From 2bb22e78321abb3fa5dc3faac2892007c96c4de1 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 11 Nov 2023 18:55:10 +0530 Subject: [PATCH 01/12] testing-commit --- docs/example_notebooks/basic_example.ipynb | 20 ++++++++++++-------- 1 file changed, 12 insertions(+), 8 deletions(-) diff --git a/docs/example_notebooks/basic_example.ipynb b/docs/example_notebooks/basic_example.ipynb index 7fb8a55..29b5518 100644 --- a/docs/example_notebooks/basic_example.ipynb +++ b/docs/example_notebooks/basic_example.ipynb @@ -33,12 +33,14 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
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", + "image/png": 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", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -88,7 +92,7 @@ "\n", "plt.show()\n", "\n", - "fig.savefig(\"images/alternating_row_color.png\")" + "# fig.savefig(\"images/alternating_row_color.png\")" ] }, { @@ -116,7 +120,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.4" }, "vscode": { "interpreter": { From e66ae60d093ecc87f7fdd5993a2f395958b832bb Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sun, 12 Nov 2023 23:27:03 +0530 Subject: [PATCH 02/12] add line plot --- plottable/plots.py | 28 ++++++++++++++++++++++++++-- 1 file changed, 26 insertions(+), 2 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 2ba9696..7d96634 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -1,5 +1,5 @@ from statistics import mean -from typing import Any, Callable, Dict, List, Tuple +from typing import Any, Callable, Dict, List, Tuple, Union import matplotlib import matplotlib.pyplot as plt @@ -223,7 +223,6 @@ def percentile_bars( rects = [] for x in np.linspace(0, 0.9, 10): - bg_rect = FancyBboxPatch( xy=(x, 0), width=0.1, @@ -392,3 +391,28 @@ def progress_donut( ax.axis("off") return wedges + + +def line_chart( + ax: plt.Axes, values: List[float], line_kwargs: Union[List[dict], dict] = {} +) -> List[matplotlib.lines.Line2D]: + """Plots a line chart in a cell. + + Args: + ax (matplotlib.axes.Axes): + Axes. + values (List[float]): + List of values to plot. + **kwargs: + Additional keyword arguments passed to `ax.plot()`. + + Returns: + plt.Artist: + The line artist. + """ + x_values = range(1, len(values) + 1) + + lines = ax.plot(x_values, values, **line_kwargs) + ax.axis("off") + + return lines From 6f4573c6eca560244b4d95fb9cf4eb28ec69b95f Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sun, 26 Nov 2023 12:46:16 +0530 Subject: [PATCH 03/12] add line function --- plottable/plots.py | 48 +++++++++++++++++++++++++++++++++++++++------- 1 file changed, 41 insertions(+), 7 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 7d96634..ec3673a 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -1,9 +1,13 @@ from statistics import mean from typing import Any, Callable, Dict, List, Tuple, Union +from itertools import cycle +from numbers import Number import matplotlib +from matplotlib.lines import Line2D import matplotlib.pyplot as plt import numpy as np +from numpy.typing import ArrayLike from matplotlib.patches import BoxStyle, Circle, FancyBboxPatch, Rectangle, Wedge from PIL import Image @@ -394,8 +398,8 @@ def progress_donut( def line_chart( - ax: plt.Axes, values: List[float], line_kwargs: Union[List[dict], dict] = {} -) -> List[matplotlib.lines.Line2D]: + ax: plt.Axes, values: ArrayLike | None, line_kwargs: List[dict] | dict | None = None +) -> List[Line2D]: """Plots a line chart in a cell. Args: @@ -403,16 +407,46 @@ def line_chart( Axes. values (List[float]): List of values to plot. - **kwargs: + line_kwargs: Additional keyword arguments passed to `ax.plot()`. + If multiple values are passed for multiple lines, this can also be a list for each Returns: plt.Artist: The line artist. """ - x_values = range(1, len(values) + 1) - lines = ax.plot(x_values, values, **line_kwargs) - ax.axis("off") + # number of points to plot in any single line + num_points = len(values) + + if num_points != 0: + if line_kwargs is None: + line_kwargs = {} + + # create a cyclable iterator for the line_kwargs + if isinstance(line_kwargs, list): + line_kwargs = cycle(line_kwargs) + + elif isinstance(line_kwargs, dict): + line_kwargs = cycle([line_kwargs]) + + # data passed for a single line + if isinstance(values[0], int | float): + xs = range(num_points) + lines = ax.plot(xs, values, **next(line_kwargs)) + return lines - return lines + # data passed for multiple lines + else: + # assert that all lines have the same number of points + assert all( + len(value) == len(values[0]) for value in values + ), "Data passed for lines doesn't have equal number of points" + + xs = range(len(values[0])) + for value, line_kwargs_dict in zip(values, line_kwargs): + ax.plot(xs, value, **line_kwargs_dict) + + else: + lines = ax.plot([], [], **next(line_kwargs)) + return lines From 99b32baedb80c99803d4371da64f8714c712c0b2 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 9 Dec 2023 11:57:02 +0530 Subject: [PATCH 04/12] renamed line chart to sparklines --- plottable/plots.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index ec3673a..55d757a 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -397,10 +397,10 @@ def progress_donut( return wedges -def line_chart( +def sparklines( ax: plt.Axes, values: ArrayLike | None, line_kwargs: List[dict] | dict | None = None ) -> List[Line2D]: - """Plots a line chart in a cell. + """Plots sparklines/line chart in cells Args: ax (matplotlib.axes.Axes): From 8b9b24e2d7f7eabefeb83ae91b6a9a1324a29d01 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 9 Dec 2023 11:57:22 +0530 Subject: [PATCH 05/12] added exampel to plot_example nb --- docs/example_notebooks/plot_example.ipynb | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/docs/example_notebooks/plot_example.ipynb b/docs/example_notebooks/plot_example.ipynb index 88aebfc..8872a54 100644 --- a/docs/example_notebooks/plot_example.ipynb +++ b/docs/example_notebooks/plot_example.ipynb @@ -22,7 +22,7 @@ "\n", "from plottable import ColumnDefinition, Table\n", "from plottable.formatters import decimal_to_percent\n", - "from plottable.plots import bar, percentile_bars, percentile_stars, progress_donut" + "from plottable.plots import bar, percentile_bars, percentile_stars, progress_donut, sparklines" ] }, { @@ -53,12 +53,14 @@ "outputs": [ { "data": { - "image/png": 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", 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mD47i79cPRaFQsP1kGcvSTrMvpxKNSsnqh6agUnZsrEDU0pwvDH9eHhiyVss/tjNu423OdskCCjUoNHL02Vm21mpQaiB6hizQZ/PD27gWNdIHezTX1tYyZ84cXn/9dQIDA/nXv/7Fa6+9Rk5ODq+99hp33XUXANOnT2f37t18//33rFixgpkzZ3L8+HHmzp3L3XffjcFgoKux2x1kHszkiluv5PVVr6Hz1fH1O183a5+UksRL377I3z5/jqLTRYREhiBJEi8ufIlXH3yNypLKLve5IQ1rdAGUSgVxIXpyK41sOVGKQgETksLd9lMHRrI/t4pNx0tIyy4nJTaIYfFB1FnsFFWbG/VfZ7ZR5iz32n5SzrtLkkRxtamRbUNqTPIAX0ywnjA/HyoMVoqcx4T7+9A/MgCAuz/ehV2SWL4zh7c3ZLAiPY9bP9jB1oxSdBoVJ4prPaog2ku7RTcuLo6cnBz3dm5uLnFxcR12SNAMKU/AtI2gi5Yj3qZQ+oAuBmZsg+lbOt92+ia49KfW+eFt7M51NjT1C5dYrVbmzJnDLbfcwvXXXw/AkiVL3O/nzZvnHkhzYTAY+Oijj1i4cCGLFi1iyZIlTJo0iU8//bTLLyE8OozwmDAGjOgPwMSZE8g8ePKsx0mSxBdvfcH8B25g+eufc8cTtzPjpul8/98futplD/IqjO7Ugou4YD15FUa2ZpQyLC7IY/GbOyb2pk+4H39dcZC9pysZ0zuUpAg5ldJUXrdhze8O55oOy9JymPjCenIrmv9SdFUuxATp3FG4a+AsPEBLSlwgWpWSKf0j+OWPU5k9Io6X1xznoc/TGdkrhPWPXsLia1Jkv0o7PsjXbtEdM2YMJ06cICsrC4vFwvLly7nmmms67JCgBcLHwtXH5JxqU+hj4eqjEDam62xb64e3UTuFvrYEkIXorrvuYtCgQTzyyCNus9jYWH755RcA1q9f3yhn+9JLL/HAAw+g0WgwGo0oFAqUSqVXIt2QyBDCY8LJzcwDYP/W/ST0SzjLUbDh6w2MmjqKgOAAzCYzCqUChVKB2dQ4WuxKXJFuQ+KC9ZwsqSU9p5KL+oZ77NNpVCy+JoXsMgNmm4OxfUJJdopuZhOie7pc/huM7hXCntOVmKx23t98EptD4tfMskb2LhoO8IX5y5+TY4XVKBQQ6qslJkjP5j9N5b93jCFIr+GFOUO5bFAkVw+L5eMFYwnUaegTIafTsloY5Gst7c7pqtVq/vnPf3L55Zdjt9tZsGABKSkpHXZIcBaUWjAVNL3PVOgZZXaVbWvsvU3iRMjeBNHyINLWrVv55JNPGDp0KKmpqQA8//zzvP/++zz44IPYbDZ0Oh3vvfeeu4v8/HzS0tJYtGgRAPfffz9jxowhODiYb7/91iuXcffiu3n1wVexWW1EJ0bxwMsP8Ovq7by/6H2qyqt49s5n6TO4D4s/eRoAs9HMui/Xs3ipvH3tb6/h2TueRa1R88ibf/CKzwAmq52SGnOjJRLjQvRUm+TZXpPOEF2AKf0juGpoDKsOFjCmdwihftpmB9NynKI7b3Q8u05V8Ma6E2Q5I8+d2eXMG930F1TDSNfukFcXPFZYQ6iv1j1oFhVYf9fmo1bxwe1jPPqI8PchwEfdKZFuhyZHzJw5k5kzZ3bYCUEbKFgLCi1gApUvSDY5L2s3yLnZwrUQN6trbVtj721u/NRjMsSkSZOQmlm+c/fu3U22x8bGsnLlSvf2vHnzmDdvXuf6eRaSUpJ49YdXPNomXDGeCVeMb9LeR+/D3z6vL2tLGZvCm2ve7FIfm6LQKWyuMjEXrlpdH7WSkb2aXmjoxbnDuGtyH3cUmhTh32Skm1NhQK9RcUVKDI9/c4B//5JJZIAPg2IC2Zld0axvBZVGFApZWE1WeZnXU+UGdy63NSgUCvpE+LlFviEbjxUzIjGEIH3rPvdiIO18I+sTebBK5QvJd8GcMkheACq93J71Sdfbtsbe25wDs88uZM4sF3Ph2h7bJ7TZEi8/HzUjE+sFOTnCzz1BIqO4xi2UOeVGEkN9CfLVMCg6EIcEvxnfi4nJYWSV1lFcY0KSJD7+NdtjwCu/ykRkgA8alZIwP1nYJUnO57aFpHA/j4kbVruDv/94hDv+u5N3NmS0cKQnQnTPJ+wWyF8p18hO/gZGvwkafxj9lrytDoS8lXK9alfZttYPwQWFezbaGaLrms47uV/j1EJzJEX4k1dp5KOtWVz26ibeWHcCkNMLCaF6d396jYqbxyUypo+83seu7ArWHy3mrysO8e9fMt39nS4zuNMeQXqNu+TLJcCtpU+4P/lVRkxWOyarnVve38G/N53klnGJPDy9f6v7EaJ7PiHZoc/tMOs4xF7uuS/2Crj6OPS5TV60u6tsW+uH4IIiz3kLHx3kWdESHaTj83vGc/vE3q3uyzWY9vT3h1Eo5DUZJEkip8JAfIgvAA9d1p81D08hzN+HIbFB6DRK0rLKeXO9HHGuOVyEJEmU1prZdaqci5Jl0VcqFYT61dcRt4U+EX5IEmSX1bH2cBFp2eX8/fqh/G320DZN1BAL3pxPqPUw9p3m9+ujPPd3lW1r/BAAMDwqlT3/2dutPuyha86v09ULrFqpYGhcEFp14zhuXFLrJzEADIiWRffi/hEMTwjmzXUnOF5Ui8FiJyFUFl29VuV+r1UrGZEQwle7c6k12xifFMr2k+Xsz61if14VDglmDa+vtAnz01JSY25XegEgq0QW3TA/LTc0M3jXEkJ0BYIu5MylD3sq90/rx/3TOmfKdN/IAL763QSGxgdxrLCGN9edYPnO0wAkOoX2TMb0CeXXk2XEBul486YRTPj7elYfKmT3qQr6RvozIKp+0CzMv52RrlN0jxXVsOFYMVekRLdrdppILwgEgnOO0b1D8VGrSIkNIthXwzd75NplV073TCY4o+nfXZJMZICO8Umh/G9PHjuzy7l6WKzHlGJXLjeijaLr56MmOlDHV7tzqTHZuGxw++7ohOgKBIJzFpVSwUXJ4VQZ5UHchJCmI93xSaF8fs94bh3XC4DLU6IprDYhnZFagPZHuiBHu7kVRnzUyjYNDjZEiK5AIDinmeQUt1A/LX4+TWdEFQoF45LCUDpv92cMjgZgUEyge2DOhUts25rTBUiKqK/G8NW2Lzvbs3O6CqXnq0AgOO9wzWRLaCaf2xTRQTruv7Rvk0+DuDwlmoo6C1EBzawd0gKuvO70dqYWoKeL7sT75Ue39Lqovu3ad6C2EFTdMGtKIBC0mYRQXwbFBDI4pm3133+YMaDJ9r6R/jw5q33rfl/cP4I1h4vckXR7UDQ3VbIBZzUQCASCrqTGZEWjUrapHrYbabGkQYiuQCAQdC4tiq5IdgoEAoEXEaIrEAgEXkSIrkAgEHgRIboCgUDgRYToCgQCgRcRoisQCAReRIiuQCAQeBEhugKBQOBFWpwGrFAoVHl5ed7yRSAQCM574uLiVJIk2ZvbLyJdgUAg8CJiGrBAIBB0LmIasEAgEJwrCNEVCAQCLyJEVyAQCLyIEF2BQCDwIkJ0BQKBwIsI0RUIBAIvIkRXIBAIvIgQXYFAIPAiPVt0HXY4tgocjvq20uNwaqun3Yk1YKmr3zaUQcY6T5usTVCZU79tM0Phfk+b/HTI3enZdnw12Ez12zUFcHJjW69E0Bk47FB0CHYvgR8ehm//D+rKuturHsGPBwp4/scj3e1GuzhaWM3o59Zy7dtbeXXtcbZllFJrtnXZ+Xq26G56EZbdCCfX17e9NxX+OxMczl/q4RXw6TzY9la9zfJbYOn1UFcqb5cehyVXw5e319usfQrenQx5uxv0fTF8cBm4Zvnt/gg+mw/py+ttllwDH1/rKfKCrqUqF378I7yQAB/OgNWPw67/wIEvG39JCtpFek4lH23LphUzXM8pqk1WfvfJbkCBSgH/XH+Cmz/YwdCnf+LVNce65JwtLnhz3mM1yq92a4NG54fC9eGwGhrbOJzvXWtWuPqRGkTM7r6d4m23NHF+Z9+OBvtcfTqaXQ9D0FnYbbDhedj+tvz7dlhB6y/vU+tAHwJhyd3rYw8h3F+LxeagxmwjUKfp8vP9dKiQlfsLePOmEe3uw+GQeOTzfeRWGFl2z3jG9A6lymAlPbeSF1cfZfWhQh6ZMaATvZbp2ZGu4MKlMke+89jxjvyFqFRBwjiY9Rr8fhv8pRD+cBTC+3W3pz2CcH8fAEprzB7tRoud33y4g92nKjr1fO9vOsl3+/IxWdsXvJwqq+PmD7bz85Ei/jxzEGN6hwIQ5Kvh4v4RXDowksySunb33xI9O9IVXJhUnIL3p4KxAlQ+EJoMc/8DMcO627Mei1t0ay0kRdS378wuZ/OJUsL8tIzqFdIp5yquNrH7tCzi5XUWYoP1bTr+u335/Omr/aiVCv4xZyg3jE5oZDMoJhC7Q+JEUS1D44M6xW8XItIV9CyMlfDRTDBUgNoHRtwiR7ZCcLuUetH1jHR3ZMkDleuOFGO2tT1q3HO6giqD1aPtp8NF7uzgmec7G//dmsUDy/YyNC6INY9MYf6YRBSKxouCDYoJBOBIQXWbfT4bQnTPdxrmmTvT9nxl5R+gpgg0Ohh7L1z1Cqi13e1Vjyc8QP4dNxLdk+XoNSpqzDa2ZpS2qc/cCgNz/7WN/2zN8mhffbAAjUoWyrJaebykpMbM1W9t4XSZodn+lqWdZvH3h5kxOIqP7xpLTFDzEXKvUF98tSoOd4HoivTC+Yy5DH4cBjMPgE9o59mer+TuhqMr5S+XxPFw2dPd7RGj77kFu8V6dsNzlGt7D252n06n4/HHHwcg1FeLQuGZ0zVa7OzLreQ343vz5e4cfjxQyKUDo1p97i925uCQIK/S6G6rqLOw/WQ5M4fG8P2+fLfIH8ir5EBeFTuzy0kM822yv+/S8xkQFcA7t4xErWo53lQqFQyMDhCiKziD3O/AmA9530HSHZ1ne76y8hGwGeXKhKvfhCZuG72N3WJlxJ03dLcb7ebpi+c2v+/pp93v1Solob5aSmrrK3X2nK7AapeY3C+cSoOFtYeLsNodaFoQPIdDQqlUYLM7+HyXXBdfVF1f5772SBF2h8St4xKdoiufr7BKFt/8BgLdELtDYn9uJdePjD+r4LoYFBPId/vykSSpyRQEgCRJ/N+ne7g2NY4rhkS3qt92pxcWLFhAZGQkQ4YMaW8Xgo5y8iPP186yPR8py4SSo6DSwth7IDiB3r17M3ToUFJTUxk9ejQATz31FMOGDSM1NZUZM2aQn58PwNdff01KSgqTJ0+mrEzOQ2ZmZjJ//vxuu6S2cujLH/jfHQ/zvzseYeMzr2MzW8jffYAVdz/GirseZeV9T1KdWwDA4W9W8b87HmHNn57HbpUj8aL9R9jxz4/aff5wfx+P9MKOk2UoFTC6dwhXDo2hymjl18zmJ6PsOV3BsMVr+PFAARuPlVBUbSZQp/YQ3Y3HiokN0jG2Tyh6jYoy5/lcNnnNiG5GcS11FjupCcGtvp7BsYHUmGzkVjTdJ8gDh6sOFlJY1bzNmbRbdO+44w5Wr17d3sMFHcVaDWXb5fel2+Xt1tr2RA6vkNMKCiWMXuBu3rBhA+np6ezatQuAP/7xj+zfv5/09HRmzZrFM888A8Bbb73Fzp07uffee/nss88AePLJJ3nuuee8fy3toK6kjMNf/8jV/36B2R+9iuRwkLV+K7++9j4XP/kA1374MkmXTWbfJ18DcHLtZq77z8tEpgwgb+c+JEki/ZOvSb1tTrt9CA/Qeoju9qxyhsQFEaDTMLlfOL5aFWsOFzZ7/O7sCmrNNu5ftpfnVh4mIsCHWcNjKayqF93sUgMDogNQKBQe5zub6O51VjuMSAxu9fW0ZjDtVJk8yalXuF+r+213emHKlClkZ2e393BBW6nY57lduA6UPvLEC6UWMj6A6GmywBrlaAZ9DGgCG9v2RDJ+lutxA+MgtE+zZoGBge73dXV17ttGpVKJ2WzGYDCg0WjYvHkz0dHR9Ot3/tTxOuwO7GYLSpUam8mMb3goKMBaJwuRtc4gtwESEg6bHbvZjFKlInPtJuLHjsAnMKDd54/w93GXcpmsdtJzKrl9Qi8AdBoV4/qEthjpZpbUEuKrYUB0ANtPlrNwajK+WjXVJhtGix29VkVepdFdehbm50NZnTO9cBbRTc+pJEivoU8bxHFgdAAKBRwpqGFGStOpg2znwF3vMC+IrsDLrEoFpU6+fQZ5Yp2tRn5vq4EDi+HgYnmdB8mZV1NqQaVrbNsTqcqVXxtMdlAoFMyYMQOFQsG9997LPffcA8Bf/vIXPv74Y4KCgtiwYQMATzzxBJdddhmxsbEsXbqUefPmsXz58kanOVfxiwhjyPyr+eKG36Py0RI3ZjhxY4Zz0R9/z9rHn0el1aLx0zPrnecBGDT7Cn74vz8T3DuBYUMH8vNf/sHlLz3ZIR/C/X0orZE/ewfyqrDYHIztE+bePyE5jA3HSiiqNhEVqGt0fEZxLf2iAvjvHWP5fOdpZo+M5+fDRYAcyYb5a6kyWokL0TvPpyWv0uTcX5/TbSoHu/d0JakJwc3mZpvCV6umT5gfhwuqmrU5XVaHSqkgrg21wqJk7Hxh+PPywJC1Wv6xnXHLY3O2SxZQqEGhkSPbpmx7InUl8mtYX3fTli1b2LNnD6tWreLtt99m06ZNAPztb38jJyeHW265hX/+858ATJ8+nd27d/P999+zYsUKZs6cyfHjx5k7dy533303BkPzpUjnAuaaWk5v3cm85W9z49fvYTOayVyziUNf/sD0F/7M/K/+Tb8rp5L29hIA+s64mGs/eImLn3yAQ1/+wODrZ5K7Yy/r//oyO/75EZKj7eWF4QE+GK126sw29y350Lj6iQUTk8MBmo12M0tqSY7wR69VccdFfQjSa9ziXFRtckex8W7R9fFIL6iUCkxWB+V1nlPya802jhfXtCmf62JIXBBpWeXUNbMATnaZgbhgPVp166VUiO75QsoTMG0j6KLliLcplD6gi4EZ22D6lpZtexquBYw09eVCcXFxAERGRjJ79mzS0tI8Drnlllv4+uuvPdoMBgMfffQRCxcuZNGiRSxZsoRJkybx6aefdq3/HSR/9wECYiLRBQehVKvpNWUcRQePUpF5iojBcvTfZ+pEig95LuJiKC2n5EgGvSaP5eAX33PJoofR+vuRv+dAm31oOEHiWGENgTo1UYE+7v2DYgIJ0mvYltm4Xres1kyFwUrfSH+P9ugg+fjCahO55bLouqLKMH8t5XUWTFY75XUWBsXIqZH8SpNHH/tzK5GktuVzXSyY1IcKg5X3N59scv+psjp6NVOi1hxCdM8nwsfC1cfkXG1T6GPh6qMQNubstj0N10I2VXmAnK+tqalxv1+zZg1DhgzhxIkT7kNWrFjBwIEDPbp56aWXeOCBB9BoNBiNRhQKBUql8pyPdP0jwyk5fAKbyYwkSeTvOUBw7wQstQaqcuQKjfxd+wnuFe9x3J7/LGfEArlCw262oFAoUCgV2ExNLOB0FsL96ydIHC+qcQ94uVApFYxPCuXXk40j3cwSeUAqOcIzNxrZRKQb1yDStTskjhfJf+dRiXKuN6/S82+193QlQLsi3dSEYGYOjeb9TScpqWk8+y27zNCmfC50IKd70003sXHjRkpLS4mPj2fx4sXcdddd7e1O0FqUWjAVNL3PVChHu62x7WkExoKxHIoOAlBUVMTs2bMBsNls3HzzzVxxxRXMmTOHY8eOoVQq6dWrF++++667i/z8fNLS0li0aBEA999/P2PGjCE4OJhvv/3W65fUFiIG96P3xeP57u7HUKhUhPXrzYBZl+EXEcr6v76MQqnEx9+PSX/6P/cxZSfkmV7h/ZMASJo2mW8X/AG/iDCG3nhtm31wRbolNRaOFdZw9fDYRjYTksL46VAROeUGTpcbqDZauXJoDJkltQAkR3hGugE+any1KoqqzSgV4KNWEuE8T5jz9VC+nMoY2SuEJb+ecud5XaTnVNIn3I9g3/YNIj86YwA/HSrin+tPsPja+hLZSoOFKqO1zZFuu0V32bJl7T1U0BEK1oJCC5hA5QuSTc7h2g1yHrdwLcTNatm2J9J3ulynW5EFtSUkJSWxb9++RmZnphMaEhsby8qVK93b8+bNY968eV3iblcw4s75jLjTs6641+Rx9Jo8rkn7sH59mPRYvQinzLuKlHlXtfv8EQEuEayi2mRjQHTjSoiJfeW87qNf7mNHVjlalZKJfcPJKK5Fp1E2GpBSKBREB+oorDYhSRJxwXp39Bzup3WfD2BAdAB6jYq8BnW1DodEWlY5Mwa3fibcmSRF+DN/TAKfpZ3m/mn93F8u7alcAJFeOP/I+kQeGFP5QvJdMKcMkheASi+3Z31ydtueSMq18gI3SjUc+a67vbkgCXWKoGuNhf5RjUW3X6Q/4f5admSVc1HfMCx2Bz8dKiSzpJakcH+UysbVBZGBPhRXm8itMLpTCyAP3EF9pBsdqCMuRO8xK+1wQTVVRisXOcW+vdw5sTdWu8S3e/Pcba4a3d7hIqfbc7FbIH+lXHs7+RsY/SZo/GH0W/K2OhDyVsqLdbdk2xOJSQWNn7xw/MYX5McpCbyKRqUkxFfDvlxn5NmE6CoUChZfM4SX5g5j6V3j6BXmy3fp+WQU1zYaRHPhinTzKozuygWAMKfIHymoRqtWEqTXEBus96jVdVVKTEgOoyP0iwpgeEIwX+7KdT8dI7vUgEIB8SFCdHsukh363A6zjkPs5Z77Yq+Aq49Dn9vkkfyWbHsiCgVMe0quXrDUwqaXu9ujCxLX4FZkgA8hfk3nUK8aFsO80QkoFAquGR7LtsxS8iqNjfK5LqICdRRUmiirs3gIXIivFqUCTFYH0YE6FAq5XrZhpLsts5SkCL8m64LbyrxR8RwrquFAnvylcqqsjphAHTqNqk399NAEXw9FrYex7zS/Xx/lub8l255I6i2w9Q0oy5CfeRc9FAZf060uzR84EtOGg93qQ0d4ugXfdbrGQhbu78OJ4tom87lNcc3wWN5anwHQbKQbFajD5pCjy4Y5X6VSQaifXKsb7RTVuGAdZXUWjBY7apWCtKxyZo+Ma5UvZ+Pq4bE8+8NhvtyVy7D4YLLL6ujVxnwuCNEV9CSUKrjxM3j/Ujna/eYe0Oih3/Ruc8m19OGFgivP2lQ+tyn6RQUwKCaQIwXVJEc2LWDRQfXi3jC9AHKZWmmtmUhnPbAr55tfZaTKaKXOYndPyugoQXoNl6dEsyI9j/+bmsypMgMzUto+QCfSC4KeRcQAuPlz+a7AZoTPfwNr/gpW09mPFXQYV61uU/nc5rh5bAKhftpmqwAaTrCIayS68j5XpBvrXJg8r8LozueOT+pYPrchCyb1wWxzMO2VXyirs7Qr0hWiK+h59J4ENyyRB9ZsJtj5HrzcD355EWpLutu7Ho1LBPu3Mr0AcOv4Xmx/YlqzuVFXPlatVBAZ4JnSCHOKvCsadonyK2uPs3znaQbFBLqrKjqD1IRgfn7kYnf0PCS27c9PE+kFQc+k/+Vw7yb4/BaoygFzNWx+FTa9BH4RckSs8QWVRl4sZ9IfYOCV3e31ec9FfcPZfrKMgW0QXYVCgVbd/EI0LqGNDdajOqOkzCXykQ0i3ZvGJrD3dCXltRZuGpvY1ks4Kwmhvnxw++hmF+45Gz1cdBVnvLZk05p+2mrT/U8uuKAJ7ys/lPLoSlj/nCy+Dgmq8+Sfhuz8QIhuJ5CaEMwndzU9GaO9aNVKwvy0Ta7k5Y50neKnVCr4+/XeeQhpeysierbojv2tnNdLGFvfNv1ZqCmQIxyAwddCwT4Y2uCxJFOflNdn9YuUt2OGwaSHIWZEvc3EB+S1W6Od0wJVGvmZXHZL/WNiht8IFdnQ/4r646Y9DXm7QVe/rqugC1Gq5AqGQVdD/h7IWAdZm+S/i8Mul9fpg2DABVBWdx5zbWocfZqYhNAr1A+VUkFiaNtqZbsThavQtwXOaiAQCATdgcMhkV1WR1IzNb7dRIu3uEJ0BQKBoHNpUXRF9YJAIBB4ESG6AoFA4EWE6AoEAoEXEaIrEAgEXkSIrkAgEHgRIboCgUDgRYToCgQCgRcRoisQCARepMVpwAqFQpWXl9eSiUAgEAgaEBcXp5Ikyd7cfhHpCgQCgRcR04AFAoGgcxHTgAUCgeBcQYiuQCAQeBEhugKBQOBFhOgKBAKBFxGiKxAIBF5EiK5AIBB4ESG6AoFA4EWE6AoEAoEX6fmim7vTc7uuBEqOebbl7QG7tX7bapSfENyQokNgqvRsqynsNDcFXqIyB/Yth82vwIa/g6m6uz0SnEccLazm6re2UFZrbncfPVt0N78CH1wGJzfWt701Ct4eKz9+G+DYj/D+VNj6Zr3NZ/Ph31PAUC5vV2TDvybCp/PqbdY8Ca8MgPz0Lr4IQYepLYZfXoJXB8M/R8PKP8D6v8GWV+HUtu72TtAJ1JisPPJFeofEsDVsOVHKgbwqNhwraXcfPVt0TVXyq9VY3+awya+S4wwbQ72Ntc5pa/W0aRgNu9pszj+y3dI5Pgs6D4cDtv8L3hgOm16C6jyQJECS//5KFQTFd7eXPYJjhTXsPlVOK5YVaJaM4lqu/ecWKura/r+0M7ucb/bk8evJsnafvzWcKpN1YtPx9otui6uMCQTnLXWlsPwWKNwvf6Fq9BDcF0beAclTIXKQLLqCTuGDzSf5cncuccF6rh4ey5yRcfSLCmhTHxuOFrMvt4qD+VVM7hfRpmOzS2UxLKpuf6TrcEjc/t805o6K59rUuKbPUyYHZFsySnE4JJTKFpdZaBIhuoKeR20JvDsJDGWysAbGwnX/gqRLutuzHstfrx7MhOQwvtuXz/ubT/LuL5kMiw/i6WtSGJkY0qo+DhfI+fWCSlObz3+6XBbd4uq2HWuzO1Cr5Bv+ndnlbD5RSlywvkXR9dWqKK+zcLigmiFxQW32tWenFwQXHlYTLJkFhlJQaWDgLLhvtxDcLiZAp+H6kfF8dOdYdvx5Gn+dNZiyWgvz3v2Vf64/gcXmOGsfR5yim19lPItlY045I9CiJkS3rNZMaRO53n05lQxe9BN7T1cA8P3+fABKapqOli02B3kVRq4bIQvyphPtSzEI0T3fkc7+Yb6gWPUYVJwClRZSroc5H4DWt7u9uqAI9/dhwaQ+rHpoMjOHxvDymuOMfm4tf/xyn1scz8Rss5NRXAtAfmV7RLf59MJDn6dz98e7GrWvP1qMxebg9Z9PYLM7+PGAXI1U0sxgXE6FAYcEY3qHMCgmkM3HS9vsJ4j0wvmNuQx+HAYzD4BPaHd70/2c3g4HvpAHNWOGwzVvgqLtObfO5LHF92I2d+4ga4i2V6f21150Oh2PP/54s/sDdRrevDGVuaPiWbE3j2/T89Cqlfxt9tBGthnFtdgc8iBcQVXjaHVndjmBOg0Dohvnie0OiZwKp+jWND72SEENpbVmCqqMxATpPfoE+OV4Cf/edJLyOgvh/tpmI93sUvkLo1eYH1P6hfOfrVnUmW34+bRNRoXons/kfgfGfMj7DpLu6G5vup8Nz8uVKmodzF96TgyUmc0WHvzzgk7tM8l/cqf2116efvrps9ooFAou7h/Bxf0jyCypJaei6Sj2SEENAAOiAhpFutUmK7f/Jw0F8Ond40lNCPbYn19pxGqXCPBRU3xGpFtjsrpTC+uOFHPrePkLy2JzsOd0BfNGxbPmcBEvrzlGgI+aa4bH8fGv2U0OkmU7o+neYX5M6R/Bvzed5O+rjvDUrMH4qFv/WWt3eiEnJ4epU6cyePBgUlJSeOONN9rblaC9nPzI8/VCpioXcnaAUg3Db+RYYS2pqanun8DAQF5//XUA3nrrLQYOHEhKSgqPPfYYAFu3bmXYsGGMHj2aEydOAFBZWcmMGTNwOM7NFI7JZGLs2LEMHz6clJQUFi1aBMC6desYOXIkqampTJo0iYyMDEC+7iFDhjBz5kwsFjn63rJlCw8//LBX/I0P8SW33NDkvsP51eg0SiYkh5FfafIoPftqVy4Gix1fHzW3/yfNnft14RpEG9U7hFqzjVqzzb3PlXYAWHekyP3+YH4VJquDSwdGcudFvZEkmJESTXyIHptDotLYoDzUSXZpHYE6NSG+GiYkhXHnRb1Zuv00c/61jazSptMmTdFu0VWr1bzyyiscPnyY7du38/bbb3P48OH2didoK9ZqKNsuvy/dLm+3ZNvTOfi1/KrSwLjfM2DAANLT00lPT2f37t34+voye/ZsNmzYwIoVK9i3bx+HDh3i0UcfBeCVV17hxx9/5PXXX+fdd98F4LnnnuPPf/4zSuW5OfTh4+PD+vXr2bdvH+np6axevZrt27fz+9//nk8//ZT09HRuvvlmnnvuOQA+/fRT9u/fz8SJE/npp5+QJIlnn32Wp556yiv+xofoya004nA0ruU9UlDNgOhA4kP0GK12qpyi53BIfPxrNiMTg/nm9xPRaZT84QvP2aKuMq4xveUUW8MKBpcYXtQ3jK2ZZdQ5BXlnlpxaGN07lDsn9mFyv3Bun9iLyEAfoOnBtOyyOnqH+6FQKFAqFSy6OoX3fjOK3AojPx4oaPXvod2fppiYGEaOHAlAQEAAgwYNQjw5uAup2Of5k/EBKOUPCEqtvF2xD4o3w6kv5J/izfW2PZ1jq8BmAn0IRA702LVu3TqSk5Pp1asX//rXv3j88cfx8ZF/d5GRkQBoNBoMBgMGgwGNRkNmZiY5OTlccskl3r6SVqNQKPD39wfAarVitVpRKBQoFAqqq+Uv2qqqKmJjYwGQJAmr1eq+xqVLl3LllVcSGuqd8YD4UF8sNkejgSpJkjhSWM3gmADiguWca76zbOyX4yVklxm446I+JIT6cvvE3hwuqPYQxdNlBrRqpTvt0HAwzZWH/e2kJCw2B5tPyINfO7PLSQr3IyLAhyBfDZ/cNY5h8cFE+J9FdMP8PNpmpESz5qEp/O7i5Fb/Hjolp5udnc3evXsZN25cZ3QnaIpVqaDUyaPyID8u1CbnwbDVwIHFcHCxLDySc+BGqQWVTrYd9Eg3OO1FKk7Jr5GDG+1avnw5N910EwDHjx9n8+bN/OUvf0Gn0/Hyyy8zZswYnnjiCW677Tb0ej2ffPIJjz76qDtCdGO3grESfMPgHIl+7XY7o0aNIiMjg4ULFzJu3Dg++OADZs6ciV6vJzAwkO3b5Tui++67j/Hjx5OSksJFF13Etddey08//eQ1X+NDZEHNrTAQFahztxdWm6g0WBkUE0iMW3SNDI4N5KNt2UQG+HDlkGgALkoOB