diff --git a/notebooks/clear_all_notebooks.py b/notebooks/clear_all_notebooks.py new file mode 100644 index 0000000..edde612 --- /dev/null +++ b/notebooks/clear_all_notebooks.py @@ -0,0 +1,19 @@ +import os +import pathlib as pl +notebook_count = 0 +# add the basenames of any notebooks we want to keep the results of +# all solutions are still not being cleared + +skipnbs = ['10_Rasterio.ipynb', + '11_xarray_mt_rainier_precip.ipynb', + '09_Geopandas_ABQ.ipynb'] + +for [path, subdirs, files] in os.walk('.'): + for cf in files: + if cf.lower().endswith('.ipynb') and '.ipynb_checkpoint' not in path: + nb = pl.Path(path) / cf + if 'solutions' not in str(nb) and nb.name not in skipnbs: + print(f"clearing {nb}") + os.system(f"jupyter nbconvert --clear-output --inplace {nb._str}") + notebook_count += 1 +print(notebook_count," notebooks cleared") \ No newline at end of file diff --git a/notebooks/part0_python_intro/00_python_basics_review.ipynb b/notebooks/part0_python_intro/00_python_basics_review.ipynb index 29c0fa6..7bb64d5 100644 --- a/notebooks/part0_python_intro/00_python_basics_review.ipynb +++ b/notebooks/part0_python_intro/00_python_basics_review.ipynb @@ -1315,23 +1315,8 @@ } ], "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/00_skills_test_on_basics.ipynb b/notebooks/part0_python_intro/00_skills_test_on_basics.ipynb index 2b5aaac..0de0db6 100644 --- a/notebooks/part0_python_intro/00_skills_test_on_basics.ipynb +++ b/notebooks/part0_python_intro/00_skills_test_on_basics.ipynb @@ -67,9 +67,7 @@ "cell_type": "code", "execution_count": null, "id": "5722af2e", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "words = ' '.join(words)\n", @@ -294,22 +292,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/01_functions_scripts.ipynb b/notebooks/part0_python_intro/01_functions_scripts.ipynb index f25edf5..ae0c33c 100644 --- a/notebooks/part0_python_intro/01_functions_scripts.ipynb +++ b/notebooks/part0_python_intro/01_functions_scripts.ipynb @@ -666,23 +666,8 @@ } ], "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/02_Namespace_objects_modules_packages.ipynb b/notebooks/part0_python_intro/02_Namespace_objects_modules_packages.ipynb index e2c9b07..51a95be 100644 --- a/notebooks/part0_python_intro/02_Namespace_objects_modules_packages.ipynb +++ b/notebooks/part0_python_intro/02_Namespace_objects_modules_packages.ipynb @@ -152,19 +152,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "4968e004", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a=5, b=5\n", - "a=5, b=6\n" - ] - } - ], + "outputs": [], "source": [ "a = 5\n", "b = a\n", @@ -183,22 +174,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "d762bdad", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a=[1.0, 2.0, 3.5, 4.9]\n", - "b=[1.0, 2.0, 3.5, 4.9]\n", - "_______________\n", - "a=[1.0, 2.0, 999, 4.9]\n", - "b=[1.0, 2.0, 999, 4.9]\n" - ] - } - ], + "outputs": [], "source": [ "a=[1.0, 2.0, 3.5, 4.9]\n", "print (f'{a=}')\n", @@ -224,19 +203,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "44747f32", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 2, 3]\n", - "[1, 2, 99]\n" - ] - } - ], + "outputs": [], "source": [ "import copy\n", "a = [1,2,3]\n", @@ -262,22 +232,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "68decb13", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "global\n", - "enclosing\n", - "local\n", - "enclosing\n", - "global\n" - ] - } - ], + "outputs": [], "source": [ "x = \"global\"\n", "\n", @@ -339,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "c6462464", "metadata": {}, "outputs": [], @@ -351,57 +309,30 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "96c7c521", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "hola" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "805326f5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hello world\n" - ] - } - ], + "outputs": [], "source": [ "meaning_of_life, sparrow_velocity = hola()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "352bd792", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "meaning_of_life=42, sparrow_velocity='african or european?'\n" - ] - } - ], + "outputs": [], "source": [ "print(f\"{meaning_of_life=}, {sparrow_velocity=}\")" ] @@ -416,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "5af862b2", "metadata": {}, "outputs": [], @@ -432,42 +363,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "e54efd7b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "__main__.Person" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Person" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "eda6b3da", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'Fredrick'" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Fred = Person('Fredrick', 'beer')\n", "Fred.name" @@ -520,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "cfc5092f", "metadata": {}, "outputs": [], @@ -538,37 +447,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "a9e31831", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "print(Rectangle)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "99393550", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n", - "f\n" - ] - } - ], + "outputs": [], "source": [ "r1 = Rectangle(2, 3, 'f')\n", "print(r1.length)\n", @@ -632,21 +524,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "e1e20741", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 25, 'width': 35, 'ID': 'rectangle one'}" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "big_rectangle = Rectangle(25, 35, 'rectangle one')\n", "big_rectangle\n", @@ -655,21 +536,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "7a70da84", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "25" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "big_rectangle.length" ] @@ -684,20 +554,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "170deebd", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "35\n", - "25\n", - "rectangle one\n" - ] - } - ], + "outputs": [], "source": [ "print(big_rectangle.width)\n", "print(big_rectangle.length)\n", @@ -860,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "ac48dc3f", "metadata": {}, "outputs": [], @@ -878,21 +738,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "c8cd57fa", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 3, 'width': 4, 'ID': 'this'}" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rr = Rectangle(3,4,'this')\n", "vars(rr)" @@ -900,21 +749,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "f49aeb69", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 3, 'width': 4, 'ID': 'this', 'area': 12}" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rr.calc_area()\n", "rr.__dict__" @@ -930,21 +768,10 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "49ca5af4", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 35, 'width': 25, 'ID': 'rectangle one'}" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "all_rectangles = list()\n", "all_rectangles.append(Rectangle(35,25,'rectangle one'))\n", @@ -955,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "5e7c5e8a", "metadata": {}, "outputs": [], @@ -966,29 +793,10 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "04c34297", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "rectangle one area=875\n", - "big dog area=150000\n" - ] - }, - { - "data": { - "text/plain": [ - "{'length': 35, 'width': 25, 'ID': 'rectangle one', 'area': 875}" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# let's loop over again to show the area\n", "for csqr in all_rectangles:\n", @@ -1006,7 +814,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "f4b5ee57", "metadata": {}, "outputs": [], @@ -1021,21 +829,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "befb2a0a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 4, 'width': 5, 'area': 20, 'ID': 'bummer'}" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rr = Rectangle(4, 5,'bummer')\n", "rr.__dict__" @@ -1043,21 +840,10 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "c5228679", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'length': 100, 'width': 5, 'area': 20, 'ID': 'bummer'}" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rr.length = 100\n", "rr.__dict__" @@ -1079,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "197762a7", "metadata": {}, "outputs": [], @@ -1097,19 +883,10 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "aeb8ff44", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'length': 5, 'width': 9, 'ID': 'awesome rectangle'}\n", - "45\n" - ] - } - ], + "outputs": [], "source": [ "rect = Rectangle(5, 9, \"awesome rectangle\")\n", "print(rect.__dict__)\n", @@ -1126,26 +903,10 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "3de3b47d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ID=awesome rectangle, length=5, width=9, area=45\n", - "ID=awesome rectangle, length=16, width=9, area=144\n", - "ID=awesome rectangle, length=27, width=9, area=243\n", - "ID=awesome rectangle, length=38, width=9, area=342\n", - "ID=awesome rectangle, length=49, width=9, area=441\n", - "ID=awesome rectangle, length=60, width=9, area=540\n", - "ID=awesome rectangle, length=71, width=9, area=639\n", - "ID=awesome rectangle, length=82, width=9, area=738\n", - "ID=awesome rectangle, length=93, width=9, area=837\n" - ] - } - ], + "outputs": [], "source": [ "for new_length in range(5, 100, 11):\n", " rect.length = new_length\n", @@ -1204,7 +965,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "73084666", "metadata": {}, "outputs": [], @@ -1226,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "bfa0dedb", "metadata": {}, "outputs": [], @@ -1236,39 +997,20 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "7be7aff8", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<__main__.Rectangle at 0x2992a90cee0>" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rect" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "1d2d2b1b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I'm a Rectangle and my name is super_awesome_rectangle, length=3, width=4, area=12\n" - ] - } - ], + "outputs": [], "source": [ "print(rect)" ] @@ -1285,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "0c730327", "metadata": {}, "outputs": [], @@ -1307,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "79d44ebb", "metadata": {}, "outputs": [], @@ -1317,39 +1059,20 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "d88d2037", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "I'm a Rectangle and my name is super_awesome_rectangle, length=3, width=4, area=12" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "rect" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "6786fc9c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I'm a Rectangle and my name is super_awesome_rectangle, length=3, width=4, area=12\n" - ] - } - ], + "outputs": [], "source": [ " print(rect)" ] @@ -1366,7 +1089,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "c9876320", "metadata": {}, "outputs": [], @@ -1387,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "a4d7337d", "metadata": {}, "outputs": [], @@ -1398,18 +1121,10 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "e094e21a", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "what should we add today???\n" - ] - } - ], + "outputs": [], "source": [ "r1 + r2" ] @@ -1477,7 +1192,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "d5f3f918", "metadata": {}, "outputs": [], @@ -1511,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "id": "b7da06c5", "metadata": {}, "outputs": [], @@ -1698,21 +1413,10 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "id": "bae57903", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from math import sqrt\n", "sqrt" @@ -1728,21 +1432,10 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "5ab7f708", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from math import sqrt as math_sqrt\n", "math_sqrt" @@ -1758,25 +1451,10 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "id": "0a38a8e9", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " ,\n", - " )" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from math import *\n", "sqrt, log, log10, floor, ceil" @@ -1794,7 +1472,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "ade9edb7", "metadata": {}, "outputs": [], @@ -1819,59 +1497,10 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "id": "2b1a24c2", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The Zen of Python, by Tim Peters\n", - "\n", - "Beautiful is better than ugly.\n", - "Explicit is better than implicit.\n", - "Simple is better than complex.\n", - "Complex is better than complicated.\n", - "Flat is better than nested.\n", - "Sparse is better than dense.\n", - "Readability counts.\n", - "Special cases aren't special enough to break the rules.\n", - "Although practicality beats purity.\n", - "Errors should never pass silently.\n", - "Unless explicitly silenced.\n", - "In the face of ambiguity, refuse the temptation to guess.\n", - "There should be one-- and preferably only one --obvious way to do it.\n", - "Although that way may not be obvious at first unless you're Dutch.\n", - "Now is better than never.\n", - "Although never is often better than *right* now.\n", - "If the implementation is hard to explain, it's a bad idea.\n", - "If the implementation is easy to explain, it may be a good idea.\n", - "Namespaces are one honking great idea -- let's do more of those!\n", - "The Zen of Python, by Tim Peters\n", - "\n", - "Beautiful is better than ugly.\n", - "Explicit is better than implicit.\n", - "Simple is better than complex.\n", - "Complex is better than complicated.\n", - "Flat is better than nested.\n", - "Sparse is better than dense.\n", - "Readability counts.\n", - "Special cases aren't special enough to break the rules.\n", - "Although practicality beats purity.\n", - "Errors should never pass silently.\n", - "Unless explicitly silenced.\n", - "In the face of ambiguity, refuse the temptation to guess.\n", - "There should be one-- and preferably only one --obvious way to do it.\n", - "Although that way may not be obvious at first unless you're Dutch.\n", - "Now is better than never.\n", - "Although never is often better than *right* now.\n", - "If the implementation is hard to explain, it's a bad idea.\n", - "If the implementation is easy to explain, it may be a good idea.\n", - "Namespaces are one honking great idea -- let's do more of those!\n" - ] - } - ], + "outputs": [], "source": [ "import this\n", "print(\"\".join([this.d.get(c, c) for c in this.s]))" @@ -1895,38 +1524,10 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "id": "d9ca864f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['C:\\\\Users\\\\jlarsen\\\\Desktop\\\\python_abq\\\\python-for-hydrology\\\\notebooks\\\\part0_python_intro',\n", - " 'C:\\\\ArcGIS\\\\Desktop10.7\\\\ArcToolbox\\\\Toolboxes\\\\USGS_EGISTools\\\\scripts',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\python39.zip',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\DLLs',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3',\n", - " '',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib\\\\site-packages',\n", - " '__editable__.flopy-3.6.0.dev0.finder.__path_hook__',\n", - " 'c:\\\\users\\\\jlarsen\\\\desktop\\\\usgs-pygsflow\\\\trunk',\n", - " 'c:\\\\users\\\\jlarsen\\\\desktop\\\\wateruse\\\\datacollector',\n", - " 'c:\\\\users\\\\jlarsen\\\\desktop\\\\mf6_ag\\\\trunk',\n", - " 'c:\\\\users\\\\jlarsen\\\\desktop\\\\crnpy_review\\\\src',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib\\\\site-packages\\\\win32',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib\\\\site-packages\\\\win32\\\\lib',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib\\\\site-packages\\\\Pythonwin',\n", - " 'C:\\\\Users\\\\jlarsen\\\\Documents\\\\anaconda3\\\\lib\\\\site-packages\\\\IPython\\\\extensions',\n", - " 'C:\\\\Users\\\\jlarsen\\\\.ipython']" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import sys\n", "sys.path" @@ -1988,22 +1589,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/03_useful-std-library-modules.ipynb b/notebooks/part0_python_intro/03_useful-std-library-modules.ipynb index 22d52a9..b400881 100644 --- a/notebooks/part0_python_intro/03_useful-std-library-modules.ipynb +++ b/notebooks/part0_python_intro/03_useful-std-library-modules.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -67,20 +67,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('.')" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cwd = Path('.')