlQB2V7eHDh6SmppKRkYGiKFSpUoW6desCcO7cuSca9FerVg1HR0cA/vnnHz766COcnZ2pV68e9erVo0GDBlhZWRXshAktR0fHHL+Q/P3333mut27dujxf12g0LF68uECxlXVTpqhdv731Fnh7q/cvCCEMnAG09UpISNA2aVu5cqV2eYsWLdi4cSNTpkxhz5493L17V+dtZibD1tbWJCYmsnnzZno9/pN4FoMGDWLAgAG89957z3gUpZtBJ8i6Wrp0KUuXLgUo0B32oHbjNGSIOjiAuzucOAF9+8J/PW49s2+++YZ//vnniWYi77zzDgMGDMD3v39QCwsL/u///k9bg5upe/fuhIaG0rBhQzQaDXPmzKFmzZqsXLmSzz77jHLlymFhYcGqVauyrXfz5k3u3bunTYJB/RaZmSAbGRlhbm5OpUqVMDY21s5neu6557SJc2ZvGmZmZsCj3jVCQ0PZsGGDtqeNt956i88++4zk5GQ++eQTmjZtio+PD9WrVy/YSSyjMtuMgXoB3LRpE3fu3NFjRCKTRgMrVqjJcZ8+cPw41Kih76iEEE+V9acgPQgKCqJ3795UqVKFtm3bcuXKFQA++OAD+vfvz+rVq/H19aVmzZo6N520srJixIgRuLu7U7NmTXx8fPIsP3DgQKZPn07//v0LfDylkUZR9Nt6LjIyks6dO+d4k95rr72Gn5+f9s2rX78+ISEhedYge3t7Z0soQK0FdXFxyWdccPkyuLhArVr5WlUvUlNTuXfvHvfv3yc5OZn69esDai1jUlIS5ubm2SZTU9NC2W/muU1OTubKlStcunSJ5557Dk9PT06dOoWXl5c2cc5sizV69Gjc3NwKZf8lUU5/o/nVpEkTjh07VkgR5U9hxF/anDwJzZtDs2bwyy9qH89CiOLxLJ/xhio5ORljY2NMTEwIDQ3ljTfeIOJpNx0+o82bNxMcHMzq1atzfD2n81qWrv8GfRkPCAhg0aJF9OvXjz///LPYbiICcHBQJ0OXkJDAjRs3tB2UGxsbY2FhQXp6OsbGxjg5ORVLHOXLl6dBgwY0aNBAu8zDw4OEhATCw8M5cuQIBw4cYNWqVdobBcLCwti/fz99+/blueeeK5Y4S6KsbdYzMjIICwuTfiwNjKcnfPMNDB4M06erv0QJIUR+Xbt2jT59+pCRkYGpqSnffvttkexn7Nix7Nq1i507dxbJ9ksDvSbIchNR/qWmphIXF0eVKlUoX7486enppKenU6tWLSpXrkyFChUM6gY6CwsLWrVqRatWrZg0aRIpKSna5iO//fYbkydPZvLkybzwwgv079+f3r17U0N+o85mUpb2PSYmJjg6OrJROuA1OIMGqf2oz56t1iZ366bviIQQJU29evUIDw8v8v0sXLiwyPdR0uk1QZabiHSTkZFBQkICt2/fJuG/7miMjY2xsbGhSpUqVK1aVc8R6i5r044333xT2wfj+vXrGTt2LB988AE3btwotCYgpcGyZcue+CUgs72aMCzz58OxY2pNclgY1Kun74iEKBsURTGoyqGSTs+tbw2CjKRn4DIyMjh9+jSXL1/mwYMH1KxZE3d3d+1oZiX9guDk5MS7777LyZMnOX36NCtWrMDU1FQ7aMq8efOIj4/Xd5h6ldNdyHndmSz0p3x52LxZbYPcsyfIuD1CFD0zMzPi4uIkqSskiqIQFxenvSG/rDLoNshlVXJyMgkJCVSvXh0jIyOqV6+OmZkZlStXLvEJcV7c3Ny0N+/dvn2b27dvM3HiRKZPn87o0aN56623CjTMcUlz/vx5zpw5Q0JCAj/88IN2+b1797L1bSkMS506sHYtvPwyvP662mVkKf63FULv7O3tiY6OLnAvVuIRMzMz7O3t9R2GXkmCbEBSUlK4fv06t2/fRqPRYGVlhampKTVr1tR3aMXOxsaGQ4cOER4ezueff87nn3/OokWLCAkJeWrXNaXFhQsX2L59O/Hx8Wzbtk273NLSsshu3BCFw98fgoLggw/UQURef13fEQlRepUrV07bN78QhUUS5GJibGyMh4cHaWlpuLi4sHLlSipUqACoA3jcvHmTW7duAXDgwAEuXbrE119/rc+QDUKjRo1Ys2YN77//Pl9//TVeXl4AHD16lAYNGpTqobW7du1K165dCQ0N1faTLUqO6dPVQUTGj1dH6fznH72NSSCEECKfJEHOiaJk/0308flnYG5uru3LcODAgXzzzTe8+eab2tdjY2OpWrUqtWrV4tSpU3IT1mPq16/PvP+GEE1OTiYgIACAWbNmMWjQIIyMSl9z+jlz5jB58mTWrl2b4w2tCxYs0ENUQldGRvB//wdubjBihDpvaqoO4CVJshBCGLbSl1UUVFCQOtZ0ZmN/RVHn8zlOel5atWrFuXPnCA8Pp1u3bjRu3JjXX3+d+/fvZxtfHdTEuWfPnvj4+ODj48Mff/wBqLXMXl5eeHl50ahRI+7fv19o8Rm68uXLExwcjIODA0OGDKFZs2YcOnRI32EVuswO2r29vWnSpMkTkzB8VauqN+spCqSnQ0qKOrqtEEIIwyYJclaKAvHxal9NmUnyxInqfHz8o6S5AJKSktiyZQvVqlVjzpw5eHh4cPLkSW1N6OPGjx/PxIkTOXr0KFu2bGH48OEAfP755yxevJiIiAh+//33bMNDlwVNmzbl0KFD/N///R83btygRYsWxdJ3ZHHq0qULAIMHD85x0sXu3bupX78+zs7OfJrD6BUrVqzAxsZG+2Xru+++K9RjEDBwoFpznOnFF/UXixBCCN1IE4usNBr48kv1+fz56gRqI8IvvyxQM4uHDx/i4eFBSkoKXl5ejBgxgl69ejFz5kwA2rZtS1xcHPfu3cu23q+//srZs2e18/fu3SMxMZEWLVrw5ptvMnDgQHr06FEm7zbVaDQMHDiQrl27snHjRho1agTAzZs3S8WNjV26dMmz15KtW7fmuX56ejqjR4/ml19+wd7eHh8fHwICAnB1dc1Wrm/fvixatKhQYhZP8vVVa40/+gh27YKtW6FFC31HJYQQIi+SID8uM0nOTI6hwMkxqG2Q165di7GxMQ4ODtob9J4mIyODw4cPP9Ef4dSpU3nllVfYuXMnLVq04Oeff842zHNZYmFhwdChQwH466+/aNSoEcOGDWP27Nklumb9rbfeKtD6R44cwdnZWTvISL9+/QgODn4iQRZFz9cXduyAMWNgzhxwcoLXXtN3VEIIIXIjTSwel9msIqusbZLz6cGDB2RkZADw/PPP06BBA21y3KpVK9asWQNASEgI1tbWVKpUKdv6HTp0yDYkZOaNfpcvX8bDw4MpU6bg4+PD+fPnnym+0sbOzo7hw4ezcOFCfH19uXjxor5DematW7fWTr6+vtpRE319fWnduvVT14+JiaF27draeXt7e2JiYp4ot2XLFjw9PenVqxdRUVE5bmvp0qV4e3vj7e0tfY0+I41G/d7dqROMHq3WJgshhDBMkiBnlbXN8fjxkJGhPmZtk5wPsbGxnDt3jhs3bgDqzWVZe1sICgri2LFjeHp6MnXqVFauXPnENhYsWEBYWBienp64urryzTffADBv3jzc3d3x9PSkXLlyvPzyywU48NKjYsWKzJ8/nx07dhAVFUWTJk3YsmWLvsMqkB07dlC3bl3GjRvHmDFjcHZ2ZlchZVddunQhMjKSkydP0r59+1zbNo8cOZKwsDDCwsLK1GAthc3EBDZsAE9P6NMHTpzQd0RCCCFyIk0sstJowMoqe5vjzDbJVlY6N7PIyMggKiqK2NhYKlWqRI0aNUhMTHyiXNWqVfnpp5+eWB4YGEhgYCAA1tbWbNiw4YkyWWuVxZM6depEeHg4vXv35uDBg/Ts2VPfIT2zSZMmsX//fpydnQH114NXXnnlqV+K7OzsstUIR0dHY2dnl61MtWrVtM+HDx/O5MmTCzFykRMLC9i+HZo1g1deUftKLoO3EAghhEGTBPlxQUHZ+z3OTJJ1TI5TU1O5fPkyiYmJ1KxZEzs7u1I9PLQhe+655/j999+18xcuXMDW1vaJZiyGztLSUpscAzg5Oek0QIqPjw8XL17kypUr2NnZsX79etauXZutzI0bN7C1tQXUm/4yu5YTRatWLbVNcsuW0Lkz/P47lOIxb4QQosSRBDknjye0+Uhw09LSSEpKwtHRMVvtnNAP0//610pJSaFjx45YWlqyc+fOEtXrh7e3N506daJPnz5oNBo2bdqEj48PP/zwAwA9evTIcT0TExMWLVqEv78/6enpDB06FDc3N95//328vb0JCAhgwYIFbN26FRMTE6pWrcqKFSuK8cjKNk9P2LxZbZPcpw9s26Y2wRBCCKF/GkUphM59DYi3tzdhYWHZlp07d44GDRoUaU1ucnIypqamaDQa0tPTMTY2LrJ9GQpFUTh//nyJqXX85Zdf6NWrFxYWFuzYsUM7bHVxy+lvNC9DhgzJ9TWNRsP3339fGGHpLL/xi7x9+y2MHKn2avH11wXuMEcIIYpMWbr+l4n6CjMzM+Li4qhWrVqRJMn37t3j0qVL2NvbU7169TKTHMfFxT3R/Zwha9++PQcPHuSVV17hxRdfZPfu3bzwwgv6Duupli9fru8QRBEaMQL+/hs+/RTq1oW339Z3REIIIcpEgmxvb090dHSRdE/14MEDYmNjKVeuHKampsTFxRX6PgyVmZlZiWqqAODh4UFoaCht27Zl1qxZbNu2Td8hPdWVK1dYuHAhkZGRpKWlaZc/baAQUXLMnAlXrsDkyeDgAL176zsiIYQo28pEglyuXDkcHR0LfbvBwcH07NmTpk2bsmPHDqpUqVLo+xCFz87OjgMHDmBhYQGoteGGfCNlt27dGDZsGF26dMnWTaAoPYyMYMUKiI6GV1+Fu3chLg78/NRBRoQQQhSvMpEgF4UbN27Qr18/vL29+fnnn3XqVUAYjsyhqO/fv0/Pnj155513aNOmjZ6jypmZmRnjxo3TdxiiiJmZwU8/gZeX2h7ZyAjKl4e9eyVJFkKI4ibVUc/I1taWDRs2sGvXLkmOS7CkpCSuX79O165dtaMUGprx48czY8YMQkNDOX78uHYSpY+1NfTtqz7PyIDkZAgJ0WtIQghRJkkNcj6Fh4fzzz//4O/vT0BAgL7DEQVkY2PD7t278fX15eWXXyY0NBQHBwd9h5XNqVOnWL16Nfv27dM2sdBoNOzbt0/PkYmi0KsXfPUVJCWpSXJ6ur4jEkKIskcS5Hy4fv06Xbp0wdzcnHPnzmEinZaWCvb29uzevZuWLVvSsWNH/vjjD4Pqw3rTpk38/fff2j6dRenm6wv79sHOnbB1K7z3HlSooI52b8BN5YUQolSRJhY6evDgAV27diU+Pp4tW7ZIclzKuLm5sW3bNm33dYbE3d2d+Ph4fYchipGvL3z0Efz5p1qjPGmSmiBLbbIQQhQPyfJ0kJGRQWBgIMeOHeOnn37C09NT3yGJItCyZUvOnDljcF9+4uPjadCgAT4+PpQvXx5Qm1gEBwfrOTJR1MzMYMMGeOstdcT76GhYvRrMzfUdmRBClG6GlQkYqA0bNrBp0ybmzJkj7Y5LORMTE1JSUpgwYQJNmzYlMDBQ3yExY8YM7XNFUfj9999Zv369HiMSxcnICL74AmrXVmuSb96E4GAwoFZAQghR6kiCrIN+/fpRqVIlOnXqpO9QRDEwMjLiwoULfP/993h6etK4cWO9xtO6dWvCw8NZu3YtmzZtwtHRkddff12vMYniN3GimiT/73/QogXs2gVF0L27EEIIpA1ynuLi4rh69SoajYZXXnnFoAeTEIXHxMSE9evXU716dXr06EFCQoJe4vjrr7+YMWMGDRo0YOzYsTz33HMoisL+/fsZO3asXmIS+tWrF/z6K/zzj9pO+dgxfUckikNoKMyapT4aQnkhygKpQc6FoigEBgZy9OhRLl++TMWKFfUdkihGNjY2bNq0iRYtWjBhwgSWL19e7DE0aNCAVq1asX37dpydnQH48ssv87WN3bt3M378eNLT0xk+fDhTp07N9npycjKDBg3i2LFjVKtWjQ0bNhhcN3ciu5Yt4dAh6NgRWreGjRtBftwqOVJSYMcOtacSNzf1V4DERPj3X/Ux6/N//1WHIP/1V7XLPyMjaNIEKlVS5xXlyceEBDh37lH5hg3V/rXLlct5iouD7dvVG0CNjWHoUKhfX23/bm6uPmZ9bm4OFy7AiRPQqpX691ihgvpabgN9hoaq/XnrOjJkfssLURQkQc7F4sWL2b59O/Pnz5fkuIxq1qwZ7777Ll988QUzZszgueeeK9b9//DDD6xfv542bdrQsWNH+vXrh6IoOq+fnp7O6NGj+eWXX7C3t8fHx4eAgABcXV21ZZYtW0aVKlW4dOkS69evZ8qUKWzYsKEoDueRov60NLTyRbCPBg3g8GF45RUICICFA0JxuRVCtZ5+eIw0gGMuY+VPLg3l1voQMl70w6SVLzduqG3FM6es83fuQHNC8SOElfhxmJy3X7EiWFioCXXTDLV8SIYf12/5YmqqdvlnZKQ+Ghs/mv/nn+zlb9xRy6elQWrqk1NCAnin/Vc+zY+lS59+vJnxz/7Cj+5Z4i9fXk2Wzc0fTenpUOV8KC8qIbxt5EeFl3ypXfvJxDvzeUwMHPwslJbpIUwx9qPHZ740agSmpupUvvyTz/9eE8r9bSFY9/LD87Wnx39qaShxW/Lx//IM65T08gI0Sn4+cUsAb29vwsLCCrSNq1ev4ubmRqtWrdi5c6c0rSjDUlNTiY6OxrEQG3vm92/033//JTg4mHXr1rFv3z4GDRpE9+7d6dChQ57rhYaGEhQUxM8//wzArFmzAHjnnXe0Zfz9/QkKCsLX15e0tDRq1qxJbGxsnn/zBfofCw2FF19UP62NjMDTEypXzr18QgKcPPmoOqyklS/ifaSnw6XjCTg/OIkRGWRgxMPnPbGwLUHnqASVT02Dhw/gwcNHjyQk0CDl0fk/gSf3UMsbacA0S0Jnagqaewk4JT4qH1PNk6qOlTE2BmMjNdk1MobM/8DEGwmY/6X7+1vQ8g/qeWJevTIZGWSb0v97TLiWQO27j8pHWnpSzrryozLpZHuuuZ/9/Jw29uSBceVs282qEgk0JOfzmZOcyt/XVEajIcepYnoCbmmPyp8z9SSpXGXQ/HfOc3g0S07g+aRH61w09ySpfGVyu0qWT06g3sMny/NftpUt6VKgfEoC9bNs/0J5Tx6aquWVLOWU/x7N0xJwyXJOz5p48sCksvZ17cN/61RMT8A9/SQaFJIw4/KSvc+cJBdGjlVSSA3yYxRF4bXXXgNgyZIlkhyXceXKlcPR0RFFUdi3bx8vvfRSscdQsWJFBgwYwIABA7h79y6bNm1i9uzZT02QY2JiqF27tnbe3t6eP//8M9cyJiYmVK5cmbi4OKytrbOVW7p0KUuXLgUgNjb22Q8mJORRZ74ZGWoy8rRkJSOj5JYv4n0YG0N10wSMHmSgATRkcO9qAubV1YSruOMpDeWVeLW8BlAyMoi9lEC0UWUePlAT5KzMzaBWRgJGPDr/tS0TqNigMqbl/6vZfWz7SX8lYJT4qHx10wTMKuYej0VqAsp/2zciA4vUBMgjYSxoecu0BDDJvbz5P9mP184iAbPnci+f9FcCRjcela9fPQGz57OXV5RHCXjqpQSM/nlU3tk6gXS7yigZkKGgfczIUJ8bRSdg9PBR+ZpmCVhVr4yikONkEZc9/spKAorZf/Eo2RNLbYKZln2dCikJPCxXOVuim/W5eUrO5TP/GLL9TRiBxWPbt0xPIK1c5Udls66nAauE7OWraBIwrlQ5e2Kf5bnFnQSM0tXy5UghbksISC3y0yl6tGvXLuX5559X6tatq8yaNeuJ15cvX65YW1srDRs2VBo2bKh8++23T91mkyZNChRTUlKSEhgYqCxYsKBA2xGly8aNGxVA2bZtW4G3VdC/UV1t2rRJGTZsmHZ+1apVyujRo7OVcXNzU6KiorTzTk5OSmxsbJ7bLVD8hw4pirm5ohgbq4+HDpXu8sWwj5NLDin/Yq6kYKz8i7nSnENKzZqK8t13ipKWVvzxlKTyycmKcvy4eq5GjVIUX19FebFc9vPZsfIhxc9PUUaOVJTPPlOU4GBFOXdOXVdRnjz/J5c8PZ608uZKmsZYSStv2OensOIvyvL5Pf/5fr+KYR+GVj4vxfX5ZQj0liCnpaUpTk5OyuXLl5Xk5GTF09NTOXPmTLYyy5cvf+ID/WkK683LyMgolO2I0iElJUVxcXFRnJyclIcPHxZoW8V1gTl06JDSoUMH7fwnn3yifPLJJ9nKdOjQQTn03wdQamqqUq1ataf+7Rc4/kOHFOWTT3RLLktD+WLYx8klh5T9HT5RTi45pBw+rCgvvKDWlzVsqCh79xZ/PIZW/uSSQ8qvL32i/Dj5kLJokaIMG6YojRopSrlyj+oWLS0V5cUX1XP3guaQMpVPlBZGh5TH/mVy3X7m+S+K+KV83vJ7/vP9fhXDPgytfG4kQS4Gunx4F3eCvGjRIuXIkSPPvL4o3fbu3asAyowZMwq0neK6wKSmpiqOjo7K33//rf0Sevr06WxlFi1apLz22muKoijKunXrlN69ez91u2XpAllSZWQoyoYNilKnjpr8BQQoyoUL+o6q+KSlKcqJE4qydKmidO6sKBpN9h/ara0VpUMHRZkyRT1Pf/2lKOnp6rrP8iOBEGVFWbr+660f5JzaR8bExDxRbsuWLXh6etKrVy+ioqJy3NbSpUvx9vbG29v7mdtHXrhwgfHjx/P9998/0/qi9Gvbti19+vRh1qxZXLlyRd/hPJWJiQmLFi3C398fFxcX+vTpg5ubG++//z5bt24FYNiwYcTFxeHs7MwXX3zBp59+queoRWHQaKBPHzh/Hj79FPbvV7sUmzBB7UWhpHu8394bN+Cnn+Cdd6BNG7CyUrs3GzkS9u5V02JQ77mbPFnt6eHnn9Vz06cP1Kv3qIsyX191nY8+Uh+lmzEhyia99WKxefNmdu/ezXfffQfA6tWr+fPPP1m0aJG2TFxcHBYWFpQvX54lS5awYcMG9u3bl+d2n/UOy65du7J//34uXbpE9erV872+KBuio6Pp0KEDixcvpk2bNs+0jZJ+F3BJj78sunULPvgAvv1WvT9t0CA1ifT3L3kJ4N69avd2KSlqUmttrR4fgIkJNGoEzZqpU/PmajLcrp1a3tRUkl4hCqIsXf/11ouFnZ1dthrh6Oho7OzsspWpVq2a9vnw4cOZPHlykcQSEhLC1q1b+eSTTyQ5Fnmyt7fnzJkz0ruJKFFq1IBvvoHRo2HYMJg/X13+0UfqwBDDhoG3t5pgGpKEBAgPh+PH1VEDjx9Xa8UzpadD9eowZYqaDDdqpPanm5Wzs5oUy8ATQoj80Nvl0MfHh4sXL3LlyhXs7OxYv349a9euzVbmxo0b2NraArB161ZcXFwKPQ5FUXj33Xext7dnwoQJhb59UfpoNBqSkpL49ddf6dy5s77DEUJnHh7QrZuabGb2Q/vdd+pUuTK89BK0b69OdesWX1yhobBzJ9jYQFLSo4T40qVHZeztoXFjdeS2VavU5NjUFJYseXrS6+sribEQIn/0liBnbR+Znp7O0KFDte0jvb29CQgIYMGCBWzduhUTExOqVq3KihUrCj2O9PR0OnXqxHPPPYe5uXmhb1+UTvPnz2fq1KkcO3aMxo0b6zscIXTWpo06Allmk4MtW+DePfjlF3X64Qe1nKPjo2TZ0lJNWp91IDpFgbt34do1iIpSHzOnM2fg9OlH7YQBHBzUZDgwUB1auXFjtaY409ChUiMshChaMpKeEM8gPj4eJycnWrVqRXBwcL7WLel/oyU9fpH7SMqKAhcvqonynj3qzX3372dft1YtqFpVHRa4QoVHQwtnPo+PV5Ps9HT1ZsHateH2bfj33+zbMTVVX1MU+PtvdZmREbz7rtr0QwhheMrS9d/AWpwVr5MnT3LhwgV69OiBca7DTgnxJCsrK8aOHctHH33ExYsXqVevnr5DEkJnuTU50Gjg+efVafRoSE2FsWNh6VI1kdVo1GYQTk7w8CE8eACxsY+eP3igJshp/404pyhgYQHdu8Nzz2WfbGzUhDg0VG3akVmj3alTsZ4KIYTIUZlOkGfMmMG+ffvw9/enUqVK+g5HlDBvvPEGn376KQsXLmTBggX6DkeIQleuHAwerLb5zUxgv/4672YNjye8336bd/nMbtWkyYQQwpCU2QQ5KiqKn376icmTJ0tyLJ5JzZo16d+/P2fOnEFRFOnZQpRK+U1gnyXhlZvohBCGpswmyN9//z2KojBy5Eh9hyJKsK+//hozMzNJjkWplt8EVhJeIURJVyYT5LS0NL777js6dOiAo6OjvsMRJVhmzyf379/HwsKiTCTKkZGReHt7F2gbsbGx2NjYFFJEJUNZO2Y53tKtrB0vlL1jzul4IyMj9ROMHpTJBDk6OpoKFSpI7bEoFCEhIbz88svs27cP3zJQbXb79u0Cb6Ms3Qmdqawdsxxv6VbWjhfK3jGXteN9XJlMkB0cHDh//jylrIc78awyb8/Pbf4pMvtBXr16dZlIkIUQQojSzkjfARS35ORkkpOT0Wg0GBmVucMXjwsKgokTH41SoCjqfFCQzpuoVKkS3bp1Y8OGDaSkpBRJmEIIIYQoPmUuQ9yyZQvVq1fn4sWL+g5F6JuiqJ22zp//KEmeOFGdj4/PPrTXU7z66qvcuXOHnTt3Flm4pUlZbN5U1o5Zjrd0K2vHC2XvmMva8T6uzI2k16NHD/7880+ioqKkBllkT4ozjR8PX36Zr2YWaWlp1KhRg86dO7Ny5co8y5b1dl1CCCGEoStTGWJiYiK7du2iZ8+ekhwLlUajJsNZ5TM5BjAxMeG7777jrbfeKsTghBBCCKEPOmWJ6enpRR1Hsfjll19ISkqiZ8+e+g5FGIrMGuSssrZJzofu3bvj4eFRSIEJIYQQQl90SpDr1avH22+/zdmzZ4s6niK1d+9eKlasyAsvvKDvUIQhyNq8Yvx4yMhQH7O2Sc6n7du3s3Xr1iIItvTYvXs39evXx9nZmU8//VTf4RQ5BwcHPDw88PLyKnD/0YZq6NChVK9eHXd3d+2yO3fu0L59e+rVq0f79u25e/euHiMsXDkdb1BQEHZ2dnh5eeHl5VWq7keIioqiTZs2uLq64ubmxvz/mqSV1vc4t+Mtre9xUlISTZs2pWHDhri5ufHBBx8AcOXKFZo1a4azszN9+/YtezehKzq4d++esnTpUsXX11dp1qyZsmTJEiUhIUGXVYtdkyZNcn3tyJEjysqVK4sxGmHwPvhAUcaPV5SMDHU+I0Od/+CDZ9pcy5YtlcaNG+dZJq+/0dIuLS1NcXJyUi5fvqwkJycrnp6eypkzZ/QdVpGqU6eOEhsbq+8witSBAweUY8eOKW5ubtplb7/9tjJr1ixFURRl1qxZyuTJk/UVXqHL6Xg/+OAD5bPPPtNjVEXn+vXryrFjxxRFUfOBevXqKWfOnCm173Fux1ta3+OMjAzl/v37iqIoSkpKitK0aVMlNDRU6d27t7Ju3TpFURTltddeU7766it9hlnsdKpBtrS0ZMSIERw6dIjZs2czY8YMbG1tGTx4MJcuXSrqHL7Q+Pj4MGjQIH2HIQxJUFD2NseZbZLz0c1bVu3btyc8PJx79+4VWoilyZEjR3B2dsbJyQlTU1P69etHcHCwvsMSBfTiiy9StWrVbMuCg4MZPHgwAIMHD+ann37SQ2RFI6fjLc1sbW21/b1bWlri4uJCTExMqX2Pczve0kqj0WBhYQFAamoqqampaDQa9u3bR69evYDS9f7qSuc2yFu3bqV79+5MmDCBSZMm8ffff9OlSxc6depU1DEWiuPHj/Pzzz+XmvbUohA9fkNeAYaL9vX1RVEU/vzzzwIGVTrFxMRQu3Zt7by9vX2p/uAB9cOnQ4cONGnShKVLl+o7nGJz69YtbG1tAahZsya3bt3Sc0RFb9GiRXh6ejJ06NBS09zgcZGRkYSHh9OsWbMy8R5nPV4ove9xeno6Xl5eVK9enfbt21O3bl2srKwwMVHHkysL1+rH6dwGOTg4mLfffpvw8HDefPNNatSoQa9evejYsWNRx1golixZQr9+/dAUIPkR4mmaNWuGRqPh0KFD+g5FGIiDBw9y/Phxdu3axeLFi/ntt9/0HVKx02g0pf7a+8Ybb3D58mUiIiKwtbVl0qRJ+g6p0CUmJtKzZ0/mzZtHpUqVsr1WGt/jx4+3NL/HxsbGREREEB0dzZEjRzh//ry+Q9K7pybI6enpBAYGsmzZshxvbluwYEGRBFbYjh8/TuPGjaV7N1GkKlWqhIeHB6dPn9Z3KAbJzs6OqKgo7Xx0dDR2dnZ6jKjoZR5f9erV6d69O0eOHNFzRMWjRo0a3LhxA4AbN25QvXp1PUdUtGrUqIGxsTFGRkaMGDGi1L3Pqamp9OzZk4EDB9KjRw+gdL/HuR1vaX6PAaysrGjTpg2hoaHEx8eTlpYGlI1r9eOemi0aGxuzffv24oilyKSmpnLq1CkaNWqk71BEGbB//342btyo7zAMko+PDxcvXuTKlSukpKSwfv16AgIC9B1Wkfn333+5f/++9vmePXuy9XxQmgUEBGgHzVm5ciVdu3bVc0RFKzNRBPjxxx9L1fusKArDhg3DxcWFN998U7u8tL7HuR1vaX2PY2NjiY+PB+Dhw4f88ssvuLi40KZNGzZv3gyUrvdXVya6FGrRogVjxoyhb9++VKxYUbs8sxG7oTt//jzJycklJl5RspWlm3fyy8TEhEWLFuHv7096ejpDhw7Fzc1N32EVmVu3btG9e3dAHW1xwIABJaZZWn7079+fkJAQbt++jb29PTNmzGDq1Kn06dOHZcuWUadOnVL1pTGn4w0JCSEiIgKNRoODgwNLlizRd5iF5o8//mD16tXa7goBPvnkk1L7Hud2vOvWrSuV7/GNGzcYPHgw6enpZGRk0KdPHzp37oyrqyv9+vVj+vTpNGrUiGHDhuk71GKl01DTbdq0eXLF/+5wNDQ5DeO7cuVKAgMDOXv2LC4uLnqKTJQV0dHRvPvuu7zxxhv4+vo+8boMNS2EEEIYNp1qkPfv31/UcRSpAQMG0LhxY55//nl9hyLKgPLly7N69WoaNWqUY4IshBBCCMOmU4IMsGPHDs6cOUNSUpJ22fvvv18kQRW2cuXKyRDAotjY2NhQrVo1zp07p+9QhBBCCPEMdOrS4fXXX2fDhg0sXLgQRVHYtGkTV69eLerYCs2XX37Jtm3b9B2GKENcXFykmxwhhBCihNIpQT506BCrVq2iSpUqfPDBB4SGhvLXX38VdWyFZubMmezYsUPfYYgypE6dOkRHR+s7DCGEEEI8A50SZHNzcwAqVKjA9evXKVeuXLbuTgzZ/fv3iYuLw9HRUd+hiDIkcxQiIYQQQpQ8OiXInTt3Jj4+nrfffpvGjRvj4OBA//79izq2QpE5NKK9vb2eIxFlyYwZMzh+/Li+wxBCZDFz5kzc3Nzw9PTEy8urSIeE9/Pzk95qhCjBdLpJ77333gOgZ8+edO7cmaSkJCpXrlykgRWWzLHSpW9aIYQou0JDQ9m+fTvHjx+nfPny3L59m5SUFH2HJYQwUDqPu3zo0CHWrl3Lhg0bCA4OZtWqVUUZV6HJHB2mSpUq+g1ElClnzpzBz8+Po0eP6jsUIQTqYAjW1taUL18eAGtra2rVqsWHH36Ij48P7u7ujBw5ksyhAfz8/Jg4cSLe3t64uLhw9OhRevToQb169Zg+fToAkZGRNGjQgIEDB+Li4kKvXr148ODBE/ves2cPvr6+NG7cmN69e5OYmFh8By6EeCY6Jcivvvoqb731FgcPHuTo0aMcPXq0xPx01LFjR/7991+8vb31HYooQx48eMCBAwf4559/9B2KEALo0KEDUVFRPP/884waNYoDBw4AMGbMGI4ePcrp06d5+PAh27dv165jampKWFgYr7/+Ol27dmXx4sWcPn2aFStWEBcXB8CFCxcYNWoU586do1KlSnz11VfZ9nv79m0+/vhjfv31V44fP463tzdffPFF8R24EOKZ6NTEIiwsjLNnz6LRaIo6nkKn0WioUKGCvsMQZYyZmRlAtn7DhRD6Y2FhwbFjx/j999/Zv38/ffv25dNPP8XS0pI5c+bw4MED7ty5g5ubG126dAEgICAAAA8PD9zc3LC1tQXAycmJqKgorKysqF27Ni1atADgf//7HwsWLOCtt97S7vfw4cOcPXtWWyYlJUUGEBKiBNApQXZ3d+fmzZvai0Nh2b17N+PHjyc9PZ3hw4czderUbK8nJyczaNAgjh07RrVq1diwYQMODg752sfevXsJDg7ms88+0/60JkRRkwRZCMNjbGyMn58ffn5+eHh4sGTJEk6ePElYWBi1a9cmKCgo2/9s5meGkZFRts8PIyMj0tLSAJ6oOHp8XlEU2rdvz7p164rqsIQQRUCnJha3b9/G1dUVf39/AgICtFNBpKenM3r0aHbt2sXZs2dZt24dZ8+ezVZm2bJlVKlShUuXLjFx4kSmTJmS7/0cP36chQsXai9mQhSHzK4RJUEWwjBcuHCBixcvaucjIiKoX78+oLZHTkxMZPPmzfne7rVr1wgNDQVg7dq1tGzZMtvrzZs3548//uDSpUsA/PvvvyVqHAEhyiqdapCDgoIKfcdHjhzB2dkZJycnAPr160dwcDCurq7aMsHBwdp99+rVizFjxqAoSols6iHKlszaptTUVD1HIoQASExMZOzYscTHx2NiYoKzszNLly7FysoKd3d3atasiY+PT763W79+fRYvXszQoUNxdXXljTfeyPa6jY0NK1asoH///iQnJwPw8ccf8/zzzxfKcQkhioZOCXLr1q0LfccxMTHUrl1bO29vb/9En5RZy5iYmFC5cmXi4uKwtrbOVm7p0qUsXboUgNjY2EKPVYj8Sk9P13cIQogsmjRpwqFDh55Y/vHHH/Pxxx8/sTwkJET7PLNZxuOvRUZGYmJiwv/93//luX7btm2lRxshSpg8m1hk/lRkaWlJpUqVtFPmvKEYOXIkYWFhhIWFYWNjo+9whNA2rchsiyyEEEKIkiPPGuSDBw8C6nDNhc3Ozo6oqCjtfHR0NHZ2djmWsbe3Jy0tjYSEBKpVq5av/RgbG2Nqaio1eqJYSYIsROnn4ODA6dOn9R2GEKII6HST3p07d56YCtq20sfHh4sXL3LlyhVSUlJYv379Ezf+BQQEsHLlSgA2b95M27Zt893+eMKECSQnJxtUjbco/SRBFkIIIUoundogN27cmKioKKpUqYKiKMTHx1OzZk1q1KjBt99+S5MmTfK/YxMTFi1ahL+/P+np6QwdOhQ3Nzfef/99vL29CQgIYNiwYbz66qs4OztTtWpV1q9fn+/9GBnpPFigEIXG2tqaKVOmaO+SF0IIIUTJoVEyx9XMw4gRI+jVqxf+/v6AOmzmli1bGDJkCOPHj3/i5jp98vb2zjbK38WLF/n44495++23cXd312NkQqge/xsVQgghhGHRqXr18OHD2uQY1CE7Q0NDad68ubbbGkN1//59Vq1axeXLl/UdiihD7t27R0JCAjp8/xRCCCGEgdEpQba1tWX27NlcvXqVq1evMmfOHGrUqEF6errBN2HIvKnvn3/+0XMkoiyZP38+VlZW0g+yEEIIUQLplN2uXbuW6OhounXrRrdu3bh27Rpr164lPT2djRs3FnWMBWJnZ4exsTFXr17VdyiiDLlx4wbVqlXD1NRU36EIIYQQIp90uknP2tqahQsX5vias7NzoQZU2ExMTKhduzZXrlzRdyiiDLlx4wY1a9bUdxhCCCGEeAY6JcixsbHMmTOHM2fOaLuvAti3b1+RBVaYXF1dpS2oKFaXLl3SDqMuhBBCiJJFpyYWAwcOpEGDBly5coUPPvgABweHZxqzXl927NjB2rVr9R2GKCPS0tK4cOECLi4u+g5FCCGEEM9ApwQ5Li6OYcOGUa5cOVq3bs33339fYmqPhShuaWlpzJ8/nx49eug7FCGEEEI8A50S5HLlygFqbxY7duwgPDycO3fuFGlghencuXO0bt2aw4cP6zsUUQaYmZnxxhtv0KxZM32HIoQQQohnoFMb5OnTp5OQkMDcuXMZO3Ys9+7d48svvyzq2ApN5cqV+e233zhy5AjNmzfXdziilDtz5gympqbUq1dP36EIIYQQ4hnoVIPcuXNnKleujLu7O/v37+fYsWMEBAQUdWyFxtbWlho1ahAeHq7vUEQZMH36dF5++WV9hyGEEGg0GipWrMi0adN0Kt+2bVvMzMxo2bJlEUcmhGHTKUG+cuUKb775Jj169CAgIEA7lRQajYZGjRpx/PhxfYciSjlFUQgNDeWFF17QdyhCFJuDBw/ywgsvULlyZapWrUqLFi04evQoAA4ODvz6669Ftm8HBwfMzc2xsLCgZs2aBAYGkpiYWGT7K4lOnDjBzJkzdSq7b98+vvnmmyKOSAjDp1MTi27dujFs2DC6dOli8CPn5cbb25tZs2Zx7949KlWqpO9wRCl15coVbt26JQmyKDPu3btH586d+frrr+nTpw8pKSn8/vvvlC9fvthi2LZtG+3atePmzZv4+/sza9YsnRNCIYTIiU7ZrpmZGePGjaNNmza0bt1aO5Uk/v7++Pv7ExcXp+9QRCl26NAhAEmQRZnx119/AdC/f3+MjY0xNzenQ4cOeHp68uqrr3Lt2jW6dOmChYUFc+bMAeD69ev07NkTGxsbHB0dWbBggXZ7Dg4OzJo1C1dXV6pUqcKQIUOy9b+fl5o1a+Lv709ERIR2WV77mj17NnZ2dlhaWlK/fn327t2rUxznzp3Dz88PKysr3Nzc2Lp1a7Y4HBwc+Pzzz/H09KRy5cr07dtXu25u+8wrzqf5+++/eeWVV7C2tqZSpUq0b98+17JLliyhU6dOjB49Gmtra2rVqsUvv/yi876EKDMUHaxZs0YJCgpSDh06pBw7dkw7GaImTZroOwRRhr3++uuKpaWlkpaWlmsZ+RsVpUlCQoJStWpVZdCgQcrOnTuVO3fuZHu9Tp06yi+//KKdT09PVxo3bqzMmDFDSU5OVi5fvqw4Ojoqu3fv1pZ3c3NTrl27psTFxSkvvPCCMm3atFz3n3X7UVFRiru7uzJu3Lin7uv8+fOKvb29EhMToyiKoly5ckW5dOlStu3mFEdKSopSt25dZebMmUpycrKyd+9excLCQjl//ny2dX18fJSYmBglLi5OadCggfL111/nus+nnZOnadGihbJo0SIlLS1NefjwoXLw4EHta4By8eJF7fwbb7yhVKlSRdm9e7eSnp6uBAUFKS+99FK27S1fvlxp0aKFTvsWorTSqQb51KlTfPvtt0ydOpVJkyYxadIk3nrrrSJO3YtGfHy8vkMQhubxURYLMOrixx9/zNatWzE2Ni5gUEKUDJUqVeLgwYNoNBpGjBiBjY0NAQEB3Lp1K8fyR48eJTY2lvfffx9TU1OcnJwYMWIE69ev15YZM2YMtWvXpmrVqkybNo1169blGUO3bt2wtLSkdu3aVK9enRkzZjx1X8bGxiQnJ3P27FlSU1NxcHCgbt262babUxyHDx8mMTGRqVOnYmpqStu2bencufMTMY4bN45atWpRtWpVunTpQkRERK771OWc5OXy5cukp6eTnp6OmZkZLVq0yLXsyZMnmTp1Kv7+/hgZGeHq6qrTPoQoa3RKkDdt2sTff//NgQMH2L9/P/v37y+RA4UsXbqUatWqERsbq+9QhKEICoKJEx8lxYqizgcFPdPmqlWrhp+fX2FFJ0SJ4OLiwooVK4iOjub06dNcv36dCRMm5Fj26tWrXL9+HSsrK+30ySefZEuoa9eurX1ep04drl+/nuf+f/rpJ+7fv09ISAjnz5/n9u3bT92Xs7Mz8+bNIygoiOrVq9OvX78n9pNTHNevX6d27drZ7sepU6cOMTEx2datWbOm9nmFChVITEzMdZ+6nJO8rFmzhuDgYGrVqsWwYcNyHadAURROnTpFly5dtMtOnz4tSbIQOdApQXZ3dy8VNa9NmjQhIyODHTt26DsUYQgUBeLjYf78R0nyxInqfHx8vmuSN27cyLx581AKUAMtREnXoEEDAgMDOX36NKD2IpRV7dq1cXR0JD4+Xjvdv3+fnTt3astERUVpn1+7do1atWrptO/WrVsTGBio/YXzafsaMGAABw8e5OrVq2g0GqZMmZJteznFUatWLaKiosjIyMj2mp2dnU4x5rRPXc5JXtq2bcvevXs5e/YsJ06cYMWKFTmWi4yMJC0tjfr162uXhYeH4+XlpdN+hChLdEqQ4+PjadCgAf7+/iWym7dMjRs3pk6dOmzevFnfoQhDoNHAl1/C+PFqUmxkpD6OH68uf+yD/WkWLlzIqlWrnkgIhCjNzp8/z9y5c4mOjgbUpHLdunXaQZlq1KjB33//rS3ftGlTLC0tmT17Ng8fPiQ9PZ3Tp09ru4UDWLx4MdHR0dy5c4eZM2fSt29fneOZMGECv/zyCydOnMhzXxcuXGDfvn0kJydjZmaGubn5E7005RRHs2bNqFChAnPmzCE1NZWQkBC2bdtGv379nhpbbvvU5ZwEBgYSGBj4xDZ/+OEHLl68iKIo3L9/n7t37+aa8J48eRIPD49sxxkeHk7Dhg11O7lClCE6JcgzZszgxx9/5N1339W2QZ40aVJRx1boNBoNvXr1Ys+ePSQkJOg7HGEIMpPkrJ4hOf7nn384dOgQnTt3LsTghDB8lpaW/PnnnzRr1oyKFSvSvHlz3N3dmTt3LgDvvPMOH3/8MVZWVnz++ecYGxuzfft2IiIicHR0xNramuHDh2e7Jg8YMIAOHTrg5ORE3bp1mT59us7x2NjYMGjQID788MM895WcnMzUqVOxtramZs2a/PPPP8yaNSvbtnKKw9TUlG3btrFr1y6sra0ZNWoUq1atokGDBk+NLbd96nJOoqKicmxbfPDgQVq3bo2lpSWdOnVi6tSptG3bNsf9nzx5MlvyfPv2bW7evIm7u7uOZ1eIMkTPNwkWuqf1EBAaGqoAyurVq4spImHQMjIUZfx4RVEbVKjT+PHq8nyYN2+eAihnzpx5alnpxUKI3D3e60VZj0NRFCU5OVlp0KCBkpKSku91y5cvr1SqVEmZPn26TuXbtWunWFhYKG3bts33voQoTfIcKMTS0jLHn4sVRUGj0XDv3r0iStuLTtOmTVm6dGme/USKMiJrm+PMZhWZ85CvmuTVq1fTuHFjudlFCFHoTE1NOXfu3DOtq2sf0pmkT2QhVHkmyPfv3y+uOIqNkZERI0aM0HcYwhBoNGBllb3NcWZzCysrnZPjf//9F0tLS7p3715koQohhBCi+GgUpXTdcu/t7U1YWFieZRRFYeXKlRgbG/Pqq68WU2TCYClK9mT48XmdN6PodIOeLn+jQgghhNAfnW7SK200Gg2rV6/mvffey9ZVjyijHk9q85EcJycna/tOld4rhBBCiNIhzyYWpdlrr71G37592bNnDx07dtR3OKKE2rhxI0OHDuX48eN4eHjoO5xiYW1tjYODg77DEEIIUcwiIyO1A/GUdmU2Qe7WrRs2NjYsWrRIEmTxTBRF4csvv6RevXplqpskBwcHaSJSxEJDISQE/PzA17fwywshxLPw9vbWdwjFpswmyKampowdO5b333+fEydOSEfpIt9+//13wsPDWbJkiTSvEIUiPR3WrYNhwyA1FUxMYNIkqFs393UuX4a5c9V1TU1hzx5o1ar4YhZCiNKozCbIAGPGjGH37t2lsrcOUfS++OILqlatyv/+9z99hyJKqLg4OHxYnUJD4cgRyHo5Sk2FTz/VfXtJSWotct264Oz85OTgoCbRUuMshBB5K9MJcpUqVfjjjz/0HYYogaKjo9m5cyfTpk2jQoUK+g5HGLjQUNi3D+zt4cGDRwnxxYvq68bG4OkJ//sfWFvDZ5+pyXG5crB+PTRpkvu2jx2Dfv0gJUXdTv/+aqJ88SIcPJg94TYygho14NYttbOWcuXUGuvu3Z+p4xYhhCi1ynSCnCkhIYE//viDTp066TsUUULY29tz/vx5rK2t9R2KMGCKoia777wDWTvMqV5drbkdOlR99PaGihUfvf7yy7rX8Nrbq8l3TuUVBWJj4dKlR1NwMNy4ob6ekgI9e4KNDTRtCj4+jyYbm8I5B0IIURLpJUG+c+cOffv2JTIyEgcHBzZu3EiVKlWeKGdsbKztGeC5555j69atRRLPhx9+yPz58zl16hQuLi5Fsg9Rejx8+BBzc3OcnJz0HYowUIoCu3fD++9D1vsZjYzgzTdhzpy8a2x9ffPX9CG38hqNmoxXrw4vvKAue/lleOklNTk2MYExY+D2bTh6FHbuVGMHtTlGZtJcoYKaaHfoIE0yhBBlg14GCpk8eTJVq1Zl6tSpfPrpp9y9e5fZs2c/Uc7CwoLExMR8bftZBmGIjY3F2dmZ1q1bF1kSLkqPl156iTp16vD9998/0/olfaCQkh5/UVIU+PVXNTE+fFhNMvv3h3nz1ITU1BT27tV/kplbG+T799UmG0ePqu2hjx6Fq1cfva7RQEAAdOsGzZvD88+rSb8QomwoS9d/vVzagoODGTx4MACDBw/mp59+0kcYWjY2Nrz77rts27aN/fv36zUWYdi2bdvGvn37pNcT8YQDB6B1a7WWNSYGliyBCxfgk0/UpPijjwwjOQY1hnfeeTIWS0s1aX77bdi0CSIj4d13HyXBmTXjQ4aAiwtUqwYdO0JQkLr8zh21XGgozJqlPgohREmklxpkKysr4uPjAbUv2SpVqmjnszIxMcHLywsTExOmTp1Kt27dctze0qVLWbp0KaDWBl/NWuWho6SkJOrXr4+1tTVHjx7FSKpFxGMePnyIm5sb5ubmREREUK5cuWfaTkn/Bl7S4y9sf/yh1hjv2we2tjBtGgwfDuXL6zuywhEa+qhJhqkp/PILVKkCf/75qAeO06cftbGuXRuuX1fnTU1h+3Zo106/xyCEKBxl6fpfZG2Q27Vrx82bN59YPnPmzGzzGo0m1z5kr169ip2dHX///Tdt27bFw8ODujl0CDpy5EhGjhwJPHsn1mZmZsyaNYvly5dz7949rKysnmk7ovSaPXs2V65cYd++fc+cHIuSL7N5QvXqai3rzz+rz7/8El57DczN9R1h4fL1VWu+H2+S4eqq1iSD2jQjLExNllevVvtkBkhOhvbt1W7nvLzUqVEj9bFWrUftsKXbOSGEoSmyBPnXX3/N9bUaNWpw48YNbG1tuXHjBtWrV8+xnJ2dHQBOTk74+fkRHh6eY4JcWPr370///v1l0AfxhOTkZJYtW0bfvn1p06aNvsMRehIaCm3bqt2oAVSqpN5wN2pU9l4oSpun3TRoaQlt2qiTn9+jGmdjYzWJjouDiAjYsuXROjY2aqJsYwObN0NamlrrbijNUIQQZZteerEICAhg5cqVTJ06lZUrV9K1a9cnyty9e5cKFSpQvnx5bt++zR9//MHkyZOLNK7MxDgqKoo1a9YwZcoUSZYFAOXLl+fEiROkpaXpOxShR6tXP0qONRqYOFFtryseya3GGdSa5hMn1GQ5IgLCw9WmKZk1zg8fqjXODRuqA5s8PuBJ1apqOalxzltRD1WeW3lFUd/LtDR1ynx++LDaJ3fz5tC4sdr8RlGyP2Z9Hh6u3iDq7a1+iXqaiAj1Fwxvb/UXCo0m7yk8XG0ilNnFopGRujyvx6NH1eZUrVqp6+VW9ll/FTG08kJPCfLUqVPp06cPy5Yto06dOmzcuBGAsLAwvvnmG7777jvOnTvHa6+9hpGRERkZGUydOhVXV9diiW/jxo2888471KtXj549exbLPoXhOn78OJ6enlTN/HQuZeLj4xk+fDinT59Go9Hw/fff4ytX0CesXQvffffow9DUFPz99R2VYcqtxtnSElq2VKdMv/+u3tiYWePctq2aSO/bB6tWZV/fygpq1lQHQcnIULupmzJF7cIuszs7GxswM8u+nqElB4WV3KSmqgPPPHyoTg8eqInfqFGPhiqfPh2ee079YpfTdOWK2k48PV09/82bq7+GpKTkPN2/r3b5l8nUVH1MS8ve13dZptE86i4R1AF5jI2zJ9FZn6enZx/Qp0oV9bxmTeqzlk9JeTTYj0aj3vtgZvYoOc/6qNGofxvR0eoyMzP5lUZXerlJrygVRgPytLQ0mjVrRkxMDCdOnKBGjRqFFJ0oaS5evIiXlxdvvPEGn3/+eaFs09Buchg8eDCtWrVi+PDhpKSk8ODBgzzb4Bta/EUtI0O9CW/mTHjxRZg6Va2xMpRkqzTILQF8+FBN4DIHObl8GfbsUZ/nxdLyUcJsYgKHDqnvo7GxegOli4vaVrxChZwfz59Xawx9ffMexTDTsWPqPpo0Udtm55ZcpqTAmTPq8OFpaWpsgwerSX1mkvv49M8/6k2QmcmQlZWa/D58+Kjm/VmYmqrJUno6/Pvvo+W1aqkJtalpztO5c3D8+KN4WraEFi3UYzE2Vh+zPt+3D3bsUMsbGaldBL7ySvaa16zPg4Nh40b1/TIyUkeJ7N499+P48Ud1tMnM8n36qPtQlJynrVvVpj5Z43n55ZxrtTMff/nlUR/hGo36xbh169zX+f139e85s3yrVtCsWfYyWZ8fPap+scks7+Oj1pw/Hntm+ZMn1VpwUMs3bAhubup8ZkaXuQ6of3OnTqnPjY3VHnXeeefZ/m7K0vVfEuRcnD59Gh8fH1q3bs3OnTulV4syKC0tjRdffJFz585x+vRpbZv4gjKkC0xCQgJeXl78/fffOjcnMqT4i9q//8KgQfDDDzBsGHz11aMaM6Efj/eqsXKlOprgP/+oNZv//JN9On1arW0zZMbGamKe03TrFvz9t1ouM3l64YUnk/rM51evwnvvPRqq/Pvv1VphMzN1MjdX23pnfqQ9fj6fVrtY1sobYkzFccy5KUvXf0mQ87BkyRJef/11Fi1axOjRowtlm6LkmDFjBkFBQaxdu5b+/fsX2nYN6QITERHByJEjcXV15cSJEzRp0oT58+dT8bE7zgqjK8WSJipKHRTj5EmYOxfGj8979DtRfPLTROHx5GDnTvDweNQkIevjw4ewZo1aI5m1hrFTp9y3v3OnWouZWb5fP+jb91GNa/ny2WtgT59Wv3SlpqrzP/+s1jDqGr+uCZ0htWct6eUNMSZ9tUE2pM+vIqeUMk2aNCm0bWVkZCjz589X4uPjC22bomTYuXOnotFolFdffVXJyMgo1G0X5t9oVv/++6/y4YcfKsOHD1cURVH++usvZdu2bXmuc/ToUcXY2Fg5fPiwoiiKMm7cOGX69Ol5rlNU8RuS0FBFqVFDUSpVUpSdO/UdjSioQ4cU5ZNP1EddypqbK4qxsfr4tHXyWz6/8TxLeSGKSlm4/mfSy016JYVGo2HcuHEAPHjwgAcPHmBtba3nqERxsLW1pVu3bnzzzTclpieTIUOG0KRJE0L/G77Mzs6O3r1707lz51zXsbe3x97enmbNmgHQq1cvPv3002KJ11CtWaM2p7CzU9tPFtO9waIIPa2busfL5tYLR2GUz288z1JeCFFwkiDrQFEUOnbsSHp6Ovv27aN8aRkiSzwhPT0dY2NjvLy8+OGHH/QdTr5cvnyZDRs2sG7dOgAqVKiA8pQWVDVr1qR27dpcuHCB+vXrs3fv3mLrLcbQZGSod/zPmqUmOps3q0Mpi7JHElghhNx5pgONRsOYMWM4dOgQI0aMeGrSIUqmjIwM+vfvz5gxY0rke2xqasrDhw+1Nd6XL1/W6cvcwoULGThwIJ6enkRERPDuu+8WdagGJTQUgoLUQS5mzYIRI9R2oZIcCyFE2SU1yDrq06cP58+f54MPPsDV1ZWpU6fqOyRRiBRF4c0332TTpk189tlnJaZZRVYzZsygY8eOREVFMXDgQP744w9WrFjx1PW8vLzKzk0Xj3l8ZLwJE+CLL+RmPCGEKOskQc6H9957j/Pnz/POO+/g6OhI37599R2SKCSff/458+fPZ8KECUyaNEnf4TyT9u3b07hxYw4fPoyiKMyfP1/azD/F7t2PkmMjI7XfXEmOhRBCSIKcD5mjjJmbm9O0aVN9hyMKyZo1a5g8eTJ9+/Zl7ty5Ja72+Pjx49nmbW1tAbh27RrXrl2jcePG+gjL4KWkqF10gZocly+vtj0WQgghJEHOJzMzM5YtWwaobVbPnDmDh4eHnqMSBWFlZYW/vz8rV64skQPCZNZ4JyUlERYWRsOGDVEUhZMnT+Lt7a3t1UI8oihqTxVhYTBtmjq0royMJ4QQIlPJywYMyCeffELTpk3Zt2+fvkMRz+DatWsAvPLKK+zatavE9k6yf/9+9u/fj62tLcePHycsLIxjx44RHh5eaKP/lTbvvgv/93/w8cfq9M47khwLIYR4RBLkAnj99ddxdnbmlVdeYevWrfoOR+TD//3f/+Hs7MzPP/8MUOKaVeTkwoUL2X7NcHd359y5c3qMyDAtXgyffgqvvaYmykIIIcTjJEEuAGtra0JCQvD09KRHjx6sWrVK3yEJHXz77bcMGjSIli1b0rJlS32HU2g8PT0ZPnw4ISEhhISEMGLECDw9PfUdlkH58UcYO1YdQnrRIrkhTwghRM4kQS6gatWqsXfvXvz8/HjjjTe4ceOGvkMSucjIyGDatGmMHDkSf39/tm/fTsWKFfUdVqFZvnw5bm5uzJ8/n/nz5+Pq6sry5cv1HZbB+OMPGDAAmjWDdevARO7AEEIIkQv5iCgEFhYW7NixgxMnTmh7EMjIyCiRN3yVZrt27eKTTz5hxIgRLF68mHLlyuk7pEJlZmbGxIkTmThxor5DMTjnz0OXLlC7NmzbBhUq6DsiIYQQhkwS5EJSvnx5bddvy5YtY926dWzYsIFqMhyX3mUOH92pUyf27NlDu3btSkWb48c5OjrmeFx///23HqIxHDduQMeOUK6c2u+xdA0thBDiaSRBLgLlypXj999/x8fHh+DgYOkGTo8OHTrE0KFD2bJlC25ubrRv317fIRWZrKPhJSUlsWnTJu7cuaPHiPTv3j3o1Alu34YDB8DJSd8RCSGEKAmkDUARGDRoEL/99htJSUn4+vqycuVKFEXRd1hliqIofPHFF7Ru3ZrU1FTS0tL0HVKRq1atmnays7NjwoQJ7NixQ99h6U1KCvTqBadOwebN0KSJviMSQghRUkgNchFp1qwZYWFh9O/fn8DAQDw8PGREs2Jy584dhg8fzo8//kj37t1Zvnw5lStX1ndYRS7riHoZGRmEhYXp/MUgPT0db29v7Ozs2L59e1GFWGwUBYYPh19+geXL1SYWQgghhK4kQS5CtWrVYt++fezdu1ebHMfExMjgDUVswYIFbNu2jblz5zJx4sRS2d44J5kj6gGYmJjg6OjIxo0bdVp3/vz5uLi4cO/evaIKr9iEhqoDfxw4AB99BIGB+o5ICCFESSMJchEzNjamQ4cOABw9epSWLVvy+uuv89FHH1GpUiU9R1d63Llzh+joaDw9PZkyZQrdu3enYcOG+g6rWC1btgynxxrZXrly5anrRUdHs2PHDqZNm8YXX3xRVOEVi9BQaN0aUlPB2BjattV3REIIIUoiaYNcjFxcXBgxYgQLFy7ExcWFLVu2SNvkAlIUhY0bN+Lq6krv3r1JT0/H3Ny8zCXHAL169dJp2eMmTJjAnDlz8uyWcOnSpXh7e+Pt7U1sbGyB4ixKa9eqyXGmAwf0F4sQQoiSSxLkYmRhYcGiRYs4fPgw1atXp1evXvTu3VuS5GcUHh5O69at6du3L7a2tmzYsAFjY2N9h1Xszp8/z5YtW0hISOCHH37QTitWrCApKSnPdbdv30716tVp8pQ72EaOHElYWBhhYWHY2NgUZviFJj4efvhBHR3P2BhMTcHPT99RCSGEKImkiYUeNG3alKNHj7Jw4ULS09PRaDQoisKdO3ek32QdHTp0iJYtW1KtWjWWLFnCsGHDymRyDHDhwgW2b99OfHw827Zt0y63tLTk22+/zXPdP/74g61bt7Jz506SkpK4d+8e//vf//i///u/og67UCmK2tb4n3/gm28gLk5Njn199R2ZEEKIkkijlLLqS29v72z9wZYU27ZtY8CAAUyaNIlJkyZhaWmp75AMTmxsLCdOnKBdu3ZkZGTw5ZdfMmzYMKysrPQdWr4U1d9oaGgovgXICENCQvj888+f2ouFIf6PzZkDU6bAvHkwfry+oxFCiNLJEK//RUVqkA1EgwYN6NixIzNmzGDRokWMGTOG0aNHG+zP2cXp1q1bfPbZZ3z99deYmZkRExODmZlZtl4byrI5c+YwefJk1q5dy7p16554fcGCBXqIqvgcOKD2WtG7N4wbp+9ohBBClAaSIBuIevXqsWnTJo4cOcJHH33EjBkz2LhxI2fOnCkz3ZQ97u+//2bOnDmsWrWK5ORkBgwYwLRp0zAzM9N3aAbFxcUFUL/ZF4Sfnx9+JazR7o0b0LcvODvDd9+p7Y+FEEKIgpIE2cA0bdqUbdu2cfbsWa5fv45GoyEpKYnBgwfTr18/XnnlFUxNTfUdZpFJTU3l/v37VK1aldjYWFauXMmAAQOYMmUKzz//vL7DM0hdunQBYPDgwXqOpHilpUG/fnD/Pvz6K0iviUKUTampqURHRz/1pmShOzMzM+zt7SlXrpy+Q9EbSZANlKurK66urgD89ddf/P7772zcuBEbGxteffVVhgwZgru7u56jLByKonD48GHWrVvHxo0b6dKlC99++y1Nmzblxo0bJa6NcXHr0qVLnr8ybN26tRijKT7vvgu//QarV0Mp+VcQQjyD6OhoLC0tcXBwKLO/uBYmRVGIi4sjOjoaR0dHfYejN5IglwCenp5cu3aNn3/+me+//56FCxfyxRdfcPLkSTw8PLh37x4WFhZ59mNrqObMmcNXX33F1atXKV++PJ07d9b23avRaCQ51sFbb72l7xCK3U8/wWefweuvw//+p+9ohBD6lJSUJMlxIdJoNFSrVs2g+7wvDpIglxAmJia88sorvPLKK8TGxvLTTz9pa5AnTZrEjh076Ny5M23atOHFF180yOGsr1+/zp49ezh48CBLly7FyMiI69ev4+rqyocffki3bt1kdMFn0Lp1a+3zlJQUzp8/j0ajoX79+qWyOc6lSzB4MHh7q71WCCGEJMeFS86nngYK2bRpE25ubhgZGeXZXcju3bupX78+zs7OfPrpp8UYoWGzsbFhxIgR2j/gV155hRYtWrB+/XoGDBiAvb097dq105a/cOECDx480Eushw8fZuDAgTz//PPY2dkxZMgQduzYQVRUFABffvklO3fuZNCgQZIcF9COHTuoW7cu48aNY8yYMTg7O7Nr1y59h1WoHj6EXr3UgUA2bYLy5fUdkRBCiNJILzXI7u7u/PDDD7z22mu5lklPT2f06NH88ssv2Nvb4+PjQ0BAgLZdrnikW7dudOvWjbS0NE6cOMFvv/2mrTlUFIWWLVsSFxdH3bp18fDwwMXFhTZt2miT6Lt372JlZfVM3xgTExMJDQ3l4sWLXLx4kUuXLnHx4kWWLFlC69atiYuL48CBA/j4+DB8+HD8/f3x9PTU7ku+pRaeSZMmsX//fpydnQG4fPkyr7zyCi+//LKeIys8o0fDiROwYwc4OOg7GiGEUBkbG+Ph4UFaWhqOjo6sXr36mZoIrlixgrCwMBYtWlT4QYp80UuCnNktVV6OHDmCs7MzTk5OAPTr14/g4GBJkPNgYmJCkyZNsg0brCgKS5cu5eTJk5w6dYpTp04RHBxMUlIS7dq148GDB1StWhVTU1MsLS2xsLDAwsKCsWPH8tprr3Hz5k26du1KWloaaWlpPHz4kNu3bzNr1ixee+01Ll26RIcOHQCoUKECzs7OuLu7a9tDd+rUiejoaL2cj7LG0tJSmxwDODk5laoBZ5Ytg+XLYfp06NRJ39EIIcQj5ubmREREAGqPQosXL2batGn6DUoUiMG2QY6JiaF27draeXt7e/78888cyy5dupSlS5cClPlG5Y8zMjKie/fudO/eXbssLS2NlJQUADIyMpg7dy63bt3i33//JTExkcTERKpWrQqoSXfVqlUxMTHB2NgYMzMzrK2ttV9y6tWrR0hICM7OztSqVeuJGmGpIS4+3t7edOrUiT59+qDRaNi0aRM+Pj788MMPAPTo0UPPET6b0FBYuxaWLIF27SAoSN8RCSFKutBQCAkpmiHpfX19OXnyJKD+kjd69GhiY2OpUKEC3377LQ0aNGDbtm18/PHHpKSkUK1aNdasWUONGjUKNxBRIEWWILdr146bN28+sXzmzJl07dq1UPc1cuRIRo4cCRR8sISywMTEBBMT9a23sLDgzTffzLWstbV1nu1YK1asmO0mMaE/SUlJ1KhRgwMHDgBqW/WHDx+ybds2NBpNiUyQQ0PhpZfUtscaDUycqLY/FkKInEyYAP9V5OYqIQFOnoSMDDAyAk9PqFw59/JeXrrfEJyens7evXsZNmwYoOYn33zzDfXq1ePPP/9k1KhR7Nu3j5YtW3L48GE0Gg3fffcdc+bMYe7cubrtRBSLIkuQf/311wKtb2dnp72RC9R+Dg2xZwYhDMXy5cv1HUKh27dPTY5BTZBPnJDmFUKIgklIUJNjUB8TEvJOkHXx8OFDvLy8iImJwcXFhfbt25OYmMihQ4fo3bu3tlxycjKg5jR9+/blxo0bpKSklOn+hg2VwTax8PHx4eLFi1y5cgU7OzvWr1/P2rVr9R2WEAbrypUrLFy4kMjISNLS0rTLS/JAIRcvqo9GRmqPFSVsJGwhRDHTpaY385eplBQwNYU1awrezCKzDfKDBw/w9/dn8eLFBAYGYmVlpW2bnNXYsWN58803CQgIICQkhCBpO2Zw9NLN248//oi9vT2hoaG88sor+Pv7A2o/uZ3+qx4yMTFh0aJF+Pv74+LiQp8+fXBzc9NHuEKUCN26dcPBwYGxY8cyadIk7ZSXqKgo2rRpg6urK25ubsyfP7+Yon26LVtg5Uro3Bk++gj27i38toJCiLLH11e9nhTFdaVChQosWLCAuXPnUqFCBRwdHdm0aROg3jR/4sQJABISErS/iq9cubLwAhCFRi81yI/fNJapVq1a7Ny5UzvfqVMnbcIshMibmZkZ48aNy9c6JiYmzJ07l8aNG3P//n2aNGlC+/bt9d5bzOnT6mAgzZvD5s3S37EQonD5+hbdF+5GjRrh6enJunXrWLNmDW+88QYff/wxqamp9OvXj4YNGxIUFETv3r2pUqUKbdu25cqVK0UTjHhmBtvEQgiRP+PHj2fGjBl06NCB8lkyysaNG+e6jq2tLba2toDaTZyLiwsxMTF6TZDv3IGuXcHSUq1FluRYCGHoEhMTs81v27ZN+3z37t1PlO/atWuOHRYEBgYSGBhY6PGJ/JMEWYhS4tSpU6xevZp9+/Zp+6HWaDTs27dPp/UjIyMJDw+nWbNmT7xWXF0ppqdD//4QFaV2wVSrVpHtSgghhMiVJMhClBKbNm3i77//1o6imB+JiYn07NmTefPm5Tjkd3F1pfjuu7BnDyxdCi+8UGS7EUIIIfKkl5v0hBCFz93dnfj4+Hyvl5qaSs+ePRk4cKBe+0pevx7mzIHXX4cRI/QWhhBCCCE1yEKUFvHx8TRo0AAfHx9tG2SNRkNwcHCu6yiKwrBhw3BxcclzwJiiFhEBQ4dCixZgQB1pCCGEKKMkQRailJgxY4b2uaIo/P7776xfvz7Pdf744w9Wr16Nh4cHXl5eAHzyySfF2nvM7dvQvTtUrar2WPEMLUSEEEKIQiUJshClROvWrQkPD2ft2rVs2rQJR0dHXn/99TzXadmyJYqiFFOET0pLg7594cYN+O03qFlTb6EIIYQQWpIgC1HC/fXXX6xbt45169ZhbW1N3759URSF/fv36zu0p5o8WR1O+vvvoWlTfUcjhBDPxsLC4omu3grbCy+8wKFDh4p0H+IRSZCFKOEaNGhAq1at2L59O87OzgB8+eWXeo7q6Vavhi+/hLFjYcgQfUcjhBCGrbCS47S0NExMJP17GunFQogS7ocffsDW1pY2bdowYsQI9u7dq9dmE08TGgqjR8OwYdC6Ncydq++IhBBlTmgozJqlPhaikJAQWrduTdeuXXFycmLq1KmsWbOGpk2b4uHhweXLlwF1IJFmzZrRqFEj2rVrx61btwC1n/n27dvj5ubG8OHDqVOnDrdv3wbUWurMffj5+dGrVy8aNGjAwIEDtdf8Dz/8EB8fH9zd3Rk5cqR2uZ+fHxMmTMDb25uZM2fi6OhIamoqAPfu3cs2L1TyFUKIEq5bt25069aNf//9l+DgYObNm8c///zDG2+8Qffu3enQoYO+Q9QKDYW2bSEpCTQatYlFuXL6jkoIUWpMmKB2i5OXhAQ4eRIyMsDICDw9oXLl3Mt7ecG8eTqHcOLECc6dO0fVqlVxcnJi+PDhHDlyhPnz57Nw4ULmzZtHy5YtOXz4MBqNhu+++445c+Ywd+5cZsyYQdu2bXnnnXfYvXs3y5Yty3Ef4eHhnDlzhlq1atGiRQv++OMPWrZsyZgxY3j//fcBePXVV9m+fTtdunQBICUlhbCwMEAdGGrHjh1069aN9evX06NHD8rJxTgbqUEWopSoWLEiAwYMYNu2bURHR9OoUSNmz56t77CyCQmB5GT1uZERnDih13CEEGVRQoKaHIP6mJBQqJv38fHB1taW8uXLU7duXW0lhYeHB5GRkQBER0fj7++Ph4cHn332GWfOnAHg4MGD9OvXD4COHTtSpUqVHPfRtGlT7O3tMTIywsvLS7vd/fv306xZMzw8PNi3b592uwB9+/bVPh8+fDjLly8HYPny5QyRdm5PkBpkIUqhKlWqZBv9zlD4+YGZGaSkqN25+fnpOyIhRKmiS01vaCi89NKjC9GaNeDrW2ghZPZDD2BkZKSdNzIyIi0tDYCxY8fy5ptvEhAQQEhICEFBQc+8D2NjY9LS0khKSmLUqFGEhYVRu3ZtgoKCSEpK0parWLGi9nmLFi2IjIwkJCSE9PR03N3dn+VQSzWpQRZCFBtfX9i7Fz76SH0sxM8kIYTQjQFciBISErCzswNg5cqV2uUtWrRg48aNAOzZs4e7d+/qvM3MZNja2prExEQ2b96cZ/lBgwYxYMAAqT3OhdQgCyGKla+vJMZCCD3T84UoKCiI3r17U6VKFdq2bcuVK1cA+OCDD+jfvz+rV6/G19eXmjVrYmlpqdM2raysGDFiBO7u7tSsWRMfH588yw8cOJDp06fTv3//Ah9PaaRRDPl292fg7e2tbYQuhCEq6X+jJT1+IUTpcu7cOVxcXPQdRqFITk7G2NgYExMTQkNDeeONN4h42k2Hz2jz5s0EBwezevXqHF/P6byWpeu/1CALIYQQQhiAa9eu0adPHzIyMjA1NeXbb78tkv2MHTuWXbt2sXPnziLZfmkgCbIQQgghhAGoV68e4eHhRb6fhQsXFvk+Sjq5SU+IMm737t3Ur18fZ2dnPv30U32HI4QQ+VbKWovqnZxPSZCFKNPS09MZPXo0u3bt4uzZs6xbt46zZ8/qOywhhNCZmZkZcXFxktQVEkVRiIuLw8zMTN+h6JU0sRCiDDty5AjOzs44OTkB0K9fP4KDg3F1dS26nYaGqiOG+Pnpdhd5SS9viDFJeSlfisrb37xJ9KVLxNrYQJb+gXOVnKwO52lmplv5Z1mnhJc3MzPD3t7+6dstxSRBFqIMi4mJoXbt2tp5e3t7/vzzz6LbYWgovPgipKXpNsRrfoeENbTyhhiTlJfypax8uZMncZT/4aeXVxQ1QZZO6HUiTSyEEE+1dOlSvL298fb2JjY29tk3FBIC6enqc12GeM3vkLCGVt4QY5LyUl7K617eEGN61vKKoo4eGBKSd3mhUkqZJk2a6DsEIfJkSH+jhw4dUjp06KCd/+STT5RPPvkkz3UKFP+hQ4pibq4oxsbq46FDpbu8IcYk5aW8lJf/4WdkSJ9fRU0GChGimBnS32haWhrPP/88e/fuxc7ODh8fH9auXYubm1uu6xQ4fgNrvyhtkKW8lJfyet+HoZXPhSF9fhW1UpcgW1tb4+DgkG1ZbGwsNjY2+glIB4YcnyHHBiUzvsjISG7fvq2niJ60c+dOJkyYQHp6OkOHDmXatGl5ls/pfyy/DP19Kwpl7ZjleEu3sna8UPaOuSR8fhWlUpcg58TQv/EYcnyGHBtIfCVVWTwvZe2Y5XhLt7J2vFD2jrmsHe/j5CY9IYQQQgghspAEWQghhBBCiCzKRII8cuRIfYeQJ0OOz5BjA4mvpCqL56WsHbMcb+lW1o4Xyt4xl7XjfVyZaIMshBBCCCGErspEDbIQQgghhBC6kgRZCCGEEEKILEplgrxp0ybc3NwwMjLKs4uS3bt3U79+fZydnfn000+LLb47d+7Qvn176tWrR/v27bl7926O5YyNjfHy8sLLy4uAgIAijelp5yI5OZm+ffvi7OxMs2bNiIyMLNJ48hvfihUrsLGx0Z6v7777rthiGzp0KNWrV8fd3T3H1xVFYdy4cTg7O+Pp6cnx48eLLTZDpK//O31xcHDAw8MDLy8vvL299R1Okcjpf0DX61xJlNPxBgUFYWdnp70G7dy5U48RFq6oqCjatGmDq6srbm5uzJ8/Hyi973Fux1ta3+OkpCSaNm1Kw4YNcXNz44MPPgDgypUrNGvWDGdnZ/r27UtKSoqeIy1mehvDrwidPXtWOX/+vNK6dWvl6NGjOZZJS0tTnJyclMuXLyvJycmKp6encubMmWKJ7+2331ZmzZqlKIqizJo1S5k8eXKO5SpWrFgs8ehyLhYvXqy89tpriqIoyrp165Q+ffoUS2y6xrd8+XJl9OjRxRZTVgcOHFCOHTumuLm55fj6jh07lI4dOyoZGRlKaGio0rRp02KO0HDo8/9OX+rUqaPExsbqO4wildP/gK7XuZIop+P94IMPlM8++0yPURWd69evK8eOHVMURVHu3bun1KtXTzlz5kypfY9zO97S+h5nZGQo9+/fVxRFUVJSUpSmTZsqoaGhSu/evZV169YpiqIor732mvLVV1/pM8xiVyprkF1cXKhfv36eZY4cOYKzszNOTk6YmprSr18/goODiyW+4OBgBg8eDMDgwYP56aefimW/udHlXGSNuVevXuzduxelmO7v1Od7pYsXX3yRqlWr5vp6cHAwgwYNQqPR0Lx5c+Lj47lx40YxRmg4DP29FM8mp/8BQ7vOFaan/c+XNra2tjRu3BgAS0tLXFxciImJKbXvcW7HW1ppNBosLCwASE1NJTU1FY1Gw759++jVqxdQut5fXZXKBFkXMTEx1K5dWztvb29fbP8At27dwtbWFoCaNWty69atHMslJSXh7e1N8+bNi/QPU5dzkbWMiYkJlStXJi4urshiym98AFu2bMHT05NevXoRFRVVLLHpQp9/a4amLJ4LjUZDhw4daNKkCUuXLtV3OMVG1+tcabJo0SI8PT0ZOnRoqWlu8LjIyEjCw8Np1qxZmXiPsx4vlN73OD09HS8vL6pXr0779u2pW7cuVlZWmJiYAGXjWv24Epsgt2vXDnd39ycmQ6mN0jU+jUaDRqPJcRtXr14lLCyMtWvXMmHCBC5fvlwcoZdIXbp0ITIykpMnT9K+fXttrYYQ+nbw4EGOHz/Orl27WLx4Mb/99pu+Qyp2eV3nSos33niDy5cvExERga2tLZMmTdJ3SIUuMTGRnj17Mm/ePCpVqpTttdL4Hj9+vKX5PTY2NiYiIoLo6GiOHDnC+fPn9R2S3pnoO4Bn9euvvxZofTs7u2y1jNHR0djZ2RU0LK284qtRowY3btzA1taWGzduUL169VxjBHBycsLPz4/w8HDq1q1baDFm3c/TzkVmGXt7e9LS0khISKBatWqFHsuzxpc1luHDhzN58uRiiU0XRf23VpKUxXOReXzVq1ene/fuHDlyhBdffFHPURU9Xa9zpUWNGjW0z0eMGEHnzp31GE3hS01NpWfPngwcOJAePXoApfs9zu14M5XG9xjAysqKNm3aEBoaSnx8PGlpaZiYmJSJa/XjSmwNckH5+Phw8eJFrly5QkpKCuvXry/yniIyBQQEsHLlSgBWrlxJ165dnyhz9+5dkpOTAbh9+zZ//PEHrq6uRRKPLucia8ybN2+mbdu2xVZboEt8Wdv0bt26FRcXl2KJTRcBAQGsWrUKRVE4fPgwlStX1v4sWdbo8/9OH/7991/u37+vfb5nz55cezspbXS5zpUmWa9BP/74Y6l6nxVFYdiwYbi4uPDmm29ql5fW9zi34y2t73FsbCzx8fEAPHz4kF9++QUXFxfatGnD5s2bgdL1/upMv/cIFo0ffvhBsbOzU0xNTZXq1asrHTp0UBRFUWJiYpSXX35ZW27Hjh1KvXr1FCcnJ+Xjjz8utvhu376ttG3bVnF2dlZeeuklJS4uTlEURTl69KgybNgwRVEU5Y8//lDc3d0VT09Pxd3dXfnuu++KNKaczsV7772nBAcHK4qiKA8fPlR69eql1K1bV/Hx8VEuX75cpPHkN76pU6cqrq6uiqenp+Ln56ecO3eu2GLr16+fUrNmTcXExESxs7NTvvvuO+Xrr79Wvv76a0VR1DuER40apTg5OSnu7u659qxSVujr/04fLl++rHh6eiqenp6Kq6trqT3enP4HcrvOlQY5He///vc/xd3dXfHw8FC6dOmiXL9+Xd9hFprff/9dARQPDw+lYcOGSsOGDZUdO3aU2vc4t+Mtre/xiRMnFC8vL8XDw0Nxc3NTZsyYoSiKev3y8fFR6tatq/Tq1UtJSkrSc6TFS4aaFkIIIYQQIosy28RCCCGEEEKInEiCLIQQQgghRBaSIAshhBBCCJGFJMhCCCGEEEJkIQmyEEIIIYQQWUiCXIYZGxvj5eWFu7s7Xbp00faDmF8rVqxgzJgxhRucEEIUspkzZ+Lm5oanpydeXl78+eefRbYvPz8/wsLCimz7QoiiJQlyGWZubk5ERASnT5+matWqLF68WN8hCSFEkQgNDWX79u0cP36ckydP8uuvv1K7dm19hyWEMFCSIAsAfH19iYmJAeDy5ct07NiRJk2a0KpVK+2Y7Nu2baNZs2Y0atSIdu3acevWLX2GLIQQOrtx4wbW1taUL18eAGtra2rVqsWHH36Ij48P7u7ujBw5ksyhAfz8/Jg4cSLe3t64uLhw9OhRevToQb169Zg+fToAkZGRNGjQgIEDB+Li4kKvXr148ODBE/ves2cPvr6+NG7cmN69e5OYmFh8By6EeCaSIAvS09PZu3evdsjfkSNHsnDhQo4dO8bnn3/OqFGjAGjZsiWHDx8mPDycfv36MWfOHH2GLYQQOuvQoQNRUVE8//zzjBo1igMHDgAwZswYjh49yunTp3n48CHbt2/XrmNqakpYWBivv/46Xbt2ZfHixZw+fZoVK1YQFxcHwIULFxg1ahTnzp2jUqVKfPXVV9n2e/v2bT7++GN+/fVXjh8/jre3N1988UXxHbgQ4pmY6DsAoT8PHz7Ey8uLmJgYXFxcaN++PYmJiRw6dIjevXtryyUnJwMQHR1N3759uXHjBikpKTg6OuordCGEyBcLCwuOHTvG77//zv79++nbty+ffvoplpaWzJkzhwcPHnDnzh3c3Nzo0qULgLbSwMPDAzc3N2xtbQFwcnIiKioKKysrateuTYsWLQD43//+x4IFC3jrrbe0+z18+DBnz57VlklJScHX17c4D10I8QwkQS7DMtsgP3jwAH9/fxYvXkxgYCBWVlZEREQ8UX7s2LG8+eabBAQEEBISQlBQULHHLIQQz8rY2Bg/Pz/8/Pzw8PBgyZIlnDx5krCwMGrXrk1QUBBJSUna8pnNMYyMjLTPM+fT0tIA0Gg02fbx+LyiKLRv355169YV1WEJIYqANLEQVKhQgQULFjB37lwqVKiAo6MjmzZtAtSL+4kTJwBISEjAzs4OgJUrV+otXiGEyK8LFy5w8eJF7XxERAT169cH1PbIiYmJbN68Od/bvXbtGqGhoQCsXbuWli1bZnu9efPm/PHHH1y6dAmAf//9l7/++utZD0MIUUwkQRYANGrUCE9PT9atW8eaNWtYtmwZDRs2xM3NjeDgYACCgoLo3bs3TZo0wdraWs8RCyGE7hITExk8eDCurq54enpy9uxZgoKCGDFiBO7u7vj7++Pj45Pv7davX5/Fixfj4uLC3bt3eeONN7K9bmNjw4oVK+jfvz+enp74+vpqb3wWQhgujZJ5y64QQgghdBYZGUnnzp05ffq0vkMRQhQyqUEWQgghhBAiC6lBFkIIIYQQIgupQRZCCCGEECILSZCFEEIIIYTIQhJkIYQQQgghspAEWQghhBBCiCwkQRZCCCGEECILSZCFEEIIIYTIQhJkIYQQQgghspAEWQghhBBCiCwkQRZCCCGEECILSZCFEEIIIYTIQhJkIYQQQgghspAEWQghhBBCiCwkQRZCCKEX77zzDvPmzcv3ek2bNuXMmTOFH5AQQvxHEmQhRIE5ODhgbm6OhYWFdrp+/bq+wyp2Wc9DzZo1CQwMJDExUd9hFbu7d++i0Wi4cuVKtuXjxo1jxIgRAMTGxrJq1Spee+21fG//rbfe4v333y+UWIUQIieSIAshCsW2bdtITEzUTrVq1cr2elpamp4iK16Z5yEiIoLw8HBmzZql75CKXUREBBYWFjg4OGRbfurUKby8vABYsWIFnTp1wtzcPN/bDwgIYP/+/dy8ebMQohVCiCdJgiyEKDIODg7Mnj0bT09PKlasSFpaGtevX6dnz57Y2Njg6OjIggULsq0THh5O48aNsbS0pG/fvvTr14/p06cDoNFouHTpkrZsYGCg9jUgz207ODjw+eef4+npSeXKlenbty9JSUna16OioujRowc2NjZUq1aNMWPGAPDZZ5/Rs2fPbDGOGzeO8ePH53nsNWvWxN/fn4iIiGzL84px9uzZ2NnZYWlpSf369dm7d6829lmzZuHq6kqVKlUYMmRIttjPnTuHn58fVlZWuLm5sXXrVp2PO7d9Pu19yktERASurq5oNJpsy8+cOUOjRo0A2LVrF61bt872+v3797G3tyckJCTb8ujoaDQaDXFxcQCYmZnRpEkTfv75Z51jEkKI/JAEWQhRpNatW8eOHTuIj4/HyMiILl260LBhQ2JiYti7dy/z5s3TJjopKSl069aNV199lTt37tC7d2+2bNmi034yMjLy3DbAxo0b2b17N1euXOHkyZOsWLECgPT0dDp37kydOnWIjPz/9u49vub6D+D4azZmbC4jl8xlMpcNY8aoNZRbVEhKFJVKVNL9ovx0QSlKUdKNSnQnkpRrk9uMYeQ2w4YNcxnN7PL9/fG2sXI52znb93zPeT8fj/OYnZ19z2d7+569z+f7/rw/iSQnJ9OvXz8A7r77bhYuXMjx48cBmQmfPXs2AwcOvOx4kpKS+PXXX2nQoIFNY9y+fTuTJ09m3bp1pKen89tvvxWYgZ05cya//fYbu3fvZseOHbz++usAZGVlccstt9ClSxdSU1N5//33GTBgANu3b7/iz32p57Tld3k5GzZsoGnTpgXuS0lJ4ejRozRv3hyQ2eRGjRoVeMyECRMICQmhQ4cOBe6vVasW5cuXZ/Pmzfn3NWnShLi4OJvGo5RShaUJslLKIXr16kWlSpWoVKkSvXr1yr9/+PDh1K5dGx8fH9atW8fhw4cZNWoUZcqUoX79+jz44IPMnj0bgNWrV5OVlcWIESMoXbo0t99+O61bt7bp+a907LyxXH311fj7+3PLLbfkz+6uXbuWAwcO8NZbb1G+fHnKli1LZGQkADVr1iQqKorvvvsOgIULF1K1alVatWp1yd+Dn58ftWvXplq1arzyyis2jdHT05PMzEy2bt1KVlYW9erV45prrsn/3kcffZTatWvj7+/PyJEjmTVrVv7v7NSpUzz//POUKVOGG264gZtvvjn/65f7uS/1nLb8Li9n48aNzJo1i6pVq+bfGjduTIMGDfD19QXg+PHj+Pn55X9PTk4OH374IQ888AAgNcoJCQmAXDnw8vIiIyMj//F+fn75b1qUUsrRvMwegFLKNcyZM4dOnTr95/7atWvn/3vv3r0cOHCASpUq5d+Xk5PD9ddfD8hl/Vq1ahW4NF+3bl2bnv9KxwYpe8hTrly5/IWE+/fvp27dunh5XfwlcdCgQXz44Yc8+OCDfPXVV9xzzz2XHEfe72H58uX079+fI0eO5I/pcmNs0KAB7777LqNHjyY+Pp6uXbsyceLE/FruC3+PdevWzR/7gQMHqF27NqVKlSrw9eTk5Cv+3Jd6Tlt+l5eSmZnJtm3b+Pbbbwu8ufnggw/YvXt3/ueVK1cmPT09//MtW7aQmppK165dAZg4cSKGYfDGG2+QkZFBeno61apVy398enp6gfEppZQj6QyyUqpYXZjs1q5dm8DAQI4fP55/S09PZ8GCBYDM1iYnJ2MYRv737Nu3L//f5cqV459//sn//MJFWlc69uXUrl2bffv2XXIhYa9evdi0aRNbtmxh/vz5DBgw4IrHbN++Pffeey9PP/20zWPs378/0dHR7N27Fw8PD5577rn8792/f3+B30le4nz11Vezf/9+cnNzC3y9Vq1aVxzjpZ7Tnt/lli1byM3NpXPnzgQEBOTfdu7cmV9/DNC8eXN27NiR/3lycjKVK1emQoUKgMzU5yXEy5cvp3LlygW+f9u2bYSGhtr0MyqlVGFpgqyUKjFt2rTBz8+PN998k4yMDHJyctiyZQvr1q0DoF27dnh5efHee++RlZXFjz/+yNq1a/O/v0WLFnz99dfk5OSwcOFCli9fbvOxrzSumjVr8vzzz3P69GnOnDnDypUr879etmxZbr/9dvr370+bNm2oU6eOTT/viBEj+P333/NrZS83xu3bt7NkyRIyMzMpW7YsPj4+BWaFp0yZQlJSEmlpaYwZM4Y777wTgIiICMqVK8f48ePJyspi2bJlzJs3L7+G+nIu9Zy2/C7vvfde7r333v8cc8OGDQQHB+eXUuRZt25dfgcLgO7duxeIn7+/PydPnmTPnj3MmjWLs2fPsnXrVo4fP87o0aMZMWJE/u/jzJkzrF+/ns6dO185CEopVQSaICulSoynpyfz589n48aNBAYGUrVqVR544AFOnDgBQJkyZfjxxx+ZPn06/v7+fPPNN9x222353z9p0iTmzZtHpUqVmDlzZoFa5ysd+0rjmjdvHrt27aJOnToEBATwzTffFHjMoEGD2Lx582XLK/7tqquuYuDAgbz66qtXHGNmZibPP/88VatWpUaNGqSmphZoEde/f3+6dOlC/fr1ueaaa/K7d5QpU4Z58+bx66+/UrVqVYYNG8YXX3xB48aNrzi+Sz2nLb/L/fv3c9111/3nmBs3bvxP3fjhw4fZu3dvgQR54MCBLFiwIL+uuHXr1vTr148WLVrw6aef8vPPP/PXX38RFBREREREgdn0efPm0aFDh/+0ElRKKUfxMC68lqmUUk7m3nvvJSAgIL9rg1n27dtH48aNOXToUH4ZQEmpV68en3zyyUVrvM1w9uxZQkND2bRpE6VLly7ycV588UWqVavGiBEjCvV9ERERfPrpp//plKGUUo6ii/SUUuoKcnNzmThxIv369Svx5NgZlSlThm3bttl9nLFjxxbp+9asWWP3cyul1OVogqyUUpdx+vRpqlevTt26dVm4cKHZw1FKKVUCtMRCKaWUUkqpC+giPaWUUkoppS7gciUWpUqVwsfHx+xhuCzDMAr0tVXOSeNkHRor69BYWYfGqnhkZGQU6LnuylwuQfbx8eH06dNmD8Nl5ebmFujNqpyTxsk6NFbWobGyDo1V8ShfvrzZQygx+r9HFUp8fLzZQ1A20DhZh8bKOjRW1qGxUvbSBFkVytGjR80egrKBxsk6NFbWobGyDo2VspcmyEoppZRSSl3A5dq8lS9fXmuQi9GxY8eoXLmy2cNQV6Bxsg6NlXVorKxDY1U83CnH0hlkVSjp6elmD0HZQONkHRor69BYWYfGStlLE2RVKAkJCWYPQdlA42QdGivr0FhZh8ZK2UsTZKWUUkoppS7gcn2QVfGqV6+e2UNQNtA42S4xEebOhbg4OHoUypeHevXg+ushKko+L07FHavcXFi5EqKjYetWOHkSypWDkBDo0QNatizWp3cpel5Zh8ZK2UsX6alCOXnyJBUqVDB7GOoKNE5XduAAPPUUfPMNGAbUqAHVqsGpU7BvH2Rng58f9O8PQ4dCaGjxjKO4YnX4MLzzDnz5JSQlyX116kDFinD6NOzZIz/3ddfBhAkQEeHwIbgcPa+sQ2NVPNwpx9ISC1UosbGxZg9B2UDjdHlz5kDjxvDTT/D885CQAAcPyizy7t1w4gT89hvcdhvMmAEtWkDv3rBpk+PH4uhYnToFr70G11wDb74pif2sWTI7vnev/Ay7d0sC/d578rNfey2MHy8Js7o0Pa+sQ2Ol7KUJslLKrbz/viS+TZpAfDyMHQuBgQUfU64cdOkC06fLTPPo0bBkiSSbd90lSaWzycqCDz+EBg1g1Cjo3Fl+vvnzoV8/8Pcv+PgqVeCxx2D7dujTB557Dh54QEoylFLK3WmCrApF+0pag8bp4j77DIYPh549YelSmWW9ksqV4X//k5KEF16QeuXGjWHECDhyxP4x2Rsrw4DvvpOa4mHDoGFDWLUKfvhBxnklfn5SZvLyy/L7eeQRnUm+FD2vrENjpeylNchKKbewaBF07w433gjz5kGZMkU7TnKyzCh/9hn4+srM64gRMutc0pYuledftw6aNoU33pCf0cOj8McyDHjxRTnG229LfbZSSl3InXIsnUFWhbJ8+XKzh6BsoHEqKDkZBgyA4GD4/vuiJ8cAtWrBxx/D5s3QoQOMHAlBQfDpp7Kwr7CKEqu1a6FrV7jhBjh0SEpBNm6UrhRFSY5Bvm/s2PPlFsuWFe04rkzPK+vQWJnk/vtltXPTpufvGz1aXjhbtJDbggXnvzZunNSFNWokCz+ciCUS5HfekcuHTZtK/d+ZM2aPyH252AUHl6VxOi8nB+6+G/75B779VkoKHCE4WMotVqyQ7hAPPCA1ynPnFq6OtzCxiomBW26RjhPr18Nbb8GOHTBoEHh6FuGH+BcPD/j8c0n4BwyAY8fsP6Yr0fPKOjRWJrn3Xli48L/3P/GEvIvfuFEuc4H0nZw9WxZLLFwoNWI5OSU42Mtz+gQ5OVlWWsfEwJYt8rubPdvsUbkvj6JOT6kSpXE676OPZDb0/fdtq8ktrOuvh7/+kpnprCzo1UueZ9IkOH78yt9/pVidPSuvedddB61bS0/jMWOkJvrpp6FsWYf8GPn8/OCrryAlBZ580rHHtjo9r6xDY2WSqKj/rgi+lLlzZQWxt7eslG7QQC6POQmnT5BBLltmZMjHf/6Bq682e0Tuq3379mYPQdlA4yQOHpSFdTfeCPfdV3zP4+EhpQnx8TBzpnSIGDECqleXGd8ZM6QbxsVcLFbHj8vfjoED5WrlXXdJwvrOO5IYv/ii42bCL6ZVK2l/N3260131NJWeV9ahsSoe2dnZhIeH59+mTZtm2zdOngzNm0sJRt6lqeRkqF37/GMCAuQ+J+H0O+nVqiWzJHXqgI+PtF7q0qXgY6ZNm5YfpKysLJadK56rX78+fn5+xMXFAVClShVCQkJYsWIFAF5eXkRGRhIbG8vJkycBCA8PJyUlhf379wMQFBSEt7c3W7ZsAaBatWo0bNiQ6OhoALy9vWnXrh0xMTGcOnUKgIiICJKSkkg+F+hGjRrh6enJ1q1bAahRowaBgYGsWrUKAB8fHyIiIlizZg0ZGRkAtGvXjj179nDo0CEAgoODycnJYfv27ed+L7UICAhgzZo1APj6+hIeHs6qVavIzMwEIDIykh07dpCamgpA06ZNyczMZOfOnQDUrl2b6tWrExMTA0CFChUICwsjOjqa7HPFlFFRUcTHx3P06FEAypUrR40aNfL3ua9Xrx7+/v75PScrV65MaGgoy5cvxzAMPDw8aN++PXFxcRw7d1KEhYWRlpZGYmKixknjVKxxeuGFQDIyqjJpUjbbtyeUSJyuvjqGceMgObk6sbFNmDnzDPPnlz0XB4PAwJNcddVJqlTJJCioJocOHeT0aTh+vDQnTlQlIaEs27aVwjA88PPLpk8fL5o02UR4eBqenh5UrFgycRo61JsZM8rx4IMwb14iISHuez6FhoaSnp5OfHw8Pj4+bns+WSVOCQkJZGRk0KRJE42Tg+Pk5eWVHxObDR0qbXI8POTjU0/JKmcn5/RdLI4dk5mZb76BSpWgb1+4/XapKbwYd1phaYZly5bRoUMHs4ehrkDjJH2Lb7wRXnlF+gKbxTAgNlZqlf/6C7Ztk406/r2WwtNTtrhu2BDatYPISCmrsGdBob3mz5cZ8HfekRlxd6fnlXVorIqHTTlWYiLcfLPUxV7ua+PGyX0vvCAfu3aVBX3t2jlwxEXn9DPIf/whpSlXXSWf33ab/JG5VIKslFK5ufDss3Ll6dlnzR2Lh4eULLRqJetU8sZ3+jSkp0N09Cq6dGmHry94Odkrco8e5/9mDRhw/nVYKaVsdvAg1Kwp//7pp/MdLm69Ffr3l8UOBw7Azp3Qpo154/wXJ3s5/q86dWD1aqk99vGBxYshPNzsUbmvsLAws4egbODucfr2W+nyMGOG4xexOUKpUlJD7OcH3bqFUKGC2SO6OA8PmT1u1ky2r37vPbNHZC53P6+sRGNlkrvuklXRR45ITfErr8jnGzfKC0q9erJyGqQ92R13SEsgLy+YMsUx7XgcxOlLLEB2sfrmG/n9tWwJn3wiix4vRkssildiYiL16tUzexjqCtw5TmfPyjbSvr5S2uBEr7cXZYVYPfSQvNnYtavgmhp3Y4VYKaGxKh7ulGNZoovFK6/A339LycqXX146OVbFL2/hgnJu7hynTz+FhATZEc7Zk2OwRqxeekk+vv66ueMwmxVipYTGStnLEgmyUkrZ4uxZWffRrh1062b2aFxHnToyi/zZZ/LmQymlXJ0myKpQ6tevb/YQlA3cNU5ffAH795/vKGQFVonViy9Kmdtrr5k9EvNYJVZKY6XspwmyKhS/4tydQDmMO8YpO1tmj8PDrTV7bJVY1awps8hffSVvQtyRVWKlNFbKfpogq0LJa5aunJs7xunrr+Xyv5Vmj8FascrbenriRHPHYRYrxcrdaayUvTRBVkpZXk4OjB0LoaGysYUqHnXrStvSadOki5NSSrkqTZBVoVSpUsXsISgbuFuc5s2D7dulTtZKs8dgvVg9+6z0pZ882eyRlDyrxcqdaayUvSzRB7kw3KlHnxlyc3MpVUrfVzk7d4vT9ddDUpJsxORsu9FdiRVj1bMnREfD3r3Sb9pdWDFW7kpjVTzcKcfS/z2qUFasWGH2EJQN3ClOa9dKsjZihPWSY7BmrF54AdLS4OOPzR5JybJirNyVxkrZSxNkpZSlTZgAFSvC/febPRL30bYttG8vi/WysswejVJKOZ4myKpQvKw4ReeG3CVOiYnw/fcwZAhYtauTVWP11FNS1vLDD2aPpORYNVbuSGOl7KU1yEopy3riCVkstmcPBASYPRr3kpsLjRtD5cqwerX1FkcqpQrPnXIsnUFWhRIbG2v2EJQN3CFOx4/DJ59Av37WTo6tGqtSpeDxx6UGfNUqs0dTMqwaK3eksVL20gRZFcrJkyfNHoKygTvEado0OHVKLvVbmZVjNWgQVKoE77xj9khKhpVj5W40VspemiArpSzn7Fl47z244QZo0cLs0bgvX1/ZfvrHH6UeXCmlXIUmyKpQwsPDzR6CsoGrx+nbbyE52fqzx2D9WD36qNQfv/++2SMpflaPlTvRWCl7aYKsCiUlJcXsISgbuHKcDEPaizVpAt26mT0a+1k9VrVrQ9++Ug+enm72aIqX1WPlTjRWyl6aIKtC2b9/v9lDUDZw5TitWAEbNkgHC1fYKMsVYvXEE3DyJHz2mdkjKV6uECt3obFS9nKBPy9KKXfyzjtQpQrcfbfZI1F52rSBa6+FSZMgJ8fs0SillP00QVaFEhQUZPYQlA1cNU67dsHPP8PDD4OPj9mjcQxXidUTT0g/6p9/NnskxcdVYuUONFbKXpogq0Lx9vY2ewjKBq4ap/ffBy8veOQRs0fiOK4Sq169oG5d12755iqxcgcaK2UvSyTIx4/D7bfLrk1NmrhPU3pntGXLFrOHoGzginE6cUJqXPv1g5o1zR6N47hKrLy8ZOOQP/+E9evNHk3xcJVYuQONlbKXJRLkxx+X1ep//w1xcZIkK6XcyyefyMYgI0aYPRJ1KYMHg5+fa88iK6Uu4/77oVo1aNr0/H1padC5MwQFycdjx+R+w4Dhw6FBA2jeHJxs90OnT5BPnJBV64MHy+dlysjOTcoc1apVM3sIygauFqfsbNkYJCoKwsLMHo1juVKsKlSABx6Ab76BpCSzR+N4rhQrV6exMsm998LChQXve+MNuPFG2LlTPr7xhtz/669y386dsjXq0KElPtzLcfoEec8euOoquO8+aNlSXnxPnzZ7VO6rYcOGZg9B2cDV4jRnDuzbJwvBXI2rxWr4cMjNhcmTzR6J47larFyZxsokUVHg71/wvrlzZV96kI9z5py/f+BA2WmobVuppz14sCRHe1leZg/gSrKzZdb9/fchIkLKLd54A1577fxjpk2bxrRp0wDIyspi2bJlANSvXx8/Pz/i4uIAqFKlCiEhIaxYsQIALy8vIiMjiY2Nzd+3PTw8nJSUlPweikFBQXh7e+fXM1WrVo2GDRsSHR0NyEKAdu3aERMTw6lTpwCIiIggKSmJ5ORkABo1aoSnpydbt24FoEaNGgQGBrLqXDG1j48PERERrFmzhoyMDADatWvHnj17OHToEADBwcHk5OSwfft2AGrVqkVAQABr1qwBwNfXl/DwcFatWkVmZiYAkZGR7Nixg9TUVACaNm1KZmYmO3fuBKB27dpUr16dmJgYACpUqEBYWBjR0dFkZ2cDEBUVRXx8PEePHj0Xj2waNmxIQkICAPXq1cPf35/Yc5dGKleuTGhoKMuXL8cwDDw8PGjfvj1xcXEcO3dZJSwsjLS0NBLP7U2rcdI4XSlO48bB1VeDn98aDh50nTiFhoaybt06ypQp4xJxyjufrr8+mKlTqzJkyFH27o13iTilp6ezadMmfH19XSZO4Fqve3lxSkhI4NSpUzRt2lTj5OA4ZWdnF9il8KGHHuKhhx7islJSzi8cqVFDPgfZDrV27fOPCwiQ+5xkkYmHYRiG2YO4nEOH5I3Fuf+r/PmnJMi//HLxx5cvX57TOsVcbJYtW0aHDh3MHoa6AofHKTtbVmEBzJ8PO3bIi1xqqrzrb9AA3npLvt6rF+zfL4/38oLy5SEyEkaNkq8vXCiNjBs1kmvyV7B2rbw5njRJZiddjSueU6tXQ7t2MrHx6KNmj8ZxXDFWrkpjVTxsyrESE+HmmyFvoWSlSvJ3Ik/lylKHfPPN8Pzz8vcBpPzizTfBSbYJd/oZ5Bo15A3G9u3y93TxYggONntU7ktb51iDXXFaulTeie7aBQkJcqtSBTZvlq+/9ZYsDChTBqpXlxe/ihXPf39goOwWkZ0NWVmyxdqFl83uuQeOHJF/160rmdQdd0Dv3hcdzjvvSB59331F/5GcmSueU23bym3SJCkr9PQ0e0SO4YqxclUaKydSvbr8DahZUz7m1YfXqiWTKXmSkuQ+J+H0M8gAGzdK7fHZs1C/Pnz+ubwBuRidQVbKBsePQ0yM9OPasgX27oXly6UWbOBA+OorudxVv74kvMHB8Mwz8r2HDskuHRUqyOMLwzCkHc327fIxNhb++ku2xXvjDcjMhNGjpU6tcWOSkqBePSmtmjDBwb8DVay++07e98yZAz17mj0apZQjFGkG+ZlnZJLl+efldT4tDcaPl1KAyZNhwQJYs0YuEa5d69Dxnj59mrJly+JZhHfplkiQC0MT5OIVExNToP5IOacCcfrnH9iwQS5beXvDuHHw4ovnHxwQIC15vvsOfH2ldMLXV0ojSkpWFpQuDevWyZ7F2dkQGcnX/o8yaN7t7EzwpF69khtOSXLVcyo7Wypv6taV916uwFVj5Yo0VsXjijnWXXfBsmVylbB6dXjlFSm7u+MOWWldty58+60s5DMMqcFauBDKlZPZTztjlpuby+zZs5k5cybr1q3D29ubzMxMqlatSo8ePRgyZAgNGjSw6VhOX2KhnEveAgLlxI4fx+eXX+DLL6VUYtMmKXlYtUque0dFwZgx0Lo1tGr13xXH1auX/JhLl5aPrVvLZbYZM8id9jH9o/sR5deEgNK/A85z6c2RXPWcyts45Mkn5UJFq1Zmj8h+rhorV6SxMsmsWRe/f/Hi/97n4QFTpjj06Tt27EinTp0YN24cTZs2pVQpadaWlpbG0qVLee655+jduzd33333FY+lM8iqUHThg5MxDNi9WxLhsDAIDZV37x07ShlEu3YyI9u6NbRvX7BW2Ml9MDmXpY/9wIc3/kDVRV9DqVLSGN1CP4MtXPmcOnlSLlDceqtU7VidK8fK1Wisioez51hZWVmUzptwseMxYEeCvG/fPpseV6lSJSrYsFLdUZw9eFaXkZGBj4+P2cNwb2fPwtdfwx9/wJIl5xfAvfwyvPoqnDnDmTVrKNuunSyks6CcHNkxs1IlKU3z8EA6ZgQHy65Br71m2Z/t31z9nHrySelmsWePJMtW5uqxciUaq+JhlRxr+PDh/P3333h4eBAaGkr//v1p0aJFoY5R5BKLQYMG4eHhweXyaw8PD+69914GDhxY1KdRTiYpKYmgoCCzh+Fejh+XWeGsLOjbV1oCPPGEJIg33CAzw9dff34P9rJl2X/11QRZOIGcO1c2V/r22wvWAXp7S6eL8ePljcGsWVLkanGufk4NHy7dLCZPPr+BllW5eqxcicbKvQUHB3PLLbeQlZXF1q1bufvuu3n44Yd5tBB9J7XEQhWKXrYqIatWSb/hP/6QbhO5ubKVZN5e9fv2Sf/DS3SRsHKcDENKpY8ckXbL/1l8/OOP0tYG4Pvv5U2ChVk5Vra64w74/Xfp6OTra/Zois4dYuUqNFbFw6o51pkzZ2jdujWb89qV2sBhW02fPn2anJwcRx1OKfeybx988YVkhyALF958U1Y6vfSS9B1evfr84+vUKXyLNYv480/p9PP005fon3vbbbLqq2ZN+PjjEh+fKrwnn5QLIZ9/bvZIlFLuZOrUqTz99NM8/vjjhS73LfIM8r9baZQpU4bMzEyuuuqqQrfScCSrvruxioMHD1LTSbaBtLSsLOn/u2CB3PL6RW7fDg0bSieHChVs2mnuYqwcp5tvlgR5715ZZ3hJJ05I94ty5eDMGShbtsTG6EhWjlVhXHcdHDggpTNeFu2f5C6xcgUaq+JhtRxr3759/P777/z4448MHTqUm2++2ebvLfIMcseOHdm9ezfjxo3j0KFDJCUlcfjwYaKjo2nbti3PPfccX7nCsmVVQFGabatzDhyAo0fl3z/9BB06yDZx1arB22/D1q2QVzMXEFDk5BisG6ctW6R3/GOPXSE5BulmUa6cbFnaps35ra4txqqxKqznn5f9A775xuyRFJ27xMoVaKzcW9++fdm2bRt16tRh8ODBzJs3j5EjRxbqGEV+H//HH39ctE2Gv78/ffr0oU+fPmRlZRX18MpJbd26lWp520SqyzMMqRn++WeYN0826xg/XnYV6tJFkuQbbwQ/P4c/tVXj9PbbkvMOG1aIb/L1hZAQePZZSZofeqjYxlccrBqrwurRQ8L0xhvQv781K4TcJVauQGPl3u655x7uvPNODMOgVatWnDp1Kr8nsq2KnCDnJceXa6VhS585pVxSVhY0aiS9rUqVkl7E48ad33O3UiXZXUjlS0qS7nVDh8qupDYrXVrqt0+elG++6irpdqGcSqlS8NxzspP5ggWSMCulVHG49dZbufXWW9m0aRMbN24kNzeX7t27F+oYdleCOaKVhrKOGjVqmD0E55OWJn/xf/4ZMjJktrh0ackEAgOhe3dJ2kqQFeM0aZI063jiiSJ8c+nS0hOuUyfZ6vTPP2VzFAuwYqyKql8/WXP6xhvWTJDdKVZWp7FyT4Zh4HHB5anmzZvTvHnzyz7mUhze5q0orTQcyWoF5FaTmZmJt7e32cNwDj/+KM1dV6yQnS1q1JBZ4Q8+MP36sdXidPy4NOa4+WaZRS6yI0fgwQfh3Xehbl0Hja54WS1W9nr/femN/OefEBlp9mgKx91iZWUaq+Lh7DlWhw4d6NOnDz179qROnTr59589e5bo6GhmzJhBx44duffee694LIe1ebOnlYayjlWrVpk9BHMYhtQQv/yyzBiDtGZLTZXrxqtXQ3IyfPih6ckxWC9OU6dCerqUZ9ulalWp7a5bV6ajs7MdMr7iZLVY2WvwYAmTFTcNcbdYWZnGyj0tXLgQT09P7rrrLq6++mqCg4MJDAwkKCiIWbNmMWLECJuSY3BAiUWe7t2757fSeOGFFxx1WKXMk5sr+xz/8IPMFufVE193HXTrJtNgI0aYPUrLO30aJk6Erl1lLxSHyM6G22+XEpd33nHQQZUjlCsnp86oUbBpE/zr6qdSShVZ2bJlGTZsGMOGDSMrK4sjR47g4+NDpUqVCn0su2eQHdFKQ1mHy+9tn50tl+kBEhJkcd1770HjxvDJJ3DokCTHIMmyk7JSnD7+GA4flsl5h/HykpqNd9+VvnFOzEqxcpRHHoHy5aWpi5W4Y6ysSmPlnrZv305e5XDp0qWpWbNmkZJjcEAN8s8//8xLL71UoJXG7t272bBhgz2HLTJnr49RTujsWVi8WGaK586VrYvzmrXOmSP9iot4gqnLO3MG6teXhh9LlxbDwSMi4OBBmarURTtO5amnZGHmzp0y0a+Ucn7OnmM1a9aMvXv30rBhQ5o3b06zZs3yPxa27Z/DFun9u5WGWf0HnT14VrdmzRoiIiLMHobjvPiiLKo7cUL6Ed9yi3RBKMRuO87IKnH64AOZTVy8WN6XONzWrdCqlbzJ+eUXp5z1t0qsHC05Wd4c3XsvfPSR2aOxjbvGyoo0VsXDCjlWZmYmmzZtonv37vTr14+tW7cSHx8PwKFDh2w+TpFrkB3ZSkNZR0ZGhtlDKLqTJyVJWrAAPvtMWoNVqAC33QZ9+kiLMBdZ9WyFOJ09Kwu1rr0WOnYspicJDoYJE+DVV6WG/JpriumJis4KsSoOtWrJgr1PPpH3qVZoOuKusbIijZX78vb2pnXr1vj6+vL+++/n33/s2LFCHceurabff/999u3bV+D+s2fPsmTJEgYNGsSMGTOKenilHCM9XfqG9eolWzr37w9//AG7d8vXn39ekuUePVwmObaKL7+E/ful9rhY30cPHQrbtztlcuzu8tZzjxtn7jiUUq7n3xO0lStXLtz3F7XE4syZM3z22WfMnDmTPXv2UKlSJTIyMsjNzaVLly4MGzaMlg5bkm47K0z/W5klekueOiUbdlx1lTRbjYqS6aq+faWzQbt2Tnmp3ZGcPU7Z2VJ37O8Pa9eWUGe87GyYPRsGDHCKVnx5nD1WxW3oUPj0U9i1S9ZVOjN3j5WVaKyKh7PnWI888ghhYWGEhYVx2223sWfPniIfyyE1yPa20nAkZw+e1f399980btzY7GH81+nTUj7x7bfy8aGHzm/Ntno1tG3r8knxhZw2Tud8+aVsNDhnzvndt4vdN9/IVm4ffST/P5yEs8equO3bBw0aSLnFhx+aPZrLc/dYWYnGqng4e441bdo0Nm/ezKZNm4iPj6datWqEhIQQHBxMcHAwd955p83HKnLG4MhWGrbIyZEeqRZfO2V5hSlwLzFDhshs8Z13wsqV8MADUkoBkhRfe61bJcfgpHE6JzsbxoyR/re33lqCT3zHHbIS8OmnJStzEs4cq5JQpw7cf7/MIu/fb/ZoLs/dY2UlGiv39NBDD/H++++zfPlyjhw5wqJFi7j//vspV64c8+bNK9SxirxI7/bbb3dYKw1bTJoETZrIOivlxjIyYOFCWLZMetx6eEDFinDffZIARUaCp6fZo1SXMXOmlAT/8EMJVzp4eMiKsGbNZAb511+dqtTCnb3wgiwFGDdOOpsopZQjBAQEEBAQwE033VTo77WrxMJRrTSuJCkJBg2CkSNlx6358y/9WGef/re61NTUkm/hd+YM/PablE/8/LPUGFetChs3Sm2x+g9T4mSDs2el9rhKFVi3zqT8dPJkeOwx+Pxz6TFmMmeNVUl7+GEJya5dULu22aO5OI2VdWisiodNOVa9etI21dNTNm2KiYG0NLnKm5goX//2Wyjkojl7BQcHs3XrVpsf75Aa5MDAwAKF0MeOHSv0asHLuf12mWFIT4e33/5vgjxt2jSmTZsGSD/mRYsWAVC/fn38/PyIi4sDoEqVKoSEhLBixQoAvLy8iIyMJDY2lpPnpqbDw8NJSUlh/7lrfUFBQXh7e7NlyxYAqlWrRsOGDYmOjgaknUi7du2IiYnh1KlTAERERJCUlERycjIAjRo1wtPTMz8wNWrUIDAwMH+veB8fHyIiIlizZk1+a5p27dqxZ8+e/DcawcHB5OTksH37dgBq1apFQEAAa9asAcDX15fw8HBWrVpFZmYmAJGRkezYsYPU1FQAmjZtSmZmJjt37gSgdu3aVK9enZiYGAAqVKhAWFgY0dHRZGdnAxAVFUV8fDxHjx7Nf15vb28SEhIAqFevHv7+/sTGxgKySjQ0NJTly5fnt/lr3749cXFx+S1WwsLCSEtLIzEx8dJxatCAlUuXklOuHNX//JMmo0aRXbEiqZGRHO7YkWsGDybl6FGNk9lxKuT5tHp1KC+8UJk339xEmzZp5sQpN5eIzz7j9F13saV8eVPjFBoayv79+0lLS3OqOJlxPh065M3AgW3p0+c4Q4bI2J3lfAoNDSU9PZ3t27dTunRpt44TOO/rXl6cEhISyMrKIigoSOPk4Dj16NHDtgQ5JkYmsvI8+6ysyn7+eenveewYvPnm5Y9TBPHx8WRnZxMaGvqfr5UuXZqsrCzbD2Y4QGBgoCMOc1Hz5hnG0KHy76VLDaNHj8s/vly5csU2FmUYS5cuLb6DZ2UZxsKFhjFokGFUqGAYY8fK/adOGcZvvxnG2bPF99wupljjVET//GMYV19tGNddZxi5uWaPxnk4Y6zM8vDDhuHlZRi7d5s9kovTWFmHxqp42JRj1a1rGIcPF7yvYUPDOHBA/n3ggHxeDLZs2WLUrFnTePbZZ42MjIwCXytdunShjlXklUuPPPIIn376KRs2bMhfrFccVq6Uq+r16skC9CVL4O67i+3plBkMA0aMgKuvhm7d4KefZPOOqCj5evny0KWLbOyhLGvqVDhwQBboOUXpb0YGDBsmrd+UU3j5ZTnNR40yeyRKqYvJzs4mPDw8/5Z39b4ADw/5m92qFeR9PSUFataUf9eoIZ8Xg5CQEDZv3syhQ4do2rQpv//+e5GPVeQSC0e20rDVsmUXL7G4kNYgF6+dO3cSFBRk30EMAzZsgFWrZJ9hkDoaT0/Z5rlbNyhb1v7BujGHxMmBTp2SbYVDQ8GO1yvHysmRDicJCbIl9VVXmTIMZ4uV2V54Qa68btgg/1+cicbKOjRWxcOmHCs5WdYHpaZC587w/vvSsuj48fOPqVxZyiyK0e+//87QoUO59tpreeedd6hZsyZnz561+fsdUoMMkJSUlJ8wb9myhS+//NIRhy1AE2TzZWRk4OPjU7Rv/vtvmDVLZux27JCd6w4ckLokw3CSaUXXYFecisHYsbLIds0aaNPG7NFcID5e+kf26SP/N03gbLEy27Fj8mbquusu/1pvBo2VdWisikehc6zRo8HXFz7+WJK4mjXh4EHo0EHaGRWzjIwMRo0axZdffsmRI0fy69dtUeQSi3379hW45ebmEhISwl133cWYMWPy7z/pwL5sHTo43wumu8kr5rdZ3vuvL76QPn2vvQYBAXLZJS85Bk2OHazQcSpGx47BW2/JBIJTJccAISFyXX/2bJg715QhOFOsnEHlyvDcc7Lfz7k1TE5DY2UdGiuTnD4tHRXy/r1oETRtKn8AZsyQ+2fMKLEdonx8fHjrrbdYsGDBRRfuXU6R+yAPGjToovfn7X1tnFsheu+99zJw4MCiPo2yopQU+O47mZF78EFppdWli/QtvuOO83VIyi2MGQMnTsh7I6f0/PPSlPnpp2UnIu2jbbrhw+G99yQ0f/6p75+VsoyUFOjdW/6dnS2bdnXrBq1by9//Tz+FunWlzVsJCgsLY926dYX6niInyEuXLi3qtyoL8/X1vfgXDEOamM6aJSspc3NlQ4a8S1w1asDjj5fcQN3cJeNUwvbskfKze++VnfOcUunS8PXXUvduQnLsLLFyJuXKyUK9oUNhwQLo0cPsEQmNlXVorExSvz6ca4lXQJUqsHhxyY/nAqUKuaOuw2qQnYXWIJegf/6RzTquvVY+DwuTqcK77pJbSIipw1Pm698f5syBnTstsqeLYcDevdI2R5kqK0uqssqVkwV7OrGvlPncKccqcg2yck+rV6yAefMk86lWDTp1khYFILvd7doFr7+uybHJ8prHm2ndOrmg8NRTFkmOAV56SVoTnWvOXxKcIVbOqHRpWdy5eTNMn272aITGyjo0VspemiAr2/34I6169JBi+0WLpCH1ggXnyyiuukqLBZ1E3i5IZjEMKemtVk02ULKMQYMgMxPuuUfawJUAs2PlzPr2lQtUI0eeX/djJo2VdWis1IUOHjxY6P8TDk+QizII5YQMQ7aKfOIJWL5c7mvYkKPt2sny8oMHZeeHDh302qf6j3nzYMUK6fDj52f2aAqhYUNZHbZ0KYwfb/Zo3J6HB0ycKOt+3njD7NEopazqnnvuoXHjxjz99NM2f4/Da5A7derE7t276dOnD2+//bYjD20Td6qPKRa7d8PMmbJoaft2KFNGuvaPGAHILjpeXkVe26lKiJlxys6W9ZmGIZfHLbcBomFICdG338LChdLovhjpOXVlAwZIo5Ht22UBvFk0VtahsSoeVs6xDMNg69athNhYAurwGeQ//viDhIQE7rvvPkcfWhWXM2fkY24utG8v0341a0qv4kOH8pNjgB07dpgyRFU4ZsZp2jTZE2b8eAsmxyDTlh9/LFudl8DVET2nrmzcOAnLCy+YOw6NlXVorBTA6dOnyTlXLufh4WFzcgwOTJDtGYQywalT8NVXcNNNclk5JwdKlZL79u6VS8wPPihd+y+Qmppq0oBVYZgVpyNHZJ3bDTfALbeYMgTH8PWVdoU33CCf5+YW21PpOXVldepITfusWbB6tXnj0FhZh8bKPeXm5vL111/To0cPqlWrRuPGjalZsybBwcE888wz7Nq1y+ZjFTlBduQgVAnasEEuH1evLguRtm2TxXYZGfL1Dh2gdm1Th6is6+WX4eRJKeO1/HrNvB/gzTdlK+pCbFGqHO+556Sd+hNPnN+gUymlLtSxY0d2797NuHHjOHToEPv37yc1NZXo6Gjatm3Lc889x1dffWXTsYpcg9y+fXs6depEz549adq0aX4D5rS0NJYuXcrXX39N7969ufvuu4ty+CKzcn1MsTAMWLUKrr5aersuWiQ9iu+4Qwr7rr1WZo5tdOTIEapWrVp841UOYUacNmyQDmnDh8umiS7j/fflh3roIVmY6uDMX88p2332GQweLDvX33NPyT+/xso6NFbFw9lzrKysLEpfobbPlseAHQmyIwfhSM4evBKzbdv5xXZ79kivrTfflFKKnBxZfFcEycnJ1LJMU1v3VdJxMgy4/nrYsUNulSqV2FOXjBdflELY0aPhf/9z6KH1nLJdbi60aydVYNu3Q8WKJfv8Givr0FgVD6vkWN999x3dunXDz8+P1157jQ0bNvDSSy8RFhZm8zGKXGJxscT3yJEjXJhvl3RyrDifqQQHyx/0oCCYMUMKQ0EWHRUxOQbYuXOngwaqilNJx+nrr2HlSmnF5XLJMcCYMbJf9ujRcl45kJ5TtitVCqZMgdRUh79PsYnGyjo0Vu7ttddew8/Pj+joaBYvXszgwYMZOnRooY5R5AR59erVdOjQgdtuu40NGzbQtGlTmjZtSvXq1Vm4cGFRD6sK6/hx+PRTGDJEPvfwkLZU774ru4H99hsMHGixZrTKStLT4ZlnoHVrySFdUl5ni3vukQ1xlGnCw+Hhh6XyJS7O7NEopZyR57kORL/88gsPPfQQPXr04OzZs4U6RpGbBD766KOMHTuWEydOcMMNN/Drr7/Stm1b/v77b+666y66detW1EOrKzlzRnawmzlTNu3IzIQGDeDYMek6MWpUsT11bV3AZwklGafXXpN9Y376qVDl7Nbj5SVXY/JqkOPipOGznT+0nlOF9/rr8N138MgjsiFNSf2/01hZh8bKvdWqVYshQ4awaNEinnvuOTIzM8ktZDeiIr+sZGdn06VLF/r27UuNGjVo27YtAI0bNy7qIdXl5OZKIgyygUGfPnJN++GHYe1aKfz8V0u24lC9evVifw5lv5KK06ZNstPZ/fdDRESJPKW58pLjxERo21bOQzvr8fScKjx/f1lSsXIlfPllyT2vxso6NFbu7dtvv6Vr164sWrSISpUqkZaWxltvvVWoYxQ5QS51wVt2Hx+fAl/zsHx/JydhGNIa4JlnpBHoBx/I/b17S+lEUpKUUrRuXWI9tWJiYkrkeZR9SiJOubnS2MHfHwr5umN9detKhvbzz1Lzv29fkQ+l51TR3HuvLNh75hmpNCsJGivr0Fi5Nx8fH06fPs2sWbMAaRpRqZALZIqcIMfFxVGhQgX8/PzYtGkTfn5++Z9v3ry5qIdVIInxG29A06YQFiZJcMuW8jlIPXGXLnLJVymTTJ0Ka9bIDLK/v9mjKWEeHtL67eefYdcuOT9//tnsUbmVvAV7R4/C88+bPRqllDMZNmwYq1evzk+Q/fz8eOSRRwp1jCInyDk5OZw8eZL09HSys7NJT0/P/zwrK6uoh3VfR46c/wPr4QG//y4lEx98IAWe8+bJ4juTVahQwewhKBsUd5wOHJBtf2+8Udppu60ePWD9eplRXr68SIfQc6roWraEESPgo4/gzz+L//k0VtahsXJva9asYcqUKZQtWxaAypUrF3qRXpH7IE+cOPGyX3/yySeLcli7WaVHHyC1iz//LIvtfvtNZo4PHYKqVaXe2Nvb7BEqdVF9+8p7ti1bZH2o28vMlDe2ZcpAdLT0Gm/f3uxRuYXTp+XiWpkysm7y3N9DpVQxsEqOFRERwV9//UXr1q2JjY3l8OHDdOnShQ0bNth8jCLPIKenp5Oenk5MTAwffvghycnJJCcnM3XqVGJjY4t6WPcxb55s99y/v7yqP/GEzERVqSJfd9LkODo62uwhKBsUZ5zmz4fvv5dtpTU5Psfb+3x/8VdflS3bH34Y0tKu+K16TtmnfHmZQd6xQ7pbFCeNlXVorNzb8OHD6d27N6mpqYwcOZLIyEhefPHFQh2jyEWs/zvXpT0qKorY2Fj8zvXZHT16ND169CjqYf9j/35p45uSIhM0Dz0Ejz/usMOXDMOQThMzZ0qZxC23QGiobPk8YABERVmmP1Z2drbZQ1A2KK44nTwprbWCg2VxlLqIOXNkF4uJE6XjzOjRMHQoXGLjJD2n7NelCwwaJOsm77gDmjcvnufRWFmHxsq9DRgwgFatWrF48WIMw2DOnDk0adKkUMewe5VXSkoKZS7Yma1MmTKkpKTYe9h8Xl4wYYKsVUtPh1atJMcMDnbYUxSf7dtli7GZM2H3bpllCgiQBLlOHdl4QCkLefZZedMaHW3XhoyurVw5aesxcCA8+aS8o7/qKnlDrIrNhAnSHv6BB2DVKtk0VCnlvho3bmxX6+Ei1yDnGTNmDN9++y29e/cGYM6cOdx555288MIL9hz2knr2hEcfvfR6NdPrY06flmt+IFn833/DDTfITPFtt0HFiuaNzQFyc3MLtPhTzqk44vTHH3LePfUUvP22Qw/tugwDliyRkgtPT5g9W1p+dO6c35pRzynHmT1b3odMnChVa46msbIOjVXxsCnHWrhQJgZycuQdqwltZgzDYObMmSQkJDBq1Cj27dvHoUOHaNOmjc3HsDtBBoiNjeXPc0uIo6KiaNmypb2HvKjERKlG2LIFLlygOm3aNKZNmwbApk2bWLRoEQD169fHz8+PuHP7kVapUoWQkBBWrFgBgJeXF5GRkcTGxnLy5EkAwsPDSUlJYf/+/QAEBQXh7e3Nli1bAKhWrRoNGzbMr2/y9vamXUgIeyZMoOIvv+C3YwfZe/eSdOQIJ3//ncxq1Qi87jo8PT3ZunUrADVq1CAwMJBVq1YB0q8vIiKCNWvWkJGRAUC7du3Ys2cPhw4dAiA4OJicnBy2b98OyC4xAQEBrFmzBgBfX1/Cw8NZtWoVmec2FImMjGTHjh2kpqYC0LRpUzIzM/P3qK9duzbVq1fP7xdZoUIFwsLCiI6Ozr88FRUVRXx8PEePHgXk5KhevToJCQkA1KtXD39///y688qVKxMaGsry5csxDAMPDw/at29PXFwcx44dAyAsLIy0tDQSExNLNk7t2hETE8OpU6cAKeJPSkoiOTkZgEaNGmmcLhGn06c9GTKkHT4+HkyevBJv71yNU2HjZBi0f+YZPNav53izZiTedx91772Xbdu25a+u1vPJvjgZBkycGMXvv8O0aeuoUyfDIedTaGgo6enpxMfH4+Pjo3FyhvPpMnFKSEggIyODJk2aaJwcHKcePXpcPkHOyYGGDaUTV0CA7NMwa1aJX/YfOnQopUqVYsmSJWzbto1jx47RpUsX1q1bZ/tBjCLKzc11yGNslZ5uGGFhhvHDD5d/XLly5Rz2nFcUF2cYffsaRtmyhgGGUb++Ybz0kmEcP15yYyhhS5cuNXsIygaOjtNDDxmGh4dhrFzp0MO6nzNnDGPKFMO4+mp5zejY0Vj30Udmj8qlHDhgGP7+htGmjWFkZTn22Pr6Zx1uE6vMzBJ9uivmWH/9ZRhdupz/fOxYuZWwli1bGoZhGC1atMi/r3nz5oU6RpGvP3Ts2JH333+fff/aQers2bMsWbKEQYMGMWPGjKIevoCsLNnRNa9KwWmcOQPLlp0vetu1C157zfJlFEpd6I8/YNo0Kae99lqzR2Nx3t4wbJisSZg0CbZuxfOff+RrOTnmjs1F1Kwp7ePXroXx480ejVLFZPNmuPlmmZnNzS2xp83OziY8PDz/lnf1Pl9yMtSuff7zgAC5r4SVLl2anJyc/J2dDx8+XOiSmyKXWJw5c4bPPvuMmTNnsmfPHipVqkRGRga5ubl06dKFYcOGOaTUwjBkdbK/v2wodyUlWoNsGJCdfcnV6a7o2LFjVK5c2exhqCtwVJxOnoRmzcDHR3Y9/9eu8speZ85wLCNDYjV8uCTOr74qq5GVXfr1gx9/hHXrpGmQI+jrn3W4XKyys2HxYkmGWreWCbkbbpCi+//9TxYHl4Ar5ljffy81yJ98Ip9/+aVsuTp5comML8/MmTP55ptviI2NZdCgQXz//fe8/vrr9O3b1+ZjFLmLRdmyZRk2bBjDhg0jKyuLI0eO4OPjU+i9rq9k5Ur5/TZrBi1ayH1jx0L37g59mqLx8HCr5Bik/7VLvei4KEfF6bHHIClJulZoclwMypYlPTVVYhUYKB1vwsNlNfIrrzgus3NDU6bI5ob33CNJsiNay+vrn3W4RKwMQ/7zzpwpK1BTU+VS+ldfSRP6xETnaxFbq5a0OsqTlCT3lSDDMIiKijK/zRvIVHbNmjUdcaj/iIyU/yPKOSQkJFCnTh2zh6GuwBFx+uYb+OILGDUK2rVz0MDUf+TH6oknYPBgKb2YMEFmBCZPlsbTqtCqVJFJrJtvlvcaY8faf0x9/bMOl4jVTTfJLrve3vIfecCAgrODzpYcg8xu79wJe/ZIYjx7trS7LUEeHh50796dzZs329XmzQl/u0ops+3bJxvBtW0rO+apElKhgvzC9+yB556Dbt3k/tRUWfOgCqVHD3nP8eabcK7pgFLOKSVF3hx37gznutrQv7+8yzt0SEoXevd22l1283l5yRv7rl2hSRPZuSckpMSHERYWVriOFRfhkDZvzsT0PsguLjExkXr16pk9DHUF9sQpJwduvFF2Pt+4Ea65xqFDU/9iU6xuvll6qn/yifRUVjbL22AqIwPi4qSEs6j09c86LBGrU6fgp5+khOKPP+TFt0UL+OEHqF/f7NFdlFVyrMaNG7Nz507q1atH+fLl89v6bdq0yeZjOKTEQrkPf3v+uqgSY0+c3n5bajc//1yT45JgU6wef1y2q+7YUbpgvPkm+PoW/+BcgJ+ftGFt104aDv3wQ/4eLYWmr3/W4bSxysqSxLhyZZmBGDgQ6tWTK0YDBlhkm2Dn99tvv9l9DLtLLAzD4KuvvuLVV18FYN++faxdu9bugSnnlNdwXTm3osZp/Xp46SXo21e6x6jiZ1OsOneW6c8RI+DDD2XV8rlNB9SVtWoF48bJZN1HHxX9OPr6Zx1OFSvDkI4Dw4ZJH8K8urVrr4W//oKEBBgzRpNjB/rhhx/+c/vjjz/YuHGjzcewO0EeNmwYq1atYtasWQD4+fnxiC4qUcpyTpyQcrEaNWDq1KLPsqliUr48vPMO/PmndLy4+mqzR2QpTzwhZZFPPAHx8WaPRrmN8ePlUlxkJEyfLm92e/WSr5UqJZc29MXW4WJiYpg6dSrJyckkJyfz0UcfsXDhQh588EHG29gg3e4Eec2aNUyZMoWyZcsCspVj3rapyvVYvm2OmyhsnAxDFjPt3SvdK5z16qQrKvQ5dd11sGSJBOnsWWkzcm5rWXVppUrBjBmyDrJfv6L9yvT1zzpMi1VyslymyFvetWcPBAXJf76UFKn36dTJnLG5kaSkJGJjY5kwYQITJkxg/fr1pKamsmLFCqZPn27TMexOkB2xW4myjlDty2oJhY3T5MlSmzlunO6WV9LsOqdWrIDXX5dVlYcPO25QLqp6dWlduGWL9PguLH39s44SjdWJE/DZZ3Ie1q4tLYDySqA++EBatQ0cKAXxqkSkpqbifUHHj9KlS5OSkoKPj0+B+y/H7kx2+PDh9O7dm5SUFEaOHElkZCQvvviivYdVTmr58uVmD0HZoDBxWrcOnnpKGiU89VQxDkpdlF3nVKdO0v5pwwa5VLtrl+MG5qK6dpU6+08/lVth6OufdZRYrFatkndegwdLf8xRo2D7dlknAFo+YZIBAwYQERHBK6+8wiuvvMJ1111H//79OX36NME21nrb3cViwIAB+buVAEXarURZh4t1BXRZtsbp+HGpO65ZU64A6sWfkmf3OXXbbbB0KdxyC7RvL/9u2NAxg3NRo0fD6tWyB0tYGLRsadv36eufdRRLrHJzZQ3AzJnQtKlsD9+ihSy+69dPNsnQhNgpvPzyy9x0002sXLkSgKlTpxIeHg7INtS2KHKCPHHixIve/+uvv/Lrr7/y5JNPFvXQyol56MlvCbbEKTcX7r1XdgL980+tOzaLQ86ptm1h2TJpP/LPP/Yfz8V5esrmXmFh0KePdG+xpWRVX/+sw6Gx2rxZtneeNUu2US5fXlZ7Avj4wCXyIWUewzD4+++/OXHiBKNGjcrvsNamTRubj1HkjUJeeeUVALZv3866deu49dZbAZg3bx5t2rThq6++Ksph7WaVJtZKme3VV+F//4N335U2u8oF5ORI9gfSa1V7JV/W6tUQFSVlF3Pn6hUUdYHUVKhWTf59881SR9y1q/QqvvVWSZLdkFVyrKFDh1KqVCmWLFnCtm3bOHbsGF26dCnc7nqGna6//nrj5MmT+Z+fPHnSuP766+09bJGVK1fOtOd2Bxs3bjR7CMoGV4rTzz8bBhjGwIGGkZtbQoNSF1Us59TrrxtGo0aGceSI44/tYiZPlnNh7NgrP1Zf/6yjSLE6etQwPvrIMKKiDKNUKcPYu1fu37HDMA4fduwALcoqOVbLli0NwzCMFi1a5N/XvHnzQh3D7vfLKSkplClTJv/zMmXKkJKSYu9hlZM6duyY2UNQNrhcnLZvh7vvls0TtN+x+YrlnIqKkvZSvXrBmTOOP74LGTYM7rpLFu79+uvlH6uvf9ZRqFjt3CnnSo0aMGSIzB6/8oqUT4C0aatatVjGqYqHIzqs2b1Ib+DAgbRp04bevXtjGAZz585lkG7BpZRTOnlS/g54e8OPP55//Vcu5vrrpZ9Zv35SaD5rlr4TugQPD/j4Y9i2TX5da9ZA48Zmj0oVq6ws+OMPKFdOFrZWqACxsdL7b8AAWbWp54ul5XVYS01NZeTIkXz//fe8/vrrhTpGkWuQLxQbG8uff/6Jh4cH119/PS1tXRJcDKxSH2NVJ0+epEKFCmYPQ13BxeKUmwu9e8Mvv8jfhg4dzBmbKqhYz6k33oAXXoAJE0AXTl/Wvn3ShKBiRUmSL7ZoT1//rOM/scrNlW2dZ82Cb7+FI0ek88vPP8vXDUOTYhtYKcf6+++/Wbx4MYZhcOONNxa6w5rdM8ivvvpqgc/nzZvHvHnzGDVqlL2HVk4oLS1N/0BYwMXi9Mor8rdg0iRNjp1JsZ5Tzz0n+ypfdVXxHN+F1KkjV1U6dpTWh7/+Cl7/+gupr3/W8Z9Y9e4tL4A+PrLI7q67oFu381/X5NjlNG7cmMZ2XA6yO0Euf8FKzjNnzjB//nztg+zCEhMTqVevntnDUFfw7zh99ZV0rbj//qLtIKaKT7GeUx4e8OWX5z/XWbLLuu462SX4/vtl05xJkwp+XV//LGL3boyxY2HjRukLXqEC3HefvPO59Vbd0c6FXaoFcZ7CtCC2O0F+6l9bbz399NN07drV3sMqpRzkzz9lk6eOHeHDDzU/cltffQWzZ8ssmvYzu6T77pO2t++8I5uhPfCA2SNSNklLkzeDX38Na9cSCFKLn5IiCXKvXiYPUJWE9PR04NItiAvD7gT53/755x+SkpIcfVjlJOrXr2/2EJQN8uKUtzg7MBB++AEuaDijnESJnVNnzkgB+sSJ8PTTJfOcFjV+PGzdCkOHQt260Lmz3K+vf07m+HFIT4fateHAARgxQhbYjR9P8vXXU6ttW7NHqErY//73PwCioqKIjY3F79zVgtGjR9OjR49CHcvuBLlZs2b5bTRycnI4fPgwL7/8sr2HVU7KTy9NWYKfnx9padCjh8wY//KLbTuFqZJXYufU4MHyH+HFF6FTJ9kiV12Ulxd8841MQPbpI1dhQkP19c8p/PMPzJ8vi+0WLJDdI7/6SrZ+3rkTGjQAoJy25HNrjmhBbHeCPH/+/PMH8/KievXqeP17ZYOdFi6Unb5ycuRy1/PPO/TwqhDi4uLooCu8nF5MzCbGjGnP3r2weDFcc43ZI1KXUmLnVF4/s+bNoX9/2V9Z+/xdUsWKkn+1bQvdu8uue7t36+ufqZ59VurETp2Cq6+GRx6Rpu55ziXHoH+r3N2FLYgB5syZU+gWxHYXon3wwQfUrVuXunXrUqtWLby8vHjuuefsPWy+nBw5B379VS55zZolH5VSF5ebC2+80Zjly+GzzyAy0uwRKadRtSpMny5Nf3/5xezROL2AAPnbc+qUJMmnTjm8KlFdSm4uREdLOVB2ttxXoYJ0n1iyRPryTZwIYWHmjlM5lbzOxSNHjuSzzz6jcuXKVK5cmc8//5wXX3yxwGOuxO4+yGFhYcTGxha4r3nz5mzatMmew+ZbtQpGj5Zt0AHGjZOPL7xw8cdbqUefFW3evJlmzZqZPQx1CYYhZXjvvSctcB34XlUVE1POqW3bQLsN2WzxYukIFhZ2ij//9NVa/uJiGNJ5YvZsmQ3bv1+ucqxZIysmC0H/VhUPZ8+xOnToQJ8+fejZsyd16tTJv//s2bNER0czY8YMOnbsyL333nvFYxV5BvnDDz+kWbNmbN++nebNm+ffAgMDad68eVEP+x/JyVJ/nycgQO5T5ggJCTF7COoyxo2T5Pjxxw2efdbs0ShbmHJO5SXHcXFw9mzJP7/F3HgjfPoprF3ry333yeSmcqC8/4PR0TIjPHGilALNnCnbPhch0dW/Ve5p4cKFeHp6ctddd3H11VcTHBxM/fr1CQoKYtasWYwYMcKm5BjsqEHu378/N910Ey+88AJvvPFG/v1+fn74+/sX9bBFMm3aNKZNmwZAVlYWy5YtA2TFsZ+fH3FxcQBUqVKFkJAQVqxYAUjNdGRkJLGxsZw8eRKA8PBwUlJS2L9/PwBBQUF4e3uzZcsWAKpVq0bDhg2Jjo4GwNvbm3bt2hETE8OpU6cAiIiIICkpieRzmXyjRo3w9PRk67nakBo1ahAYGMiqVasA8PHxISIigjVr1pCRkQFAu3bt2LNnD4cOHQIgODiYnJwctm/fDkCtWrUICAhgzZo1APj6+hIeHs6qVavIzMwEIDIykh07dpCamgpA06ZNyczMZOfOnQDUrl2b6tWrExMTA0CFChUICwsjOjqa7HOXtKKiooiPj+fo0aMAZGdn07BhQxISEgCoV68e/v7++VcRKleuTGhoKMuXL8cwDDw8PGjfvj1xcXEcO7doIiwsjLS0NBITEzVODozTq68e4JVXAujUKYXu3Tezf7/GyRnjdOH5FBoayrp16/IXk5RknOJ/+ong229n7z33UHXyZI3TFeLUoUM6Awee5osvmuDpeZL334cNG/R8KnKcqlcn7cMPKT9vHmlt2uAzZQqZdeqQ/swzHLnuOmo2bVqkOKWnp5OQkMCpU6do2rSpvu45+Hyyy+jRsg4ib+OisWOldglkdufTT8HTU2Z5itguuGzZsgwbNoxhw4aRlZXFkSNH8PHxoVKlSoU/mOHk/vrLMLp0Of/52LFyu5Ry5coV/6Dc2NKlS80egrqIOXMMo1Qpw+ja1TAyMzVOVmJqrO6+2zC8vAwjLs68MVjIkiVLjaefNgwwjJdeMns0FjV5smGEhckvEQwjMtIwvvrK4U+jr4HFw64c63//M4y33vrv/fHxhtG8uWGcOWMYCQmGUb++YWRnF/15HKTIJRaR51b++Pn5UaFCBfz8/PJvjtyKs3Vr6dyyZ49chZk9WzbCUeZwdIcSZb+lS6FfPwgPh++/l17HGifrMDVW774L/v6ydVzeQih1SaVLezF+vHRTev11mDDB7BFZQHKyrBbOs3q19NGbMEEW2v35JwwY4PCn1ddAC5k7V/6IeXtL0/4GDWDtWrNHZf8ivZKwYIEsPMrJkdfxkSMv/VhnLyBXypFWroQuXeQ1ZdkyaVKgVKF8/730kh03Tnto2ignR5opfPcdfPKJtJhWF0hNlf9Xs2dLXbFhwI4dEBQEWVlQurTZI1RF5O3tXWDx40MPPcRDDz1k2zePHi1ddCpUkBmdCROkQf+jj0o/xbyWfYMHw003we23O3z8hWH3W6zMzEx++OEHEhMT8+uCAEaNGmXvofN1736+TEWZKzY2ljBtq+MU1q6V15CAAPjjj4LJscbJOkyP1e23S7ane5BfUV6sPD1lb4qTJ+Ghh8DPD+64w+zROYnff5eWH7m5shh09Gi4805JjqHEkmPTzysX5eXllV8XflGdOsG5mucCxoyRrSlffllea15+GZ56quDVBSdjd4Lcs2dPKlasSKtWrfD29nbEmJQTy1uEoMy1caOsYahaVVpQ1ahR8OsaJ+twiljNnKkJsg0ujFWZMrJ9+003yb4rpUqZPuFV8k6ckMvjs2fLC9Ljj8tM4AsvSFLctKlp/6+c4rxyR3/8YdvjHnwQbr5Z/l2rlrT0y5OUJPfZwTAMZs6cSUJCAqNGjWLfvn0cOnSINm3a2HwMuxPkpKQkFi5caO9hlFI2io+Hzp1l1mrJEplBVsoueUnM/Plw5AjY2AbJ3ZUvL/ut3HSTlFB+841sTe3yZs+W26+/yuKgOnXOJzt+flKgrdS/HTwINWvKv3/6Sd5AgSws698fnnwSDhyQhWeFSGQvZtiwYZQqVYolS5YwatQo/Pz86NOnD+vWrbP5GHbvpHfttdeyefNmew+jLCI8PNzsIbi1+HjpyVq6tMwc16t38cdpnKzDaWJlGLKN7yOPwLn2gKqgi8XKz0/yxIgISZJ/+smEgRW348flh8zz6acQEyOXzFetgsREGDbMrNFdlNOcV+q8Z5+VntbNm8vq8nfekftDQqRGKThYynOmTJF2b3ZYs2YNU6ZMoWzZsoC0+DtbyJ7vds8gR0dHM336dAIDA/H29s7vLeionfSUc0lJScHX19fsYbiluDgp78pLjvNK+i5G42QdThMrDw/46CP5Y/XAA3KptJTdcygu5VKxykuSu3WTv/Pffw89e5owQEdKS5Pyie++k/8LOTkyA1itmuxy5+/v1P8/nOa8Uud9+eWlvzZy5OU7MBRS6dKlycnJwePc1bHDhw9TqpD/X+3+3/3rr7+yc+dOFi1axLx585g/fz7z5s2z97DKSe2/sE5IlZiYGOjYEcqWheXLr7xLsMbJOpwqVgEB8PbbMrvz8cdmj8bpXC5WFSrAwoWyOL9vX/jxxxIcmKN9/z1Ury5to7Ztk9riVavOb/BQtapTJ8fgZOeVKnHDhw+nd+/epKamMnLkSCIjI3nxxRcLdQy7Z5Dr1q1r7yGUUpexerWsf/H3l5rjwECzR6Rc2gMPSDHtM89A794yY6hskpckd+8uSfLnn8PAgWaP6goOH5a6kO++k4T4rruk/vOpp+SHCAvTBZzKcgYMGECrVq1YvHgxAHPnzqVx48aFOobdCfLEiRP/c19eV4sWLVrYe3jlZIIud11fOdyff8of2xo1pKyiTh3bvk/jZB1OFysPD5k9Xrr0/IyhAmyLVcWKsGiRlFgMGgSnTjldea60YJs2TZLiZcvk8wYN5CPIC80bb5g6RHs53XmlStR3331Ht27deOSRR3jttdd48cUXeemllwrV+s/uayQxMTFMnTqV5ORkkpOT+eijj1i4cCEPPvgg48ePt/fwysloK7+Ss2iR1DQGBEhZha3JMWicrMQpYxUYKLOJHh7S7FcBtseqfHlpCHLrrbLm8c03i3lgttizRwYFUh4xebLscvfii9I3cseOYtnRzixOeV6pEvPaa6/h5+dHdHQ0S5YsYfDgwQwdOrRQx7A7QU5KSiI2NpYJEyYwYcIE1q9fT2pqKitWrGD69On2Hl45mS1btpg9BLcwaxb06CGTOsuWwdVXF+77NU7W4dSxWrpU3pmtWWP2SJxCYWJVtqyU8vbvLxsUjhwpjUJKjGHApk3wyivQogXUry/lE3kr+VeskPri116D0FCXK6Nw6vNKFTvPc10wfvnlFx588EF69OhR6C4WdifIqampBd6plS5dmpSUFHx8fPQdnFJFMGmS/FG97jr5G1a9utkjUm6rZUupGejfH44dM3s0llO6NHzxhey2N3as7Kibk1OMT5ibe75M4o03JPF95RXw9ZXFl3FxssMJyKIGF0uKlcpTq1YthgwZwjfffEP37t3JzMwkN+/csJHdNcgDBgwgIiKCnud62sybN4/+/ftz+vRpgoOD7T28cjLVdMFOsTEMmWUaN07WRn39tcxCFYXGyTqcOlaVKsnljA4d5PL7vHl29ye1sqLEytMTpk6VX+X48dIpbeZM8PFx0KDOnpWZ/p9+krZsX3whOwn17AlVqkidx7+32nQDTn1eqWL37bffsnDhQp5++mkqVarEwYMHeeuttwp1DA/DsP+iT0xMDCtXrgTguuuuM7VBd/ny5Tl9+rRpz+/qsrOz8fKy+32V+pfsbHj4Yem//+CDsl+DPXmIxsk6LBGrqVNlU4gXX4QxY8wejWnsjdV778GIEbIb87x5kr8WWVoaPPaYbOV34oQUPt90k3QfsXMXMldgifPKgqyUYx07doydO3dy5syZ/PuioqJs/n6HNDK85ppraNeuHS1btuSff/5hxYoVjjisckLR0dFmD8HlnDolM8affgovvSR7Ndg7Sadxsg5LxGrIEGn/dupUCRfSOhd7YzV8uDSOiI2Fa6+VdXM2S0yE99+XNysgpS9xcbK39bx50q7tu+80OT7HEueVKjaffPIJUVFRdO3alf/973907dqV0aNHF+oYdr+9+uSTT5g0aRJJSUm0aNGC1atX065dO5YsWWLvoZVyeUlJcMstspZmyhQnbAelFJzfZS9vc4jcXKffKMJZ9ekj6wpuvRXatZMJ4FatLvHgmBjZcWTePMhbdNa1q1xu8vSEzZu1jlipi5g0aRLr1q2jbdu2LF26lL///rvQG4XY/QqXN4i6deuydOlSNmzYQKVKlew9rHJSuvDScWJjISICdu+W7kuOTI41TtZhmVjlJcTx8dC8ubyrczOOilVkJKxcCd7e0L49zJlz7gvp6ZIM583ST54shctXXQUTJ8LOnbITSR5Nji/JMueVKhZly5al7LlFPJmZmTRu3Jjt27cX6hh21yC3bt2adevW0aJFC9asWYO3tzchISHEx8fbc9gis1J9jHJfc+dKY4CqVSU5btbM7BEpZaN9+2TqMztbdq9p2tTsEVnWwQMGj3XdQa0tC3k8aAGBe5fhcfaszAw3bSqXmHx9ZYWfUk7AKjlW7969+fzzz3n33XdZsmQJlStXJisriwULFth8DLtnkAMCAjh+/Di9evWic+fO9OzZU7efdmExMTFmD8HSDEMmgnr3hpAQaS9bHMmxxsk6LBerOnVkz3MvL+lusWGD2SMqMQ6JVXp6fsu8mrG/8P2WxkxiBGd37mXBNcPJXLQM8rbEDQjQ5LiILHdeKYf66aefqFSpEqNHj+a1115j8ODBzJ07t1DHsLsG+aeffgJg9OjRdOzYkZMnT9KtWzd7D6uc1KlTp8wegmVlZEjp4BdfSB3iF19AuXLF81waJ+uwZKwaNZLtHW+4QZLkJUsuU0jrOooUK8OQxXQLF8pt5Up49VV44QWIioKpUzG6dOXHWfUYORIiXpaSCzfszOZQljyvlMNkZmbyww8/kJiYSHZ2NgAbN25k1KhRNh+jyAnyrbfeetH7DcPg448/5ueffy7qoZVyOfv2yaxxbKz07X/pJV3jpCyuQQOIjobRo0F73hf0zz/y7jc7W35Pe/fK/aGh8NRTstAOoEIFGDIED6SDXpMmcPfd0Lq1tDU2sWOqUpbWs2dPKlasSKtWrYpcj17kGuSrrrqK2rVrc9dddxEREcG/D9O+ffsiDcheVqmPsaqMjAx8HNbh3j0sWwZ9+0o//5kz4eabi/85NU7W4TKxOnFC3vm9+ipUrmz2aIrFJWN1+LBs1rFkidz8/WH1avnamDFSKtGlC9SsecXn2LhR9vg4dEg62zzwgGN/BnfhMueVk7FKjtW0aVO7txsv8hzWoUOHGDt2LFu2bOHxxx/n999/p2rVqrRv39605FgVv6SkJLOHYBmGIdtGd+oki/HWri2Z5Bg0TlbiMrH680/p0du8uXRicEH5sTp+/Pydjz0G1arBnXfK9peNGskK3DwjR8KgQTYlxwAtWsD69VK58uCDMHiwlGepwnGZ80oVybXXXsvmzZvtOkaRE2RPT0+6devGjBkzWL16NQ0aNKBDhw5MnjzZrgFd6JlnZK1C8+ZyefrC1yRljuTkZLOHYAknT8Jdd8muWTffLIvxGjUquefXOFmHy8Tq5pvhr7+kbODWW2Ua9O+/zR6V/QxD2qtNn075J56QcpLKlSElRb5+ww0wdqzMGKelyZuD4cPtesqqVWHBApmQ/+wzaQtXqE1FlOucV6pQmjVrRvPmzYmOjiYsLIxGjRrRvHnz/PsLw65FepmZmfzyyy/MmjWLxMREhg8fTu/eve05ZAGdO8O4cbJY+rnn5N9vvumwwytVLDZulJKKhAT5u/ncc1pvrNxE69ZyArz7rhTbjxwJP/xg9qgKJz1dOnM0aiQ7enz1FQwcCMBVvr6ysO7uu8+f1A78m3chT0947TXZGO+ee2QN5FdfQffuxfJ0SrmE+fPnO+xYRa5BHjhwIFu2bKF79+7069ePpsXcC/Onn+D776WG83KsUh9jVQcPHqSmjZcK3Y1hyGZjI0bIDNCsWXD99eaMReNkHS4bq8OHZbFa3bqyC9xjj0nNQO/e4Ey1oceOwfTpUtcQEwM7dsjJ/OmncP/90ot4wQK47joOVqpEzVq1SnyIu3bB7bdLM4wnnpDJIt0H4/Jc9rwymbPnWGfOnGHq1Kns2rWLZs2aMXjwYLy8ijYXXOQEuVSpUpQvX14OcsFuPoZh4OHhwcmTJ4s0oEu55RYp8br77v9+bdq0aUybNg2ATZs2sWjRIgDq16+Pn58fcXFxAFSpUoWQkBBWrFgBgJeXF5GRkcTGxuaPNzw8nJSUFPbv3w9AUFAQ3t7e+cXe1apVo2HDhvn7vHt7e9OuXTtiYmLy28pERESQlJSUf4mnUaNGeHp6snXrVgBq1KhBYGAgq1atAsDHx4eIiAjWrFlDxrlis3bt2rFnzx4OHToEQHBwMDk5Ofk7wdSqVYuAgADWrFkDgK+vL+Hh4axatYrMzEwAIiMj2bFjB6mpqYAUrWdmZrJz504AateuTfXq1fP7RVaoUIGwsDCio6Pz26JERUURHx/P0aNH87+ndOnSJCQkAFCvXj38/f2JjY0FoHLlyoSGhrJ8+fL8/wvt27cnLi6OY+d6f4aFhZGWlkZiYqLLxGn37sNMmNCIpUur0bHjGYYPX0+lSlkaJyeLk7OdT6GhoSQnJ3PkyBGXjlPlmBiaTJpEmaQkcsqWJS08nPT27an/0kusiYsr9jidPXqUg0uXUj4xkeppafjt3UtC48Yc6N0b/5wcmnfqROZVV5HesCHpDRtSt08f/q5YkdRzcQsNDSU9PZ0dO3bg5eVlSpzOni3FDz+0Zdq0MgQFpTNq1FY6dgzQ8+lf51N6ejoJCQlkZ2fToEEDlzyfzIxTjx49nDpBvvPOOyldujTXX389v/76K3Xr1mXSpElFOpbdO+nZq1MnWa37b2PGSAlb3r/ztqS/0s6azv7uxuqWLVtGhw4dzB6GU/nrL7kEuncvvP46PPus+SUVGifrcJtY5eZKS5cff4Sff4bUVCnWL1MGPvhA9lxv1AiCgmRBW7Vq0g3CFjt2wMGDMmudkgKJiVCvHjzyiMwG+/rKbDbI8zVuLKvf8mqFU1Pl+a7AGWI1Z45MbGdlya/tnntMHY7TcoZYuSJnz7GaNWuWvzgvOzubNm3a5L9BKiy7Nwqx1x9/XP7r06fLVryLF+u288q5ZGVJjeCYMbK52LJlsphGKXURpUrJgrYbboD335dVZ2XKyNdiY6V+7syZ848PCpLEF2QB4Pr1siDl7Fl5XMuWctLBfxcEenvLQoBHHpE/HO++K3VPISFQv74c50I2JMfOolcvqUe++24pjV60SBJlPz+zR6bUFXz3nfRN37ZN2jpd2Oh73Dgpa/L0hPfeO98rfOFCePxxyMmRnofPP3/ZpyhdunT+v4taWpH//XZ9dzFbuBDGj5cNm4prxzFVODV0eydA/m7ffTesWycdnN57TxbvOwuNk3W4Zaw8PCRRzfPJJzBtmuyos3u3zOh6ep7/eocOcPXVsvGGtzeULVvw+/O6J1WtKslu9eoFL+M8+KBDhu0ssapdW9otv/66tJ2OjpbJJO2wep6zxEpdoGlTuYI0ZEjB+7duhdmzIT4eDhyQ0oK8N8ePPAK//y69xFu3lg45l9mYKC4ujgrn/hgbhkFGRgYVKlQoUvmv6SUWl9OgAWRmQpUq8nnbttJm83Kcffrf6jIzM4u8K40rMAz4+GNZKOPtLX/Tb7/d7FH9l7vHyUo0VtbhjLH66y95k75rlywQHjvWudZAmsUZY+UKHJJjdegAb799fgZ53Dj5+MIL8rFrV5lpBvn4228Xf1wxc+rmU7t2wf790jVo48YrJ8eq+OUtCHBH+/ZBjx7y5ve662DzZudMjsG942Q1GivrcMZYXXut/H189FGpJGnZUvquuztnjJUryM7OJjw8PP+W1yDBLsnJclkkT0CA3Hep+0uIU5dYKOUMcnNlpvjZZ6UM6r335KqP2QvxlFIKoHx5Kevu1Qvuu0+S5ueeg//9T9vBKcfy8vLK7yxyUbZ0XrAITZBVobjb3va7dsm6gOXL4cYbpbwiMNDsUV2Zu8XJyjRW1uHssbrxRrmy9eSTcjV6zhx5c++Oi4edPVYu60qdFy6mVi0pF8iTlCT3waXvLwE6B6YKJSIiwuwhlIicHJg4UbY537BB1hD9/rs1kmNwnzi5Ao2VdVghVhUrSjOABQuks93118PDD8Px42aPrGRZIVbqnFtvlUV6mZnS3WbnTtlCsnVr+feePdK9ZvZseWwJ0QRZFcoaNyhuW7tWzs2nnpKrRVu3SstUK7UZdIc4uQqNlXVYKVY33SRNAZ56Sq58BQfLrt/OuyzfsawUK7fx009SR7xqlSzoyWvlFhICd9wh/0m7dYMpU6SLjZeXdKjp2hWaNJHHhISU2HA1QVaFkrdDjys6dgyGDpVuKQcPypvVuXNL9IqOw7hynFyNxso6rBar8uWlWcDatVCjhiwq7tVLNjVydVaLlVvo3VvKJDIzZUOfvO4UACNHSovH7dvl3V2e7t2l5dvu3fKYEqQJsnJ7hgFffCGbeE2bJj3J//5btja30qyxUkpdTKtWkiS//baUiDZuLP2TNYdU6tKcug9yUWgf5OLlar0lN26UhHjFCmjXTnakatHC7FHZz9Xi5Mo0VtbhCrHavx+efhq+/VZ2437nHWku4GqTAa4QK2fkTjmWziCrQtmzZ4/ZQ3CIQ4ekO0VYmNTpffyx7EblCskxuE6c3IHGyjpcIVa1a8M338hOfL6+ctW7W7eCO3W7AleIlTKXJsiqUA5drL+hhZw5I+2PgoKkrGLECFkk+8ADrtXX2OpxcicaK+twpVh17CgdeiZNko1FmjWDxx6Dw4fNHpljuFKslDlcKCVQ6tIMQ2ZNGjeGF1+UfqHx8dLKrXJls0enlFIlz8sLhg+XNVCDB8OHH8I118h21f/8Y/bolDKXJsiqUIKDg80eQqEYhiyUbd0a+vWDSpVg8WJpoB8UZPboio/V4uTONFbW4aqxqlYNpk6VTUY6dpRmAQ0bwuefS094K3LVWKmSowmyKpQcC71a/vWXvNh36wZHjsD06bB+Pdxwg9kjK35WipO701hZh6vHqkkTaW25fLm0t7z/flmX8dNP1uuf7OqxUsVPE2RVKNu3bzd7CFcUFwe33ALXXScLT95/X1orDhokvcfdgRXipITGyjrcJVZRUbB69fnNzW67TVrFzZ9vnUTZXWKlio8myMplxMXJRjstWkhHirFjpbf4o4+CdvtRSinbeXhIL/itW+Xq24kTMvEQEQELF1onUVaqqDRBVoVSywm3lVu7VrZnb9FCXrhfeAESEuRj+fJmj84czhgndXEaK+twx1h5ecnVt7//hk8+gdRU2ejsuuvg11+dN1F2x1gpx9KNQlShZGRk4OPjY/YwAPjzT3j9dVi0SDpRjBghbYq0K4VzxUldnsbKOjRWcPasLN4bM0Y2HQkNheeeg759JZl2Fhqr4uFOOZbOIKtCWbNmjanPn5Mji0iiouS2cSO8+Sbs3QujRmlynMfsOCnbaaysQ2MFZcrAkCGwa5eUXpw9C/37S9eLDz5wnu2rNVbKXpogK0s4fRqmTJE+xr16SUL87ruwZw88+yz4+Zk9QqWUch9lykjpxZYt0jazWjV45BGoW1eu7LnKhiPKfWmCrArF19e3RJ8vOVlqiWvXlsV2/v6y4cfu3fD441CuXIkOxzJKOk6q6DRW1qGx+q9SpaBnT1i1CpYtk24XL78sr9n33Se79ZlBY6XspTXIyukYhvTh/PBD+PFHyM2F3r3hySehXTtZXa2UUso5bd0KkyfDjBmyI19kpOzY16sXlC5t9uiUPdwpx9IZZFUoq1atKrZjHzsGkyZBcLBs8LFokcwa79wJ338P116rybGtijNOyrE0VtahsbJNcLDUIycnw4QJ8vGOOyAwEEaPhn37in8MGitlL0skyBMmSGJ05IjZI1GZmZkOPZ5hSEP6+++XnZtGjICKFWXxx4ED8M47UL++Q5/SLTg6Tqr4aKysQ2NVOJUqyZW/nTtlcXVICLz6KtSrJ63ifvwRsrKK57k1VspeTtSU5eL275eZxDp1zB6JcqSkJPjyS7kEt3279Cu+5x54+GFo2dLs0SmllHIUT0/pVX/rrZCYCJ99Jrc+fWRx3733Sr1y48Zmj1Sp85y+Bvn226Xgv2dPiImBqlUv/3h3qo8xQ3Z2Nl5FbHb5zz8yYzBjBixeLLPH118vK6H79oUKFRw8WDdmT5xUydJYWYfGynFycmRjp08+gXnz5PNWreDuu6FfP6hRw77ja6yKhzvlWE79v2fuXLnsHhp6+cdNmzaNadOmAZCVlcWyZcsAqF+/Pn5+fsTFxQFQpUoVQkJCWLFiBQBeXl5ERkYSGxvLyZMnAQgPDyclJYX9+/cDEBQUhLe3N1u2bAGgWrVqNGzYkOjoaAC8vb1p164dMTExnDp1CoCIiAiSkpJITk4GoFGjRnh6erJ161YAatSoQWBgYH6NlI+PDxEREaxZs4aMc00k27Vrx549ezh06BAAwcHB5OTk5O8vX6tWLQICAvJ7Pfr6+hIeHs6qVavyLy1FRkayY8cOUlNTAWjatCmZmZns3LkTgNq1a1O9enViYmIAqFChAmFhYURHR5OdnQ1AVFQU8fHxHD16NP8xVatWJSEhAYB69erh7+9PbGwsAJUrVyY0NJTly5djGAZZWaXIyIjio4+OsXSpHxkZXtSpk8tjj52kTZu/qVXrDPXr1ycnx49lyzROZsXJw8OD9u3bExcXx7FjxwAICwsjLS2NxMREQM+n4ohTaGgo27dv58yZMxonJ49Teno6W7dupWzZshonB8UpMHAHjz+eyj33lGHr1uZ8910ZnniiDE89ZXDttRncc08pAgLWUa5cTqHilJCQwJkzZ2jcuLHGycHnkzsxfQa5Uyc4F7sCxoyBsWOlvKJiRalZ0hlk8y1btowOHTpc9jFnz8Iff0g7tjlz4ORJac/Wu7eUUVx/vbQGUsXHljgp56Cxsg6NVfHbtg1mzpRbYiKULQvdusFtt8Ett0hdsy00VsXDnXIs09OUP/6QRuP/vtWvL5tAhIZKcpyUBGFhF0+mlfnS0+GHH6RcokYN6NFDrgDcdhv8+qvE7ZNPoH17TY6VUkpdXJMmstFIQgJER8MDD8C6dTBwIFx1lSTLH38MbjihaX3ffScrNUuVkhnPPImJ4OMDLVrI7eGHz39t/Xpo1gwaNJBegSU4p2v6DLKtdAbZORw5coSq54Kwb5/Ujs2bB0uXysxx5cpw883S0qdzZ/D2NnnAburCOCnnprGyDo2VOXJzJUn+4Qe5JSRIjhUZCd27S0eMZs0KtgHVWBUPu3KsbdskcEOGwNtvQ3i43J+YKInDuRKUAtq0gffeg4gICfbw4RLwEuDUNcjKuWRmwpIlBhs3yqzwxo1yf1AQPPaYrFC+9lrQdRHm0xZH1qGxsg6NlTlKlZL8KCIC3nwTNm2SBd9z58Lzz8utVi3Jm7p3hxtv1Fg5pSZNCvf4gwelRrNtW/l84ECp29QEuaBz9fKqBOXmwubN8PvvcvvzT8jIuAovL9nRbvx4SYobNTJ7pOrfdu7cSa1atcwehrKBxso6NFbm8/CQ0svQUHjlFemXv3AhLFgA334rpXxeXhASUp7evWXTqYgIvZrpKNnZ2YTnzfwCDz30EA899JD9B96zR3q8VqggNTbXXy87zAQEnH9MQIDcV0IskyCr4pedDXFxUvcVHQ0rVpyv8woOhgcfhBo1NvPoo83w8zN3rEoppdTVV8tGU/ffL5uOrFolyfKPP3ryyiuyc1/ZsnJ1s2NH6NBBrtqXKWP2yK3Jy8srvwPMRV2u80LPnhf/npo1pWazShWpOe7VC+LjHTJee2iC7MZOnpS6rryEeNUqyCstqlcPunSR/+udOsnlK4Ddu8tpcmwBtWvXNnsIykYaK+vQWDm30qUhKkpuDz6YSpUqfqxYAcuWyTqZUaNkjVfZstJzuW3b87cLJyqVHf74o/Df4+19foq/VSu45hrYsUMSj6Sk849LSjqfjJQATZDdRHo6bNggCx3Xr5ePO3bI1/IuWd13nyx6uO66S79YVK9eveQGrYpM42QdGivr0FhZR/Xq1fH1Pb+DH0BaGixfDitXwurVMHkyTJggX6tVSxLlNm3k72GLFqDhLiGHD0svWE9PWYG5c6e0MvP3l5KL1aulTuaLL2TBUwmxTBcLW7l7F4vsbNi1S65ObNkiHzdvlu2c8yJdu7a8SQsPl1vbttJr2hbaW9IaNE7WobGyDo2Vddjasz8uTvKv1avlKuqePee/XqOGJMp5CXNetzF3rme2K8f66SdJcA8flobWLVrAb79Ja5JRo+QSQKlSUlx+yy3yPTExshd5RoYsznv//YLtSoqRziBbkGFASookwrt3y23nTkmGt2+Xkx7k/1D9+tC0KfTvL8lwq1ZQrZq541dKKaXMVqYMtG4tt7yJyWPHJGneuPH8x8WLpb4ZJH8LDITGjWWBet7HBg0kodY+/5fRu7fc/q1PH7ldTHj4xdu/lQBNkJ3QP//IQs2kJPmYd9u/X5LhhITztcIgJ2SdOrKQ7qabpA9306Zy4pYr59ixVahQwbEHVMVC42QdGivr0FhZR1FjVbmyLOS7cPL57Flp4bt1K/z9t0xE/f23JM7ndokHJOGuU0fW8NSte/5jQIAkz9Wry/FLaAJU2UlLLOxkGJCTI6UN2dkF//3PP3DqlNxOnz7/71OnpBbqyBE4elRuef8+fBhOnPjv81SsKDVS9evLO9Vrrjl/q1dPV+QqpZRSJSk3Vyau/v5bJq4SE+W2d698TEn57/eUKSOJcvXqkjRXqSLVBhUryse8W8WKUL68LCi88ObjIyUeXl4yOVbSybY7lbFqglxEhiHlMjk5RT9G+fJyclStWvDj1VfLO85atc7ffH0dN3Z7REdHExkZafYw1BVonKxDY2UdGivrcIZYZWRI97IDB6TzWUqKfLzw32lpcPy4dJUqCg8P6NsXvvnGoUO/JHdKkLXEoog8POCFF2TRpZfX+Y95N09PKW/w9ZVb+fIF/+3vL+8GrSY7O9vsISgbaJysQ2NlHRor63CGWPn4SH2yLZtp5eRIknzihCTMx4/LVegzZy5+y8mRW26ulFcqx9ME2Q6vvWb2CJRSSilldZ6eUp9cubLZI1F5tMRCFUpubi6ldJmu09M4WYfGyjo0VtahsSoe7pRj6f8eVSjxTrD9o7oyjZN1aKysQ2NlHRorZS9NkFWhHD161OwhKBtonKxDY2UdGivr0Fgpe2mCrJRSSiml1AW0BlkVyrFjx6isqwicnsbJOjRW1qGxsg6NVfFwpxxLZ5BVoaSnp5s9BGUDjZN1aKysQ2NlHRorZS9NkFWhJCQkmD0EZQONk3VorKxDY2UdGitlL02QlVJKKaWUuoDL1SCXKlUKHx8fs4fhsrKzs/Hy0v1lnJ3GyTo0VtahsbIOjVXxyMjIIDc31+xhlAiXS5BV8QoPDycmJsbsYagr0DhZh8bKOjRW1qGxUvbSEgullFJKKaUuoAmyUkoppZRSF9AEWRXKQw89ZPYQlA00TtahsbIOjZV1aKyUvbQGWSmllFJKqQvoDLJSSimllFIX0ARZKaWUUkqpC2iCrC5rwoQJeHh4cOTIEQAMw2D48OE0aNCA5s2bExsbm//YGTNmEBQURFBQEDNmzDBryG7nmWeeoXHjxjRv3pzevXtz/Pjx/K+NGzeOBg0a0KhRI3777bf8+xcuXEijRo1o0KABb7zxhgmjVqBxcCb79++nY8eOBAcHExISwqRJkwBIS0ujc+fOBAUF0blzZ44dOwZc/rVQlYycnBxatmzJzTffDMCePXuIiIigQYMG3HnnnZw9exaAzMxM7rzzTho0aEBERASJiYkmjlpZhqHUJezbt8/o0qWLUadOHePw4cOGYRjGL7/8YnTr1s3Izc01Vq1aZbRp08YwDMM4evSoERgYaBw9etRIS0szAgMDjbS0NDOH7zZ+++03IysryzAMw3j22WeNZ5991jAMw4iPjzeaN29unDlzxkhISDDq169vZGdnG9nZ2Ub9+vWN3bt3G5mZmUbz5s2N+Ph4M38Et6RxcC4HDhww1q9fbxiGYZw8edIICgoy4uPjjWeeecYYN26cYRiGMW7cuPzz61KvharkTJgwwbjrrruMHj16GIZhGH379jVmzZplGIZhDBkyxPjggw8MwzCMKVOmGEOGDDEMwzBmzZpl3HHHHeYMWFmKziCrS3riiScYP348Hh4e+ffNnTuXgQMH4uHhQdu2bTl+/DgHDx7kt99+o3Pnzvj7+1O5cmU6d+7MwoULTRy9++jSpUv+jlFt27YlKSkJkFj169cPb29vAgMDadCgAWvXrmXt2rU0aNCA+vXrU6ZMGfr168fcuXPN/BHcksbBudSsWZOwsDAA/Pz8aNKkCcnJycydO5dBgwYBMGjQIObMmQNc+rVQlYykpCR++eUXHnjgAUBm9JcsWcLtt98O/DdWeTG8/fbbWbx4MYb2J1BXoAmyuqi5c+dSq1YtQkNDC9yfnJxM7dq18z8PCAggOTn5kverkvXZZ59x0003ARorZ6dxcF6JiYls2LCBiIgIUlJSqFmzJgA1atQgJSUF0PiZbcSIEYwfP55SpSSNOXr0KJUqVcqfLLgwHhfGysvLi4oVK3L06FFzBq4sQzcqd2OdOnXi0KFD/7l/zJgxjB07lkWLFpkwKnUxl4tVz5498//t5eXFgAEDSnp4SrmMU6dO0adPH959910qVKhQ4GseHh4Frqgpc8yfP59q1arRqlUrli1bZvZwlIvSBNmN/fHHHxe9f/PmzezZsyd/9jgpKYmwsDDWrl1LrVq12L9/f/5jk5KSqFWrFrVq1SrwQpWUlESHDh2Kc/hu5VKxyjN9+nTmz5/Powr99gAAB6hJREFU4sWL8/+AXypWwCXvVyXncvFR5sjKyqJPnz4MGDCA2267DYDq1atz8OBBatasycGDB6lWrRqg8TPTypUr+fnnn1mwYAFnzpzh5MmTPP744xw/fpzs7Gy8vLwKxCMvVgEBAWRnZ3PixAmqVKli8k+hnJ7ZRdDK+dWtWzd/kd78+fMLLExp3bq1YRiySK9evXpGWlqakZaWZtSrV884evSomcN2G7/++qvRpEkTIzU1tcD9W7ZsKbBILzAw0MjOzjaysrKMwMBAIyEhIX9x2JYtW0wavfvSODiX3Nxc45577jEef/zxAvc//fTTBRbpPfPMM4ZhXPq1UJWspUuX5i/Su/322wss0psyZYphGIYxefLkAov0+vbta85glaXoDLIqlO7du7NgwQIaNGhAuXLl+PzzzwHw9/fn5ZdfpnXr1gCMGjUKf39/M4fqNh599FEyMzPp3LkzIAv1pk6dSkhICHfccQfBwcF4eXkxZcoUPD09AZg8eTJdu3YlJyeH+++/n5CQEDN/BLfk5eWlcXAiK1eu5Msvv6RZs2a0aNECgLFjx/L8889zxx138Omnn1K3bl2+/fZb4NKvhco8b775Jv369eOll16iZcuWDB48GIDBgwdzzz330KBBA/z9/Zk9e7bJI1VWoFtNK6WUUkopdQHtYqGUUkoppdQFNEFWSimllFLqApogK6WUUkopdQFNkJVSSimllLqAJshKKaWUUkpdQBNkpZRSSimlLqAJslJKKaWUUhfQBFkp5XI8PT1p0aJF/i0xMdHsITlMRkYG7du3JycnBwBfX98CX58+fTqPPvroJb//7NmzREVFkZ2dbdPzPfXUU4SGhvLYY48VfdBKKWUxupOeUsrl+Pj4sHHjxot+zTAMDMOgVClrzg989tln3Hbbbfm7IhZWmTJluPHGG/nmm28YMGDAZR+7e/duVq5cSVxcXJGeSymlrMqafyGUUqoQEhMTadSoEQMHDqRp06bs37+fr776ijZt2tCiRQuGDBmSPyMLMGbMGBo2bEhkZCR33XUXb7/9NomJiTRt2jT/MW+//TajR48GuOixEhMTadKkCQ8++CAhISF06dKFjIyM/O//4osvaN68OaGhodxzzz2MGjWKd999N//rI0eOZNKkSf/5WWbOnEnPnj1t+rmnTp2aP4seGBhIx44dAejVqxczZ8687Pdu376dDh06sHfvXlq2bMnp06dtek6llHIFmiArpVxORkZGfmLYu3dvAHbu3MmwYcOIj4/nn3/+4ZtvvmHlypVs3LgRT0/P/IRx/fr1zJ49m40bN7JgwQLWrVt32efatm3bJY+1c+dOHnnkEeLj46lUqRI//PADAPHx8bz++ussWbKEuLg4Jk2axP33388XX3wBQG5uLrNnz+buu+8u8Fxnz54lISGBevXqXfRnbdGiBaNGjcr/2sMPP8zGjRtZt24dAQEBPPnkkwA0bdr0ij9Xo0aNGDRoEK+99hobNmygfPnyV/q1K6WUy9ASC6WUy/l3iUViYiJ169albdu2ACxevJj169fTunVrQJLMatWqAfDnn3/Su3dvypUrB8Ctt9562ee61LGioqIIDAykRYsWALRq1Sq/FnrJkiX07duXqlWrAuDv74+/vz9VqlRhw4YNpKSk0LJlS6pUqVLguY4cOUKlSpUu+7NOnz6dmJiYAo95/PHHueGGG7jlllsAqdEuU6YM6enp+Pn5XfJn27x5s82z1Uop5Uo0QVZKuYULZ0ANw2DQoEGMGzfO5u/38vIiNzc3//MzZ85c9liJiYl4e3vnf+7p6VmgxOJiHnjgAaZPn86hQ4e4//77//N1Hx+f/Oe11fTp09m7dy+TJ08ucH9mZiZly5a97PfGx8cXKCtRSil3oSUWSim3c+ONN/L999+TmpoKQFpaGnv37gUgKiqKOXPmkJGRQXp6OvPmzQOgevXqpKamcvToUTIzM5k/f/4Vj3UpN9xwA9999x1Hjx7N/x6A3r17s3DhQtatW0fXrl3/832VK1cmJyfH5iR5/fr1vP3223z11VcFFiUePXqUqlWrUrp06fyfITk5ucD3pqenU7p0aXx8fGx6LqWUciU6g6yUcjvBwcG8/vrrdOnShdzcXEqXLs2UKVOoW7cuYWFh3HnnnYSGhlKtWrX80onSpUszatQo2rRpQ61atWjcuPFlj1WjRo1LPn9ISAgjR46kffv2eHp60rJlS6ZPn06ZMmXo2LEjlSpVumSXii5duhAdHU2nTp2u+HNOnjyZtLS0/MV54eHhfPLJJyxdupQePXoAUu+8a9cu/P39C3zvli1bdPZYKeW2PAzDMMwehFJKOavRo0fj6+vL008/XezPlZubS1hYGN999x1BQUEXfUxsbCzvvPMOX375ZZGf57bbbuONN96gYcOGbNmyhc8++4yJEycW+XhKKeVqtMRCKaWcwNatW2nQoAE33njjJZNjgLCwMDp27FigLV1hnD17ll69etGwYUNAOlpocqyUUgXpDLJSSimllFIX0BlkpZRSSimlLqAJslJKKaWUUhfQBFkppZRSSqkLaIKslFJKKaXUBTRBVkoppZRS6gKaICullFJKKXUBTZCVUkoppZS6wP8BAzA/nFTGtXMAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "pole = 0.8 * np.exp(1j * np.pi / 8)\n", - "poles = [pole, pole.conj()]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the pole is real and on the unit circle, the impulse response $h[n]$ is constant.\n", - "This filter is an integrator." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: divide by zero encountered in true_divide\n", - " npp_polyval(zm1, a, tensor=False))\n", - "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: invalid value encountered in true_divide\n", - " npp_polyval(zm1, a, tensor=False))\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "poles = [1]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the poles are complex conjugates and on the unit circle, the impulse response $h[n]$ is a sinusoid." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "pole = 1 * np.exp(1j * np.pi / 8)\n", - "poles = [pole, pole.conj()]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the pole is real and outside the unit circle, the impulse response $h[n]$ is an exponential.\n", - "This filter is unstable." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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7l3LlymXZptPpskw7a4jhw4cTGhpKaGhottNzCyGEMA6KAm+9BWlp6v3kZAgO1jqq4qHEtCCnpKQQFRWV50HQRc6srKyoXr36M83WJIpGSkoKPXv2pH///vopx6tUqUJMTAyOjo7ExMRQuXJlAJycnIiMjNQ/NyoqCicnJ03iFkIIQ8n3e85u34Zp0x491umgShV42lwy8v1eghLkqKgobG1tcXZ2znOLmXiSoijcunWLqKgoXFxctA5HZENRFIYMGYK7uztvvfWWfn1gYCDLli1j0qRJLFu2jG7duunXL1iwgL59+3Lo0CHKly//RPcKIYQwNvL9/iRFgagouHsXataEChUgMRFsbcHG5mnPle930LiLxeDBg6lcuTKenp7Zbg8ODqZ8+fJ4e3vj7e3NJ5988szHevDgAZUqVZIPTwHR6XRUqlRJ/mM3Yvv37+enn35i165d+s/Qpk2bmDRpEtu3b6d27drs2LGDSZMmAdC5c2dcXV1xc3Nj2LBhfPvttxrXQAghnk6+37NSFIiOhuvXoXJlcHJSk2JHx6cnxyDf7xk0bUEeNGgQo0ePZsCAATmWadWqFRs2bCiQ48mHp2DJ62ncWrZsSU4TZe7cufOJdTqdjoULFxZ2WEIIUeDk+0ilKHD1Kly7pibHNWqo3SrySl5PjVuQW7dujZ2dnZYhCCGEEEKYhJgYdXFwePbkWKiMfhSLkJAQGjZsyIsvvsjp06dzLLdo0SJ8fHzw8fExyqGnIiIinuhKMnXqVL788stcnxcaGsrYsWMBtcvJgQMH8nTczp07Ex8fb3D5QYMGsW7dujwdQwghhCjJzM3N8fb2xtPTk65du+bpezezpUuXMnr06Gd6bkyM2npsbw/PPSfJcX4ZdYLcuHFjLl++zIkTJxgzZgzdu3fPsaypDj3l4+PDN998Azxbgrxp0yYqVKiQZZ2iKKSnpxdUiEIIIUSJVqZMGcLCwjh16hR2dnZF3l3t2jW133GlSupFeZIc559RJ8jlypXD5t8e5Z07dyYlJcVk5wD39/fnvffeo2nTptSpU4e9e/cCalLcpUsXIiIi+O677/j666/x9vbWb8+QlJTE66+/ToMGDfDy8uKXX34B1KmAb968SUREBHXr1mXAgAF4enoSGRnJrFmzaNCgAQ0bNtRfqJXZ0aNHadOmDU2aNKFjx44yq5oQQgiTUJgzy/n5+REdHQ3AxYsX6dSpE02aNKFVq1b89ddfAKxfv55mzZrRqFEjXnjhBf2ETc/i+nV1xAo7O3B2luS4oBj1MG/Xrl2jSpUq6HQ6Dh8+THp6OpUqVSqQffv7+z+x7pVXXmHUqFHcu3ePzp07P7F90KBBDBo0iJs3b9KrV68s24ILYOTt1NRUDh8+zKZNm5g2bRo7duzQb3N2dmbEiBHY2Njw9ttvP/HcTz/9lPLly3Py5EkA4uLinihz4cIFli1bRvPmzdm8eTNBQUEcOnQIa2trbt++naVsSkoKY8aMISgoCAcHB37++Wc+/PBD/ve//+W7nkIIIURhGD8ewsJyL5OQAOHh6sxyZmbg5QXly+dc3tsb5s417PhpaWns3LmTIUOGAOqv29999x21a9fm0KFDjBo1il27dtGyZUsOHjyITqfjxx9/ZPbs2cyZM8ewg2Ry/TpERkLFiuDiIslxQdI0QX711VcJDg7m5s2bVK9enWnTppGSkgLAiBEjWLduHf/973+xsLCgTJkyrF69utheWZlT3JnXZ0zk0KRJEyIiIvK0/x07drB69Wr944oVKz5RpmbNmjRv3lxf/vXXX8fa2hrgiYslz507x6lTpwgICADUD72MiSuEEKK4S0hQk2NQbxMSck+QDXH//n28vb2Jjo7G3d2dgIAAkpKSOHDgAL1799aXe/jwIaCO3dynTx9iYmJITk7O83jDSUlqt4r4eHWMY0mOC56mCfKqVaty3T569Ohn7qz+NLm1+FpbW+e63d7ePs8txpUqVXqiVff27dtZPhSlS5cG1M7+qampedq/IcqWLWtwWUVR8PDwIKQwfn8SQgghCoEhLb0hIdC+vTrtsqUlrFgBfn75O25GH+R79+7RsWNHFi5cyKBBg6hQoQJh2TRpjxkzhrfeeovAwECCg4OZOnWqwcdKSoJz59Qh3UCdGc/MqDvMFk/ykhYRGxsbHB0d2bVrF6Amx1u2bKFly5YG78PW1pbExMRstwUEBGS5KCC7LhaPl1+yZAn37t3Tx5NZ3bp1iY2N1SfIKSkpuY4iIoQQQhQHfn6wcyd8+ql6m9/kODNra2u++eYb5syZg7W1NS4uLqxduxZQG55OnDgBQEJCAk5OTgAsW7bM4P1nTAKSeYj7pKSCi188IglyEVq+fDmffvop3t7etGvXjilTplCrVi2Dn9+1a1d+++23bC/S++ijj4iLi8PT05OGDRuye/fuXPfVqVMnAgMD8fHxwdvb+4nh5iwtLVm3bh3vvfceDRs2xNvbO88jaAghhBDGyM8P3n+/YJPjDI0aNcLLy4tVq1axYsUKFi9eTMOGDfHw8CAoKAhQh3nt3bs3TZo0wd7e3qD9pqfDP/+oU0ZnMDNTp48WBU+n5DTVVjHm4+NDaGholnVnz57F3d1do4hMl7yuOcvu7/BZ3Lt3jzlz5nDlyhV++OEHLly4wLlz5+jSpUsBRJk/BVVHIYR4ViXheyglBf7+G+7eherV1SmjExPV5NiQ6aOfRXava0k650sLshBG7vXXX6d06dL67i5OTk589NFHGkclhBCiKNy7B2fPwv37UKsWVK2qJsWOjoWXHAtJkIUwehcvXuTdd9+lVKlSgNrHzQR/+BFCCPGYhAT46y+1z3HduupwbqJoGPU4yEIItT/4/fv39UMCXrx4UT/iiRBCCNN04wZcuQLW1uDmpo64IYqOJMhCGLlp06bRqVMnIiMj6d+/P/v372fp0qVahyWEEKIQKIo6+ceNG4/GODY31zqqkkcSZCGMXEBAAI0bN+bgwYMoisK8efMMvupZCCFE8ZGWpo5UkZCgjm9cvbpMAKIVSZCFMFLHjh3L8jhjJsMrV65w5coVGjdurEVYQgghClhSkjorXlwcPHwINWuCg4PWUZVskiAXkd9++41p06ZlWRceHs7GjRt58cUXNYpKGLOJEycC8ODBA0JDQ2nYsCGKohAeHo6Pj4/MciiEEEbCxsaGpGecsePxmfFq1Mg+OX7++edlPoIiJAlyNqKjYcECOHECXF3hzTchv0Ms9ujRgx49eugfL1q0iBUrVtCxY8enPldRFBRFwUzmkixRMiZ7efnllzl27BgNGjQA4NSpU3mallQIIYRxUhS4ejXrzHjp6dmXLajkODU1FQsLSf+eRjKux1y4AD4+6niDo0ap/8W1bg179hTcMc6fP88nn3zCTz/9hJmZGV988QW+vr54eXkxZcoUACIiIqhbty4DBgzA09OTyMhI3nnnHTw9PWnQoAE///wzADExMbRu3Rpvb288PT2fmGFPFH/nzp3TJ8cAnp6enD17VsOIhBCimAsJgRkz1NsCFBwcTJs2bejWrRuurq5MmjSJFStW0LRpUxo0aMDFixcBWL9+PU2bNsPDoxH/+c8L3Lp1HYCEhFj69w/Aw8ODoUOHUrNmTW7evAmordQZx/D396dXr17Uq1eP/v3764f+/OSTT/D19cXT05Phw4fr1/v7+zN+/Hh8fHyYPn06Li4upKSkAHDnzp0sj4VK/oV4zNSpMG4cTJqkPu7SBRo0gLffhiNH8r//lJQU+vXrx5w5c3juuefYtm0bFy5c4PDhwyiKQmBgIH/++SfPPfccFy5cYNmyZTRv3pxffvmFsLAwTpw4wc2bN/H19aV169asXLmSjh078uGHH5KWlsa9e/fyH6QwKl5eXgwdOpT//Oc/AKxYsQIvLy+NoxJCCCM0fjyEheVeJiEBwsPVplozM/DygvLlcy7v7Q1z5xocwokTJzh79ix2dna4uroydOhQDh8+zLx585g/fz5z587Fw6Ml3313ENCxZ8+PbNgwmw8+mMMPP0wjIKAd77//Plu2bGHx4sXZHuP48eOcPn2aatWq0aJFC/bv30/Lli0ZPXo0kydPBuC1115jw4YNdO3aFYDk5GT9LHgRERFs3LiR7t27s3r1al5++WX9WPtCJS3Ij9m5E/r3z7quWzc4cwbu3Mn//j/++GM8PDzo06cPANu2bWPbtm00atSIxo0b89dff3HhwgUAatasSfPmzQHYt28fr776Kubm5lSpUoU2bdpw5MgRfH19WbJkCVOnTuXkyZPYyqTsJmfJkiV4eHgwb9485s2bR/369VmyZInWYQkhRPGUkPCoH0N6uvq4APn6+uLo6Ejp0qWpVasWHTp0AKBBgwZcuhTBpUtw+HAUY8Z0ZMCABnz33RdcuHAaR0c4dGgfffv2BaBTp05UzGFmkKZNm1K9enXMzMzw9vYmIiICULvmNWvWjAYNGrBr1y5Onz6tf05G3gEwdOhQ/ffIkiVLeP311wv0NTAF0oL8mEqVICpK7SSf4eZNdQxCK6v87Ts4OJhffvkly+gEiqLw/vvv88Ybb2QpGxERQdmyZZ+6z9atW/Pnn3+yceNGBg0axFtvvcWAAQPyF6gwKlZWVkyYMIEJEyZoHYoQQhg3Q1p6Q0KgfXtITlZn31ixAvz8CiyEzBM5mZmZ6R8/fGhGfHwqt27BvHljeO+9t+jePZDg4OA8X1eS+Rjm5uakpqby4MEDRo0aRWhoKDVq1GDq1Kk8ePBAXy5zTtGiRQsiIiIIDg4mLS0NT0/PZ6yt6ZIW5McMHQrvvqsOtwLw4AG89ZbaqpyfWWzi4uJ4/fXXWb58eZZW3o4dO/K///1Pf/VrdHQ0N27ceOL5rVq14ueffyYtLY3Y2Fj+/PNPmjZtyuXLl6lSpQrDhg1j6NChTwwNJoo/FxcXXF1dn1iEEEI8Az8/9efiTz9VbwswOc5OxoV4V66oj+vVgwcPEqhRwwmAZcuW6cu2aNGCNWvWAOovzHFxcQYfJyMZtre3JykpiXXr1uVafsCAAfTr109aj3MgLciPGTsWLl1SZ67x9obTp9WL9L78Mn/7/e6777hx4wYjR47Msv7999+nX79++P37AbWxseH//u//MH9s2pwePXoQEhJCw4YN0el0zJ49m6pVq7Js2TK++OILSpUqhY2NDcuXL89foMLoZPQZA/UEuHbtWm7fvq1hREIIUcz5+RV6YgxqD46ICHWyj3LlwMZGXaZOnUrv3r2pWLEi7dq149KlSwBMmTKFV199lZ9++gk/Pz+qVq1qcNfJChUqMGzYMDw9PalatSq+vr65lu/fvz8fffQRr776an6raZJ0ipJ5cBHT4OPjkyWpADh79izueRirLSYGzp4FZ2d1qDeRvby+riVJdn+HBaVJkyYcPXq0UPadF4VZRyGEMIQxfg8lJcH162r3Zp1OnfjDzu7pz3v48CHm5uZYWFgQEhLCyJEjCXvaRYfPaN26dQQFBfHTTz9luz2717UknfOlBTkHjo7qIoTWMnebSU9PJzQ0lNTUVA0jEkIIkZO4OPh3NDcAatWCHK61e8KVK1d45ZVXSE9Px9LSkh9++KFQYhwzZgybN29m06ZNhbJ/UyAJshBGLmNGPQALCwtcXFz0fdSEEEIYh/R0uHZN/QU6s0zXyT1V7dq1OX78eMEGlo358+cX+jGKO0mQhTByixcvfuKivIz+akIIIdQRoXQ6nUbHVi/sj4xUB8YoVw4SE9X1ZmZQHEdfNcHet3kmo1gIYeR69epl0LrHDR48mMqVK2cZvuf27dsEBARQu3ZtAgIC9FdIK4rC2LFjcXNzw8vLS0ZDEUIUG1ZWVty6dUuTpO7+fXUG3osX1eFg69aFOnXUWycn9f6/E+AVG4qicOvWLazyO7ZtMSctyEIYqb/++ovTp0+TkJDAr7/+ql9/586dLGNb5mTQoEGMHj06y7jYM2fOpH379kyaNImZM2cyc+ZMZs2axebNm7lw4QIXLlzg0KFDjBw5kkOHDhVKvYQQoiBVr16dqKgoYmNji+yYGfOL3LmjthKXL69ejBcVlbVcxpCxxY2VlRXVq1fXOgxNSYIshJE6d+4cGzZsID4+nvXr1+vX29raGnThRuvWrfWzK2UICgoiODgYgIEDB+Lv78+sWbMICgpiwIAB6HQ6mjdvTnx8PDExMTjKlapCCCNXqlQpXFxciuRY6enwf/+nzpdw4wYMGQKffw4ODkVyeFGEJEEuQubm5jRo0IDU1FTc3d1ZtmwZ1tbW2ZZdunQpoaGhLFiwoIijFMaiW7dudOvWjZCQEP042fl1/fp1fdJbtWpVrl+/DqgT1NTINH1k9erViY6OzjZBXrRoEYsWLQIo0hYbIYTQSkiIOuHenj1w6hQ0awYbNoCPj9aRicKiaR/k7PpIZqZpv8jH+zIVQN+mMmXKEBYWxqlTp7C0tOS7777L9z6F6Zo9ezYAK1euZOzYsU8s+aXT6Z7popbhw4cTGhpKaGgoDtJsIoQwcWvXQqtWsHChmhx/+CEcOCDJsanTNEEeNGgQW7ZsyXF75n6RixYtemIWukIzdSpMmPAoKVYU9XEe50rPTatWrfj777+5ffs23bt3x8vLi+bNmxMeHv5E2djYWHr27Imvry++vr7s378fgD179uDt7Y23tzeNGjUiMTHRoGMriiJXqBYDGQO0+/j40KRJkyeWZ1GlShVi/h2DKCYmhsqVKwPg5OREZGSkvlxUVBROTk75rIEQQhRf587BgAHQpw+kpanrzM2hbFm137EwbZp2sciuj2RmmvSLzBivZd489fHXX6vJ8bx5MG6cuj2fQ8mkpqayefNmOnXqxJQpU2jUqBG///47u3btYsCAAU/MmjNu3DgmTJhAy5YtuXLlCh07duTs2bN8+eWXLFy4kBYtWpCUlISlpSX37t3j/v37pKSkkJycTEpKCq6uruh0OiIjI4mNjSU9PV2/b3Nzcxo1agSoP7MnJiZiYWFBqVKlKF26NFZWVlSoUCFf9RXPpmvXroDaV7igBAYGsmzZMiZNmsSyZcvo1q2bfv2CBQvo27cvhw4donz58tL/WAhRIp05A599BqtXQ5ky0Lcv/PYbpKSApSX4+2sdoSgKRt0HWZN+kTqdmhSDmhRnJMrjxqnr85Ec379/H29vb0BtQR4yZAjNmjXjl19+AaBdu3bcunWLO3fuZHnejh07OHPmjP7xnTt3SExMxNfXlzFjxjBw4EB69uyJTqfTtw6CmvxaWlqSnp6Oubk5ZcuWBcDMzAydTvdEK7K5uTk6nY6HDx+SlJREamoqlpaW+gQ5MjKS1NRUypYtS9myZSlTpswzvxbi6bp27ZprF4g//vgj1+e/+uqrBAcHc/PmTapXr860adOYNGkSr7zyCosXL6ZmzZr6CUc6d+7Mpk2bcHNzw9ramiVLlhRoXYQQwtiFh6uJ8bp1YG2tXoj31ltQubLaBzk4WE2OC+iSEGHkjDpBzovhw4czfPhwQP1JOl8ykuSM5BjynRzDoz7IeZWens7BgwcxNzfn9u3b3Llzh7///pvOnTtTp04dzp8/T4sWLfj9999xdXWlTJkyWFpaYm5unmU/dnZ22OUyGXzVqlWpWrWq/nFqamqWKY3T0tK4c+cOt27dAtRE25DhxsSzefvtt/P1/FWrVmW7fufOnU+s0+l0LFy4MF/HE0KI4uj4cfj0U7WV2NYWPvgAxo8He/tHZfz8JDEuaYw6QdasX2