46x/WQZVw+Xv0xOlRlICNETHST3WdxgMC2rrI7oQB2T+oUTpNfw85EiZgyOYmd2BVekRDfyMSLAKbq1ngNyrnKx2U3U70Y2uJbW0OFPTm1tLXPmzOH1118nMDCwo90JmmP48/JIvLVa/rGdkTKwOdslCyjUoNCAw9K0bU/EtRhRSB+PZovFwnfffce8efK6GTabjfLycrZv385LL73EDTfcgCRJpKamsn37djZs2MDJkyeJiYlBkiTmz5/PrbfeSlFREbw5El7pD9ve8vLFNY9KpSI9PZ3c3FzS0tI4ePAgr732Gj/++CO5ubnceeedPPKI/IX7m9/8hr1797J06VJee+01HnjgAVatWsXcuXN5+OGHuzx3nRAil+7llNcPlFntDrZlyFN3B8cEEhssC1hBlZHyOgubTpRw45gENM4JDCmxgQTo1GzLrJ/u64pAXULesFY3u7SO3uG+aFRKpg2K5H978/i/T/dQZbQytk/jCN8lumcOyLnKxXqH+zU6pq10SHStVitz5szhlltu4frrr++wM4IWSHkCpm0EXbQc8TaF0gd0MTBjG0zf0rJtT8O1pobW36N51apVjBw5kqioKADi4+O5/vrrUSgUjB07FqVSSWlpfb2lJEk899xzPPXUUyxevJgXX3yRu+++mzfffBPqiuW66Npzb3W54OBgpk6dyqpVq9i3b5/7rnP+/Pls2+a5qE9+fj5paWlcd911vPLKK3z++ecEBwezbt26LvWxYaQL8O4vmQx8ajV/+HIfGpWCAdEBhPv5oFEpyK8y8WtmGZIElwyMdPehVikZ1yeMXzPlv5kkSZwuN5AY5ou/jxo/rcozvVBmoI9TKP86azC3jktk3VF5QK0p0fX3UaPXqBqlF1z1xb3CulF0JUnirrvuYtCgQe5vUkEXEz4Wrj4G+pim9+tj4eqjEDbm7LY9DZVGfq0t8mhetmyZO7UAcN1117FhwwZATjVYLBbCw8Pd+z/++GNmzpxJaGgoBoMBpVKJUqnEUFvrFHZFfYqnmykpKaGyshIAo9HI2rVrGTRoEFVVVRw/fhzA3daQp556imeeecZ9nDwwpMRgaLqyoLPQaVSE+/uQ6ywb+2F/Pknhfrw0dxjf3z+JAJ0GpVJBdJCO/Eoj2zJL8fdRM+yMqbYTk8PILjOQV2mkpNaMwWJ351qjAnXuSLfKaKW8zuLeF+yrZfG1Q9jw6CV8vGAsCaGNJ80oFAoiAnwa5Z2znGs79OmESLfdOd2tW7fyySefMHToUFJTUwF4/vnnmTlzZoedErSAUgumZkZKTYX1g2tns+1phCZB4QEoSHc31dXVsXbtWv7973+72xYsWMCCBQsYMmQIWq2WJUuWoHBOoDAYDHz00UesWbMGgEceeYSZM2ei1Wr57M1n4Jev5E6iGxf3dwcFBQXcfvvt2O12HA4HN9xwA7NmzeL9999nzpw5KJVKQkJC+M9//uM+Zu/evQDuQfCbb76ZoUOHkpCQ4C6f60oSQvXkVBioM9s4UlDDwkuSmTc6wcMmNkhPQaWJklozY/uEutdGcDGxbxgA2zJK3SKYGCYLaGSgjzs14BpEOzMlEB/iS3xI87MUIwJ8GkW6J4pqCPHVEOKraeslN6Ldojtp0qQOLeMmaCcFa0GhBUyg8gXJJudw7QY5j1u4FuJmNbbt6SROhMJDUJYBljrQ+uHn50dZmedSf1qtlqVLlzbZha+vrzsKBpg8eTIHDhyQN7a/K0e6CgXEjuiyy2gLw4YNc4toQ2bPns3s2bObPGbEiBF8+OGH7u2HHnqIhx56qKtcbER8iC/7cyvZl1uJ3SExslfjxXBig/WsPVxErdnGLeMSG+3vHxlAmJ+Wb9PzMFvlPHTfCDmtFBWoIz2nEqgvJWtrdBrh70NmSa1H2+GCagbHBrq/oDvCuTEEK2g9WZ/IA2MqX0i+C+aUQfICUOnl9qxPmrbt6fS/HHz85Fv/Y6s6v/99n8mVIT4BENb68iCBJ/EhevIrjezMkheZGdHECmQxQTr3BIeJyeGN9iuVCsYnh7E1o4wTxbW8NHeYO1XgSi9IkkRWaR0KBSQ2kUZoiTPTCza7g2OFNQyK7pxCATEN+HzCboH8laAJhIu+gNjL5fbRb0HsVbBlPuStlBdflyRP255O70mgUIG5EtYugpTZnTcNOGsTlJ6QBX3oDZ3T5wVKQogvVrvEqoMF9I/yJ0jf+HY91lk2FuqnZWATay0A/P7iZPqE+XHnRb0J869PqUUG+GCyOqg22cgurSM2SI9O07bPQWSAD5UGK2abHR+1iqzSOsw2B4NjO0d0RaR7PiHZoc/tMOt4veC6iL0Crj4OfW6Tb4Nbsu2JqH3gkidA4wvGcvj17c7p12aGFQvlhdCVapj8h87p9wLFVcFwtLCGUU2kFgB32diEpLBmFwkfEhfEo5cP8BBcwF02VlxtIqvMQK+wtt/lucrGSmvlenfXOr+DYoToXnio9TD2HdBHNb1fHyXvV+vPbtsTGb0A/MJlgdzwPOSkdaw/SYIf/ygviq7xhYv/BL5iNbeO0LBioLnFzRND5RzspH6NUwtnwyW6r/98gv25laS0Izp1T5BwDqYdLqhGq1KSHOHf0mGtRqQXBD0HtRbmfAgfXyOvNvbJdXDrN5A4vu19Oezw46Nw4Es5rRPRHybe3+ZuYgIH8PHLnV3/2rX1tK1Fp2t7DbgrigWajXT7Rvrz6W/HNVlHezainGsnrDxQwOUpUTw8vX+b+zhTdI8U1NA30h+tunNiVCG6gp5Fwli4+i347n65iuHj62D6M3IUrGrlx72mEL6+G/J2gc0CAdHwm2/blSNuab3ZCxEftYqoQB8sNkeLVQUX9W17lAsQHaQjOcKPK4ZE84fpA9r1DLPGolvNxf3b9sy2lhCiK+h5DJsnl3Z9d58c8f78NGx7E6b+WX6ahKaZCK08S3568J6P5Zw4CgjpBXeslIVX0CmMTAzBz0fdKeVXZ+KjVrHuD5d0qI9wZ564uMZESY2Zkhpzp+VzQYiuoKcydC4EJcAXvwFzDVTlyOmC7x+E8P7yBIfgXmCphfJMKNgvP8jSYZerPzR6SL4Mrv83aDs+C0lQz79uHXVO1/hrVEpC/eQnSLjW7h0sRFcgaAWJ4+Chg7Dzfdj8spwqsFug6KD8gwJ5CTYnSo2cQogbCZc/D/Gju8vzHk9XRLmdSXyInu/35XO8SF7JT4hua0m9WX6iQMMZRBc9BNX59XP1+18Jw26AAQ2mL0+4H46vAl9nXilmOIy8zfOfcNSd8j9p5AB5+xyZjy84A7UWJiyEsffCiZ8gYx2c3iZ/BszV8rRpfbAc/faaJKcmxOSHC54X5w7j5Z+O8fORYhJDfQnqhOm/LhStCPPP3fsAgaAjOBznzLq4gnMT13TgNpaLtRjGC9EVCASCzqVF0RVf8wKBQOBFhOgKBAKBFxGiKxAIBF5EiK5AIBB4ESG6AoFA4EWE6AoEAoEXEaIrEAgEXkSIrkAgEHiRFqcBKxQKVV5enrd8EQgEgvOeuLg4lSRJ9ub2i0hXIBAIvIiYBiwQCASdi5gGLBAIBOcKQnQFAoHAiwjRFQgEAi8iRFcgEAi8iBBdgUAg8CJCdAUCgcCLCNEVCAQCLyJEVyAQCLxIzxfd8izPbZsJ6ko92ypPNT6uKtdzu7YI7FbPNsnhuW2uBmOlZ1vFGX07bFBT4NlWnd/4/IKuwVwDJ36G3Usg7X2wmrrbowuOgiojxTXd93vfc7qC332yG5vdcXbjLqBni+6vb8ObqZC9pb7ttRR4uW+9YGZugNeHwdY3620+u0G2cwloTQG83B8+mV1vs/5ZWBwChQfr215MgpeS6rcPfgNvDIP9n9e3fTgdXhlY/89efBheHdQZVytoDnMt7PkY3p0C/+gDX90Jqx+Hn/4CJzd2t3cXHA8uT+eJrw902/m/2ZPL6kOF5Fd2j/D3bNGtLZJfzTX1bVYjSBI4nOtR1BbKr6aqehtDmfxqNzttiuVXS22Dvl1tdU5bixwJO+xy/8317Xpvt3j2I+h8JEn+4nstBVb9CQr3Ob9sJfnVYQP/yO728oIjr8JIVmlds/tNVjt/XXGQwqquEcXdpyoBOeLuDlpcZUwgOG8x18A398LJDWA1gNYPfMNg+E3Q9zKIHAw+AaD17W5PLzjK6uRgRpIkFAoFVUYrRwuqGZcUBsDGY8V8/OspBscEcuPYxE49d43JyrHCagAKq7sn0hWiK+h5mKrgvanOvLwEumCY9SoMng3Knn1zd65jsNgwWeXUXqXBSoiflo+3ZfPK2uNs+uNUEsN82XisBICSGnOnnNNqd+CQJHzUKvblVOFw3ogWdFEkfTbEJ1DQs7BbYekcqMoBpQoSJ8CD6TBkjhDcc4CyWov7fb7z9t6Vavh+fz6SJLHhmJxyK63tHNG977M93PGfnQDsPlWBQgE6jbJT0hd2h8TIZ9fy4Zassxs7EZ/C850zKyi6w7Y99l3Fumeh6CAoVJB0CfzmW9CHdLdXAidldfWiW+AcyDpVbgBgRXoeRwpqKKqWxba0gUC7+PP/DjDmbz/zxs8nWi3Ke09X8uvJMnafqmD36QoGRAWQGOrbKTndsjoz5XUWtKoWV3P0QKQXzmfMZfDjMJh5AHxCu8e2PfZdRX46pL0nlwWG94N5H3V7dPvs809gNrUsDmploJe86Vx0Oh2PP/54m44pr6v/Xbgi3dPlBny1Ko4X1fLuL5kAJIX7NUovmKx2VuzNQ69V89rPx/lydw6b/jgVpbJ5was2WSl29vP+ppPsPVXB1amx5FYYW4x007LK8VErGZ4Q3OL1FDu/ICICdC3aNUSI7vlM7ndgzIe87yDpju6xbY99V7HxBVlw1Vq4aTmofbrPFydmk5knFz3Soo1OFe8lbzqXp59+us3HNIxe8ytNGCw2SmrMLLioD0t+zea7ffkMiQukV5gfR/KrPY7dmlFKncXOO7eOIrO4lmd+OExBtYm4YL2H3YmiGnqF+aFVK8koliuOBkYHsPqQXE00ulcINruDowWe/TfkL/87QE6FgY/uHMt45wBfU7jqjSMDW/9Za3cYYDKZGDt2LMOHDyclJYVFixa1tytBezn5kedrd9i2x74rqC2GzPWgUMKgazlWaiM1NdX9ExgYyOuvvw7AW2+9xcCBA0lJSeGxxx4DYOvWrQwbNozRo0dz4sQJACorK5kxYwYOh3dSJwsWLCAyMpIhQ4Z4tJ+r/jZEkiQqDY3TAWdS7kwvhPlpKagyklMuR7sjEoOZ1DccgKkDIonw92kU6a4+WEiATs2EpDCGxAUBssA2pKLOwsw3N/Pxr9kAZDpFd9HVKWicKYBRvUKIDtJTUmvG2sQECUmSyK0wYrI6WPDRTnafqmj2elyRblRg6yPddouuj48P69evZ9++faSnp7N69Wq2b9/e3u4EbcVaDWXO33fpdnnb27ZN2XcXh76VB87UPjBhIQMGDCA9PZ309HR2796Nr68vs2fPZsOGDaxYsYJ9+/Zx6NAhHn30UQBeeeUVfvzxR15//XXeffddAJ577jn+/Oc/o/RSiuKOO+5g9erVHm3nsr8NeWrFQS579Zez2pXVmtFplCRH+lNQaeJUmTyIlhjqy/Uj4wC4bFAU4f5aasw2TFa5nt5md/DzkSKmDYxEq1bSN9IfwB3JujhRXIvVLrEjq1zeX1KLRqVgTO8Qrh8RT3yInsRQX2KCdEgS7tRDQ6qMVoxWO/dOSSLc34cnvtnv3ldpsPDmuhPu2Wyu4yP8Wx/ptju9oFAo8PeXL9xqtWK1WlEoWp9MFrSRin2e24XrQOkDDgsotZDxAURPk0XQ6JxmrI8BTWDn2EK9vcu2KT+6iyPfyfW4fpEQM9xj17p160hOTqZXr1788Y9/5PHHH8fHR/4niYyUJ0doNBoMBgMGgwGNRkNmZiY5OTlccsklXruEKVOmkJ2d7dH2r3/965z1tyEJIb6U1lqoMloJ0muwOyR+2J/PrGGxqBrkXMvqLIT5+RAbpGPXqQpOOwfReoX5Miw+iJTYQPpGBnDUWUtbUmMmIdSXtOxyKgxWrhgSDUCon5YwP20j0XVt7z1dgSRJZBbX0TvMD7VKybPXDcFotaNQKIgOkiPTwipjo/REXqUcfacmBKNUKvhg80nsDgmVUsGqg4W8uvY4k/qFMzIxhOIaEyG+GrTq1n/RdSina7fbGTVqFBkZGSxcuJBx48Z1pDtBS6xKBaUOVE5hkwCb89bKVgMHFsPBxXJOU3Le5im1oNJ1ji2AtQ6wy5UBar+m/eguKpwlO1EpcMaX//Lly7npppsAOH78OJs3b+Yvf/kLOp2Ol19+mTFjxvDEE09w2223odfr+eSTT3j00Ud57rnnGp/H4ZD791KA0WF/vUSfcPnzkFVaR2pCML8cL+bB5en4qJVcMSTGbVdWayHMX0tMsJ7C/QVkl9URoFMTpNegUCjoGxkAQLgzciytlUX3p4OF+KiVTOkf4e6rb6Q/J84Q3cySWudxFnIrjGSW1DIwWu5Tq1a6xTHGKbpN1eq6qipigvVUGq1Y7RKFztxxtjMyzyk3MDIxhKJqM5FtGESDDpaMqVQq0tPTyc3NJS0tjYMHD579IEH7GP68/I9urZZ/bGfc9tuc7ZIFFGpQaOTos7NsrdWg1ED0DFmgm/OjuzDIt5OEJnk0WywWvvvuO+bNmweAzWajvLyc7du389JLL3HDDTcgSRKpqals376dDRs2cPLkSWJiYpAkifnz53PrrbdSVFQE70yAZ0Jg5wdeu6wO+etFkiJcoiuL3tFC+Qt4+8lyD7vyOgthflpig3TYHBK7T1XSK8y30V1yRIAsuq687i/HS5jcLxxfbX2c2DfSn4ziWho+0TyjuBY/rcp57jJOlxtIjvBv5G9MoBzdNlXB4KqqiA3WkRgqz1g8XWbweM2tkG2Ka8xtGkSDTqrTDQ4OZurUqY3yUYJOJOUJmLYRdNFyxNsUSh/QxcCMbTB9S+fbTt8El/50dj+6A4dNfvXxLL9atWoVI0eOJCoqCoD4+Hiuv/56FAoFY8eORalUUlpav+qcJEk899xzPPXUUyxevJgXX3yRu+++mzfffBPKT8pGFa0vhO8oHfLXiySE+qJUQFaJHAmeKJLFd/vJMg+7slozoX4+xATJone0sNotbA2pj3QtmKx2TpUb3INnLvpF+lNltFLSoF43o7iWSwZG4qtV8b+9edgdkjv/25BAvRq9RtVkpJtfaUKjUhDu5+P2LceZBjnlFF3Xdkm1yXuRbklJCZWVlQAYjUbWrl3LwIED29udoDWEj4Wrj8k51abQx8LVRyFsTNfZtsaP7kDpjICMnpHVsmXL3KkFgOuuu44NGzYA8q27xWIhPDzcvf/jjz9m5syZhIaGYjAYUCqVKJVKDHW19cKuUHXttTSg3f4aDF7zEcBHrSI+xJeTztllJ4rlSPdYUY27qkGSJMrqLIT7a4l15lElCRJD/Rr1F+Yvp9FKa81kltQiSdDPmXpw4UpFZDgF3mixk1dpZEBUAMPjg9mWWea0ayy6CoWCmCCde/2FjOJa9+BYfqWRmCA9SqVso1IqOF1uQJIk98Df6XIDDofUrki33TndgoICbr/9dux2Ow6HgxtuuIFZs2a1tztBa1FqwVTQ9D5ToRyVdrXt2ey7g5BeUHwE8ve6m+rq6li7di3//ve/3W0LFixgwYIFDBkyBK1Wy5IlS9y3tgaDgY8++og1a9YA8MgjjzBz5ky0Wi2f/fNvsOFLQAdRniVdncVNN93Exo0bKS0tJT4+nsWLF7ff388+6xIfWyIpwo+s0jocDomM4lqGxQexP7eKtKxyZqREU2exY7Y5CPXTEhtcHx02Fen6qFUE6TWU1Jjdg2P9ojzF07WdUVLLxL7h7nxucoQ/JqudX51Rtiv1cSbRQToKq0zsPlXOnH/9ysvzhjN3VLxTdGX/1ColccF6TpcbKKuzUGeRqylyKgxUGCzYHBKRAV4S3WHDhrF3796zGwo6l4K1oNACJlD5gmST87J2g5ybLVwLcbO61rYl++4iYTwUH4WSo/JaxRodfn5+lJV53t5qtVqWLl3aZBe+vr7uqBJg8uTJHDjgXPd113+cS3ZKjaojOotly5Y12d4uf7uBPuF+pGWVc7rcgMnqYO6oeI4V1rDDKbrlzokRoX5agvQa9BoVRqudXmFNr/QWEeBDaa2ZE0W1qJQKeod5imdkgA8BOrU7leES3b6R/u4Bs7hgvUceuCHRgTp2ZJXzyprjAOzKLmfuqHgKqkyM61M/szIx1JfT5QZ3amFwTCDHimrcqYm21OiCWHvh/CPrE3nwSuULyXfBnDJIXgAqvdye9UnX27Zk3130vwJ8/EHlAxk/d37/+5bLJWlqHUQM6Pz+ewBJ4X4YLHa2ZMg555TYIEYkBrMjS/7iK3VOAQ7395Fv753RblORrmynpaTGzIniGnqH+TYqy5KrHfzdqYzM4lqUCugd7suIxGDZp2aiXJAj3bxKI9syy9CqlOzLrcLukCsVYhuUkSWE6skpN7hTC5P6hWN3SKTnVAK0OdIVons+YbdA/kq5RnbyNzD6TdD4w+i35G11IOStBIe162zP5kd30WeKHIlaauDnRfULyXcGubugcL9cvZFyndfKxc43+oTLt/s/Oafb9ovyZ2yfMA7nV1NtsnpEugCxQXrUzrxpU4T7OyPd4tpG+VwX/SL9ySiWxTCjpJbEUF981CrC/X24dGAklw2KatZf13mjA3XcPrEXx4tqOF1uwO6Q3F8IIA8SltVZOFJQjUIBE5LlacGumWpeLRkTeBnJDn1uh1nHIfZyz32xV8DVx6HPbfKAT1fZns2P7kLrC5MeAbVefubcno87p1+7DVYslFMWShVc/KfO6bcH0scZVf6aWUZMkI5AnYbxfUJxSLAzq9y9eLlrkCw1IZgRicGoVU3LUESAD4XVJk6VGRrlc130jfSntNZMRnENmcV1HoNm/7ljDLdP7N2sv3EhcjS78NK+jO4dit0hse6IXGrXMNJ1ReKbT5QSG6Snr7MEzS263hpIE3QDaj2Mfaf5/fooz/1dZXs2P7qL8b+HHe9CXTGsfgLix0DU4I71ueFvUHkaNDoY93sIiO4cX3sgMYE6dBolJquDflFyZDqyVwh+WhVrDhXRK1wWrzA/WaQevbzlNE24v497wfOmKhAArhwSw79/OcnN7++g0mDlkoERTdo1xZR+EfzrlpHMSIl21wOvOihH6bFBjUX3aGENE5LCPCoaAnVqdJq2VbMI0RX0HLS+cP2/YfnNcv71v1fCnT/Ks9TaiiTBxr/Djn/JUW5wIlzyRJu78feN5IVnvTeZwpvodJ631UrnYNfRwhr6O0VSp1Fx+ZBoVh0s4LoRcfhqVei1rROpiAa50ubSCwmhviy7Zzw3v78di93hjkJbg1ql5MqhctljdJCOyAAfd/TaXHVFrzBf1ColscE6csqNRLZxEA2E6Ap6GsmXwrRFsG6x/NieD6bDde/A4Gtbn4s1VcP3D8Dxn2TB1YfAbd/KS0a2kbauN3u+kxQhi27DdMC1qXF8syePH/YXuPO5rcG1iIxS0fKAWP+oAJbfM55/rD7GpH7hzdqdjWHxQfx8pJgAnZoAncbdHqTXEKBTU2Oy0ctZQZEQ4iuLbhsH0UDkdAU9kfG/h2lPy5UG1jr49vfw3sVwYq28dkJzGMph0yvw6iA4tkp+9I9/JPz250bTiwVN41qDwZVeALgoOYwwP617CnBrcUW6iaG+Z72F7xsZwPu3jXbPdGsPw+KDAc/UAshVEq5o11Xe5tpua7kYiEhX0FMZ/ztZKL9eIItnwT748g555lrcKIgdAYExYDVCeRbkpkHJcXk9XpsRNL4Qlwo3LQPfbnwaxnnGlH4RbD5RyqDo+unYapWSWcNiWPLrKcLasASiaypw32ZSC53NsHh5mnHD1IKLhBBfDuXXT1lOcL62J9IVoivoufSfAQ8fhs2vyI/xkSQwVULmOvlHrQOHvb4UDgVo9BCaDFf8HfrNEOVhbWRcUhjf3TepUfs1qXEs+fVUm9ILYf5afNRKBsd653FGrkg3JrhxtOyKcF2v8c7Khwghumcw+Dr5uVnRDaZtjrhVLilSOXM2SVPlPGDyJQ1sfiM/tlvvjHBihsOAKyFxYr3N0HlQVwphyfK2SgvD5stRlesftf8Vcl4wYXyDvm+D09vkQn6AhLHQb3rnXbPAE10gTF8MU/4IB7+C46shb4/8t5Mc8o9aByG9IXE8pN4iVz0Ise1URiYGM3VABBOTm3/0zZloVEq+XXhRs5MnOptQPy2PTO/fZF749om9GRwb6M71utIosU0I9NlQSGcvIu/EKnOB4BzB4QBjhVzxoGl/HlBwYSJJEj8dKmLaoEg0jeuMW/zGFqIrEAgEnUuLoiuqFwQCgcCLCNEVCAQCLyJEVyAQCLyIEF2BQCDwIkJ0BQKBwIsI0RUIBAIvIkRXIBAIvIgQXYFAIPAiLU4DVigUqry8PG/5IhAIBOc9cXFxKkmS7M3tF5GuQCAQeBExDVggEAg6FzENWCAQCM4VhOgKBAKBFxGiKxAIBF5EiK5AIBB4ESG6AoFA4EWE6AoEAoEXEaIrEAgEXkSIrkAgEHiRni+65prGbQ6b9/0QnBvYbfLTgI/+CIe+lbcFgnYiSRJz/7WNb/bktvqYni26u/4Lf4+HnB31ba8Phb/FwNln4gl6CnYbHP8Jls6Fv8fBkmvgf/fCN/dA5vru9u6CYcOxYnLKDd3tRqeSX2Vi16kKjNZml1poRM8W3Yos+dVQXt9mKAO7RUS7Fwonf4HXBsNXd0HGWrCZ5HZJAskBuqDu9e8CQZIkfr90N+/+ktkp/VlsDspqzZ3SV0c4USTfSfeLDGj1MT1bdAUXLnYrfP8QLJsPtUWywGp8IWUOXPMG3PUTPJgOieO629MeSUZxLXf+N42SGlkYKwxWTFYH+ZXGTun//c0nmfHaJhyO1t+xFlebOJBb1aHzSpJEbkV9tJ5RXAtAv0j/VvchRFfQ8zDXwn8uh/3LwWaVxfayp+GxkzDvPzBkDkSlQFB8d3vaI6kz2/jd0t1sOFbC7lMVABRUGZ2vpk45R1ZpHWV1Fkqd0e7pMgOD/7qag3nNi+ora45z64c7aMUiX83y44FCpry4gcwSWWxPFNUS7q8lxE/b6j6E6Ap6Fg4HfHEbFB6U18eL6A/37YJx94BG393e9XgkSeKJbw64I0BXZFtULYttZ4muS2xzKuT+9+dVYrDY+TWzrNljjhZWU2W0UlzT/rTEuiNFOCTYcVJOWZ4orqFvG6JcEKIr6GlsfQNO/yq/TxgL92yEoLhudelC4GBeFa+uOca1b2/lu335/GF6f3QapVt0XWJbZbRisHR8PMUluq5b/VNl8uuRguom7R0OiRPOLwLXF0JTPPHNfjYcK25ynyRJbM4oBWD3qQokSeJEUW2b8rlwlidHCATnFWWZ8Ms/wGaUUwc3fgpqn251aeFf78BisnjlXHG+/b1yHhc6nY7HH38cgP/tzeO/W7MYkRjCX2YO4q5Jffhfeh75zrRCUYMIt6DKRHJE4+iw2mRl6fZTLLioDzqNqsVzl9bIv9NcZ6R72im6h5sR3fwqIwaLXGGQUVzLRX3DG9mYrHaWpeUAMHVAZKP9x4pqKKkxo1Ur2XO6gqJqMzVmG/2j2hbpCtEV9Bx++gvYzKDWww2fgE/bIpCuwGKycPefbvHKucaGXeWV87h4+umn3e/vvTiJBy7tR5Cvxt0WF6wnv1IW28LqBqJb2bTorj1UxIurjyFJsHBq32bPK0kSZXXO9IKzBO1UeR0gC6rZZsdH7SnaJxpEt658LMiRd5Be9rm4Wu6zsJkUyJYTcpR745gEPv71FDuy5FRG3zZGuh1KL9jtdkaMGMGsWbM60o1A0HEM5c6aWwkGzuS1L34hJSWFIUOGcNNNN2EymcjKymLcuHH07duX+fPnY7HI0dJbb73FkCFDmDlzprtty5YtPPzww57nsFs9yw87wHUjFnDz5IXcesn93D7tIQCqKmq4f86TzBlzN/fPeZLqSlkc1n+/lRsv+j/umfUYVeVyJJebVcBf7vpHp/jSGUQG6DwEFyA2SO+RXghx7ncNqp3JqTJZON/ZkOGuenCRWVLrzgtXG21Y7fJgmCvSzSk34qdVYXNITaYPMorktt5hvu79aVnljHhmjbvsy/XFUFTddM5384lSkiL8mDUsFoAvdslRcb82RrodEt033niDQYMGdaQLgaBzOLoSlGrQ+pKXOJs333yTXbt2cfDgQex2O8uXL+dPf/oTDz/8MBkZGYSEhPDhhx8C8Omnn7J//34mTpzITz/9hCRJPPvsszz11FP1/Wdtghd6wetDwNY56YJ3vn2epRvfYsm61wH4+I0vGT1lOF/vfJ/RU4bz8RtfAvDl+9/z0dpXmX3blfz09S8AvPv8J9z751s7xY+uIjZYT3GNGbPNTlG1ieEJwUDzg2mnyg0E6NSYbQ7eWHfcY99dH+3k2R8OA1DizOdqVApyKgyYbXbyq4xcOigKgMP5jVMMx4tqCPf3YVSvULfo/uwcFDtaeKboNvbPbLOzI6uMKf0iGBYfhFqpYGtGGSG+GsLaULkAHRDd3NxcVq5cyW9/+9v2diFoCxX76n8EjTm6Eqx1oFBC7AhsNhtGoxGbzYbBYCAmJob169czd+5cAG6//Xa+/fZbQL5dtVqtGAwGNBoNS5cu5corryQ0NLS+f1MVKBRy/7k7u+QSNq3awVXzpwFw1fxp/PLjdgAUSiUWiw2T0YxarWLvrwcJiwwhMfncHiCMDdYBUFRlpqDKRGKoL2F+2uZFt8zAsPggbhmXyLK0HHcaoMpoJbvMQLYzEnYNog2KCSS/0khOuQFJgin9wtFplBwpaDz1/0RxLf0i/ekb6U9xjZlqk5VtmXK6wF1h4fSrrM6C2eY5w2x3dgUmq4NJfcPRaVSkxMmTavpFBqBQtPhItEa0W3QfeughXnzxRZRKUQDhFValwk/j4ecp3e3JuUn+Hvk1YTxx8fE8+uijJCYmEhMTQ1BQEKNGjSI4OBi1Wh7GiI+PJy8vD4D77ruP8ePHc/r0aS666CL++9//snDhQs/+e0+WZ7PZzPXn6ggKBQ/M/Su3Xfog/1uyGoDykkrCo2WhD4sKobykEoDbH5rHfdf/hS0/7WDGnIv5zyufs+DRGzvuQxcTFyyX6J0orqHGZCM6SEdMsK7F9EJiqB//N7UvdofEuiNFABx1Do65UglltfKdxoiEYKx2ibQsuRa4T7gfA6IDG1UwSJKccugX5e8u79p9qoJDzog474yyNqjP77r45XgJaqWC8clhAIxMDAbanlqAdoruDz/8QGRkJKNGjWrP4YL2MPx5OdKyNj06e8FjkaMgguKpqKhgxYoVZGVlkZ+fT11dHatXr2720N/85jfs3buXpUuX8tprr/HAAw+watUq5s6dy8MPP4zD4QB9sDx12G4BU8f/Bu+t/Acfb3iD1z9fzFf/+YG92w567FcoFLgCqHGXjODj9W/wymeL2LRqOxMvG83pzDwev/N5nn/oTUyGzql97WxinaK757QsitGBOqID9U0OVFUZrVQYrPQO8yUqUEd8iJ59OfJEB9ftf6XBSq3Z5o50U53Ct9UZsSaG+TI4JoDDBdUeEyAKqkzUmm30i/QnOcIPgM92nEaS5BSFK9JtONjXUIAlSWL1oUIm9g3H30f+0h7VKwRo20w0F+0S3a1bt/Ldd9/Ru3dvbrzxRtavX8+tt57b+aXznpQnYNpG0EV3tyfnJnar/Kr14+eff6ZPnz5ERESg0Wi4/vrr2bp1K5WVldhsco1obm4ucXGet+f5+fmkpaVx3XXX8corr/D5558THBzMunXrZAOVc6DI0nydZ2uJjJFLlkIjgrlk5gQO7TlOaEQwpYXyQF1pYTkh4cEex5gMJn5Yto55d13F+//4lEX/fITh41NY/dXGDvvTFUQHyemFPacq3dsxQbompwK7Sr56hfkCkJoQTHqOfFzDyDWvwkhprRmlAoY6b/F/zSzDV6siwt+HQTGBVBmtHikMV+VCv6gAEkN90aqUrDtShF6jYmJyuDuCLqquH+xrKMBHC2s4VWbgyiH1/3uT+oZzUd8wLmmitOxstEt0//73v5Obm0t2djbLly/n0ksvZenSpe3pStAWwsfC1ce624tzE1c9rqmKxMREtm/fjsFgQJIk1q1bx+DBg5k6dSpfffUVAEuWLOHaa6/16OKpp57imWeeAcBoNKJQKFAqlRgMBmeUawYUoAvukKvGOhN1NQb3+x0b95I8qBeTrxjHys9lgV/5+TqmXOm5LsTSf37D/HuuRq1RYzZanClmBSZj9y/80hQ6jYpwfy37cisBOdKNCdZRbbJRZ/acIOEq+eoVJkeiqQnB5FUaKa4xcaSgmgCdHGHmVhgorTUT6qclPkQW6PI6C4mhvigUCgbHBAKeg2n1i9L4o1Yp6R3ui0OCMX1C6R3m604vFDYY7GsYja8+WIhCAdMHR7nbgn21fPrb8fQO92vz70UkZM83lG0bKb1g0Mn/bJSdYNy4ccydO5eRI0cydOhQHA4H99xzD//4xz949dVX6du3L2VlZdx1113uw/fu3QvAyJEjAbj55psZOnQoW7du5YorroDqPFBpZXHXh3TI1fKSSu6Z9Ri3XHwfd854hIumj2HCtFHc/uBc0jbuZc6Yu9n5Szq3PTjPfUxJQRmH9hzn4pkTALjh7qu5Y/oj/O+jVVw+55IO+dOVxAbr3ZMSXJEuNK5gcM0oSwytj3QB9p6u5FhRjXuyQm6FkdJaC+H+Pug0KqICfTyOGxQTiL+PmmdXHia7VBbyIwU1hPppCfOXbV153YuSw4gN1lNjslFtslJUbaZ/VAA+aqXHVOGfDhUypnco4f6dM9Gmw5MjLrnkEi655JJOcEXQKgrWQvzV3e3FuUefiyH9U8jfCzYLixcvZvHixR4mSUlJpKWlNXn4iBEj3CVkIA8UP/TQQ/UGhzfKJWkAvSZ0yNW43tF8+ss/G7UHhQby9v+eb/KYiJgwXlv+tHt72rWTmHbtpA754Q1ig/Tsz60iUKfGV6smJkjO8xZWmTzWLDhVVkdEgA9+zpxpSmwQKqWCFel5mKwOJvcL56dDheRVyukFlwDGh/hSVG12i66fj5qP7xrLXR/tZM6/thETrONgXrVHlOqamDExOdwdYR/Or8ZicxAVqCM6SOeOdLNK6zhaWMNfZw3utN+JiHTPN7I+6W4Pzk0GzARtACg1cGJN5/e/52N5sE6hhMiUzu+/h+IaTHPld12Rbv4ZFQynygz0cgongF6rYkBUAGsPyxUMg2ICiQvRu9ML4f7yHV9CiNy/KxcMMDIxhK9/P5EgvQa7A56+ejCv3DDcvf/6kfHcN7UvKbGB7goL12po0YE6ogJ17pzuT4cKAbh8SOeNpYhpwOcTdgvkr+xuL85N+k0HHLIwbn0DBl4FbayfbJayTMhPlyPd4TeDKJNsNa5a3ahAz9czKxhOlRkarYeQmhjM4YJqVEoF/aL8iQvWy+mFGos7VeDK6yaGeeZWkyL8Wf/oJU361Cfcj0cvHwDUl7XtcYlukA/RgTp3Hnr90WIGx9SLc2cgPj3nE5Id+tze3V6cm6h9YPhNct616CAc+l/n9CtJ8PXd4LDKojvmrrMfI3DjEitXhKvTqAjz07L9ZBl/X3WEf23MxGS1U1ht8ohWAVLjgwFIjvDDR60iPkSewmu02t3phb6R/igUuEvB2kq4vw9alZK9zkqJyID69ILBYmPv6Qom92u8OE5HEJHu+YRaD2Pf6W4vzl0ufQoOfAWmSvjufohNhdCkjvX5y4tQckQW8xG3QsSAzvD0gsGdXnBGuCDX027LLGP7yTIcEuRVepaLuXDV4Q5yViTEh9QPyrnSC1cPj2VAdIA74m0rSqWCmGCdeyAvKlBHZIAPZpuDn48UY7VLTGxiRbKOIERX0HPQB8Psf8NXd8hphiVXw52rITihff3t/Qy2vCbPRAuMhenPtLmL5NBh/PhW10wbPpMf8c55XOh0urPa9A7zw1ercgsnwOvzUymoMjEsPogHlu1l6fbTQH25mIvkCH9SE4KZ5lxTIT6k/hY/PECOdFVKhUff7SEuWM+pMgNhflq0aqU7//zNnlw0KgVjenesWuVMhOgKehYDroDxC2H7O1BdAP+aCPP+C30va30fViP89GfYt0xem1frB7etkF/biGu92QuVIF8NaX+5DD9t/VKLvcL83AL72vxUZr+zjYziWnqfEemqlAq+XXiRe7thNBvu13nrJLtSIK58sysq33S8hNG9Q/HVdq5MCtEV9Dym/kUWy13/AXM1fH4rJE+DyX+A2BHND7BZjXDke1jzlLzAjd0iPy34lq8gvJ93r6EH4Zo62xQBOg0fLxjLzuxygn1brkH3jHQ7r1491i26Ps5XWXQdElyU3LmpBRCiK+iJKJVw+fMQNxq+u09eivHYKnm9XV0Q9L8coofJi5zbrWCskB/PfnoHKFXyNF+NL0QPgRuXicf9dDGxwXquTT377zjCOehlsTsI68xIN8SzrC2qQf55Yt+wTjuPCyG6gp7LkOuh10Ww8mE48bNciVBTALuXgFonC6wkyZUJducaudoAWZinPgljfivKw84hlEoFcSF6yussaNWd93eJPyO9oFUrCfPTYrTaGe6soOhMerbo9r0MMn6G8AbPjhpwJVTl1S9eIujZBETBjZ9BbQns/wIO/w8K9snld5JCFl3JIU/tTb4Uht4gf25UPftf43wlPkSPStlJ9ddOejnXT0hokDNOjvQn1FfbqeLuQtGKZ8C3/yHxAsG5iN0m53ottfIMNh9/0Pp33mQKQZdxMK+KWrON8Umde9u/93QFQ+KC0Khkka0yWlErFe5pyW2kxQ+SEF2BQCDoXFoUXZGwEggEAi8iRFcgEAi8iBBdgUAg8CJCdAUCgcCLCNEVCAQCLyJEVyAQCLyIEF2BQCDwIkJ0BQKBwIu0ON1CoVCo8vLyvOWLQCAQnPfExcWpJEmyN7dfRLoCgUDgRcQ0YIFAIOhcxDRggUAgOFcQoisQCAReRIiuQCAQeBEhugKBQOBFhOgKBAKBFxGiKxAIBF5EiK5AIBB4ESG6AoFA4EWE6AouPIyVcHo7ZG2WnwYs6HIkSeKf60+wK7u8u13pdnq26B78Bp4Nh4L99W3/vhheTKrfLtwPz0XB3k/r2354xHs+CrxD7i745l54dTC81Bc+nQdLr4fM9d3t2QXB//bm8fKa4/x708nudqXb6dmiW5AOditUN1i0p+wEGMrkdoCiQ2AzQXmDD0PhPq+6KehC8nbDe5fAkqth/+eenwUAlaZb3LqQKK42sfj7wwCkZZXjcJy/dxd1Zhtf7MrBZncAcgT/xDcH2H6yrNV99GzRFVy4SBJsewv+OxPy94LDDmotJE6ESx6HG5bAb9dBnynd7WmP58lvD2Ky2rn/0r5UGa0cLazx6vmtdodbJDvK2sNFPPbVfpbvzHFvL0s7zcmSulb3IURX0POwW2H5LbDhefkuRq2HcffAw4dhwSqY8igkXwoxw7rb0x5PTrmBNYeL+L9L+nLj2ESAVkeFDofEjNd+4QunwLWX+z7bw32f7e1QHy5KaswAvP7zcaoMVv6x+ihJEX7cMDq+1X0I0RX0PH54RM7VOmwQEA2//RlmPAd+4d3t2QXH8SI5qp3UL4y4YD2Job6tFt2CahPHi2pZtvN0u89vtNjZcLSEbZmltGJFxbNSWmtGqYDSWgs3vr+dzJI6Hrt8IGpV66VUiO75jtSG26a22J7PaH1lwQ0fAP+3A6KHdLdHFywZxbUA9I0IAGB8Uig7WpnXzS6Vb9n3nq6kqNrUrvOnZZdjsTuoNtk4XW5otF+SJHZll/PKmmOsO1J01jREaa2FmCA9Vw+P5UhBNSMTg7k8JapNPrX45AjBOY65DH4cBjMPgE9o59r6hHWen97miheg/+UQOwL0wd3qyp+e+R1mk6XT+gvWJnZaXx1Fp9Px+OOPt2hzoriWiAAfgnzlAcvxSWF8sSuXo4U1DI4NbPHY7LL6POmaw0X8ZnyvNvu4NaPU/f5gXjW9wvzc27kVBm75YAenyurFOCrQh3duGcmoXk3/j5TWmgnz1/KnKwZQVG3iLzMHoVC0uHxuI4Tons/kfgfGfMj7DpLu6Fzb5Ds7y0vvo1DIOdtzALPJwkN/uavT+uvtd1Gn9dVRnn766bPaZBTX0jfC3709Lkn+Mt9+suysonuqzIBWrSQuWM+aQ4WtFl1JktxCuPlEKaN6hbA/t5IDeVVcNSzGbbf7VAWnygz8ddZgrh8Zx46sch79Yh9f7sptVnTL6sxEBuiID/Hli3sntMqfM+lQeqF3794MHTqU1NRURo8e3ZGuBO3h5Eeer51tex6zYMECIiMjGTKkcWrhlVdeQaFQUFoqR0Fff/01KSkpTJ48mbIyOd+YmZnJ/PnzvepzWzCZTIwdO5bhw4eTkpLCokWLAJg8eTKpqamkpqYSGxvLddddB3T9Na4+WMDzPx7xaJMkiYziWvpF1YtuXLCehFA9aVlnnySRVVpHr1BfLk+J5tfMMqoM1rMeU2Wwctmrv/Dxr9mU1Jg5UlDNpQMjGRAdwMG8Kg9bV8pi3uh4gn21XJ4STd8o/ybTEC5KayyE+WnP6kdLdDinu2HDBtLT09m1a1dHuxK0BWs1lG2X35dul7c72/Y85o477mD16tWN2nNyclizZg2JifW36W+99RY7d+7k3nvv5bPPPgPgySef5LnnnvOav23Fx8eH9evXs2/fPtLT01m9ejXbt29n8+bNpKenk56ezoQJE7j++uuBrr/Gw/nVfLD5JDWmemEsqjZTa7bRL9Lfw3ZQdCAZJbVn7fNUWR29w/24PCUKm0Pi812nySiuwWCxNXvMt+l5ZJbU8cz3h3n3l0wAJvUNZ2hcEAfzqzwG0wqqTPhpVQTo6mu1E0N9yaloWnQlSaKszkyYv89ZfW8JMZB2vlCxz/Mn4wNQOv/4Sq28XbEPijfDqS/kn+LNHbM9j5kyZQqhoY1vER9++GFefPFFjzycUqnEbDZjMBjQaDRs3ryZ6Oho+vXr502X24RCocDfXxYzq9WK1Wr1uKbq6mrWr1/vjnS7+hrHJYXhkORbdhcniuXKheQzRLdPuB+nywzYWxhMczgkTpUZ6B3my/D4YGKDdDz/41Eue3UTN77XdFAgSRLL0k4zICqAqEAdH27JIkivYUhcECmxQVQarORWGN32hVUmooN0Hn0khPiSX2nC2sSAWrXRhtUuEe7fsUi3QzldhULBjBkzUCgU3Hvvvdxzzz0dckbQAqtSQakDlfMPLgE2Z5G5rQYOLIaDi+W6VMk5cKPUgkrXftsexooVK4iLi2P48OEe7U888QSXXXYZsbGxLF26lHnz5rF8+fJu8rL12O12Ro0aRUZGBgsXLmTcuHHufd9++y3Tpk0jMFDOm3b1NY5IDEatVLAjq5xLBkQCcKJIjmb7RQZ42PYO98Nid5BfaSQh1JfyOgubT5Rw6cBId9RZWG3CbHPQO9wPpVLBZ3eP52hhDZtOlPDZjtOcKqvzGBQD2J9bxdHCGp67bggDowOY/952LuobhkqpYGhcEAAH86pICPV1nyMmSO/RR2KoL3aHREGlicQwX499pXVyjW54d0a6W7ZsYc+ePaxatYq3336bTZs2dcgZQQsMf14eILJWyz+2M1IENme7ZAGFGhQacFg6bttDMBgMPP/88zzzzDON9k2fPp3du3fz/fffs2LFCmbOnMnx48eZO3cud999NwZD8zm+7kSlUpGenk5ubi5paWkcPHjQvW/ZsmXcdNNN7u2uvkZfrZqh8UEeudqMklqCfTWNIsPeTrF0VSd8uOUkDy5PZ8Lf1/P8j0ew2h3ufS7b3uF+XDEkmt9fnAzAT4cKG/mwfOdp9BoV16bGMrp3KJ/+dhx/njkIgAHRAaiVCg7m1+d1C6tMRAV6RrrxobIIN5ViKKuVA5RuFd24uDgAIiMjmT17NmlpaR1yRtACKU/AtI2gi5Yj3qZQ+oAuBmZsg+lbOs+2B5CZmUlWVhbDhw+nd+/e5ObmMnLkSAoL6/95DQYDH330EQsXLmTRokUsWbKESZMm8emnn7bQc/cTHBzM1KlT3Tns0tJS0tLSuOqqqxrZduU1jusTxv7cSowWOwAZRXLlwpklVX3CnaLrrMM9lF9NQqieSwZE8N6mk6w6WEh2qSx6vc6INhNCfUmJDWT1QU/RrTPb+C49n6uGxbij5fFJYcSHyMfrNCr6RQVwIE8OKmx2B8U1ZmLOSC8kOqPgpgbTSmvlSDesg+mFdotuXV0dNTU17vdr1qxpcqRY0ImEj4Wrj4E+pun9+li4+iiEjelc2x7A0KFDKS4uJjs7m+zsbOLj49mzZw/R0dFum5deeokHHngAjUaD0WhEoVCgVCrPyUi3pKSEyspKAIxGI2vXrmXgwIEAfPXVV8yaNQudrvGXaFde47g+oVjtEntPy3ndjBLPygUXkQE+6DRKspzCeii/mrG9w3jzxhHEBev5clcOp8rq0KqVxJ5x+w9wRUo0e05XUtxgwsT2k2XUWexcPyKuWf+GxAZyyFnBUFprwe6QGuV0Y4L0qJUKcpoQ3bLabk4vFBUVMWnSJIYPH87YsWO56qqruOKKKzrkjKAVKLVgKmh6n6nQcxCss2zPQ2666SYmTJjAsWPHiI+P58MPP2zRPj8/n7S0NPfA0/3338+YMWN49913ufnmm73gcdsoKChg6tSpDBs2jDFjxjB9+nRmzZoFwPLlyz1SCy66+hpH9Q5BqYAdWeWU1Zopr7PQ94x8LoBSqaB3mB+nyuoorjFRUmNmcGwgSqWCOaPi2ZJRyq8ny0gM9UWpbDzx4PIh8hflmsNF7rb0nEpUSgUjEkOa9W9gTCBldRZKaswUOgX7zEhXpVQQF6J3R7qH86vZfKIEgJJaCwoFhPh2bGW6dg+kJSUlsW+fWALR6xSsBYUWMIHKFySbnJe1G+TcbOFaiJvVcdvznGXLlrW4Pzs722M7NjaWlStXurfnzZvHvHnzusK1TmHYsGHs3dv0Ii4bN25ssr2rrzFQp2FwbCAbjxVz0pk6GBjdWHRBztUeL67hSIF8tzw4Rh7wmzcqnjfXnWB/bhWXDWp6em2/SH+Swv346VAhtzonTKTnVDIgKgC9VtWsfy5fjhXWUGuWS9vOzOmCXMGQ46xyWPTdQTJL6tj95GWU1ZoJ9dW2aZ2FphAlY+cbWZ/Ig10qX0i+C+aUQfICUOnl9qxPOsdWIGgH4/qEsS+3ilUHCnjg0r5MTG56OnnvcD9yyg0cyK0E6kU3IdSX8UlyqV/vsKa//BUKBTMaTJhwOCTScypJTQxu0bcBTtE9WlhNQVXTka7Lh5xyAxV1FnafqqC8zkJepdE9BbijiGnA5xN2C+SvBE0gXPQFxF4ut49+C2Kvgi3zIW8lOKzyerIdtRUI2siNYxIoqzXzu0uSGRjd/DTfPuG+WO0Sa48UEx+id6/NADBvVALbT5bTO9yv2eMvT4ni3V8y2XCsmCFxQdSYbKQmBLfoW7i/D+H+Wo4V1hDqp0WrUhLaxOyyhFA95XUWfjhQgKuU+EBuFWW1FsL8Ol7DLkT3fEKyQ5/bYegi0J9x6xV7BVx9XK7BdThn7HSGrUDQBvpFBfD6jSPOaucqBduXU8mMwZ6fuauGxXC8uIYZLazeNTw+mMgAH9YcLsTmVMYRZxFdkKPd40U19A73IzpI1+RiNa4KhiXbsgn311JltLI/r4rSWjND489+jrMhRPd8Qq2Hse80v18f5bm/s2wFgk6mYRR75sI3Oo2KJ64c1OLxSqWC6YOj+N/ePPx91Pj7qEmKaFwpcSb9owJYnpaDVq0kuol8LtSLbkZxLfNHJ3CooKpBpCvSCwLBOU10YH8+emltJ/bYmX11jKZK0lpLZIAPvloVBovdnc9tKzNSovl0x2m+3ZvP6N4hqJqodDiTgdEBGK129uVWcUVKdJM2CSH1ueRLB0WiVCr4fl8+tWYbEQEivSAQnNOcbb3ZCxWFQkGvMD+OFFST4pyi21YmJIUR4KOmxnz2fK6LAc48s8XmaHIQDSDYV0OAjxqzzcGkvuGU11lYliY/vaIzIl1RvSAQCLqFpAg/gn01xDYjfmdDq1YydaC8zkNrRbd/lD+uNO6ZEyNcKBQKBsYEcPGACPx81O51G6DjEyNARLoCgaCb+OOMAdw+oXebn7zQkBtGJ5CWVc6Y3md5GooTX62axFBfTpUZms3pAnxw+xjUznRF/6gAtGolFpujU0rGRKQrEAi6hd7hfozt0zqxbI5J/cLZ/udphLThtn9AlFyv21ykCxCk1+DnI8ekWrWSQc68c2dEuj1bdBMngF8EhPSub4sfA2HJoHLWBcaOkJ8YG5VSb9NrklfdFAgE3sM1M+3MZR1bYpgzxdAZka6iFY8l7vhziwUCgeAcobDKxOqDBdw+sfWpjazSOracKOE3E3q3xrzFToXoCgQCQefSouj27PSCQCAQnGMI0RUIBAIvIkRXIBAIvIgQXYFAIPAiQnQFAoHAiwjRFQgEAi8iRFcgEAi8iBBdgUAg8CItLnijUChUeXl53vJFIBAIznvi4uJUkiTZm9svIl2BQCDwImIasEAgEHQuYhqwQCAQnCsI0RUIBAIvIkRXIBAIvIgQXYFAIPAiQnQFAoHAiwjRFQgEAi8iRFcgEAi8iBBdgUAg8CJCdAUXHnYblGVC8ZHu9kRwFpannSa7tK673ehUerbonlgDrw6GkmP1bZ/OhXfG12+XHofXh8LhFfVt65+FN1LBapS3bSb452hY9Vi9zYGvZJuq3Pq29y+Ff0/piisRdJSqPPj5GXh7HDwfA+9Oln+yNnW3Z4JmqKiz8Pg3B/gs7XR3u9KptLjgzXlP9haozoPykxAxQG47tQ0sdWC3gkoDebuh8jQU7IfB18o2JzdCRRaYq0Gjl0W79ARo/ev7zvpFtqnKg6B4sFvkvgTnFpU58MPDTnGV5L8TgEoLSqX8ORCckxwprAYgv9LYKf1lFNeQXWrgssFRndJfe+nZoiu4cJEk2P1f+OkvYDMDCvlLNmIA9LkY4kaDfwQkTe1uTwXNcKSgBoDCKlO7jv/pUCG9wnwZGB2IJEn84Yt9HC+q5dDiy1EqFZTVmnn+x6M8fc1gAnSaznS9RYToCnoeDgf88BAc+BKsBvluZeDVMPkRiBzU3d4JWsnRAjnSLWiH6Botdu5ftpf4YD2rH5pCek4l+3KrAMirNJIQ6sv6o8V8vSeXWcNjmDogEoDVBwsYHBNEYphv513IGQjRFfQ8Vv1RFly7BfwiYO5/oc/k7vZK4OSTX7Px0ai4YXRCi3ZHC52RbrUJu0NCpWxx8S4P0rLLsdgcnCytY+n2U/x6sgyFQr4ByiipJSHUlxPFtUB9+sJqd3DfZ3uZ0j+C/9wxpp1Xd3Z69kCa4MLjyPeQ/hnYLBAYB7/fJgT3HOPDLVm8syGjRRub3cGxohoCdGrsDomSGnObzrHlRAlalZJxfUJ5de1xfj5SxC3jEgHIdIrtMaeou0S3sMqEzSGx8VgxeZ2UR24KEeme70gOULTyu7OrbM8VDOXw7UI5peATCHetAf/IbnXpT8/8DrPJ0mn9BWsTO62vjqLT6Xj88cfbdIzDIZFXacRqlyiuMREZoGvSLrusDovNwfTBUazcX0B+lZHooKZtm2LziVLG9Anhr7NSuPKNTWiUSh6c1p8fDxSS4RTdE0Wy6BZUyumLnAqD7KMEn+/M4ZHp/dt0ba1FiO75jLkMfhwGMw+AT2j32J5LbHoJbEY5h3vt2xAQ3d0eYTZZeOgvd3Vaf739Luq0vjrK008/3eZjimvMWO3ycxF2Z1dw5dCYJu1cg2iXDohk5f6CNg2mFVebOFpYw5+uGMiA6AD+PHMQCoWCiAAf+kb4k1FcS7XJSr6zT1dUm1shv/aN9Ofznad54NK+qFVKp98m9udUdUrlw3kWygg8yP0OjPmQ91332Z4rWE2w52M5jxuZAoOv6W6PBE2QV2lwv9+ZXdGs3ZGCatRKBZP7hwNtKxvbklEKwOR+8rG/nZzEXZP6AJAc6U9GSa07yg3UqcmvqhddpQIeuqwfRdVm1h8tdvf54eYsfvvxLnLKndGwQ+KH/fmYbc0+Cq1ZOiS6lZWVzJ07l4EDBzJo0CB+/fXXjnQnaCsnP/J87Q7bc4WjP8ivWn+5SgHo3bs3Q4cOJTU1ldGjRwNQXl7O9OnT6devH9OnT6eiQv7H//rrr0lJSWHy5MmUlZUBkJmZyfz5871/La3AZDIxduxYhg8fTkpKCosWLQJg8uTJpKamkpqaSmxsLNdddx1w7lyfK5qMDPBh16nyZu2OFtaQHOFPhL8Peo2qTRUMm0+UEuanZXBMYKN9fSP9qTRY2X5SPveU/hEUVskDdbkVBqIDdVyeEk1EgA/fptc/lPeYU6R/PFAAwJrDRdz32V6+3dv2B/d2SHQffPBBrrjiCo4ePcq+ffsYNEiU43gNazWUbZffl26Xt7vC9nwhaxNYasFhhX6Xu5s3bNhAeno6u3btAuCFF15g2rRpnDhxgmnTpvHCCy8A8NZbb7Fz507uvfdePvvsMwCefPJJnnvuOe9fSyvw8fFh/fr17Nu3j/T0dFavXs327dvZvHkz6enppKenM2HCBK6//nrg3Lk+l+heMzyWQ/nV1JltTdodLahmUEwACoWCmGAdBVWti3QlSWJLRikX9Q1H2US1Q99IeYLTyv0F6DUqxvYJxWqXKK01k1thJD7EF41Kydg+oRzIq3Ifd6JIzgOvdIruMucsOZd4t4V253SrqqrYtGkTH330EQBarRatVtve7gRno2Kf53bhOlD6gMMCSi1kfADR02TRNMofDPQxoAnsmO35wmnnF0T4QFA1/7FesWIFGzduBOD222/nkksu4R//+AdKpRKz2YzBYECj0bB582aio6Pp16+fF5xvOwqFAn9/WUCsVitWqxWFol5kqqurWb9+Pf/9738Bzpnry60wEO6vZXL/CD7YkkV6TiUX9Q137z+YV8WvmWXkV5kY6IxUY4P05Fe2LtI9lF9NSY2ZKf0jmtzvEt3DBdUMjw8iPkQPyHndvAoj4/rIYxiDYwJZub+AapMVlUJBXqWRiAAf9udWsS2zlE0nSlArFew4WYYkSR6/+7PRbtHNysoiIiKCO++8k3379jFq1CjeeOMN/Pz82tuloCVWpYJSJ09fBfkZzTb5lgdbDRxYDAcXy+tESM7RcqUWVLqO2Z4vVDvXwIgb4W5SKBTMmDEDhULBvffeyz333ENRURExMfLgTXR0NEVFRQA88cQTXHbZZcTGxrJ06VLmzZvH8uXLvX4ZbcFutzNq1CgyMjJYuHAh48aNc+/79ttvmTZtGoGBsnCdK9eXW2EkLsSXkYnBKBWwM7vcLbqbjpdw23/SAEgI1bsnLEQH6dhyorRV/a89XIRSAVMHNC26sUE6fLUqDBY7/aICiA2WRTen3EBBlZE4pwi7UhNHC2rwUcsJgXunJPHcyiM8tDwdBXKu+N1fMsmtkCdbtJZ2pxdsNht79uzh97//PXv37sXPz899qyboAoY/DwqFHJ1aq8F2RorA5myXLKBQg0IjR6sdtT1fcK2h4FOfx9uyZQt79uxh1apVvP3222za5Lm4jUKhcEco06dPZ/fu3Xz//fesWLGCmTNncvz4cebOncvdd9+NwWDgXEOlUpGenk5ubi5paWkcPHjQvW/ZsmXcdNNN7m1vXF+l4eylcfItvJ4AnYaB0YHsajCYdtg5A23jo5ew+bFLGRAdAMhCWVxjwmZ3nLX/tYeLGNUrhDB/nyb3KxQKkiPkaHdAA9Hdc6oCh4Q78h3kFN0jBdUcd+Zzpw6MZHhCMMU1Zi4ZEMnsEXEAbD9Zdla/GtJu0Y2Pjyc+Pt797Tp37lz27NnT3u4EZyPlCZi2EXTRcsTbFEof0MXAjG0wfUvn2Z4PKJ03bZb6ZQDj4uR/isjISGbPnk1aWhpRUVEUFMgplYKCAiIjPet4DQYDH330EQsXLmTRokUsWbKESZMm8emnn3rnOtpBcHAwU6dOZfXq1QCUlpaSlpbGVVdd1ci2q65v8feHmPnGZuwOqVkbh0Mizym6ACMSg9mXW4kkycecLKkl3F9L73DPu+WYYD0OCYrOMkEir9LI4YJqLhvUclmXK8XQL8qfQJ2GAB81O7Lk3Gx8iByxRgX6EOqn5UhBNRnFtWhVSnqF+jLLWeJ245gE+kX6E+qndR/bWtotutHR0SQkJHDsmLxs4rp16xg8eHB7uxO0hvCxcPUxOf/aFPpYuPoohI3pXNvzAVdNboGc+66rq6Ompsb9fs2aNQwZMoRrrrmGJUuWALBkyRKuvfZaj25eeuklHnjgATQaDUajEYVCgVKpPOci3ZKSEiorKwEwGo2sXbuWgQMHAvDVV18xa9YsdLrGX6JddX3j+oSSX2XyKLNq5HOtGYvd4Ra2AdEB1JhsFFXLYppVWkdSuH+j42KckyIKGpSNfbs3j5vf346jgcivOyKniqafpZa2f1SA+/wAMcE6d3WC6wtBoVAwKCaAw85INynCD7VKya3je/H6/FQuGxSFUqlgbO9QdmS1LdLt0OSIt956i1tuuQWLxUJSUpI7aS/oQpRaMBU0vc9UKEewnW17PhA/Vl7Cs/gwSBJFRUXMnj0bkFNhN998M1dccQVjxozhhhtu4MMPP6RXr1588cUX7i7y8/NJS0tzl1/df//9jBkzhuDgYL799tvuuKpmKSgo4Pbbb8dut+NwOLjhhhuYNWsWAMuXL29yplhXXt9lg6KICvThk+2nPESvpMbM5a9v4tlrhxAdJH/eXMLmEr/jRTVEB+nIKq1j2sDGgulKATQsG/t6Ty7bMsvYc7qC0b3lwa+1h4tIivAjKaKxcDfklvGJDIwJICZI7+7/eFEtCgXuNoBB0YF8sv0UYX5aRjnPodequM6ZVgAYlxTK6kOF5FUaiQvW0xo6JLqpqanuUhyBlyhYCwotYAKVL0g2OS9rN8i52cK1EDer82zPF/pMkdddUABZv5CUdAn79u1rZBYWFsa6deua7CI2NpaVK1e6t+fNm8e8efO6yuMOMWzYMPbu3dvkPld1xpl05fWpVUpuHtuL134+TnZpnTtF8O3ePMrrLPxnaxa3TegFQEITojs8IZjSWgtJEY0H4l3Tf11lYxabw50LXnWwkNG9Q6kxWdl+sowFF/U5q6+BOo17kA7qRT06UIdWXX/zPzg2ELPNQX6ViRsjmxbycX3CANhxsozrR8af9dwgZqSdf2R9Ig92qXwh+S6YUwbJC0Cll9uzPulc2/OFwdfI60VY6mDL693tzQXJjWMTUCkVfLrjFCDXzH65OwelAnafqmDjsRIA4oLl9EKon5Zwfy3Hi2rIcj6Sp094Y9EN1Gnw91G7y8b25VZitNoJ1KlZfbAQSZJYnpaD1S41O624JVwRqisCdzGoweSK/lFNi+7A6AAGxQRibcUgnwshuucTdgvkr5Traf+/vfsOj6rKHz/+npqZSe+VEAglEFLoTRRUFBFQUdbe69r1p666i4KyrqvLCrr4tcsKlrWjAgIqCoIRKQkgNQmQ3utkMjOZ8vvjzkwyMOnJBOJ5PQ8PzJ1zzz0TJp858znlTvscxr0MKj8Y94r0WBkAhWulBQI9VfZM4eMPKVdIA2p5GZD7U1+36A8nMkDDhcmRfLyzgKoGM/sKazlSqufB84ehlMtYk1lImJ8arVrhOmdohD9HSvXklkuLD1pLDQwK82V3XjV2u51fcqRtGu8/byiFNY38klvJ//2Uw7ShYaQPCOp0u2OCpJ60M9fslBjuh0ohzW4ZEuHv8Vy5XMb6B6Zx5fiOb0Qkgu6ZxG6FQTfCnCMQc6H7czGzYO4RGHQD2Cw9V/ZMMv1xaR6zpRE+uxWMte2fI/Sou6cPobHJyq3//Y1Vv5zARynnpqkJnDciApsdYk8KbMOj/DlaWk9ueQMKuYz4Vua7LhgXx96CWnbn1ZCRW0lSVABXjI1DKZfx4EeZVDWYeaiLu4LFBHru6aqVcoZG+KNSyEjowU3Nz6CknYBSCxNebf15baT78z1V9kwRGAeznodvH5cC7so5cPM6qRfcR6IChrHyxU09WGNP1tU9nmZHjIoNZPmV6dz9wW725NVwSXoMARoVV42PZ8PvpacEtqGRfjSYrfycXcGAYK1bTrWly8fE8eKGw7yxJYddJ6q5duJAgnRqJieGsvVoBTOGhzMmPrhLryMhzBeFXMbQyFPfJzOSwokM8HHtNtYTRNAV+pcxN0h3gc7+HsoPwevnwFUfQERSnzSns/vN9gcXpUTz1JyRLFl7kGsmSF+7zx4WTmpcIJMGuW8V6hxMy8yvaXUVGYCvj5Irxw3grZ+PATA5URrAmpcWw/acSh6eObzL7Y0M0PD9w+d47GU/emHPv29E0BX6F5kMFqyEj66B41ulaWRvTIfJd8PEP0s3oxR63c1TB3HF2DjXDR8Vchlf3XvWKeWGtciVtjfV64bJCby97RgyYIIjeF8xNo5pQ8M7tcG5JycvyOhNIqcr9D8KFVz9EUy8G5Q+Uo73lxXwUjKsmg/b/yPtSlZ2qK9b2q915A67gToVkQHS/F1PMxdaig/VMS8thkmDQwnUSnXLZLJuB1xvEz1doX+SK+D8pyD5UvjiTqg+Lm3wk/O91ANWaqRgfP2XkHBqD0zwnmGR/pTWmTzO0T3Zv/+UTsf38zo99e+ebmSy9HWz5W1bguJBE9i8Vj9ipPQLGtRiykf4CGkUXO34uhMyCNS+EDSwRd2jpLp9HdvSKdTgFwm6M+j2Nn8E0alw9y9w01oYNR90oS2elEuBWOhTzryupyXAJ1PIZR73yT2TyJybTbSh3QKCcEZpqJSWC1vNMHgGyPt33+N0d7iknm/2FvHwzGGd2pf2NNbmixBBVxAEoWe1GXTFR7wgCIIXiaArCILgRSLoCoIgeJEIuoIgCF4kgq4gCIIXiaArCILgRSLoCoIgeJEIuoIgCF7U5t4LMplMUVhY6K22CIIgnPFiY2MVdrvd2trzoqcrCILgRWIZsCAIQs8Sy4AFQRBOFyLoCoIgeJEIuoIgCF4kgq4gCIIXiaArCILgRSLoCoIgeJEIuoIgCF4kgq4gCIIXiaAr/DE1VoO+rK9b8Ye0O6+a/YW1fd2MPtO/g+6JbfD6OVCV23zsi7vgv3ObH9fkwZsz4Oh3zcd++Q+8dT5YTNJjmxXevQg2P9dc5si38M4s0Jc2H/vgSlg9v/lx2UF4YwYU7Gw+9v2z8M6FUp2C9zRUQsZrsPpyeH4gvDgU/p0Eeb/2dcv6pUazlVUZJ8jKr8Fmc1/U+tSa/Tz++d4+alnn/HSknPd/PeF6bGyysvH3EjqwkrdV/TvoHtkAxZlQfrj52MGv4NgWsDZJj09sg8LdkPdLc5nfv4CC38BYIz0u3Q8ntsPRjc1lDq2Vzqk6Lj22mqVAnP09OP9DcjdD0W7pj9OBLyAvA8wNPfxiBY/qS2DNvfDSCPhuEWR/J/2/yuQgV4Hxj9vj6i0Wq437PtzNwi/3c8mKbUx5/gey8mtcz5fWmThQVEedsalHr1teb2JNZiGLvvqd3HJ9j9S56pfjvPDtYVeQ/WZvMXes2sWG36XOls1m5+73d/HDodK2qnHT5i5jgnBGy/4OPrkJmoxgs4BKC7owGDARBk2T/p14bl+3sl+x2+0s+vp3vjtYxpOzkwjWqXn0071sz6kkbUAQNpudqgYzNjvsOlHNjOERPXLd7DI9s5ZtweLoVVtsNpZcmtLteisbzNQ2NlGhNxPu78OR0noA3tqay6xRUXy9t4h1+0qYOTKyw3WKoCv0P3Y7/PgP2PYyWBqlYJswFc5dCHHj+rp1/dqG30tZnZHHnWcP5o6zEwFY9NXvlNUbAag2mLE6AuOOY1U9FnQzciux2OysunUC7247zo+Hy7Hb7chkbe49066qBjMgBfVwfx+yy6Qe9M4T1fyaW8nSjUcYER3AJWmxHa6zf6cXhD+mrUth+ytgMYLKFy5/G25YIwKuF+w6UYVaKeexWUmuYxEBGsrqpfGRCr3Zdfy3Y1UA1Bqa+PloRbeum5VfQ6ivmrOGhDEjKYKC6kZyyrufwqtytDfbka44WlbPuUkRBGiU3LV6F3lVBv4yazhyeceDuwi6Qv9TuFtKJ/iFw11bIenivm7RH0Z2mZ7EcD8ULYJQuL8P5XVS0C13BN/R8UFkFdRgbLLy+Od7ue7tXymtM3b5ulkFNaQNCEImkzF9WDgAPx7u/OwUs8Xmyt+aLFbqTRYAcsr0NJqtFFQ3khYXxHWTBlJtaGLy4FDOcVyvo0R64Uxnt0mDQn1Z9nSzYCXseBOGz4LQxD5tyhPP3o3JaG6/YAcEqOJ6pJ6eotFoePzxx92OZZfrSR8Q7HYswt/HNUWsQi8F3YtTotmTV8PrP+Wyfn8JANtzKrhsdOdfo95k4WiZnotTYgAYEKJjSIQfPx0p57ZpgztcT3ZZPVe9kcFd5yRy27TBrtSC9JyenHI9djsMjfRjfEIIu/OqWThnZKdTGCLonslMlbAuFWbvA5+Qvil7OlKqYco9fd0KAExGMw//7bYeqStOO6lH6ukpixYtcnvs7AkuGDvA7XiEv4ay+jLsdrsr6F6YHMXf1x3kpe+OEB2oobHJyrbsyi4F3X0FtdjtkDYg0HVs+rBw3vvlBAazBZ26/TBXXNvIDW/voEJv5kBxHQCVjtSCv0ZJdpnelc8dGuFHuL8PH90xudNtBZFeOLMVfAWNRVD4Vd+VFQQHZ09wSISf2/HIAB8MZit6k4XyehNqpZy4YC1JUQEAPDZrOFMSQ9meXYHdbsdqs/Pxb/noHV/t25NVUANAalyQ69j04RGYrTa2Z1e2ea7JYmXt3mKufetX6owWYoO0rjRHpaOnOz4hhJI6I5n5NSjlMgaG+naoXa3pctA9fPgw6enprj8BAQEsW7asW40ROil3pfvffVH2NHXLLbcQERHBqFGjTnlu6dKlyGQyKiqkwZvPPvuM5ORkpk2bRmWl9Euak5PDlVde6dU2d5TRaGTChAmkpaWRnJzM008/7fb8/fffj59fc+B75ZVXGDVqFLNnz8ZslgLJzz//zEMPPdSj7XL2BE8OuhEBPgCU1Zso15sI9/NBJpNx5bg4ZiVHcUlaLFMSwyiqNXK80sCXewp57LO9fJNV1KHrZuXXEB+iI8RX7To2flAwWpWCn7NbH6A7VtHA1Oc3c88HuzGarbx5wzjSBgRSUisF3aoGqVc+PkH6trfh9xIGhupQK7vXV+3y2cOHDyczM5PMzEx27dqFTqfjsssu61ZjhE5oqoPKDOnfFRnSY2+XPY3ddNNNfPvtt6ccz8/PZ+PGjcTHx7uOvfLKK/z222/ceeedfPDBBwD87W9/Y8mSJV5rb2f4+Pjwww8/kJWVRWZmJt9++y0ZGdL/2c6dO6murnYr//7777N3716mTJnChg0bsNvtPPvssyxcuLBH25Vdpkchl5FwUk8wwl8DQFmdiQq9mTA/KTjeNHUQr10/FrlcxtQhYQBsOVLOKz8cddXXEVn50iBaSz5KBUMi/DhW0foMhvczTlDbaGblzePZ+pdzmZwYSmSAhlLHoJ8zvTBhkBR0i2uNDI3w71Cb2tIjOd3vv/+exMREBg4c2BPVCZ5UZ7k/Lvke5D5gM4NcDdlvQdR5UpBsLJbKaKNBFdAzZQGC07z3ervp7LPP5vjx46ccf+ihh3jhhRe45JJLXMfkcjkmkwmDwYBKpWLr1q1ERUUxdOhQL7a442Qymasn29TURFNTEzKZDKvVyqOPPsoHH3zAF1984Spvt9tpampyvb7Vq1dz0UUXERLSs/n6o2X1HnuCEf7Onq6R8noTsUGaU85NCNURE6hh2XdHqDY0oVbKXdO02lJWZ6So1sgtcYGnPBcfonPlZ09msdpYk1XEuUkRTG8xVzgqQIPeZEFvslDVYEYpl5ESG4hSLsNiszM00s9jfZ3RI0H3o48+4uqrr+6JqoTWrE8HuQYUjq9QdsAirY7BUg/7FsP+xdLcVLtj1FWuBoWmZ8oCLDizl8yuWbOG2NhY0tLcPzyeeOIJzj//fGJiYli9ejULFizgo48+6qNWdozVamXs2LFkZ2dzzz33MHHiRJYvX868efOIjo52K3vvvfcyadIkkpOTmTp1KpdccgkbNmzo8TZll+kZGnFqUHL2dMvrTVToTaR5CJAymYwpQ8L4dFcBI6MDGBzuS2aLpcMn219Yy2s/5ZDrmIubflJPFyA+VMfGAyVYbXa3KWwA23MqKa83cdlo90UNUYFSW0tqjVTqzQT7qlEr5SSE+ZJdpj8lddIV3R5IM5vNfPXVVyxYsKDbjRHakPYcyGRS77SpDiwnfYJbHMftZpApQaaSeqs9VfYMTTM4GQwGnnvuOZ555plTnps5cya7du3i66+/Zs2aNcyePZsjR45wxRVXcPvtt2MwGPqgxW1TKBRkZmZSUFDAjh072LJlC5988gn33XffKWWvv/569uzZw+rVq3nppZe4//77Wb9+PVdccQUPPfQQNput2+0xW2ycqDR4DEoBWiVqpZySWiNVDWbC/Hw81nG2Y77rA+cPZWiEP4U1jTSaPW8M9c62Y2w8UEqAVsl1k+JPSS+A1NNtstop8TD/94s9hQRolG69XIDIACnoltYZqWwwE+rIEw8Jl17XaRF0169fz5gxY4iM7PjaY6ELkp+A834ETZTU4/VE7gOaaLhgO8z8uefLnsFycnI4duwYaWlpJCQkUFBQwJgxYygpKXGVMRgMrFy5knvuuYenn36a//73v5x11lm8//77fdjytgUFBTFjxgw2b95MdnY2Q4YMISEhAYPBwJAhQ9zKFhUVsWPHDi699FKWLl3K//73P4KCgvj++++73Y4TlQ1YbHaPQUkmkxHh78Ph0nqsNjvh/p6D7pyUaL64ewoXJkcxJMIPux1yKzynGDLzajhnWDgf3TGZJZemoFKcGsriQ3SutrXUYLLw7f4SLk6NRqNSuD0X5Qi6xbVGqhpMhDryz8kxAWhUchLDT4Og++GHH4rUgreETYC5h6X8qyfaGJh7CELH907ZM1hKSgplZWUcP36c48ePExcXx+7du4mKinKVefHFF7n//vtRqVQ0NjYik8mQy+WnXU+3vLycmpoaABobG9m0aRNjx46lpKTE9fp0Oh3Z2dlu5y1cuNDV0+/p19c8h9XzQFOEvw8HiqRvS631dOVyGaPjpYUViRHSYJxzKe+hkjoKaxoBqG4wk1vRwOj4oDbb5Ay6+VXNr89ut7NiczaNTVaPc4Kd6YXSOqlXHuIrtfW2aYNZe/+0U4J0V3Qr6DY0NLBp0ybmz5/ffmGhZ8jVYCz2/JyxROqV9nbZM8DVV1/N5MmTOXz4MHFxcbz99tttlm/ZCwS47777GD9+PK+99hrXXHONF1rcccXFxcyYMYPU1FTGjx/PzJkzmTNnTpvn7NmzB4AxY8YAcM0115CSksK2bduYNWtWt9t01BF0B4d7nsMa4a9xzXt1zl5oS0KoL3KZFMwtVhvXvvkrj34iDSZnOubljj5p5dvJogM1KOUyTlRKQVdvsnD3+7t59cccLkmPYdzAU8/XqBQE6VSunK4zvaBVK3qklwvdHEjz9fV1zWsUvKR4E8jUgBEUOrBbpLys1SDlZks2Qeyc3i17Bvjwww/bfP7kmQ0xMTGsXbvW9XjBggWn7ThFamqqK4i2Rq93/1o+evRotw+eBx98kAcffLDH2qRSyBmfENzq6q/IgOYP7bBW0gstaVQKBoToyCnT8+uxKiobzGTkVlKpN7Enrwa5DFI9DMi1pFTIiQ3Wkufo6f5z/SE2HijlbxeP4NazBrW6fDcqQEN+tYF6k8Vt7m9PESvSzjTHVkmDWwodJN4Kl1dC4i2g0ErHj63q/bKCcJI/T0/kk7umtPp8REDzeEFrOd2TDQn3I6dcz9p9xSjkMmx22HSglD151QyPCsDXp/0+Y3yIzpVe2Hy4jPOSIrht2uA290uIDNBw0DHVLLQDvfLOEkH3TGI1Q9FaaT7ttM9h3Mug8oNxr0iPlQFQuBZsTb1TVhC6yBlo1Uo5/h0IlgCJEX7kVjSwYX8JF42KYkCIlrX7isnMr2k3n+sUH6LjRJWBvEoDBdWNrkUYbYlqsUAiVPR0/+DsVhh0I8w5AjEXuj8XMwvmHoFBN0jbGvZGWUHoIucCCecS4I4YEu6H2WKjssHMxSnRzB4VzdajFdQbLYz2MEXMk/gQHTWGJr79XRqv6EjQjQxs7pU7B9J6kthl7Eyi1MKEV1t/Xhvp/nxvlRU6LMJ/CG/989TlyF3TU/X0DI2mlSmGHjgXSHQkn+uU6Jh+plUpmD48gqhADa9vkW4y65zl0J6BodIMho925BMZ4ENiKwN9LUUFtAy6Pd/TFUFXEHrRyfvN/lE5N70J70SO1Lkg4dwREWjVCtLigogO1NBgsjA4rGM7fQ1wTBvLrWhg/pjYDvWyowJbDPr1Qk5XBF1BEHpdiE6NUi5rdY6uJ4E6Fc9cksyURCklIJfLeGzWcCr15g7fHsc5VxdgamL7qQVoXpWmkMsI0Kg63N6OEkFXEIReJ5fLePyiJMZ4mBvblhsmJ7g97uwm5/4aFSG+aqoazB3K5wJEB2oBCNapO3Xvs44SQVcQBK/ozK1zetLAUB3BOpVrtVl7gnUq1Ep5r8xcgP4edIMce6ZqW3y6aoKkKVJypXsZ3xafggGxwE7p1t3OxzI5aFtshec8TyPtfo9CDSqd495ispOuH9p8nl8kVOWC8sxa4SUIZ6pnLxmF416THSKTyYgM8OmVOboAMnv7relEc09DjdXuQRegqbE5oAIYa0Fz0uoWUz34tFhH3mSQgmpbbFZp+pWixX9WYw1og9zLmRtA3b1bfgiC0Hve+fkYIb5qLj1p68cOajMn0f+DriAIgne1GXTF4ghBEAQvEkFXEATBi0TQFQRB8CIRdAVBELxIBF1BEAQvEkFXEATBi0TQFQRB8CIRdAVBELyozWXAMplMUVhY6K22CIIgnPFiY2MVdrvd2trzoqcrCILgRWIZsCAIQs8Sy4AFQRBOFyLoCoIgeJEIuoIgCF4kgq4gCIIXiaArCILgRSLoCoIgeJEIuoIgCF4kgq4gCIIXiaAr/DHZ7WC19HUrBC8qqTWSmV/T183o50G3OAtWz4fagr5uidDXzA2w/zP46j5YngbPhMCScCjc3dct+8M5WFxHdpne69dd/v1RrnkzA5Ol1W0RvKLNDW/OePs/g+zvoWQfBMb1dWuEvmCqh5+Xwa//B8jA3OKXXekD+rK+atkf1sMfZxHu78N7t0zw6nULqg0YzFZ2n6hhcmIoBrOFD37N48YpCagU3ut/9u+gK/yx5f8GHyyAJiNYGkHtJwXayBQYdDb4hsPg6X3dyj8Uq81OTpmeDuz50iEltUZWZRznvnOHolEp2ixbWmcE4OfsciYnhvK/3/JZsvYgQyP9OWdYeI+0pyNE0BX6p92rYd0jUrBV6SBiJJz3NAw5HxTibd9X8qsMmK02KhvMPVLfpoOlrNicQ4PJyqJ5yW2WLa51BN2jFTx6IazJLAIgt1zv1aDbv3O6wh/TjjdhvSPgKrVw0Qvw5+0wfJYIuH0sp1xK71Q1mLHZut/brag3AbBy+3E2H249VdRgslBvtBCgUbK3sJas/BrXoFpueUOXrr2voLZLr0EEXaF/ycuAjQuhqRE0gXDTNzDmepC1udue4CXOATSrzU6dsanb9ZXrTQRqVQyP9OfRT/ZS3UoPusSRWpibFoPdDn/7cj8AsUFacitaH9Sz2+0eA+vhknrm/udnfjjU+TEB8bEv9B9mA/zvOkdKQQs3fg3RaX3apNuevBGzqWe+SnfWYP/hvVq/RqPh8ccf79Q5zp4uQGWDmSCdulttqKg3ERWg4ZlLkrnyjQx+ya1kdkr0KeVKHamFC5OjWJNZxL7CWiYkhBAXomV7dmWr9S/++gD7Cmv57M9T3I4fLq0H4Hhl53vJIugK/ceeVdLUMJUvXLikzwMugNlk5sZHrumTa58XPbdX61+0aFGnz8ku06OUy7DY7FTqzSR2M5VaoTcR5q9mWKQ/0Jy3PZnzeFywlkmDQ/nuYCnz0mOobWzi892FNJgs+Pq4h0O73c76/cWU1pkoqDYQF6xzPXe8oqHN67VFpBeE/sFqgS0vQpMBdMEw5qa+bpFwErvdTk55A6lxgQBUNZi6XWeF3kyYnw9BOhU+SjkltY0eyznTC1GBGmanRBGgUTI7JZrBYb4AHKs4tceaU95AaZ3Uxh8Pl7s95wy6Jd4Oui+99BLJycmMGjWKq6++GqOx8w0QhB6RvUnK46p9yU+6kxnnncfIkSNJTk5m+fLlAGRlZTF58mRSUlKYO3cudXV1AGzbto3U1FTGjRvH0aNHAaipqeGCCy7AZrP1etOvnXAbt517H3ee/wB3z3rYdfyLt7/h5ml/5tbp9/DGs+8CsH/HAW4/7z7unvUwBbnS6Lu+Vs9frnrKK23tjsoGM7WNTUwYFApIAbO7KvQmwvx8kMlkRAdqWu15ltQaCdAo0amVXDY6lp1/m0mIr5rB4X6Ae9rDaVt2BQABGuUpQfdYpbOn6znIt6XLQbewsJCXX36ZnTt3sn//fqxWKx999FFXqxOE7jmyQVr4YG1COWoeS5cu5cCBA2RkZLBixQoOHDjAbbfdxvPPP8++ffu47LLLePHFFwFYunQp69atY9myZbz22msALFmyhCeffBK53DtfBpd+8nde/245r377bwAyt+1l+4Zfef27l3n7xxUs+PNlAHz6+pc8t+pp/rz4Nr5ZtR6A95d9zNX3L/BaW7vKOYg2PiEYkGYwtJSZX0Pqog0U1UiBzG638/8+zmLltmMe5/UazBYMZithfj6A1IttNejWGYkO1AIgk8lQK6Wf1cBQHTKZ5xkM27IriAvWMi89hu05FW4r2fqsp2uxWGhsbMRisWAwGIiJielOdUJbqrP6ugWnt7xfpL/DhxM9IIExY8YA4O/vz4gRIygsLOTIkSOcffbZAMycOZPPPvsMAJVKhcFgwGAwoFKpyMnJIT8/n+nTp/fFKwHgq/fWc9W9l6P2UQEQHBYEgEKpxNRowtRoQqFUUnS8mLKiCtKnpPRZWzvK2ZtMig4gQKOkUu+eXthypJw6o4XdedUAFNUa+Wx3AYu+PsCjn+5l14kqXv8ph+8OlAJQUS8F7TA/aTAuJlDbahAsrTMSGag55bhGpSAuWEvuSekFq81ORm4lUxPDmDE8AoPZym/HpHbVGpqoNjShUysorTdh7eS0sS4PpMXGxvLII48QHx+PVqvlggsu4IILLuhqdUJ71qfDNeLGzK1y7q8Rlep2+Pjx4+zZs4eJEyeSnJzMmjVruPTSS/nkk0/Iz88H4IknnuCGG25Aq9WyatUqHnnkEZYsWeK1pstk8Jern0Imk3Hx9Rcy57pZFOYUsf/XA7z7z9WofVTc8dQtJKUP5er7ruD5B17CR+PD4y8/xOvPvMvNf7nOa23tjuwyPTq1gugADaF+PqcskNhfWAtI07HmpMKhYin9c9GoKD7dVcCnu6T/47hgLeePjKTcEbTD/Jt7uqV1Rqw2Owq5+xTB4lojI6ICPLZrcJgfuSelF/YX1lJntDBlSCiTE0NRK+T8eLiMs4aGuVILEwaF8OPhcsrrTUR5COit6XJPt7q6mjVr1nDs2DGKiopoaGhg9erVXa1OaE/ac33dgjODsvnNr9frufzyy1m2bBkBAQG88847vPrqq4wdO5b6+nrUaqmHlJ6eTkZGBps3byY3N5fo6GjsdjtXXnkl1113HaWlpb3a5GVf/pPXNi7jufef5quV69ibIaXr6mrqeeWbF7lj4c0sufOf2O12howazH+++RdLP/07xXklhEQGg93Os3e+wD/uXUp1eXWvtrU7csobGBzui1wuI9RXTaXec9A9VFLv9vc/r0jl4zsn89p1Y7hpSgJFNY2YLFYqHEE33JFeiA7UOGZFuPegm6w2KvQmjz1dgMHhvuSWN7jNx92WI+VzpySGoVMrmTg4xLX4wplamDxYyk13Nq/b5aD73XffMWjQIMLDw1GpVMyfP5/t27d3tTqhPclP9HULTm9yx5c2i/QL19TUxOWXX861117L/PnzAUhKSmLjxo3s2rWLq6++msTERLcq7HY7S5YsYeHChSxevJgXXniB22+/nZdffrlXmx4WLf3yBocFMXXWJA7tOUpYdCjTZk9GJpORNHoYMrmc2qo6t7a+v+xjrnvwSt7790fcsfAmZl97IV+8/U2vtrU7skvrSXQMXIX4qt1yupV6E0WO1MARxxzYwyX1xAZpCdComDAohFmjokkbEIjNLi0ndgbd5pyulLM9Oa9bVm/CbpeCsieDw/1obLK6ZjgA/JJTSVKUP+GOXvR5SRHklDeQXVbPsYoGZDKpp+vpeu3pctCNj48nIyMDg8GA3W7n+++/Z8SIEV2tThC6Ryn9cqAvxW63c+uttzJixAgefrh5NkBZmdRTsdlsLFmyhLvuusutivfee4/Zs2cTEhKCwWBALpcjl8sxGAy91uxGgxGD3uD6966fMklIimfqrElkbtsHQEFOIRazhcCQ5q/Hmz75gQnnjSUg2B9TowmZTIZcLsPY2P1pWL0hu6yeolojY+KlQTQpvdDc1v1F0gfK5MGh5FUZMJgtHCqpIynK362ehFBpitfxCoMrpxvqyOk6g+rJPU9nnjcqwHPQTQyX6nQOplltdnafqGZ8QoirzOyUaOQy+CqrmOOVDcQEal1t6WzQ7XJOd+LEiVxxxRWMGTMGpVLJ6NGjueOOO7panSB0T1QK5FZCbT7btm1j1apVpKSkkJ6eDsBzzz3H0aNHWbFiBQDz58/n5ptvdp1uMBhYuXIlGzduBODhhx9m9uzZqNVqPvjgg15rdnV5DYtulVJHVouVcy87hwkzxtJkbuJfD7/MbTPuRalS8tjyB5A5ljIbDSY2fPwD//xwMQBX3HkJT17/DCqVkidX/L9ea2t3rN9XAkgrwgBCHT1dm82OXC5zpRbmj4nll9xKfi+qI7e8gZkjI93qGeSYV3u8soEKvYkgncq1LWNz0JWCYH6VgWBftSvoRrYSdIdGSIH9QHEtZw0N42hZPQ1mK2MGBrnKRARomDQ4lK+zigjQKEkI07U7N7g13VqRtnjxYhYvXtydKgShZ8x6Hk5shyHnc1ZgbKtbBz7wwAMej+t0OjZv3ux6PG3aNPbt29crTW0pZmAUb3x3avpCpVbxxH88B1CNzoeln/7d9ThlYjJv/fBKr7WxJ6zfX8KY+CDXgFOonxqbHWoamwjxVbO/sJb4EJ2rd7l2bzEWm53hJw1+BenUBOlUHKtooKrB7EotgJSyUCvllNRKg2mXvbqN+BAds0ZJgb619EK4vw+Dw3zJyK3ijrMT2ZNXA8DoAcFu5ealxfD45/uQy+DqCfHIZDJigrSutEhHnd4T+wSho8KGwtgbITC2r1sinCSv0sCB4jouGtW8J0KIr5QScK5K219US0psIPEhOrQqBd/sLQZgxEnpBZBSDM6ernO6GOC2QOJAUR0VejO782r4vx9zUCvlBOlUrbZxUmIoO45VYbHayMyrIVinYmCozq3MrFFRqBQybPbmHndUgKbTc3VF0BUEoccYzBbXSi6n9fulAOrscULz4Fel3kyNwUx+VSOjYgORy2UMi/SjQm9CrZCT4AhuLQ0K85Vyunr3ni5IQbC4ttE1++D8EZFUG5qIDtS40jOeTB4cit5kYV9hLXvyq0kfEHRK+SCdmrOHSptFOPO50YEi6AqC0Ide3ZzDtW/9ytajzctm1+8vISU2kAEhzT1HZ0+3ssHM/kJpEG1UrJRKcG5eMyTCz+NtdBJCfSmqbaS4tvGUoOvs6W7LrmBohB/Lr0pncLiva4+F1kxyTP/adKCUo2V6RscHeyz3p/EDUMpljIiR2tpybnBHiV3GBKEXjQxPY+vru/rk2lvp3etqNO45UovVxsc7pQUn/1h3iKn3hfHrsSoy82t4bJb7NpPOGQeVDWbXFLFRMdJGOMMdKYWTZy44JYTpsNvB2GRzTelyigrUUlpXTIXexFXj4/H1UbLmnqntvpZwfx+GRvixOuMEdjuMjg/yWO7C5Ch2PzWTAI2UqogO0mKx2aV5wK0M1J1MBF1B6EWd3W/2TLb5cDll9SbmpcXwVVYRr23J4e2tx0gM9+X6SQPdygY79tEtrzfx+e4CJg8OJdjR+3UF3WjPQXdQi15ry5wuQEyQhiarnSarnSmJUu/VX9N6LrelKYmh/PeXEwCkxgW1Wi6gRX3RAc0zJjoadEV6QRCEHvHRjjwi/H3414I0RsUG8MK3hzE2WXn9+nGnBD6VQhrY+mZvEQXVjVwzMd713Jj4YM4fEcnMkVEnXwLALc/rKacLIJdJg2OdMdlRfkiEH4HajgVq52yMzkwbE0FXEIRuK65tZPPhMhaMi0OtlPO3i0cSqFWx9E9pDInw83hOiK+a3PIGQnzVXJDcPB/X10fJWzeOc+vRthSgURHq6BWHnpLTlValpcYFufVIO2LioFBkMkgfENThc2KCpOsV1XR8ME2kFwRB6LZPdxZgs8Ofxg0ApIGp3QtnnrLxTEthvj7kljdwxdg4fJRt3z79ZAlhvlQ2mD2mFwDOGhLWyVcAwb5qll81mpTYwI6fo1NxXlJEpza86d9B19dxLxC1509aQRB6xtBIP26ZOoiBoc2907YCLjTPYLhq/IBOXy8h1JddJ6pPSS+E+vnw9o3jGNdiCW9nzEvr3Pa0MpmMt28a37lzWlu508KZvZ9gxREIG9bXrRAE4STr9hWzt6CWxy9K6vS5Pxwq5eusYl66Mr3nG9Z9bX7a9P+gKwiC4F1tBl0xkCYIguBFIugKgiB4kQi6giAIXiSCriAIgheJoCsIguBFIugKgiB4kQi6giAIXiSCriAIghe1uQxYJpMpCgsLvdUWQRCEM15sbKzCbrdbW3te9HQFQRC8SCwDFgRB6FliGbAgCMLpQgRdQRAELxJBVxAEwYtE0BUEQfAiEXQFQRC8SARdQRAELxJBVxAEwYtE0BUEQfAiEXQFQegTVQ1mjlc09HUzvK5/B92Ko/DFnaAvaz7280uw7tHmx8Za+PJuKMpsPnbwa/jqPrC1WD79zcO93lyhF9mskLMZNi6EN8+D5+PhuVh4KQX+NQxWXw4734Hq433d0j+MJWsPcNO7O3q83o9/y6es3tjj9faU/h1096yCrI+gcFfzsS0vwo43wNokPT68DjLflwKt07ZlsPs9MFRIj4uzYOfbXmu20IOsFsh4TQqs/7sOtr8ChTulD1urGWrzQF8K2d/Bhr/Cionw7mz394zQK34vrKOguhGbred2GiitM/LYZ3tZ/cuJHquzp7W5y5ggnNFKf4dPboTaQmgygNoX5EoIGgCxYyEgDlRaKQgX/AYWo9QjPrEN3r0Y0q6Gi/4JSnVfv5J+x2yxkVOux2KzU9PYRIhvz/yMC6oNABwqqe+R+nqDCLpC/7T/C/jyz2BplAJrQBxM/wskXwY+/qeWt9uh4gj8+hpkfiD1grM+hLztcP2XEBDt9ZfQnx2raMDi6OGW1Rvdgm5ZnZEFr//CrFFRPDxzGD5KRYfrLahuBDoWdCv1Jp5bd4hF80bir1F18hV0Xf9OLwh/TPs/bw64Sg1Mvg8eyIQxN3gOuAAyGYQPhzkvwb07ITJZOl5xFN4+Hxoqvdb8/qqk1kijWRonOVzaHBTL6kxu5TYdLOVEpYHXf8pl3ivbOjXYVlgjBd28KgN6k6XNsj8cKuOz3QVk5te0WmbD7yW8/lOOx+cyciuxdiE1IoKu0L+UHZQGRi2NoPKF67+Ac/8Kik70ZIIGwO2bIe1KUPpAfSmsnu8+sCp0itVm5+KXt/LPbw8BcKRFT7Ss3j3o/ni4nLhgLe/eNJ6i2kaeW3eww9dx9nQBDrfT2z1apgeg/KTrt7Q64wQvbjhMbWOT2/EDRXVc9UYGn+8u6HDbnER64Uxnt4Gsg5+dvVX2dGFtgv9dL+VmlRq47jMYOLlrdSmUMGcZmPRwaK2Uetj5Lky4rVPV/OP5v2M0GpHR8a/IZwqNRsPjjz/eobI55XoqG8xs/L2Ep+eO5FBJPbFBWgprGt2CnsliZVt2BZePiWNGUgQ3Tk5gxY/Z5FUaiA/VtXudwupGQnzVVDWYOVRSx9iBwa2WPeLobbcVdAuqG7HY7Px4uIxL0mPdXg9IveUF4wa0266WRNA9k5kqYV0qzN4HPiF9U9ZZ3ie04+3uLTvehLpCKYc7+d6uB1wnmQwufRWWp0N9EXz3lJQT9u34azUajSxa9BQyvJcz9JZFixZ1uKzzK3xRrZHDpfUcKa0nPT6I2sYmt+ldvx2rxmC2Mn14OADXTx7Iaz/lsHL7cZ6aO7Ld6xTWNDJuYDDbcyo5VNxOT7dUCpwVes9B12qzuwbmNh4odQu6eVXS8a1HKzBbbKiVHe+gnGFdGcFNwVfQWASFX/VdWWf5vmazwtZ/SbMUtCFwzmM9U6/SBy55BVQ6afrZb2/2TL1/MHsLatCopHCzdm8xeVUGkiL9Cff3cUsv/Hi4DLVSzuRE6YMtMkDDnNRoPt6ZT71R+opvt9tZue0YD/0vE4vV5jrXbrdTWN1IXLCOpCh/DpXUtdoevcniyv+21tMtrTPSZLXjq1bw46EyTJbm9NKJygZXPTtPVHXqZ9GtoLt8+XJGjRpFcnIyy5Yt605VQlfkrnT/uy/KdqZcbzr2E1hMUh53+uMs/8+rp7w3s7KymDx5MikpKcydO5e6OumXctu2baSmpjJu3DiOHj0KQE1NDRdccAE2mw2GnA+BcWA1SSmG9m9x1Sqj0ciECRNIS0sjOTmZp59+GoBrr72W1NRUnnzySVfZJUuW8OWXX3b5WqeTrPxaxg4MJjkmgFUZ0hzaYVFS0C1vMZC2+XAZkwaHolM3fwm/5axB6E0Wnlt3iN+Lannyi/0s+voAX+wp5KPf8l3lqg1NNDZZiQvWkhTtz6GSelq7HdnRFgN55a30dPMdvdk/jR9Ag9nKLznNg6knKg2MiA5ArZCz+VCZx/Nb0+Wgu3//ft5880127NhBVlYW33zzDdnZ2V2tTuispjqozJD+XZEhPfZ22ZPL96Xcn8BsAKuZ/bLhHt+bt912G88//zz79u3jsssu48UXXwRg6dKlrFu3jmXLlvHaa68BUsB78sknkcsdvyLjbgWlFky1UOl5NLsjfHx8+OGHH8jKyiIzM5Nvv/2WLVu2oNVq2bt3L7/99hu1tbUUFxfz66+/cumll3b3J9PnjE1WDhbXkRYXxLlJEdQYpB7r8Eh/Ivx9XOmF/CoDOeUNTB8W7nZ+alwQc1Kj+XBHHhe//DMf7sjjnhmJTBgUwkubjlDn6AEXOgbRYoO1JEUFUG+0UFTreWWaM7WQFOXv1tPdX1hLraN9+Y76rhofj06tYOOBUle5vCoDI6L9mTg4hM2Hyzv18+hy0D148CATJ05Ep9OhVCo555xz+Pzzz7tandCe6iz3P9lvgdxHek6ulh5XZ0HZVjjxsfSnbGvPlW1Z3ln25PJ96dgWwAZB8RzMPuHxvXnkyBHOPvtsAGbOnMlnn30GgEqlwmAwYDAYUKlU5OTkkJ+fz/Tp05vrTzgL5AqQKaG846PpJ5PJZPj5+QHQ1NREU1MTdrudxsZGbDYbTU1NKBQKnnrqKRYvXtzl63hbpd7Eb8c9f80+UFyHxWYnNS6I6cMjANCo5AwI0RHhr3EFvV+PSedPGxp2Sh3/uWYM2x8/lxevSOW9Wybw6IVJLLx4JFUGMyt+kDp7hTVSzzQ2SMuIaGlq4KFiz52GI6X1+CjljBkY7Lq+xWpjwWu/sOz7I4AUWGUyGBTmy/Th4Ww6UIrdbsfYZKWkzsjAEF+mD48gu0zv6hV3RJcH0kaNGsVf//pXKisr0Wq1rFu3jnHjxnW1OqE969NBrgGFYxK5HbA4viJZ6mHfYti/WBq5t5ul43I1KDQ9UxagqQGwgkwBSt9T29GXKh3fsuLGMWqE5/dmcnIya9as4dJLL+WTTz4hP1/6avrEE09www03oNVqWbVqFY888ghLlixxrz9ksDQNDVnztbrIarUyduxYsrOzueeeezjnnHP44osvGDNmDNdffz3Z2dnYbDbGjBnTret40782HuGbrCIyn74Ahdz9ZrhZjkG09AFBhPv7EOKrJjZIi0IuIyLAhwazlQaThd+LatGqFAwO9/N4jZggrdtMgZS4QOaPjuPdbce59axBruliccFaVxsOFtdx3ojIU+o6UqYnMdyPqAAN1YYmmqw2aR5xk5XdJ6oBKKgyEB2gQa2Uc86wcNbtKyGnXMrl2u0wMFRH2oAgnv3mAJsPl3HD5IQO/ay6HHRHjBjBX/7yFy644AJ8fX1JT09Hoeh/02JOG2nPwf5nW/+6b2lxXKYEZGAzS396qqxcAxHnQfnW9tMO3mZxfEX0i2j1vfnOO+9w//338+yzzzJv3jzUaukDLD09nYwMKUWyZcsWoqOjsdvtXHnllahUKpYuXUpkZKT0gdfUCHXF3WqqQqEgMzOTmpoaLrvsMvbv3+82JjJ37lxef/11/v73v5OVlcXMmTO5/fbbu3XN3jZpcAgf7sjjQFEdKXGBbs/tLaglMsCHqEANAM9ckoxOLcWKcD/pW1JZvYkDRXUkRfufErTb8ufpiXy2u4Cv9xZTUN2Ir1pBoFaFTCYjKcqftftKuGfGEGQy9zqPltYzcVAIYY7rV+rNnKiUeqsHiuswWazkVxsYECJNUxuXIM3i2Xm8iogA6ZwBIToGhfly05QEhrTyQeFJtwbSbr31Vnbt2sWWLVsIDg5m2LBh3alOaEvyE3Dej6CJkoKfJ3If0ETDBdth5s89X3bmFjh3Q/vt6AvO3ymbtArJ03szKSmJjRs3smvXLq6++moSExPdqrDb7SxZsoSFCxeyePFiXnjhBW6//XZefvllR92O0Wtlz7zuoKAgZsyYwbfffus6tmbNGsaOHYterycnJ4ePP/6YTz/9FIOh419f+8KkwdJsg4zcU1fuZeXXkBYX5Ho8JzWGc5Ok3qczgJXWGTlQXEdyTECnrjskwo/kmAC+yiqisKaR2GCtK8DeetYgDhbXsfmw+0BXnbGJ4lojQx2zJ0CaweCcBtZktXOwuJ78qkZX0B0c5kuIr5qdJ6pdwXmgY97wonnJTBlyakqkNd0KumVl0ovJy8vj888/55prrulOdUJ7wibA3MOgbWUfAG0MzD0EoeN7r2xH2tEXdI43fekBwPN703nMZrOxZMkS7rrrLrcq3nvvPWbPnk1ISAgGgwG5XI5cLpcCnrFWWjCiUIOf+0BPZ5SXl1NTUwNAY2MjmzZtIikpCZByvMuWLeOxxx6jsbHRFTysVitms4dvIaeRyAANg8J8Twm6VQ1mcisaSBsQ5PG8CH/pA2x3XjX1RgsjowM9lmvLvLQYsvJr2JNXTVxw8wKKS0fHEhuk5T8/ZGO322kwWThcUs/e/FoAhrUMunojJ6oacHaIdxyrpKTOyABHfTKZjLEDg9l5vIoTlQZ81QpCu7hJT7cWR1x++eVUVlaiUqlYsWIFQUFB3alO6Ai5GoytfL01lrgPavVW2fbK94WoFGlhRJkUdD29N5cvX86KFSsAmD9/PjfffLPrdIPBwMqVK9m4cSMADz/8MLNnz0atVvPBBx9A3q/SoguA6LQuN7O4uJgbb7wRq9WKzWbjT3/6E3PmzAFgxYoV3Hjjjeh0OlJTUzEYDKSkpDB79uwz4ndr0uAQvtlbjNVmd6UI1u2T3iPOxQ4ni3AEvR8dMwBGdrKnCzAnLYZ/rD9Ehd5MbJDWdVylkHPXOYNZuOZ3Fn99gK+yiqhqaP7wGhbph1Ih9TvL603kVRoYFOZLvdHC2n0lAAwIaa5v3MBgNh0oZXdeNfGhvqekLDqqW0F369at3Tld6IriTSBTA0ZQ6MBukfKyVgPIVFCyCWLn9G5ZT+X72sCp0iblpnqoyPb43nzggQd44IEHPJ6u0+nYvHmz6/G0adPYt29fc4F1b4GpQZrBEDe+y81MTU1lz549Hp978MEHXf+WyWR8+OGHXb5OX5g4KJQPd+RzsLiOUbFSj/WrzCKGRvgxMtpzMA3SqVAr5Ow+UY1cJk3h6qzYIC0TEkLYcbyK2GCt23MLxg3g5R+yWbn9OJMGh7Bg7ABK6owo5TLiQ3SYLNLiivJ6EycqDQwM0aGQy/nuoDQ9LD6k+b3tzOvuLahlVnJUp9vpJFaknWmOrZIGtxQ6SLwVLq+ExFtAoZWOH1vV+2U9le9rI+dJy3ZtVmmT+p5kNkjbPWKDmLTmHq/gZuJgKSg5UwwF1QZ2HK/ikvSYVnuFMpmMcH8fLDY7ieF+aFRdG4yfmx4D4NbTBdCoFLxz43jev20iH94+icvHxnHPjCHceU4iMpkMjUpBgEbpyunGh+gYHR/kOn9Ai6A7KjbAtdx3YAf2gWiNCLpnEqsZitaCKgCmfQ7jXgaVH4x7RXqsDIDCtWBr6r2yrbWjrwUnQHS61Mbd70FVbs/Vvf0VKZ+r9oWzxG2bWhMdqCUhVEdGrjTf9ussKbXQcs8CT8IcKYaupBacLhsdy81TEzh76KlpjJS4QKYOCWs18If7+3C4tB69yUJ8qK9r0E+tlLtmVwD4KBWkO57ryOY7rRFB90xit8KgG2HOEYi50P25mFkw9wgMukEawe+tsu21oy/Nek6aWWA1wed3gM3W/jntKdoDP/9b2tPBLxKGXdT9OvuxiYNC+fVYJb8dr2JNZiFj4oPceoueOPO6raUgOsLPR8nTc5MJ1HV+Y6Fwfx/XhjwDQ3SuKW8DgrXIT5q+NjZB2rUsvp3X1Baxy9iZRKmFCa+2/rw20v353irbXjv6SuxYSL9Wuudd6e+w9mFpU/IuDnhQVwQf/MmxVaQWFvwX5J3rp2g1vixe9PeuXf80p9GcOnXusjGxfLGnkAWv/QJIc3Lb4wy6yTGdn7nQE8L8fDA2SR/QA0N1BGpVDI/095hCuGhUFBt+L+lWW0XQFfqXmc9A7maozoO9/wNzA8xdDupO9kzKDsJ/54GhUtph7NyFEJ3a6eZ0dL/Z/mLS4FB2LjyfLUfK+b2ojvlj4to9JyZIi0yGa+mutzmnjUFzDvetG8d53K4xNS6IH/7f9G5dTwRdoX/x8YOb18Ob50p3+T34lXSjyflvQsLU9s9vaoSfXoCMVx27lmml2/xM+nPvt72fCNComJMaw5zUmA6Vv27iQNIHBBHq59N+4V7gDLpRARrXQF57KZHuEEFX6H/8o+COH6Vbrpfsk+bvvn8FBMXDuFsgfhJEJEt3hwBoqJDm9x78WpqlYLM2333inMdg6oNdT1EI7QrUqZjaiRVdPc05WNadwbHOEEFX6J/8IuDmb6Ue6w9LpMG/8kOw6SnpNuxNBmmDcrtN2r1EqZFSEXartCdvRDLMfwOiRvX1KxF6mbOnO7AXe7ct9e+g67zza8u18jLHPEDn/b+cZVQtyqgcP3y50r2McGaRy2HKvZB+jXRr9Z3vSIsnQAq2TY6bGDrfH3IFxIyV7h6cNKfTg2bCmcm56U13ZiR0hqy1ndVb6Po2+aeDE9th4JTmx3VF0FgFkS16MPm/SnM8lY6cklkvDaS0XHlUlAkx6V5osNCragsgL0O6tbqxWvrwDUmUbr8eOQp0HbgnnNCvNJgsXPVGBs9ckszo+NZvZNkJbeai+n/QFQRB8K42g674/iQIguBFIugKgiB4kQi6giAIXiSCriAIgheJoCsIguBFIugKgiB4kQi6giAIXiSCriAIgheJoCsIguBFHdl7QWyvJAiC0ENET1cQBMGLRNAVBEHwIhF0BUEQvEgEXUEQBC8SQVcQBMGLRNAVBEHwIhF0BUEQvEgEXUEQBC8SQVcQBMGL/j9sSUR+MLhnmAAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -66,6 +68,7 @@ "fig, ax = plt.subplots(figsize=(6, 10))\n", "\n", "d = pd.DataFrame(np.random.random((10, 4)), columns=[\"A\", \"B\", \"C\", \"D\"]).round(2)\n", + "d['E'] = np.random.random(size=(10,30)).tolist()\n", "\n", "tab = Table(\n", " d,\n", @@ -87,7 +90,7 @@ " \"is_pct\": True,\n", " \"formatter\": \"{:.0%}\"\n", " },\n", - " ),\n", + " ),\n", " ColumnDefinition(\n", " \"D\",\n", " width=1.25,\n", @@ -101,6 +104,11 @@ " \"formatter\": decimal_to_percent,\n", " },\n", " ),\n", + " ColumnDefinition(\n", + " \"E\",\n", + " width=1.5,\n", + " plot_fn=sparklines\n", + " ), \n", " ],\n", ")\n", "\n", @@ -170,7 +178,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.5" + "version": "3.10.4" }, "vscode": { "interpreter": { From 27056dbe38b615d8dd9ab31c5ecc930ea1cdfbc4 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 9 Dec 2023 11:57:53 +0530 Subject: [PATCH 06/12] added example to plots nb --- docs/notebooks/plots.