\n", "cwd" @@ -95,43 +84,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "extracted_data\n", - "07b_VSCode.md\n", - "03-output\n", - ".DS_Store\n", - "russian_river.png\n", - "00_skills_test_on_basics.ipynb\n", - "00_python_basics_review.ipynb\n", - "05_numpy.ipynb\n", - "02_Namespace_objects_modules_packages.ipynb\n", - "06_matplotlib.ipynb\n", - "solutions\n", - "another_subfolder\n", - "__pycache__\n", - "test.py\n", - "01_functions_scripts.ipynb\n", - "08_pandas.ipynb\n", - "04_files_and_strings.ipynb\n", - "10_Rasterio.ipynb\n", - ".ipynb_checkpoints\n", - "03_useful-std-library-modules.ipynb\n", - "11_xarray_mt_rainier_precip.ipynb\n", - "07a_Theis-exercise-solution.py\n", - "data\n", - "07a_Theis-exercise.ipynb\n", - "09_Geopandas.ipynb\n", - "junk.zip\n", - "circle_module.py\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for f in cwd.iterdir():\n", " print(f)" @@ -146,29 +101,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "00_skills_test_on_basics.ipynb\n", - "00_python_basics_review.ipynb\n", - "05_numpy.ipynb\n", - "02_Namespace_objects_modules_packages.ipynb\n", - "06_matplotlib.ipynb\n", - "01_functions_scripts.ipynb\n", - "08_pandas.ipynb\n", - "04_files_and_strings.ipynb\n", - "10_Rasterio.ipynb\n", - "03_useful-std-library-modules.ipynb\n", - "11_xarray_mt_rainier_precip.ipynb\n", - "07a_Theis-exercise.ipynb\n", - "09_Geopandas.ipynb\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for nb in cwd.glob('*.ipynb'):\n", " print(nb)" @@ -184,38 +119,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../part1_flopy/05-unstructured-grids.ipynb\n", - "../part1_flopy/10_modpath-demo.ipynb\n", - "../part1_flopy/09-gwt-voronoi-demo.ipynb\n", - "../part1_flopy/03_Loading_and_visualizing_models.ipynb\n", - "../part1_flopy/07-stream_capture_voronoi.ipynb\n", - "../part1_flopy/06-Project-structured.ipynb\n", - "../part1_flopy/08_Modflow-setup-demo.ipynb\n", - "../part1_flopy/04_Modelgrid_and_intersection.ipynb\n", - "../part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb\n", - "../part0_python_intro/00_skills_test_on_basics.ipynb\n", - "../part0_python_intro/00_python_basics_review.ipynb\n", - "../part0_python_intro/05_numpy.ipynb\n", - "../part0_python_intro/02_Namespace_objects_modules_packages.ipynb\n", - "../part0_python_intro/06_matplotlib.ipynb\n", - "../part0_python_intro/01_functions_scripts.ipynb\n", - "../part0_python_intro/08_pandas.ipynb\n", - "../part0_python_intro/04_files_and_strings.ipynb\n", - "../part0_python_intro/10_Rasterio.ipynb\n", - "../part0_python_intro/03_useful-std-library-modules.ipynb\n", - "../part0_python_intro/11_xarray_mt_rainier_precip.ipynb\n", - "../part0_python_intro/07a_Theis-exercise.ipynb\n", - "../part0_python_intro/09_Geopandas.ipynb\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for nb in cwd.glob('../*/*.ipynb'):\n", " print(nb)" @@ -235,41 +141,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[PosixPath('../part0_python_intro/00_python_basics_review.ipynb'),\n", - " PosixPath('../part0_python_intro/00_skills_test_on_basics.ipynb'),\n", - " PosixPath('../part0_python_intro/01_functions_scripts.ipynb'),\n", - " PosixPath('../part0_python_intro/02_Namespace_objects_modules_packages.ipynb'),\n", - " PosixPath('../part0_python_intro/03_useful-std-library-modules.ipynb'),\n", - " PosixPath('../part0_python_intro/04_files_and_strings.ipynb'),\n", - " PosixPath('../part0_python_intro/05_numpy.ipynb'),\n", - " PosixPath('../part0_python_intro/06_matplotlib.ipynb'),\n", - " PosixPath('../part0_python_intro/07a_Theis-exercise.ipynb'),\n", - " PosixPath('../part0_python_intro/08_pandas.ipynb'),\n", - " PosixPath('../part0_python_intro/09_Geopandas.ipynb'),\n", - " PosixPath('../part0_python_intro/10_Rasterio.ipynb'),\n", - " PosixPath('../part0_python_intro/11_xarray_mt_rainier_precip.ipynb'),\n", - " PosixPath('../part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb'),\n", - " PosixPath('../part1_flopy/03_Loading_and_visualizing_models.ipynb'),\n", - " PosixPath('../part1_flopy/04_Modelgrid_and_intersection.ipynb'),\n", - " PosixPath('../part1_flopy/05-unstructured-grids.ipynb'),\n", - " PosixPath('../part1_flopy/06-Project-structured.ipynb'),\n", - " PosixPath('../part1_flopy/07-stream_capture_voronoi.ipynb'),\n", - " PosixPath('../part1_flopy/08_Modflow-setup-demo.ipynb'),\n", - " PosixPath('../part1_flopy/09-gwt-voronoi-demo.ipynb'),\n", - " PosixPath('../part1_flopy/10_modpath-demo.ipynb')]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sorted(list(cwd.glob('../*/*.ipynb')))" ] @@ -283,41 +157,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['../part0_python_intro/00_python_basics_review.ipynb',\n", - " '../part0_python_intro/00_skills_test_on_basics.ipynb',\n", - " '../part0_python_intro/01_functions_scripts.ipynb',\n", - " '../part0_python_intro/02_Namespace_objects_modules_packages.ipynb',\n", - " '../part0_python_intro/03_useful-std-library-modules.ipynb',\n", - " '../part0_python_intro/04_files_and_strings.ipynb',\n", - " '../part0_python_intro/05_numpy.ipynb',\n", - " '../part0_python_intro/06_matplotlib.ipynb',\n", - " '../part0_python_intro/07a_Theis-exercise.ipynb',\n", - " '../part0_python_intro/08_pandas.ipynb',\n", - " '../part0_python_intro/09_Geopandas.ipynb',\n", - " '../part0_python_intro/10_Rasterio.ipynb',\n", - " '../part0_python_intro/11_xarray_mt_rainier_precip.ipynb',\n", - " '../part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb',\n", - " '../part1_flopy/03_Loading_and_visualizing_models.ipynb',\n", - " '../part1_flopy/04_Modelgrid_and_intersection.ipynb',\n", - " '../part1_flopy/05-unstructured-grids.ipynb',\n", - " '../part1_flopy/06-Project-structured.ipynb',\n", - " '../part1_flopy/07-stream_capture_voronoi.ipynb',\n", - " '../part1_flopy/08_Modflow-setup-demo.ipynb',\n", - " '../part1_flopy/09-gwt-voronoi-demo.ipynb',\n", - " '../part1_flopy/10_modpath-demo.ipynb']" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import glob\n", "sorted(list(glob.glob('../*/*.ipynb')))" @@ -332,26 +174,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[PosixPath('extracted_data'),\n", - " PosixPath('03-output'),\n", - " PosixPath('solutions'),\n", - " PosixPath('another_subfolder'),\n", - " PosixPath('__pycache__'),\n", - " PosixPath('.ipynb_checkpoints'),\n", - " PosixPath('data')]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[f for f in cwd.iterdir() if f.is_dir()]" ] @@ -365,20 +190,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('data')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "data_path = cwd / 'data'\n", "data_path" @@ -393,20 +207,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('00_python_basics_review.ipynb')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f = cwd / '00_python_basics_review.ipynb'\n", "f" @@ -421,20 +224,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(True, False)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f.exists(), f.is_dir()" ] @@ -450,20 +242,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('more_files')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "new_folder = cwd / 'more_files'\n", "new_folder" @@ -471,40 +252,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "new_folder.exists()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "new_folder.mkdir(); new_folder.exists()" ] @@ -519,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -536,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -554,20 +313,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd = Path.cwd()\n", "abs_cwd" @@ -582,20 +330,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro/../..')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "class_root = (abs_cwd / '../../')\n", "class_root" @@ -610,20 +347,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "class_root = class_root.resolve()\n", "class_root" @@ -638,20 +364,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('notebooks/part0_python_intro')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd.relative_to(class_root)" ] @@ -665,40 +380,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd.relative_to(class_root).is_absolute()" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd.is_absolute()" ] @@ -725,40 +418,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'../../part1_flopy'" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "os.path.relpath('../part1_flopy/', 'data')" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'../part0_python_intro/data'" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "os.path.relpath('data', '../part1_flopy/')" ] @@ -772,120 +443,54 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd.parent" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "abs_cwd.parent.parent" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'00_python_basics_review.ipynb'" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f.name" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'.ipynb'" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f.suffix" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('00_python_basics_review.junk')" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f.with_suffix('.junk')" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'00_python_basics_review'" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f.stem" ] @@ -901,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -912,20 +517,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fname.exists()" ] @@ -939,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -948,20 +542,9 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fname.exists()" ] @@ -976,7 +559,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1007,7 +590,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1016,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1035,54 +618,27 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/aleaf/mambaforge/envs/pyclass\n" - ] - } - ], + "outputs": [], "source": [ "print(sys.prefix)" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "sys.version_info(major=3, minor=11, micro=7, releaselevel='final', serial=0)\n" - ] - } - ], + "outputs": [], "source": [ "print(sys.version_info)" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'darwin'" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sys.platform" ] @@ -1099,22 +655,9 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/ipykernel_launcher.py',\n", - " '-f',\n", - " '/Users/aleaf/Library/Jupyter/runtime/kernel-2091c8d8-e99b-47f5-a1c6-66b107b23e27.json']" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sys.argv" ] @@ -1156,22 +699,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python311.zip\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/lib-dynload\n", - "\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages\n" - ] - } - ], + "outputs": [], "source": [ "for pth in sys.path:\n", " print(pth)" @@ -1188,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1208,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1224,20 +754,9 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'this is': 'a dictionary'}" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from mycode import stuff\n", "\n", @@ -1276,18 +795,9 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Now in: /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks\n", - "Switched back to: /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro\n" - ] - } - ], + "outputs": [], "source": [ "# Example of changing the working directory\n", "old_wd = os.getcwd()\n", @@ -1314,1310 +824,9 @@ }, { "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('..', ['part1_flopy', 'part0_python_intro'], ['.DS_Store']),\n", - " ('../part1_flopy',\n", - " ['03-output',\n", - " 'temp',\n", - " 'solutions',\n", - " '__pycache__',\n", - " 'docs',\n", - " 'data_project',\n", - " '.ipynb_checkpoints',\n", - " 'data'],\n", - " ['05-unstructured-grids.ipynb',\n", - " '10_modpath-demo.ipynb',\n", - " '.DS_Store',\n", - " '09-gwt-voronoi-demo.ipynb',\n", - " '03_Loading_and_visualizing_models.ipynb',\n", - " '07-stream_capture_voronoi.ipynb',\n", - " '06-Project-structured.ipynb',\n", - " 'defaults.py',\n", - " '08_Modflow-setup-demo.ipynb',\n", - " '04_Modelgrid_and_intersection.ipynb',\n", - " '02-Building-Post-Processing-MODFLOW6.ipynb']),\n", - " ('../part1_flopy/03-output',\n", - " [],\n", - " ['op.tif.aux.xml',\n", - " 'pleasant_grid.shp',\n", - " 'pleasant_grid.shx',\n", - " 'pleasant_grid.dbf',\n", - " 'pleasant_grid.prj',\n", - " 'op.tif',\n", - " 'water_table.tif']),\n", - " ('../part1_flopy/temp',\n", - " ['ex10a',\n", - " 'depletion',\n", - " 'voronoi-gwt',\n", - " 'ex01b',\n", - " 'voronoi',\n", - " 'structured',\n", - " 'quadtree'],\n", - " ['qtg.area.dat',\n", - " 'qtgrid_pt.dbf',\n", - " 'quadtreegrid.tsf',\n", - " 'rf0.dbf',\n", - " 'rf1.dbf',\n", - " '_gridgen_build.dfn',\n", - " '_triangle.1.edge',\n", - " 'rf1.shx',\n", - " 'rf0.shx',\n", - " 'qtg.ja.dat',\n", - " 'rf1.shp',\n", - " 'rf0.shp',\n", - " 'qtgrid_pt.shx',\n", - " 'qtgrid_pt.shp',\n", - " 'qtg.vtu',\n", - " 'quadtreegrid.top1.dat',\n", - " '_gridgen_export.dfn',\n", - " 'qtg.nodesperlay.dat',\n", - " 'qtgrid.shp',\n", - " 'qtg.fldr.dat',\n", - " 'qtg.iac.dat',\n", - " 'qtg.gnc.dat',\n", - " '_triangle.1.ele',\n", - " 'qtgrid.shx',\n", - " 'qtg.ia.dat',\n", - " 'qtg_sv.vtu',\n", - " 'qtg.c2.dat',\n", - " '_triangle.1.poly',\n", - " 'qtg.fahl.dat',\n", - " '_triangle.0.node',\n", - " 'qtg.c1.dat',\n", - " 'qtgrid.dbf',\n", - " 'quadtreegrid.bot1.dat',\n", - " '_triangle.1.node',\n", - " '_triangle.0.poly',\n", - " 'qtg.nod',\n", - " '_triangle.1.neigh',\n", - " 'quadtreegrid.dfn']),\n", - " ('../part1_flopy/temp/ex10a',\n", - " [],\n", - " ['pathline.shp',\n", - " 'project.disv',\n", - " 'project.lst',\n", - " 'pathline.shx',\n", - " 'mpath7.log',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'pathline.dbf',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project_mp.mpsim',\n", - " 'project_mp.mpnam',\n", - " 'project_mp.mpbas',\n", - " 'project.hds',\n", - " 'project_mp.mplst',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'project_mp.sloc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project_mp.mpend',\n", - " 'project.rcha',\n", - " 'mfsim.lst',\n", - " 'project_mp.mppth']),\n", - " ('../part1_flopy/temp/depletion',\n", - " [],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project_0.wel',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'nul',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/temp/voronoi-gwt',\n", - " [],\n", - " ['voronoi.ucn',\n", - " 'voronoi.nam',\n", - " 'voronoi.lst',\n", - " 'voronoi.dsp',\n", - " 'voronoi.ims',\n", - " 'voronoi.adv',\n", - " 'voronoi.ic',\n", - " 'voronoi.tdis',\n", - " 'voronoi.fmi',\n", - " 'mfsim.nam',\n", - " 'voronoi.ssm',\n", - " 'voronoi.oc',\n", - " 'voronoi.cnc',\n", - " 'mfsim.lst',\n", - " 'voronoi.disv',\n", - " 'voronoi.mst']),\n", - " ('../part1_flopy/temp/ex01b',\n", - " [],\n", - " ['ex01b.riv',\n", - " 'ex01b.rcha',\n", - " 'ex01b.hds',\n", - " 'ex01b.wel',\n", - " 'ex01b.ic',\n", - " 'ex01b.npf',\n", - " 'ex01b.tdis',\n", - " 'ex01b.ims',\n", - " 'ex01b.cbc',\n", - " 'ex01b.dis.grb',\n", - " 'ex01b.dis',\n", - " 'mfsim.nam',\n", - " 'ex01b.nam',\n", - " 'mfsim.lst',\n", - " 'ex01b.oc',\n", - " 'ex01b.lst']),\n", - " ('../part1_flopy/temp/voronoi',\n", - " ['grid'],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/temp/voronoi/grid',\n", - " [],\n", - " ['_triangle.1.edge',\n", - " '_triangle.1.ele',\n", - " '_triangle.1.poly',\n", - " '_triangle.0.node',\n", - " '_triangle.1.node',\n", - " '_triangle.0.poly',\n", - " '_triangle.1.neigh']),\n", - " ('../part1_flopy/temp/structured',\n", - " [],\n", - " ['project.dis.grb',\n", - " 'project.lst',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.riv.obs',\n", - " 'project.dis',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.rcha',\n", - " 'mfsim.lst',\n", - " 'project.riv',\n", - " 'riv_obs.csv']),\n", - " ('../part1_flopy/temp/quadtree',\n", - " ['grid'],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/temp/quadtree/grid',\n", - " [],\n", - " ['qtg.area.dat',\n", - " 'qtgrid_pt.dbf',\n", - " 'quadtreegrid.tsf',\n", - " '_gridgen_build.dfn',\n", - " 'qtg.ja.dat',\n", - " 'qtgrid_pt.shx',\n", - " 'qtgrid_pt.shp',\n", - " 'qtg.vtu',\n", - " 'quadtreegrid.top1.dat',\n", - " '_gridgen_export.dfn',\n", - " 'qtg.nodesperlay.dat',\n", - " 'qtgrid.shp',\n", - " 'qtg.fldr.dat',\n", - " 'qtg.iac.dat',\n", - " 'qtg.gnc.dat',\n", - " 'qtgrid.shx',\n", - " 'qtg.ia.dat',\n", - " 'qtg_sv.vtu',\n", - " 'qtg.c2.dat',\n", - " 'qtg.fahl.dat',\n", - " 'qtg.c1.dat',\n", - " 'qtgrid.dbf',\n", - " 'quadtreegrid.bot1.dat',\n", - " 'qtg.nod',\n", - " 'quadtreegrid.dfn']),\n", - " ('../part1_flopy/solutions',\n", - " ['03-output',\n", - " 'temp',\n", - " '__pycache__',\n", - " 'figures',\n", - " '.ipynb_checkpoints',\n", - " 'data'],\n", - " ['03_Loading_and_visualizing_models-solutions.ipynb',\n", - " '07-stream_capture_voronoi.ipynb',\n", - " '06-Project-voronoi.ipynb',\n", - " '06-Project-quadtree.ipynb',\n", - " 'project_grid_functions.py',\n", - " '06-Project-structured_completed.ipynb',\n", - " '02-Building-Post-Processing-MODFLOW6__solutions.ipynb',\n", - " '04_Modelgrid_and_intersection.ipynb']),\n", - " ('../part1_flopy/solutions/03-output',\n", - " [],\n", - " ['pleasant_grid.shp',\n", - " 'pleasant_grid.shx',\n", - " 'pleasant_grid.dbf',\n", - " 'pleasant_grid.prj',\n", - " 'op.tif',\n", - " 'water_table.tif']),\n", - " ('../part1_flopy/solutions/temp', ['depletion'], []),\n", - " ('../part1_flopy/solutions/temp/depletion',\n", - " [],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project_0.wel',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'nul',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/solutions/__pycache__',\n", - " [],\n", - " ['project_grid_functions.cpython-311.pyc',\n", - " 'project_grid_functions.cpython-39.pyc']),\n", - " ('../part1_flopy/solutions/figures', [], []),\n", - " ('../part1_flopy/solutions/.ipynb_checkpoints',\n", - " [],\n", - " ['03_Loading_and_visualizing_models-solutions-checkpoint.ipynb']),\n", - " ('../part1_flopy/solutions/data', ['pleasant-lake'], []),\n", - " ('../part1_flopy/solutions/data/pleasant-lake', [], []),\n", - " ('../part1_flopy/__pycache__', [], ['defaults.cpython-311.pyc']),\n", - " ('../part1_flopy/docs',\n", - " [],\n", - " ['02-Building-Post-Processing-MODFLOW6_introduction.pdf']),\n", - " ('../part1_flopy/data_project',\n", - " [],\n", - " ['Flowline_river.shp',\n", - " 'active_area.shx',\n", - " 'Flowline_river.shx',\n", - " 'active_area.shp',\n", - " 'inactive_area.dbf',\n", - " 'inactive_area.shp',\n", - " 'aquifer_bottom.asc',\n", - " 'inactive_area.shx',\n", - " 'active_area.dbf',\n", - " 'aquifer_top.asc',\n", - " 'Flowline_river.dbf',\n", - " 'Flowline_river.prj',\n", - " 'pumping_well_locations.shp',\n", - " 'pumping_well_locations.shx',\n", - " 'aquifer_k.asc',\n", - " 'pumping_well_locations.dbf']),\n", - " ('../part1_flopy/.ipynb_checkpoints',\n", - " [],\n", - " ['08_Modflow-setup-demo-checkpoint.ipynb',\n", - " '03_Loading_and_visualizing_models-checkpoint.ipynb']),\n", - " ('../part1_flopy/data',\n", - " ['depletion_results',\n", - " 'pleasant-lgr',\n", - " 'modelgrid_intersection',\n", - " 'voronoi',\n", - " 'pleasant-lake',\n", - " 'quadtree'],\n", - " ['pleasant_lgr_parent.yml', '.DS_Store', 'pleasant_lgr_inset.yml']),\n", - " ('../part1_flopy/data/depletion_results', [], ['depletion_results.csv']),\n", - " ('../part1_flopy/data/pleasant-lgr',\n", - " ['tables', 'postproc', 'external'],\n", - " ['plsnt-lgr-parent_grid.json',\n", - " 'pleasant-lgr.ims',\n", - " 'plsnt-lgr-parent.hds',\n", - " 'plsnt-lgr-inset.sfr.stage.bin',\n", - " 'plsnt-lgr-parent.wel',\n", - " 'plsnt-lgr-inset.lak.obs',\n", - " 'plsnt-lgr-parent.npf',\n", - " 'plsnt-lgr-parent_SFR.chk',\n", - " 'plsnt-lgr-parent.wel.obs.output.csv',\n", - " 'plsnt-lgr-parent.sfr.obs.output.csv',\n", - " 'pleasant-lgr.mvr',\n", - " 'plsnt-lgr-parent.dis.grb',\n", - " 'plsnt-lgr-inset.head.obs',\n", - " 'plsnt-lgr-inset.rcha',\n", - " 'plsnt-lgr-parent.oc',\n", - " 'plsnt-lgr-inset.dis.grb',\n", - " 'plsnt-lgr-inset.npf',\n", - " 'plsnt-lgr-parent.list',\n", - " 'plsnt-lgr-inset.hds',\n", - " 'plsnt-lgr-inset.lak',\n", - " 'plsnt-lgr-inset.ic',\n", - " 'plsnt-lgr-parent.sfr',\n", - " 'plsnt-lgr-parent.rcha',\n", - " 'plsnt-lgr-inset.dis',\n", - " 'plsnt-lgr-parent.nam',\n", - " 'plsnt-lgr-inset.sfr.cbc',\n", - " 'plsnt-lgr-parent.sto',\n", - " 'plsnt-lgr-parent.chd.obs',\n", - " 'plsnt-lgr-inset.cbc',\n", - " 'pleasant-lgr.tdis',\n", - " 'plsnt-lgr-inset.obs',\n", - " 'pleasant-lgr.gwfgwf',\n", - " 'plsnt-lgr-inset.list',\n", - " 'lake1.obs.csv',\n", - " 'mfsim.nam',\n", - " 'plsnt-lgr-parent.ic',\n", - " 'plsnt-lgr-parent.cbc',\n", - " 'plsnt-lgr-parent.obs',\n", - " 'plsnt-lgr-inset.sto',\n", - " 'plsnt-lgr-inset_grid.json',\n", - " 'plsnt-lgr-parent.chd',\n", - " 'mfsim.lst',\n", - " 'plsnt-lgr-parent.dis',\n", - " 'plsnt-lgr-inset.oc',\n", - " 'plsnt-lgr-inset.nam',\n", - " 'plsnt-lgr-parent.head.obs',\n", - " 'plsnt-lgr-parent_dropped_wells.csv',\n", - " 'plsnt-lgr-parent.wel.obs',\n", - " 'plsnt-lgr-parent.chd.obs.output.csv',\n", - " 'plsnt-lgr-parent.sfr.obs',\n", - " 'plsnt-lgr-parent.sfr.out.bin',\n", - " 'plsnt-lgr-inset.sfr',\n", - " 'plsnt-lgr-parent.sfr.stage.bin',\n", - " 'plsnt-lgr-inset_lak_lookup.csv']),\n", - " ('../part1_flopy/data/pleasant-lgr/tables',\n", - " [],\n", - " ['plsnt-lgr-inset_sfr_reach_data.csv',\n", - " 'boundary_cells.shx',\n", - " 'boundary_cells.cpg',\n", - " 'boundary_cells.shp',\n", - " 'plsnt-lgr-parent_sfr_segment_data.csv',\n", - " 'plsnt-lgr-inset_sfr_segment_data.csv',\n", - " 'boundary_cells.dbf',\n", - " 'boundary_cells.prj',\n", - " 'stress_period_data.csv',\n", - " 'plsnt-lgr-inset_lak_connections_lookup.csv',\n", - " 'plsnt-lgr-parent_sfr_reach_data.csv',\n", - " 'plsnt-lgr-inset_wel_lookup.csv',\n", - " 'plsnt-lgr-parent_wel_lookup.csv']),\n", - " ('../part1_flopy/data/pleasant-lgr/postproc',\n", - " ['shps', 'pdfs', 'rasters'],\n", - " []),\n", - " ('../part1_flopy/data/pleasant-lgr/postproc/shps',\n", - " [],\n", - " ['plsnt_lgr_parent_grid.shp',\n", - " 'plsnt-lgr-inset_bbox.shx',\n", - " 