RGn+PMJkwokCT5ca1atWLFihV8/PHHBAcHY29vT7ly5fTb7927R/v27Zk/fz4jR44kMjKSiIgIfH19iY2N5eWXX8bS0pLw8HAuX76s7y5RECwsLLCwePQn4uzsjKIoJCcnc/fuXRITE/Ut1snJybRv356OHTvSt29f3NzcCiyOkqpNmzb6+8nJyfz111/odDrq1q2LpaWlhpEJIUTxFhKiDtd24gTs36+OYzxlivpjccWKWkcnjIFRdzMPDAxk+fLlKIrCwYMHi6ZfZEZynNHnOD1dvZ03L+uFewVk6tSpHD16FC8vL32/0NTUVO7cucPt27c5c+YM77//PqGhoTz//PO89tpr7Nixg5o1a7Js2TIaN26Ml5cXpUqV4sUXXyzQ2LKj0+koXbo0dnZ21KxZk/LlywPohwv7+OOPqV27Nr6+vixYsOCJ7iIi7zZu3EitWrUYO3Yso0ePxs3Njc2bN2sdlhBCFDspKTB9OrRsCd9+qybHw4bB5cvqdfiSHIsMmrYgZ9dHMiUlBYARI0Zo0y9Sp4MKFbL2Oc7ok1yhQr5akJOSkp5YZ2dnx++//65/fPnyZU6cOMHzzz9P+/btsbe3x87Ojp9//vmJ586fP/+ZYyloNWrUYO/evURGRvLzzz+zcuVKxowZg6enJ/7+/qSlpT3R5UMYZuLEiezevVvfKn/x4kVeeumlIvmHSAghTEFkJPzwA/z4I2S6VAdzc3BxUVuQhchM0wQ5pz6SGTTrFzl1atbRKjKS5ALuXgHqkGt3796lbNmy6HQ6zM3Nsbe3x97eHmtr62cap1ZLNWrU4O233+btt9/m+PHj+osSJ0yYwLlz55gyZQrPP/+8tkEWM7a2tlm6rLi6umJra6thREIIYfzS02H7dvjvf2H9evVr/cUX1QvvJk+G5GQZlULkzKj7IGvq8cS0EBLVxMREoqOjSUpKom7dutja2prU3OeZ+0PXrl2b1atX06JFC1544QWmTJlCy5YtNYyu+PDx8aFz58688sor6HQ61q5di6+vL7/++isAL7/8ssYRCiGE8bh5E5Ysge++g3/+UUeheO89GD4cnJ3VMi1ayKgUInclKkFWFMUoWmTv3btHdHQ0CQkJlCpViueee04/BFtxkpfJRsaMGcPgwYP57rvvmD17Nq1ateLzzz/n/fffL8QITcODBw+oUqUKe/bsAcDBwYH79++zfv16dDqdJMhCiBLvwAFYvhwuXVIT3+RkaN1a7W/88stqS3FmMiqFeJoSkyBbWVlx69YtKlWqpGmSnJ6ezoULF0hPT8fJyYnKlSsXy765iqJw69YtrKysDH5O2bJlmThxIiNHjmTBggX6xO7q1auULVtWf8GfyErGJBZCiOydOQNffglLlz66hr5nT5g2DTw8NA1NFHMlJkGuXr06UVFR+ZtEJB/u37+PlZWVfoIOS0tL4uPjiY+P1ySegmBlZfVMXUKsra1599139Y9HjBjBoUOH+Pbbb+nZs2dBhmgSLl26xPz584mIiMgyLvXTJgoRQghTdPEi/PyzOtPdyZNZt5mbQ5MmkhyL/CsxCXKpUqVwcXEp8uPGxMQwdOhQNm3axPLly3nttdeKPAZjN2XKFIYPH06vXr3o06cP8+fPx8HBQeuwjEb37t0ZMmQIXbt2xczMqEdmFEKIQnHlCqxZoybFR4+q61q0gG++UfsV9+kjF92JglViEmQt/PHHHwwZMoS7d+8yd+5c+vXrp3VIRqlJkyYcPHiQ2bNnM23aNHbt2kVQUBB+0kEMUFvqx44dq3UYQghRZEJC1JEn7t+Hw4fVPsYAPj5ql4reveG55x6V37lTLroTBUsS5ELy6aefMnnyZLy9vVm5ciXu7u5ah2TUSpUqxYcffkhgYCBTpkyhXr16WodkNMaNG8e0adPo0KEDpUuX1q9v3LixhlEJIUTBSk+HY8fg++/hf/9THwPUqqVebNenj3o/O3LRnShokiAXkvbt25OYmMinn36aJakRuWvQoIF++LKHDx8yfvx4PvzwQ5Ma/i6vTp48yU8//cSuXbv0XSx0Oh27du3SODIhhMifW7dg61bYskW9vXEj63ZzcxgyBGTAI1HUJEEuQPv27ePPP//kgw8+4Pnnn5cJMfIpPDyc//u//+OXX34p0V0u1q5dyz///IPl4+MUCSFEMRESonaBaN0aSpWCzZvV5fBhdfSJSpWgY0d1Io+KFdUuFNKnWGhJEuQCsmTJEt544w1cXFwYO3YsNjY2WodU7Pn6+nLkyBG6dOlCu3bt+Omnn+jVq5fWYRU5T09P4uPjqVy5stahCCFEnigKrF0L//kPpKQ8Wq/TQdOmMGUKdOqk9i3OPOKp9CkWWpMEuQDMmjWLSZMm0aFDB37++WdJjgtQvXr1CAkJoVu3bvTu3ZtFixYxbNgwrcMqUvHx8dSrVw9fX199dx2dTkdQUJDGkQkhRFZpaXDiBOzdqy779sH164+263Rq6/DChWBvn/N+pE+x0JokyPn0wQcfMGPGDPr168fSpUspVaqU1iGZHAcHB3bu3MmYMWNK5PTU06ZN099XFIW9e/eyevVqDSMSQpR0GV0m/PzUpDcjIQ4JgcREtYyzMwQEQLVq6nBsKSlql4nx43NPjoUwBpIg55OHhwdjxoxh7ty5MkZtISpTpgw//vgjoCaJGzZsoEuXLkYxdXhha9OmDcePH2flypWsXbsWFxcXRowYoXVYQogSJi0Nzp1TxyKeMQMyzVuETgeenmpXilat1CXztdXdu0uXCVG8SIL8DBRF4cyZM3h4eNC/f3/69++vdUglyh9//EH37t0ZP348X331lckmyefPn2fVqlWsWrUKe3t7+vTpg6Io7N69W+vQhBAmJqNFOCOBTU2Fs2fVSTmOHVNvw8Lg3r2sz9Pp4LXXYO5c9eK6nEiXCVHcSIKcR4qiMGnSJL7++muOHj1KgwYNtA6pxAkMDGTcuHHMnTsXGxsbPv30U61DKhT16tWjVatWbNiwATc3NwC+/vprjaMSQpianTvhpZfUUSPMzaFOHfjnH3jwQN1etiw0agRDh6rTOJubw7Bhj0aZGDEi9+RYiOJIEuQ8mjlzJrNnz2bEiBF4enpqHU6JpNPp+Prrr7l79y6fffYZTk5OJtnl4Ndff2X16tW0bduWTp060bdvXxRF0TosIUQx8HiLMEBCgtoqfPo0nDnzaLly5dHzUlPVVuKRI9VkuHFjNWHOPMIEgKurdJkQpk2nmOA3ro+PD6GhoQW+3zVr1tCnTx/69evHTz/9JH2ONZaamkqPHj3Ytm0bFy9eNLrJRArq7/Du3bsEBQWxatUqdu3axYABA+jRowcdOnQogCjzp7A+a0KIZ5OeDkFB8Oqrj1qEGzWCq1chOvpROSsrqFcP6tcHW1tYskTtY2xpqbYoS9IrslOSzvnSgmygc+fOMXDgQFq0aMH//vc/SY6NgIWFBT///DNHjhwxuuS4IJUtW5Z+/frRr18/4uLiWLt2LbNmzTKKBFkIUTQytwg3bgyXLsHFi1mXv/9W1ycnP3peaqqaGL/wgpoMZyzOzllbhQcOlBZhITKTFmQDpaenM2fOHAYNGoSDg0OB7lsUjK1bt9KkSRPsjWT8oJLwn3ZJqKMQhSG7LhAZEhMhMlLt+hAZqZZdvlxt4dXp1Mk3MrOxgVq1Hi06HcybpybH0iIsClJJOudLC/JTpKSkcOvWLapWrco777yjdTgiB9evX6dHjx60aNGCLVu2YP54hzkhhNCYosDt27BlCwwZoo4LbG4OnTur9zOS4oSErM97PClu1w4GDXqUEFeurJbJTIZVEyJ/JEF+iqlTp7Jo0SJOnTpFlSpVtA5H5KBKlSrMnz+foUOHMnnyZKZPn651SEKIYi63Vt4MigJ37sC2bbBrF9SsCeXLw7Vr6hIT8+j+tWtZp1sGtc/w9u1Qty64uEDr1vDcc1Cjhro89xxcvgwdOz4aNeKzz56e9MqwakLkjyTIudixYwczZsxgyJAhkhwXA0OGDOHAgQPMmDGDF198sUTOuieEyNnTEt70dLX1Ni4O9uxRR3LIaOV97TX1wrabNyE2Vr3NWB5PekFt0XVwgKpVwdFR7febcf/OHZg+/VEXiB07ck9mn3tO7SYhLcJCFB3pg5yD27dv4+HhgZ2dHUeOHMHa2rqAohOFKTExkYYNGwJw8uRJypYtq1ksJaGvVkmooyg6hrTY5lb+4UM1+cxuCQt71C/XzExtqTUzU5PhjCUh4cn+vZnZ2alTJDs4qLcZ90+cULtNKIqaTL/zDnz6KVjk0gSV17oKYQxK0jlfWpBzMHHiRG7evMmWLVskOS5GbG1tWb58OadOnZL3TYgClt8EFtQkMjlZHWv3/n319t49OHQIxoxRW2MtLGDCBLXFNSkp63L3rnp79SqcPPkoobWwyDr1cW7S0uDUKXBzU4/h7q5OdJF5uX4dpkxR91mqlNqFolWr3OuZ0QUiMDD35BikC4QQxk7TBHnLli2MGzeOtLQ0hg4dyqRJk7JsX7p0Ke+88w5OTk4AjB49mqFDhxZ6XKmpqdy7d493331X3xopio+WLVvqu1coimKyU1EXhqd9JkVWBZEwFmX59HQ1AU1OVpeQEPjzT3VCiPr11RbYhw/VbRn3M5YzZ2DOHDVhtLCA//wHKlVSZ1vLvNy/r97euKEmoYqidjeoUEE99r17ahy5SU6GWbMePba0VEdqsLFRZ3WzsVGT5IzkWKeD559X++mWK5d1KV9evT1/Hnr3fpTEBgU9/TVt3dqw19/PT7pACGFqNEuQ09LSePPNN9m+fTvVq1fH19eXwMBA6tevn6Vcnz59WLBgQZHGljG+bvrTzuLCqK1evZoFCxawa9cuLC0ttQ7H6Bn6mSxIJxeFcOuXYCr19KfB8KdnFbmVVxQ18cq8nP4xhPjfgykX6E/tAX6kp6uthxnbM99PT4dLK0N4uDUYixf8cXzZT789Le3RkvH45En45e0QWqQG8565P50/9cPNLWvZ1NRH9y9cgENzQ2iVFsy75v54DvOjWjW1TMaS8ZzUVIiKgpvrQ2iVHsw7Zv5YtvGjfHk1ycxYUlMf3Y+Ph8oXQ2hDMBPx53wlP3S6R8lwSoq6/8yaE4I/wczFn4M8/fXPKB+c4s+SJX6UKaP2y824zbzcvQvNFLX8HsWftNp+tGgB1tZZlzJl1NvLlyFoUggtU4PZX8qfCWv8aN1aTYiz+/iGhMD7/iG0SFHLz5jpl2tiWru2+vrr/34MyGL9CMGPYMAfnvL65KWsvgLF6b8rKV+yygvtEuTDhw/j5uaGq6srAH379iUoKKhQv4wNsWrVKho2bEj9+vVlMpBirmzZsuzfv59vvvmGt99+W+twjF5RfyZPLgqh3hutsSCV9G1mhI/yIsmsPPouoArq/X9vbdIT8FLCMSOd9G1mHH/DiztkKv+YciTQiH/L7zLjxHi1fE7KkUDbjPL7zTgxLefyOqAlCbyZUT7VjBPv575/XxKYlVE+zYwT3z0qr0NtBc28lE1LoEFGfdPNOP2nFw+tyqPTgVnmsmbqrcXdBOpm7B8zLtz3wqxCecxKq2XMdJludZAcm4Bz4qPyVyp6YetUHrN/y5iZPSpvZgYPYxOwvfSo/P06Xtg45lzfJIsEymSK5368FzbHci5PQgITUsNBSYcUM3RTvdTm3xz4JSSwOyVT+VG5lychgQbh4ep/ODvM4L9PL09GeTMz8MqlfF7KSnkpr1V5RVH/e5WBsQ2iWYIcHR1NjRo19I+rV6/OoUOHnij3yy+/8Oeff1KnTh2+/vrrLM/JbNGiRSxatAiA2NjYZ45pyJAhBAYGsnr16mfahzAeXbt2pUuXLkybNo1+/fpRrVo1rUMyaoZ+JgviswZw65dgzElTk0PSqWSeQOlK5dEB6NSkkUz3rW8mYPYwXV++SukEyld5rHymW8uYBMwePCpfrUwClZ3K65PRx5+ji0rA7O6j8k5lE3jOufyj7RnPyVz+1qPyte0T0DmXf7Rdl/U5qf8kYHb9UXn3qglY1Smfta6ZPDifgFnMo/J1Kv9bPgePl3cun4BV7VzK30/ALPFReUerBKwq5Vy+DAkoqOXNSMcmJQFy+YfAJiVv5UlIQKf8+6ud8u9wEk/50s9reX3fjvQCLl+Y+5byUr4gyycnqy3JkiA/naKRtWvXKkOGDNE/Xr58ufLmm29mKXPz5k3lwYMHiqIoynfffae0bdvWoH03adLkmWJ6/fXXFUtLS+Wff/55pucL43Px4kWlVKlSyhtvvFHkx37Wv0OtGPKZfFx+6hj+/QHlLmWUZMyVu5RRwr8/UKzKKwcOKKmlyyipOnMltXQZRTlg+uWVMmUUxdxcvZXyxhmLlJfy+S2fi+L2vZYfmiXIBw4cUDp06KB//Pnnnyuff/55juVTU1OVcuXKGbTvZ3kDT5w4oeh0OmXixIl5fq4wbqNGjVIsLCyUqKioIj1ucTuR5PUzqSj5r2P49weU3R0+f3oyaqTllQMHFOXzzw3/wpHyplvemGKR8lI+v+VzUNy+1/JDs3GQU1NTqVOnDjt37sTJyQlfX19WrlyJh4eHvkxMTAyOjo4A/Pbbb8yaNYuDBw8+dd/PMk5f79692bZtGxEREVSsWDFvlRFG7erVq5w/fx5/f/8iPW5xGy/SkM/k44pbHYUQQjy7knTO16wPsoWFBQsWLKBjx46kpaUxePBgPDw8mDx5Mj4+PgQGBvLNN9/wxx9/YGFhgZ2dHUuXLi2UWBRFoVatWrz33nuSHJugatWqSf9jA+T0mcxNREQEPj4++TpubGwsDg4O+dpHcSL1NV0lqa4g9TV12dU3IiJCm2A0IDPpiRJj4sSJ6HQ6vvzyyyI5nvwdGqakvU5SX9NVkuoKUl9TV9Lq+7gSP45ZdHQ0W7duxQT/TxCPSUhI4Ntvv+X27dtahyKEEEIII1biE+RFixbx4osvEhUVpXUoopCNGzeO+/fv88MPP2gdihBCCCGMWIlOkFNTU1m8eDEdO3bMcXxlYToaNGhAu3btWLBgAWmPTykmNDN8+HCtQyhSUl/TVZLqClJfU1fS6vu4Et0H+Y8//qBbt2789ttvdO/evfADE5r75Zdf6NWrF1u3bqVDhw6FeqyS3n9LCCGEKK5KdAvyDz/8gKOjIy+99JLWoYgi0qVLFyZMmICzs7PWoQghhBDCSBk0zFtaWhrm5uaFHUuRSk5O5sSJE/Tv359SpUppHY4oIqVLl+arr77SOgwhhBBCGDGDWpBr167NO++8w5kzZwo7niJjaWnJpUuXmDJlitahiCKmKAp79+41aNIZUbi2bNlC3bp1cXNzY+bMmVqHU+icnZ1p0KAB3t7e+R4/2tgMHjyYypUr4+npqV93+/ZtAgICqF27NgEBAcTFxWkYYcHKrr5Tp07FyckJb29vvL292bRpk4YRFqzIyEjatm1L/fr18fDwYN68eYBpvsc51dVU398HDx7QtGlTGjZsiIeHhz4vunTpEs2aNcPNzY0+ffqQnJyscaRFy6AE+cSJE9SpU4ehQ4fSvHlzFi1axJ07dwo7tkKlKArm5ubY2NhoHYrQwKuvvlpk4yGL7KWlpfHmm2+yefNmzpw5w6pVq0zqn/Cc7N69m7CwMJPrnz5o0CC2bNmSZd3MmTNp3749Fy5coH379ib1T1B29QWYMGECYWFhhIWF0blzZw0iKxwWFhbMmTOHM2fOcPDgQRYuXMiZM2dM8j3Oqa5gmu9v6dKl2bVrFydOnCAsLIwtW7Zw8OBB3nvvPSZMmMDff/9NxYoVWbx4sdahFimDEmRbW1uGDRvGgQMHmDVrFtOmTcPR0ZGBAwfy999/F3aMBS4xMZHatWvz+++/ax2K0IBOp6Nz585s27atxP1HbEwOHz6Mm5sbrq6uWFpa0rdvX4KCgrQOSzyj1q1bY2dnl2VdUFAQAwcOBGDgwIEmdc7Nrr6mzNHRkcaNGwNqTuDu7k50dLRJvsc51dVU6XQ6fWNhSkoKKSkp6HQ6du3aRa9evQDTeW/zwqAEOS0tjT/++IMePXowfvx4Jk6cyD///EPXrl2L5X9Qe/bs4eLFi5QrV07rUIRGXnrpJRITE9m3b5/WoZRY0dHRWYZXrF69ukl/CYH6RdShQweaNGnCokWLtA6n0F2/fh1HR0cAqlatyvXr1zWOqPAtWLAALy8vBg8ebBLdDbITERHB8ePHadasmcm/x5nrCqb7/qalpeHt7U3lypUJCAigVq1aVKhQAQsL9VK1knB+fpzBfZCDgoJ45513OH78OG+99RZVqlShV69edOrUqbBjLHA7d+7EysqK559/XutQhEbat2+PpaUlGzdu1DoUUYLs27ePY8eOsXnzZhYuXMiff/6pdUhFRqfTodPptA6jUI0cOZKLFy8SFhaGo6MjEydO1DqkApeUlETPnj2ZO3fuE41MpvYeP15XU35/zc3NCQsLIyoqisOHD/PXX39pHZLmnpogp6WlMWjQIBYvXpxtQvnNN98USmCFadeuXbRo0QIrKyutQxEasbGx4fnnn+fQoUNah1JiOTk5ERkZqX8cFRWFk5OThhEVvoz6Va5cmR49enD48GGNIypcVapUISYmBoCYmBgqV66scUSFq0qVKpibm2NmZsawYcNM7v1NSUmhZ8+e9O/fn5dffhkw3fc4p7qa8vsLUKFCBdq2bUtISAjx8fGkpqYCJeP8/LinJsjm5uZs2LChKGIpErGxsYSHh9OuXTutQxEaW7lyJbt379Y6jBLL19eXCxcucOnSJZKTk1m9ejWBgYFah1Vo7t69S2Jiov7+tm3bsoyAYIoCAwNZtmwZAMuWLaNbt24aR1S4MhJFgN9++82k3l9FURgyZAju7u689dZb+vWm+B7nVFdTfX9jY2OJj48H4P79+2zfvh13d3fatm3LunXrANN5b/PCoHGQW7RowejRo+nTpw9ly5bVr8/oxF6c3L9/n2HDhvHiiy9qHYrQWEa/OaENCwsLFixYQMeOHUlLS2Pw4MF4eHhoHVahuX79Oj169ADUae779etXLLuo5eTVV18lODiYmzdvUr16daZNm8akSZN45ZVXWLx4MTVr1mTNmjVah1lgsqtvcHAwYWFh6HQ6nJ2d+f7777UOs8Ds37+fn376ST9MIcDnn39uku9xTnVdtWqVSb6/MTExDBw4kLS0NNLT03nllVfo0qUL9evXp2/fvnz00Uc0atSIIUOGaB1qkTJoqum2bds++cR/r3A0RjLFrzBEeno6EyZMoEmTJgwYMKDA9y9/h0IIIUTxZFALsin9DH3t2jUqV66MmVmJnmVbAGZmZmzcuJGYmJhCSZCFEEIIUTwZlCADbNy4kdOnT/PgwQP9usmTJxdKUIXJz8+Pli1b8tNPP2kdijAC7u7unD17VuswhBBCCGFEDGpGHTFiBD///DPz589HURTWrl3L5cuXCzu2Anfv3j0iIiKoV6+e1qEII+Hu7s758+f1V+oKIYQQQhiUIB84cIDly5dTsWJFpkyZQkhICOfPny/s2ApcREQEAK6urtoGIoyGu7s7ycnJXLp0SetQhBBCCGEkDEqQy5QpA4C1tTVXr16lVKlSWYY7KS4ykiBnZ2dtAxFGw93dnZo1a3Lz5k2tQxFCCCGEkTAoQe7SpQvx8fG88847NG7cGGdnZ1599dXCjq3AZSTILi4uGkcijEXz5s2JiIjAz89P61CEEEVg+vTpeHh44OXlhbe3d6FOFuTv7y8j2QhRTBl0kd7HH38MQM+ePenSpQsPHjygfPnyhRpYYWjatCmzZs2iSpUqWocihBCiiIWEhLBhwwaOHTtG6dKluXnzJsnJyVqHJYQwQgaPdXbgwAFWrlzJzz//TFBQEMuXLy/MuApF06ZNeffdd01qrniRf6+88gpffPGF1mEIIQpZTEwM9vb2lC5dGgB7e3uqVavGJ598gq+vL56engwfPpyM6QH8/f2ZMGECPj4+uLu7c+TIEV5++WVq167NRx99BKC/8Lt///64u7vTq1cv7t2798Sxt23bhp+fH40bN6Z3794kJSUVXcWFEHlmUIL82muv8fbbb7Nv3z6OHDnCkSNHiuXPRv/88w9XrlzROgxhZE6cOFEs/56FEHnToUMHIiMjqVOnDqNGjWLPnj0AjB49miNHjnDq1Cnu37/Phg0b9M+xtLQkNDSUESNG0K1bNxYuXMipU6dYunQpt27dAuDcuXOMGjWKs2fPUq5cOb799tssx7158yafffYZO3bs4NixY/j4+PDVV18VXcWFEHlmUBeL0NBQzpw5U+xbXt944w2SkpIICQnROhRhRMqWLcv9+/cNf4KiQObPwuOPhRBGycbGhqNHj7J37152795Nnz59mDlzJra2tsyePZt79+5x+/ZtPDw86Nq1KwCBgYEANGjQAA8PD/0U9a6urkRGRlKhQgVq1KhBixYtAPjPf/7DN998w9tvv60/7sGDBzlz5oy+THJyslz3IISRMyhB9vT05Nq1a/oTQ0HZsmUL48aNIy0tjaFDhzJp0qQs2x8+fMiAAQM4evQolSpV4ueff87XCBQJCQlUqlQpn1ELU2NlZZVlApxcTZ0K8fHw9ddqUqwoMGECVKigbhNCGDVzc3P8/f3x9/enQYMGfP/994SHhxMaGkqNGjWYOnVqlvNBRncMMzMz/f2Mxxnjpz/eePT4Y0VRCAgIYNWqVYVVLSFEATOoi8XNmzepX78+HTt2JDAwUL/kR1paGm+++SabN2/mzJkzrFq1ijNnzmQps3jxYipWrMjff//NhAkTeO+99/J9TAsLgycPFCWEwQmyoqjJ8bx5alKckRzPm6eu/7ffohDCOJ07d44LFy7oH4eFhVG3bl1A7Y+clJTEunXr8rzfK1eu6H+ZXLlyJS1btsyyvXnz5uzfv5+///4bgLt37xbLuQSEKEkMyhanFkLL2OHDh3Fzc9NP2tG3b1+CgoKoX7++vkxQUJD+2L169WL06NEoilLsu3oI41K/fn3DLpjR6dSWY1CT4nnz1Pvjxj1qURZCGK2kpCTGjBlDfHw8FhYWuLm5sWjRIipUqICnpydVq1bF19c3z/utW7cuCxcuZPDgwdSvX5+RI0dm2e7g4MDSpUt59dVXefjwIQCfffYZderUKZB6CSEKnk5RtGn2WrduHVu2bOHHH38E4KeffuLQoUMsWLBAX8bT05MtW7ZQvXp1AGrVqsWhQ4ewt7d/Yn+LFi1i0aJFAMTGxmY7FXaTJk2oVq0a69evL4wqiZJCUcAs048v6enZJsc+Pj5y8Z8QJi4iIoIuXbpw6tQprUMRQhSgXLtYZPxMZGtrS7ly5fRLxmNjMnz4cEJDQwkNDcXBwSHbMh9//DFjxowp4siEScnoVpFZRncLIYQQQpiEXLtY7Nu3D4DExMQCP7CTkxORkZH6x1FRUTg5OWVbpnr16qSmpub7Irvu3bs/83OF6erTpw/29vYsXLgw94KZ+xxndKvIeAzSzUKIEsjZ2Vlaj4UwQQb1Qb59+/YT62xtbSlVqtQzH9jX15cLFy5w6dIlnJycWL16NStXrsxSJjAwkGXLluHn58e6deto165dvvof//PPP8TFxdGkSZNn3ocwPX/99Ze+L3yudDp1tIrMfY4z+iRXqCDJsRBCCGEiDEqQGzduTGRkJBUrVkRRFOLj46latSpVqlThhx9+eKaE08LCggULFtCxY0fS0tIYPHgwHh4eTJ48GR8fHwIDAxkyZAivvfYabm5u2NnZsXr16jwfJ7PJkycTEhLCxYsX87UfYVri4uKwtbU1rPDUqVnHPc5IkiU5FkIIIUyGQQlyQEAAvXr1omPHjoA6ZeYvv/zC66+/zqhRozh06NAzHbxz58507tw5y7pPPvlEf9/Kyoq1a9c+076zU6FCBeLi4gpsf6L4UxQl72N8P54MS3IshBBCmBSDxkE+ePCgPjkGdbrOkJAQmjdvrh+ypjhwcHAgLi6uWMUsCtft27dJSUkp8ElwhBBCCFF8GZQgOzo6MmvWLC5fvszly5eZPXs2VapUIS0tDTMzg3ZhFDJm4bty5Yq2gQijkZyczEsvvZRl/G0hhBBClGwGZbcrV64kKiqK7t270717d65cucLKlStJS0tjzZo1hR1jgXFxcQHg0qVLGkcijIWjoyMbNmygQ4cOWocihBBCCCNhUB9ke3t75s+fn+02Nze3Ag2oMHl5efHrr7/SqFEjrUMRRiI9Pb1Y/QoihBBCiMJnUIIcGxvL7NmzOX36NA8ePNCv37VrV6EFVhgqVKhAjx49tA5DGJGRI0dy7Ngxjhw5onUoQgghhDASBjWd9e/fn3r16nHp0iWmTJmCs7PzM81XbwzCwsL49ddftQ5DGIkzZ85QpkwZrcMQQgghhBExKEG+desWQ4YMoVSpUrRp04b//e9/xa71OMO3337L0KFDUWRq4BIvPT2d06dPywV6QgghhMjCoAQ5Y8Y8R0dHNm7cyPHjx7OdXa84aNSoEXFxcTKSheD8+fPExcXRrFkzrUMRQgghhBExqA/yRx99REJCAnPmzGHMmDHcuXOHrzOm2C1mGjduDMCRI0eoWbOmxtEILR04cAAAPz8/jSMRQgghhDExqAW5S5culC9fHk9PT3bv3s3Ro0cJDAws7NgKRaNGjShbtizBwcFahyI0VqdOHd58803q1KmjdShCCFGodDodZcuW5cMPPzSofLt27bCysqJly5aFHJkQxsmgBPnSpUu89dZbvPzyywQGBuqX4sjS0pJWrVqxd+9erUMRGmvZsiULFiyQYd6EKCD79u3j+eefp3z58tjZ2dGiRQv9CDHOzs7s2LGj0I7t7OxMmTJlsLGxoWrVqgwaNIikpKRCO15xdOLECaZPn25Q2V27dvHdd98VckRCGC+Dulh0796dIUOG0LVrV5NIJr7//nvs7e21DkNoKDY2lhs3blC/fn10Op3W4QhR7N25c4cuXbrw3//+l1deeYXk5GT27t1L6dKliyyG9evX88ILL3Dt2jU6duzIjBkzDE4IhRAiM4OyXSsrK8aOHUvbtm1p06aNfimunnvuOaytrbUOQ2ho1apVeHp68s8//2gdihAm4fz58wC8+uqrmJubU6ZMGTp06ICXlxevvfYaV65coWvXrtjY2DB79mwArl69Ss+ePXFwcMDFxYVvvvlGvz9nZ2dmzJhB/fr1qVixIq+//nqWcfhzU7VqVTp27EhYWJh+XW7HmjVrFk5OTtja2lK3bl127txpUBxnz57F39+fChUq4OHhwR9//JElDmdnZ7788ku8vLwoX748ffr00T83p2PmFufT/PPPP7z00kvY29tTrlw5AgICciz7/fff07lzZ958803s7e2pVq0a27dvN/hYQpg6gxLkcePGMW3aNEJCQjh27Jh+Kc6+/fZb3n77ba3DEBrZuHEjderUoVatWlqHIoRJqFOnDubm5gwcOJDNmzcTFxen3/bTTz/x3HPPsX79epKSknj33XdJT0+na9euNGzYkOjoaHbu3MncuXPZunWr/nkrVqxg69atXLx4kfPnz/PZZ58ZFEtUVBSbN2/Wz/Sa27HOnTvHggULOHLkCImJiWzduhVnZ+cs+8sujpSUFLp27UqHDh24ceMG8+fPp3///pw7dy7Lc9esWcOWLVu4dOkS4eHhLF26NMdjGvKa5GbAgAF07tyZ69evc+PGDaZOnZpj2RMnTnDw4EECAwO5ceMGb7zxBrNmzTLoOEKUBAYlyCdPnuSHH35g0qRJTJw4kYkTJxb75PL8+fMsWLCAxMRErUMRRezOnTsEBwfz0ksvaR2KECajXLly7Nu3D51Ox7Bhw3BwcCAwMJDr169nW/7IkSPExsYyefJkLC0tcXV1ZdiwYaxevVpfZvTo0dSoUQM7Ozs+/PBDVq1alWsM3bt3x9bWlho1alC5cmWmTZv21GOZm5vz8OFDzpw5Q0pKCs7Ozk/845xdHAcPHiQpKYlJkyZhaWlJu3bt6NKlyxMxjh07lmrVqmFnZ0fXrl0JCwvL8ZiGvCa5uXjxImlpaaSlpWFlZUWLFi1yLBseHs6kSZPo2LEjZmZmMh68EI8xKEFeu3Yt//zzD3v27GH37t3s3r272E4UkqFXr148fPiQjRs3ah2KKGK//PILycnJvPLKK1qHIoRJcXd3Z+nSpURFRXHq1CmuXr3K+PHjsy17+fJlrl69SoUKFfTL559/niWhrlGjhv5+zZo1uXr1aq7H//3330lMTCQ4OJi//vqLmzdvPvVYbm5uzJ07l6lTp1K5cmX69u37xHGyi+Pq1avUqFEjy3U5NWvWJDo6Ostzq1atqr9vbW1NUlJSjsc05DXJzYoVKwgKCqJatWoMGTIkx/kKFEXh5MmTdO3aVb/u1KlTkiQLkYlBCbKnpyfx8fGFHErRev7553F0dOTnn3/WOhRRxNasWUPt2rVlghAhClG9evUYNGgQp06dAnjiYtgaNWrg4uJCfHy8fklMTGTTpk36MpGRkfr7V65coVq1agYdu02bNgwaNEj/S+fTjtWvXz/27dvH5cuX0el0vPfee1n2l10c1apVIzIykvT09CzbnJycDIoxu2Ma8prkpl27duzcuZMzZ85w4sQJli5dmm25iIgIUlNTqVu3rn7d8ePH8fb2Nug4QpQEBiXI8fHx1KtXj44dOxb7Yd4ymJmZ0b9/fzZs2MC1a9e0DkcUobVr17Ju3ToZvUKIAvTXX38xZ84coqKiADWpXLVqFc2bNwegSpUqWS6Kbdq0Kba2tsyaNYv79++TlpbGqVOn9MPCASxcuJCoqChu377N9OnT6dOnj8HxjB8/nu3bt3PixIlcj3Xu3Dl27drFw4cPsbKyokyZMk+M1pRdHM2aNcPa2prZs2eTkpJCcHAw69evp2/fvk+NLadjGvKaDBo0iEGDBj2xz19//ZULFy6gKAqJiYnExcXlmPCGh4fToEGDLPU8fvw4DRs2NOzFFaIEMChBnjZtGr/99hsffPCBvg/yxIkTCzu2Qjds2DACAgJISEjQOhRRhGxsbPDy8tI6DCFMiq2tLYcOHaJZs2aULVuW5s2b4+npyZw5cwB4//33+eyzz6hQoQJffvkl5ubmbNiwgbCwMFxcXLC3t2fo0KFZzsf9+vWjQ4cOuLq6UqtWLT766COD43FwcGDAgAF88sknuR7r4cOHTJo0CXt7e6pWrcqNGzeYMWNGln1lF4elpSXr169n8+bN2NvbM2rUKJYvX069evWeGltOxzTkNYmMjMy2b/G+ffto06YNtra2dO7cmUmTJtGuXbtsjx8eHp4leb558ybXrl3D09PTwFdXCNOnUxRF0TqIgubj40NoaKjWYQgjk5KSQqdOnXjrrbeK5AI9+TsU4tk5Ozvz448/8sILL0gc/0pOTqZhw4aEh4dTqlSpPD3XysqK0qVLM3bsWD799NOnlg8ICODgwYM0bdo0y7B3QpQUuU4UYmtrm+3P0IqioNPpuHPnTqEFVpQuX77MnTt3aNCggdahiEK0bt06du3aZRK/fgghSh5LS0vOnj37TM81dAzpDDImsijpck2QS8IQaOnp6bRr145q1arJ9NMmTFEUvv76a+rUqUOnTp20DkcIIYQQRsygqaZNmZmZGePHj2fs2LHs3buXVq1aaR2SKAR79+7lyJEjLFiwwCSmSxfC1EVERGgdAmA8cQghipZkCsCQIUNwcHB44sIMYRoUReGjjz7C0dGR119/XetwhBBCCGHkNGlBvn37Nn369CEiIgJnZ2fWrFlDxYoVnyhnbm6u7xf83HPPPTHPfUGxtrZmwoQJfPDBBxw8eFA/LJEwHePHjyc1NRVra2utQzEp9vb2T0zLK4QQwjRFREToJ+AxdZqMYvHuu+9iZ2fHpEmTmDlzJnFxcdnOAW9jY0NSUlKe9/8sowckJSXh7u7OO++8w9ixY/N8TCEeVxJGsSgJdRRCiOIuJASCg8HfH/z8nn0/Jemcr0kLclBQEMHBwQAMHDgQf3//bBPkomRjY8O5c+ekhdHErFu3jtOnT/P+++9jaWmpdThCCCFEkQoJURPj1FQoXRp27sxfklxSaNIH+fr16zg6OgLqPPU5zTP/4MEDfHx8aN68Ob///nuu+1y0aBE+Pj74+PgQGxv7THFlJMchISE8fPjwmfYhjEdiYiLjxo3jjz/+wNzcXOtwhBBCiCK3cCEkJ0N6unr7b/ukeIpCa0F+4YUXsp3Cefr06Vke63S6HKf8vXz5Mk5OTvzzzz+0a9eOBg0aUKtWrWzLDh8+nOHDhwPqTwDPKiwsjOeff55p06YxefLkZ96P0N6nn37K1atX+eWXXyRBFkIIUeKsXw+rV4OZGeh0YGmptiaLpyu0BHnHjh05bqtSpQoxMTE4OjoSExND5cqVsy3n5OQEgKurK/7+/hw/fjzHBLmgeHt707dvXz777DN69epF/fr1C/V4onCcOXOGr7/+msGDB8tFl0IIIUqczZuhVy9o3BimT4fQ0Pz3QS5JNOliERgYyLJlywBYtmwZ3bp1e6JMXFycvpvDzZs32b9/f5Elq/PmzcPW1pZhw4aRnp5eJMcUBUdRFIYOHUr58uWZOXOm1uEIIYQQRWrHDujRAzw8YOtWCAiA99+X5DgvNEmQJ02axPbt26lduzY7duxg0qRJAISGhjJ06FAAzp49i4+PDw0bNqRt27ZMmjSpyBLkypUr8/XXX3PgwAG++eabIjmmKDg6nY6FCxeyYsUKHBwctA5HCCGEKDLBwRAYCHXqwPbtkM0ousIAmoxiUalSJXbu3PnEeh8fH3788UcAnn/+eU6ePFnUoem99tprbNq0iXLlymkWg8i7xMREbG1tadSokdahCCGEEEVq3z7o0gVcXNRW5EqVtI6o+CrxU03nRKfTsWrVqhwvIBTGJz4+Hl9fX1555ZUnLgYVQgghTNnBg9C5Mzg5qUO55XB5lzCQTDWdi4zk+P/+7/8YMWIEGsypIgyUnp7OgAEDiIiI4MUXX9Q6HCGEEKLIhIZCp05qUrxrF1StqnVExZ8kyAa4dOkS33//PV999ZXWoYgcTJ8+nfXr1/PVV1/RsmVLrcMpUoMHD6Zy5cp4enrq192+fZuAgABq165NQEAAcXFxgHoB49ixY3Fzc8PLy4tjx47pn7Ns2TJq165N7dq19RfRCiGEMG5hYdChg9rXeNcutQVZ5J8kyAb48MMP6dWrF++88w7r16/XOhzxmPXr1zNlyhT69+/P6NGjtQ6nyA0aNIgtW7ZkWTdz5kzat2/PhQsXaN++vX40j82bN3PhwgUuXLjAokWLGDlyJKAm1NOmTePQoUMcPnyYadOm6ZNqIYQQxunUKXjhBbCxUZPj557TOiLTIQmyAczMzFi2bBmNGzemX79+hIeHax2SyCQ9PZ0WLVqwaNGiEtlnvHXr1tjZ2WVZFxQUxMCBAwF1OveMmSiDgoIYMGAAOp2O5s2bEx8fT0xMDFu3biUgIAA7OzsqVqxIQEDAE0m3EEII43H2LLRvr04fvWuXemGeKDiSIBvI2tqaoKAgypUrx9atW7UOR4B+nOxu3brx559/6qcKFzlP5x4dHU2NGjX05apXr050dHSO64UQQhifn3+Gpk0hJUVNjt3ctI7I9EiCnAdOTk6EhYXxzjvvAMhFexqKioqiQYMGrFixAqBEthwbKrfp3J/FokWL8PHxwcfHh9jY2ALbrxBCiKdbvBj69oWkJLh/H27f1joi0yQJch5lTDwRFhZGmzZtuHHjhsYRlTxXrlyhTZs2XLt2jTp16mgdjlHKmM4dyDKdu5OTE5GRkfpyUVFRODk55bg+O8OHDyc0NJTQ0FCZiEUIIYrQr7/CiBGPHqekqBODiIInCfIzSkxMJDQ0FH9/f6KiorQOp8SIiIigTZs23Lp1i+3bt+Pr66t1SAXm3r17fPrppwwbNgyACxcusGHDhmfaV07TuQcGBrJ8+XIUReHgwYOUL18eR0dHOnbsyLZt24iLiyMuLo5t27bRsWPHgqmYEEKIfFEUmD0bevZUZ8izsgJzc7C0BH9/raMzTZIgP6NWrVqxadMmoqKiaNmyJefPn9c6JJN3584d/P39iY+PZ8eOHTRr1kzrkArU66+/TunSpQkJCQHU1t6PPvroqc979dVX8fPz49y5c1SvXp3FixfnOJ17586dcXV1xc3NjWHDhvHtt98CYGdnx8cff4yvry++vr5Mnjz5iQv/hBBCFL2UFBg+HN57D3r3Vsc83rULPv1UnRDEz0/rCE2TTjHBjrQ+Pj6EhoYWybGOHj1Kp06d0Ol07Nu3T37yL2SfffYZnTt3pnHjxlqH8lR5/TvMKN+oUSOOHz8OQMOGDTlx4kRhhZhvRflZE0KIkiY+Xk2Kd+yADz5Qk2IzDZs2S9I5X1qQ86lJkybs27ePl156iZo1a2odjkn6+eef9R/Ijz76qFgkx8/C0tKS+/fv6y+ou3jxIqVLl9Y4KiGEEFq4dAmefx727IElS2D6dG2T45JGXuoCULduXZYsWULp0qW5efMmc+bMIT09Xeuwir20tDSmTJlC3759mTVrltbhFLpp06bRqVMnIiMj6d+/P+3bt2f27NlahyWEEKKIhYRAs2Zw7Rps2waDBmkdUcljoXUApmb58uW8/fbb7N27lyVLllCxYkWtQyqWbty4Qf/+/dmxYweDBg3iu+++0zqkQhcQEEDjxo05ePAgiqIwb9487O3ttQ5LCCFEEfr5Zxg4EKpXh40boW5drSMqmSRBLmATJkzAwsKCiRMn0rBhQ3766SfatGmjdVjFyqVLl2jRogVxcXEsXryYwYMHax1SoTp27FiWxxkTfFy5coUrV66YbJcSIYQQjyiK2o3i44+hZUv47TeQNhLtSIJcwHQ6HWPHjsXPz4/+/fvTtm1b/u///o9+/fppHZrRUxQFnU7Hc889R9euXRk1ahQNGzbUOqxCN3HiRAAePHhAaGgoDRs2RFEUwsPD8fHx0Y9qIYQQwjTt2QMTJsDx4/Cf/8CPP6pTSAvtSB/kQuLr68uxY8eYMGECHTp0ACA5OVnjqIzX/v378fPzIyYmBnNzc77//vsSkRwD7N69m927d+Po6MixY8cIDQ3l6NGjHD9+PMfJOoQQQpiGX3+Fdu3U5NjCAkaOlOTYGEiCXIhsbGyYM2cO9vb2pKWl0bp1a0aOHEl8fLzWoRmN2NhYRowYQatWrbh27Zp+9reS6Ny5czRo0ED/2NPTk7Nnz2oYkRBCiMK0ciX06wcZ1/UritqaLLQnCXIRSUlJ4fnnn2fRokXUq1eP7777jpSUFK3D0kzGRWi1a9dm8eLFjBs3jpMnT5bo/rZeXl4MHTqU4OBggoODGTZsGF5eXlqHJYQQooAlJKhdKfr3l5nxjJUkyEXEysqKr776itDQUGrXrs3IkSOpX79+iZuBL2NeGp1OR2hoKM2aNSM8PJyvv/4aW1tbjaPT1pIlS/Dw8GDevHnMmzeP+vXrs2TJEq3DEkIIUYD27YOGDWH1avjkEzh2TGbGM0Yyk54GFEVh48aNfP/99/zyyy9YWlpy7tw5atWqhYWFaV43mZqayurVq5k+fTorV66kUaNGPHjwgNKlS+snxjA1xv53WBBKQh2FEKIgpKSoSfD06eDsDCtWQPPmWkeVNyXpnG+a2ZiR0+l0dOnShS5dugDqxXvt27enVKlSTJgwgcGDB2NjY6NxlAUjLi6OJUuW8O2333Lx4kUaNGjAvXv3ALVVXTzi4uKS7T8L//zzjwbRCCGEKCgXL6rdKQ4dUsc4nj8fSviPpkZPEmQjYGFhwcKFC/niiy8YN24cH3/8MX379mXChAnUq1dP6/CeWWpqKh4eHsTExNCyZUu++OILunXrhpnMlZmtzP+VP3jwgLVr13L79m0NIxJCCJEfigLLlsGYMeoIFatXQ58+WkclDCGZihEwMzOjW7du7Nu3jwMHDtCjRw/+7//+j8jISECdMOKvv/7SOMqnO3PmDJMnT6Zjx44oioKFhQVff/01YWFh7N27lx49ekhynItKlSrpFycnJ8aPH8/GjRu1DksIIUQehYTA5Mnwwgvw+uvQpAmcOCHJcXEiLchGxs/PDz8/P+bPn4+1tTUACxcuZPbs2dSpU4fu3bvz0ksv0bRpU6PoonDq1Cn+97//sXXrVs6cOYOZmRlt27YlPj6eihUr0kfOBgbLPKNeeno6oaGhpKamahiREEKIvAoJgbZt4eFD9fGIEbBggTpKhSg+NGnOW7t2LR4eHpiZmeXa2XvLli3UrVsXNzc3Zs6cWYQRas/W1hbzfz9NY8eOZeHChdSsWZOvvvqKNm3a4OLioh8R4syZM8TExFDY11tevXqV33//nQ8++IBTp04BcP78eRYuXEi1atWYN28e0dHR7Nixg4oVKxZqLKZo4sSJ+uX999/n2LFjrFmzRuuwhBBCGCgyEt5441FybG4Ozz0nyXFxpEkLsqenJ7/++itvvPFGjmXS0tJ488032b59O9WrV8fX15fAwEDq169fhJEaBycnJ0aNGsWoUaNISEhgz5493LhxQ39BV+/evTlz5gyVKlWiQYMGeHh40KpVK33r7dWrV7GxsaFs2bL6pPtx6enpxMfHc/PmTWJjY6lWrRouLi5ERUXxn//8h3PnznHt2jVA7TPt7u6Op6cnL730EnFxcfrWbvHsFi9ejKura5Z1ly5d0igaIYQQhnr4EL76Cj77DFJT1f7GiiLjGhdnmiTI7u7uTy1z+PBh3Nzc9AlD3759CQoKKpEJcmbly5cnMDAwy7qFCxcSHh7OyZMnOXnyJMuXLyc+Pl6fINerV4/ExEQAypQpg42NDUOGDGHGjBmkpKRgZ2fH/fv3SUtL0+/zvffeY+bMmZQvX56UlBQ6duxI48aN8fX1xdvbmzJlygBQWubDLDC9evXK0s0iY93Ro0c1ikgIIcTTbNoE48bB339Djx5qohwTA8HBanIs4xoXT0bbBzk6OpoaNWroH1evXp1Dhw7lWH7RokUsWrQIUKcvLkn8/f3xf+xf1IxZ+tLT0/nqq6+4c+cOSUlJJCUlkZiYiIeHB6C2Bg8fPhwrKyscHBywt7fHwcGB2rVrA2pXj/379xdpfUqav/76i9OnT5OQkMCvv/6qX3/nzh0ePHigYWRCCCFycvEiTJgA69dD3bqwdSt06KBuc3aWxLi4K7QE+YUXXtD/JJ/Z9OnT6datW4Efb/jw4QwfPhxQB7Iu6UqVKgWoI2QMHTo0x3I6nY45c+YUVVgiG+fOnWPDhg3Ex8ezfv16/XpbW1t++OEHDSMTQgjxuHv3YOZMmD0bSpVSb8eNU7tTCNNRaAnyjh078vV8Jycn/TBnAFFRUTg5OeU3LCGMTrdu3ejWrRshISH4SZODEEIYnZAQ2L1bvf/993Dlijrxx+zZUK2atrGJwmG0XSx8fX25cOECly5dwsnJidWrV7Ny5UqtwxKiwM2ePZt3332XlStXsmrVqie2f/PNNxpEJYQQAtTkuF07yOjxVqsW7NkDrVtrG5coXJokyL/99htjxowhNjaWl156CW9vb7Zu3crVq1cZOnQomzZtwsLCggULFtCxY0fS0tIYPHiwvt+sEKYk46JV6RokhBDG5eRJGD78UXJsZqZO/CHJsenTKYU9eK4GfHx8ch1fWYiiYAx/h87OzvoxtS0sLAgNDeX27dv06dOHiIgInJ2dWbNmDRUrVkRRFMaNG8emTZuwtrZm6dKlNG7cONf9G0MdhRAlW0pKClFRUQV6UXNyMiQkqP2NdTp1yDZQ71epAqY+gJOVlRXVq1fXX8+UoSSd8422i4UQJUXXrl31Y1pn548//sjX/nfv3o29vb3+8cyZM2nfvj2TJk1i5syZzJw5k1mzZrF582YuXLjAhQsXOHToECNHjsx15BghhDAGUVFR2Nra4uzsnOu51BB376pDtN29C7a2aneKKlXUFuTERHWdjU0BBW6kFEXh1q1bREVF4eLionU4mpEEWQiNvf3220V6vKCgIIKDgwEYOHAg/v7+zJo1i6CgIAYMGIBOp6N58+bEx8cTExODo6NjkcYnhBB58eDBg3wnx3fvwtWraquxubl64V3lyuqEH6AmxaaeGGfQ6XRUqlSpxA2Z+zhJkIXQWJs2bfT3k5OT+euvv9DpdNStWxfLfI4bpNPp6NChAzqdjjfeeIPhw4dz/fp1fdJbtWpVrl+/DmQ/9nh0dLQkyEIIo5fX5DgpSW0RtrCA+Hg1MbawACcncHB4lBiXVPltiTcFJfxPQAjjsXHjRkaMGEGtWrVQFIVLly7x/fff8+KLLz7zPvft24eTkxM3btwgICCAevXqZdmu0+nyfCIsyZPyCCGKv6QkOHfuUb9ic3M1Ma5cWb0vBICZ1gEIIVQTJ05k9+7dBAcHs2fPHnbv3s2ECRPytc+MscMrV65Mjx49OHz4MFWqVCEmJgaAmJgYKleurC9ryNjjw4cPJzQ0lNDQUBwcHPIVnxBCFJXUVLh+XZ0SOvPwBFWqgKNj/pJjc3NzvL298fT0pGvXrsTHxz/TfpYuXcro0aOfPRBRYCRBFsJI2Nra4ubmpn/s6uqKra3tM+/v7t27JCYm6u9v27YNT09PAgMDWbZsGQDLli3Tz2wZGBjI8uXLURSFgwcPUr58eeleIYQo9u7ehYgICA+HyEi1+0TGD2dmZlCuXP6PUaZMGcLCwjh16hR2dnYsXLgw/zsVmpIuFkIYCR8fHzp37swrr7yCTqdj7dq1+Pr68uuvvwLw8ssv52l/169fp0ePHgCkpqbSr18/OnXqhK+vL6+88gqLFy+mZs2arFmzBoDOnTuzadMm3NzcsLa2ZsmSJQVbQSGEKCLp6XD7NsTGqgmymRnY2an9i8uWhZ071aV9+4K/+M7Pz4/w8HAALl68yJtvvklsbCzW1tb88MMP1KtXj/Xr1/PZZ5+RnJxMpUqVWLFiBVWqVCnYQES+SIIshJF48OABVapUYc+ePQA4ODhw//591q9fj06ny3OC7OrqyokTJ55YX6lSJXbu3PnEep1OJ60eQohiKeOiu2nT4MQJSElRu1GYmUGpUuqS0WqckKC2Jqenw6xZ4OUF5cvnvG9vb5g717A40tLS2LlzJ0OGDAHULmnfffcdtWvX5tChQ4waNYpdu3bRsmVLDh48iE6n48cff2T27NnMmTMnX6+BKFiSIAthJKTFVggh8u7Bg0cX3SUkqJN8WFiApWX2/YoTEtTkGNTbhITcE2RD3L9/H29vb6Kjo3F3dycgIICkpCQOHDhA79699eUePnwIqNd49OnTh5iYGJKTk0v0eMPGShJkIYzEpUuXmD9/PhEREaSmpurX53eiECGEMDUPH8KWLbB6NQwcCBlzIU2cCFWrQvXqOT83JETtWpGcrCbRK1aAn1/+4snog3zv3j06duzIwoULGTRoEBUqVCAsLOyJ8mPGjOGtt94iMDCQ4OBgpk6dmr8ARIGTBFkII9G9e3eGDBlC165dMTOT62eFECKzlBS13/DPP8Nvv6ktv5UqwYgRj6aDNjODChVy34+fn7qf4GDw989/cpyZtbU133zzDd27d2fUqFG4uLiwdu1aevfujaIohIeH07BhQxISEvSjBGVcNC2MiyTIQhgJKysrxo4dq3UYQgihuZAQNYFt1Uodnm31ali3Dm7dUkedePll6NsX2rVTh22rUSNvU0H7+RVsYpxZo0aN8PLyYtWqVaxYsYKRI0fy2WefkZKSQt++fWnYsCFTp06ld+/eVKxYkXbt2nHp0qXCCUY8M52iZB4N0DT4+PgQGhqqdRiihMvr3+HKlSu5cOECHTp0oHTp0vr1jRs3LozwCoR81oQQBW3vXggIULtAZGQo1tbQrZuaFHfsCJlOkZw9exZ3d3dtgjVh2b2uJemcLy3IQhiJkydP8tNPP7Fr1y59FwudTseuXbs0jkwIIQpXVJTap3jzZtiwQU2OM/TtCz/+qA7PJkRRkQRZCCOxdu1a/vnnHywtLbUORQghClVKCuzfrybEmzfDyZPq+urV4cUX1XVpaepFdGPHSnIsip4kyEIYCU9PT+Lj4/VTPwshhKkICYGgIPViuvPnYft2tc+whYXaz3j2bDUx9vBQy2T0QS7oi+iEMJQkyEIYifj4eOrVq4evr6++D7JOpyMoKEjjyIQQIm8UBS5dUvsTr1sHGzc+6k/s4KB2m3jxRXW4teymei7Mi+iEMIQkyEIYiWnTpunvK4rC3r17Wb16tYYRCSGEYdLT4fRpNSHeuxf+/BOuXlW3WVk9So7NzWH8ePjgA81CFcIgkiALYSTatGnD8ePHWblyJWvXrsXFxYURI0ZoHZYQQjwhOFgdj9jMDK5cUfsTx8Wp26pVU7tNZCyJiY9GpbC0hLZtNQ1dCINIgiyExs6fP8+qVatYtWoV9vb29OnTB0VR2L17t9ahCSEE9+9DeDgcPaoue/fChQuPtj/3HPTsCS1bqgmxi4vajzizwpqYw1jY2NiQlJRUqMd4/vnnOXDgQKEeQzwiCbIQGqtXrx6tWrViw4YNuLm5AfD1119rHJUQoiTJuCiueXO1S0RGMnzsmNp1Ii1NLVepElSs+GjmOnNzdSa799/Pff/Spzj/Cio5Tk1NxcJC0r+nkflshdDYr7/+iqOjI23btmXYsGHs3LkTE5y/RwhhRFJT4dw5dcrm4cPVlt8PPlBnpnv+eRgzRr2wrlo1mDQJfv0VLl+G2FhYvlxNos3N1S4T/v5a1+YZhITAjBnqbQEKDg6mTZs2dOvWDVdXVyZNmsSKFSto2rQpDRo04OLFiwCsX7+eZs2a0ahRI1544QWuX78OQGxsLAEBAXh4eDB06FBq1qzJzZs3AbWVOuMY/v7+9OrVi3r16tG/f3/9d8Ynn3yCr68vnp6eDB8+XL/e39+f8ePH4+Pjw/Tp03FxcSElJQWAO3fuZHksVPIvhBAa6969O927d+fu3bsEBQUxd+5cbty4wciRI+nRowcdOnTQOkQhRDGT0SLcsiXY28OZM2pL8Jkz6nLuXNbJODLodNC/v5o7Ojk92VUC1JZgo+0yMX48hIXlXiYhQe0zkp6udqL28oLy5XMu7+0Nc+caHMKJEyc4e/YsdnZ2uLq6MnToUA4fPsy8efOYP38+c+fOpWXLlhw8eBCdTsePP/7I7NmzmTNnDtOmTaNdu3a8//77bNmyhcWLF2d7jOPHj3P69GmqVatGixYt2L9/Py1btmT06NFMnjwZgNdee40NGzbQtWtXAJKTk/Wz4EVERLBx40a6d+/O6tWrefnllylVqpTBdSwJJEEWwkiULVuWfv360a9fP+Li4li7di2zZs2SBFkIkavUVPVCuYsX1eXPP9UL6NLTs5bT6dT+wfXrPxpzuH59NV/s2vXRRXSjRqkTduSmWHeZSEh49OKkp6uPc0uQ88jX1xdHR0cAatWqpT+HN2jQQH9tSVRUFH369CEmJobk5GRcXFwA2LdvH7/99hsAnTp1omLFitkeo2nTplT/903y9vYmIiKCli1bsnv3bmbPns29e/e4ffs2Hh4e+gS5T58++ucPHTqU2bNn0717d5YsWcIPP/xQYPU3FZokyGvXrmXq1KmcPXuWw4cP4+Pjk205Z2dnbG1tMTc3x8LCosTM/y1ExYoVGT58OMOHD9c6FCGEEdixQ52CuVo1dXKNjGT44kWIiFCT5AwWFo/yP50OevVSu0nUqwfW1tnv32hbhPPKkJbekBB1AOaM/whWrCjQSmeMYw9gZmamf2xmZkbqv2/UmDFjeOuttwgMDCQ4OJipU6c+8zHMzc1JTU3lwYMHjBo1itDQUGrUqMHUqVN58OCBvlzZTNMRtmjRgoiICIKDg0lLS8PT0/NZqmrSNEmQPT09+fXXX3njjTeeWnb37t3Y29sXQVRCCCFE0cg8U1yTJhAdrbYCR0aqS8b9K1fUCTceHyChfHlwc4PGjeGVV6BWLXVxc1MT5szDqk2YoJbLTbFuEc4rI+gjkpCQgJOTEwDLli3Tr2/RogVr1qzhvffeY9u2bcRljJ1ngIxk2N7enqSkJNatW0evXr1yLD9gwAD69evHxx9//Iy1MG2aJMju7u5aHFYIIYQoFNlNjZycDNevw7VrEBPz6DYsDP7448kuEJlVqgQ1aoCzM5QtC4cOPRo14v334ZNPsu8fDGrfYZNpES4sGv9HMHXqVHr37k3FihVp164dly5dAmDKlCm8+uqr/PTTT/j5+VG1alVsbW0N2meFChUYNmwYnp6eVK1aFV9f31zL9+/fn48++ohXX3013/UxRTpFw8vl/f39+fLLL3PsYuHi4kLFihXR6XS88cYbuf7cvGjRIhYtWgSoV4Fevny5UGIWwlA+Pj4m3y2oJNRRlFyPJ73p6epkGDdvqktsrHp79Cj8+KPazcHMTE1qExLg1q3s92ttDffuqfd1OnXkiH791PGEa9RQ+/9m+jX8iR4BO3dK0pvZ2bNnTabh7eHDh/pupSEhIYwcOZKwp110+IzWrVtHUFAQP/30U7bbs3tdS9I5v9BakF944QWuXbv2xPrp06fTrVs3g/axb98+nJycuHHjBgEBAdSrV4/WrVtnWzZzf82cEm4hhBAlV+aRHdzd1WQ3p+Wvv2DzZnX8X51O7dJw507urb6gbi9dGnr3hqpVwdFRXTLuV66sJtSZE95PP8094TWCHgGiiFy5coVXXnmF9PR0LC0tC+3iuTFjxrB582Y2bdpUKPs3BYWWIO/YsSPf+8jon1O5cmV69OjB4cOHc0yQhRBCFG/ZdVPIoChqQnn3rtofNylJLX/ggNrv1tFRbbW9c+fRkvlxTIzal9eQ30ytrKBUqUeTYygK1Kmj9ut1cFCHTcu4tbdXL5R76aVHCe/ixQWf8JaoPsIlWO3atTl+/HihH2f+/PmFfozizmiHebt79y7p6enY2tpy9+5dtm3bph/bTwhROLZs2cK4ceNIS0tj6NChTJo0SeuQRCHKLSHNS/n0dHj4UJ2S+MGDR8uhQ3DwoNpa6+ysbr93L/slIgK2blWTUjMzqF1bbbnNSIaTkrKO1JCbMmWgXDl1KV9evbWyepQc63TQubN6cVvFimBnp95mLFZWT3ZrmDs359foueck4dWaoijocuqULfJMJqvSKEH+7bffGDNmDLGxsbz00kt4e3uzdetWrl69ytChQ9m0aRPXr1+nR48egDotYr9+/ejUqZMW4QpRIqSlpfHmm2+yfft2qlevjq+vL4GBgdSvX7/QjllQCZqplj9wAHbtUmc2a9xYTRBTUh4tjz8+fhxCQ8HTU21VTU5W1ycnP3n/77/VfrNpaeqFX926qYniw4fq9ocPsy63bqndDhRFTTArVFCf++BB9hNOGKpMGbVPbmrqoxbb9HT1OA0bgo2NupQt++i+jQ1s3w5r1qhlzc3hrbfUocxsbdXW3+xe+8wJ74cfFmwrryS82rGysuLWrVtUqlRJkuQCoCgKt27dwsrKSutQNKVJgtyjRw998ptZtWrV9P1hXF1dOXHiRFGHJkSJdfjwYdzc3HB1dQWgb9++BAUFFVqCHBIC7/uH8HxKMJMs/Amc4Ue9eo+So/T0rPfPnYNt00JomRbMe+b++L/vR61aj8o9vly8CEe+CaFVWjDvmvvTcIQf1aur29LSHpXLuB8ZCRGrHpWv0t2PKlXU7RllMt+/fh0e7A6hVXowb+v8wc8PW9tHZTISvozbO3fA/kIIbQhmIv5EOPphYaFuz1gyymckvs2UEPwJ5kP8OcjTs6/mqOVX57F8cKo/Gzf6UaGCmjyWLv3kkpr6KJ49ij9ptf3w81NbW8uUUW8zL1u2wJWfQ2itBPOnzp/Gb/oxerSaDFtbP3qOmVnWv4cWKcHsL+XPjKV+uSac7u4Q8+u/5c396dHDDzu7nMv7+cGhuSHc+iWYSj39aWBANutHCH4EA/7wtNfT2P67KkHlq1evTtTJk8ReuKD+YWUaIzhHDx+q/91ZWUn5bFhZWeknIimpjLaLhRCiaEVHR1OjRg394+rVq3Po0KFCO96F5SFsT26NBamkp5hx4m0v7pDzbFa1SOB9wjEjnfRUM058mnt5PxL4IqN8mhknFuZcXqeDckoCXpnKh//ixT2L8upQWjrQ/Vsu436ZlAQ80v8tr5hx+rAXqWXKq9szlkzPsbibQN2M/WPG+TgvdBXU/essQFcq0/N0kBqXQK2kR+Uv2XphVaU8ZhllzB6VNdNB0tUEasQ9Kh9t74VdzfLozMjyHLN/b+9fS8D670fl7z/nhY1jDq9nOiTpEiiTKf778V7YhOX8+veMSaCM8uj1ub/NC5uTubxfCQnsTgkHJR1SzNCNyn3637yWJyGBBhnTC+8wg/8+vbzB0xHndepiKV+g5UslJOBiRPEYbXlFURNkGQbFIJIgCyHy5PEhFZ9VG4IxJ01NIknHzT4BniuPDvRJKJnup19OwCw2XV++TuUEzF0eK5/pNvViAmbXH5V3r5qAZe3y+sQ1yzGAB+cTMIvJVN4xAas6OX/pPF6+jkPeyrtUNKB80qPy1W0SsHLKubzN7QTMeFS+cqkErGxyLm+bloDyb3kz0rFJSYBc/uGwSSnc8iQkoFP+HSJCMWD632con6fphfNSvjD3LeWlfEGWT05WW+YlQX46xQQ1adJE6xCEKHZ/hwcOHFA6dOigf/z5558rn3/+ea7PyVcdDxxQUkuXUVJ15kpq6TKKcuCAlC/i8kqZMopibq7eSvlnL29MsUh5KZ/f8rkobt9r+aHpRCGFpSQNZC2MV3H7O0xNTaVOnTrs3LkTJycnfH19WblyJR4eHjk+J991NKJ+jFJeyuervDHFIuWlfH7L56C4fa/lh0kmyPb29jg7O2e7LTY2FgcHh6INyAhjkDgKP4aIiAhu3rxZoPssbJs2bWL8+PGkpaUxePBgPvzww1zL5/ZZM5QxvP9FSeprukpSXUHqa+qyq29x/F57ViaZIOfGGP77MYYYJA7ji6GkKmmvvdTXdJWkuoLU19SVtPo+zkzrAIQQQgghhDAmkiALIYQQQgiRSYlLkIcPH651CEYRA0gcxhZDSVXSXnupr+kqSXUFqa+pK2n1fVyJ64MshBBCCCFEbkpcC7IQQgghhBC5kQRZCCGEEEKITEw+QV67di0eHh6YmZnlOlzJli1bqFu3Lm5ubsycObNAY7h9+zYBAQHUrl2bgIAA4uLisi1nbm6Ot7c33t7eBAYGFtjxn1a3hw8f0qdPH9zc3GjWrBkREREFdmxDY1i6dCkODg76+v/4448FHsPgwYOpXLkynp6e2W5XFIWxY8fi5uaGl5cXx44dK/AYRFaF+bkzRs7OzjRo0ABvb298fHy0DqdAZff5MvTcVxxlV9+pU6fi5OSkP49t2rRJwwgLVmRkJG3btqV+/fp4eHgwb948wDTf45zqaqrv74MHD2jatCkNGzbEw8ODKVOmAHDp0iWaNWuGm5sbffr0ITk5WeNIi5hmc/gVkTNnzih//fWX0qZNG+XIkSPZlklNTVVcXV2VixcvKg8fPlS8vLyU06dPF1gM77zzjjJjxgxFURRlxowZyrvvvpttubJlyxbYMTMYUreFCxcqb7zxhqIoirJq1SrllVdeKfIYlixZorz55psFetzH7dmzRzl69Kji4eGR7faNGzcqnTp1UtLT05WQkBCladOmhRpPSVfYnztjVLNmTSU2NlbrMApFdp8vQ899xVF29Z0yZYryxRdfaBhV4bl69apy9OhRRVEU5c6dO0rt2rWV06dPm+R7nFNdTfX9TU9PVxITExVFUZTk5GSladOmSkhIiNK7d29l1apViqIoyhtvvKF8++23WoZZ5Ey+Bdnd3Z26devmWubw4cO4ubnh6uqKpaUlffv2JSgoqMBiCAoKYuDAgQAMHDiQ33//vcD2/TSG1C1zfL169WLnzp0oBXjtZmG/voZq3bo1dnZ2OW4PCgpiwIAB6HQ6mjdvTnx8PDExMUUYYcliLH8XomBk9/nS8txX2J52PjE1jo6ONG7cGABbW1vc3d2Jjo42yfc4p7qaKp1Oh42NDQApKSmkpKSg0+nYtWsXvXr1Akznvc0Lk0+QDREdHU2NGjX0j6tXr16gH4br16/j6OgIQNWqVbl+/Xq25R48eICPjw/NmzcvsD9EQ+qWuYyFhQXly5fn1q1bBXJ8Q2MA+OWXX/Dy8qJXr15ERkYW2PENVdh/ByKrkvh663Q6OnToQJMmTVi0aJHW4RQ6Q899pmTBggV4eXkxePBgk+hukJ2IiAiOHz9Os2bNTP49zlxXMN33Ny0tDW9vbypXrkxAQAC1atWiQoUKWFhYACXj/Pw4k0iQX3jhBTw9PZ9YirI1ytAYdDodOp0u231cvnyZ0NBQVq5cyfjx47l48WJRhG4UunbtSkREBOHh4QQEBOhbJIQwJfv27ePYsWNs3ryZhQsX8ueff2odUpHJ7dxnKkaOHMnFixcJCwvD0dGRiRMnah1SgUtKSqJnz57MnTuXcuXKZdlmau/x43U15ffX3NycsLAwoqKiOHz4MH/99ZfWIWnOQusACsKOHTvy9XwnJ6csLZZRUVE4OTkVWAxVqlQhJiYGR0dHYmJiqFy5co5xALi6uuLv78/x48epVatWnuLIbp9Pq1tGmerVq5OamkpCQgKVKlXK13HzGkPm4w0dOpR33323wI5vqIL4OxCGK4mvd0b9KleuTI8ePTh8+DCtW7fWOKrCY+i5z1RUqVJFf3/YsGF06dJFw2gKXkpKCj179qR///68/PLLgOm+xznVNYMpvr8AFSpUoG3btoSEhBAfH09qaioWFhYl4vz8OJNoQc4vX19fLly4wKVLl0hOTmb16tUFOopEYGAgy5YtA2DZsmV069btiTJxcXE8fPgQgJs3b7J//37q16+f72MbUrfM8a1bt4527doVaCuAITFk7uv7xx9/4O7uXmDHN1RgYCDLly9HURQOHjxI+fLl9T8dioJX2J87Y3P37l0SExP197dt25bjiCqmwpBznynJfB777bffTOr9VRSFIUOG4O7uzltvvaVfb4rvcU51NdX3NzY2lvj4eADu37/P9u3bcXd3p23btqxbtw4wnfc2T7S9RrDw/frrr4qTk5NiaWmpVK5cWenQoYOiKIoSHR2tvPjii/pyGzduVGrXrq24uroqn332WYHGcPPmTaVdu3aKm5ub0r59e+XWrVuKoijKkSNHlCFDhiiKoij79+9XPD09FS8vL8XT01P58ccfC+z42dXt448/VoKCghRFUZT79+8rvXr1UmrVqqX4+voqFy9eLLBjGxrDpEmTlPr16yteXl6Kv7+/cvbs2QKPoW/fvkrVqlUVCwsLxcnJSfnxxx+V//73v8p///tfRVHUK3lHjRqluLq6Kp6enjmOeiIKTmF+7ozNxYsXFS8vL8XLy0upX7++ydU3u89XTuc+U5Bdff/zn/8onp6eSoMGDZSuXbsqV69e1TrMArN3714FUBo0aKA0bNhQadiwobJx40aTfI9zqqupvr8nTpxQvL29lQYNGigeHh7KtGnTFEVRz1m+vr5KrVq1lF69eikPHjzQONKiJVNNCyGEEEIIkYl0sRBCCCGEECITSZCFEEIIIYTIRBJkIYQQQgghMpEEWQghhBBCiEwkQRZCCCGEECITSZBLGHNzc7y9vfH09KRr1676sQ/zaunSpYwePbpggxNCiEI2ffp0PDw88PLywtvbm0OHDhXasfz9/QkNDS20/QshCo8kyCVMmTJlCAsL49SpU9jZ2bFw4UKtQxJCiCIREhLChg0bOHbsGOHh4ezYsYMaNWpoHZYQwghJglyC+fn5ER0dDcDFixfp1KkTTZo0oVWrVvp52NevX0+zZs1o1KgRL7zwAtevX9cyZCGEeGYxMTHY29tTunRpAOzt7alWrRqffPIJvr6+eHp6Mnz4cDKmB/D392fChAn4+Pjg7u7OkSNHePnll6lduzYfffQRABEREdSrV4/+/fvj7u5Or169uHfv3hPH3rZtG35+fjRu3JjevXuTlJRUdBUXQuSZJMglVFpaGjt37tRP7Tt8+HDmz5/P0aNH+fLLLxk1ahQALVu25ODBgxw/fpy+ffsye/ZsLcMWQohn1qFDByIjI6lTpw6jRo1iz549AIwePZojR45w6tQp7t+/z4YNG/TPsbS0JDQ0lBEjRtCtWzcWLlzIqVOnWLp0Kbdu3QLg3LlzjBo1irNnz1KuXDm+/fbbLMe9efMmn332GTt27ODYsWP4+Pjw1VdfFV3FhRB5ZqF1AKJo3b9/H29vb6Kjo3F3dycgIICkpCQOHDhA79699eUePnwIQFRUFH369CEmJobk5GRcXFy0Cl0IIfLFxsaGo0ePsnfvXnbv3k2fPn2YOXMmtra2zJ49m3v37nH79m08PDzo2rUrgL4RoUGDBnh4eODo6AiAq6srkZGRVKhQgRo1atCiRQsA/vOf//DNN9/w9ttv64978OBBzpw5oy+TnJyMn59fUVZdCJFHkiCXMBl9kO/du0fHjh1ZuHAhgwYNokKFCoSFhT1RfsyYMbz11lsEBgYSHBzM1KlTizxmIYQoKObm5vj7++Pv70+DBg34/vvvCQ8PJzQ0lBo1ajB16lQePHigL5/RHcPMzEx/P+NxamoqADqdLssxHn+sKAoBAQGsWrWqsKolhChg0sWihLK2tuabb75hzpw5WFtb4+Liwtq1awH1ZH7ixAkAEhIScHJyAmDZsmWaxSuEEPl17tw5Lly4oH8cFhZG3bp1AbU/clJSEuvWrcvzfq9cuUJISAgAK1eupGXLllm2N2/enP379/P3338DcPfuXc6fP/+s1RBCFAFJkEuwRo0a4eXlxapVq1ixYgWLFy+mYcOGeHh4EBQUBMDUqVPp3bs3TZo0wd7eXuOIhRDi2SUlJTFw4EDq16+Pl5cXZ86cYerUqQwbNgxPT086duyIr69vnvdbt25dFi5ciLu7O3FxcYwcOTLLdgcHB5YuXcqrr76Kl5cXfn5++guhhRDGSadkXK4rhBBCiDyJiIigS5cunDp1SutQhBAFSFqQhRBCCCGEyERakIUQQgghhMhEWpCFEEIIIYTIRBJkIYQQQgghMpEEWQghhBBCiEwkQRZCCCGEECITSZCFEEIIIYTIRBJkIYQQQgghMpEEWQghhBBCiEwkQRZCCCGEECITSZCFEEIIIYTIRBJkIYQQQgghMpEEWQghhBBCiEwkQRZCCCGEECITSZCFEEJo4v3332fu3Ll5fl7Tpk05ffp0wQckhBD/kgRZCJFvzs7OlClTBhsbG/1y9epVrcMqcplfh6pVqzJo0CCSkpK0DqvIxcXFodPpuHTpUpb1Y8eOZdiwYQDExsayfPly3njjjTzv/+2332by5MkFEqsQQmRHEmQhRIFYv349SUlJ+qVatWpZtqempmoUWdHKeB3CwsI4fvw4M2bM0DqkIhcWFoaNjQ3Ozs5Z1p88eRJvb28Ali5dSufOnSlTpkye9x8YGMju3bu5du1aAUQrhBBPkgRZCFFonJ2dmTVrFl5eXpQtW5bU1FSuXr1Kz549cXBwwMXFhW+++SbLc44fP07jxo2xtbWlT58+9O3bl48++ggAnU7H33//rS87aNAg/TYg1307Ozvz5Zdf4uXlRfny5enTpw8PHjzQb4+MjOTll1/GwcGBSpUqMXr0aAC++OILevbsmSXGsWPHMm7cuFzrXrVqVTp27EhYWFiW9bnFOGvWLJycnLC1taVu3brs3LlTH/uMGTOoX78+FStW5PXXX88S+9mzZ/H396dChQp4eHjwxx9/GFzvnI75tPcpN2FhYdSvXx+dTpdl/enTp2nUqBEAmzdvpk2bNlm2JyYmUr16dYKDg7Osj4qKQqfTcevWLQCsrKxo0qQJW7duNTgmIYTIC0mQhRCFatWqVWzcuJH4+HjMzMzo2rUrDRs2JDo6mp07dzJ37lx9opOcnEz37t157bXXuH37Nr179+aXX34x6Djp6em57htgzZo1bNmyhUuXLhEeHs7SpUsBSEtLo0uXLtSsWZOIiAiio6Pp27cvAP/5z3/YsmUL8fHxgNoSvnr1agYMGJBrPFFRUWzevBk3NzeDYjx37hwLFizgyJEjJCYmsnXr1iwtsCtWrGDr1q1cvHiR8+fP89lnnwGQkpJC165d6dChAzdu3GD+/Pn079+fc+fOPbXeOR3TkNcyN8ePH8fT0zPLuuvXr3Pr1i28vLwAtTW5bt26WcrMmTMHDw8P/P39s6x3cnKibNmynDx5Ur/O3d2dEydOGBSPEELklSTIQogC0b17dypUqECFChXo3r27fv3YsWOpUaMGZcqU4ciRI8TGxjJ58mQsLS1xdXVl2LBhrF69GoCDBw+SkpLC+PHjKVWqFL169cLX19eg4z9t3xmxVKtWDTs7O7p27apv3T18+DBXr17liy++oGzZslhZWdGyZUsAHB0dad26NWvXrgVgy5Yt2Nvb0+T/27vzsKjKLw7g32EVFWQxXAAFBRdAQUSRMtz30sxdc0lTy0yttOxnmmUuaVrmmqZprpWVu5SKaCguiKKAOyBCCgqooOzc3x/HGUBFZr9zZ87neeYRhpk7rx7vcOa95z1vy5YV/jvY2trCzc0Nzs7O+PLLL5Uao7m5OfLz8xEfH4/CwkK4u7ujYcOGiudOnDgRbm5ucHR0xIwZM7Bt2zbFv1lOTg6mT58OKysrdOzYEa+99pri5y/6e1f0msr8W77I+fPnsW3bNtSsWVNxa9KkCTw9PVG9enUAwP3792Fra6t4TnFxMVatWoV33nkHANUoJyQkAKArBxYWFsjNzVU83tbWVvGhhTHGtM1C7AEwxozDzp070blz52fud3NzU3x98+ZN/Pfff7C3t1fcV1xcjFdffRUAXdZ3cXEpd2m+fv36Sr1+ZccGqOxBrmrVqoqFhLdu3UL9+vVhYfH8t8SRI0di1apVGDt2LDZv3ozhw4dXOA75v8PRo0cxdOhQ3Lt3TzGmF43R09MT33//PWbPno24uDh069YNS5YsUdRyl/13rF+/vmLs//33H9zc3GBmZlbu56mpqZX+vSt6TWX+LSuSn5+PS5cu4bfffiv34WblypW4ceOG4nsHBwdkZ2crvo+NjUV6ejq6desGAFiyZAkEQcCCBQuQm5uL7OxsODs7Kx6fnZ1dbnyMMaZNPIPMGNOpssmum5sbPDw8cP/+fcUtOzsb+/fvB0CztampqRAEQfGc5ORkxddVq1bF48ePFd+XXaRV2bFfxM3NDcnJyRUuJHzjjTdw4cIFxMbGYu/evRg2bFilx2zXrh1GjRqFqVOnKj3GoUOHIiIiAjdv3oRMJsOnn36qeO6tW7fK/ZvIE+e6devi1q1bKCkpKfdzFxeXSsdY0Wtq8m8ZGxuLkpISdOnSBa6urorbtWvXFPXHANC8eXNcvXpV8X1qaiocHBxgZ2cHgGbq5Qnx0aNH4eDgUO75ly5dgp+fn1J/R8YYUxUnyIwxvWndujVsbW3xzTffIDc3F8XFxYiNjcWZM2cAAMHBwbCwsMAPP/yAwsJC/Pnnnzh9+rTi+f7+/ti6dSuKi4sRGhqKo0ePKn3sysZVp04dTJ8+HY8ePUJeXh6OHz+u+HmVKlXQv39/DB06FK1bt0a9evWU+vtOmTIFBw8eVNTKvmiMV65cQVhYGPLz81GlShXY2NiUmxVesWIFUlJSkJmZiblz52LQoEEAgKCgIFStWhULFy5EYWEhwsPDsWfPHkUN9YtU9JrK/FuOGjUKo0aNeuaY586dg7e3t6KUQu7MmTOKDhYA0LNnz3Lxc3R0xMOHD5GYmIht27ahoKAA8fHxuH//PmbPno0pU6Yo/j3y8vJw9uxZdOnSpfIgMMaYGjhBZozpjbm5Ofbu3Yvz58/Dw8MDNWvWxDvvvIMHDx4AAKysrPDnn39iw4YNcHR0xK+//oo333xT8fylS5diz549sLe3x5YtW8rVOld27MrGtWfPHly/fh316tWDq6srfv3113KPGTlyJC5evPjC8oqnvfTSSxgxYgS++uqrSseYn5+P6dOno2bNmqhduzbS09PLtYgbOnQounbtigYNGqBhw4aK7h1WVlbYs2cPDhw4gJo1a2LChAn45Zdf0KRJk0rHV9FrKvNveevWLbzyyivPHPP8+fPP1I3fvXsXN2/eLJcgjxgxAvv371fUFbdq1QqDBw+Gv78/1q1bh927d+PEiRPw8vJCUFBQudn0PXv2oH379s+0EmSMMW2RCWWvZTLGmIEZNWoUXF1dFV0bxJKcnIwmTZrgzp07ijIAfXF3d8dPP/303BpvMRQUFMDPzw8XLlyApaWl2sf53//+B2dnZ0yZMkWl5wUFBWHdunXPdMpgjDFt4UV6jDFWiZKSEixZsgSDBw/We3JsiKysrHDp0iWNjzNv3jy1nnfq1CmNX5sxxl6EE2TGGHuBR48eoVatWqhfvz5CQ0PFHg5jjDE94BILxhhjjDHGyuBFeowxxhhjjJVhlCUWZmZmsLGxEXsYRkkQhHJ9bZlh4jhJg21REXLMzCCY8VyFFPB5JR0cK93Izc0t13PdmBllgmxjY4NHjx6JPQyjVFJSUq43KzNMHCcJ2LoVGDYMJXPnwux//xN7NEwJfF5JB8dKN6pVqyb2EPSG//cwlcTFxYk9BKYEjpMELFoEALhdZmdAZtj4vJIOjhXTFCfITCUZGRliD4EpgeNk4JKSgJgY4OOPca1DB7FHw5TE55V0cKyYpjhBZowxfbt0CXjpJWDyZMDcXOzRMMYYewonyEwlfn5+Yg+BKYHjZOB69ADi4oCFCxGQlyf2aJiS+LySDo4V0xQnyEwl2dnZYg+BKYHjZMBu3wZKSoD8fGD5chTGxIg9IqYkPq+kg2PFNMUJMlNJQkKC2ENgSuA4GShBAF5/HejTR3HXvfR0EQfEVMHnlXRwrJimOEFmjDF9OXUKOHuWSiy4RytjjBksTpCZStzd3cUeAlMCx8lALVkC1KgB4a3h+PtvuuvgP/Xx3XdATo64Q2OV4/NKOjhWTFOcIDOVODo6ij0EpgSOkwFKTAT++AN5b7+LHgNtMXK0GQpgif9uW+Gjj4BGjWiCmRkuPq+kg2PFNMUJMlNJdHS02ENgSuA4GaCff4ZgZoY3Dn2AsDDg82W1YVZYgK47miAyErCxATp0AE6eFHugrCJ8XkkHx4ppihNkxhjTA2HmLHz6ynEcjHfBX38BEycCFhb0szZtgBMngDp1aP1eaqq4Y2WMMVPHCTJTiYODg9hDYErgOBkYQcC6jRZYdLQ1Fi4EevUC8PAh8PbbcLt2DQBQqxawdy/VIr/zDjW8YIaFzyvp4FgxTckEwfjehqtVq4ZHjx6JPQzGGAPy8lDYKhjjb3yCpDZDcOgQYGYGID2dsuIVK4AJExQPX7GCZpc3bwaGDRNv2Iwx9jRTyq94Bpmp5OjRo2IPgSmB42RA1q+HZex5pOa/hFWrniTHZVy7erXc9++9B7RsCUyfDjx+rMdxskrxeSUdHCuRjB4NODsDvr6l982eDbi4AP7+dNu/v/Rn8+cDnp5A48ZQtPYxEJwgM5UY4QUHo8RxMhD5+Sj8aj6O42U0eb8TGjcu87MnfZCfjpWZGfDdd0BKCrB4sR7HyirF55V0cKxEMmoUEBr67P0ffgicP0+3nj3pvvh4YPt2IC6OnjNhAlBcrMfBvhgnyEwlMt7cQBI4Tgbi559hmZaCb6t+gS9mPz8mz7v31VeBN98EFi4EMjN1O0SmPD6vpINjJZKQEEDZFnu7dgGDBwPW1oCHB80knz6t2/GpgBNkppJ27dqJPQSmBI6TASgqQsFX8xGJNvCb2uXZ3xlmZoCjI7zKXoosY/ZsWrC3bJnOR8qUxOeVdHCsdKOoqAiBgYGK25o1a5R74vLlQPPmVIKRlUX3paYCbm6lj3F1NagWPpwgM5XExMSIPQSmBI6TAbCwwALvTfjcZgkmTX7ObJaTE5CRgZjWrZ/79GbNqOXb0qVAdraOx8qUwueVdHCsdMPCwgJRUVGK27hx4yp/0nvvATduUHlFnTrAxx/rfJzawAkyU0mW/JMfM2gcJ/ElJABfHglBy4nBL7zi+KJYzZhBky0//qiDATKV8XklHRwrA1KrFmBuTlfNxo4tLaNwcQFu3Sp9XEoK3WcgOEFmjDFtmz0bqf0mwVxWgilTKnhMTg7Qvz8cIyMrPEyrVkC7dnR10oDWrjDGmPJu3y79+q+/Sjtc9O5Ni/Ty84HERODaNaCCK2pi4ASZqSQgIEDsITAlcJxEdOsWhG++wX9xmeg/0Ax161bwuMJC4I8/0Ojpvm9PmTQJuHkT2LNH+0NlquHzSjo4ViIZMgQIDgauXKGa4nXrgE8+oZqx5s2BI0eoTQ8A+PgAAwcC3t5A9+7UBN7cXNzxl8EbhTCVJCUlwd3dXexhsEpwnEQ0YACKdu2FZ+ElbI90R5s2FTwuKwtwdETmzJlw/OqrCg9XVAQ0bEi3sDDdDJkph88r6eBY6YYp5Vc8g8xUkpSUJPYQmBI4TiIJDQV27MDyGp/DuZU7goJe8NgnbagyK+njZmEBvP8+TbxcuKDFsTKV8XklHRwrpilOkBljTBsEAZg6FY/cGuPTe1MxaZIiB678eZV45x3AxoZqkRljjOmeJBLk+/eB/v2BJk2Apk2BF6xpYTrWoEEDsYfAlMBxEoFMBuzahblNNqO6ozUGDKjk8ebmQL16cKhXr9JDOzoCgwYB27bR2j4mDj6vpINjxTQliQR58mSq3758GYiJoSSZicPW1lbsITAlcJz07O5dQBBwr0ZDLD4aiBEjaHOoF7K1BW7ehJkyfURB3ZFycoBff9V8uEw9fF5JB8eKacrgE+QHD4Bjx4AxY+h7KyvA3l7UIZk0br4uDRwnPXr0CHj5ZWDSJGzeDBQUlL5fKUPZWAUH02LvtWvVHCfTGJ9X0sGxYpqyEHsAlUlMBF56CXj7bZo9btmSdpaqVq3849asWaPY8rCwsBDh4eEA6DKLra2t4mRxcnKCj48Pjh07BoB2hWnbti2io6Px8OFDAEBgYCDS0tJw60kDay8vL1hbWyM2NhYA4OzsjEaNGiEiIgIAYG1tjeDgYERFRSHnyfXPoKAgpKSkIPXJtomNGzeGubk54uPjAQC1a9eGh4cHIp/Ui9jY2CAoKAinTp1Cbm4uACA4OBiJiYm4c+cOAMDb2xvFxcW4cuUKAMDFxQWurq44deoUAKB69eoIDAxEZGQk8vPzAQBt27bF1atXkZ6eDgDw9fVFfn4+rl27BgBwc3NDrVq1EBUVBQCws7NDQEAAIiIiUFRUBAAICQlBXFwcMjIykJOTg6ysLGRnZyMhIQEA4O7uDkdHR0RHRwMAHBwc4Ofnh6NHj0IQBMhkMrRr1w4xMTGK5u0BAQHIzMxULKTgOHGcpBonm8mTUe36dZxr0BArVxYgMNAc9+79i/DwF8cpKzUVvjNnwrFHDyQ3aFBpnI4dO4oOHVywYoUnLl4ESko4TqrESZPzCQD8/PxQUFCg+N3C55Phxik7Oxs5OTkIDw/nOOkgTqbC4Nu8RUUBbdoAx48DQUFUbmFnB8yZU/FzTKkNib5dvHgRzZo1E3sYrBIcJz355Rdg5Ehg+nSc7DMfwcE0w/vOO0o8NzsbsLPD7Y8+Qp3Fi5V6uYwMoG5dYPx44IcfNBs6Ux2fV9LBsdINU8qvDL7EwtWVbvJ2Sf37A08+CDIR+Pj4iD0EpgSOkx7ExgLvvktb3c2Zg59+oitbgwYp+fwnLS5q1a6t9Es6OQH9+gGbNgFPJoiYHvF5JR0cK6Ypg0+Qa9cG3NxoUxYAOHyY6vCYOOSXlJhh4zjpwf37gIcHsH07snMtsH07MHgwrb1TReKNGyo9fuxYeuk//lDtdZjm+LySDo4V05TB1yADwLJlwLBhtPilQQPg55/FHhFjzGQJAs3+tm1LO3eYm+PXn2itnlKlFXLyJskqVrm1bw94elIpx1tvqfRUxhhjSjL4GWQA8PenWuQLF4CdOwEHB7FHZLosLCTxmcrkcZx0pLgYGDIEmD+fvjc3BwD89BPg44MX75z3NHNzwMcHJSq+oclk1CXj2DHg6lWVnso0xOeVdHCsmKYMfpGeOkypiJwxpiclJZSZbtgALFoETJ0KALh4EWjeHFiyBPjwQ/0M5fZtKj2bOhVYsEA/r8kYY6aUX0liBpkZjmheISkJHCctEwRg4kRKjr/4QpEcA8C6dYClJTB8uHqHVidWdeoAvXoBGzcCT7pdMT3g80o6OFZMU5wgM5XIezwyw8Zx0rJJk4BVq4BPP6UE+Yn8fOoo0bcvULOmisfMzwdefhk2O3aoNaQxY4A7d4D9+9V6OlMDn1fSwbFimuIEmTHGKtO8OSXH8+eXLq4DrYnIzFRt5zwFQQAiI2F9965aQ+rZk7r8/PSTWk9njDH2AlzFzlQSGBgo9hCYEjhOWnD/PhAXB7zyCvVWe45164B69YDOndU4/pNE28XFRa3hWVgAo0ZROfTt21R2wXSLzyvp4FgxTfEMMlNJWlqa2ENgSuA4aSg+Hmjdmgp9MzOf+5CbN4FDh4C33wbMNHgnzcnOVvu5o0dTY42NG9V/faY8Pq+kg2PFNMUJMlOJfF95Ztg4ThrYuZP6tT18COzdCzg6PvdhGzbQn2+/rebrPJlBfvDggZoHALy8gJAQmsk2vn5EhofPK+ngWDFNcYLMGGMAZZiffEIr7po2pebrbds+96ElJbRhUefOQP36ar6emRnQpg0KnJzUHzNoc5Lr16kvMmOMMe3gBJmpxMvLS+whMCVwnNQgkwGPHwPvvkvZpqtrhQ89fJhKLNRanCdnYQFERsJ20iQNDgL06wfY2dEsMtMtPq+kg2PFNMUJMlOJtbW12ENgSuA4Kam4GPj+e+D0afr+hx+onVuVKi982rp1tKNnnz6aD0HTWFWtCgwdCvz+O60rZLrD55V0cKyYpjhBZiqJjY0VewhMCRwnJURHU63xhx9SM2NAqdV2GRnAX38Bb71VaR79YsXFQLNmyJw3T4ODkHfeAfLygG3bND4UewE+r6SDY8U0xQkyY8y0PHwIfPQR0KoVkJoK/PorzRwraetWoKBAw/IKudhYWGZlaXyYgADAz4/LLBhjIhs9GnB2Bnx9S+/LzAS6dKFVxV26APL3PEGgTZg8PanXvIHtfsgJMlOJs7Oz2ENgSuA4vcCmTcB331Fv40uXgIEDy23+8SKCQEloy5aUkGrkyWtWq1ZNwwPRocaMAc6eBc6f1/hwrAJ8XkkHx0oko0YBoaHl71uwAOjUCbh2jf5csIDuP3CA7rt2DVizBnjvPb0P90U4QWYqadSokdhDYErgOJUhCMCePdS+DaDE+OxZYPVqwN5epUNFRwMxMVqaPX6SIDtp2MVCbtgwwNqaZ5F1ic8r6eBYiSQk5NnWmLt2ASNH0tcjR5a+F+/aBYwYQe+FbdrQIorbt/U52hfiBJmpJCIiQuwhMCVwnECJ8T//AK++CvTuXVpGYWVFNQlqWLeO6o6HDNHeMG/dvKmV4zg6Am++CWzeDOTmauWQ7Cl8XkkHx0o3ioqKEBgYqLitWbOm8ielpZVu9Vm7Nn0PUImbm1vp41xd6T4DwVtNM8aMz/HjwMcfA6dO0ZvuypW0kk0DublUf9yvn8oTz88nkwGdOyNXi3tEjxlDC/X++os6WzDGmDZZWFggKipK/QPIZEqXtImNZ5CZSrh1jjSYZJyKioBHj+jrzEzgzh3gxx9pF4333gMsLTU6/B9/AA8eaKm8Qu7gQdzv3Vtrh+vQAfDw4DILXTHJ80qiOFYGpFat0tKJ27dpER8AuLgAZXc8TEmh+wwEJ8hMJcHBwWIPgSnBpOJ0/z6waBHQoAEwfz7d99prtPBj3DgqzNWCH3+kxdbt2mnlcArajJWZGS0iDwsDEhK0dlj2hEmdVxLHsTIgvXsDGzfS1xs3ljaQ790b+OUXKoc7eRKoUaO0FENLHj16hOLiYrWeywkyU4lGl1aY3phEnK5eBT74gEooPvmEEuRXX6WfyWQazxiXdfEiEBFBm+wp0SpZeQ0b4taHH2rxgLSI3MwMWL9eq4dlMJHzykhwrEQyZAgQHAxcuULvzevWAdOnAwcPUpu3Q4foewDo2ZPetz09afH0ypUav3xJSQm2bt2KXr16wdnZGU2aNEGdOnXg7e2NadOm4fr160ofi2uQmUpycnLEHgJTgtHGqaCAFtkBwMyZVGw7ZAgwZQrQooXOXvbHH2kiWr4QW2sSE1GckaHVQ7q6At26ARs2AF9+CZiba/XwJs1ozysjxLESSUW7FR0+/Ox9MhmwYoVWX75Dhw7o3Lkz5s+fD19fX5g9mdHIzMzEkSNH8Omnn6Jv37546623Kj0WJ8iMMcMXGwusXUs9jCMiAG9vKqdYupRWRetQTg5dBRwwAKhZU8sHl8kgEwQtH5TWI/brR21GX3tN64dnjDGDdOjQIVg+5+qho6Mj+vXrh379+qGwsFCpY6mdICcnJyv1OHt7e9jZ2an7MszABAUFiT0EpgSjiNOjR1SvtmkT1adZWgJ9+5augG7QQC/D2L4dyM7WUQ97mQx169bV+mFff50+N6xaxQmyNhnFeWUiOFamSZ4cT5o0CZcvX4ZMJoOfnx+GDh0Kf3//co+pjNoJ8siRIyGTySC8YPZDJpNh1KhRGDFihLovwwxMSkoKvLy8xB4Gq4Rk4/T4MfXB9PICioupVVvDhsC331JD+Zde0utwBIGSzGbNqKxOF7IfPoRj5Q9TiaUlrU+cM4cW6+nps4TRk+x5ZYI4VqbN29sbr7/+OgoLCxEfH4+33noL7777LiZOnKj0MWTCizJciapWrRoeyds9Ma0KDw9H+/btxR4Gq4Sk4lRcTG0XtmyhXmpNmgBnztDPkpOpkbxIfTPPnAFat6YyuQkTdPACAwci3ssL3nPnav3QqalA/frAhx9Skw+mOUmdVyaOY6UbUs2v8vLy0KpVK1y8eFHp52itBvnRo0eoUqUKzHlFCGNMWcuW0TTn3buAnR0wcCDtmSxXr554YwPtRl2tGqDEeg71/PYb0sPD4a2DQ7u4UEXK+vXAV18BNjY6eBHGGDNgq1evxvXr15Gdna1yua/aDYuebqXRuHFj1K5dW61WGkw6GjduLPYQmBIMMk55ecCePdSH7M4dus/eHujUCdixg7YfXbcO6NhRzFEqZGXRguyhQyl31xVdxur992nPlO3bdfYSJsUgzyv2XBwrBgA9e/ZE06ZNkZKSgs8++0yl56pdYtGuXTt07twZffr0eW4rja1btyrdSkPbpHoJQArS09PhLN8Fhxksg4lTbi6wfz+VTuzdS6vd7O3pewNJhCvy7bfAtGnAuXPAk7Ud2le3LnJGjED1BQt0cnhBoPrpKlWoXEQiO7waLIM5r1ilOFa6IZX8asCAAfjqq6/QtGlTADSp26JFC8TExCh9DLVLLLTZSoNJR3x8PL/pSICocbp5k3qj+fgAGRlA//7UH23QIPq6Q4fSXsYGqqgIWL4cCAnRYXIMABkZyExORnUdHV4mo9rp998HTp8GeGG/Zvj9Tzo4VqZt+PDhGDRoEARBQMuWLZGTk6OYyFWW2gmyNltpMMYkrLiYsq+9e6mE4uJF6jO2ezftWnHqFBAQAFhIp+367t2U5y9ZouMXkslomleHhg+njatWrOAEmTFmGnr37o3evXvjwoULOH/+PEpKStCzZ0+VjqHxbyxttNJQRnExEBhIC0/27tXqoZkKaut4UwamHTqPU14eXbcHgO7daftQc3Pa6nnxYkqQ5Vq31u1YdGDpUuoA0aePjl9IJkO1atV0+hK2ttQhb+1a6mZRq5ZOX86o8fufdHCsTJMgCJCVqSVr3rw5mjdv/sLHVETrbd7UaaWhjCVLgKgo4OHDyhNkqdTISFF+fj6sra3FHgarhNbjVFICREcDoaHA338DMTG0qM7GBvjzT9oCunt3qi+WuPPnadfqRYuAqVN1/GI2NiiaMAEWixfr9GWuXKHueV98AcyerdOXMmr8/icdHCvdMPT8qn379ujXrx/69OmDemW6IBUUFCAiIgIbN25Ehw4dMGrUqEqPpXYXi6etXr0aU6dOxeTJk7W+c15KCrBvH22fysQVGRkp9hCYErQapz//pGnHVq2AmTNpM48PPqBZZAB4801g8GCjSI4Bmj2uWhUYM0YPL/bWW7iq4xlkAGjcmHbUW7GC1k0y9fD7n3RwrExTaGgozM3NMWTIENStWxfe3t7w8PCAl5cXtm3bhilTpiiVHANa7IPcs2dPHDx4EH/++afKrTQqM2UKsHAhLYBnjOlIfj5w/DjNEIeGAnPnUlbl4QH06AF06wZ06QIY8cKX9HRg61ZKjh0c9PCCa9fqrA/y0z7+mNZHbt4MjB2rhxdkjDE9q1KlCiZMmIAJEyagsLAQ9+7dg42NDezVmMDROEEu20pjzJgxePvtt9GiRQu89tprmh4aAJVTODsDLVsC4eEVP27NmjVYs2YNAKCwsBDhTx7coEED2NraKlp7ODk5wcfHB8eOHQMAWFhYoG3btoiOjsbDhw8BAIGBgUhLS8OtW7cAAF5eXrC2tkZsbCwAwNnZGY0aNUJERAQAwNraGsHBwYiKikJOTg4A2gc+JSUFqampAKgno7m5OeLj4wFQfZSHh4fiU66NjQ2CgoJw6tQp5D6Z4gkODkZiYiLuPOkZ6+3tjeLiYly5cgUA4OLiAldXV5w6dQoAUL16dQQGBiIyMhL5+fkAgLZt2+Lq1atIT08HAPj6+iI/Px/Xrl0DALi5uaFWrVqIiooCANjZ2SEgIAAREREoKioCAISEhCAuLg4ZGRl49OgRsrKykJ2djYSEBACAu7s7HB0dER0dDQBwcHCAn58fjh49qqj1adeuHWJiYpCVlQUACAgIQGZmJpKSkjhOIscpYu9eNJ07F/bnz8M8Lw8lFhZ44OuL5EuX4BESgkwHBySNHk1xysuDbVaW0cZp0yZ3FBRYok2b04iKMtN5nADA3NwcycnJOj+fXn3VB15ejzB3rhkaNz6HkBDpxknf5xMA+Pn5AYDidwu/7xlunLKzs/Ho0SOEh4dznHQQJ0N25coVNGrUCDKZDJaWlqhTp47ax9K4Bnn37t34/PPPy7XSuHHjBs6dO6fJYRU++wzYtIkWwOflUQ3ym2/SLEhFDL1GhjHRJCQAhw/TrV49ujQjCMArr1DhbbduNM1oayv2SPUuLw9wd6e2bqGhenpRJyeqHfvmG7283JYttCvgvn2Aigu6GWPM4POrZs2a4ebNm2jUqBGaN2+OZs2aKf5Ute2f1hbpPd1KQxf9B8PDqXk/L9ITz6lTpxDEvaIM3jNxmjmTPlU+mRFBnTqUKS1cKMr4DNGaNcD48dSQo1MnPb1o9eq43bs36mzdqpeXKyykipkmTejvyVTD73/SwbHSDSnkV/n5+bhw4QJ69uyJwYMHIz4+HnFxcQCgmElXhtolFtpspcGkI5dX+Bi2+/eBo0fhsnEjbdIRHk69dvPyaIZ46lTawa5JE95WrYziYupa0bKlnjf4k8lQpMcNlSwtgUmTgE8/pW4dOt0ExQjx+590cKxMl7W1NVq1aoXq1atj2bJlivvlJTTKUruLRYcOHbBs2TIkJyeXu7+goABhYWEYOXIkNm7cqO7hn6t9e+6BzNhz7dtH/YadnIA33kCd/fupT7H8DWHRIupG8f77QNOmnBw/5a+/gOvXaUMNvf7TiBCHsWOBatX0sAkKY4yJ6OkJWgcVV16rnSBrs5UGk47g4GCxh2Da7t+nT4lTp1LbtZMn6X6ZjKYHZ8wAwsNRlJ5O3SgcHUUdrhQIArBgAeDlBfTtq//X12QRiTocHKjseds22i2QKY/f/6SDY2Wa3n//faxbtw7nzp2DphXEWqlB1rSVhrZJoUZGqi5fvowmTZqIPQzTIQiU/CYmAv360XVxQQCsrGjf4K+/BkJCnnkax0l5hw8DnTsDP/4IjBun5xefOhWp9erBZdIkvb5sSgrQoAHNJq9YodeXljQ+r6SDY6Ubhp5frVmzBhcvXsSFCxcQFxcHZ2dn+Pj4wNvbG97e3hg0aJDSx1J7BvnKlSuK7FzeSsMQkmOmW6oUuDM13LtHpRCTJgF+fjQjDNCiOicnYNYs4MgRmkk+duy5yTHAcVLFN9/QPigjRojw4t9+i2tPrd3QB1dXYNQoYN064PZtvb+8ZPF5JR0cK9M0btw4LFu2DEePHsW9e/fwzz//YPTo0ahatSr27Nmj0rHUXqTXv39/rbXSYMxkPX5M27YBlOz++y99bWNDrdfkMyBVqgAHD4ozRiMWHU3/rAsW0D+x3hUUQFZcLMIL00K9deuoFnnRIlGGwBhjOuXq6gpXV1f06NFD5edqVGKhrVYa2mbolwCkLD09nT8AqUsQqOgzIoIS4WPHADMz4Mk5gy+/pNKJdu2AwED6Wk0cJ+UMGAD88w+QnAzUqCHCABwc8Lh/f1Rdu1aEF6dOfzt30n9LJydRhiApfF5JB8dKN5TKr9zdqZe+uTltYhEVBWRmAoMGUatRd3fgt9/0tF1pKW9vb8UmK8rQaCc9bbXSYNJRLNJslySVlADx8YCPD9URT54MyM8TOzuaIe7QobTO+IsvtPbSHKfKXbwI7NgBfP65SMnxE0JJiWiv/dlntHnIDz/Q5zP2YnxeSQfHSmRHjgA1a5Z+v2ABNZifPp2+XrBAJxskxcXFoaioSLHzZVnyHRqVpXYNclmattJg0iHfnpI9R34+zQ4vWAD06kVTcs2aATdu0M/79KEE+fx5+jS9fz8wbZpOWn1xnCr31Vf0OeXDD0UchEwm6oSCjw917vjhB9qllL0Yn1fSwbEyMLt2ASNH0tcjR9KlKx3p0aMHPv30U+Tl5ZW7X9V9OdROkLXZSoMxSbp/n5Jcea+sPXuAV1+labnERLp+/8svpZ+iO3UCJk6kxXfm5qINmwEXLtDs8eTJInfCM4B+1DNm0H9l7mbBGKtMUVERAgMDFbc1a9Y8+yCZDOjalXZekv88LY0WmwNA7dr0vQ74+Pjg4sWLuHPnDnx9fXFQg7U7apdY+Pn54fz58/jll1+QnZ0Nb29vtVtpMOlwcXERewjiyc2lT8H//kszxRcvUnnEkiU0DdmxI30qfuWV8peWRGDScVKCfPZ4yhSxRwJUly/SFEnLlkDPnrRQb8IEcctNDB2fV9LBsdINCwsLREVFvfhBERGAiwuQng506VK62FxOJtPp5ICTkxM2btyIgwcP4r333sPLL7+M7777TuXjaKUPMgCkpKQoes/FxsZi06ZN2jisWniRnu7k5ubCxsZG7GHoXkkJcPkynehOTtSD+NEjwN6e2h28/DLQti3dgoJKO1EYCJOJkxouXKBJ/JkzKVEW1Zw5yG/cGNYDB4o6jOhoSpS/+AKYPVvUoRg0Pq+kg2OlGyrnV7NnA9WrA2vXAuHhNIt8+zZtjayHMpjc3FzMmjULmzZtwr1791BUVKT0c9VOkJ/eYroi9vb2sLOzU+cl1MYJsu6Eh4ejffv2Yg9Dd1aupB3ojh8HMjLovj59SuulLl2iLdcsNFrfqnNGHycN9O9Prd2SkvS+iPq5DCVW/ftTR4/ERO5oURFDiRWrHMdKNyrNrx49ogkmW1v6uksX6t9/+DC9scgX6WVmAgsX6m3c0dHRGDt2LM6ePav0c9T+LT9SXmz9FHkRtCAIkMlkGDVqFEaI0oGfsRe4cwc4cYJuaWmA/IrHrl2UIfTuTfXEbdsCnp6lz2vaVJzxMq2IiQH++IPerw0hOUZWFsxzc8UeBQCaTf/zT/qdpYPF5YwxU5CWRit/AaCoCBg6FOjeHWjVChg4kJqv169Pbd70KCAgAGfOnFHpOWonyEeOHFH3qUzCqlevLvYQVFdcTP2GZTJg1Srg22+BhAT6mbU10Lo1ncgWFsDu3XSfxEkyTnrwv/9RlYwh1B4DABo3RuOQEECNJvba5u0NDBtGjVY+/JDW0bDy+LySDo6VSBo0oJmIpzk50SyyiMzMVOtLoZU2b8x0BAYGij2EymVnA4cOUWPXbt2oTYG8JKh6dcDfn5LkEyeABw9oww55yYQRJMeAROKkZ+Hh1HTks88MZPb4CeeXXhJ7CApffAEUFADz54s9EsPE55V0cKyYpjhBZiqJjIwUewjlCQIVk8rrhffvpynCLl0oQb5zhy7xyDdjGD6crrF//DEQHGw0CfHTDC5OIhME2lrZxQX44AOxR1OGTCbqrqNP8/QERo8GVq8u/UzJSvF5JR0cK6YpTpCZSvLz88UdQFERcPIktVbr358yHg8PYNs2+rm/P7Un+PtvICuLLvWsWkWPMSGix8nA/PkncPo01dka1MJ2mQwlBrbj18yZVI30+edij8Tw8HklHRwrVtbt27dV/j+h9QRZnUEwVqG7d6ku+NAh+v7xY2qx9vHH1JuqY0fqPNGzJ/28bl1qK9O1Kzd0ZQCAwkKqPfb2BgxyvbCBbbTk5kY1yJs2ASos+GaMMYM1fPhwNGnSBFOnTlX6OVrrgyzXuXNn3LhxA/369cO3336rzUMrjdu86U5RUREsdN3ibPNmKuY/cQK4epXu694dOHCAvv77b6B589Jdedgz9BInifjxR+Ddd6lBSe/eYo/mKUuXorhBA5i//rrYIynn4UMqt/DxAcLCDGLDP4PA55V0cKx0Q8r5lSAIiI+Ph4+Pj1KP13qCrM4gtE3KATR08fHx8Pb21s7BHj2i694nTtCOO0uX0v0dO9IudS+/TLvSvfwy7WJgUNfGDZtW4yRhOTnUtrphQ9oA0RATPUON1cqVwPvv0wUcA8vfRWOosWLP4ljphtTyq0ePHqFKlSowNzdX+blaK7F49OgRip/U0slkMtGSY6Zb6enp6j2x7OewdeuAFi2oBKJjRyp2DA+n+mKACkbT02nK75NPqBcxJ8cqUTtORmb+fFqnuWiRYSbHSElB5rVrYo/iucaOBRo3BqZNozIVxueVlHCsTFNJSQm2bt2KXr16wdnZGU2aNEGdOnXg7e2NadOm4fr160ofS+0EWZuDYEYoJwc4cgSYN4+mn5ydgdRU+llREfVE/OwzYN8+2lEnJqa01Zq9vYFmM0xKEhKAxYupt29wsNijqUBQEBqsXSv2KJ7L0pI+WFy5QrvEMsaYoevQoQNu3LiB+fPn486dO7h16xbS09MRERGBNm3a4NNPP8XmzZuVOpbaJRbt2rVD586d0adPH/j6+ioaMGdmZuLIkSPYunUr+vbti7feekudw2tEapcApOTevXuoWbNm+TsFAbh+nfoNOznRNdm+fUtbqzVpArRpQ9uXmVg3CbE8N04mpl8/IDSUythdXMQeTQVcXJDXoQOqKPmGrW+CQBd5YmPp39GQ+keLgc8r6eBY6Yah51eFhYWwtLTU+DGABjvpHTp06Lkv4OjoiH79+qFfv34o5OtyRic/P592EoiIACIj6XbyJPUhXr0aGD+eyidmzKBpu6AgSpyZXpl6J5mwMKrU+fprA06OAUAmQ7G8tMgAyWTAd9/REoBZs2iXPVNm6ueVlHCsTJM8L/3999/RvXt32NraYs6cOTh37hw+//xzBAQEKJUcAxqUWDzvBe7du4eyE9LKDoIZMEGgqaONG4EDB3Dt2jUqn+jUiWqHExKAPn2ANWuo0wRAfaK++oq2z+XkWBTXDLSuVR+KimgraXd34KOPxB5NJWQyPHz4UOxRvJC/P/Dee7Ro73k7yJoSUz6vpIZjZdrmzJkDW1tbRERE4PDhwxgzZgzee+89lY6hdoJ88uRJtG/fHm+++SbOnTsHX19f+Pr6olatWggNDVX3sMxQLF4M9OoF1KxJK3VGjaLFdQAlveHhVDscH0/3jx0L1K8v5ogZA0Cf1S5epP/CkljbaWB9kJ9nzhw67SdOlMRwGWMmTt61Yt++fRg3bhx69eqFgoIClY6hdonFxIkTMW/ePDx48AAdO3bEgQMH0KZNG1y+fBlDhgxBd/lsIjNc8tlhealEbi7wyy/0s927aZOON96gUongYKBpU7glJtLP27UTbdiscm5ubmIPQRTp6XRho0MHKoM3eF99BUGN9kP65uAALFgAvPMOtSkfPlzsEYnDVM8rKeJYmTYXFxeMHz8e//zzDz799FPk5+ejRL4uSklqL9Lz9/fH+fPnAQBNmzbFpUuXFD9r0aIFzp07p85htcLQi8hFk5MDVK9OX3/9NW3XnJVF39eoAYSEUGs1mYz6Oj2nRCYnJwfV5cdgBstU4zRiBLB9O5UCNG0q9miUI5VYlZRQS/KkJOpsYYobVUolVoxjpStSya8eP36M0NBQNGvWDF5eXrh9+zYuXryIrl27Kn0MtUss5F0rAMDmqeuYMm7RJb6SEuDyZeDnn4Fx44Bmzeg3mrw3pJsbLfP/6ScgLo7KJXbvLm2vVkH9eFRUlJ7+AkwTphinsDDaHvmTT6STHOPKFVyU7xBp4MzMgOXL6S3kiy/EHo04TPG8kiqOlWmzsbHBo0ePsG3bNgDUucLe3l6lY6hdYhETEwM7OzsIgoDc3FzY2tpCJpNBEATk5eWpe1imrgcPaFe6Zs2A2rUpUxg1in5mb09t1gYMKE2AR46kG2NGID+fFpI1bEgNVCSjWzd4NGlC56YEBAbStt3LlgFvvUXfM8aYoZkwYQLMzMwQFhaGWbNmwdbWFv369cOZM2eUPobaCbJ81zwmkocPgR07SuuH4+OppnjdOmD0aOoysW4d1Q43bkzTP1pgZ2enleMw3TK1OC1YQOX0f/8tkYV5ZVhaqP02LIr586kS6513gDNnKrzYZJRM7bySMo6VaTt16hSio6PRokULAICDg4P+FuktWbLkhT//SEv9lW7dorrCtDSa/Bw3Dpg8WSuHlo7792l2ODIS8PEB+vcH8vKAMWNo9UybNsCgQfRnUBA9x9WVEmUtCwgI0PoxmfaZUpyuXqUNGwcPBlQoLzMMMhmcnJzEHoVKatQAVqygRZCLFwPTp4s9Iv0xpfNK6jhWps3S0hLFxcWKkt+7d++WKw1WhtrTitnZ2cjOzkZUVBRWrVqF1NRUpKamYvXq1YiOjlb3sM+wsKA34fh42o9ixQr62iS8/z4lxI6OQLduwJdfAv/+Sz9zdgauXQPu3QP27wdmzgS6dAF0/Kk5IiJCp8dn2mEqcSopoQ6DNja0oYUUpaeliT0Elb3xBvDmm8Ds2fQ2ZCpM5bwyBhwr0zZp0iT07dsX6enpmDFjBtq2bYv//e9/Kh1D7RnkL56s0ggJCUF0dDRsbW0BALNnz0avXr3UPewz6tShGwDY2tLim9RUwNtbay8hrvv3KfM/eZJmiK2sgD176GeJibTbwZAhVCrRujX9I8h5eup9uEUGvOsXK2UqcVq5Ejh2DFi/nkrvJUcmU7n1kKFYtgw4fJiu6oWFlS5vMGamcl4ZA46VaRs2bBhatmyJw4cPQxAE7Ny5E01VXL2tcfFbWloarKysFN9bWVkhTUczIklJwLlzpVUEZa1ZswZr1qwBQKsVw8PDAQANGjSAra0tYp5sAeXk5AQfHx8cO3YMAGBhYYG2bdsiOjpasaNVYGAg0tLScOvWLQCAl5cXrK2tERsbCwBwdnZGo0aNFJ9Qra2tERwcjKioKOTk5AAAgoKCkJKSgtTUVABA48aNYS6TIfHgQeS6uaF27drwWrIE5mvXAgAEMzPIfH1x29sbV56MPfivv5CYmIg7d+4AALxzc1Gck4MrV64AoD5/rq6uOHXqFACgevXqCAwMRGRkpGKbzbZt2+Lq1atIf9K9wtfXF/n5+Ypdhtzc3FCrVi3Fil87OzsEBAQgIiJC8QYTEhKCuLg4ZGRkICcnB1lZWcjOzkZCQgIAwN3dHY6OjoorBw4ODvDz88PRo0chCAJkMhnatWuHmJgYZD1pKxcQEIDMzEwkJSUZXpzMzRH/5DJF7dq14eHhgcjISAC0MjYoKAinTp1Cbm4uxSk4uHycvL1RXFzMcdJxnG7dssS0aQ5o3fo+2rS5i/x86cXppREjkGtnh4LkZEnGadGiYIwbB0ybdgWvvXbbaM8nAPDz80NBQYHid4uU4mQq73vyOGVnZyMnJwfh4eEcJx3ESSqaNGmCJk2aqP18tfsgy82dOxe//fYb+j7pyr9z504MGjQIn332mSaHfUZODu1NMWMGXdp7EYPp03f/fukiupMngVOnaHFdRgaVTfz2GxVQPm922ECVlJSoXMfD9M/Y41RSQutQo6OB2FjqWihVUo5VSQnQuTMt1rtwAfDwEHtEuiXlWJkajpVuKJVfhYbSYrHiYlrNK8JCBUEQsGXLFiQkJGDWrFlITk7GnTt30Lp1a6WPoXGCDADR0dH490ltbEhIiGLVoLYUFgKvvUZluMqs/RMlQS4upuLoyEgabN26wI8/Uk8kMzNqvxYcTAvp+vUr3bBDYi5evIhmzZqJPQxWCWOP08qVVKL/00+0VlWyzp3DldRUNH7tNbFHorabN+ntLSCASi2MOScx9vPKmHCsdKPS/Kq4GGjUCDh4kJoFtGoFbNum97rY9957T9Hm7dKlS8jKykLXrl310+ZNfmkCoMsRz1sxWvYx6r8O/QJs2lS55Fiv7tyhVYPy2eHsbLp/yxZg6FCgd2/6j9KqlWQT4qfJL2Mxw2bMcUpIoM1AunbVSaMW/Ro4EPb169OHaomqXx/4/nt6n/7hB2DKFLFHpDvGfF4ZG5OIVUkJcPs24OIi9khKnT5N66MaNKDvBw+mvpB6TpC10eZN7c/6HTp0wLJly5CcnFzu/oKCAoSFhWHkyJHYuHGjuodXOH6c9rwICwP8/em2f7/Gh9WO4mLqL3XvHnXN/+UXWtI9ZAj9vE4doEMHo0mOGRNbURGdaubmwNq1RrIwTPOLeKJ7+23K8T/7jDbwZIzpwMOHwD//UEer7t0BJydKivT4HlJUVITAwEDFTb72SyE1tXzNm6sr3adn2mjzpvYMcmhoKNavX48hQ4YgMTER9vb2yM3NRUlJCbp27YopU6ZopdSibVsD/v3h4kL/YatVE3skeuPn5yf2EJgSjDVO8+ZRFdPWrUC9emKPRgtkMjg4OIg9Co3JZPSBxdeX+tYfP26cG4gY63lljCQfq5KS0rLN7t0p6dyxgy7VyGR0sg0YQKWbxcXUE1cPLCwsJLGN99Nt3nbs2IGvv/5apWOo/S9apUoVTJgwARMmTEBhYSHu3bsHGxsblfe6ljwTSo4B6n9tDL/QjZ0xxunkSeCrr4Bhw0ov0hiDwsJCWFX+MINXuzawahUwcCBNcKn4u0gSjPG8MlaSjFV6OrB8OSXFp0/TBBwA/PwzMGoU0KsX1fa2bq3zPQ/U5uJCO7zJpaTovQREEASEhISI3+YNoKnsOvJmxcyoJSQkoJ5RTN0ZN2OLU3Y2JcaurlT2bzRkMuTk5MBYPmYPGEB14fPmAR070s2YGNt5ZcwMOlbFxUBcXGmHq5AQqlOSyejkadaM1jEFB9NNvudBrVp0M2StWlGpaWIiJcbbt9MlPz2SyWTo2bMnLl68qFGbN/3MyTPGmAYmT6Y+6OHhtNWx0Vi6FCkJCTDwX3kq+eEH4MQJqhWPiQFeeknsETEmsvx8wNqa6kV79aIdcZ/0OkbNmoCXF3390kvAgwfSvjJtYUGz4N260QeB0aNpR2A9CwgIwJkzZ9CqVSu1j6GVNm+GxmD6IBuhpKQkuLu7iz0MVgljitPmzcDw4dQD3Rgv2xtTrORiYmhDp06daGNQY2n9ZoyxMlaixaqoCLh4sXR33MhIqj960goXb79NCbC87WuDBpJabSyV/KpJkya4du0a3N3dUa1aNUVXtQsXLih9DE6QmUoePnwIO0OtfWIKxhKn+Hi6YteyJXWy0dM6FP05fhw5AKq/8orYI9G65cuBDz4AliwBPvxQ7NFoh7GcV6ZAb7FKS6Ndcrp0oe/ffBP46y/6ulYtSoTbt6fLYEZAKvnVzZs3n3t//fr1lT6GxgmyNnYr0TapBFCKwsPD0b59e7GHwSphDHF69IjWoty9C5w/T3vvGB1vb6Q7O8P5yfbFxkQQgL59qS3niRNAYKDYI9KcMZxXpkJnsbpxAzhwoHR2ODGR7pfvkPvPP/R1cDA1CZfQ7LAypJJfLVmy5Jn7atSogZYtW8Lf31+pY2h84WvChAmIjIzEtm3bAAC2trZ4//33NT0sY8yECQLw3nvApUu0vsMok2MjJ5MB69fT1eX+/SlnYExSbt8G/vwTmDaNtowEgEOH6NJIeDhtH7loERARAdja0s+7dqU2O+7uRpccS0lUVBRWr16N1NRUpKam4scff0RoaCjGjh2LhQsXKnUMjS9YamO3EiYdkmubY6KkHqf162mDoNmzgc6dxR6NDslksDLGhsFPODpS69ZXX6UuJPv20SYvUiX188qUqB2rGzdowUNkJCDfCM3Kisok6tenPoY9elBfYk6ADVZKSgqio6NR/clGbV9++SV69eqFY8eOoWXLlvjkk08qPYbGM8ja2K2ESYfkm6+bCCnH6fx5YOJESow//1zs0eievVG15XhW69bAsmXA33/TBx4pk/J5ZWoqjVVKCn16+/hj4JVXSvtH2thQTVCbNlRAHxlJ/Yh79aKfOzjQLkWcHBu09PR0WFtbK763tLREWloabGxsyt3/IhrPIMt3K0lLS1N7txImHUePHkW7du3EHgarhFTjdPcu0KcPdT7askXas41Kkclw9+5dGHsntLFjgVOnqAtJq1ZA795ij0g9Uj2vTFG5WOXlAffuUSP1oiJqq5aURD+ztqZVwPIFfXXrls4cM8kaNmwYgoKC0KdPHwDAnj17MHToUDx69Aje3t5KHUPjBHnYsGGK3UoAqLVbCZMOI2x6YpSkGKfCQqpVTU+njkjOzmKPSA9Wr8bNy5eNPkGWyWiCLiaGWvZFRZW2fpUSKZ5XJiklBTXDwoCdO2kG+Nw54OWXgSNHqBXO4MFAnTo0S+zvTyUUzKjMnDkTPXr0wPHjxwEAq1evRuCTlcJbtmxR6hhqJ8jPWyEIAAcOHMCBAwfw0UcfqXtoZsBkfFlJEqQYpw8/BI4do77HxtDxQClt2+JRcbHYo9CLKlWAP/6gdU1vvEF5i9Q6pknxvDJ6BQVUl3X5MjBiBN03Zgx8/vmH/tO1agVMmUK71cnNny/GSJkeCYKAy5cv48GDB4oOa6dPn1apw5rabd6+/PJLAMCVK1dw5swZ9H5yzWzPnj1o3bo1Nm/erM5htUIqbUgYY2TtWmDcOFosruQCY+Nw6FDppgEmIiyMNtnq0gXYvdsIe1sz3TtzBvj9d/qUFRVFJRQyGe1CZ2tL9Tzm5oCfH2DEi2DFIJX86r333oOZmRnCwsJw6dIlZGVloWvXrjhz5ozSx9C4D3JISAj27dsH2yctTrKzsxUrBcUilQBKUUxMDC9UkQApxen4caBDB6BjR+l3OVCZnx8eODmhRliY2CPRqzVrgPHjaWLvu+/EHo3ypHReGQX5rnSRkbRwbv586h6xfDktrgsIoNKJ4GC6ubgonsqx0g2p5FcBAQGKDmvnzp0DQAs3Y2JilD6Gxp/d09LSYFWmfsfKygppaWmaHpYZqKysLLGHwJQglThdv06X293dgW3bTCw5fqLQBNtijhtHPa6//x5o2pS+lwKpnFeSJQg0E3zxIu08d/o07RgEUM3wzZuUIL/9NvDOO1RCUQGOlWnTRoc1jRPkESNGoHXr1ujbty8EQcCuXbswcuRITQ/LGDNyGRlAz570O3HfPuqeZHJMuKb122+BK1eA998HPD3pCgIzISUl9CnpxInSGeIPPqD/EDVqUGu1t9+mGeKXXy7fWq1aNXHHzgyevMNaenq62h3WNC6xAIDo6Gj8+++/kMlkePXVVxWbhohFKpcApEhv+9szjRh6nPLyqAb1zBng8GFqQ2qS/P1R6OICy337xB6JKB4+pNwnNZVKbZTsviQaQz+vDNrDh/Sp2MOD3gBcXIDMTPqZkxOVSLzzDvV51MrLcax0QUr51eXLl3H48GEIgoBOnTqp3GFN4wT5q6++eu79s2bN0uSwGpFSAKUmKSkJ7u7uYg+DVcKQ41RSQruqbd8O/PorbUxlslq0wOOaNVH14EGxRyKapCTKjSwtaRLR1VXsEVXMkM8rg3PjBn3qOXGCbrGx9Kn477/p519+SbVVwcHU80/LV1M4VrphSvmVxiUW1cpc6sjLy8PevXu5D7IR4zcdaTDkOM2YQcnxN9+YeHIMAD//jNiYGCjfeMj4uLsDBw5QF64ePagHtr292KN6PkM+r0T1+DFdDrp+HRgzhu4bO5b6DtvZURLcrx9QdpOVL77Q6ZA4VqapohbEcqq0INY4Qf7444/LfT916lR069ZN08MyxozQkiXAggXAu+9SSzeT5++Px/fviz0K0fn7054O3bvTos3Q0Beuv2KG4PhxugR04gT1IS4upp59Q4fSds0LF9KfTZsCKi6OYkxd2dnZACpuQawKrXegfPz4MVJSUrR9WGYgGjRoIPYQmBIMMU4//0ydmQYMoC5NJrw+rdTevWj68KHYozAIHTsCv/wCDBlCu+1t3254XU0M8bzSueJi6ipx/DjdFi+mjhKnTwPr1gFBQcD06TRL3KYNJcWA6Lv9mGSsGL54cmUiJCQE0dHRihbEs2fPRq9evVQ6lsYJcrNmzRRtNIqLi3H37l3MnDlT08MyAyX/z8YMm6HF6a+/aP1N167Apk2Gl/iIZvZsODg50awbw+DBwO3bwEcfARMmAKtXG9YHKUM7r3TqwgVg6lTg5Engyawc6talVmt16lAj6w8+MNidXkwqVuwZ2mhBrPH/7L1795YezMICtWrVgoWBnjBMczExMWjfvr3Yw2CVMKQ4HT5MiU/r1sCffwLW1mKPyLBkP3gAJ7EHYUA+/JCaHcydC1StSmU5hpIkG9J5pTW3bpXODh8/Tm3WxoyhVmppacBbb1GbmVdeAerXLw1G1arijrsSRhkrprSyLYgBYOfOnSq3INY4k125ciW++eabcvd9+umnz9zHGDM9p09TTWmjRtTrmNuXPsVQMj8DM2cOkJNDG4lUqwao2L6UVaS4GMjKAmrWBHJzqT745k36WdWqVCIhXyHZsCGgwq5jjBkCQRAgk8kwY8YMdO/eHREREQCAn3/+WdGCWP6YymicIB88ePCZZPjAgQOcIBspJyee65ICQ4jT2bNAt27ASy8B//wDODqKPSLDZGVpKfYQDI5MRltQP35MM8nVqgGffSb2qAzjvFJJTg6VSMhnh0+epHYhe/dSrXDfvtSX+JVXAD8/gy2XUIfkYsW0okOHDujXrx/69OmDli1bomXLlgCAgoIChIWFYePGjejQoQNGjRpV6bHU7oO8atUqrFy5EgkJCWjYsKHi/uzsbLzyyivYvHmzOofVClPq06dvJSUlKm/XyPRP7DhFRwOdOtFkVHg4XZllz9G6NQQnJ8gOHBB7JAapuBgYORLYsoVmkydPFnc8Yp9XlUpJod3punSh70NCqG+eTAY0a0aJcJculBgbOYOPlUQZen6Vl5eH9evXY8uWLUhMTIS9vT3y8vJQXFyMrl27YsKECUpvZqd2gvzgwQNkZWXhs88+w4IFCxT329rawlHkqSJDD6CUhYeHc12XBIgZp3PnKDm2tQWOHqU+t6wC16/j5JkzaDNkiNgjMVhFRcCgQVS/vnQpMGmSeGMxuPe/pCTaeOPff+mWnAxYWQEPHlCfvH/+ob3c27Sh7ZtNiMHFykholF/Nng2sXUuXFQFg3jygZ0/6ev586opibg788ANdftRQYWEh7t27BxsbG9ir0Vxd7espNWrUQI0aNbBt2zZ1D8EYMzLnzwOdO1NyHB7OyXGlPD2Rx20xX8jCAti2jRZ6Tp4MFBZSu0CTU1REnz7//Zem1Z2cgN9+Az79FKhVC3j1VWr/0bYtbUsIUNsYxgzJhx9Sd5Sy4uOpr2NcHPDff/RL5OpVjdsdWVpaok6dOmo/X+0EuW3btoiIiICtrS1kMhnKTkTLZDI85N6eRok7lEiDGHE6f55mjqtVow20PDz0PgTp2bEDzteuATzT9UJWVrQnxbBh9Lu1oECcmmS9n1epqcD69ZQUR0ZSTTFAi+t69ABGjKByCU9PXvD5FP5dJSG7dtEnYGtr+sXh6UkrvIODRR2W2iUWhoxLLBjTrxMn6EqZfOa4zLIE9iLBwbQV799/iz0SSSgqosnTrVvpau2sWUaUF96/Twvp/v2Xaod79gQuXwa8vQFfX7rv1VdphtjFRezRMhNlbW2NZs2aKb4fN24cxo0bp9yTZ88GNmyg97zAQNp0xsEBmDiRyoDeeoseN2YMfQDs31/r41eFxh+x8vPz8ccffyApKQlFRUWK+2fNmqXpoRVCQ+nSWnExbTYwfbrWDs1UFB0djYCAALGHwSqhzzgdOgT06UN7CBw6xAvyVPXwwQPYiT0IibCwoN32LC3pd21BAbWA01eSrPXzqqiILjn/+y9tzCEI9JesXp0S5MaNqSm0g4P2XtNE8O8q3bCwsEBUVFTFD+jcGbhz59n7584F3nsPmDmTTtiZM6lWav163Q1WQxonyH369EGNGjXQsmVLWOtgB4DiYupbfvAg4OoKtGoF9O5NH6qZ/nHpjDToK047d9ICqiZNaBK0dm29vKzxkMnKTSywypmb0+9UKyta45OZSVuX62N3Ro3Oq5s36fLK0aOUAP/wAyXDERG0aGn2bJohDgoq3YRDJuPkWE38u0okhw4p97ixY4HXXqOvXVxowxq5lBSNr5IIgoAtW7YgISEBs2bNQnJyMu7cuYPWrVsrfQyNE+SUlBSEhoZqepgKnT5N5SjybdUHD6ZyFU6QGRPXpk3A22/Th9b9+/n3uNqMr8pN58zMgB9/pHVqCxbQJOumTQa6S+PXX9Pq/KQk+t7RkXbPkYuONqI6EcZe4PZt2qYcAP76i0qHAJr1HDqUFpn+9x9w7RptvaqBCRMmwMzMDGFhYZg1axZsbW3Rr18/nDlzRuljaJwgv/zyy7h48WK5mhRtSk0F3NxKv3d1BU6devZxa9aswZo1awBQa4/w8HAAQIMGDWBra4uYJzsCOTk5wcfHB8eOHQNAlwvatm2L6OhoxSfOwMBApKWl4daTTzReXl6wtrZGbGwsAMDZ2RmNGjVS7NBibW2N4OBgREVFIefJIoqgoCCkpKQgNTUVANC4cWOYm5sjPj4eAFC7dm14eHggMjISAGBjY4OgoCCcOnUKubm5AIDg4GAkJibizpPLFd7e3iguLsaVK1cAAC4uLnB1dcWpJ/8g1atXR2BgICIjI5Gfnw+AFlNevXoV6enpAABfX1/k5+fj2rVrAAA3NzfUqlVLccnEzs4OAQEBiIiIUMxshYSEIC4uDhkZGSgpKUFWVhays7ORkJAAAHB3d4ejoyOio6MBAA4ODvDz88PRo0cVO9a0a9cOMTExyMrKAgAEBAQgMzMTSU9+aXCcpBWnzz/PwMqVnmjdOgd//10V0dEcJ3Xi1OLhQ1R1dERycjKfT2rEqVs3IC+vIb7/3g2Jiffx5ZcXUbVqsdbjBAB+fn5wcXFR/G55Ok7OubnwTk/Hne3bYXvpEs7+9BNCOnfG7Tt3YOHmhvuvv446Q4bgXq1aSEpOBsLDTSZOgH7OJ3mcsrOzUVJSgvDwcD6fdBAntX3yCa3mlsmoxdGPP9L9Pj7AwIE082lhAaxYofEloVOnTiE6OlrR89jBwQEFBQUqHUPjRXre3t64fv06PDw8YG1trfgPd+HCBU0Oq7BjB9Ug//QTfb9pEyXIy5dX/BxepKc7N27cKLcxDDNMuopTSQmVjX3/PdCvH7B5M7VbZWr67z8k3bwJd5FXa0ud/GqGvz9w4EBpm1VtK3deCQL9ot+9mxbJyGeInZyAdu2AlSup/RoTBf+u0g2p5FdBQUE4ceIEWrVqhejoaNy9exddu3bFuXPnlD6GxjPIB3S8A5QOSlOYBm7dusVvOhKgizjl5QHDh9OH1smTaQGyPuo+jVrduki6ehXuYo9D4oYPp8qFAQOoMcj+/UCjRlp+kZs3UbB2LZCWRrXEK1bQQrpatYCAALo83L49zYbxDm6i499Vpm3SpEno27cv0tPTMWPGDOzYsQNff/21SsfQOEGur+Ml661aUTlKYiIlxtu3U4sfxpj+ZGZSp4qICGDJElp4z7Rg82Y4X77MfZC1oFcvICyMyhnbtKESx3btNDhgSQkluqmpFJ/r19EUKJ0hlu9MFxQE/PGH5n8BxpjWDBs2DC1btsThw4cBALt27UKTJk1UOobGJRZLlix55j55Vwt/f39NDq2wfz8wZQp1tBg9Gpgx48WPl8olAClKTU2FC0/hGzxtxun6deD114GEBLqUPXCgVg7LACAkBPnFxbA+flzskRiNxERKlq9fp9K8ESOUfOLjx/QJ8PBhWokfFERlEiUltENJmzZI8/FBrY4deYZYAvh3lW5IJb/6/fff0b17d9ja2mLOnDk4d+4cPv/8c5Va/2k8gxwVFYWoqCi8/vrrAIC9e/eiefPmWL16NQYMGIBPPvlE05dAz56l23UzcemilR/TPm3FKSyMLlsD1GoxJEQrh2VlyLiDgVZ5eNDGNf360aYi164BX331nEYR8hpigBLgHTuosbKlJfDyy4CfH/3MzIz2ugZgfu8eJ8cSwb+rTNucOXMwYMAAREREICwsDFOnTsV7772nWIyoDI3P9JSUFERHR2Px4sVYvHgxzp49i/T0dBw7dgwbNmzQ9PDMwMhX4DLDpo04rVwJdO1KvY3PnOHkWCdkMknMxkiNvT0t1hs9mrqsDR0KPH4kAFevAsuWUb2Qj09pi70mTYBJk2hFeFYW1RiPH//Mcfn9Tzo4VqbN/MkCmX379mHs2LHo1auXyl0sNJ5BTk9PL/dJzdLSEmlpabCxseFPcIxJUGEhLcJbtYr6uG/ZQjuDMt2QcR9knbCyohILLy/gwmfbkPnnDFQtSKQfNmwIdOoE5ObSphwzZ4o7WMaYVrm4uGD8+PE4ePAgPv30U+Tn56OkpESlY2icIA8bNgxBQUHo06cPAGDPnj0YOnQoHj16BG/ezcPoODs7iz0EpgR145SRQSUVR45Qy8p587hThU7JZLC0shJ7FMZDEGjL5tBQIDQUsiVLMH16C5zOt8f5r5vj+2qf4M0fu+HlYR5qHZ7f/6SDY2XafvvtN4SGhmLq1Kmwt7fH7du3sWjRIpWOofEiPYDqkI8/WWTyyiuvIDAwUNNDakQqReRSVFRUBAsLjT9XMR1TJ05nzgD9+wN37gBr16qwuImp7/59ilXNmmKPRNru3AE++4z2O799m+5r3hz47jugY0cAVF3xxhv056JFtPBb1fJvfv+TDo6Vbkgpv8rKysK1a9eQl5enuC9EhVpBraw2aNiwIYKDg9GiRQs8fvxYsbsMMz7yXX+YYVMlToIArF4NtG1LCcPx45wc6429PSK4VlI1ggBcvkxZ7qZNdJ+tLSXHISHAzz9Ta7aYGEVyDFBf5FOnqA3cRx9R7+THj1V7aX7/kw6OlWn76aefEBISgm7duuGLL75At27dMHv2bJWOofHHq59++glLly5FSkoK/P39cfLkSQQHByMsLEzTQzPGdOzxY+DddynP6N6ddsZzchJ7VCZk3TrUiYvjPsjKiIig5sa7d1MPNwB46y3KdKtVo6S4kilhW1tqVjF/PpUdx8QAv/0GNG2qh/EzxvRm6dKlOHPmDNq0aYMjR47g8uXL+N///qfSMTSeQZYPon79+jhy5AjOnTsHe3t7TQ/LDBQvvJQGZeJ07RptqLB5M/Dll8C+fZwc693WrajDkwnP9+ABNcGXW7AAWL4c8PSkXexu3iydQQaUrpcwM6Ne+qGhtCleYCDwyy/KDYnf/6SDY2XaqlSpgipVqgAA8vPz0aRJE1y5ckWlY2g8g6yNQTDpCA4OFnsITAkvipMgUEIwcSKt9D9wAOjWTY+DY+XYVa8u9hAMR0YGsGsX7Ux38CC1VElNBerWpeTYyYmmgbWga1fg/HlqATdyJC1MXb6cJqMrwu9/0sGxMm2urq64f/8+3njjDXTp0gUODg4q7/ys8Qzy04Po06ePzrefZuKJiooSewhMCRXF6cED2hNh1CggIIASBE6ORSSTITsnR+xRGIadO4FatYAxY4C4OOpLHBFB9wGAu7vWkmO5unVp07yZM4GNG4HWremlK8Lvf9LBsTJtf/31F+zt7TF79mzMmTMHY8aMwa5du1Q6hsYzyH/99RcAYPbs2ejQoQMePnyI7t27a3pYZqBy+Je5JDwvTidPAkOGALdu0c5i//sft3AzBCVFRWIPQf/u3aPi399+o+nbt9+mrZ2nTaNWKgEBqreYUJOFBZ0PISH04TEwEPjmG7rC8vSmefz+Jx0cK9OWn5+PP/74A0lJSSh68h57/vx5zJo1S+ljqJ0g9+7d+7n3C4KAtWvXYvfu3eoemjGmRcXFVL75xReAqytw7BjtpMsMgCltMy0IwK+/0s4zoaFAURGtjpP3ga5Th1bPiaRzZ2qhPGYMbZSzdy81xHBxEW1IjDE19enTBzVq1EDLli3VrkdXuw/ySy+9BDc3NwwZMgRBQUF4+jDt2rVTa0DaIKU+fVKTm5sLGxsbsYfBKiGP0/XrNDkXEQEMHky74/EaWgNSUECxqlFD7JHoRlEREB9PPYkBoGVLWhk3dChN1zZvbnAfEgQB+PFHagVXpQp9PWAA/Yzf/6SDY6UbUsmvfH19Nd5uXO0a5Dt37mDevHmIjY3F5MmTcfDgQdSsWRPt2rUTNTlmupWSkiL2EJgSkpNTsGwZ5R8XL1J95datnBwbHCsrpKSniz0K7UtIAD7/HKhfn1qlZGfT/Xv2AMnJwMKFgJ+fwSXHAA3p3XepPt/TExg4kPqCP3jA739SwrEybS+//DIuXryo0THUTpDNzc3RvXt3bNy4ESdPnoSnpyfat2+P5cuXazQgZthSU1PFHgKrRGIiMHhwTUyaBLRrB8TG0i94A8xF2MqVkH33ndij0J7oaKpVaNiQyiX8/akVm/wSZ926zxb2GqhGjWjTnFmzqCrExwfYsSNX7GExJfHvKtPUrFkzNG/eHBEREQgICEDjxo3RvHlzxf2q0GiRXn5+Pvbt24dt27YhKSkJkyZNQt++fTU5JGNMTfJLw1OnAoJgi59+AkaP5sTYoO3eDefkZLFHoZmkJGrH5uVFNQk3bgBz5lCrFFdXsUenEUtL6hHeqxedS//7X3PExQHffw/w7uCMGZ69e/dq7Vhq1yCPGDECsbGx6NmzJwYPHgxfX1+tDUpTUqmRkaLbt2+jTp06Yg+DPeXKFbosHB5OE3jz5qWhVataYg+LVaZ7dxSkp8MqOlrskahGEICjR4EffqC+xf36UUcK+c+M8FNZfj7w2WfZWLbMFg4O1DN5wACj/KsaBf5dpRuGnl/l5eVh9erVuH79Opo1a4YxY8bAwkK9uWC1E2QzMzNUe9JRXVbmHUIQBMhkMjx8+FCtAWmDoQdQytLT0+Hs7Cz2MNgT+fnUkmruXMDGhko7x44F7t7lOElCjx4oTEuDpZQS5F9/pf9wFy/Sxh3jxgHvvQe4uYk9Mp1LT0/HnTvOGD0aOHsWeOMN2tSvbl2xR8aexr+rdMPQ86tBgwbB0tISr776Kg4cOID69etj6dKlah1L7RKLkpISdZ/KJCw+Pp7fdAzEv/9SbnL5MjBoEF32rV2bfsZxko7c3FxYij2IyuTlUTs2MzPqhQYAP/1E3ShMqFNAfHw82rd3xsmTwJIl1DqxSRPqozxxIvVUZoaB3wNNU3x8vGJx3pgxY9C6dWu1jyWN1RKMMYWMDJolDgkBcnOB/fuB7dtLk2MmIZaWEAx5t5acHGDRItrFbt8+um/WLCAmhhoGm1ByXJaFBfDJJ7QA9pVXgA8/pA52J06IPTLGDNjvv9NqVzMz4OmdDufPp7YxjRsDf/9den9oKN3n6UkN/SthaVk63aBuaYUcJ8hMJbU5CxNNURGwciWthfr5Z9p0LC4O6NHj2cdynCRi927c3rFD7FE8q7CQ/rM1bEiZYLNmpZ/ArK1NtvD26fOqYUP6gPrHH0BmJiXL77xDGwUycfF7oAHy9QX+/JNmd8qKj6dZnrg4SognTKAdroqLgfffBw4coMds20Z/vkBMTAzs7OxgZ2cHW1tbXLhwQfG1nZ2dSsPlC0JMJR4eHmIPwSQdPQpMmkRXtzt0AJYupZylIhwn6TDIWHXrBhw5Qr/Idu4EgoPFHpFBeF6sZDLgzTeBrl2p1OK774C//qJGHuPGcdmFWAzyvDJ1TZs+//5du2gnK2trwMODZotPn6afeXoCDRrQ14MH02O9vSt8ieLiYq0Nl2eQmUoiIyPFHoJJSU6m+uL27YH794EdO4DDh1+cHAMcJ8n4/nvcHj9e7FGQ8+dp5higvZb37aO2KJwcK7zovKpenRbJnjtH5+f779NeKKGhehwgU+D3QN0oKipCYGCg4rZmzRrND5qaWn6Rr6sr3VfR/XrCn20ZM0A5OcDixdShQhCA2bOppKJqVbFHxrTq8GE4Xbki7hiysmjXu1WraKXnpElAnz7ijknCfH1p8n3nTjpne/Sg2+LFFU+gMSYVFhYWiHq6friszp2BO3eevX/uXMm9r3CCzFTCe9vrVmEhsG4dJcRpadRnddEi2rFXFRwn6TATq55XEKhl26RJtPLzgw+AkSPFGYtEKHteyWRA375Az57UL3nOHJpVfvddOrd5kxHd4/dAkRw6pPpzXFyAW7dKv09JofuAiu/XAy6xYCoJCgoSewhGSRBo7YKvL7WUbdQIiIykvRdUTY4BjpNkyGSKfvJ6N306MGQI1fydPUuF7TVqiDMWiVD1vLK2Bj7+GLh2jeqRV62ihX1z5tBVIqY7/B4oIb170yK9/HwgMZFOmNatgVat6OvERKCggB7Tu7fehsUJMlPJqVOnxB6C0YmIoNXv/foB5ua0BuHoUaBNG/WPyXGSDr033ZfvDdWvHzBvHnD8OODvr98xSJS659VLL1FTkIsXgY4dqVNegwb0mSQ/X8uDZAD4PdAg/fUX1RFHRtL+7d260f0+PsDAgbT4rnt32n3H3JxWuC5fTo9r2pQe4+Ojt+FygsxUkpubK/YQjMbp01Sb+OqrQFISsHYtdano3VvzLlocJ4mws0NhlSr6ea2iIuB//6OSCoBmaD77jNssqEDT88rbm3KEkyfpatGUKXS1aMMG6mjFtIffAw1Q375UJpGfTzWEZfsdz5gB3LgBXLlSvndpz57A1av0sxkz9DpcTpAZ07OzZ4HXXgOCgoAzZ6j3+bVr1D+VcxUTs3kzzqu5DapK0tKoD9n8+fTLiXdCFVVQEHWj+ecfwNkZePttqlHeto0TZcYMhUwQ5NfbjIeh7xUuZfn5+bC2thZ7GJJ07hwt0Nm9G3BwoBXuEycCtrbafy2Ok3ToPFYxMXQ5MyODimBHjdLdaxk5XcRKvv7giy9on4RGjWiif9gw/sCsCX4P1A1Tyq8MegZ52jTa5755c5qZv39f7BGxxMREsYcgOZGR1N0mIAA4dowW6CQl0dVtXSTHAMdJMhYtwiNd9kF+/Jjq92Qy+o/IybFGdHFeyWRUDn7hAvU5t7GhMDVqRGVXBQVaf0mTwO+BTFMGnSB36UJ73V+4QG8W8+eLPSJ253n9DdkzBIF2x2zXDnj5ZVqI9+WXtBj3888BFXe8VBnHSSIiI2H177+6O37VqsDmzVT0ygvxNKbL88rMjBLlc+foKlPNmtT5wtOT1iw9fqyzlzZK/B7INGXQCXLXrqWXmNq0odpuxgxZURHVEbZoQWsLEhJo74XkZFq5bm8v9giZwdFFlduaNdRQG6DG/XrsHco0I5MBr78OnDpFH7Ld3KgUq359KsNITxd7hIyZBslUOK1fT1vuVmTNmjWKLQ8LCwsRHh4OAGjQoAFsbW0RExMDAHBycoKPjw+OHTsGgHaFadu2LaKjo/Hw4UMAQGBgINLS0nDrSYNqLy8vWFtbIzY2FgDg7OyMRo0aISIiAgBgbW2N4OBgREVFIedJc8ugoCCkpKQg9cm2iI0bN4a5uTni4+MBALVr14aHh4diO0wbGxsEBQXh1KlTitW3wcHBSExMVHwS9vb2RnFxMa482XnLxcUFrq6uinY21atXR2BgICIjI5H/pHdQ27ZtcfXqVaQ/eVf19fVFfn4+rl27BgBwc3NDrVq1FDvj2NnZISAgABERESgqKgIAhISEIC4uDhkZGSgqKkJWVhays7ORkJAAAHB3d4ejoyOio6MBAA4ODvDz88PRo0chCAJkMhnatWuHmJgYZGVlAQACAgKQmZmJpKQko4hTbOxNbNwowx9/uOK//2zg5VWITz+9jk6d0uHuXhdmZq4ID+c4iR0nQzuffO7dg52lJZKTk7UWp7q7dqHR99+joFs3nGjQAJDJOE4axgkA/Pz8ULNmTcXvFn2cT9WrWyAioi3WrbuKn392xFdf1cQ33wjo2/chevS4jHr1cjlOz4lTdnY2ioqKEB4ezu97OoiTqRB9kZ4yuxLOnQtERdFCBmXaX5lSEbm+3b59G3Xq1BF7GAYjIQFYtow+wD18SFc6pk+nGSAzEa/PcJwkol8/FMbFwfLyZe0cb/16YMwY+g/4+++0UwXTGrHPq8uXge++AzZupGYkvXvTRiSvvqp5a0hjI3asjJUp5Veil1gcOkR1xk/f5Mnxhg3A3r3Ali38BmAI5J86TZkgAGFh9H/U05P6mL/2Gl0SlS/IEzM5BjhOkuHsjOzq1bVzrP37qWi1a1da7cXJsdaJfV41aQL8+GNpydbx47TOwd+f7ufd+UqJHSsmfaInyC8SGgosXEgLFqpWFXs0zNQ9fAisXg34+QGdOgEnTlDf8ps36QNc69Zij5BJzqpVuPDtt9o51sWL9J9zxw7Ayko7x2QGydmZFv0mJ1OnCzMz4N13qdR88mTaa4ExphnRSyxexNOTLiM5OdH3bdpQglIZU7oEoG/Xrl2Dl5eX2MPQG0GgzTzWrKHFd48f02zNpEnAkCGAvjZBU5WpxUnKtBqr/HyeOdYhQz2vBIGuXq1YQZU1hYVUvjhhAl3dsrQUe4T6Z6ixkjpTyq8MOkFWlykFUN9yc3NhY2Mj9jB07sEDmhVes4b2WahWjRLiceOAwEDDL/cxlThJ3ty5KLp+HRY//6ze8/PygAEDgKlT6Vo70ykpnFdpacBPP9FkUkoKzTaPGAGMHg00bSr26PRHCrGSIlPKrwy6xIIZHvlKV2NUUgKEh9O2r3XrAu+/T4nwqlXAf//RpcxWrQw/OQaMO05GJSYG+WFh6j9/0iRapJGZqb0xsQpJ4byqVYtKvxITgT17qA/7998D3t709bp1QHa22KPUPSnEihk2TpCZybtyhX6heHgAHTpQCefQoVRaER1NtX263tiDmShNPm1t306f2qZPp61GGSvDwoLKK/76i2aSFy0CsrKAd94BatemiYAjR2higDH2LE6QmUqqa2vFvcju3aN6vaAgWhm+YAHNsGzdSpco166VRilFRYwlTqbATJ3/ZLduAe+9R/+B58zR/qDYc0n1vKpVi6pw4uNpcfHQoTQR0LEjUK8e/Sw6Wjd71ohFqrFihoNrkJnJuH8f2LUL+O034OBBWsji50f1eUOGANwyk+nd4MG0t7CqbQdmzQKWLAHOn6fVzIyp6NEjqs7ZupV27CsspMmCoUPp1rCh2CNkhsiU8iueQWYqke/YIxX37wO//EKXGp2dgVGjgLg4aoV0/jzdPvrI+JJjqcXJZLm5IUvepkcVX35JNUCcHOuVMZ1X1arR7rS7dgG3b1Mf5Vq16LOXpye1rfzmG+D6dbFHqh5jihUTByfITCXyrScN2b17tNPU669TUjxyJLWInTSJNvNITKR6PD8/sUeqO1KIEwOwaBFi5s1T/vF37lB5hUxmWi0JDISxnldOTtShJzyceisvXEj3T58OeHkBzZsDs2fT+6hUrjkba6yY/nCCzIzClSuU9L76Ks2CjBpF7dkmTQJOngSSkoBvv6VZEanWFTOGDz4AWrak6+OM6YCbGzBtGnD6NG2C9P33gL098NVXlCg3akSJ8/HjQHGx2KNlTHe4BpmppKioCBYWFmIPA8XFtNhk9266Xb1K9/v7A7170y0gwHSTYUOJE6vE7NkoiYuD2e+/V/7YAweAnj2Br7+mtitM70z5vEpLo3KMP/4AwsKAoiLA0RHo3p3+W3bvXrqplyEw5VjpkinlV5wgM5XEx8fD29tblNdOTgb++Yduhw5RyyJLS1qJ3bs31RnXqyfK0AyOmHFiKhg2DAX//gur5OQXP66wkKbvSkroOjdvJS0KPq/I/fv0Prx/P93u3qXtrtu0oWS5Vy8qYRNzgoJjpRumlF/xxyumkvT0dL296Tx6RDVx8qT48mW638WF2r527w5068Y9ip9Hn3FiGpDJUKzMdeq1a+kE2LWLk2MR8XlF7O2BgQPpVlICREUB+/ZRsvz553RzdgY6dSq9ubvrd4wcK6YpTpCZwXj8mOqFjx6l24kTNHFmY0O76I4fD3TtSmuTTLV0gpmoGzcoy3j9dbFHwlg5Zma0tqN1a2qucucOEBpKV/kOHwa2baPHNWxYmix37AjUrCnuuJkIfv+dVnteukRF7oGBdH9SEv1ib9yYvm/ThvZKB4CzZ2lRUW4uXZ5YulRvCQCXWDCV3Lt3DzW19M6Wk0NJsDwhPn2aEmIzM6BFC3oT7dYNeOUVoEoVrbykydBmnJgODR+O4n//hXlSUuWPLSykmiImGj6vVCMItDnJ4cOUMIeHl25z7eNDi6rbtqVbvXrazXs4VrqhUX516RL9gh8/nlbNl02QX3sNiI199jmtWwM//ECbIvXsSSvve/RQe/yq4BlkphJ1W+cIArVXO3WKZolPnqSdm4qKAHNzOk8+/JBmil95BahRQ8sDNzHc4kgivLxQkJEBm4p+fu8e7RPs78/JsQHg80o1Mhklwj4+lNcUFVE5xuHDQEQEbVIinyh0daVEWZ40+/jQ7wZ1cawMkKqtKW/fBh4+pBllgHb12rmTE2RmmK5duwYXF5dKH5edTfsYyJPhkydpIQcAVK0KtGoFfPIJJcQvvwzwrqDapWycmMhmzcKp8HC0r+jnCxfSjnnJyUDdunocGHsePq80Y2FBuY483ykupjWnERF0O3YM2L6dflatGnUiatWKJhFbtQI8PJSfZeZY6UZRUREC5TO/AMaNG4dx48ZpfuDERLp0bGdHnXpefRVITaVPTnKurnSfnnCCzDR27x7tllv2dvVqaUP5Jk1oVXObNnSVxNeX3igZYy+QlgYsX077oHNyzIyQuTldHPH3ByZOpN8ZN29Ssnz6NE2yrFhBnxEBaiMXGEjJcmAgdcqoX5/XpOiThYUFoqKiKn5A585UiP60uXOBPn2e/5w6dWgSwMmJao7feIO2vBUZpylMaYWFQEFBA/z5J23RLE+Gy36gq1ePPgQOGUIJcevWgIODaEM2WW5ubmIPgSnj88/R+uhR4N9/n/3ZwoVAQQHt/csMAp9XuiWTUbcLd3fgrbfovoICKk09c6b0Nm8edc8AaMKxWTNKlps3p5uvL8dKNIcOqf4ca2u6AbQRUsOGNMvm4kIlZnIpKXSfnnCCzJ6Rnw9cu0aLK8rerl4FCgup0bCZGc0Mt29PCXGLFvQGZUiN4k1ZrVq1xB4CU0ZKCqrcvPns/VlZwI8/AoMH016/zCDweaV/VlZUahEQQGu7AOp4FBND5RkxMcCFC8DmzVSuKufh4QEfH/o91bhx6Z81a/KMs8G5e5d2nTE3BxISKAFp0IDus7OjGs2gIOCXX2g3UT3hBNlEPX5M/w9v3KDb9eulXycllW4hKpPRhzlvb+owJZNdwptvNoW3N9USM8MUFRWF9u3biz0MVhmZDAX5+XimSUt0NJ1806aJMSpWAT6vDEPVqkBwMN3kBIGu0ssT5kOH7iEpyRkHD9Kkj5yDQ2my3Lgx1TXLb5w869hff1GCe/cu1V36+wN//03F57Nm0UJkMzNauenoSM9ZubK0zVuPHnpboAdwmzejJAhARgZw69azt+RkSoz/+6/8c+ztAU9PSoa9vCgh9vYGGjWiPsRy4eHh/AtCAjhOEjF6NPL27UOVtLRnf/boEa1UYgaDzyvpkMequJjqmq9cob12yv75dKlstWrlE2Z3dyobrFuXruzXrs379JhSfsUzyBIhCPT7Mi0NSE+v+M///qMyndzc8s+3tKQT3M0N6NKFEmF5QuzpWfphrTJ2vG2dJHCcpMPs6SmrO3eAWrU4OTZAfF5JhzxW5uZ0tb5Bg2cnH7OzqXmC/JaUVPr1kSPUq/9pzs6lCbP8z1q1aPa57M3JiTszSh3PIGtBSQn1dywufvZWVESLDB4/pqT18ePyX8v/zM6m/e1fdCsoeP7r29vTCersTJ9w3dyevdWqRVcuGGMGZPFiWrW9dSt9X1JCvULbtAE2bhR3bIyZMPmV2JQUmnhKTS3/p/zr9PSKj2FnV5owOzgAtrZ0s7N79ms7Oyodka9Xq+gmr0IwM6NyEH2XhJjSDDInyBpo2JDKFbTF2pqS3Ypujo6libD8T2dn/V7yiYiIQNu2bfX3gkwtHCfpKBer3bupFdL27cCgQeIOjD2Dzyvp0FesCgookb53r/yt7H1379IkV3Z26e3hw9JWqJqQyYB+/WgXZ30wpQSZSyw0MGEC8OAB9fQ1N6/4Zm1NnwzlNxubZ7+uXl0a2ykXFRWJPQSmBI6TdJSL1bJl1Ay/Xz/xBsQqxOeVdOgrVlZW1Ma3Th3VnicIpVePHz6kPx8/pgWFL7oVFtKFprI3VTeoY8rhBFkDH38s9ggYY5I2fToCdu+mPoqXL1MP0blzeScdxoycTEbLDKpVo9JIZni4xIKppKSkBGZczGzwOE4SMXYshH37IPvvP9p7felSajfj7Cz2yNhz8HklHRwr3TCl/Ir/9zCVxBnA9o+schwniZDJUFRYSF/PmQMcPszJsQHj80o6OFZMU5wgM5VkZGSIPQSmBI6TRMhkKJHvmWttDfACMIPG55V0cKyYpjhBZowxEckEAejZs7TVG2OMMdFxgsxU4ufnJ/YQmBI4ThIREADz6tWBAwdoeTozaHxeSQfHimmKE2SmkuzsbLGHwJTAcZKI8eOR7+1N225x32ODx+eVdHCsmKY4QWYqSdDmzihMZzhOEpGcDJuDB4GxY6XRCN3E8XklHRwrpilOkBljTCxDhkBWUgK8+67YI2GMMVaGUfZBNjMzg42NjdjDMEpFRUWw4E0MDB7HSTo4VtLBsZIOjpVu5ObmlnbeMXJGmSAz3QkMDERUVJTYw2CV4DhJB8dKOjhW0sGxYpriEgvGGGOMMcbK4ASZMcYYY4yxMjhBZioZN26c2ENgSuA4SQfHSjo4VtLBsWKa4hpkxhhjjDHGyuAZZMYYY4wxxsrgBJkxxhhjjLEyOEFmL7R48WLIZDLcu3cPACAIAiZNmgRPT080b94c0dHRisdu3LgRXl5e8PLywsaNG8UassmZNm0amjRpgubNm6Nv3764f/++4mfz58+Hp6cnGjdujL///ltxf2hoKBo3bgxPT08sWLBAhFEzgONgSG7duoUOHTrA29sbPj4+WLp0KQAgMzMTXbp0gZeXF7p06YKsrCwAL34vZPpRXFyMFi1a4LXXXgMAJCYmIigoCJ6enhg0aBAKCgoAAPn5+Rg0aBA8PT0RFBSEpKQkEUfNJENgrALJyclC165dhXr16gl3794VBEEQ9u3bJ3Tv3l0oKSkRIiMjhdatWwuCIAgZGRmCh4eHkJGRIWRmZgoeHh5CZmammMM3GX///bdQWFgoCIIgfPLJJ8Inn3wiCIIgxMXFCc2bNxfy8vKEhIQEoUGDBkJRUZFQVFQkNGjQQLhx44aQn58vNG/eXIiLixPzr2CSOA6G5b///hPOnj0rCIIgPHz4UPDy8hLi4uKEadOmCfPnzxcEQRDmz5+vOL8qei9k+rN48WJhyJAhQq9evQRBEIQBAwYI27ZtEwRBEMaPHy+sXLlSEARBWLFihTB+/HhBEARh27ZtwsCBA8UZMJMUnkFmFfrwww+xcOFCyGQyxX27du3CiBEjIJPJ0KZNG9y/fx+3b9/G33//jS5dusDR0REODg7o0qULQkNDRRy96ejatatix6g2bdogJSUFAMVq8ODBsLa2hoeHBzw9PXH69GmcPn0anp6eaNCgAaysrDB48GDs2rVLzL+CSeI4GJY6deogICAAAGBra4umTZsiNTUVu3btwsiRIwEAI0eOxM6dOwFU/F7I9CMlJQX79u3DO++8A4Bm9MPCwtC/f38Az8ZKHsP+/fvj8OHDELg/AasEJ8jsuXbt2gUXFxf4+fmVuz81NRVubm6K711dXZGamlrh/Uy/1q9fjx49egDgWBk6joPhSkpKwrlz5xAUFIS0tDTUqVMHAFC7dm2kpaUB4PiJbcqUKVi4cCHMzCiNycjIgL29vWKyoGw8ysbKwsICNWrUQEZGhjgDZ5LBG5WbsM6dO+POnTvP3D937lzMmzcP//zzjwijYs/zolj16dNH8bWFhQWGDRum7+ExZjRycnLQr18/fP/997Czsyv3M5lMVu6KGhPH3r174ezsjJYtWyI8PFzs4TAjxQmyCTt06NBz77948SISExMVs8cpKSkICAjA6dOn4eLiglu3bikem5KSAhcXF7i4uJR7o0pJSUH79u11OXyTUlGs5DZs2IC9e/fi8OHDil/gFcUKQIX3M/15UXyYOAoLC9GvXz8MGzYMb775JgCgVq1auH37NurUqYPbt2/D2dkZAMdPTMePH8fu3buxf/9+5OXl4eHDh5g8eTLu37+PoqIiWFhYlIuHPFaurq4oKirCgwcP4OTkJPLfghk8sYugmeGrX7++YpHe3r17yy1MadWqlSAItEjP3d1dyMzMFDIzMwV3d3chIyNDzGGbjAMHDghNmzYV0tPTy90fGxtbbpGeh4eHUFRUJBQWFgoeHh5CQkKCYnFYbGysSKM3XRwHw1JSUiIMHz5cmDx5crn7p06dWm6R3rRp0wRBqPi9kOnXkSNHFIv0+vfvX26R3ooVKwRBEITly5eXW6Q3YMAAcQbLJIVnkJlKevbsif3798PT0xNVq1bFzz//DABwdHTEzJkz0apVKwDArFmz4OjoKOZQTcbEiRORn5+PLl26AKCFeqtXr4aPjw8GDhwIb29vWFhYYMWKFTA3NwcALF++HN26dUNxcTFGjx4NHx8fMf8KJsnCwoLjYECOHz+OTZs2oVmzZvD39wcAzJs3D9OnT8fAgQOxbt061K9fH7/99huAit8LmXi++eYbDB48GJ9//jlatGiBMWPGAADGjBmD4cOHw9PTE46Ojti+fbvII2VSwFtNM8YYY4wxVgZ3sWCMMcYYY6wMTpAZY4wxxhgrgxNkxhhjjDHGyuAEmTHGGGOMsTI4QWaMMcYYY6wMTpAZY4wxxhgrgxNkxhhjjDHGyuAEmTFmdMzNzeHv76+4JSUliT0krcnNzUW7du1QXFwMAKhevXq5n2/YsAETJ06s8PkFBQUICQlBUVGRUq/38ccfw8/PDx988IH6g2aMMYnhnfQYY0bHxsYG58+ff+7PBEGAIAgwM5Pm/MD69evx5ptvKnZFVJWVlRU6deqEX3/9FcOGDXvhY2/cuIHjx48jJiZGrddijDGpkuZvCMYYU0FSUhIaN26MESNGwNfXF7du3cLmzZvRunVr+Pv7Y/z48YoZWQCYO3cuGjVqhLZt22LIkCH49ttvkZSUBF9fX8Vjvv32W8yePRsAnnuspKQkNG3aFGPHjoWPjw+6du2K3NxcxfN/+eUXNG/eHH5+fhg+fDhmzZqF77//XvHzGTNmYOnSpc/8XbZs2YI+ffoo9fdevXq1Yhbdw8MDHTp0AAC88cYb2LJlywufe+XKFbRv3x43b95EixYt8OjRI6VekzHGjAEnyIwxo5Obm6tIDPv27QsAuHbtGiZMmIC4uDg8fvwYv/76K44fP47z58/D3NxckTCePXsW27dvx/nz57F//36cOXPmha916dKlCo917do1vP/++4iLi4O9vT3++OMPAEBcXBy+/vprhIWFISYmBkuXLsXo0aPxyy+/AABKSkqwfft2vPXWW+Veq6CgAAkJCXB3d3/u39Xf3x+zZs1S/Ozdd9/F+fPncebMGbi6uuKjjz4CAPj6+lb692rcuDFGjhyJOXPm4Ny5c6hWrVpl/+yMMWY0uMSCMWZ0ni6xSEpKQv369dGmTRsAwOHDh3H27Fm0atUKACWZzs7OAIB///0Xffv2RdWqVQEAvXv3fuFrVXSskJAQeHh4wN/fHwDQsmVLRS10WFgYBgwYgJo1awIAHB0d4ejoCCcnJ5w7dw5paWlo0aIFnJycyr3WvXv3YG9v/8K/64YNGxAVFVXuMZMnT0bHjh3x+uuvA6AabSsrK2RnZ8PW1rbCv9vFixeVnq1mjDFjwgkyY8wklJ0BFQQBI0eOxPz585V+voWFBUpKShTf5+XlvfBYSUlJsLa2Vnxvbm5ersTied555x1s2LABd+7cwejRo5/5uY2NjeJ1lbVhwwbcvHkTy5cvL3d/fn4+qlSp8sLnxsXFlSsrYYwxU8ElFowxk9OpUyfs2LED6enpAIDMzEzcvHkTABASEoKdO3ciNzcX2dnZ2LNnDwCgVq1aSE9PR0ZGBvLz87F3795Kj1WRjh074vfff0dGRobiOQDQt29fhIaGjAmzGwAAAcxJREFU4syZM+jWrdszz3NwcEBxcbHSSfLZs2fx7bffYvPmzeUWJWZkZKBmzZqwtLRU/B1SU1PLPTc7OxuWlpawsbFR6rUYY8yY8AwyY8zkeHt74+uvv0bXrl1RUlICS0tLrFixAvXr10dAQAAGDRoEPz8/ODs7K0onLC0tMWvWLLRu3RouLi5o0qTJC49Vu3btCl/fx8cHM2bMQLt27WBubo4WLVpgw4YNsLKyQocOHWBvb19hl4quXbsiIiICnTt3rvTvuXz5cmRmZioW5wUGBuKnn37CkSNH0KtXLwBU73z9+nU4OjqWe25sbCzPHjPGTJZMEARB7EEwxpihmj17NqpXr46pU6fq/LVKSkoQEBCA33//HV5eXs99THR0NL777jts2rRJ7dd58803sWDBAjRq1AixsbFYv349lixZovbxGGPM2HCJBWOMGYD4+Hh4enqiU6dOFSbHABAQEIAOHTqUa0unioKCArzxxhto1KgRAOpowckxY4yVxzPIjDHGGGOMlcEzyIwxxhhjjJXBCTJjjDHGGGNlcILMGGOMMcZYGZwgM8YYY4wxVgYnyIwxxhhjjJXBCTJjjDHGGGNlcILMGGOMMcZYGf8HFuPaP1q92y4AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "poles = [1.2]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When the poles are complex conjugates and outside the unit circle,\n", - "the impulse response $h[n]$ is an exponentially-increasing sinusoid.\n", - "This filter is unstable." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "zeros = []\n", - "pole = 1.2 * np.exp(1j * np.pi / 8)\n", - "poles = [pole, pole.conj()]\n", - "iir = sdr.IIR.ZerosPoles(zeros, poles)\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "iir.plot_all(N_time=30)\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/index.rst b/docs/index.rst index 706e6cd58..c2240e67b 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -14,7 +14,7 @@ Features :caption: Examples :hidden: - examples/iir-filters.ipynb + examples/iir-filter.ipynb examples/farrow-resampler.ipynb .. toctree:: From 560ea1de9071d14d6415bfecaeebf99657799c4d Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:30:22 -0400 Subject: [PATCH 66/95] Rename reference --- docs/examples/iir-filter.ipynb | 6 ++--- src/sdr/_iir_filter.py | 42 +++++++++++++++++----------------- 2 files changed, 24 insertions(+), 24 deletions(-) diff --git a/docs/examples/iir-filter.ipynb b/docs/examples/iir-filter.ipynb index 6539de1de..936328926 100644 --- a/docs/examples/iir-filter.ipynb +++ b/docs/examples/iir-filter.ipynb @@ -5,7 +5,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(iir-filters)=\n", + "(iir-filter)=\n", "# IIR filters" ] }, @@ -52,7 +52,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] } ], @@ -409,7 +409,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] } ], diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 486444d50..25f2f5cf0 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -25,7 +25,7 @@ class IIR: $$H(z) = \frac{\sum_{i=0}^{M} b_i z^{-i}}{\sum_{j=0}^{N} a_j z^{-j}} .$$ Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. Group: filtering @@ -42,7 +42,7 @@ def __init__(self, b: np.ndarray, a: np.ndarray, streaming: bool = False): preserved between calls to :meth:`filter()`. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ self._b_taps = np.asarray(b) self._a_taps = np.asarray(a) @@ -67,7 +67,7 @@ def ZerosPoles(cls, zeros: np.ndarray, poles: np.ndarray, gain: float = 1.0, str preserved between calls to :meth:`filter()`. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ b, a = scipy.signal.zpk2tf(zeros, poles, gain) @@ -78,7 +78,7 @@ def reset(self): *Streaming-mode only:* Resets the filter state. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ self._zi = scipy.signal.lfiltic(self.b_taps, self.a_taps, y=[], x=[]) @@ -93,7 +93,7 @@ def filter(self, x: np.ndarray) -> np.ndarray: The filtered signal, $y[n]$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ x = np.atleast_1d(x) @@ -117,7 +117,7 @@ def impulse_response(self, N: int = 100) -> np.ndarray: The impulse response of the IIR filter, $h[n]$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ # Delta impulse function d = np.zeros(N, dtype=np.float32) @@ -142,7 +142,7 @@ def step_response(self, N: int = 100) -> np.ndarray: The step response of the IIR filter, $s[n]$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ # Unit step function u = np.ones(N, dtype=np.float32) @@ -161,7 +161,7 @@ def plot_impulse_response(self, N: int = 100): N: The number of samples in the impulse response. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ h = self.impulse_response(N) @@ -181,7 +181,7 @@ def plot_step_response(self, N: int = 100): N: The number of samples in the step response. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ u = self.step_response(N) @@ -198,7 +198,7 @@ def plot_zeros_poles(self): Plots the zeros and poles of the IIR filter. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ unit_circle = np.exp(1j * np.linspace(0, 2 * np.pi, 100)) z = self.zeros @@ -223,7 +223,7 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024, phase phase: Indicates whether to plot the phase of $H(\omega)$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=N, whole=True, fs=sample_rate) @@ -264,7 +264,7 @@ def plot_frequency_response_log( decades: The number of frequency decades to plot. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ w = np.logspace(np.log10(sample_rate / 2 / 10**decades), np.log10(sample_rate / 2), N) w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=w, whole=False, fs=sample_rate) @@ -298,7 +298,7 @@ def plot_group_delay(self, sample_rate: float = 1.0, N: int = 1024): N: The number of samples in the frequency response. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ w, tau_g = scipy.signal.group_delay((self.b_taps, self.a_taps), w=N, whole=True, fs=sample_rate) @@ -327,7 +327,7 @@ def plot_all(self, sample_rate: float = 1.0, N_time: int = 100, N_freq: int = 10 N_freq: The number of samples in the frequency response. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ plt.subplot2grid((4, 3), (0, 0), 2, 1) self.plot_zeros_poles() @@ -344,7 +344,7 @@ def b_taps(self) -> np.ndarray: Returns the feedforward filter taps, $b_i$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._b_taps @@ -354,7 +354,7 @@ def a_taps(self) -> np.ndarray: Returns the feedback filter taps, $a_j$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._a_taps @@ -366,7 +366,7 @@ def streaming(self) -> bool: In streaming mode, the filter state is preserved between calls to :meth:`filter()`. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._streaming @@ -376,7 +376,7 @@ def order(self) -> int: Returns the order of the IIR filter, $N - 1$. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._a_taps.size - 1 @@ -386,7 +386,7 @@ def zeros(self) -> np.ndarray: Returns the zeros of the IIR filter. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._zeros @@ -396,7 +396,7 @@ def poles(self) -> np.ndarray: Returns the poles of the IIR filter. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._poles @@ -406,6 +406,6 @@ def gain(self) -> float: Returns the gain of the IIR filter. Examples: - See the :ref:`iir-filters` example. + See the :ref:`iir-filter` example. """ return self._gain From 5596077bcbf1d568ccadf8e10270f48a06430df8 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:31:49 -0400 Subject: [PATCH 67/95] Add PLL section in API reference --- docs/api.rst | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docs/api.rst b/docs/api.rst index 3d8124195..f1ade367b 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -12,3 +12,8 @@ Resampling ---------- .. python-apigen-group:: resampling + +Phase/time-locked loops +----------------------- + +.. python-apigen-group:: pll From 2522ef6e32dc1cbb39717f6b2bc7f407242be14e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:48:47 -0400 Subject: [PATCH 68/95] Add a 2nd order loop filter --- src/sdr/__init__.py | 1 + src/sdr/_loop_filter.py | 136 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 137 insertions(+) create mode 100644 src/sdr/_loop_filter.py diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index 16657df9f..cf3cd9fa2 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -15,4 +15,5 @@ from ._farrow import FarrowResampler from ._iir_filter import IIR +from ._loop_filter import LoopFilter from ._nco import DDS, NCO diff --git a/src/sdr/_loop_filter.py b/src/sdr/_loop_filter.py new file mode 100644 index 000000000..25197fbbe --- /dev/null +++ b/src/sdr/_loop_filter.py @@ -0,0 +1,136 @@ +""" +A module for discrete-time loop filters. +""" +import numpy as np + +from ._iir_filter import IIR + + +class LoopFilter: + r""" + Implements a 2nd order, proportional-plus-integrator (PPI) loop filter. + + Notes: + .. code-block:: text + :caption: Proportional-Plus-Integral Loop Filter Block Diagram + + +----+ + +-->| K1 |-------------------+ + | +----+ | + x[n] --+ @--> y[n] + | +----+ | + +-->| K2 |--@-------------+--+ + +----+ ^ | + | +------+ | + +--| z^-1 |<--+ + +------+ + + x[n] = Input signal + y[n] = Output signal + K1 = Proportional gain + K2 = Integral gain + z^-1 = Unit delay + @ = Adder + + The transfer function of the loop filter is + + $$H(z) = K_1 + K_2 \frac{ 1 }{ 1 - z^{-1}} = \frac{(K_1 + K_2) - K_1 z^{-1}}{1 - z^{-1}} .$$ + + The second-order proportional-plus-integrator loop filter can track a constant phase error + and/or frequency error to zero. It cannot, however, track an constant chirp (frequency ramp) + to zero. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C: Phase Locked Loops. + + Group: + pll + """ + + def __init__(self, noise_bandwidth: float, damping_factor: float, K0: float = 1.0, Kp: float = 1.0): + """ + Creates a 2nd order, proportional-plus-integrator (PPI) loop filter. + + Arguments: + noise_bandwidth: The normalized noise bandwidth $B_n T$ of the loop filter, + where $B_n$ is the noise bandwidth in Hz and $T$ is the sampling period in seconds. + damping_factor: The damping factor of the loop filter. A damping factor of 1 is critically damped, + less than 1 is underdamped, and greater than 1 is overdamped. + K0: The NCO gain. + Kp: The gain of the phase error detector (PED) or time error detector (TED). + """ + BnT = noise_bandwidth + zeta = damping_factor + + # Equation C.57, page 736 + theta_n = BnT / (zeta + 1 / (4 * zeta)) + + # Equation C.58, page 737 + K1 = 4 * zeta * theta_n / (1 + 2 * zeta * theta_n + theta_n**2) / K0 / Kp + K2 = 4 * theta_n**2 / (1 + 2 * zeta * theta_n + theta_n**2) / K0 / Kp + + b = [K1 + K2, -K1] + a = [1, -1] + + self._BnT = BnT + self._zeta = zeta + self._K1 = K1 + self._K2 = K2 + self._iir = IIR(b, a, streaming=True) + + self.reset() + + def reset(self) -> None: + """ + Resets the loop filter. + """ + self.iir.reset() + + def filter(self, x: np.ndarray) -> np.ndarray: + """ + Filters the input signal $x[n]$. + + Arguments: + x: The input signal, $x[n]$. + + Returns: + The filtered signal, $y[n]$. + """ + return self.iir.filter(x) + + @property + def noise_bandwidth(self) -> float: + """ + The normalized noise bandwidth $B_n T$ of the loop filter, + where $B_n$ is the noise bandwidth in Hz and $T$ is the sampling period in seconds. + """ + return self._BnT + + @property + def damping_factor(self) -> float: + """ + The damping factor of the loop filter. A damping factor of 1 is critically damped, + less than 1 is underdamped, and greater than 1 is overdamped. + """ + return self._zeta + + @property + def K1(self) -> float: + """ + The proportional gain of the loop filter. + """ + return self._K1 + + @property + def K2(self) -> float: + """ + The integral gain of the loop filter. + """ + return self._K2 + + @property + def iir(self) -> IIR: + """ + The underlying IIR filter used to implement the loop filter. + """ + return self._iir From a0763d5d42c9d61bde16fce7ef7aa8d535da091e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:49:03 -0400 Subject: [PATCH 69/95] Add unit tests for the loop filter --- tests/test_loop_filter.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) create mode 100644 tests/test_loop_filter.py diff --git a/tests/test_loop_filter.py b/tests/test_loop_filter.py new file mode 100644 index 000000000..dee55166a --- /dev/null +++ b/tests/test_loop_filter.py @@ -0,0 +1,13 @@ +import pytest + +import sdr + + +def test_ppi_gains(): + """ + Reference: + - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C.2.1. + """ + lf = sdr.LoopFilter(0.05, 1) + assert lf.K1 == pytest.approx(0.1479, rel=3) + assert lf.K2 == pytest.approx(0.0059, rel=3) From 0c9201dfeadca0c695e823afd36628eb6f370ac0 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:32:01 -0400 Subject: [PATCH 70/95] Add PLL example notebook --- docs/examples/phase-locked-loop.ipynb | 307 ++++++++++++++++++++++++++ docs/index.rst | 1 + 2 files changed, 308 insertions(+) create mode 100644 docs/examples/phase-locked-loop.ipynb diff --git a/docs/examples/phase-locked-loop.ipynb b/docs/examples/phase-locked-loop.ipynb new file mode 100644 index 000000000..1cb5aa4c7 --- /dev/null +++ b/docs/examples/phase-locked-loop.ipynb @@ -0,0 +1,307 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(pll)=\n", + "# Phase-locked loops" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import scipy.signal\n", + "\n", + "import sdr\n", + "\n", + "%config InlineBackend.print_figure_kwargs = {\"facecolor\" : \"w\"}\n", + "# %matplotlib widget\n", + "colors = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Design a proportional-plus-integrator (PPI) loop filter" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "print(lf)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: divide by zero encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n", + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: invalid value encountered in true_divide\n", + " npp_polyval(zm1, a, tensor=False))\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "lf.plot_frequency_response_log(decades=6)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Implement a PLL in the phase domain\n", + "\n", + "This section implements Example C.2.1 from *Digital Communications: A Discrete-Time Approach*." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "N = 75 # samples\n", + "theta_0 = 2 * np.pi / 10 # radians/sample\n", + "x = theta_0 * np.arange(N) + np.pi # Input phase signal, radians\n", + "y = np.zeros(x.size + 1) # Output phase signal, radians\n", + "phase_error = np.zeros(x.size) # Measured phase error, radians\n", + "freq_estimate = np.zeros(x.size) # Estimated frequency, radians/sample\n", + "\n", + "# Create a proportional-plus-integrator (PPI) loop filter with a normalized\n", + "# noise bandwidth of 0.05 and a damping factor of 1 (critically damped)\n", + "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "\n", + "# Create a numerically controlled oscillator (NCO) with NCO gain of 1\n", + "# and a constant phase accumulation of theta_0 radians/sample\n", + "nco = sdr.NCO(1, theta_0)\n", + "\n", + "for i in range(N):\n", + " # Phase error detector (PED)\n", + " phase_error[i] = x[i] - y[i]\n", + "\n", + " # Compute the frequency estimate\n", + " freq_estimate[i] = lf.filter(phase_error[i])\n", + "\n", + " # Process the variable phase increment through the NCO\n", + " y[i + 1] = nco.process(freq_estimate[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(x, label=\"Input phase\")\n", + "plt.plot(y, label=\"Output phase\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Phase (radians)\")\n", + "plt.title(\"Input and output phase signals\")\n", + "\n", + "plt.subplot(2, 1, 2)\n", + "plt.plot(phase_error)\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Phase (radians)\")\n", + "plt.title(\"Phase error between input and output phase signals\")\n", + "\n", + "plt.suptitle(\"Figure C.2.5 from Digital Communications: A Discrete-Time Approach\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Implement a PLL in the time domain" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "N = 75 # samples\n", + "theta_0 = 2 * np.pi / 10 # radians/sample\n", + "x = np.exp(1j * (theta_0 * np.arange(N) + np.pi)) # Input signal\n", + "y = np.ones(x.size + 1, dtype=np.complex64) # Output signal\n", + "phase_error = np.zeros(x.size)\n", + "freq_estimate = np.zeros(x.size)\n", + "\n", + "# Create a proportional-plus-integrator (PPI) loop filter with a normalized\n", + "# noise bandwidth of 0.05 and a damping factor of 1 (critically damped)\n", + "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "\n", + "# Create a direct digital synthesizer (DDS) with NCO gain of 1\n", + "# and a constant phase accumulation of theta_0 radians/sample\n", + "dds = sdr.DDS(1, theta_0)\n", + "\n", + "for i in range(N):\n", + " # Phase error detector (PED)\n", + " phase_error[i] = np.angle(x[i] * y[i].conj())\n", + "\n", + " # Compute the frequency estimate\n", + " freq_estimate[i] = lf.filter(phase_error[i])\n", + "\n", + " # Process the variable phase increment through the DDS\n", + " y[i + 1] = dds.process(freq_estimate[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "\n", + "plt.subplot(3, 1, 1)\n", + "plt.plot(x.real, label=\"Input\")\n", + "plt.plot(y.real, label=\"Output\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.title(\"Input and output signals (real part only)\")\n", + "\n", + "plt.subplot(3, 1, 2)\n", + "plt.plot(phase_error)\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Phase (radians)\")\n", + "plt.title(\"Phase error between input and output phase signals\")\n", + "\n", + "plt.subplot(3, 1, 3)\n", + "plt.plot(np.unwrap(np.angle(x)), label=\"Input\")\n", + "plt.plot(np.unwrap(np.angle(y)), label=\"Output\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Phase (radians)\")\n", + "plt.title(\"Input and output signals (phase)\")\n", + "\n", + "plt.suptitle(\"Figure C.2.5 from Digital Communications: A Discrete-Time Approach\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/index.rst b/docs/index.rst index c2240e67b..de7440fc4 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -16,6 +16,7 @@ Features examples/iir-filter.ipynb examples/farrow-resampler.ipynb + examples/phase-locked-loop.ipynb .. toctree:: :caption: API Reference From a098b0db23b6c11266b481385407374f62da656f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 12:58:45 -0400 Subject: [PATCH 71/95] Add more loop filter unit tests --- tests/test_loop_filter.py | 37 +++++++++++++++++++++++++++++++++++-- 1 file changed, 35 insertions(+), 2 deletions(-) diff --git a/tests/test_loop_filter.py b/tests/test_loop_filter.py index dee55166a..4772ec871 100644 --- a/tests/test_loop_filter.py +++ b/tests/test_loop_filter.py @@ -1,13 +1,46 @@ +import numpy as np import pytest import sdr -def test_ppi_gains(): +def test_ppi_gains_1(): + """ + Reference: + - M. Rice, Digital Communications: A Discrete-Time Approach, Section 7.2.3 Example #1 + """ + BnT = 0.02 # Normalized noise bandwidth + zeta = 1 / np.sqrt(2) # Damping factor + K0 = 1 # NCO gain + Kp = 2 # PED gain + lf = sdr.LoopFilter(BnT, zeta, K0=K0, Kp=Kp) + assert lf.K1 == pytest.approx(2.6e-2, rel=3) + assert lf.K2 == pytest.approx(6.9e-4, rel=3) + + +def test_ppi_gains_2(): + """ + Reference: + - M. Rice, Digital Communications: A Discrete-Time Approach, Section 7.2.3 Example #2 + """ + BnT = 0.02 / 16 # Normalized noise bandwidth + zeta = 1 / np.sqrt(2) # Damping factor + K0 = 16 # NCO gain + Kp = 2 # PED gain + lf = sdr.LoopFilter(BnT, zeta, K0=K0, Kp=Kp) + assert lf.K1 == pytest.approx(1.7e-3, rel=3) + assert lf.K2 == pytest.approx(2.8e-6, rel=3) + + +def test_ppi_gains_3(): """ Reference: - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C.2.1. """ - lf = sdr.LoopFilter(0.05, 1) + BnT = 0.05 # Normalized noise bandwidth + zeta = 1 # Damping factor + K0 = 1 # NCO gain + Kp = 1 # PED gain + lf = sdr.LoopFilter(BnT, zeta, K0=K0, Kp=Kp) assert lf.K1 == pytest.approx(0.1479, rel=3) assert lf.K2 == pytest.approx(0.0059, rel=3) From c3acd85938d38fb97e4cbe55810db2797e778e1f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 13:03:27 -0400 Subject: [PATCH 72/95] Add NCO, DDS, and loop filter to feature list --- README.md | 11 +++++++++-- docs/index.rst | 11 +++++++++-- 2 files changed, 18 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 0467bcac1..0e586bae6 100644 --- a/README.md +++ b/README.md @@ -21,5 +21,12 @@ A Python package for software-defined radio. ## Features -- Filters: Infinite impulse response filters (`sdr.IIR`) -- Arbitrary resamplers: Farrow resampler (`sdr.FarrowResampler`) +- Filters: + - Infinite impulse response filter (`sdr.IIR`) +- Arbitrary resamplers: + - Farrow resampler (`sdr.FarrowResampler`) +- Signal generators: + - Numerically-controlled oscillator (`sdr.NCO`) + - Direct digital synthesizer (`sdr.DDS`) +- Phase-locked loops: + - Loop filter (`sdr.LoopFilter`) diff --git a/docs/index.rst b/docs/index.rst index de7440fc4..a8267141e 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -7,8 +7,15 @@ The :obj:`sdr` library is a Python 3 package for software-defined radio (SDR) ap Features -------- -- Filters: Infinite impulse response filters (:obj:`sdr.IIR`) -- Arbitrary resamplers: Farrow resampler (:obj:`sdr.FarrowResampler`) +- Filters: + - Infinite impulse response filter (:obj:`sdr.IIR`) +- Arbitrary resamplers: + - Farrow resampler (:obj:`sdr.FarrowResampler`) +- Signal generators: + - Numerically-controlled oscillator (:obj:`sdr.NCO`) + - Direct digital synthesizer (:obj:`sdr.DDS`) +- Phase-locked loops: + - Loop filter (:obj:`sdr.LoopFilter`) .. toctree:: :caption: Examples From 05860ecf20e7ac5eff1d192985b5808c17d7c041 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 13:06:54 -0400 Subject: [PATCH 73/95] Support running `black` on Jupyter notebooks --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index d404e5501..58ee30ca8 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -1,5 +1,5 @@ pylint >= 2.14 -black >= 22.8.0 +black[jupyter] >= 22.8.0 pytest pytest-cov[toml] pytest-xdist From 8b934be59e7f96d7efcc87e182c7b0812fc2f78f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 13:07:09 -0400 Subject: [PATCH 74/95] Fix formatting --- tests/test_nco.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/tests/test_nco.py b/tests/test_nco.py index 39900b418..719764d02 100644 --- a/tests/test_nco.py +++ b/tests/test_nco.py @@ -1,6 +1,7 @@ -import sdr import numpy as np +import sdr + def test_constant_increment(): K0 = 1 @@ -14,7 +15,7 @@ def test_constant_increment(): N = 100 y = nco.step(N) - y_truth = np.arange(1, N+1) * increment + offset + y_truth = np.arange(1, N + 1) * increment + offset assert np.allclose(y, y_truth) @@ -30,5 +31,5 @@ def test_constant_increment_constant_offset(): N = 100 y = nco.step(N) - y_truth = np.arange(1, N+1) * increment + offset + y_truth = np.arange(1, N + 1) * increment + offset assert np.allclose(y, y_truth) From 283acdd97c3089ac238a58cbe339dc3c3060bb30 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 13:28:48 -0400 Subject: [PATCH 75/95] Add more detail to Farrow resampler example --- docs/examples/farrow-resampler.ipynb | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/docs/examples/farrow-resampler.ipynb b/docs/examples/farrow-resampler.ipynb index 5338950c3..1c46c30b7 100644 --- a/docs/examples/farrow-resampler.ipynb +++ b/docs/examples/farrow-resampler.ipynb @@ -30,7 +30,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Construct an input signal, $x[n] = x(n T_s)$" + "## Construct an input signal, $x[n] = x(n T_s)$\n", + "\n", + "Create a discrete-time signal $x[n]$ that sample the continuous-time signal $x(t)$ at a sample rate $f_s = 1 / T_s$." ] }, { @@ -81,7 +83,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Resample the input signal with rate $r$, $y[n] = x(n \\frac{T_s}{r})$" + "## Resample the input signal with rate $r$, $y[n] = x(n \\frac{T_s}{r})$\n", + "\n", + "Now, resample $x[n]$ such that the output $y[n]$ is equivalent to sampling the continuous-time $x(t)$\n", + "at sample rate $f_s = r/T_s$.\n", + "This is equivalent to sampling $x[n]$ at $1/r$ fractional samples.\n", + "This is accomplished, for arbitrary $r$, with a Farrow arbitrary resampler." ] }, { From 06afa9f8cfa05a54e433950e48bc1a10800be82f Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 14:42:28 -0400 Subject: [PATCH 76/95] Add frequency response methods to IIR filters --- src/sdr/_iir_filter.py | 57 ++++++++++++++++++++++++++++++++++++------ 1 file changed, 50 insertions(+), 7 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index 25f2f5cf0..a1868d6be 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -1,6 +1,8 @@ """ A module for infinite impulse response (IIR) filters. """ +from typing import Tuple + import matplotlib.pyplot as plt import numpy as np import scipy.signal @@ -153,6 +155,52 @@ def step_response(self, N: int = 100) -> np.ndarray: return s + def frequency_response(self, sample_rate: float = 1.0, N: int = 1024) -> Tuple[np.ndarray, np.ndarray]: + r""" + Returns the frequency response $H(2 \pi f)$ of the IIR filter. + + Arguments: + sample_rate: The sample rate of the filter in samples/s. + N: The number of samples in the frequency response. + + Returns: + - The frequencies, $f$, from $-f_s$ to $f_s$ in Hz. + - The frequency response of the IIR filter, $H(e^{j2 \pi f})$. + + Examples: + See the :ref:`iir-filter` example. + """ + w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=N, whole=True, fs=sample_rate) + + w[w >= 0.5 * sample_rate] -= sample_rate # Wrap frequencies from [0, 1) to [-0.5, 0.5) + w = np.fft.fftshift(w) + H = np.fft.fftshift(H) + + return w, H + + def frequency_response_log( + self, sample_rate: float = 1.0, N: int = 1024, decades: int = 4 + ) -> Tuple[np.ndarray, np.ndarray]: + r""" + Returns the frequency response $H(2 \pi f)$ of the IIR filter on a logarithmic frequency axis + + Arguments: + sample_rate: The sample rate of the filter in samples/s. + N: The number of samples in the frequency response. + decades: The number of frequency decades to plot. + + Returns: + - The frequencies, $f$, from $0$ to $f_s$ in Hz. The frequencies are logarithmically-spaced. + - The frequency response of the IIR filter, $H(e^{j2 \pi f})$. + + Examples: + See the :ref:`iir-filter` example. + """ + w = np.logspace(np.log10(sample_rate / 2 / 10**decades), np.log10(sample_rate / 2), N) + w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=w, whole=False, fs=sample_rate) + + return w, H + def plot_impulse_response(self, N: int = 100): """ Plots the impulse response $h[n]$ of the IIR filter. @@ -225,11 +273,7 @@ def plot_frequency_response(self, sample_rate: float = 1.0, N: int = 1024, phase Examples: See the :ref:`iir-filter` example. """ - w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=N, whole=True, fs=sample_rate) - - w[w >= 0.5 * sample_rate] -= sample_rate # Wrap frequencies from [0, 1) to [-0.5, 0.5) - w = np.fft.fftshift(w) - H = np.fft.fftshift(H) + w, H = self.frequency_response(sample_rate, N) ax1 = plt.gca() ax1.plot(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Power") @@ -266,8 +310,7 @@ def plot_frequency_response_log( Examples: See the :ref:`iir-filter` example. """ - w = np.logspace(np.log10(sample_rate / 2 / 10**decades), np.log10(sample_rate / 2), N) - w, H = scipy.signal.freqz(self.b_taps, self.a_taps, worN=w, whole=False, fs=sample_rate) + w, H = self.frequency_response_log(sample_rate, N, decades) ax1 = plt.gca() ax1.semilogx(w, 10 * np.log10(np.abs(H) ** 2), color="b", label="Power") From f56b8a2b18c8042160f45205e59b9ec85a04a1ab Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 14:42:45 -0400 Subject: [PATCH 77/95] Update PLL notebook --- docs/examples/phase-locked-loop.ipynb | 213 +++++++++++++++++++++++++- 1 file changed, 205 insertions(+), 8 deletions(-) diff --git a/docs/examples/phase-locked-loop.ipynb b/docs/examples/phase-locked-loop.ipynb index 1cb5aa4c7..80ad3fa14 100644 --- a/docs/examples/phase-locked-loop.ipynb +++ b/docs/examples/phase-locked-loop.ipynb @@ -41,12 +41,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] } ], "source": [ - "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "lf = sdr.LoopFilter(0.05, 1)\n", "print(lf)" ] }, @@ -80,7 +80,7 @@ ], "source": [ "plt.figure(figsize=(10, 8))\n", - "lf.plot_all(N_time=20)\n", + "lf.iir.plot_all(N_time=20)\n", "plt.show()" ] }, @@ -104,7 +104,7 @@ ], "source": [ "plt.figure(figsize=(10, 5))\n", - "lf.plot_frequency_response_log(decades=6)\n", + "lf.iir.plot_frequency_response_log(decades=6)\n", "plt.show()" ] }, @@ -112,8 +112,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Implement a PLL in the phase domain\n", - "\n", + "## Implement a PLL in the phase domain" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "This section implements Example C.2.1 from *Digital Communications: A Discrete-Time Approach*." ] }, @@ -132,7 +137,7 @@ "\n", "# Create a proportional-plus-integrator (PPI) loop filter with a normalized\n", "# noise bandwidth of 0.05 and a damping factor of 1 (critically damped)\n", - "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "lf = sdr.LoopFilter(0.05, 1)\n", "\n", "# Create a numerically controlled oscillator (NCO) with NCO gain of 1\n", "# and a constant phase accumulation of theta_0 radians/sample\n", @@ -213,7 +218,7 @@ "\n", "# Create a proportional-plus-integrator (PPI) loop filter with a normalized\n", "# noise bandwidth of 0.05 and a damping factor of 1 (critically damped)\n", - "lf = sdr.LoopFilter.PPI(0.05, 1)\n", + "lf = sdr.LoopFilter(0.05, 1)\n", "\n", "# Create a direct digital synthesizer (DDS) with NCO gain of 1\n", "# and a constant phase accumulation of theta_0 radians/sample\n", @@ -280,6 +285,198 @@ "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyze PLL closed-loop performance" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def closed_loop_pll(K0, Kp, BnT, zeta):\n", + " \"\"\"\n", + " Reference:\n", + " - Equation C.51 from Digital Communications: A Discrete-Time Approach\n", + " \"\"\"\n", + " lf = sdr.LoopFilter(BnT, zeta)\n", + " K1 = lf.K1\n", + " K2 = lf.K2\n", + "\n", + " b0 = 0\n", + " b1 = Kp * K0 * (K1 + K2)\n", + " b2 = -Kp * K0 * K1\n", + "\n", + " a0 = 1\n", + " a1 = -2 * (1 - 0.5 * Kp * K0 * (K1 + K2))\n", + " a2 = 1 - Kp * K0 * K1\n", + "\n", + " # Create an IIR filter that represents the closed-loop transfer function of the PLL\n", + " pll = sdr.IIR([b0, b1, b2], [a0, a1, a2])\n", + "\n", + " omega_n = np.sqrt(K0 * Kp * K2)\n", + "\n", + " return pll, omega_n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare step and frequency response across $\\zeta$" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:1632: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n", + " \"results may be meaningless\", BadCoefficients)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "for zeta in [1 / 2, 1 / np.sqrt(2), 1, 2]:\n", + " pll, _ = closed_loop_pll(1, 1, 0.01, zeta)\n", + " h = pll.step_response(500)\n", + " plt.plot(h, label=rf\"$\\zeta = {zeta}$\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.title(\"Step response of the closed-loop PLL across damping factor\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "for zeta in [1 / 2, 1 / np.sqrt(2), 1, 2]:\n", + " pll, omega_n = closed_loop_pll(1, 1, 0.01, zeta)\n", + " omega, H = pll.frequency_response_log(sample_rate=2 * np.pi)\n", + " omega /= omega_n\n", + " plt.semilogx(omega, 20 * np.log10(np.abs(H)), label=rf\"$\\zeta = {zeta}$\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlim([10**-2, 10**2])\n", + "plt.ylim([-25, 5])\n", + "plt.xlabel(r\"Normalized Frequency ($\\omega / \\omega_n$)\")\n", + "plt.ylabel(\"Power (dB)\")\n", + "plt.title(\"Frequency response of the closed-loop PLL across damping factor\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare step and frequency response across $B_n T$" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "for BnT in [0.001, 0.005, 0.01, 0.05, 0.1]:\n", + " pll, _ = closed_loop_pll(1, 1, BnT, 1)\n", + " h = pll.step_response(500)\n", + " plt.plot(h, label=f\"$B_nT = {BnT}$\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Sample\")\n", + "plt.ylabel(\"Amplitude\")\n", + "plt.title(\"Step response of the closed-loop PLL across normalized noise bandwidth\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "for BnT in [0.001, 0.005, 0.01, 0.05, 0.1]:\n", + " pll, _ = closed_loop_pll(1, 1, BnT, 1)\n", + " f, H = pll.frequency_response_log(sample_rate=1)\n", + " plt.semilogx(f, 20 * np.log10(np.abs(H)), label=f\"$B_nT = {BnT}$\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.ylim([-25, 5])\n", + "plt.xlabel(\"Normalized Frequency ($f / f_s$)\")\n", + "plt.ylabel(\"Power (dB)\")\n", + "plt.title(\"Frequency response of the closed-loop PLL across normalized noise bandwidth\")\n", + "plt.show()" + ] } ], "metadata": { From 1faae7ccb2ff401e7f271ac9b128252fbb2dd500 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 14:52:32 -0400 Subject: [PATCH 78/95] Fix linter error --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 858cfb41a..1d38b45e1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -109,6 +109,7 @@ disable = [ "too-many-instance-attributes", "too-many-lines", "too-many-locals", + "too-many-public-methods", "unneeded-not", ] min-similarity-lines = 100 From b941658037470dc12984cc3f8570a9861d39ef9e Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 15:59:00 -0400 Subject: [PATCH 79/95] Add performance analysis of closed-loop PLLs in `sdr.ClosedLoopPLL` --- src/sdr/__init__.py | 1 + src/sdr/_pll.py | 224 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 225 insertions(+) create mode 100644 src/sdr/_pll.py diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index cf3cd9fa2..7326a5b15 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -17,3 +17,4 @@ from ._iir_filter import IIR from ._loop_filter import LoopFilter from ._nco import DDS, NCO +from ._pll import ClosedLoopPLL diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py new file mode 100644 index 000000000..132032c04 --- /dev/null +++ b/src/sdr/_pll.py @@ -0,0 +1,224 @@ +import numpy as np + +from ._iir_filter import IIR +from ._loop_filter import LoopFilter + + +class ClosedLoopPLL: + r""" + A class that defines the performance of a closed-loop PLL. + + Note: + This class is meant for performance analysis only. + + Notes: + .. code-block:: text + :caption: Closed-Loop PLL Block Diagram + + bb[n] + +---+ +-----+ +----+ + x[n] -->| X |--->| PED |--->| LF |---+ + +---+ +-----+ +----+ | + ^ | + | +---------+ +-----+ | + lo[n] +--| e^(-j.) |<--| NCO |<--+ + +---------+ +-----+ + + x[n] = Input signal + lo[n] = Local oscillator signal + bb[n] = Baseband signal + PED = Phase error detector + LF = Loop filter + NCO = Numerically-controlled oscillator + + The transfer function of the 2nd order, proportional-plus-integrator loop filter is + + $$H_{LF}(z) = K_1 + K_2 \frac{ 1 }{ 1 - z^{-1}} = \frac{(K_1 + K_2) - K_1 z^{-1}}{1 - z^{-1}} .$$ + + The transfer function of the NCO is + + $$H_{NCO}(z) = K_0 \frac{z^{-1}}{1 - z^{-1}} .$$ + + The closed-loop transfer function of the PLL is + + $$ + H_{PLL}(z) = \frac{K_p K_0 (K_1 + K_2) z^{-1} - K_p K_0 K_1 z^{-2}} + {1 - 2 (1 - \frac{1}{2} K_p K_0 (K_1 + K_2) z^{-1} + (1 - K_p K_0 K_1) z^{-2} } . + $$ + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C: Phase Locked Loops. + + Group: + pll + """ + + def __init__( + self, noise_bandwidth: float, damping_factor: float, K0: float = 1.0, Kp: float = 1.0, sample_rate: float = 1.0 + ): + lf = LoopFilter(noise_bandwidth, damping_factor, K0, Kp) + K1 = lf.K1 + K2 = lf.K2 + + b0 = 0 + b1 = Kp * K0 * (K1 + K2) + b2 = -Kp * K0 * K1 + + a0 = 1 + a1 = -2 * (1 - 0.5 * Kp * K0 * (K1 + K2)) + a2 = 1 - Kp * K0 * K1 + + # Create an IIR filter that represents the closed-loop transfer function of the PLL + self._iir = IIR([b0, b1, b2], [a0, a1, a2]) + + self._sample_rate = sample_rate + self._BnT = noise_bandwidth + self._zeta = damping_factor + + self._K0 = K0 + self._Kp = Kp + self._K1 = K1 + self._K2 = K2 + + def phase_lock_time(self) -> float: + """ + Returns the phase lock time of the PLL. + + Returns: + The time it takes the PLL to lock onto the input signal's phase in seconds. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.40. + """ + return 1.3 / self.Bn + + def frequency_lock_time(self, freq_offset: float) -> float: + """ + Returns the frequency lock time of the PLL. + + Arguments: + freq_offset: The frequency offset of the input signal in Hz. + + Returns: + The time it takes the PLL to lock onto the input signal's frequency in seconds. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.39. + """ + return 4 * freq_offset**2 / self.Bn**3 + + def lock_time(self, freq_offset: float) -> float: + """ + Returns the lock time of the PLL. + + Arguments: + freq_offset: The frequency offset of the input signal in Hz. + + Returns: + The time it takes the PLL to lock onto the input signal's phase and frequency in seconds. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.38. + """ + return self.phase_lock_time() * self.frequency_lock_time(freq_offset) + + def phase_error_variance(self, cn0: float) -> float: + """ + Returns the variance of the phase error of the PLL in steady state. + + Arguments: + cn0: The carrier-to-noise density ratio of the input signal in dB-Hz. + + Returns: + The variance of the phase error of the PLL in radians^2. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.43. + """ + cn0_linear = 10 ** (cn0 / 10) + return self.Bn / cn0_linear + + @property + def sample_rate(self) -> float: + """ + The sample rate of the PLL in samples/s. + """ + return self._sample_rate + + @property + def BnT(self) -> float: + """ + The normalized noise bandwidth of the PLL. + """ + return self._BnT + + @property + def Bn(self) -> float: + """ + The noise bandwidth of the PLL in Hz. + """ + return self.BnT * self.sample_rate + + @property + def zeta(self) -> float: + """ + The damping factor of the PLL. + + A damping factor of 1 is critically damped, less than 1 is underdamped, and greater than 1 is overdamped. + """ + return self._zeta + + @property + def K0(self) -> float: + """ + The NCO gain. + """ + return self._K0 + + @property + def Kp(self) -> float: + """ + The phase error detector (PED) gain. + """ + return self._Kp + + @property + def K1(self) -> float: + """ + The proportional gain of the loop filter. + """ + return self._K1 + + @property + def K2(self) -> float: + """ + The integral gain of the loop filter. + """ + return self._K2 + + @property + def iir(self) -> IIR: + """ + The IIR filter that represents the closed-loop transfer function of the PLL. + """ + return self._iir + + @property + def omega_n(self) -> float: + """ + The natural frequency of the PLL in radians/s. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.33. + """ + return np.sqrt(self.K0 * self.Kp * self.K2) + + @property + def omega_3dB(self) -> float: + """ + The 3-dB bandwidth of the PLL in radians/s. + + References: + - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.34. + """ + return self.omega_n * np.sqrt(1 + 2 * self.zeta**2 + np.sqrt((1 + 2 * self.zeta**2) ** 2 + 1)) From a17ea91b29a790c14e396fc67c93ecec90dab74d Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:08:19 -0400 Subject: [PATCH 80/95] Update PLL example --- docs/examples/phase-locked-loop.ipynb | 189 ++++++++++++++++---------- 1 file changed, 115 insertions(+), 74 deletions(-) diff --git a/docs/examples/phase-locked-loop.ipynb b/docs/examples/phase-locked-loop.ipynb index 80ad3fa14..c49f2d3af 100644 --- a/docs/examples/phase-locked-loop.ipynb +++ b/docs/examples/phase-locked-loop.ipynb @@ -16,7 +16,6 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import scipy.signal\n", "\n", "import sdr\n", "\n", @@ -33,60 +32,58 @@ ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], "source": [ - "lf = sdr.LoopFilter(0.05, 1)\n", - "print(lf)" + "A 2nd order, proportional-plus-integrator loop filter has the following configuration.\n", + "\n", + "```text\n", + " +----+\n", + " +-->| K1 |-------------------+\n", + " | +----+ |\n", + "x[n] --+ @--> y[n]\n", + " | +----+ |\n", + " +-->| K2 |--@-------------+--+\n", + " +----+ ^ |\n", + " | +------+ |\n", + " +--| z^-1 |<--+\n", + " +------+\n", + "x[n] = Input signal\n", + "y[n] = Output signal\n", + "K1 = Proportional gain\n", + "K2 = Integral gain\n", + "z^-1 = Unit delay\n", + "@ = Adder\n", + "```\n", + "\n", + "The transfer function of the loop filter is\n", + "\n", + "$$H(z) = K_1 + K_2 \\frac{ 1 }{ 1 - z^{-1}} = \\frac{(K_1 + K_2) - K_1 z^{-1}}{1 - z^{-1}} .$$\n", + "\n", + "These loop filters are implemented in {obj}`sdr.LoopFilter`." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: divide by zero encountered in true_divide\n", - " npp_polyval(zm1, a, tensor=False))\n", - "C:\\Users\\matth\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.7_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python37\\site-packages\\scipy\\signal\\filter_design.py:476: RuntimeWarning: invalid value encountered in true_divide\n", - " npp_polyval(zm1, a, tensor=False))\n" + "\n" ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "plt.figure(figsize=(10, 8))\n", - "lf.iir.plot_all(N_time=20)\n", - "plt.show()" + "lf = sdr.LoopFilter(0.05, 1)\n", + "print(lf)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -124,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -156,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -205,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -237,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -294,34 +291,37 @@ ] }, { - "cell_type": "code", - "execution_count": 9, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "def closed_loop_pll(K0, Kp, BnT, zeta):\n", - " \"\"\"\n", - " Reference:\n", - " - Equation C.51 from Digital Communications: A Discrete-Time Approach\n", - " \"\"\"\n", - " lf = sdr.LoopFilter(BnT, zeta)\n", - " K1 = lf.K1\n", - " K2 = lf.K2\n", + "A closed-loop PLL has the following configuration.\n", "\n", - " b0 = 0\n", - " b1 = Kp * K0 * (K1 + K2)\n", - " b2 = -Kp * K0 * K1\n", + "```text\n", + " bb[n]\n", + " +---+ +-----+ +----+\n", + "x[n] -->| X |--->| PED |--->| LF |---+\n", + " +---+ +-----+ +----+ |\n", + " ^ |\n", + " | +---------+ +-----+ |\n", + " lo[n] +--| e^(-j.) |<--| NCO |<--+\n", + " +---------+ +-----+\n", "\n", - " a0 = 1\n", - " a1 = -2 * (1 - 0.5 * Kp * K0 * (K1 + K2))\n", - " a2 = 1 - Kp * K0 * K1\n", + "x[n] = Input signal\n", + "lo[n] = Local oscillator signal\n", + "bb[n] = Baseband signal\n", + "PED = Phase error detector\n", + "LF = Loop filter\n", + "NCO = Numerically-controlled oscillator\n", + "```\n", "\n", - " # Create an IIR filter that represents the closed-loop transfer function of the PLL\n", - " pll = sdr.IIR([b0, b1, b2], [a0, a1, a2])\n", + "The closed-loop transfer function of the PLL is\n", "\n", - " omega_n = np.sqrt(K0 * Kp * K2)\n", + "$$\n", + "H_{PLL}(z) = \\frac{K_p K_0 (K_1 + K_2) z^{-1} - K_p K_0 K_1 z^{-2}}\n", + "{1 - 2 (1 - \\frac{1}{2} K_p K_0 (K_1 + K_2) z^{-1} + (1 - K_p K_0 K_1) z^{-2} } .