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/notebooks/plots.ipynb b/docs/notebooks/plots.ipynb index 41f273a..aaa7200 100644 --- a/docs/notebooks/plots.ipynb +++ b/docs/notebooks/plots.ipynb @@ -367,7 +367,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## line_chart" + "## sparklines" ] }, { @@ -393,25 +393,25 @@ "[ax.set(xticks=[], yticks=[]) for ax in axes]\n", "\n", "# default line\n", - "line_plot1 = line_chart(ax = axes[0], \n", + "line_plot1 = sparklines(ax = axes[0], \n", " values = [10,20,30,15,50]\n", " )\n", "\n", "# line (ax.plot()) kwargs\n", - "line_plot2 = line_chart(ax=axes[1], \n", + "line_plot2 = sparklines(ax=axes[1], \n", " values=[10,20,30,15,50], \n", " line_kwargs={'color': 'red', \n", " 'linestyle': '-.',\n", " 'lw': 2})\n", "\n", "# multiple lines\n", - "line_plot3 = line_chart(axes[2], \n", + "line_plot3 = sparklines(axes[2], \n", " [[10,20,30,15,50], \n", " [15,30,45,60,25]],\n", " line_kwargs={'color': 'red'})\n", "\n", "# multiple lines; multiple line_kwargs\n", - "line_plot4 = line_chart(axes[3], \n", + "line_plot4 = sparklines(axes[3], \n", " [[10,20,30,15,50], \n", " [15,30,45,60,25]],\n", " line_kwargs=[{'color': 'silver', 'lw': .5, 'ls': '-.', 'alpha': .8}, \n", From 890a89d505f46cd6d673a659ec4a62a030df4a29 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 9 Dec 2023 20:43:28 +0530 Subject: [PATCH 07/12] pltos nb example and explanation --- docs/example_notebooks/plot_example.ipynb | 53 ++++++++++++++++++++--- 1 file changed, 47 insertions(+), 6 deletions(-) diff --git a/docs/example_notebooks/plot_example.ipynb b/docs/example_notebooks/plot_example.ipynb index 8872a54..1d044a2 100644 --- a/docs/example_notebooks/plot_example.ipynb +++ b/docs/example_notebooks/plot_example.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "id": "ad81d90b", "metadata": {}, "outputs": [], @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "80c497f1", "metadata": {}, "outputs": [], @@ -47,15 +47,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "id": "eba1b4ec-15ed-47e3-9d62-6563fce2983b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": { @@ -68,8 +68,13 @@ "fig, ax = plt.subplots(figsize=(6, 10))\n", "\n", "d = pd.DataFrame(np.random.random((10, 4)), columns=[\"A\", \"B\", \"C\", \"D\"]).round(2)\n", + "\n", + "# single lines sparklines\n", "d['E'] = np.random.random(size=(10,30)).tolist()\n", "\n", + "# multiple lines sparklines\n", + "d['F'] = np.random.random(size=(10, 2, 30)).tolist()\n", + "\n", "tab = Table(\n", " d,\n", " cell_kw={\n", @@ -108,7 +113,18 @@ " \"E\",\n", " width=1.5,\n", " plot_fn=sparklines\n", - " ), \n", + " ), \n", + " ColumnDefinition(\n", + " \"F\",\n", + " width=1.5,\n", + " plot_fn=sparklines,\n", + " plot_kw={\"line_kwargs\": [\n", + " {\"color\": 'red', 'lw': 1.5},\n", + " {\"color\": 'yellow', 'lw': .8}\n", + " ]}\n", + "\n", + " \n", + " ), \n", " ],\n", ")\n", "\n", @@ -150,6 +166,31 @@ " \"formatter\": decimal_to_percent,\n", " },\n", ")\n", + "```\n", + "\n", + "### Columns E & F demonstrate examples of using sparklines. \n", + "\n", + "- For E, note the type of data used - each cell in column E can be a list of $n$ (=30 here,) values which are then plotted linearly. \n", + "\n", + "`d['E'] = np.random.random(size=(10,30)).tolist()`\n", + "\n", + "- F is an example of multiple lines in each cell. So each cell in that case is a list of $x$ (=2 here,) lines with each line having $n$ (=30) values. \n", + "\n", + "`d['F'] = np.random.random(size=(10, 2, 30)).tolist()`\n", + "\n", + "- Additonally, `sparklines` can also take a list of $x$ number of kwargs dictionaries for each line which are the kwargs passed to the `ax.plot()` call used to create the lines\n", + "\n", + "```python\n", + "ColumnDefinition(\n", + " \"F\",\n", + " width=1.5,\n", + " plot_fn=sparklines,\n", + " plot_kw={\"line_kwargs\": [\n", + " {\"color\": 'dodgerblue', 'lw': 1.5},\n", + " {\"color\": 'silver', 'lw': .8}\n", + " ]\n", + " }\n", + ")\n", "```\n" ] }, From 15f47ed7479a41b0ac2bb3605d6a5b024ed452e1 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 9 Dec 2023 20:45:58 +0530 Subject: [PATCH 08/12] improved docstring --- plottable/plots.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 55d757a..6479411 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -405,15 +405,15 @@ def sparklines( Args: ax (matplotlib.axes.Axes): Axes. - values (List[float]): + values (np.ArrayLike | None): List of values to plot. - line_kwargs: + line_kwargs (List[dict] | dict | None): Additional keyword arguments passed to `ax.plot()`. If multiple values are passed for multiple lines, this can also be a list for each Returns: - plt.Artist: - The line artist. + lines (List[plt.Artist]): + List of the line artist(s). """ # number of points to plot in any single line From 24af2358223176b4c54ef35c041291d12806714a Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 16 Dec 2023 13:57:56 +0530 Subject: [PATCH 09/12] fixes for multiple lines + docstrings --- plottable/plots.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 6479411..9acda31 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -409,10 +409,11 @@ def sparklines( List of values to plot. line_kwargs (List[dict] | dict | None): Additional keyword arguments passed to `ax.plot()`. - If multiple values are passed for multiple lines, this can also be a list for each + If multiple values are passed for multiple lines, this can also be a list for each. + If number of kwargs passed are less than number of lines, the kwargs are cycled through for the remaining lines Returns: - lines (List[plt.Artist]): + lines (List[Line2D]): List of the line artist(s). """ @@ -442,11 +443,14 @@ def sparklines( assert all( len(value) == len(values[0]) for value in values ), "Data passed for lines doesn't have equal number of points" - + + lines = [] xs = range(len(values[0])) for value, line_kwargs_dict in zip(values, line_kwargs): - ax.plot(xs, value, **line_kwargs_dict) - + line, = ax.plot(xs, value, **line_kwargs_dict) + lines.append(line) + + return lines else: lines = ax.plot([], [], **next(line_kwargs)) return lines From 9735467af6e1c160967915f11c88b478138968ab Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 16 Dec 2023 13:58:23 +0530 Subject: [PATCH 10/12] add tests for sparklines --- tests/test_plots.py | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 tests/test_plots.py diff --git a/tests/test_plots.py b/tests/test_plots.py new file mode 100644 index 0000000..71f9c55 --- /dev/null +++ b/tests/test_plots.py @@ -0,0 +1,39 @@ +import pytest +from plottable.plots import sparklines +from matplotlib.lines import Line2D +import matplotlib.pyplot as plt + +@pytest.fixture +def sparkline_single(): + return sparklines(plt.gca(), + [10,12,14,16,18] + ) + + +@pytest.fixture +def sparkline_multiple(): + return sparklines(plt.gca(), + [[10,12,14,16,18], + [20,40,60,80,100]], + line_kwargs=[{"color": 'red', 'lw': 1}, + {"color": 'dodgerblue'}] + ) + + +class TestSingleSparkline: + def test_sparkline_single_type(self, sparkline_single): + assert isinstance(sparkline_single, list) + + def test_sparkline_single_len(self, sparkline_single): + assert len(sparkline_single) == 1 + + def test_sparkline_single_inner_type(self, sparkline_single): + assert isinstance(sparkline_single[0], Line2D) + + +class TestMultipleSparklines: + def test_sparklines_multiple(self, sparkline_multiple): + assert len(sparkline_multiple) == 2 + + def test_sparklines_multiple_kwargs(self, sparkline_multiple): + assert sparkline_multiple[1].get_color() == 'dodgerblue' From 47434ac2d5307fb4ee2cce7c3541e1cd5ea33737 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 16 Dec 2023 14:05:34 +0530 Subject: [PATCH 11/12] black formatted --- plottable/plots.py | 4 ++-- tests/test_plots.py | 20 ++++++++++---------- 2 files changed, 12 insertions(+), 12 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 9acda31..26f8bf0 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -443,13 +443,13 @@ def sparklines( assert all( len(value) == len(values[0]) for value in values ), "Data passed for lines doesn't have equal number of points" - + lines = [] xs = range(len(values[0])) for value, line_kwargs_dict in zip(values, line_kwargs): line, = ax.plot(xs, value, **line_kwargs_dict) lines.append(line) - + return lines else: lines = ax.plot([], [], **next(line_kwargs)) diff --git a/tests/test_plots.py b/tests/test_plots.py index 71f9c55..67be9e8 100644 --- a/tests/test_plots.py +++ b/tests/test_plots.py @@ -3,21 +3,21 @@ from matplotlib.lines import Line2D import matplotlib.pyplot as plt + +# define fixture for a single line sparkline @pytest.fixture def sparkline_single(): - return sparklines(plt.gca(), - [10,12,14,16,18] - ) + return sparklines(plt.gca(), [10, 12, 14, 16, 18]) +# fixture for multiple lines sparkline @pytest.fixture def sparkline_multiple(): - return sparklines(plt.gca(), - [[10,12,14,16,18], - [20,40,60,80,100]], - line_kwargs=[{"color": 'red', 'lw': 1}, - {"color": 'dodgerblue'}] - ) + return sparklines( + plt.gca(), + [[10, 12, 14, 16, 18], [20, 40, 60, 80, 100]], + line_kwargs=[{"color": "red", "lw": 1}, {"color": "dodgerblue"}], + ) class TestSingleSparkline: @@ -36,4 +36,4 @@ def test_sparklines_multiple(self, sparkline_multiple): assert len(sparkline_multiple) == 2 def test_sparklines_multiple_kwargs(self, sparkline_multiple): - assert sparkline_multiple[1].get_color() == 'dodgerblue' + assert sparkline_multiple[1].get_color() == "dodgerblue" From 5bb4d315e6c6703beb863f3836684e19757a2f52 Mon Sep 17 00:00:00 2001 From: Abhishek Sharma Date: Sat, 16 Dec 2023 14:20:49 +0530 Subject: [PATCH 12/12] removed unused imports --- plottable/plots.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/plottable/plots.py b/plottable/plots.py index 26f8bf0..2198ba0 100644 --- a/plottable/plots.py +++ b/plottable/plots.py @@ -1,7 +1,6 @@ from statistics import mean -from typing import Any, Callable, Dict, List, Tuple, Union +from typing import Any, Callable, Dict, List, Tuple from itertools import cycle -from numbers import Number import matplotlib from matplotlib.lines import Line2D