'plsnt_lgr_parent_grid.cpg',\n", - " 'plsnt-lgr-parent_sfr_observations.shx',\n", - " 'plsnt-lgr-inset_sfr_routing.dbf',\n", - " 'plsnt-lgr-inset_bbox.shp',\n", - " 'plsnt_lgr_parent_grid.shx',\n", - " 'plsnt-lgr-inset_bbox.cpg',\n", - " 'plsnt-lgr-parent_sfr_observations.shp',\n", - " 'plsnt-lgr-parent_sfr_observations.cpg',\n", - " 'plsnt-lgr-parent_sfr_lines.dbf',\n", - " 'plsnt-lgr-inset_sfr_cells.prj',\n", - " 'plsnt-lgr-parent_bbox.prj',\n", - " 'plsnt-lgr-parent_sfr_cells.dbf',\n", - " 'plsnt-lgr-inset_sfr_outlets.dbf',\n", - " 'plsnt-lgr-inset_sfr_lines.prj',\n", - " 'plsnt-lgr-parent_grid.dbf',\n", - " 'plsnt-lgr-inset_sfr_outlets.shp',\n", - " 'plsnt-lgr-parent_sfr_cells.cpg',\n", - " 'plsnt-lgr-parent_sfr_lines.shx',\n", - " 'plsnt-lgr-inset_sfr_outlets.cpg',\n", - " 'plsnt-lgr-parent_sfr_cells.shp',\n", - " 'plsnt-lgr-parent_grid.shp',\n", - " 'plsnt-lgr-parent_sfr_outlets.prj',\n", - " 'plsnt-lgr-parent_grid.cpg',\n", - " 'plsnt-lgr-parent_sfr_lines.cpg',\n", - " 'plsnt-lgr-inset_sfr_outlets.shx',\n", - " 'plsnt-lgr-parent_sfr_cells.shx',\n", - " 'plsnt-lgr-parent_sfr_lines.shp',\n", - " 'plsnt-lgr-parent_grid.shx',\n", - " 'plsnt-lgr-inset_bbox.dbf',\n", - " 'plsnt-lgr-parent_sfr_observations.dbf',\n", - " 'plsnt-lgr-inset_sfr_routing.shp',\n", - " 'plsnt-lgr-inset_sfr_routing.cpg',\n", - " 'plsnt-lgr-parent_sfr_routing.prj',\n", - " 'plsnt-lgr-inset_grid.prj',\n", - " 'plsnt_lgr_parent_grid.dbf',\n", - " 'plsnt-lgr-inset_sfr_routing.shx',\n", - " 'plsnt_lgr_parent_grid.prj',\n", - " 'plsnt-lgr-inset_grid.dbf',\n", - " 'plsnt-lgr-parent_sfr_routing.dbf',\n", - " 'plsnt-lgr-inset_bbox.prj',\n", - " 'plsnt-lgr-parent_sfr_observations.prj',\n", - " 'plsnt-lgr-parent_bbox.shx',\n", - " 'plsnt-lgr-inset_sfr_cells.cpg',\n", - " 'plsnt-lgr-inset_sfr_cells.shp',\n", - " 'plsnt-lgr-inset_sfr_lines.shx',\n", - " 'plsnt-lgr-parent_bbox.cpg',\n", - " 'plsnt-lgr-parent_bbox.shp',\n", - " 'plsnt-lgr-inset_sfr_lines.cpg',\n", - " 'plsnt-lgr-inset_sfr_lines.shp',\n", - " 'plsnt-lgr-inset_sfr_cells.shx',\n", - " 'plsnt-lgr-parent_sfr_outlets.dbf',\n", - " 'plsnt-lgr-inset_sfr_lines.dbf',\n", - " 'plsnt-lgr-inset_sfr_outlets.prj',\n", - " 'plsnt-lgr-parent_sfr_cells.prj',\n", - " 'plsnt-lgr-parent_sfr_outlets.shp',\n", - " 'plsnt-lgr-parent_grid.prj',\n", - " 'plsnt-lgr-parent_sfr_outlets.cpg',\n", - " 'plsnt-lgr-parent_bbox.dbf',\n", - " 'plsnt-lgr-inset_sfr_cells.dbf',\n", - " 'plsnt-lgr-parent_sfr_lines.prj',\n", - " 'plsnt-lgr-parent_sfr_outlets.shx',\n", - " 'plsnt-lgr-inset_sfr_routing.prj',\n", - " 'plsnt-lgr-inset_grid.cpg',\n", - " 'plsnt-lgr-parent_sfr_routing.shp',\n", - " 'plsnt-lgr-parent_sfr_routing.cpg',\n", - " 'plsnt-lgr-inset_grid.shp',\n", - " 'plsnt-lgr-parent_sfr_routing.shx',\n", - " 'plsnt-lgr-inset_grid.shx']),\n", - " ('../part1_flopy/data/pleasant-lgr/postproc/pdfs', [], ['figure_2.pdf']),\n", - " ('../part1_flopy/data/pleasant-lgr/postproc/rasters', [], []),\n", - " ('../part1_flopy/data/pleasant-lgr/external',\n", - " [],\n", - " ['plsnt-lgr-parent_idomain_004.dat',\n", - " 'plsnt-lgr-parent_rch_004.dat',\n", - " 'plsnt-lgr-parent_rch_010.dat',\n", - " 'plsnt-lgr-inset_sy_003.dat',\n", - " 'plsnt-lgr-inset_botm_001.dat',\n", - " 'plsnt-lgr-inset_strt_000.dat',\n", - " 'plsnt-lgr-inset_irch.dat',\n", - " 'plsnt-lgr-inset_strt_001.dat',\n", - " 'plsnt-lgr-inset_botm_000.dat',\n", - " 'plsnt-lgr-inset_sy_002.dat',\n", - " 'plsnt-lgr-parent_rch_011.dat',\n", - " 'plsnt-lgr-parent_rch_005.dat',\n", - " 'plsnt-lgr-inset_k_004.dat',\n", - " 'plsnt-lgr-parent_rch_007.dat',\n", - " 'plsnt-lgr-inset_sy_000.dat',\n", - " 'plsnt-lgr-inset_botm_002.dat',\n", - " 'plsnt-lgr-inset_strt_003.dat',\n", - " 'plsnt-lgr-inset_strt_002.dat',\n", - " 'plsnt-lgr-inset_botm_003.dat',\n", - " 'plsnt-lgr-inset_sy_001.dat',\n", - " 'plsnt-lgr-parent_rch_006.dat',\n", - " 'plsnt-lgr-parent_rch_012.dat',\n", - " 'plsnt-lgr-inset_k_003.dat',\n", - " 'plsnt-lgr-parent_idomain_002.dat',\n", - " 'plsnt-lgr-parent_rch_002.dat',\n", - " 'plsnt-lgr-inset_sy_004.dat',\n", - " 'plsnt-lgr-parent_rch_003.dat',\n", - " 'plsnt-lgr-parent_idomain_003.dat',\n", - " 'plsnt-lgr-inset_k_002.dat',\n", - " 'plsnt-lgr-inset_k_000.dat',\n", - " 'plsnt-lgr-parent_idomain_001.dat',\n", - " 'plsnt-lgr-parent_rch_001.dat',\n", - " 'plsnt-lgr-inset_botm_004.dat',\n", - " 'plsnt-lgr-inset_strt_004.dat',\n", - " 'plsnt-lgr-parent_rch_000.dat',\n", - " 'plsnt-lgr-parent_idomain_000.dat',\n", - " 'plsnt-lgr-parent_top.dat',\n", - " 'plsnt-lgr-inset_k_001.dat',\n", - " 'plsnt-lgr-parent_chd_007.dat',\n", - " 'plsnt-lgr-inset_rch_009.dat',\n", - " 'plsnt-lgr-parent_wel_005.dat',\n", - " 'plsnt-lgr-inset_k33_004.dat',\n", - " 'plsnt-lgr-inset_ss_003.dat',\n", - " 'plsnt-lgr-inset_ss_002.dat',\n", - " 'plsnt-lgr-parent_wel_010.dat',\n", - " 'plsnt-lgr-inset_rch_008.dat',\n", - " 'plsnt-lgr-parent_chd_006.dat',\n", - " 'plsnt-lgr-parent_chd_012.dat',\n", - " 'plsnt-lgr-parent_chd_004.dat',\n", - " 'plsnt-lgr-parent_chd_010.dat',\n", - " 'plsnt-lgr-parent_wel_006.dat',\n", - " 'plsnt-lgr-inset_ss_000.dat',\n", - " 'plsnt-lgr-inset_ss_001.dat',\n", - " 'plsnt-lgr-inset_top.dat.original',\n", - " 'plsnt-lgr-parent_wel_007.dat',\n", - " 'plsnt-lgr-inset_top.dat',\n", - " 'plsnt-lgr-parent_chd_011.dat',\n", - " 'plsnt-lgr-parent_chd_005.dat',\n", - " 'plsnt-lgr-parent_chd_001.dat',\n", - " 'plsnt-lgr-inset_k33_002.dat',\n", - " 'plsnt-lgr-inset_ss_004.dat',\n", - " 'plsnt-lgr-inset_k33_003.dat',\n", - " 'plsnt-lgr-parent_chd_000.dat',\n", - " 'plsnt-lgr-parent_chd_002.dat',\n", - " 'plsnt-lgr-parent_wel_000.dat',\n", - " 'plsnt-lgr-inset_k33_001.dat',\n", - " 'plsnt-lgr-parent_top.dat.original',\n", - " 'plsnt-lgr-inset_k33_000.dat',\n", - " 'plsnt-lgr-parent_packagedata.dat',\n", - " 'plsnt-lgr-parent_wel_001.dat',\n", - " 'plsnt-lgr-parent_chd_003.dat',\n", - " 'plsnt-lgr-inset_rch_000.dat',\n", - " 'plsnt-lgr-parent_sy_002.dat',\n", - " 'plsnt-lgr-inset_idomain_004.dat',\n", - " '600059060_stage_area_volume.dat',\n", - " 'plsnt-lgr-parent_sy_003.dat',\n", - " 'plsnt-lgr-inset_rch_001.dat',\n", - " 'plsnt-lgr-inset_rch_003.dat',\n", - " 'plsnt-lgr-parent_sy_001.dat',\n", - " 'plsnt-lgr-parent_sy_000.dat',\n", - " 'plsnt-lgr-inset_rch_002.dat',\n", - " 'plsnt-lgr-parent_chd_008.dat',\n", - " 'plsnt-lgr-parent_irch.dat',\n", - " 'plsnt-lgr-inset_rch_012.dat',\n", - " 'plsnt-lgr-inset_rch_006.dat',\n", - " 'plsnt-lgr-parent_sy_004.dat',\n", - " 'plsnt-lgr-inset_idomain_002.dat',\n", - " 'plsnt-lgr-inset_idomain_003.dat',\n", - " 'plsnt-lgr-inset_rch_007.dat',\n", - " 'plsnt-lgr-parent_chd_009.dat',\n", - " 'plsnt-lgr-inset_rch_005.dat',\n", - " 'plsnt-lgr-inset_rch_011.dat',\n", - " 'plsnt-lgr-parent_wel_009.dat',\n", - " 'plsnt-lgr-inset_idomain_001.dat',\n", - " 'plsnt-lgr-inset_idomain_000.dat',\n", - " 'plsnt-lgr-parent_wel_008.dat',\n", - " 'plsnt-lgr-inset_rch_010.dat',\n", - " 'plsnt-lgr-inset_rch_004.dat',\n", - " 'plsnt-lgr-parent_ss_002.dat',\n", - " 'plsnt-lgr-parent_k33_000.dat',\n", - " 'plsnt-lgr-parent_k33_001.dat',\n", - " 'plsnt-lgr-parent_ss_003.dat',\n", - " 'plsnt-lgr-parent_ss_001.dat',\n", - " 'plsnt-lgr-parent_botm_004.dat',\n", - " 'plsnt-lgr-parent_k33_003.dat',\n", - " 'plsnt-lgr-parent_k33_002.dat',\n", - " 'plsnt-lgr-parent_strt_004.dat',\n", - " 'plsnt-lgr-parent_k_004.dat',\n", - " 'plsnt-lgr-parent_ss_000.dat',\n", - " 'plsnt-lgr-parent_ss_004.dat',\n", - " 'plsnt-lgr-parent_k_000.dat',\n", - " 'plsnt-lgr-parent_strt_000.dat',\n", - " 'plsnt-lgr-parent_botm_001.dat',\n", - " 'plsnt-lgr-parent_botm_000.dat',\n", - " 'plsnt-lgr-parent_strt_001.dat',\n", - " 'plsnt-lgr-parent_k_001.dat',\n", - " 'plsnt-lgr-parent_k_003.dat',\n", - " 'plsnt-lgr-parent_rch_008.dat',\n", - " 'plsnt-lgr-parent_strt_003.dat',\n", - " 'plsnt-lgr-parent_botm_002.dat',\n", - " 'plsnt-lgr-parent_botm_003.dat',\n", - " 'plsnt-lgr-parent_k33_004.dat',\n", - " 'plsnt-lgr-parent_strt_002.dat',\n", - " 'plsnt-lgr-parent_rch_009.dat',\n", - " 'plsnt-lgr-parent_k_002.dat']),\n", - " ('../part1_flopy/data/modelgrid_intersection',\n", - " [],\n", - " ['active_area.shx',\n", - " 'sagehen_nhd.shp',\n", - " 'sagehen_main_nhd.cpg',\n", - " 'sagehen_main_nhd.shp',\n", - " 'sagehen_nhd.cpg',\n", - " 'active_area.shp',\n", - " 'sagehen_nhd.shx',\n", - " 'sagehen_main_nhd.shx',\n", - " 'trib_cells.txt',\n", - " 'sagehen_basin.prj',\n", - " 'refined_area.prj',\n", - " 'active_area.dbf',\n", - " 'ksat.img',\n", - " 'sagehen_main_nhd.dbf',\n", - " 'sagehen_nhd.dbf',\n", - " 'pet.txt',\n", - " 'sagehen_nhd.prj',\n", - " 'sagehen_main_nhd.prj',\n", - " 'refined_area.dbf',\n", - " 'active_area.prj',\n", - " 'pet.tif',\n", - " 'sagehen_basin.shx',\n", - " 'sagehen_basin.cpg',\n", - " 'sagehen_basin.shp',\n", - " 'sagehen_basin.dbf',\n", - " 'dem_30m.img',\n", - " 'prcp.tif',\n", - " 'refined_area.shp',\n", - " 'refined_area.shx']),\n", - " ('../part1_flopy/data/voronoi',\n", - " ['grid'],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/data/voronoi/grid',\n", - " [],\n", - " ['_triangle.1.edge',\n", - " '_triangle.1.ele',\n", - " '_triangle.1.poly',\n", - " '_triangle.0.node',\n", - " '_triangle.1.node',\n", - " '_triangle.0.poly',\n", - " '_triangle.1.neigh']),\n", - " ('../part1_flopy/data/pleasant-lake',\n", - " ['source_data', 'external'],\n", - " ['pleasant.tdis',\n", - " 'pleasant.sfr.out.bin',\n", - " 'pleasant.sto',\n", - " 'pleasant.lak.obs',\n", - " 'pleasant.nam',\n", - " '.DS_Store',\n", - " 'pleasant_grid.json',\n", - " 'pleasant.sfr',\n", - " 'pleasant.oc',\n", - " 'pleasant.sfr.obs.output.csv',\n", - " 'pleasant.dis',\n", - " 'pleasant.obs',\n", - " 'pleasant.dis.grb',\n", - " 'pleasant.rcha',\n", - " 'pleasant.cbc',\n", - " 'pleasant.chd',\n", - " 'pleasant_SFR.chk',\n", - " 'pleasant.ims',\n", - " 'pleasant.list',\n", - " 'pleasant.head.obs',\n", - " 'pleasant.npf',\n", - " 'pleasant.chd.obs.output.csv',\n", - " 'pleasant.hds',\n", - " 'pleasant.sfr.obs',\n", - " 'pleasant.wel',\n", - " 'pleasant.lak',\n", - " 'lake1.obs.csv',\n", - " 'mfsim.nam',\n", - " 'pleasant.sfr.stage.bin',\n", - " 'pleasant_lak_lookup.csv',\n", - " 'pleasant.ic',\n", - " 'mfsim.lst',\n", - " 'pleasant.chd.obs']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data',\n", - " ['tables', 'shps', 'rasters'],\n", - " ['.DS_Store',\n", - " 'PRISM_ppt_tmean_stable_4km_189501_201901_43.9850_-89.5522.csv']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/tables',\n", - " [],\n", - " ['uwsp_heads.csv',\n", - " 'wdnr_gw_sites.csv',\n", - " 'gages.csv',\n", - " 'area_stage_vol_Pleasant.csv',\n", - " 'wgnhs_head_targets.csv',\n", - " 'lake_sites.csv',\n", - " 'master_wu.csv',\n", - " 'nwis_heads_info_file.csv']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/shps',\n", - " ['NHDSnapshot', 'NHDPlusAttributes'],\n", - " ['all_lakes.dbf',\n", - " '.DS_Store',\n", - " 'ghb_lake.dbf',\n", - " 'wood_lake.shp',\n", - " 'wood_lake.cpg',\n", - " 'wood_lake.shx',\n", - " 'ghb_lake.shx',\n", - " 'wood_lake.dbf',\n", - " 'ghb_lake.shp',\n", - " 'ghb_lake.cpg',\n", - " 'all_lakes.shx',\n", - " 'all_lakes.cpg',\n", - " 'all_lakes.shp',\n", - " 'wood_lake.qpj',\n", - " 'csls_sources_wu_pts.dbf',\n", - " 'wood_lake.prj',\n", - " 'ghb_lake.prj',\n", - " 'csls_sources_wu_pts.shp',\n", - " 'csls_sources_wu_pts.cpg',\n", - " 'all_lakes.prj',\n", - " 'ghb_lake.qpj',\n", - " 'csls_sources_wu_pts.shx']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/shps/NHDSnapshot',\n", - " ['Hydrography'],\n", - " ['.DS_Store']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/shps/NHDSnapshot/Hydrography',\n", - " [],\n", - " ['NHDFlowline.dbf',\n", - " 'NHDFlowline.shx',\n", - " 'NHDFlowline.shp',\n", - " 'NHDFlowline.cpg',\n", - " 'NHDFlowline.prj']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/shps/NHDPlusAttributes',\n", - " [],\n", - " ['elevslope.dbf',\n", - " 'elevslope.cpg',\n", - " 'PlusFlowlineVAA.cpg',\n", - " 'PlusFlow.cpg',\n", - " 'PlusFlow.dbf',\n", - " 'PlusFlowlineVAA.dbf']),\n", - " ('../part1_flopy/data/pleasant-lake/source_data/rasters',\n", - " [],\n", - " ['.DS_Store',\n", - " 'dem40m.tif',\n", - " 'dem40m.projected.tif',\n", - " 'pleasant_bathymetry.projected.tif.aux.xml',\n", - " 'botm1.tif',\n", - " 'botm0.tif',\n", - " 'botm2.tif',\n", - " 'pleasant_bathymetry.tif.aux.xml',\n", - " 'dem40m.tif.aux.xml',\n", - " 'botm3.tif',\n", - " 'pleasant_bathymetry.tif']),\n", - " ('../part1_flopy/data/pleasant-lake/external',\n", - " [],\n", - " ['rch_009.dat',\n", - " 'rch_008.dat',\n", - " 'k33_002.dat',\n", - " 'sy_001.dat',\n", - " 'sy_000.dat',\n", - " 'k33_003.dat',\n", - " 'k33_001.dat',\n", - " 'sy_002.dat',\n", - " 'sy_003.dat',\n", - " 'k33_000.dat',\n", - " 'wel_008.dat',\n", - " 'wel_009.dat',\n", - " 'chd_009.dat',\n", - " 'chd_008.dat',\n", - " 'ss_001.dat',\n", - " 'k_003.dat',\n", - " 'k_002.dat',\n", - " 'ss_000.dat',\n", - " 'ss_002.dat',\n", - " 'pleasant_top.dat.original',\n", - " 'k_000.dat',\n", - " 'k_001.dat',\n", - " 'ss_003.dat',\n", - " 'wel_001.dat',\n", - " 'chd_003.dat',\n", - " 'chd_002.dat',\n", - " '600059060_stage_area_volume.dat',\n", - " 'wel_000.dat',\n", - " 'chd_000.dat',\n", - " 'chd_001.dat',\n", - " 'wel_007.dat',\n", - " 'top.dat',\n", - " 'chd_005.dat',\n", - " 'chd_011.dat',\n", - " 'chd_010.dat',\n", - " 'chd_004.dat',\n", - " 'wel_006.dat',\n", - " 'wel_004.dat',\n", - " 'wel_010.dat',\n", - " 'chd_012.dat',\n", - " 'chd_006.dat',\n", - " 'chd_007.dat',\n", - " 'wel_005.dat',\n", - " 'botm_002.dat',\n", - " 'strt_003.dat',\n", - " 'pleasant_packagedata.dat',\n", - " 'rch_000.dat',\n", - " 'rch_001.dat',\n", - " 'strt_002.dat',\n", - " 'botm_003.dat',\n", - " 'botm_001.dat',\n", - " 'strt_000.dat',\n", - " 'rch_003.dat',\n", - " 'irch.dat',\n", - " 'rch_002.dat',\n", - " 'strt_001.dat',\n", - " 'botm_000.dat',\n", - " 'rch_012.dat',\n", - " 'idomain_002.dat',\n", - " 'rch_006.dat',\n", - " 'rch_007.dat',\n", - " 'idomain_003.dat',\n", - " 'rch_005.dat',\n", - " 'idomain_001.dat',\n", - " 'rch_011.dat',\n", - " 'idomain_000.dat',\n", - " 'rch_010.dat',\n", - " 'rch_004.dat']),\n", - " ('../part1_flopy/data/quadtree',\n", - " ['grid'],\n", - " ['project.disv',\n", - " 'project.lst',\n", - " 'project.sfr',\n", - " 'project.disv.grb',\n", - " 'project.ic',\n", - " 'project.nam',\n", - " 'project.ims',\n", - " 'project.cbc',\n", - " 'project.chd',\n", - " 'project.npf',\n", - " 'project.tdis',\n", - " 'project.hds',\n", - " 'sfr_obs.csv',\n", - " 'project.wel',\n", - " 'project.oc',\n", - " 'mfsim.nam',\n", - " 'project.sfr.obs',\n", - " 'project.rcha',\n", - " 'mfsim.lst']),\n", - " ('../part1_flopy/data/quadtree/grid',\n", - " [],\n", - " ['qtg.area.dat',\n", - " 'qtgrid_pt.dbf',\n", - " 'quadtreegrid.tsf',\n", - " '_gridgen_build.dfn',\n", - " 'qtg.ja.dat',\n", - " 'qtgrid_pt.shx',\n", - " 'qtgrid_pt.shp',\n", - " 'qtg.vtu',\n", - " 'quadtreegrid.top1.dat',\n", - " '_gridgen_export.dfn',\n", - " 'qtg.nodesperlay.dat',\n", - " 'qtgrid.shp',\n", - " 'qtg.fldr.dat',\n", - " 'qtg.iac.dat',\n", - " 'qtg.gnc.dat',\n", - " 'qtgrid.shx',\n", - " 'qtg.ia.dat',\n", - " 'qtg_sv.vtu',\n", - " 'qtg.c2.dat',\n", - " 'qtg.fahl.dat',\n", - " 'qtg.c1.dat',\n", - " 'qtgrid.dbf',\n", - " 'quadtreegrid.bot1.dat',\n", - " 'qtg.nod',\n", - " 'quadtreegrid.dfn']),\n", - " ('../part0_python_intro',\n", - " ['extracted_data',\n", - " '03-output',\n", - " 'solutions',\n", - " 'another_subfolder',\n", - " '__pycache__',\n", - " '.ipynb_checkpoints',\n", - " 'data'],\n", - " ['07b_VSCode.md',\n", - " '.DS_Store',\n", - " 'russian_river.png',\n", - " '00_skills_test_on_basics.ipynb',\n", - " '00_python_basics_review.ipynb',\n", - " '05_numpy.ipynb',\n", - " '02_Namespace_objects_modules_packages.ipynb',\n", - " '06_matplotlib.ipynb',\n", - " 'test.py',\n", - " '01_functions_scripts.ipynb',\n", - " '08_pandas.ipynb',\n", - " '04_files_and_strings.ipynb',\n", - " '10_Rasterio.ipynb',\n", - " '03_useful-std-library-modules.ipynb',\n", - " '11_xarray_mt_rainier_precip.ipynb',\n", - " '07a_Theis-exercise-solution.py',\n", - " '07a_Theis-exercise.ipynb',\n", - " '09_Geopandas.ipynb',\n", - " 'junk.zip',\n", - " 'circle_module.py']),\n", - " ('../part0_python_intro/extracted_data', ['data'], []),\n", - " ('../part0_python_intro/extracted_data/data', ['xarray'], []),\n", - " ('../part0_python_intro/extracted_data/data/xarray',\n", - " [],\n", - " ['daymet_prcp_rainier_1980-2018.nc']),\n", - " ('../part0_python_intro/03-output',\n", - " ['netcdf_data'],\n", - " ['prcp_2001.nc',\n", - " 'prcp_1980.nc',\n", - " 'prcp_1990.nc',\n", - " 'prcp_2011.nc',\n", - " 'prcp_2005.nc',\n", - " 'prcp_1984.nc',\n", - " 'prcp_1994.nc',\n", - " 'prcp_2015.nc',\n", - " 'prcp_2004.nc',\n", - " 'prcp_1985.nc',\n", - " 'prcp_1995.nc',\n", - " 'prcp_2014.nc',\n", - " 'prcp_2000.nc',\n", - " 'prcp_1981.nc',\n", - " 'prcp_1991.nc',\n", - " 'prcp_2010.nc',\n", - " 'prcp_2007.nc',\n", - " 'prcp_1986.nc',\n", - " 'prcp_1996.nc',\n", - " 'prcp_2017.nc',\n", - " 'prcp_2003.nc',\n", - " 'prcp_1982.nc',\n", - " 'prcp_1992.nc',\n", - " 'prcp_2013.nc',\n", - " 'prcp_2002.nc',\n", - " 'prcp_1983.nc',\n", - " 'prcp_1993.nc',\n", - " 'prcp_2012.nc',\n", - " 'prcp_2006.nc',\n", - " 'prcp_1987.nc',\n", - " 'prcp_1997.nc',\n", - " 'prcp_2016.nc',\n", - " 'prcp_1988.nc',\n", - " 'prcp_2009.nc',\n", - " 'prcp_1998.nc',\n", - " 'prcp_1989.nc',\n", - " 'prcp_2008.nc',\n", - " 'prcp_1999.nc']),\n", - " ('../part0_python_intro/03-output/netcdf_data', ['zipped'], []),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped',\n", - " ['zipped_1991',\n", - " 'zipped_1996',\n", - " 'zipped_1998',\n", - " 'zipped_1999',\n", - " 'zipped_1997',\n", - " 'zipped_1990',\n", - " 'zipped_2003',\n", - " 'zipped_2004',\n", - " 'zipped_2005',\n", - " 'zipped_2002',\n", - " 'zipped_2011',\n", - " 'zipped_2016',\n", - " 'zipped_2017',\n", - " 'zipped_2010',\n", - " 'zipped_1983',\n", - " 'zipped_1984',\n", - " 'zipped_1985',\n", - " 'zipped_1982',\n", - " 'zipped_1995',\n", - " 'zipped_1992',\n", - " 'zipped_1993',\n", - " 'zipped_1994',\n", - " 'zipped_2009',\n", - " 'zipped_2007',\n", - " 'zipped_2000',\n", - " 'zipped_2001',\n", - " 'zipped_2006',\n", - " 'zipped_2008',\n", - " 'zipped_2015',\n", - " 'zipped_2012',\n", - " 'zipped_2013',\n", - " 'zipped_2014',\n", - " 'zipped_1989',\n", - " 'zipped_1987',\n", - " 'zipped_1980',\n", - " 'zipped_1981',\n", - " 'zipped_1986',\n", - " 'zipped_1988'],\n", - " []),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1991',\n", - " [],\n", - " ['12270_1991.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1996',\n", - " [],\n", - " ['12270_1996.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1998',\n", - " [],\n", - " ['12270_1998.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1999',\n", - " [],\n", - " ['12270_1999.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1997',\n", - " [],\n", - " ['12270_1997.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1990',\n", - " [],\n", - " ['12270_1990.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2003',\n", - " [],\n", - " ['12270_2003.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2004',\n", - " [],\n", - " ['12270_2004.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2005',\n", - " [],\n", - " ['12270_2005.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2002',\n", - " [],\n", - " ['12270_2002.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2011',\n", - " [],\n", - " ['12270_2011.