\n", + "$$\n", "\n", - " return pll, omega_n" + "The analysis of the performance of this closed-loop system is available in {obj}`sdr.ClosedLoopPLL`." ] }, { @@ -333,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -360,8 +360,8 @@ "source": [ "plt.figure(figsize=(10, 5))\n", "for zeta in [1 / 2, 1 / np.sqrt(2), 1, 2]:\n", - " pll, _ = closed_loop_pll(1, 1, 0.01, zeta)\n", - " h = pll.step_response(500)\n", + " pll = sdr.ClosedLoopPLL(0.01, zeta)\n", + " h = pll.iir.step_response(500)\n", " plt.plot(h, label=rf\"$\\zeta = {zeta}$\")\n", "plt.grid(which=\"both\", linestyle=\"--\")\n", "plt.legend()\n", @@ -373,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -392,9 +392,9 @@ "source": [ "plt.figure(figsize=(10, 5))\n", "for zeta in [1 / 2, 1 / np.sqrt(2), 1, 2]:\n", - " pll, omega_n = closed_loop_pll(1, 1, 0.01, zeta)\n", - " omega, H = pll.frequency_response_log(sample_rate=2 * np.pi)\n", - " omega /= omega_n\n", + " pll = sdr.ClosedLoopPLL(0.01, zeta)\n", + " omega, H = pll.iir.frequency_response_log(sample_rate=2 * np.pi)\n", + " omega /= pll.omega_n\n", " plt.semilogx(omega, 20 * np.log10(np.abs(H)), label=rf\"$\\zeta = {zeta}$\")\n", "plt.grid(which=\"both\", linestyle=\"--\")\n", "plt.legend()\n", @@ -415,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -434,8 +434,8 @@ "source": [ "plt.figure(figsize=(10, 5))\n", "for BnT in [0.001, 0.005, 0.01, 0.05, 0.1]:\n", - " pll, _ = closed_loop_pll(1, 1, BnT, 1)\n", - " h = pll.step_response(500)\n", + " pll = sdr.ClosedLoopPLL(BnT, 1)\n", + " h = pll.iir.step_response(500)\n", " plt.plot(h, label=f\"$B_nT = {BnT}$\")\n", "plt.grid(which=\"both\", linestyle=\"--\")\n", "plt.legend()\n", @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -466,8 +466,8 @@ "source": [ "plt.figure(figsize=(10, 5))\n", "for BnT in [0.001, 0.005, 0.01, 0.05, 0.1]:\n", - " pll, _ = closed_loop_pll(1, 1, BnT, 1)\n", - " f, H = pll.frequency_response_log(sample_rate=1)\n", + " pll = sdr.ClosedLoopPLL(BnT, 1)\n", + " f, H = pll.iir.frequency_response_log(sample_rate=1)\n", " plt.semilogx(f, 20 * np.log10(np.abs(H)), label=f\"$B_nT = {BnT}$\")\n", "plt.grid(which=\"both\", linestyle=\"--\")\n", "plt.legend()\n", @@ -477,6 +477,47 @@ "plt.title(\"Frequency response of the closed-loop PLL across normalized noise bandwidth\")\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare lock time across $B_n T$" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "freq = np.arange(0, 0.0005, 0.00001)\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "for BnT in [0.01, 0.0125, 0.015, 0.0175, 0.02]:\n", + " pll = sdr.ClosedLoopPLL(BnT, 1)\n", + " t_lock = pll.lock_time(freq)\n", + " plt.plot(freq, t_lock, label=f\"$B_nT = {BnT}$\")\n", + "plt.grid(which=\"both\", linestyle=\"--\")\n", + "plt.legend()\n", + "plt.xlabel(\"Normalized frequency offset ($f / f_s$)\")\n", + "plt.ylabel(\"Lock time (samples)\")\n", + "plt.title(\"Lock time of the closed-loop PLL across input signal frequency offset\")\n", + "plt.show()" + ] } ], "metadata": { From 3d54d9dbe2fb99fe3ff28a5e47fb148fd5a3d105 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:08:49 -0400 Subject: [PATCH 81/95] Add words to repo dictionary --- .vscode/settings.json | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/.vscode/settings.json b/.vscode/settings.json index add41b69c..2a44c3ac9 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -17,5 +17,15 @@ }, "editor.rulers": [ 120 + ], + "cSpell.words": [ + "Baseband", + "downsampling", + "Feedforward", + "overdamped", + "resampler", + "resamplers", + "underdamped", + "upsampling" ] } \ No newline at end of file From d26d91538da99086572ae60ed23f8dce43091f27 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:14:46 -0400 Subject: [PATCH 82/95] Add links to the PLL example --- docs/examples/phase-locked-loop.ipynb | 2 +- src/sdr/_loop_filter.py | 27 +++++++++++++++ src/sdr/_nco.py | 42 +++++++++++++++++++++++ src/sdr/_pll.py | 48 +++++++++++++++++++++++++++ 4 files changed, 118 insertions(+), 1 deletion(-) diff --git a/docs/examples/phase-locked-loop.ipynb b/docs/examples/phase-locked-loop.ipynb index c49f2d3af..69493a105 100644 --- a/docs/examples/phase-locked-loop.ipynb +++ b/docs/examples/phase-locked-loop.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(pll)=\n", + "(phase-locked-loop)=\n", "# Phase-locked loops" ] }, diff --git a/src/sdr/_loop_filter.py b/src/sdr/_loop_filter.py index 25197fbbe..582363587 100644 --- a/src/sdr/_loop_filter.py +++ b/src/sdr/_loop_filter.py @@ -43,6 +43,9 @@ class LoopFilter: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C: Phase Locked Loops. + Examples: + See the :ref:`phase-locked-loop` example. + Group: pll """ @@ -58,6 +61,9 @@ def __init__(self, noise_bandwidth: float, damping_factor: float, K0: float = 1. less than 1 is underdamped, and greater than 1 is overdamped. K0: The NCO gain. Kp: The gain of the phase error detector (PED) or time error detector (TED). + + Examples: + See the :ref:`phase-locked-loop` example. """ BnT = noise_bandwidth zeta = damping_factor @@ -83,6 +89,9 @@ def __init__(self, noise_bandwidth: float, damping_factor: float, K0: float = 1. def reset(self) -> None: """ Resets the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ self.iir.reset() @@ -95,6 +104,9 @@ def filter(self, x: np.ndarray) -> np.ndarray: Returns: The filtered signal, $y[n]$. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self.iir.filter(x) @@ -103,6 +115,9 @@ def noise_bandwidth(self) -> float: """ The normalized noise bandwidth $B_n T$ of the loop filter, where $B_n$ is the noise bandwidth in Hz and $T$ is the sampling period in seconds. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._BnT @@ -111,6 +126,9 @@ def damping_factor(self) -> float: """ The damping factor of the loop filter. A damping factor of 1 is critically damped, less than 1 is underdamped, and greater than 1 is overdamped. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._zeta @@ -118,6 +136,9 @@ def damping_factor(self) -> float: def K1(self) -> float: """ The proportional gain of the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K1 @@ -125,6 +146,9 @@ def K1(self) -> float: def K2(self) -> float: """ The integral gain of the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K2 @@ -132,5 +156,8 @@ def K2(self) -> float: def iir(self) -> IIR: """ The underlying IIR filter used to implement the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._iir diff --git a/src/sdr/_nco.py b/src/sdr/_nco.py index 0a94bdb86..972687465 100644 --- a/src/sdr/_nco.py +++ b/src/sdr/_nco.py @@ -32,6 +32,9 @@ class NCO: See Also: sdr.DDS + Examples: + See the :ref:`phase-locked-loop` example. + Group: pll """ @@ -44,6 +47,9 @@ def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0) K0: The NCO gain. increment: The constant accumulation of the NCO in units/sample. offset: The absolute offset of the NCO in units. + + Examples: + See the :ref:`phase-locked-loop` example. """ self._K0 = K0 self._increment = increment @@ -54,6 +60,9 @@ def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0) def reset(self): """ Resets the NCO. + + Examples: + See the :ref:`phase-locked-loop` example. """ self._y_prev = 0.0 @@ -66,6 +75,9 @@ def step(self, N: int) -> np.ndarray: Returns: The output signal, $y[n]$. + + Examples: + See the :ref:`phase-locked-loop` example. """ x = np.zeros(N) y = self.process(x) @@ -80,6 +92,9 @@ def process(self, x: np.ndarray) -> np.ndarray: Returns: The output signal, $y[n]$. + + Examples: + See the :ref:`phase-locked-loop` example. """ x = np.atleast_1d(x) @@ -102,6 +117,9 @@ def process(self, x: np.ndarray) -> np.ndarray: def K0(self) -> float: """ The NCO gain. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K0 @@ -113,6 +131,9 @@ def K0(self, value: float): def increment(self) -> float: """ The constant accumulation of the NCO in units/sample. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._increment @@ -124,6 +145,9 @@ def increment(self, value: float): def offset(self) -> float: """ The absolute offset of the NCO in units. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._offset @@ -160,6 +184,9 @@ class DDS: See Also: sdr.NCO + Examples: + See the :ref:`phase-locked-loop` example. + Group: pll """ @@ -172,6 +199,9 @@ def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0) K0: The NCO gain. increment: The constant accumulation of the NCO in radians/sample. offset: The absolute offset of the NCO in radians. + + Examples: + See the :ref:`phase-locked-loop` example. """ self._nco = NCO(K0, increment, offset) self.reset() @@ -179,6 +209,9 @@ def __init__(self, K0: float = 1.0, increment: float = 0.0, offset: float = 0.0) def reset(self): """ Resets the DDS. + + Examples: + See the :ref:`phase-locked-loop` example. """ self.nco.reset() @@ -191,6 +224,9 @@ def step(self, N: int) -> np.ndarray: Returns: The output complex exponential, $y[n]$. + + Examples: + See the :ref:`phase-locked-loop` example. """ x = np.zeros(N) y = self.process(x) @@ -205,6 +241,9 @@ def process(self, x: np.ndarray) -> np.ndarray: Returns: The output complex exponential, $y[n]$. + + Examples: + See the :ref:`phase-locked-loop` example. """ phase = self.nco.process(x) y = np.exp(1j * phase) @@ -214,5 +253,8 @@ def process(self, x: np.ndarray) -> np.ndarray: def nco(self) -> NCO: """ The numerically-controlled oscillator (NCO) used by the DDS. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._nco diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py index 132032c04..c327fa93f 100644 --- a/src/sdr/_pll.py +++ b/src/sdr/_pll.py @@ -49,6 +49,9 @@ class ClosedLoopPLL: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Appendix C: Phase Locked Loops. + Examples: + See the :ref:`phase-locked-loop` example. + Group: pll """ @@ -89,6 +92,9 @@ def phase_lock_time(self) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.40. + + Examples: + See the :ref:`phase-locked-loop` example. """ return 1.3 / self.Bn @@ -104,6 +110,9 @@ def frequency_lock_time(self, freq_offset: float) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.39. + + Examples: + See the :ref:`phase-locked-loop` example. """ return 4 * freq_offset**2 / self.Bn**3 @@ -119,6 +128,9 @@ def lock_time(self, freq_offset: float) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.38. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self.phase_lock_time() * self.frequency_lock_time(freq_offset) @@ -134,6 +146,9 @@ def phase_error_variance(self, cn0: float) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.43. + + Examples: + See the :ref:`phase-locked-loop` example. """ cn0_linear = 10 ** (cn0 / 10) return self.Bn / cn0_linear @@ -142,6 +157,9 @@ def phase_error_variance(self, cn0: float) -> float: def sample_rate(self) -> float: """ The sample rate of the PLL in samples/s. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._sample_rate @@ -149,6 +167,9 @@ def sample_rate(self) -> float: def BnT(self) -> float: """ The normalized noise bandwidth of the PLL. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._BnT @@ -156,6 +177,9 @@ def BnT(self) -> float: def Bn(self) -> float: """ The noise bandwidth of the PLL in Hz. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self.BnT * self.sample_rate @@ -165,6 +189,9 @@ def zeta(self) -> float: The damping factor of the PLL. A damping factor of 1 is critically damped, less than 1 is underdamped, and greater than 1 is overdamped. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._zeta @@ -172,6 +199,9 @@ def zeta(self) -> float: def K0(self) -> float: """ The NCO gain. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K0 @@ -179,6 +209,9 @@ def K0(self) -> float: def Kp(self) -> float: """ The phase error detector (PED) gain. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._Kp @@ -186,6 +219,9 @@ def Kp(self) -> float: def K1(self) -> float: """ The proportional gain of the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K1 @@ -193,6 +229,9 @@ def K1(self) -> float: def K2(self) -> float: """ The integral gain of the loop filter. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._K2 @@ -200,6 +239,9 @@ def K2(self) -> float: def iir(self) -> IIR: """ The IIR filter that represents the closed-loop transfer function of the PLL. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self._iir @@ -210,6 +252,9 @@ def omega_n(self) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.33. + + Examples: + See the :ref:`phase-locked-loop` example. """ return np.sqrt(self.K0 * self.Kp * self.K2) @@ -220,5 +265,8 @@ def omega_3dB(self) -> float: References: - M. Rice, Digital Communications: A Discrete-Time Approach, Equation C.34. + + Examples: + See the :ref:`phase-locked-loop` example. """ return self.omega_n * np.sqrt(1 + 2 * self.zeta**2 + np.sqrt((1 + 2 * self.zeta**2) ** 2 + 1)) From 6d9479fbece72aeebd8c01395f92e9e14d3627ee Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:17:04 -0400 Subject: [PATCH 83/95] Add docstring to PLL analysis object --- src/sdr/_pll.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py index c327fa93f..b74ed8a23 100644 --- a/src/sdr/_pll.py +++ b/src/sdr/_pll.py @@ -59,6 +59,18 @@ class ClosedLoopPLL: def __init__( self, noise_bandwidth: float, damping_factor: float, K0: float = 1.0, Kp: float = 1.0, sample_rate: float = 1.0 ): + """ + Creates a closed-loop PLL analysis object. + + Arguments: + noise_bandwidth: The normalized noise bandwidth $B_n T$ of the loop filter, + where $B_n$ is the noise bandwidth in Hz and $T$ is the sampling period in seconds. + damping_factor: The damping factor of the loop filter. A damping factor of 1 is critically damped, + less than 1 is underdamped, and greater than 1 is overdamped. + K0: The NCO gain. + Kp: The gain of the phase error detector (PED) or time error detector (TED). + sample_rate: The sample rate of the PLL in Hz. + """ lf = LoopFilter(noise_bandwidth, damping_factor, K0, Kp) K1 = lf.K1 K2 = lf.K2 From 371df5a33e2d6e453f40f13d3e3aacffd9574fe3 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:21:49 -0400 Subject: [PATCH 84/95] Fix typo in frequency response --- src/sdr/_iir_filter.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index a1868d6be..bb68bef8f 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -157,7 +157,7 @@ def step_response(self, N: int = 100) -> np.ndarray: def frequency_response(self, sample_rate: float = 1.0, N: int = 1024) -> Tuple[np.ndarray, np.ndarray]: r""" - Returns the frequency response $H(2 \pi f)$ of the IIR filter. + Returns the frequency response $H(e^{j2 \pi f})$ of the IIR filter. Arguments: sample_rate: The sample rate of the filter in samples/s. @@ -182,7 +182,7 @@ def frequency_response_log( self, sample_rate: float = 1.0, N: int = 1024, decades: int = 4 ) -> Tuple[np.ndarray, np.ndarray]: r""" - Returns the frequency response $H(2 \pi f)$ of the IIR filter on a logarithmic frequency axis + Returns the frequency response $H(e^{j2 \pi f})$ of the IIR filter on a logarithmic frequency axis Arguments: sample_rate: The sample rate of the filter in samples/s. From 5f1931df96a8f7abaeeffd0b410adaf6d1ec64ba Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:22:51 -0400 Subject: [PATCH 85/95] Clean up equation appearance --- src/sdr/_farrow.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index 66c41c17c..ea86eb7d1 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -74,7 +74,7 @@ def resample(self, x: np.ndarray, rate: float) -> np.ndarray: rate: The resampling rate, $r$. Returns: - The resampled signal, $y[n] = x(n \frac{T_s}{r})$. + The resampled signal, $y[n] = x(n T_s / r)$. Examples: See the :ref:`farrow-arbitrary-resampler` example. From 095263b751116c5bba1694666c77907d94ac0cb7 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:24:05 -0400 Subject: [PATCH 86/95] Add missing example links --- src/sdr/_farrow.py | 21 +++++++++------------ src/sdr/_pll.py | 3 +++ 2 files changed, 12 insertions(+), 12 deletions(-) diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index ea86eb7d1..edcf2f0f8 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -28,6 +28,9 @@ def __init__(self, streaming: bool = False): Arguments: streaming: Indicates whether to use streaming mode. In streaming mode, previous inputs are preserved between calls to :meth:`resample()`. + + Examples: + See the :ref:`farrow-arbitrary-resampler` example. """ self._streaming = streaming self._x_prev: np.ndarray # FIR filter state. Will be updated in reset(). @@ -53,6 +56,9 @@ def reset(self, state: np.ndarray | None = None): Arguments: state: The filter state to reset to. The state vector should equal the previous three inputs. If `None`, the filter state will be reset to zero. + + Examples: + See the :ref:`farrow-arbitrary-resampler` example. """ if state is None: self._x_prev = np.zeros(self._taps.shape[1] - 1, dtype=np.float32) @@ -133,10 +139,7 @@ def taps(self) -> np.ndarray: Returns the Farrow filter taps. Examples: - .. ipython:: python - - farrow = sdr.FarrowResampler() - farrow.taps + See the :ref:`farrow-arbitrary-resampler` example. """ return self._taps @@ -146,10 +149,7 @@ def order(self) -> int: Returns the order of the filter. Examples: - .. ipython:: python - - farrow = sdr.FarrowResampler() - farrow.order + See the :ref:`farrow-arbitrary-resampler` example. """ return self._taps.shape[1] - 1 @@ -161,9 +161,6 @@ def streaming(self) -> bool: In streaming mode, the filter state is preserved between calls to :meth:`resample()`. Examples: - .. ipython:: python - - farrow = sdr.FarrowResampler() - farrow.streaming + See the :ref:`farrow-arbitrary-resampler` example. """ return self._streaming diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py index b74ed8a23..856969ab7 100644 --- a/src/sdr/_pll.py +++ b/src/sdr/_pll.py @@ -70,6 +70,9 @@ def __init__( K0: The NCO gain. Kp: The gain of the phase error detector (PED) or time error detector (TED). sample_rate: The sample rate of the PLL in Hz. + + Examples: + See the :ref:`phase-locked-loop` example. """ lf = LoopFilter(noise_bandwidth, damping_factor, K0, Kp) K1 = lf.K1 From 58efd3fec7b1f320e3e704c8a960ed4883cd4725 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:26:24 -0400 Subject: [PATCH 87/95] Add `ClosedLoopPLL` to feature list --- README.md | 1 + docs/index.rst | 1 + 2 files changed, 2 insertions(+) diff --git a/README.md b/README.md index 0e586bae6..9af0874dd 100644 --- a/README.md +++ b/README.md @@ -30,3 +30,4 @@ A Python package for software-defined radio. - Direct digital synthesizer (`sdr.DDS`) - Phase-locked loops: - Loop filter (`sdr.LoopFilter`) + - Closed-loop PLL analysis (`sdr.ClosedLoopPLL`) diff --git a/docs/index.rst b/docs/index.rst index a8267141e..9a57a7b0c 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -16,6 +16,7 @@ Features - Direct digital synthesizer (:obj:`sdr.DDS`) - Phase-locked loops: - Loop filter (:obj:`sdr.LoopFilter`) + - Closed-loop PLL analysis (:obj:`sdr.ClosedLoopPLL`) .. toctree:: :caption: Examples From 943f98467a11ebd1333abcc498bf65feeec444da Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:31:11 -0400 Subject: [PATCH 88/95] Fix linter error --- src/sdr/_pll.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py index 856969ab7..f7234a1c7 100644 --- a/src/sdr/_pll.py +++ b/src/sdr/_pll.py @@ -1,3 +1,6 @@ +""" +A module for closed-loop phase-locked loops (PLLs) analysis. +""" import numpy as np from ._iir_filter import IIR From e9dc839adc4904cb77637d629338a2baa6fe75d8 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:37:15 -0400 Subject: [PATCH 89/95] Add `@export` decorator --- src/sdr/_helper.py | 32 ++++++++++++++++++++++++++++++++ 1 file changed, 32 insertions(+) create mode 100644 src/sdr/_helper.py diff --git a/src/sdr/_helper.py b/src/sdr/_helper.py new file mode 100644 index 000000000..c446ae3a2 --- /dev/null +++ b/src/sdr/_helper.py @@ -0,0 +1,32 @@ +""" +A module containing various helper functions for the library. +""" +import builtins +import inspect +import sys + +SPHINX_BUILD = hasattr(builtins, "__sphinx_build__") + + +def export(obj): + """ + Marks an object for exporting into the public API. + + This decorator appends the object's name to the private module's __all__ list. The private module should + then be imported in sdr/__init__.py using from ._private_module import *. It also modifies the object's + __module__ to "sdr". + """ + # Determine the private module that defined the object + module = sys.modules[obj.__module__] + + if not SPHINX_BUILD: + # Set the object's module to the package name. This way the REPL will display the object + # as sdr.obj and not sdr._private_module.obj + obj.__module__ = "sdr" + + # Append this object to the private module's "all" list + public_members = getattr(module, "__all__", []) + public_members.append(obj.__name__) + setattr(module, "__all__", public_members) + + return obj From d10ba6b877d2308ced1da50ad7a29543cff071db Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:37:29 -0400 Subject: [PATCH 90/95] Use `@export` decorator throughout library --- src/sdr/__init__.py | 10 +++++----- src/sdr/_farrow.py | 3 +++ src/sdr/_iir_filter.py | 3 +++ src/sdr/_loop_filter.py | 2 ++ src/sdr/_nco.py | 4 ++++ src/sdr/_pll.py | 2 ++ 6 files changed, 19 insertions(+), 5 deletions(-) diff --git a/src/sdr/__init__.py b/src/sdr/__init__.py index 7326a5b15..387b4c74f 100644 --- a/src/sdr/__init__.py +++ b/src/sdr/__init__.py @@ -13,8 +13,8 @@ "Defaulting version to 0.0.0." ) -from ._farrow import FarrowResampler -from ._iir_filter import IIR -from ._loop_filter import LoopFilter -from ._nco import DDS, NCO -from ._pll import ClosedLoopPLL +from ._farrow import * +from ._iir_filter import * +from ._loop_filter import * +from ._nco import * +from ._pll import * diff --git a/src/sdr/_farrow.py b/src/sdr/_farrow.py index edcf2f0f8..4c9c2c7f0 100644 --- a/src/sdr/_farrow.py +++ b/src/sdr/_farrow.py @@ -6,7 +6,10 @@ import numpy as np import scipy.signal +from ._helper import export + +@export class FarrowResampler: """ A cubic Farrow arbitrary resampler. diff --git a/src/sdr/_iir_filter.py b/src/sdr/_iir_filter.py index bb68bef8f..db4e34316 100644 --- a/src/sdr/_iir_filter.py +++ b/src/sdr/_iir_filter.py @@ -8,7 +8,10 @@ import scipy.signal from typing_extensions import Self +from ._helper import export + +@export class IIR: r""" Implements an infinite impulse response (IIR) filter. diff --git a/src/sdr/_loop_filter.py b/src/sdr/_loop_filter.py index 582363587..4deae0f1c 100644 --- a/src/sdr/_loop_filter.py +++ b/src/sdr/_loop_filter.py @@ -3,9 +3,11 @@ """ import numpy as np +from ._helper import export from ._iir_filter import IIR +@export class LoopFilter: r""" Implements a 2nd order, proportional-plus-integrator (PPI) loop filter. diff --git a/src/sdr/_nco.py b/src/sdr/_nco.py index 972687465..b322e1083 100644 --- a/src/sdr/_nco.py +++ b/src/sdr/_nco.py @@ -3,7 +3,10 @@ """ import numpy as np +from ._helper import export + +@export class NCO: r""" Implements a numerically-controlled oscillator (NCO). @@ -156,6 +159,7 @@ def offset(self, value: float): self._offset = value +@export class DDS: r""" Implements a direct digital synthesizer (DDS). diff --git a/src/sdr/_pll.py b/src/sdr/_pll.py index f7234a1c7..4ce0c8550 100644 --- a/src/sdr/_pll.py +++ b/src/sdr/_pll.py @@ -3,10 +3,12 @@ """ import numpy as np +from ._helper import export from ._iir_filter import IIR from ._loop_filter import LoopFilter +@export class ClosedLoopPLL: r""" A class that defines the performance of a closed-loop PLL. From b8f7557a38f2614c3c8d02b09fc5d04e6e9b0cac Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:42:10 -0400 Subject: [PATCH 91/95] Resize figures --- docs/examples/phase-locked-loop.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/docs/examples/phase-locked-loop.ipynb b/docs/examples/phase-locked-loop.ipynb index 69493a105..a243d2239 100644 --- a/docs/examples/phase-locked-loop.ipynb +++ b/docs/examples/phase-locked-loop.ipynb @@ -72,7 +72,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] } ], @@ -158,9 +158,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -170,7 +170,7 @@ } ], "source": [ - "plt.figure(figsize=(10, 5))\n", + "plt.figure(figsize=(10, 6))\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot(x, label=\"Input phase\")\n", @@ -234,14 +234,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": { @@ -251,7 +251,7 @@ } ], "source": [ - "plt.figure(figsize=(10, 6))\n", + "plt.figure(figsize=(10, 8))\n", "\n", "plt.subplot(3, 1, 1)\n", "plt.plot(x.real, label=\"Input\")\n", From 8d9f037a5f68c6d586781c5fc96cbf0098dd09a9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:46:09 -0400 Subject: [PATCH 92/95] Fix linter error --- src/sdr/_helper.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/sdr/_helper.py b/src/sdr/_helper.py index c446ae3a2..a1f36865a 100644 --- a/src/sdr/_helper.py +++ b/src/sdr/_helper.py @@ -2,7 +2,6 @@ A module containing various helper functions for the library. """ import builtins -import inspect import sys SPHINX_BUILD = hasattr(builtins, "__sphinx_build__") From a095849bd9f7fb2c1ad44e9dddef623c006e2a0c Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 16:54:29 -0400 Subject: [PATCH 93/95] Enable auto GitHub releases --- .github/workflows/release.yaml | 64 +++++++++++++++++----------------- 1 file changed, 32 insertions(+), 32 deletions(-) diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml index 28988d3c8..a1999a54a 100644 --- a/.github/workflows/release.yaml +++ b/.github/workflows/release.yaml @@ -14,42 +14,42 @@ jobs: name: Build the docs uses: ./.github/workflows/docs.yaml - # release: - # name: Create GitHub release - # runs-on: ubuntu-latest - # steps: - # - uses: actions/checkout@v3 - # with: - # fetch-depth: 0 # Fetch all commits and tags - # ref: ${{ github.ref }} + release: + name: Create GitHub release + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 # Fetch all commits and tags + ref: ${{ github.ref }} - # - name: Get current version - # id: current - # run: | - # version=$(git tag --sort=-version:refname | head -n 1) - # echo "version=${version}" >> $GITHUB_OUTPUT + - name: Get current version + id: current + run: | + version=$(git tag --sort=-version:refname | head -n 1) + echo "version=${version}" >> $GITHUB_OUTPUT - # - name: Get previous version - # id: previous - # run: | - # version=$(git tag --sort=-version:refname | head -n 2 | tail -1) - # echo "version=${version}" >> $GITHUB_OUTPUT + - name: Get previous version + id: previous + run: | + version=$(git tag --sort=-version:refname | head -n 2 | tail -1) + echo "version=${version}" >> $GITHUB_OUTPUT - # - name: Construct release notes - # run: | - # # cp docs/release-notes/${{ steps.current.outputs.version }}.md release_notes.md - # echo -e "\n## Commits\n" > release_notes.md - # git log --oneline ${{ steps.previous.outputs.version }}..${{ steps.current.outputs.version }} >> release_notes.md + - name: Construct release notes + run: | + # cp docs/release-notes/${{ steps.current.outputs.version }}.md release_notes.md + echo -e "\n## Commits\n" > release_notes.md + git log --oneline ${{ steps.previous.outputs.version }}..${{ steps.current.outputs.version }} >> release_notes.md - # - name: Create GitHub release - # uses: actions/create-release@v1 - # env: - # GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - # with: - # tag_name: ${{ steps.current.outputs.version }} - # release_name: galois ${{ steps.current.outputs.version }} - # body_path: release_notes.md - # draft: true + - name: Create GitHub release + uses: actions/create-release@v1 + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + with: + tag_name: ${{ steps.current.outputs.version }} + release_name: sdr ${{ steps.current.outputs.version }} + body_path: release_notes.md + draft: true publish: name: Publish on PyPI From d46bad57afafdb514406f991e33f1f04e32713cd Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 17:00:39 -0400 Subject: [PATCH 94/95] Add more detail to the `README` --- README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/README.md b/README.md index 9af0874dd..dc4e6c279 100644 --- a/README.md +++ b/README.md @@ -19,6 +19,8 @@ A Python package for software-defined radio. +> Enjoying the library? Give us a :star: on [GitHub](https://github.com/mhostetter/sdr)! + ## Features - Filters: @@ -31,3 +33,20 @@ A Python package for software-defined radio. - Phase-locked loops: - Loop filter (`sdr.LoopFilter`) - Closed-loop PLL analysis (`sdr.ClosedLoopPLL`) + +## Documentation + +The documentation for `sdr` is located at https://mhostetter.github.io/sdr/latest/. + +## Install the package + +The latest version of `sdr` can be installed from [PyPI](https://pypi.org/project/sdr/) using `pip`. + +```console +$ python3 -m pip install sdr +``` + +## Examples + +There are detailed examples published at https://mhostetter.github.io/sdr/latest/examples/iir-filter/. +The Jupyter notebooks behind the examples are available for experimentation in `docs/examples/`. From e56f28f2a136ca3149eab183c6b54b59b4c490d9 Mon Sep 17 00:00:00 2001 From: mhostetter Date: Sun, 9 Jul 2023 17:03:36 -0400 Subject: [PATCH 95/95] Add release notes for v0.0.1 --- docs/index.rst | 1 + docs/release-notes/v0.0.md | 22 ++++++++++++++++++++++ 2 files changed, 23 insertions(+) create mode 100644 docs/release-notes/v0.0.md diff --git a/docs/index.rst b/docs/index.rst index 9a57a7b0c..e5e6ed6c0 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -38,6 +38,7 @@ Features :hidden: release-notes/versioning.rst + release-notes/v0.0.md .. toctree:: :caption: Index diff --git a/docs/release-notes/v0.0.md b/docs/release-notes/v0.0.md new file mode 100644 index 000000000..e54cc2d67 --- /dev/null +++ b/docs/release-notes/v0.0.md @@ -0,0 +1,22 @@ +--- +tocdepth: 2 +--- + +# v0.0 + +## v0.0.1 + +*Released July 9, 2023* + +### Changes + +- Added Farrow arbitrary resampling in `sdr.FarrowResampler`. ([#1](https://github.com/mhostetter/sdr/pull/1)) +- Added infinite impulse response (IIR) filters in `sdr.IIR`. ([#3](https://github.com/mhostetter/sdr/pull/3)) +- Added numerically-controlled oscillators (NCO) in `sdr.NCO`. ([#4](https://github.com/mhostetter/sdr/pull/4)) +- Added direct digital synthesizers (DDS) in `sdr.DDS`. ([#4](https://github.com/mhostetter/sdr/pull/4)) +- Added 2nd order, proportional-plus-integrator loop filters in `sdr.LoopFilter`. ([#4](https://github.com/mhostetter/sdr/pull/4)) +- Added closed-loop PLL analysis in `sdr.ClosedLoopPLL`. ([#5](https://github.com/mhostetter/sdr/pull/5)) + +### Contributors + +- Matt Hostetter ([@mhostetter](https://github.com/mhostetter))