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2016',\n", - " [],\n", - " ['12270_2016.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2017',\n", - " [],\n", - " ['12270_2017.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2010',\n", - " [],\n", - " ['12270_2010.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1983',\n", - " [],\n", - " ['12270_1983.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1984',\n", - " [],\n", - " ['12270_1984.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1985',\n", - " [],\n", - " ['12270_1985.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1982',\n", - " [],\n", - " ['12270_1982.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1995',\n", - " [],\n", - " ['12270_1995.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1992',\n", - " [],\n", - " ['12270_1992.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1993',\n", - " [],\n", - " ['12270_1993.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1994',\n", - " [],\n", - " ['12270_1994.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2009',\n", - " [],\n", - " ['12270_2009.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2007',\n", - " [],\n", - " ['12270_2007.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2000',\n", - " [],\n", - " ['12270_2000.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2001',\n", - " [],\n", - " ['12270_2001.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2006',\n", - " [],\n", - " ['12270_2006.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2008',\n", - " [],\n", - " ['12270_2008.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2015',\n", - " [],\n", - " ['12270_2015.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2012',\n", - " [],\n", - " ['12270_2012.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2013',\n", - " [],\n", - " ['12270_2013.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_2014',\n", - " [],\n", - " ['12270_2014.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1989',\n", - " [],\n", - " ['12270_1989.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1987',\n", - " [],\n", - " ['12270_1987.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1980',\n", - " [],\n", - " ['12270_1980.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1981',\n", - " [],\n", - " ['12270_1981.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1986',\n", - " [],\n", - " ['12270_1986.zip']),\n", - " ('../part0_python_intro/03-output/netcdf_data/zipped/zipped_1988',\n", - " [],\n", - " ['12270_1988.zip']),\n", - " ('../part0_python_intro/solutions',\n", - " ['extracted_data', '__pycache__', '.ipynb_checkpoints'],\n", - " ['.DS_Store',\n", - " '00_python_basics_review__solutions.ipynb',\n", - " '01_functions_script__solution.ipynb',\n", - " '06_matplotlib__solution.ipynb',\n", - " '09_Geopandas__solutions.ipynb',\n", - " '08_pandas.ipynb',\n", - " '05_numpy__solutions.ipynb',\n", - " '04_files_and_strings.ipynb',\n", - " 'myscript.py',\n", - " '02_Namespace_objects_modules_packages__solution.ipynb',\n", - " '00_skills_test_on_basics__solution.ipynb',\n", - " '07a_Theis-exercise-solution.py',\n", - " '07a_Theis-exercise-solution.ipynb',\n", - " '03_useful-std-library-modules-solutions.ipynb',\n", - " 'circle_module.py']),\n", - " ('../part0_python_intro/solutions/extracted_data',\n", - " [],\n", - " ['prcp_2001.nc',\n", - " 'prcp_1980.nc',\n", - " 'prcp_1990.nc',\n", - " 'prcp_2011.nc',\n", - " 'prcp_2005.nc',\n", - " 'prcp_1984.nc',\n", - " 'prcp_1994.nc',\n", - " 'prcp_2015.nc',\n", - " 'prcp_2004.nc',\n", - " 'prcp_1985.nc',\n", - " 'prcp_1995.nc',\n", - " 'prcp_2014.nc',\n", - " 'prcp_2000.nc',\n", - " 'prcp_1981.nc',\n", - " 'prcp_1991.nc',\n", - " 'prcp_2010.nc',\n", - " 'prcp_2007.nc',\n", - " 'prcp_1986.nc',\n", - " 'prcp_1996.nc',\n", - " 'prcp_2017.nc',\n", - " 'prcp_2003.nc',\n", - " 'prcp_1982.nc',\n", - " 'prcp_1992.nc',\n", - " 'prcp_2013.nc',\n", - " 'prcp_2002.nc',\n", - " 'prcp_1983.nc',\n", - " 'prcp_1993.nc',\n", - " 'prcp_2012.nc',\n", - " 'prcp_2006.nc',\n", - " 'prcp_1987.nc',\n", - " 'prcp_1997.nc',\n", - " 'prcp_2016.nc',\n", - " 'prcp_1988.nc',\n", - " 'prcp_2009.nc',\n", - " 'prcp_1998.nc',\n", - " 'prcp_1989.nc',\n", - " 'prcp_2008.nc',\n", - " 'prcp_1999.nc']),\n", - " ('../part0_python_intro/solutions/__pycache__',\n", - " [],\n", - " ['circle_module.cpython-311.pyc']),\n", - " ('../part0_python_intro/solutions/.ipynb_checkpoints',\n", - " [],\n", - " ['07_Theis-exercise-solution-Copy1-checkpoint.ipynb',\n", - " '07_Theis-exercise-solution-checkpoint.ipynb',\n", - " '07a_Theis-exercise-solution-checkpoint.ipynb',\n", - " '03_useful-std-library-modules-solutions-checkpoint.ipynb',\n", - " '03_sys-os-shutil-pathlib-solutions-checkpoint.ipynb']),\n", - " ('../part0_python_intro/another_subfolder', ['scripts'], []),\n", - " ('../part0_python_intro/another_subfolder/scripts',\n", - " ['__pycache__'],\n", - " ['mycode.py']),\n", - " ('../part0_python_intro/another_subfolder/scripts/__pycache__',\n", - " [],\n", - " ['mycode.cpython-39.pyc', 'mycode.cpython-311.pyc']),\n", - " ('../part0_python_intro/__pycache__', [], ['circle_module.cpython-39.pyc']),\n", - " ('../part0_python_intro/.ipynb_checkpoints',\n", - " [],\n", - " ['07_Theis-exercise-checkpoint.ipynb',\n", - " '07a_Theis-exercise-solution-checkpoint.py',\n", - " '11_xarray_mt_rainier_precip-checkpoint.ipynb',\n", - " '03_sys-os-shutil-pathlib-Copy1-checkpoint.ipynb',\n", - " '07a_Theis-exercise-checkpoint.ipynb',\n", - " '03_sys-os-shutil-pathlib-checkpoint.ipynb',\n", - " '03_useful-std-library-modules-checkpoint.ipynb']),\n", - " ('../part0_python_intro/data',\n", - " ['rasterio',\n", - " 'fileio',\n", - " 'geopandas',\n", - " 'numpy',\n", - " 'matplotlib',\n", - " 'xarray',\n", - " 'pandas'],\n", - " ['netcdf_data.zip', 'dream.txt', '.DS_Store', 'theis_charles_vernon.jpg']),\n", - " ('../part0_python_intro/data/rasterio',\n", - " [],\n", - " ['20150818_rainier_summer-tile-30.tif',\n", - " 'rgi60_glacierpoly_rainier.prj',\n", - " 'aligned-19700901_ned1_2003_adj_4269.tif',\n", - " 'rainier_glaciers_1970-2015_el_change_m.tif.msk',\n", - " 'rainier_glaciers_1970-2015_el_change_m.tif',\n", - " 'rgi60_glacierpoly_rainier.shx',\n", - " 'rgi60_glacierpoly_rainier.shp',\n", - " 'aligned-20150818_rainier_summer-tile-30.tif',\n", - " 'aligned-19700901_ned1_2003_adj_warp.tif',\n", - " '20080901_rainierlidar_30m-adj.tif',\n", - " '19700901_ned1_2003_adj_warp.tif',\n", - " 'rgi60_glacierpoly_rainier.dbf',\n", - " 'aligned-20080901_rainierlidar_30m-adj.tif']),\n", - " ('../part0_python_intro/data/fileio',\n", - " [],\n", - " ['FileWithComments.txt', 'friends.txt']),\n", - " ('../part0_python_intro/data/geopandas',\n", - " [],\n", - " ['parks.prj',\n", - " 'Madison_Parks.geojson',\n", - " 'Madison_Tree_Species_Lookup.xlsx',\n", - " 'TreePlots.pdf',\n", - " 'Street_Trees.geojson',\n", - " 'parks.cpg',\n", - " 'parks.shp',\n", - " 'parks.json',\n", - " 'parks.shx',\n", - " 'Neighborhood_Associations.geojson',\n", - " 'parks.dbf']),\n", - " ('../part0_python_intro/data/numpy',\n", - " [],\n", - " ['mynewarray.dat',\n", - " 'bottom.txt',\n", - " 'mt_st_helens_before.dat',\n", - " 'mt_st_helens_after.dat',\n", - " 'bottom.dat',\n", - " 'ahf.csv',\n", - " 'tmpfile.npy',\n", - " 'bottom_commented.dat']),\n", - " ('../part0_python_intro/data/matplotlib', [], []),\n", - " ('../part0_python_intro/data/xarray',\n", - " [],\n", - " ['aligned-19700901_ned1_2003_adj_4269.tif',\n", - " '.DS_Store',\n", - " 'daymet_prcp_rainier_1980-2018.nc',\n", - " 'rainier_prcp_subset.nc']),\n", - " ('../part0_python_intro/data/pandas',\n", - " [],\n", - " ['santa_rosa_CIMIS_83.csv',\n", - " 'RussianRiverGWsites.csv',\n", - " 'all_years_russian.pdf',\n", - " 'panda.jpg'])]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pth = Path('..')\n", "results = list(os.walk(pth))\n", @@ -2634,70 +843,9 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "../part1_flopy/05-unstructured-grids.ipynb\n", - "../part1_flopy/10_modpath-demo.ipynb\n", - "../part1_flopy/09-gwt-voronoi-demo.ipynb\n", - "../part1_flopy/03_Loading_and_visualizing_models.ipynb\n", - "../part1_flopy/07-stream_capture_voronoi.ipynb\n", - "../part1_flopy/06-Project-structured.ipynb\n", - "../part1_flopy/08_Modflow-setup-demo.ipynb\n", - "../part1_flopy/04_Modelgrid_and_intersection.ipynb\n", - "../part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb\n", - "../part1_flopy/solutions/03_Loading_and_visualizing_models-solutions.ipynb\n", - "../part1_flopy/solutions/07-stream_capture_voronoi.ipynb\n", - "../part1_flopy/solutions/06-Project-voronoi.ipynb\n", - "../part1_flopy/solutions/06-Project-quadtree.ipynb\n", - "../part1_flopy/solutions/06-Project-structured_completed.ipynb\n", - "../part1_flopy/solutions/02-Building-Post-Processing-MODFLOW6__solutions.ipynb\n", - "../part1_flopy/solutions/04_Modelgrid_and_intersection.ipynb\n", - "../part1_flopy/solutions/.ipynb_checkpoints/03_Loading_and_visualizing_models-solutions-checkpoint.ipynb\n", - "../part1_flopy/.ipynb_checkpoints/08_Modflow-setup-demo-checkpoint.ipynb\n", - "../part1_flopy/.ipynb_checkpoints/03_Loading_and_visualizing_models-checkpoint.ipynb\n", - "../part0_python_intro/00_skills_test_on_basics.ipynb\n", - "../part0_python_intro/00_python_basics_review.ipynb\n", - "../part0_python_intro/05_numpy.ipynb\n", - "../part0_python_intro/02_Namespace_objects_modules_packages.ipynb\n", - "../part0_python_intro/06_matplotlib.ipynb\n", - "../part0_python_intro/01_functions_scripts.ipynb\n", - "../part0_python_intro/08_pandas.ipynb\n", - "../part0_python_intro/04_files_and_strings.ipynb\n", - "../part0_python_intro/10_Rasterio.ipynb\n", - "../part0_python_intro/03_useful-std-library-modules.ipynb\n", - "../part0_python_intro/11_xarray_mt_rainier_precip.ipynb\n", - "../part0_python_intro/07a_Theis-exercise.ipynb\n", - "../part0_python_intro/09_Geopandas.ipynb\n", - "../part0_python_intro/solutions/00_python_basics_review__solutions.ipynb\n", - "../part0_python_intro/solutions/01_functions_script__solution.ipynb\n", - "../part0_python_intro/solutions/06_matplotlib__solution.ipynb\n", - "../part0_python_intro/solutions/09_Geopandas__solutions.ipynb\n", - "../part0_python_intro/solutions/08_pandas.ipynb\n", - "../part0_python_intro/solutions/05_numpy__solutions.ipynb\n", - "../part0_python_intro/solutions/04_files_and_strings.ipynb\n", - "../part0_python_intro/solutions/02_Namespace_objects_modules_packages__solution.ipynb\n", - "../part0_python_intro/solutions/00_skills_test_on_basics__solution.ipynb\n", - "../part0_python_intro/solutions/07a_Theis-exercise-solution.ipynb\n", - "../part0_python_intro/solutions/03_useful-std-library-modules-solutions.ipynb\n", - "../part0_python_intro/solutions/.ipynb_checkpoints/07_Theis-exercise-solution-Copy1-checkpoint.ipynb\n", - "../part0_python_intro/solutions/.ipynb_checkpoints/07_Theis-exercise-solution-checkpoint.ipynb\n", - "../part0_python_intro/solutions/.ipynb_checkpoints/07a_Theis-exercise-solution-checkpoint.ipynb\n", - "../part0_python_intro/solutions/.ipynb_checkpoints/03_useful-std-library-modules-solutions-checkpoint.ipynb\n", - "../part0_python_intro/solutions/.ipynb_checkpoints/03_sys-os-shutil-pathlib-solutions-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/07_Theis-exercise-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/11_xarray_mt_rainier_precip-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/03_sys-os-shutil-pathlib-Copy1-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/07a_Theis-exercise-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/03_sys-os-shutil-pathlib-checkpoint.ipynb\n", - "../part0_python_intro/.ipynb_checkpoints/03_useful-std-library-modules-checkpoint.ipynb\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for root, dirs, files in os.walk(pth):\n", " for f in files:\n", @@ -2715,69 +863,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "environ{'TERM_PROGRAM': 'Apple_Terminal',\n", - " 'SHELL': '/bin/zsh',\n", - " 'TERM': 'xterm-color',\n", - " 'TMPDIR': '/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/',\n", - " 'TERM_PROGRAM_VERSION': '447.1',\n", - " 'TERM_SESSION_ID': '13ABCC33-0635-4044-A27B-84112DED9C7C',\n", - " 'USER': 'aleaf',\n", - " 'SSH_AUTH_SOCK': '/private/tmp/com.apple.launchd.xdjZ8B0Zuc/Listeners',\n", - " 'PATH': '/Users/aleaf/mambaforge/envs/pyclass/bin:/Users/aleaf/mambaforge/condabin:/usr/local/bin:/System/Cryptexes/App/usr/bin:/usr/bin:/bin:/usr/sbin:/sbin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/local/bin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/bin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/appleinternal/bin:/Users/aleaf/Documents/software/beopest-12.0.1-binaries/x86_64-darwin:/Users/aleaf/Documents/software/pestpp-binaries/mac:/Users/aleaf/Documents/software/modflow_exes:/Users/aleaf/.pixi/bin',\n", - " 'LaunchInstanceID': '18F4F446-7143-4157-8B2D-F97F31DFD514',\n", - " '__CFBundleIdentifier': 'com.apple.Terminal',\n", - " 'PWD': '/Users/aleaf',\n", - " 'XPC_FLAGS': '0x0',\n", - " 'XPC_SERVICE_NAME': '0',\n", - " 'SHLVL': '1',\n", - " 'HOME': '/Users/aleaf',\n", - " 'LOGNAME': 'aleaf',\n", - " 'SECURITYSESSIONID': '186c7',\n", - " 'OLDPWD': '/Users/aleaf/Documents/Python_course/python-for-hydrology',\n", - " 'SSL_CERT_FILE': '/Users/aleaf/cert.pem',\n", - " 'REQUESTS_CA_BUNDLE': '/Users/aleaf/cert.pem',\n", - " 'CONDA_EXE': '/Users/aleaf/mambaforge/bin/conda',\n", - " '_CE_M': '',\n", - " '_CE_CONDA': '',\n", - " 'CONDA_PYTHON_EXE': '/Users/aleaf/mambaforge/bin/python',\n", - " 'CONDA_SHLVL': '2',\n", - " 'CONDA_PREFIX': '/Users/aleaf/mambaforge/envs/pyclass',\n", - " 'CONDA_DEFAULT_ENV': 'pyclass',\n", - " 'CONDA_PROMPT_MODIFIER': '(pyclass) ',\n", - " 'CONDA_PREFIX_1': '/Users/aleaf/mambaforge',\n", - " 'GDAL_DATA': '/Users/aleaf/mambaforge/envs/pyclass/share/gdal',\n", - " 'GDAL_DRIVER_PATH': '/Users/aleaf/mambaforge/envs/pyclass/lib/gdalplugins',\n", - " 'CPL_ZIP_ENCODING': 'UTF-8',\n", - " 'GSETTINGS_SCHEMA_DIR_CONDA_BACKUP': '',\n", - " 'GSETTINGS_SCHEMA_DIR': '/Users/aleaf/mambaforge/envs/pyclass/share/glib-2.0/schemas',\n", - " 'XML_CATALOG_FILES': 'file:///Users/aleaf/mambaforge/envs/pyclass/etc/xml/catalog file:///etc/xml/catalog',\n", - " 'PROJ_DATA': '/Users/aleaf/mambaforge/envs/pyclass/share/proj',\n", - " 'PROJ_NETWORK': 'ON',\n", - " 'LANG': 'en_US.UTF-8',\n", - " '_': '/Users/aleaf/mambaforge/envs/pyclass/bin/jupyter',\n", - " '__CF_USER_TEXT_ENCODING': '0x2757487A:0x0:0x0',\n", - " 'PYDEVD_USE_FRAME_EVAL': 'NO',\n", - " 'JPY_SESSION_NAME': '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro/03_useful-std-library-modules.ipynb',\n", - " 'JPY_PARENT_PID': '99297',\n", - " 'CLICOLOR': '1',\n", - " 'FORCE_COLOR': '1',\n", - " 'CLICOLOR_FORCE': '1',\n", - " 'PAGER': 'cat',\n", - " 'GIT_PAGER': 'cat',\n", - " 'MPLBACKEND': 'module://matplotlib_inline.backend_inline'}" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "os.environ" ] @@ -2791,20 +879,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'/Users/aleaf/mambaforge/envs/pyclass'" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "os.environ['CONDA_PREFIX']" ] @@ -2826,89 +903,18 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function run in module subprocess:\n", - "\n", - "run(*popenargs, input=None, capture_output=False, timeout=None, check=False, **kwargs)\n", - " Run command with arguments and return a CompletedProcess instance.\n", - " \n", - " The returned instance will have attributes args, returncode, stdout and\n", - " stderr. By default, stdout and stderr are not captured, and those attributes\n", - " will be None. Pass stdout=PIPE and/or stderr=PIPE in order to capture them,\n", - " or pass capture_output=True to capture both.\n", - " \n", - " If check is True and the exit code was non-zero, it raises a\n", - " CalledProcessError. The CalledProcessError object will have the return code\n", - " in the returncode attribute, and output & stderr attributes if those streams\n", - " were captured.\n", - " \n", - " If timeout is given, and the process takes too long, a TimeoutExpired\n", - " exception will be raised.\n", - " \n", - " There is an optional argument \"input\", allowing you to\n", - " pass bytes or a string to the subprocess's stdin. If you use this argument\n", - " you may not also use the Popen constructor's \"stdin\" argument, as\n", - " it will be used internally.\n", - " \n", - " By default, all communication is in bytes, and therefore any \"input\" should\n", - " be bytes, and the stdout and stderr will be bytes. If in text mode, any\n", - " \"input\" should be a string, and stdout and stderr will be strings decoded\n", - " according to locale encoding, or by \"encoding\" if set. Text mode is\n", - " triggered by setting any of text, encoding, errors or universal_newlines.\n", - " \n", - " The other arguments are the same as for the Popen constructor.\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "help(subprocess.run)" ] }, { "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "00_python_basics_review.ipynb\n", - "00_skills_test_on_basics.ipynb\n", - "01_functions_scripts.ipynb\n", - "02_Namespace_objects_modules_packages.ipynb\n", - "\u001b[34m03-output\u001b[m\u001b[m\n", - "03_useful-std-library-modules.ipynb\n", - "04_files_and_strings.ipynb\n", - "05_numpy.ipynb\n", - "06_matplotlib.ipynb\n", - "07a_Theis-exercise-solution.py\n", - "07a_Theis-exercise.ipynb\n", - "07b_VSCode.md\n", - "08_pandas.ipynb\n", - "09_Geopandas.ipynb\n", - "10_Rasterio.ipynb\n", - "11_xarray_mt_rainier_precip.ipynb\n", - "\u001b[34m__pycache__\u001b[m\u001b[m\n", - "\u001b[34manother_subfolder\u001b[m\u001b[m\n", - "circle_module.py\n", - "\u001b[34mdata\u001b[m\u001b[m\n", - "\u001b[34mextracted_data\u001b[m\u001b[m\n", - "junk.zip\n", - "russian_river.png\n", - "\u001b[34msolutions\u001b[m\u001b[m\n", - "test.py\n", - "CompletedProcess(args=['ls', '-l'], returncode=0)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# if on mac/unix\n", "print(subprocess.run(['ls', '-l'], shell=True))" @@ -2916,24 +922,9 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CompletedProcess(args=['dir'], returncode=127)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/bin/sh: dir: command not found\n" - ] - } - ], + "outputs": [], "source": [ "# if on windows\n", "print(subprocess.run(['dir'], shell=True))" @@ -2950,7 +941,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2967,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2987,26 +978,9 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "netcdf_data/\n", - "netcdf_data/zipped/\n", - "netcdf_data/zipped/zipped_1991/\n", - "netcdf_data/zipped/zipped_1991/12270_1991.zip\n", - "netcdf_data/zipped/zipped_1996/\n", - "netcdf_data/zipped/zipped_1996/12270_1996.zip\n", - "netcdf_data/zipped/zipped_1998/\n", - "netcdf_data/zipped/zipped_1998/12270_1998.zip\n", - "netcdf_data/zipped/zipped_1999/\n", - "netcdf_data/zipped/zipped_1999/12270_1999.zip\n" - ] - } - ], + "outputs": [], "source": [ "with zipfile.ZipFile('data/netcdf_data.zip') as src:\n", " for f in src.namelist()[:10]:\n", @@ -3051,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3071,24 +1045,9 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[PosixPath('03-output/netcdf_data/zipped/zipped_1991/12270_1991.zip'),\n", - " PosixPath('03-output/netcdf_data/zipped/zipped_1996/12270_1996.zip'),\n", - " PosixPath('03-output/netcdf_data/zipped/zipped_1998/12270_1998.zip'),\n", - " PosixPath('03-output/netcdf_data/zipped/zipped_1999/12270_1999.zip'),\n", - " PosixPath('03-output/netcdf_data/zipped/zipped_1997/12270_1997.zip')]" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "zipfiles = list(output_folder.glob('netcdf_data/zipped/*/*.zip'))\n", "zipfiles[:5]" @@ -3103,20 +1062,9 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('03-output/netcdf_data/zipped/zipped_1991/12270_1991.zip')" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "f = zipfiles[0]\n", "f" @@ -3207,7 +1155,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3242,20 +1190,9 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'/Users/aleaf/Documents/software/modflow_exes/mf6'" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "which('mf6')" ] @@ -3269,23 +1206,8 @@ } ], "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/04_files_and_strings.ipynb b/notebooks/part0_python_intro/04_files_and_strings.ipynb index 532652f..2ef2b36 100644 --- a/notebooks/part0_python_intro/04_files_and_strings.ipynb +++ b/notebooks/part0_python_intro/04_files_and_strings.ipynb @@ -839,22 +839,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.11" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/05_numpy.ipynb b/notebooks/part0_python_intro/05_numpy.ipynb index de157dd..d2de263 100644 --- a/notebooks/part0_python_intro/05_numpy.ipynb +++ b/notebooks/part0_python_intro/05_numpy.ipynb @@ -1744,24 +1744,8 @@ } ], "metadata": { - "anaconda-cloud": {}, - "celltoolbar": "Raw Cell Format", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/06_matplotlib.ipynb b/notebooks/part0_python_intro/06_matplotlib.ipynb index 22abe9b..12a4c58 100644 --- a/notebooks/part0_python_intro/06_matplotlib.ipynb +++ b/notebooks/part0_python_intro/06_matplotlib.ipynb @@ -1151,22 +1151,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/06b_matplotlib_animation.ipynb b/notebooks/part0_python_intro/06b_matplotlib_animation.ipynb index 47d30e2..190d2b3 100644 --- a/notebooks/part0_python_intro/06b_matplotlib_animation.ipynb +++ b/notebooks/part0_python_intro/06b_matplotlib_animation.ipynb @@ -95,22 +95,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "modflow6", - "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": "3.10.11" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/07a_Theis-exercise.ipynb b/notebooks/part0_python_intro/07a_Theis-exercise.ipynb index 0ce1a39..8831490 100644 --- a/notebooks/part0_python_intro/07a_Theis-exercise.ipynb +++ b/notebooks/part0_python_intro/07a_Theis-exercise.ipynb @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -180,22 +180,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/08_pandas.ipynb b/notebooks/part0_python_intro/08_pandas.ipynb index cc11fa8..9dd97bd 100644 --- a/notebooks/part0_python_intro/08_pandas.ipynb +++ b/notebooks/part0_python_intro/08_pandas.ipynb @@ -564,7 +564,7 @@ "metadata": {}, "outputs": [], "source": [ - "conv = 35.3147 * 60 * 60 * 24\n", + "conv = 60 * 60 * 24\n", "df2[\"russian_r_cfd\"] = df2.russian_r * conv\n", "df2[\"russian_r_af\"] = df2.russian_r_cfd / 43559.9\n", "df2\n", diff --git a/notebooks/part0_python_intro/09_Geopandas.ipynb b/notebooks/part0_python_intro/09_Geopandas.ipynb index 3842f8f..a792c1a 100644 --- a/notebooks/part0_python_intro/09_Geopandas.ipynb +++ b/notebooks/part0_python_intro/09_Geopandas.ipynb @@ -1111,22 +1111,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/09_Geopandas_ABQ.ipynb b/notebooks/part0_python_intro/09_Geopandas_ABQ.ipynb index 219b506..1b1f6da 100644 --- a/notebooks/part0_python_intro/09_Geopandas_ABQ.ipynb +++ b/notebooks/part0_python_intro/09_Geopandas_ABQ.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "cc1d171e-aab1-4982-a03b-28c72e4eb021", "metadata": {}, "outputs": [], @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "d8485fb9-0c3f-4f8d-b7c5-2fd891c577b5", "metadata": {}, "outputs": [], @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "04b18ca6-1224-4b8d-8ae7-61ec13ec7953", "metadata": {}, "outputs": [], @@ -42,9 +42,17 @@ "datapath = pl.Path('./data/geopandas/abq/')" ] }, + { + "cell_type": "markdown", + "id": "ce611231-207c-4572-94cb-fc800c4387b3", + "metadata": {}, + "source": [ + "### here we have to do a bunch of data munging - this is always a big part of any data project" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "7e6ef5b9-afd4-4e04-a03a-7588bf6be72c", "metadata": {}, "outputs": [], @@ -67,40 +75,358 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "3e691881-5402-4445-a315-7aafd370b6fa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "gdf.groupby('Title').count()['Type'].sort_values(ascending=False)[:20].plot.bar()" ] }, + { + "cell_type": "markdown", + "id": "fbbe8751-5a21-46d5-9970-c1647a0b9898", + "metadata": {}, + "source": [ + "### we can just take a look at where Breaking Bad filming events took place as dots on the map" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "646e80be-53f0-4797-8ae5-eef8d2143286", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf.loc[gdf.Title=='Breaking Bad'].explore()" ] }, + { + "cell_type": "markdown", + "id": "927d8216-86a6-4194-8b92-c9571aa952f4", + "metadata": {}, + "source": [ + "### What are the other titles?" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "7d9b046d-1e9c-4e83-a60a-661175e9f959", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0000', '$5 a Day', '10 Years',\n", + " '15 Good Reasons to go to Albuquerque', '2 Guns', '50 to 1',\n", + " '500 MPH Storm', 'Adam Feldman',\n", + " 'Adventures of a Teenage Dragonslayer',\n", + " 'Albuquerque Convention and Visitors Bureau',\n", + " 'Albuquerque Economic Development', 'All in a Days Work',\n", + " 'All of Us', 'As Cool As I Am', 'Beyond the Blackboard',\n", + " 'Breaking Bad', 'Camera Obscura', 'Cineflix Productions',\n", + " 'CNM Student Film', 'Crash', 'Crazy Heart', 'Danappel Creative',\n", + " 'Dark Country', 'Dead Billy', 'Deadly Impact',\n", + " 'Desert Gems Productions', 'Desert Vamps 101',\n", + " 'Digital Filmmaking Institute', 'Doritos', 'Due Date',\n", + " 'Easier With Practice', 'Easy Money', 'Enemy Way',\n", + " 'Energy Advances New Mexico', 'Fatal Encounters',\n", + " 'Force of Execution', 'Frank', 'Friendship!', 'Frontera', 'Gamer',\n", + " 'Goats', 'Good Luck Mr Gorski', 'Great American Road Trip',\n", + " 'Habitat for Humanity', 'halflife digital', 'Hamlet 2',\n", + " 'Hector Balderas', 'Honeylicious', 'Husband for Hire',\n", + " 'In Plain Sight', 'Justice Denied', 'LadyFingers', 'Larsons Field',\n", + " 'Legion', 'Lemonade Mouth', 'Let Me In', 'Lone Survivor',\n", + " 'Longmire', 'Love Lies Bleeding', \"Love 'n Dancing\", 'Love Ranch',\n", + " 'MacGruber', 'Miss Barb', 'Montar la Cabra',\n", + " 'Motorcycle vs Car Drift Battle 3 The Driftpocalypse',\n", + " 'My One and Only', 'NBC Today Show', 'Never Land', 'Night and Day',\n", + " 'NMDOT', 'Not Forgotten', 'Nothing But Besties',\n", + " 'Observe and Report', 'Odd Thomas', 'On the Border', 'Outside TV',\n", + " \"Pascal's Bullet\", 'Passion Play', 'Paul', 'Putnam Partner LLC',\n", + " 'Rags to Rubies', 'Random Natural Occurrence',\n", + " 'Rebecca Elise Productions', 'Rio Grande Community Farm',\n", + " 'Saige Paints the Sky', 'Saint John of Las Vegas', 'Scoundrels',\n", + " 'SOS Commercial Productions', 'Southwest Productions',\n", + " 'Sunshine Cleaning', 'Swing Vote', 'Tennessee',\n", + " 'Terminator Salvation', 'Terminator: Sarah Connor Chronicles',\n", + " 'The Avengers', 'The Book of Eli', 'The Dry Land', 'The Eye',\n", + " 'The Eyes of an Enemy', 'The Host',\n", + " 'The Incredible Voyage of Captain Hook', 'The Last Stand',\n", + " 'The Lying Game', 'The Man App', 'The Men Who Stare at Goats',\n", + " 'The New Media Firm', 'The Night Shift', 'The Odds', 'The PayOff',\n", + " 'The Resident', 'The Reunion', 'The Southwest Chronicles',\n", + " 'The Spy Next Door', 'The War Boys', 'Those That Play Your Clowns',\n", + " 'Tiger Eyes', 'Travel Channel', 'Truth Be Told',\n", + " 'Untitled Alan Loeb Project', 'Validation', 'Vegas',\n", + " 'Warrior Woman', 'Dirty Weekend', \"Hunter's Game\", 'Killer Woman',\n", + " 'Killer Women', 'killer Women', 'La Vida Robot', 'Afterwards',\n", + " 'Dig', 'Messengers, The', 'Night Shift, The', 'War on Everyone',\n", + " 'Endgame (now known as The Player)', 'IDR: Where we are when',\n", + " 'Katie Says Goodbye', 'Preacher'], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf['Title'].unique()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "6c0c882d-1497-4d84-8fd5-59c28e112e6a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Movie', 'TV Production', 'Movie aka Hypercane', 'Political Ad',\n", + " 'Movie aka I was a 7th Grade Dragonslayer', 'Commercial',\n", + " 'Commerical by Production Outfitters',\n", + " 'Political Ad Martin Heinrich', 'Movie aka Let Them Shine',\n", + " 'TV Series Season 2', 'TV Series Season 3', 'TV Series Season 4',\n", + " 'TV Series Season 1', 'Movie Duke City Shootout ',\n", + " 'Movie CNM Student Film', 'TV Series Season 1 Episode 1',\n", + " 'TV Series Season 1 Episode 2', 'TV Series Season 1 Episode 3',\n", + " 'TV Series Season 1 Christian and Joe', 'Commercial for Kia',\n", + " 'Commercial for Transportation Security Administration',\n", + " 'Commerical by Marcia Woske', 'Commercial for Doritos',\n", + " 'TV Series', 'TV Series Wicked episode',\n", + " 'TV Series Road Warriors episode', 'Commerical', 'PSA on DWI',\n", + " 'PSA on bicycle safety', 'Commercial for Hard Rock Casino',\n", + " 'TV Movie', 'TV Series Season 5', 'Movie by 9 Point Productions',\n", + " 'Video', 'TV Series by A& E', 'TV Spot entitled Lend A Hand',\n", + " 'TV Series Pilot', 'PSA Anti Drinking Campaign',\n", + " 'PSA starring Erik Estrada', 'PSA', 'PSA Crossing Paths',\n", + " 'PSA for DWI', 'TV Spot for Outside TV', 'TV Feature by USDA',\n", + " 'Movie aka American Girl Saige Paints the Sky', 'PSA for DUI',\n", + " 'PSA for NMDOT', 'PSA for NMDOT Seatbelt Safety',\n", + " 'Commercial for PNM', 'Commercial by Diane Denish',\n", + " 'Movie aka Project Angel', 'TV Pilot', 'Movie aka American Tragic',\n", + " 'Movie by Holly Adams Production', 'Movie aka Blood Brothers',\n", + " 'Movie by Tripp Townsend and Frozen Frame Productions',\n", + " 'TV Spot for The Travel Channel', 'Movie aka The Rabbit Factory',\n", + " 'Movie by Cool Cat Productions', 'TV Series Season 5 pt. 2',\n", + " 'TV Mini-Series'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf['Type'].unique()" ] @@ -110,23 +436,217 @@ "id": "1d96ecb2-ce40-446a-990d-6d22743523ec", "metadata": {}, "source": [ - "## read in the zone atlas" + "## read in the zone atlas - this is a grid from the city that is used for zoning, but we can use it as a base for a heatmap as it covers the city with equal-sized squares" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "9b5e5c62-db6a-490d-95e1-63c3157a950b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf_pg = gp.read_file(datapath / 'zoneatlaspagegrid.kmz')\n", "gdf_pg.explore()" ] }, + { + "cell_type": "markdown", + "id": "c5b9087c-b00d-4095-8a63-96f93b453eb2", + "metadata": {}, + "source": [ + "### we can assign a variable `title_to_plot` to be able to check out heatmaps of any of the titles above" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "3b7e5652-89f3-42b3-931a-d65e1ad99e18", "metadata": {}, "outputs": [], @@ -134,25 +654,780 @@ "title_to_plot = 'Breaking Bad'" ] }, + { + "cell_type": "markdown", + "id": "ff353450-af1c-412a-89dd-77d11466812d", + "metadata": {}, + "source": [ + "### Finally, we need to do a few things and set them to intermediate results:\n", + "- load a fresh copy of the polygons\n", + "- use `sjoin` to intersect the `gdf` points corresponding to the title named in `title_to_plot` which returns only the polygon of intersection for each point in the original point dataframe and convert to the correct CRS. Note that we can use only the columns we need (e.g. `[['Name','geometry']]) as long as `geometry` is included. This makes the results a little cleaner\n", + "- next, with that result, use `groupby` to count all the points based on their `Name` column\n", + "- count these up, choose a column from the result (we randomly chose `geometry` here) and rename the counts to a column called `points`\n", + "- finally merge the column of counts back to the original dataframe of zones noting that we will use `Name` on the left and `index` on the right" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "id": "07fb6e15-0924-4424-b787-f7c4ba64909d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NamedescriptiontimestampbeginendaltitudeModetessellateextrudevisibilitydrawOrdericonsnippetgeometry
0A1<html xmlns:fo=\"http://www.w3.org/1999/XSL/For...NaTNaTNaTclampToGround-10-1NoneNoneMULTIPOLYGON Z (((-106.87033 35.21665 0.00000,...
1A2<html xmlns:fo=\"http://www.w3.org/1999/XSL/For...NaTNaTNaTclampToGround-10-1NoneNoneMULTIPOLYGON Z (((-106.85258 35.21674 0.00000,...
2A3<html xmlns:fo=\"http://www.w3.org/1999/XSL/For...NaTNaTNaTclampToGround-10-1NoneNoneMULTIPOLYGON Z (((-106.83482 35.21683 0.00000,...
\n", + "
" + ], + "text/plain": [ + " Name description timestamp begin end \\\n", + "0 A1 \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Namegeometryindex_rightTitle
12A13MULTIPOLYGON Z (((-106.65731 35.21756 0.00000,...1370Breaking Bad
60C13MULTIPOLYGON Z (((-106.65716 35.18854 0.00000,...1378Breaking Bad
64C17MULTIPOLYGON Z (((-106.58618 35.18876 0.00000,...1375Breaking Bad
\n", + "" + ], + "text/plain": [ + " Name geometry index_right \\\n", + "12 A13 MULTIPOLYGON Z (((-106.65731 35.21756 0.00000,... 1370 \n", + "60 C13 MULTIPOLYGON Z (((-106.65716 35.18854 0.00000,... 1378 \n", + "64 C17 MULTIPOLYGON Z (((-106.58618 35.18876 0.00000,... 1375 \n", + "\n", + " Title \n", + "12 Breaking Bad \n", + "60 Breaking Bad \n", + "64 Breaking Bad " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sj_result = gdf_pg[['Name','geometry']].sjoin(\n", + " gdf[['Title','geometry']].loc[gdf.Title==title_to_plot].to_crs(gdf_pg.crs))\n", + "print(len(sj_result), len(gdf.loc[gdf.Title==title_to_plot]), len(gdf_pg))\n", + "sj_result.head(3)" + ] + }, + { + "cell_type": "markdown", + "id": "7efeaf67-6f03-4204-8735-6413841a8be9", + "metadata": {}, + "source": [ + "Next, with that result, use `groupby` to count all the points based on their `Name` column.\n", + "\n", + "This gives us counts for each column..." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2d119e22-bcb8-4693-bd7e-725af49f599e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "53\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
geometryindex_rightTitle
Name
R14444
H14111
K9111
G23111
\n", + "
" + ], + "text/plain": [ + " geometry index_right Title\n", + "Name \n", + "R14 4 4 4\n", + "H14 1 1 1\n", + "K9 1 1 1\n", + "G23 1 1 1" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sj_count = sj_result.groupby(\n", + " 'Name').count()\n", + "print(len(sj_count))\n", + "sj_count.sample(4)" + ] + }, + { + "cell_type": "markdown", + "id": "468ec5ad-7a1b-4a0e-b4a3-b705c499dfdc", + "metadata": {}, + "source": [ + "Count these up, choose a column from the result (we randomly chose `geometry` here)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4d04966b-5f7e-44f7-994c-78e823c10a0d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Name\n", + "A13 1\n", + "C13 1\n", + "C17 2\n", + "C19 1\n", + "D16 5\n", + "Name: points, dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sj_sum = sj_count.geometry.rename('points')\n", + "sj_sum.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3f147222-40bf-4a9d-8698-3242a09d86e4", + "metadata": {}, + "outputs": [], + "source": [ + "gdf_pg = gdf_pg[['Name','geometry']].merge(sj_sum, left_on='Name', right_index=True)" + ] + }, + { + "cell_type": "markdown", + "id": "bf2ff361-6350-4b88-a095-02f130806573", + "metadata": {}, + "source": [ + "### Or, we can smack _all_ that work into a single chain (WAT!?)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "id": "68a06afc-b668-4fc9-8640-82290ecf23ff", "metadata": {}, "outputs": [], "source": [ - "gdf_pg = gp.read_file(datapath / 'zoneatlaspagegrid.kmz')\n", - "gdf_pg = gdf_pg.merge(gdf_pg.sjoin(\n", - " gdf.loc[gdf.Title==title_to_plot].to_crs(gdf_pg.crs)).groupby(\n", - " 'Name').count().geometry.rename('points').reset_index())" + "gdf_pg = gp.read_file(datapath / 'zoneatlaspagegrid.kmz') # load a fresh copy of the polygons \n", + "gdf_pg = gdf_pg.merge(gdf_pg[['Name','geometry']].sjoin(\n", + " gdf[['Title','geometry']].loc[gdf.Title==title_to_plot].to_crs(gdf_pg.crs)).groupby(\n", + " 'Name').count().geometry.rename('points'), left_on='Name', right_index=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1ba52905-a539-472d-893a-917db7807a6d", + "metadata": {}, + "source": [ + "### finally, let's look at the result on the map overlaying the points with the heatmap. Whew!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "454c001b-de05-43e5-8b28-f9076a1ea23f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m = gdf_pg[['points','geometry']].explore(column='points', cmap='magma_r')\n", "gdf.loc[gdf.Title==title_to_plot][['Site', 'geometry']].explore(m=m)\n" diff --git a/notebooks/part0_python_intro/10_Rasterio.ipynb b/notebooks/part0_python_intro/10_Rasterio.ipynb index ae29b62..899931c 100644 --- a/notebooks/part0_python_intro/10_Rasterio.ipynb +++ b/notebooks/part0_python_intro/10_Rasterio.ipynb @@ -1426,7 +1426,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -1789,347 +1789,349 @@ "cell_type": "code", "execution_count": 40, "id": "27dc5544", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n", - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", + "/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages/rasterstats/io.py:345: UserWarning: Setting masked to True because dataset mask has been detected\n", " warnings.warn(\n" ] } diff --git a/notebooks/part0_python_intro/11_xarray_mt_rainier_precip.ipynb b/notebooks/part0_python_intro/11_xarray_mt_rainier_precip.ipynb index e45bcb8..0088aa0 100644 --- a/notebooks/part0_python_intro/11_xarray_mt_rainier_precip.ipynb +++ b/notebooks/part0_python_intro/11_xarray_mt_rainier_precip.ipynb @@ -84,7 +84,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 2, @@ -93,7 +93,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -122,7 +122,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 3, @@ -131,7 +131,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -527,7 +527,7 @@ "
<xarray.DataArray (x: 5)>\n",
        "array([9, 0, 2, 1, 0])\n",
        "Coordinates:\n",
-       "  * x        (x) int64 10 20 30 40 50
" + " * x (x) int64 10 20 30 40 50" ], "text/plain": [ "\n", @@ -556,7 +556,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 5, @@ -565,7 +565,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -952,7 +952,7 @@ "
<xarray.DataArray (x: 2)>\n",
        "array([9, 0])\n",
        "Coordinates:\n",
-       "  * x        (x) int64 10 20
" + " * x (x) int64 10 20" ], "text/plain": [ "\n", @@ -1397,7 +1397,7 @@ " Version_data: Daymet Data Version 3.0\n", " Conventions: CF-1.6\n", " citation: Please see http://daymet.ornl.gov/ for current Daymet ...\n", - " references: Please see http://daymet.ornl.gov/ for current informa...
  • tileid :
    12270
    start_year :
    1980
    source :
    Daymet Software Version 3.0
    Version_software :
    Daymet Software Version 3.0
    Version_data :
    Daymet Data Version 3.0
    Conventions :
    CF-1.6
    citation :
    Please see http://daymet.ornl.gov/ for current Daymet data citation information
    references :
    Please see http://daymet.ornl.gov/ for current information on Daymet references
    • " ], "text/plain": [ "\n", @@ -2023,7 +2023,7 @@ " long_name: daily total precipitation\n", " units: mm/day\n", " grid_mapping: lambert_conformal_conic\n", - " cell_methods: area: mean time: sum
  • long_name :
    daily total precipitation
    units :
    mm/day
    grid_mapping :
    lambert_conformal_conic
    cell_methods :
    area: mean time: sum
    • " ], "text/plain": [ "\n", @@ -2256,7 +2256,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -2412,8 +2412,8 @@ { "data": { "text/plain": [ - "{'summit': (-1567320.5383531062, 667030.7252830376),\n", - " 'paradise': (-1567257.837050381, 659751.1451685613)}" + "{'summit': (-1567320.5383531058, 667030.7252830388),\n", + " 'paradise': (-1567257.837050381, 659751.1451685615)}" ] }, "execution_count": 14, @@ -2483,7 +2483,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 16, @@ -2522,7 +2522,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 17, @@ -2561,7 +2561,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -2598,7 +2598,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -2674,7 +2674,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -2704,7 +2704,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -2744,7 +2744,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -2844,7 +2844,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 27, @@ -2881,7 +2881,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 28, @@ -2919,8 +2919,8 @@ { "data": { "text/plain": [ - "{'summit': (-1567320.5383531062, 667030.7252830376),\n", - " 'paradise': (-1567257.837050381, 659751.1451685613)}" + "{'summit': (-1567320.5383531058, 667030.7252830388),\n", + " 'paradise': (-1567257.837050381, 659751.1451685615)}" ] }, "execution_count": 29, @@ -3032,7 +3032,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 33, @@ -3435,7 +3435,7 @@ "
    <xarray.DataArray 'month' (month: 12)>\n",
        "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])\n",
        "Coordinates:\n",
-       "  * month    (month) int64 1 2 3 4 5 6 7 8 9 10 11 12
    " + " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12" ], "text/plain": [ "\n", @@ -3514,8 +3514,8 @@ { "data": { "text/plain": [ - "([-1567320.5383531062, -1567257.837050381],\n", - " [667030.7252830376, 659751.1451685613])" + "([-1567320.5383531058, -1567257.837050381],\n", + " [667030.7252830388, 659751.1451685615])" ] }, "execution_count": 36, @@ -3549,7 +3549,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_25288/2018086405.py:5: DeprecationWarning: dropping variables using `drop` is deprecated; use drop_vars.\n", + "/var/folders/gs/23hp3rd15qd6tyrfwt0r90qxz48f2r/T/ipykernel_3177/2018086405.py:5: DeprecationWarning: dropping variables using `drop` is deprecated; use drop_vars.\n", " method='nearest').drop(['lat', 'lon', 'x', 'y']).to_dataframe()\n" ] } @@ -4072,7 +4072,7 @@ " Version_data: Daymet Data Version 3.0\n", " Conventions: CF-1.6\n", " citation: Please see http://daymet.ornl.gov/ for current Daymet ...\n", - " references: Please see http://daymet.ornl.gov/ for current informa...
  • tileid :
    12270
    start_year :
    1980
    source :
    Daymet Software Version 3.0
    Version_software :
    Daymet Software Version 3.0
    Version_data :
    Daymet Data Version 3.0
    Conventions :
    CF-1.6
    citation :
    Please see http://daymet.ornl.gov/ for current Daymet data citation information
    references :
    Please see http://daymet.ornl.gov/ for current information on Daymet references
    • " ], "text/plain": [ "\n", @@ -4663,7 +4663,7 @@ " longitude_of_central_meridian: -100.0\n", " false_easting: 0.0\n", " false_northing: 0.0\n", - " spatial_ref: PROJCS["unknown",GEOGCS["unknown",DATUM["..." + " spatial_ref: PROJCS["unknown",GEOGCS["unknown",DATUM["..." ], "text/plain": [ "\n", @@ -5123,7 +5123,7 @@ " Version_data: Daymet Data Version 3.0\n", " Conventions: CF-1.6\n", " citation: Please see http://daymet.ornl.gov/ for current Daymet ...\n", - " references: Please see http://daymet.ornl.gov/ for current informa...
  • tileid :
    12270
    start_year :
    1980
    source :
    Daymet Software Version 3.0
    Version_software :
    Daymet Software Version 3.0
    Version_data :
    Daymet Data Version 3.0
    Conventions :
    CF-1.6
    citation :
    Please see http://daymet.ornl.gov/ for current Daymet data citation information
    references :
    Please see http://daymet.ornl.gov/ for current information on Daymet references
    • " ], "text/plain": [ "\n", @@ -6078,7 +6078,7 @@ " long_name: daily total precipitation\n", " units: mm/day\n", " grid_mapping: lambert_conformal_conic\n", - " cell_methods: area: mean time: sum
  • long_name :
    daily total precipitation
    units :
    mm/day
    grid_mapping :
    lambert_conformal_conic
    cell_methods :
    area: mean time: sum
    • " ], "text/plain": [ "\n", @@ -6249,7 +6249,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 52, diff --git a/notebooks/part0_python_intro/solutions/00_python_basics_review__solutions.ipynb b/notebooks/part0_python_intro/solutions/00_python_basics_review__solutions.ipynb index 94828cc..931ba90 100644 --- a/notebooks/part0_python_intro/solutions/00_python_basics_review__solutions.ipynb +++ b/notebooks/part0_python_intro/solutions/00_python_basics_review__solutions.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "941f8e32", "metadata": {}, "outputs": [], @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "a1a07ba5", "metadata": {}, "outputs": [], @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "f9edd245", "metadata": {}, "outputs": [], @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "bad99527", "metadata": {}, "outputs": [], @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "ff208e23", "metadata": {}, "outputs": [], @@ -65,27 +65,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "3f4842ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "9149" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(newdata)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "f5bd8ab1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\"I am happy to join with you today in what will go down in history as the greatest demonstration for freedom in the history of our nation. Five score years ago, a great American, in whose symbolic shadow we stand today, signed the Emancipation Proclamation. This momentous decree came as a great beacon light of hope to millions of Negro slaves who had been seared in the flames of withering injustice. It came as a joyous daybreak to end the long night of their captivity. But one hundred years later, the Negro still is not free. One hundred years later, the life of the Negro is still sadly crippled by the manacles of segregation and the chains of discrimination. One hundred years later, the Negro lives on a lonely island of poverty in the midst of a vast ocean of material prosperity. One hundred years later, the Negro is still languished in the corners of American society and finds himself an exile in his own land. And so we've come here today to dramatize a shameful condition. In a sense we've come to our nation's capital to cash a check. When the architects of our republic wrote the magnificent words of the Constitution and the Declaration of Independence, they were signing a promissory note to which every American was to fall heir. This note was a promise that all men, yes, black men as well as white men, would be guaranteed the unalienable Rights of Life, Liberty and the pursuit of Happiness. It is obvious today that America has defaulted on this promissory note, insofar as her citizens of color are concerned. Instead of honoring this sacred obligation, America has given the Negro people a bad check, a check which has come back marked insufficient funds. But we refuse to believe that the bank of justice is bankrupt. We refuse to believe that there are insufficient funds in the great vaults of opportunity of this nation. And so, we've come to cash this check, a check that will give us upon demand the riches of freedom and the security of justice. We have also come to this hallowed spot to remind America of the fierce urgency of Now. This is no time to engage in the luxury of cooling off or to take the tranquilizing drug of gradualism. Now is the time to make real the promises of democracy. Now is the time to rise from the dark and desolate valley of segregation to the sunlit path of racial justice. Now is the time to lift our nation from the quicksands of racial injustice to the solid rock of brotherhood. Now is the time to make justice a reality for all of God's children. It would be fatal for the nation to overlook the urgency of the moment. This sweltering summer of the Negro's legitimate discontent will not pass until there is an invigorating autumn of freedom and equality. Nineteen sixty-three is not an end, but a beginning. And those who hope that the Negro needed to blow off steam and will now be content will have a rude awakening if the nation returns to business as usual. And there will be neither rest nor tranquility in America until the Negro is granted his citizenship rights. The whirlwinds of revolt will continue to shake the foundations of our nation until the bright day of justice emerges. But there is something that I must say to my people, who stand on the warm threshold which leads into the palace of justice: In the process of gaining our rightful place, we must not be guilty of wrongful deeds. Let us not seek to satisfy our thirst for freedom by drinking from the cup of bitterness and hatred. We must forever conduct our struggle on the high plane of dignity and discipline. We must not allow our creative protest to degenerate into physical violence. Again and again, we must rise to the majestic heights of meeting physical force with soul force. The marvelous new militancy which has engulfed the Negro community must not lead us to a distrust of all white people, for many of our white brothers, as evidenced by their presence here today, have come to realize that their destiny is tied up with our destiny. And they have come to realize that their freedom is inextricably bound to our freedom. We cannot walk alone. And as we walk, we must make the pledge that we shall always march ahead. We cannot turn back. There are those who are asking the devotees of civil rights, When will you be satisfied? We can never be satisfied as long as the Negro is the victim of the unspeakable horrors of police brutality. We can never be satisfied as long as our bodies, heavy with the fatigue of travel, cannot gain lodging in the motels of the highways and the hotels of the cities. We cannot be satisfied as long as the negro's basic mobility is from a smaller ghetto to a larger one. We can never be satisfied as long as our children are stripped of their self-hood and robbed of their dignity by signs stating: For Whites Only. We cannot be satisfied as long as a Negro in Mississippi cannot vote and a Negro in New York believes he has nothing for which to vote. No, no, we are not satisfied, and we will not be satisfied until justice rolls down like waters, and righteousness like a mighty stream. I am not unmindful that some of you have come here out of great trials and tribulations. Some of you have come fresh from narrow jail cells. And some of you have come from areas where your quest -- quest for freedom left you battered by the storms of persecution and staggered by the winds of police brutality. You have been the veterans of creative suffering. Continue to work with the faith that unearned suffering is redemptive. Go back to Mississippi, go back to Alabama, go back to South Carolina, go back to Georgia, go back to Louisiana, go back to the slums and ghettos of our northern cities, knowing that somehow this situation can and will be changed. Let us not wallow in the valley of despair, I say to you today, my friends. And so even though we face the difficulties of today and tomorrow, I still have a dream. It is a dream deeply rooted in the American dream. I have a dream that one day this nation will rise up and live out the true meaning of its creed: We hold these truths to be self-evident, that all men are created equal. I have a dream that one day on the red hills of Georgia, the sons of former slaves and the sons of former slave owners will be able to sit down together at the table of brotherhood. I have a dream that one day even the state of Mississippi, a state sweltering with the heat of injustice, sweltering with the heat of oppression, will be transformed into an oasis of freedom and justice. I have a dream that my four little children will one day live in a nation where they will not be judged by the color of their skin but by the content of their character. I have a dream today! I have a dream that one day, down in Alabama, with its vicious racists, with its governor having his lips dripping with the words of interposition and nullification -- one day right there in Alabama little black boys and black girls will be able to join hands with little white boys and white girls as sisters and brothers. I have a dream today! I have a dream that one day every valley shall be exalted, and every hill and mountain shall be made low, the rough places will be made plain, and the crooked places will be made straight; and the glory of the Lord shall be revealed and all flesh shall see it together. This is our hope, and this is the faith that I go back to the South with. With this faith, we will be able to hew out of the mountain of despair a stone of hope. With this faith, we will be able to transform the jangling discords of our nation into a beautiful symphony of brotherhood. With this faith, we will be able to work together, to pray together, to struggle together, to go to jail together, to stand up for freedom together, knowing that we will be free one day. And this will be the day -- this will be the day when all of God's children will be able to sing with new meaning: My country 'tis of thee, sweet land of liberty, of thee I sing. Land where my fathers died, land of the Pilgrim's pride, From every mountainside, let freedom ring! And if America is to be a great nation, this must become true. And so let freedom ring from the prodigious hilltops of New Hampshire. Let freedom ring from the mighty mountains of New York. Let freedom ring from the heightening Alleghenies of Pennsylvania. Let freedom ring from the snow-capped Rockies of Colorado. Let freedom ring from the curvaceous slopes of California. But not only that: Let freedom ring from Stone Mountain of Georgia. Let freedom ring from Lookout Mountain of Tennessee. Let freedom ring from every hill and molehill of Mississippi. From every mountainside, let freedom ring. And when this happens, and when we allow freedom ring, when we let it ring from every village and every hamlet, from every state and every city, we will be able to speed up that day when all of God's children, black men and white men, Jews and Gentiles, Protestants and Catholics, will be able to join hands and sing in the words of the old Negro spiritual: Free at last! Free at last! Thank God Almighty, we are free at last!\"" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "newdata" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "0051f87b", "metadata": {}, "outputs": [], @@ -95,17 +117,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "3371ec7d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\"i am happy to join with you today in what will go down in history as the greatest demonstration for freedom in the history of our nation. five score years ago, a great american, in whose symbolic shadow we stand today, signed the emancipation proclamation. this momentous decree came as a great beacon light of hope to millions of negro slaves who had been seared in the flames of withering injustice. it came as a joyous daybreak to end the long night of their captivity. but one hundred years later, the negro still is not free. one hundred years later, the life of the negro is still sadly crippled by the manacles of segregation and the chains of discrimination. one hundred years later, the negro lives on a lonely island of poverty in the midst of a vast ocean of material prosperity. one hundred years later, the negro is still languished in the corners of american society and finds himself an exile in his own land. and so we've come here today to dramatize a shameful condition. in a sense we've come to our nation's capital to cash a check. when the architects of our republic wrote the magnificent words of the constitution and the declaration of independence, they were signing a promissory note to which every american was to fall heir. this note was a promise that all men, yes, black men as well as white men, would be guaranteed the unalienable rights of life, liberty and the pursuit of happiness. it is obvious today that america has defaulted on this promissory note, insofar as her citizens of color are concerned. instead of honoring this sacred obligation, america has given the negro people a bad check, a check which has come back marked insufficient funds. but we refuse to believe that the bank of justice is bankrupt. we refuse to believe that there are insufficient funds in the great vaults of opportunity of this nation. and so, we've come to cash this check, a check that will give us upon demand the riches of freedom and the security of justice. we have also come to this hallowed spot to remind america of the fierce urgency of now. this is no time to engage in the luxury of cooling off or to take the tranquilizing drug of gradualism. now is the time to make real the promises of democracy. now is the time to rise from the dark and desolate valley of segregation to the sunlit path of racial justice. now is the time to lift our nation from the quicksands of racial injustice to the solid rock of brotherhood. now is the time to make justice a reality for all of god's children. it would be fatal for the nation to overlook the urgency of the moment. this sweltering summer of the negro's legitimate discontent will not pass until there is an invigorating autumn of freedom and equality. nineteen sixty-three is not an end, but a beginning. and those who hope that the negro needed to blow off steam and will now be content will have a rude awakening if the nation returns to business as usual. and there will be neither rest nor tranquility in america until the negro is granted his citizenship rights. the whirlwinds of revolt will continue to shake the foundations of our nation until the bright day of justice emerges. but there is something that i must say to my people, who stand on the warm threshold which leads into the palace of justice: in the process of gaining our rightful place, we must not be guilty of wrongful deeds. let us not seek to satisfy our thirst for freedom by drinking from the cup of bitterness and hatred. we must forever conduct our struggle on the high plane of dignity and discipline. we must not allow our creative protest to degenerate into physical violence. again and again, we must rise to the majestic heights of meeting physical force with soul force. the marvelous new militancy which has engulfed the negro community must not lead us to a distrust of all white people, for many of our white brothers, as evidenced by their presence here today, have come to realize that their destiny is tied up with our destiny. and they have come to realize that their freedom is inextricably bound to our freedom. we cannot walk alone. and as we walk, we must make the pledge that we shall always march ahead. we cannot turn back. there are those who are asking the devotees of civil rights, when will you be satisfied? we can never be satisfied as long as the negro is the victim of the unspeakable horrors of police brutality. we can never be satisfied as long as our bodies, heavy with the fatigue of travel, cannot gain lodging in the motels of the highways and the hotels of the cities. we cannot be satisfied as long as the negro's basic mobility is from a smaller ghetto to a larger one. we can never be satisfied as long as our children are stripped of their self-hood and robbed of their dignity by signs stating: for whites only. we cannot be satisfied as long as a negro in mississippi cannot vote and a negro in new york believes he has nothing for which to vote. no, no, we are not satisfied, and we will not be satisfied until justice rolls down like waters, and righteousness like a mighty stream. i am not unmindful that some of you have come here out of great trials and tribulations. some of you have come fresh from narrow jail cells. and some of you have come from areas where your quest -- quest for freedom left you battered by the storms of persecution and staggered by the winds of police brutality. you have been the veterans of creative suffering. continue to work with the faith that unearned suffering is redemptive. go back to mississippi, go back to alabama, go back to south carolina, go back to georgia, go back to louisiana, go back to the slums and ghettos of our northern cities, knowing that somehow this situation can and will be changed. let us not wallow in the valley of despair, i say to you today, my friends. and so even though we face the difficulties of today and tomorrow, i still have a dream. it is a dream deeply rooted in the american dream. i have a dream that one day this nation will rise up and live out the true meaning of its creed: we hold these truths to be self-evident, that all men are created equal. i have a dream that one day on the red hills of georgia, the sons of former slaves and the sons of former slave owners will be able to sit down together at the table of brotherhood. i have a dream that one day even the state of mississippi, a state sweltering with the heat of injustice, sweltering with the heat of oppression, will be transformed into an oasis of freedom and justice. i have a dream that my four little children will one day live in a nation where they will not be judged by the color of their skin but by the content of their character. i have a dream today! i have a dream that one day, down in alabama, with its vicious racists, with its governor having his lips dripping with the words of interposition and nullification -- one day right there in alabama little black boys and black girls will be able to join hands with little white boys and white girls as sisters and brothers. i have a dream today! i have a dream that one day every valley shall be exalted, and every hill and mountain shall be made low, the rough places will be made plain, and the crooked places will be made straight; and the glory of the lord shall be revealed and all flesh shall see it together. this is our hope, and this is the faith that i go back to the south with. with this faith, we will be able to hew out of the mountain of despair a stone of hope. with this faith, we will be able to transform the jangling discords of our nation into a beautiful symphony of brotherhood. with this faith, we will be able to work together, to pray together, to struggle together, to go to jail together, to stand up for freedom together, knowing that we will be free one day. and this will be the day -- this will be the day when all of god's children will be able to sing with new meaning: my country 'tis of thee, sweet land of liberty, of thee i sing. land where my fathers died, land of the pilgrim's pride, from every mountainside, let freedom ring! and if america is to be a great nation, this must become true. and so let freedom ring from the prodigious hilltops of new hampshire. let freedom ring from the mighty mountains of new york. let freedom ring from the heightening alleghenies of pennsylvania. let freedom ring from the snow-capped rockies of colorado. let freedom ring from the curvaceous slopes of california. but not only that: let freedom ring from stone mountain of georgia. let freedom ring from lookout mountain of tennessee. let freedom ring from every hill and molehill of mississippi. from every mountainside, let freedom ring. and when this happens, and when we allow freedom ring, when we let it ring from every village and every hamlet, from every state and every city, we will be able to speed up that day when all of god's children, black men and white men, jews and gentiles, protestants and catholics, will be able to join hands and sing in the words of the old negro spiritual: free at last! free at last! thank god almighty, we are free at last!\"" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "newdata" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "0b3c8d11", "metadata": {}, "outputs": [], @@ -115,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "0ad2436e", "metadata": {}, "outputs": [], @@ -126,20 +159,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "99e90459", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\"i am happy to join with you today in what will go down in history as the greatest demonstration for freedom in the history of our nation five score years ago a great american in whose symbolic shadow we stand today signed the emancipation proclamation this momentous decree came as a great beacon light of hope to millions of negro slaves who had been seared in the flames of withering injustice it came as a joyous daybreak to end the long night of their captivity but one hundred years later the negro still is not free one hundred years later the life of the negro is still sadly crippled by the manacles of segregation and the chains of discrimination one hundred years later the negro lives on a lonely island of poverty in the midst of a vast ocean of material prosperity one hundred years later the negro is still languished in the corners of american society and finds himself an exile in his own land and so we've come here today to dramatize a shameful condition in a sense we've come to our nation's capital to cash a check when the architects of our republic wrote the magnificent words of the constitution and the declaration of independence they were signing a promissory note to which every american was to fall heir this note was a promise that all men yes black men as well as white men would be guaranteed the unalienable rights of life liberty and the pursuit of happiness it is obvious today that america has defaulted on this promissory note insofar as her citizens of color are concerned instead of honoring this sacred obligation america has given the negro people a bad check a check which has come back marked insufficient funds but we refuse to believe that the bank of justice is bankrupt we refuse to believe that there are insufficient funds in the great vaults of opportunity of this nation and so we've come to cash this check a check that will give us upon demand the riches of freedom and the security of justice we have also come to this hallowed spot to remind america of the fierce urgency of now this is no time to engage in the luxury of cooling off or to take the tranquilizing drug of gradualism now is the time to make real the promises of democracy now is the time to rise from the dark and desolate valley of segregation to the sunlit path of racial justice now is the time to lift our nation from the quicksands of racial injustice to the solid rock of brotherhood now is the time to make justice a reality for all of god's children it would be fatal for the nation to overlook the urgency of the moment this sweltering summer of the negro's legitimate discontent will not pass until there is an invigorating autumn of freedom and equality nineteen sixtythree is not an end but a beginning and those who hope that the negro needed to blow off steam and will now be content will have a rude awakening if the nation returns to business as usual and there will be neither rest nor tranquility in america until the negro is granted his citizenship rights the whirlwinds of revolt will continue to shake the foundations of our nation until the bright day of justice emerges but there is something that i must say to my people who stand on the warm threshold which leads into the palace of justice in the process of gaining our rightful place we must not be guilty of wrongful deeds let us not seek to satisfy our thirst for freedom by drinking from the cup of bitterness and hatred we must forever conduct our struggle on the high plane of dignity and discipline we must not allow our creative protest to degenerate into physical violence again and again we must rise to the majestic heights of meeting physical force with soul force the marvelous new militancy which has engulfed the negro community must not lead us to a distrust of all white people for many of our white brothers as evidenced by their presence here today have come to realize that their destiny is tied up with our destiny and they have come to realize that their freedom is inextricably bound to our freedom we cannot walk alone and as we walk we must make the pledge that we shall always march ahead we cannot turn back there are those who are asking the devotees of civil rights when will you be satisfied? we can never be satisfied as long as the negro is the victim of the unspeakable horrors of police brutality we can never be satisfied as long as our bodies heavy with the fatigue of travel cannot gain lodging in the motels of the highways and the hotels of the cities we cannot be satisfied as long as the negro's basic mobility is from a smaller ghetto to a larger one we can never be satisfied as long as our children are stripped of their selfhood and robbed of their dignity by signs stating for whites only we cannot be satisfied as long as a negro in mississippi cannot vote and a negro in new york believes he has nothing for which to vote no no we are not satisfied and we will not be satisfied until justice rolls down like waters and righteousness like a mighty stream i am not unmindful that some of you have come here out of great trials and tribulations some of you have come fresh from narrow jail cells and some of you have come from areas where your quest quest for freedom left you battered by the storms of persecution and staggered by the winds of police brutality you have been the veterans of creative suffering continue to work with the faith that unearned suffering is redemptive go back to mississippi go back to alabama go back to south carolina go back to georgia go back to louisiana go back to the slums and ghettos of our northern cities knowing that somehow this situation can and will be changed let us not wallow in the valley of despair i say to you today my friends and so even though we face the difficulties of today and tomorrow i still have a dream it is a dream deeply rooted in the american dream i have a dream that one day this nation will rise up and live out the true meaning of its creed we hold these truths to be selfevident that all men are created equal i have a dream that one day on the red hills of georgia the sons of former slaves and the sons of former slave owners will be able to sit down together at the table of brotherhood i have a dream that one day even the state of mississippi a state sweltering with the heat of injustice sweltering with the heat of oppression will be transformed into an oasis of freedom and justice i have a dream that my four little children will one day live in a nation where they will not be judged by the color of their skin but by the content of their character i have a dream today i have a dream that one day down in alabama with its vicious racists with its governor having his lips dripping with the words of interposition and nullification one day right there in alabama little black boys and black girls will be able to join hands with little white boys and white girls as sisters and brothers i have a dream today i have a dream that one day every valley shall be exalted and every hill and mountain shall be made low the rough places will be made plain and the crooked places will be made straight and the glory of the lord shall be revealed and all flesh shall see it together this is our hope and this is the faith that i go back to the south with with this faith we will be able to hew out of the mountain of despair a stone of hope with this faith we will be able to transform the jangling discords of our nation into a beautiful symphony of brotherhood with this faith we will be able to work together to pray together to struggle together to go to jail together to stand up for freedom together knowing that we will be free one day and this will be the day this will be the day when all of god's children will be able to sing with new meaning my country 'tis of thee sweet land of liberty of thee i sing land where my fathers died land of the pilgrim's pride from every mountainside let freedom ring and if america is to be a great nation this must become true and so let freedom ring from the prodigious hilltops of new hampshire let freedom ring from the mighty mountains of new york let freedom ring from the heightening alleghenies of pennsylvania let freedom ring from the snowcapped rockies of colorado let freedom ring from the curvaceous slopes of california but not only that let freedom ring from stone mountain of georgia let freedom ring from lookout mountain of tennessee let freedom ring from every hill and molehill of mississippi from every mountainside let freedom ring and when this happens and when we allow freedom ring when we let it ring from every village and every hamlet from every state and every city we will be able to speed up that day when all of god's children black men and white men jews and gentiles protestants and catholics will be able to join hands and sing in the words of the old negro spiritual free at last free at last thank god almighty we are free at last\"" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "newdata" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "10966edf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1664" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "newdata = newdata.split()\n", "len(newdata)" @@ -147,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "58ff104d", "metadata": {}, "outputs": [], @@ -160,27 +215,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "9f62bf76", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "724" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(finaldata)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "3aa73eaa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "'i' in finaldata" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "7a1321e4", "metadata": {}, "outputs": [], @@ -192,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "f8aaf7f2", "metadata": {}, "outputs": [], @@ -206,20 +283,473 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "51d9dcd0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'happy': 1,\n", + " 'join': 3,\n", + " 'today': 9,\n", + " 'history': 2,\n", + " 'greatest': 1,\n", + " 'demonstration': 1,\n", + " 'freedom': 20,\n", + " 'nation': 10,\n", + " 'score': 1,\n", + " 'years': 5,\n", + " 'ago': 1,\n", + " 'great': 5,\n", + " 'american': 4,\n", + " 'symbolic': 1,\n", + " 'shadow': 1,\n", + " 'stand': 3,\n", + " 'signed': 1,\n", + " 'emancipation': 1,\n", + " 'proclamation': 1,\n", + " 'momentous': 1,\n", + " 'decree': 1,\n", + " 'came': 2,\n", + " 'beacon': 1,\n", + " 'light': 1,\n", + " 'hope': 4,\n", + " 'millions': 1,\n", + " 'negro': 13,\n", + " 'slaves': 2,\n", + " 'seared': 1,\n", + " 'flames': 1,\n", + " 'withering': 1,\n", + " 'injustice': 3,\n", + " 'joyous': 1,\n", + " 'daybreak': 1,\n", + " 'end': 2,\n", + " 'long': 6,\n", + " 'night': 1,\n", + " 'captivity': 1,\n", + " 'later': 4,\n", + " 'free': 5,\n", + " 'life': 2,\n", + " 'sadly': 1,\n", + " 'crippled': 1,\n", + " 'manacles': 1,\n", + " 'segregation': 2,\n", + " 'chains': 1,\n", + " 'discrimination': 1,\n", + " 'lives': 1,\n", + " 'lonely': 1,\n", + " 'island': 1,\n", + " 'poverty': 1,\n", + " 'midst': 1,\n", + " 'vast': 1,\n", + " 'ocean': 1,\n", + " 'material': 1,\n", + " 'prosperity': 1,\n", + " 'languished': 1,\n", + " 'corners': 1,\n", + " 'society': 1,\n", + " 'finds': 1,\n", + " 'exile': 1,\n", + " 'land': 4,\n", + " \"we've\": 3,\n", + " 'come': 10,\n", + " 'dramatize': 1,\n", + " 'shameful': 1,\n", + " 'condition': 1,\n", + " 'sense': 1,\n", + " \"nation's\": 1,\n", + " 'capital': 1,\n", + " 'cash': 2,\n", + " 'check': 5,\n", + " 'architects': 1,\n", + " 'republic': 1,\n", + " 'wrote': 1,\n", + " 'magnificent': 1,\n", + " 'words': 3,\n", + " 'constitution': 1,\n", + " 'declaration': 1,\n", + " 'independence': 1,\n", + " 'signing': 1,\n", + " 'promissory': 2,\n", + " 'note': 3,\n", + " 'fall': 1,\n", + " 'heir': 1,\n", + " 'promise': 1,\n", + " 'men': 6,\n", + " 'yes': 1,\n", + " 'black': 4,\n", + " 'white': 6,\n", + " 'guaranteed': 1,\n", + " 'unalienable': 1,\n", + " 'rights': 3,\n", + " 'liberty': 2,\n", + " 'pursuit': 1,\n", + " 'happiness': 1,\n", + " 'obvious': 1,\n", + " 'america': 5,\n", + " 'defaulted': 1,\n", + " 'insofar': 1,\n", + " 'citizens': 1,\n", + " 'color': 2,\n", + " 'concerned': 1,\n", + " 'instead': 1,\n", + " 'honoring': 1,\n", + " 'sacred': 1,\n", + " 'obligation': 1,\n", + " 'given': 1,\n", + " 'people': 3,\n", + " 'bad': 1,\n", + " 'marked': 1,\n", + " 'insufficient': 2,\n", + " 'funds': 2,\n", + " 'refuse': 2,\n", + " 'believe': 2,\n", + " 'bank': 1,\n", + " 'justice': 8,\n", + " 'bankrupt': 1,\n", + " 'vaults': 1,\n", + " 'opportunity': 1,\n", + " 'demand': 1,\n", + " 'riches': 1,\n", + " 'security': 1,\n", + " 'hallowed': 1,\n", + " 'spot': 1,\n", + " 'remind': 1,\n", + " 'fierce': 1,\n", + " 'urgency': 2,\n", + " 'time': 5,\n", + " 'engage': 1,\n", + " 'luxury': 1,\n", + " 'cooling': 1,\n", + " 'tranquilizing': 1,\n", + " 'drug': 1,\n", + " 'gradualism': 1,\n", + " 'make': 3,\n", + " 'real': 1,\n", + " 'promises': 1,\n", + " 'democracy': 1,\n", + " 'rise': 3,\n", + " 'dark': 1,\n", + " 'desolate': 1,\n", + " 'valley': 3,\n", + " 'sunlit': 1,\n", + " 'path': 1,\n", + " 'racial': 2,\n", + " 'lift': 1,\n", + " 'quicksands': 1,\n", + " 'solid': 1,\n", + " 'rock': 1,\n", + " 'brotherhood': 3,\n", + " 'reality': 1,\n", + " \"god's\": 3,\n", + " 'children': 5,\n", + " 'fatal': 1,\n", + " 'overlook': 1,\n", + " 'moment': 1,\n", + " 'sweltering': 3,\n", + " 'summer': 1,\n", + " \"negro's\": 2,\n", + " 'legitimate': 1,\n", + " 'discontent': 1,\n", + " 'pass': 1,\n", + " 'invigorating': 1,\n", + " 'autumn': 1,\n", + " 'equality': 1,\n", + " 'nineteen': 1,\n", + " 'sixtythree': 1,\n", + " 'beginning': 1,\n", + " 'needed': 1,\n", + " 'blow': 1,\n", + " 'steam': 1,\n", + " 'content': 2,\n", + " 'rude': 1,\n", + " 'awakening': 1,\n", + " 'returns': 1,\n", + " 'business': 1,\n", + " 'usual': 1,\n", + " 'rest': 1,\n", + " 'tranquility': 1,\n", + " 'granted': 1,\n", + " 'citizenship': 1,\n", + " 'whirlwinds': 1,\n", + " 'revolt': 1,\n", + " 'continue': 2,\n", + " 'shake': 1,\n", + " 'foundations': 1,\n", + " 'bright': 1,\n", + " 'day': 12,\n", + " 'emerges': 1,\n", + " 'say': 2,\n", + " 'warm': 1,\n", + " 'threshold': 1,\n", + " 'leads': 1,\n", + " 'palace': 1,\n", + " 'process': 1,\n", + " 'gaining': 1,\n", + " 'rightful': 1,\n", + " 'place': 1,\n", + " 'guilty': 1,\n", + " 'wrongful': 1,\n", + " 'deeds': 1,\n", + " 'let': 13,\n", + " 'seek': 1,\n", + " 'satisfy': 1,\n", + " 'thirst': 1,\n", + " 'drinking': 1,\n", + " 'cup': 1,\n", + " 'bitterness': 1,\n", + " 'hatred': 1,\n", + " 'forever': 1,\n", + " 'conduct': 1,\n", + " 'struggle': 2,\n", + " 'high': 1,\n", + " 'plane': 1,\n", + " 'dignity': 2,\n", + " 'discipline': 1,\n", + " 'allow': 2,\n", + " 'creative': 2,\n", + " 'protest': 1,\n", + " 'degenerate': 1,\n", + " 'physical': 2,\n", + " 'violence': 1,\n", + " 'majestic': 1,\n", + " 'heights': 1,\n", + " 'meeting': 1,\n", + " 'force': 2,\n", + " 'soul': 1,\n", + " 'marvelous': 1,\n", + " 'new': 5,\n", + " 'militancy': 1,\n", + " 'engulfed': 1,\n", + " 'community': 1,\n", + " 'lead': 1,\n", + " 'distrust': 1,\n", + " 'brothers': 2,\n", + " 'evidenced': 1,\n", + " 'presence': 1,\n", + " 'realize': 2,\n", + " 'destiny': 2,\n", + " 'tied': 1,\n", + " 'inextricably': 1,\n", + " 'bound': 1,\n", + " 'walk': 2,\n", + " 'pledge': 1,\n", + " 'shall': 5,\n", + " 'march': 1,\n", + " 'ahead': 1,\n", + " 'turn': 1,\n", + " 'asking': 1,\n", + " 'devotees': 1,\n", + " 'civil': 1,\n", + " 'satisfied?': 1,\n", + " 'satisfied': 7,\n", + " 'victim': 1,\n", + " 'unspeakable': 1,\n", + " 'horrors': 1,\n", + " 'police': 2,\n", + " 'brutality': 2,\n", + " 'bodies': 1,\n", + " 'heavy': 1,\n", + " 'fatigue': 1,\n", + " 'travel': 1,\n", + " 'gain': 1,\n", + " 'lodging': 1,\n", + " 'motels': 1,\n", + " 'highways': 1,\n", + " 'hotels': 1,\n", + " 'cities': 2,\n", + " 'basic': 1,\n", + " 'mobility': 1,\n", + " 'smaller': 1,\n", + " 'ghetto': 1,\n", + " 'larger': 1,\n", + " 'stripped': 1,\n", + " 'selfhood': 1,\n", + " 'robbed': 1,\n", + " 'signs': 1,\n", + " 'stating': 1,\n", + " 'whites': 1,\n", + " 'mississippi': 4,\n", + " 'vote': 2,\n", + " 'york': 2,\n", + " 'believes': 1,\n", + " 'rolls': 1,\n", + " 'like': 2,\n", + " 'waters': 1,\n", + " 'righteousness': 1,\n", + " 'mighty': 2,\n", + " 'stream': 1,\n", + " 'unmindful': 1,\n", + " 'trials': 1,\n", + " 'tribulations': 1,\n", + " 'fresh': 1,\n", + " 'narrow': 1,\n", + " 'jail': 2,\n", + " 'cells': 1,\n", + " 'areas': 1,\n", + " 'quest': 2,\n", + " 'left': 1,\n", + " 'battered': 1,\n", + " 'storms': 1,\n", + " 'persecution': 1,\n", + " 'staggered': 1,\n", + " 'winds': 1,\n", + " 'veterans': 1,\n", + " 'suffering': 2,\n", + " 'work': 2,\n", + " 'faith': 5,\n", + " 'unearned': 1,\n", + " 'redemptive': 1,\n", + " 'alabama': 3,\n", + " 'south': 2,\n", + " 'carolina': 1,\n", + " 'georgia': 3,\n", + " 'louisiana': 1,\n", + " 'slums': 1,\n", + " 'ghettos': 1,\n", + " 'northern': 1,\n", + " 'knowing': 2,\n", + " 'situation': 1,\n", + " 'changed': 1,\n", + " 'wallow': 1,\n", + " 'despair': 2,\n", + " 'friends': 1,\n", + " 'face': 1,\n", + " 'difficulties': 1,\n", + " 'tomorrow': 1,\n", + " 'dream': 11,\n", + " 'deeply': 1,\n", + " 'rooted': 1,\n", + " 'live': 2,\n", + " 'true': 2,\n", + " 'meaning': 2,\n", + " 'creed': 1,\n", + " 'hold': 1,\n", + " 'truths': 1,\n", + " 'selfevident': 1,\n", + " 'created': 1,\n", + " 'equal': 1,\n", + " 'red': 1,\n", + " 'hills': 1,\n", + " 'sons': 2,\n", + " 'slave': 1,\n", + " 'owners': 1,\n", + " 'able': 8,\n", + " 'sit': 1,\n", + " 'table': 1,\n", + " 'state': 3,\n", + " 'heat': 2,\n", + " 'oppression': 1,\n", + " 'transformed': 1,\n", + " 'oasis': 1,\n", + " 'little': 3,\n", + " 'judged': 1,\n", + " 'skin': 1,\n", + " 'character': 1,\n", + " 'vicious': 1,\n", + " 'racists': 1,\n", + " 'governor': 1,\n", + " 'having': 1,\n", + " 'lips': 1,\n", + " 'dripping': 1,\n", + " 'interposition': 1,\n", + " 'nullification': 1,\n", + " 'right': 1,\n", + " 'boys': 2,\n", + " 'girls': 2,\n", + " 'hands': 2,\n", + " 'sisters': 1,\n", + " 'exalted': 1,\n", + " 'hill': 2,\n", + " 'mountain': 4,\n", + " 'low': 1,\n", + " 'rough': 1,\n", + " 'places': 2,\n", + " 'plain': 1,\n", + " 'crooked': 1,\n", + " 'straight': 1,\n", + " 'glory': 1,\n", + " 'lord': 1,\n", + " 'revealed': 1,\n", + " 'flesh': 1,\n", + " 'hew': 1,\n", + " 'stone': 2,\n", + " 'transform': 1,\n", + " 'jangling': 1,\n", + " 'discords': 1,\n", + " 'beautiful': 1,\n", + " 'symphony': 1,\n", + " 'pray': 1,\n", + " 'sing': 3,\n", + " 'country': 1,\n", + " \"'tis\": 1,\n", + " 'thee': 2,\n", + " 'sweet': 1,\n", + " 'fathers': 1,\n", + " 'died': 1,\n", + " \"pilgrim's\": 1,\n", + " 'pride': 1,\n", + " 'mountainside': 2,\n", + " 'ring': 12,\n", + " 'prodigious': 1,\n", + " 'hilltops': 1,\n", + " 'hampshire': 1,\n", + " 'mountains': 1,\n", + " 'heightening': 1,\n", + " 'alleghenies': 1,\n", + " 'pennsylvania': 1,\n", + " 'snowcapped': 1,\n", + " 'rockies': 1,\n", + " 'colorado': 1,\n", + " 'curvaceous': 1,\n", + " 'slopes': 1,\n", + " 'california': 1,\n", + " 'lookout': 1,\n", + " 'tennessee': 1,\n", + " 'molehill': 1,\n", + " 'happens': 1,\n", + " 'village': 1,\n", + " 'hamlet': 1,\n", + " 'city': 1,\n", + " 'speed': 1,\n", + " 'jews': 1,\n", + " 'gentiles': 1,\n", + " 'protestants': 1,\n", + " 'catholics': 1,\n", + " 'old': 1,\n", + " 'spiritual': 1,\n", + " 'thank': 1,\n", + " 'god': 1,\n", + " 'almighty': 1}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "counts" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "57359e42", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "top_counts = sorted(counts.values(), reverse=True)\n", "\n", @@ -232,12 +762,449 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "ee69113b", - "metadata": { - "scrolled": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "freedom 20\n", + "negro 13\n", + "let 13\n", + "day 12\n", + "ring 12\n", + "dream 11\n", + "nation 10\n", + "come 10\n", + "today 9\n", + "justice 8\n", + "able 8\n", + "satisfied 7\n", + "long 6\n", + "men 6\n", + "white 6\n", + "years 5\n", + "great 5\n", + "free 5\n", + "check 5\n", + "america 5\n", + "time 5\n", + "children 5\n", + "new 5\n", + "shall 5\n", + "faith 5\n", + "american 4\n", + "hope 4\n", + "later 4\n", + "land 4\n", + "black 4\n", + "mississippi 4\n", + "mountain 4\n", + "join 3\n", + "stand 3\n", + "injustice 3\n", + "we've 3\n", + "words 3\n", + "note 3\n", + "rights 3\n", + "people 3\n", + "make 3\n", + "rise 3\n", + "valley 3\n", + "brotherhood 3\n", + "god's 3\n", + "sweltering 3\n", + "alabama 3\n", + "georgia 3\n", + "state 3\n", + "little 3\n", + "sing 3\n", + "history 2\n", + "came 2\n", + "slaves 2\n", + "end 2\n", + "life 2\n", + "segregation 2\n", + "cash 2\n", + "promissory 2\n", + "liberty 2\n", + "color 2\n", + "insufficient 2\n", + "funds 2\n", + "refuse 2\n", + "believe 2\n", + "urgency 2\n", + "racial 2\n", + "negro's 2\n", + "content 2\n", + "continue 2\n", + "say 2\n", + "struggle 2\n", + "dignity 2\n", + "allow 2\n", + "creative 2\n", + "physical 2\n", + "force 2\n", + "brothers 2\n", + "realize 2\n", + "destiny 2\n", + "walk 2\n", + "police 2\n", + "brutality 2\n", + "cities 2\n", + "vote 2\n", + "york 2\n", + "like 2\n", + "mighty 2\n", + "jail 2\n", + "quest 2\n", + "suffering 2\n", + "work 2\n", + "south 2\n", + "knowing 2\n", + "despair 2\n", + "live 2\n", + "true 2\n", + "meaning 2\n", + "sons 2\n", + "heat 2\n", + "boys 2\n", + "girls 2\n", + "hands 2\n", + "hill 2\n", + "places 2\n", + "stone 2\n", + "thee 2\n", + "mountainside 2\n", + "happy 1\n", + "greatest 1\n", + "demonstration 1\n", + "score 1\n", + "ago 1\n", + "symbolic 1\n", + "shadow 1\n", + "signed 1\n", + "emancipation 1\n", + "proclamation 1\n", + "momentous 1\n", + "decree 1\n", + "beacon 1\n", + "light 1\n", + "millions 1\n", + "seared 1\n", + "flames 1\n", + "withering 1\n", + "joyous 1\n", + "daybreak 1\n", + "night 1\n", + "captivity 1\n", + "sadly 1\n", + "crippled 1\n", + "manacles 1\n", + "chains 1\n", + "discrimination 1\n", + "lives 1\n", + "lonely 1\n", + "island 1\n", + "poverty 1\n", + "midst 1\n", + "vast 1\n", + "ocean 1\n", + "material 1\n", + "prosperity 1\n", + "languished 1\n", + "corners 1\n", + "society 1\n", + "finds 1\n", + "exile 1\n", + "dramatize 1\n", + "shameful 1\n", + "condition 1\n", + "sense 1\n", + "nation's 1\n", + "capital 1\n", + "architects 1\n", + "republic 1\n", + "wrote 1\n", + "magnificent 1\n", + "constitution 1\n", + "declaration 1\n", + "independence 1\n", + "signing 1\n", + "fall 1\n", + "heir 1\n", + "promise 1\n", + "yes 1\n", + "guaranteed 1\n", + "unalienable 1\n", + "pursuit 1\n", + "happiness 1\n", + "obvious 1\n", + "defaulted 1\n", + "insofar 1\n", + "citizens 1\n", + "concerned 1\n", + "instead 1\n", + "honoring 1\n", + "sacred 1\n", + "obligation 1\n", + "given 1\n", + "bad 1\n", + "marked 1\n", + "bank 1\n", + "bankrupt 1\n", + "vaults 1\n", + "opportunity 1\n", + "demand 1\n", + "riches 1\n", + "security 1\n", + "hallowed 1\n", + "spot 1\n", + "remind 1\n", + "fierce 1\n", + "engage 1\n", + "luxury 1\n", + "cooling 1\n", + "tranquilizing 1\n", + "drug 1\n", + "gradualism 1\n", + "real 1\n", + "promises 1\n", + "democracy 1\n", + "dark 1\n", + "desolate 1\n", + "sunlit 1\n", + "path 1\n", + "lift 1\n", + "quicksands 1\n", + "solid 1\n", + "rock 1\n", + "reality 1\n", + "fatal 1\n", + "overlook 1\n", + "moment 1\n", + "summer 1\n", + "legitimate 1\n", + "discontent 1\n", + "pass 1\n", + "invigorating 1\n", + "autumn 1\n", + "equality 1\n", + "nineteen 1\n", + "sixtythree 1\n", + "beginning 1\n", + "needed 1\n", + "blow 1\n", + "steam 1\n", + "rude 1\n", + "awakening 1\n", + "returns 1\n", + "business 1\n", + "usual 1\n", + "rest 1\n", + "tranquility 1\n", + "granted 1\n", + "citizenship 1\n", + "whirlwinds 1\n", + "revolt 1\n", + "shake 1\n", + "foundations 1\n", + "bright 1\n", + "emerges 1\n", + "warm 1\n", + "threshold 1\n", + "leads 1\n", + "palace 1\n", + "process 1\n", + "gaining 1\n", + "rightful 1\n", + "place 1\n", + "guilty 1\n", + "wrongful 1\n", + "deeds 1\n", + "seek 1\n", + "satisfy 1\n", + "thirst 1\n", + "drinking 1\n", + "cup 1\n", + "bitterness 1\n", + "hatred 1\n", + "forever 1\n", + "conduct 1\n", + "high 1\n", + "plane 1\n", + "discipline 1\n", + "protest 1\n", + "degenerate 1\n", + "violence 1\n", + "majestic 1\n", + "heights 1\n", + "meeting 1\n", + "soul 1\n", + "marvelous 1\n", + "militancy 1\n", + "engulfed 1\n", + "community 1\n", + "lead 1\n", + "distrust 1\n", + "evidenced 1\n", + "presence 1\n", + "tied 1\n", + "inextricably 1\n", + "bound 1\n", + "pledge 1\n", + "march 1\n", + "ahead 1\n", + "turn 1\n", + "asking 1\n", + "devotees 1\n", + "civil 1\n", + "satisfied? 1\n", + "victim 1\n", + "unspeakable 1\n", + "horrors 1\n", + "bodies 1\n", + "heavy 1\n", + "fatigue 1\n", + "travel 1\n", + "gain 1\n", + "lodging 1\n", + "motels 1\n", + "highways 1\n", + "hotels 1\n", + "basic 1\n", + "mobility 1\n", + "smaller 1\n", + "ghetto 1\n", + "larger 1\n", + "stripped 1\n", + "selfhood 1\n", + "robbed 1\n", + "signs 1\n", + "stating 1\n", + "whites 1\n", + "believes 1\n", + "rolls 1\n", + "waters 1\n", + "righteousness 1\n", + "stream 1\n", + "unmindful 1\n", + "trials 1\n", + "tribulations 1\n", + "fresh 1\n", + "narrow 1\n", + "cells 1\n", + "areas 1\n", + "left 1\n", + "battered 1\n", + "storms 1\n", + "persecution 1\n", + "staggered 1\n", + "winds 1\n", + "veterans 1\n", + "unearned 1\n", + "redemptive 1\n", + "carolina 1\n", + "louisiana 1\n", + "slums 1\n", + "ghettos 1\n", + "northern 1\n", + "situation 1\n", + "changed 1\n", + "wallow 1\n", + "friends 1\n", + "face 1\n", + "difficulties 1\n", + "tomorrow 1\n", + "deeply 1\n", + "rooted 1\n", + "creed 1\n", + "hold 1\n", + "truths 1\n", + "selfevident 1\n", + "created 1\n", + "equal 1\n", + "red 1\n", + "hills 1\n", + "slave 1\n", + "owners 1\n", + "sit 1\n", + "table 1\n", + "oppression 1\n", + "transformed 1\n", + "oasis 1\n", + "judged 1\n", + "skin 1\n", + "character 1\n", + "vicious 1\n", + "racists 1\n", + "governor 1\n", + "having 1\n", + "lips 1\n", + "dripping 1\n", + "interposition 1\n", + "nullification 1\n", + "right 1\n", + "sisters 1\n", + "exalted 1\n", + "low 1\n", + "rough 1\n", + "plain 1\n", + "crooked 1\n", + "straight 1\n", + "glory 1\n", + "lord 1\n", + "revealed 1\n", + "flesh 1\n", + "hew 1\n", + "transform 1\n", + "jangling 1\n", + "discords 1\n", + "beautiful 1\n", + "symphony 1\n", + "pray 1\n", + "country 1\n", + "'tis 1\n", + "sweet 1\n", + "fathers 1\n", + "died 1\n", + "pilgrim's 1\n", + "pride 1\n", + "prodigious 1\n", + "hilltops 1\n", + "hampshire 1\n", + "mountains 1\n", + "heightening 1\n", + "alleghenies 1\n", + "pennsylvania 1\n", + "snowcapped 1\n", + "rockies 1\n", + "colorado 1\n", + "curvaceous 1\n", + "slopes 1\n", + "california 1\n", + "lookout 1\n", + "tennessee 1\n", + "molehill 1\n", + "happens 1\n", + "village 1\n", + "hamlet 1\n", + "city 1\n", + "speed 1\n", + "jews 1\n", + "gentiles 1\n", + "protestants 1\n", + "catholics 1\n", + "old 1\n", + "spiritual 1\n", + "thank 1\n", + "god 1\n", + "almighty 1\n" + ] + } + ], "source": [ "for i in top_counts_unique:\n", " for ck, cv in counts.items():\n", diff --git a/notebooks/part0_python_intro/solutions/00_skills_test_on_basics__solution.ipynb b/notebooks/part0_python_intro/solutions/00_skills_test_on_basics__solution.ipynb index 66eea14..14512ff 100644 --- a/notebooks/part0_python_intro/solutions/00_skills_test_on_basics__solution.ipynb +++ b/notebooks/part0_python_intro/solutions/00_skills_test_on_basics__solution.ipynb @@ -18,10 +18,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "4109b30a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['same', 'since', 'noone', 'eight', 'fifteen', 'his', 'latter', 'both', 'they', 'other', 'for', 'amoungst', 'several', 'something', 'had', 'less', 'me', 'nobody', 'any', 'these', 'whereafter', 'always', 'hereafter', 'until', 'give', 'neither', 'thru', 'others', 'con', 'been', 'toward', 'eleven', 'itself', 'also', 'herein', 'interest', 'nothing', 'their', 'amount', 'fifty', 'why', 'the', 'your', 'four', 'should', 'what', 'on', 'latterly', 'among', 'is', 'might', 'nine', 'otherwise', 'ie', 'often', 'elsewhere', 'few', 'everywhere', 'even', 'move', 'sincere', 'himself', 'fill', 'almost', 'here', 'hasnt', 'anything', 'mill', 'onto', 'still', 'we', 'somewhere', 'above', 'many', 'someone', 'formerly', 'keep', 'nevertheless', 'and', 'hence', 'hereby', 'never', 'together', 'were', 'its', 'therefore', 'that', 'in', 'first', 'under', 'last', 'wherever', 'much', 'he', 'ever', 'whatever', 'else', 'could', 'from', 'out', 'an', 'him', 'alone', 'whether', 'none', 'by', 'seems', 'across', 'ourselves', 'everything', 'between', 'two', 'have', 'becomes', 'once', 'herself', 'yourself', 'full', 'amongst', 'three', 'whom', 'are', 'made', 'most', 'became', 'third', 'seemed', 'beyond', 'moreover', 'front', 'becoming', 'top', 'towards', 'go', 'whence', 'only', 'further', 'ten', 'which', 'seem', 'although', 'whereby', 'whenever', 'etc', 'therein', 'to', 'than', 'each', 'before', 'if', 'sometimes', 'hundred', 'thereafter', 'or', 'our', 'of', 'somehow', 'system', 'again', 'least', 'find', 'everyone', 'couldnt', 'cannot', 'beside', 'whoever', 'you', 'ours', 'whole', 'hers', 'bottom', 'get', 'thence', 'mostly', 'do', 'hereupon', 'anyone', 'through', 'us', 'another', 'can', 'detail', 'was', 'about', 'then', 'those', 'against', 'part', 'co', 're', 'up', 'down', 'how', 'per', 'name', 'myself', 'her', 'thereupon', 'whose', 'de', 'am', 'become', 'already', 'below', 'cant', 'describe', 'while', 'either', 'eg', 'but', 'now', 'them', 'sixty', 'show', 'has', 'into', 'yourselves', 'five', 'inc', 'must', 'ltd', 'whereas', 'own', 'without', 'indeed', 'however', 'not', 'twelve', 'six', 'via', 'after', 'anyhow', 'because', 'found', 'wherein', 'besides', 'afterwards', 'anyway', 'side', 'next', 'upon', 'a', 'except', 'all', 'back', 'during', 'one', 'though', 'this', 'too', 'where', 'around', 'along', 'as', 'twenty', 'i', 'there', 'will', 'with', 'such', 'she', 'nor', 'who', 'throughout', 'at', 'perhaps', 'empty', 'cry', 'see', 'rather', 'would', 'being', 'take', 'beforehand', 'namely', 'enough', 'meanwhile', 'thick', 'yours', 'call', 'very', 'thus', 'due', 'may', 'serious', 'whereupon', 'anywhere', 'mine', 'sometime', 'well', 'un', 'every', 'done', 'thin', 'over', 'thereby', 'be', 'seeming', 'when', 'fire', 'whither', 'my', 'no', 'please', 'some', 'it', 'nowhere', 'behind', 'former', 'bill', 'yet', 'off', 'more', 'within', 'so', 'themselves', 'put', 'forty']\n" + ] + } + ], "source": [ "# importing some libraries - we will discuss this more later\n", "from pathlib import Path # this library is helpful for navigating file locations\n", @@ -41,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "e2d6cc4c", "metadata": {}, "outputs": [], @@ -52,20 +60,128 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "4c66e962", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'/Users/mnfienen/Documents/GIT/python-for-hydrology/notebooks/part0_python_intro/solutions'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pwd" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "0da5821c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['I am happy to join with you today in what will go down in history as the greatest demonstration for freedom in the history of our nation.',\n", + " '',\n", + " 'Five score years ago, a great American, in whose symbolic shadow we stand today, signed the Emancipation Proclamation. This momentous decree came as a great beacon light of hope to millions of Negro slaves who had been seared in the flames of withering injustice. It came as a joyous daybreak to end the long night of their captivity.',\n", + " '',\n", + " \"But one hundred years later, the Negro still is not free. One hundred years later, the life of the Negro is still sadly crippled by the manacles of segregation and the chains of discrimination. One hundred years later, the Negro lives on a lonely island of poverty in the midst of a vast ocean of material prosperity. One hundred years later, the Negro is still languished in the corners of American society and finds himself an exile in his own land. And so we've come here today to dramatize a shameful condition.\",\n", + " '',\n", + " \"In a sense we've come to our nation's capital to cash a check. When the architects of our republic wrote the magnificent words of the Constitution and the Declaration of Independence, they were signing a promissory note to which every American was to fall heir. This note was a promise that all men, yes, black men as well as white men, would be guaranteed the unalienable Rights of Life, Liberty and the pursuit of Happiness. It is obvious today that America has defaulted on this promissory note, insofar as her citizens of color are concerned. Instead of honoring this sacred obligation, America has given the Negro people a bad check, a check which has come back marked insufficient funds.\",\n", + " '',\n", + " \"But we refuse to believe that the bank of justice is bankrupt. We refuse to believe that there are insufficient funds in the great vaults of opportunity of this nation. And so, we've come to cash this check, a check that will give us upon demand the riches of freedom and the security of justice.\",\n", + " '',\n", + " \"We have also come to this hallowed spot to remind America of the fierce urgency of Now. This is no time to engage in the luxury of cooling off or to take the tranquilizing drug of gradualism. Now is the time to make real the promises of democracy. Now is the time to rise from the dark and desolate valley of segregation to the sunlit path of racial justice. Now is the time to lift our nation from the quicksands of racial injustice to the solid rock of brotherhood. Now is the time to make justice a reality for all of God's children.\",\n", + " '',\n", + " \"It would be fatal for the nation to overlook the urgency of the moment. This sweltering summer of the Negro's legitimate discontent will not pass until there is an invigorating autumn of freedom and equality. Nineteen sixty-three is not an end, but a beginning. And those who hope that the Negro needed to blow off steam and will now be content will have a rude awakening if the nation returns to business as usual. And there will be neither rest nor tranquility in America until the Negro is granted his citizenship rights. The whirlwinds of revolt will continue to shake the foundations of our nation until the bright day of justice emerges.\",\n", + " '',\n", + " 'But there is something that I must say to my people, who stand on the warm threshold which leads into the palace of justice: In the process of gaining our rightful place, we must not be guilty of wrongful deeds. Let us not seek to satisfy our thirst for freedom by drinking from the cup of bitterness and hatred. We must forever conduct our struggle on the high plane of dignity and discipline. We must not allow our creative protest to degenerate into physical violence. Again and again, we must rise to the majestic heights of meeting physical force with soul force.',\n", + " '',\n", + " 'The marvelous new militancy which has engulfed the Negro community must not lead us to a distrust of all white people, for many of our white brothers, as evidenced by their presence here today, have come to realize that their destiny is tied up with our destiny. And they have come to realize that their freedom is inextricably bound to our freedom.',\n", + " '',\n", + " 'We cannot walk alone.',\n", + " '',\n", + " 'And as we walk, we must make the pledge that we shall always march ahead.',\n", + " '',\n", + " 'We cannot turn back.',\n", + " '',\n", + " \"There are those who are asking the devotees of civil rights, When will you be satisfied? We can never be satisfied as long as the Negro is the victim of the unspeakable horrors of police brutality. We can never be satisfied as long as our bodies, heavy with the fatigue of travel, cannot gain lodging in the motels of the highways and the hotels of the cities. We cannot be satisfied as long as the negro's basic mobility is from a smaller ghetto to a larger one. We can never be satisfied as long as our children are stripped of their self-hood and robbed of their dignity by signs stating: For Whites Only. We cannot be satisfied as long as a Negro in Mississippi cannot vote and a Negro in New York believes he has nothing for which to vote. No, no, we are not satisfied, and we will not be satisfied until justice rolls down like waters, and righteousness like a mighty stream.\",\n", + " '',\n", + " '',\n", + " '',\n", + " 'I am not unmindful that some of you have come here out of great trials and tribulations. Some of you have come fresh from narrow jail cells. And some of you have come from areas where your quest -- quest for freedom left you battered by the storms of persecution and staggered by the winds of police brutality. You have been the veterans of creative suffering. Continue to work with the faith that unearned suffering is redemptive. Go back to Mississippi, go back to Alabama, go back to South Carolina, go back to Georgia, go back to Louisiana, go back to the slums and ghettos of our northern cities, knowing that somehow this situation can and will be changed.',\n", + " '',\n", + " 'Let us not wallow in the valley of despair, I say to you today, my friends.',\n", + " '',\n", + " 'And so even though we face the difficulties of today and tomorrow, I still have a dream. It is a dream deeply rooted in the American dream.',\n", + " '',\n", + " 'I have a dream that one day this nation will rise up and live out the true meaning of its creed: We hold these truths to be self-evident, that all men are created equal.',\n", + " '',\n", + " 'I have a dream that one day on the red hills of Georgia, the sons of former slaves and the sons of former slave owners will be able to sit down together at the table of brotherhood.',\n", + " '',\n", + " 'I have a dream that one day even the state of Mississippi, a state sweltering with the heat of injustice, sweltering with the heat of oppression, will be transformed into an oasis of freedom and justice.',\n", + " '',\n", + " 'I have a dream that my four little children will one day live in a nation where they will not be judged by the color of their skin but by the content of their character.',\n", + " '',\n", + " 'I have a dream today!',\n", + " '',\n", + " 'I have a dream that one day, down in Alabama, with its vicious racists, with its governor having his lips dripping with the words of interposition and nullification -- one day right there in Alabama little black boys and black girls will be able to join hands with little white boys and white girls as sisters and brothers.',\n", + " '',\n", + " 'I have a dream today!',\n", + " '',\n", + " 'I have a dream that one day every valley shall be exalted, and every hill and mountain shall be made low, the rough places will be made plain, and the crooked places will be made straight; and the glory of the Lord shall be revealed and all flesh shall see it together.',\n", + " '',\n", + " 'This is our hope, and this is the faith that I go back to the South with.',\n", + " '',\n", + " 'With this faith, we will be able to hew out of the mountain of despair a stone of hope. With this faith, we will be able to transform the jangling discords of our nation into a beautiful symphony of brotherhood. With this faith, we will be able to work together, to pray together, to struggle together, to go to jail together, to stand up for freedom together, knowing that we will be free one day.',\n", + " '',\n", + " \"And this will be the day -- this will be the day when all of God's children will be able to sing with new meaning:\",\n", + " '',\n", + " \"My country 'tis of thee, sweet land of liberty, of thee I sing. Land where my fathers died, land of the Pilgrim's pride, From every mountainside, let freedom ring!\",\n", + " '',\n", + " 'And if America is to be a great nation, this must become true.',\n", + " '',\n", + " 'And so let freedom ring from the prodigious hilltops of New Hampshire.',\n", + " '',\n", + " 'Let freedom ring from the mighty mountains of New York.',\n", + " '',\n", + " 'Let freedom ring from the heightening Alleghenies of Pennsylvania.',\n", + " '',\n", + " 'Let freedom ring from the snow-capped Rockies of Colorado.',\n", + " '',\n", + " 'Let freedom ring from the curvaceous slopes of California.',\n", + " '',\n", + " 'But not only that:',\n", + " '',\n", + " 'Let freedom ring from Stone Mountain of Georgia.',\n", + " '',\n", + " 'Let freedom ring from Lookout Mountain of Tennessee.',\n", + " '',\n", + " 'Let freedom ring from every hill and molehill of Mississippi.',\n", + " '',\n", + " 'From every mountainside, let freedom ring.',\n", + " '',\n", + " '',\n", + " '',\n", + " \"And when this happens, and when we allow freedom ring, when we let it ring from every village and every hamlet, from every state and every city, we will be able to speed up that day when all of God's children, black men and white men, Jews and Gentiles, Protestants and Catholics, will be able to join hands and sing in the words of the old Negro spiritual:\",\n", + " '',\n", + " 'Free at last! Free at last!',\n", + " '',\n", + " 'Thank God Almighty, we are free at last!']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "words = []\n", "for i in speech:\n", @@ -75,12 +191,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "9423dcb6", - "metadata": { - "scrolled": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"I am happy to join with you today in what will go down in history as the greatest demonstration for freedom in the history of our nation. Five score years ago, a great American, in whose symbolic shadow we stand today, signed the Emancipation Proclamation. This momentous decree came as a great beacon light of hope to millions of Negro slaves who had been seared in the flames of withering injustice. It came as a joyous daybreak to end the long night of their captivity. But one hundred years later, the Negro still is not free. One hundred years later, the life of the Negro is still sadly crippled by the manacles of segregation and the chains of discrimination. One hundred years later, the Negro lives on a lonely island of poverty in the midst of a vast ocean of material prosperity. One hundred years later, the Negro is still languished in the corners of American society and finds himself an exile in his own land. And so we've come here today to dramatize a shameful condition. In a sense we've come to our nation's capital to cash a check. When the architects of our republic wrote the magnificent words of the Constitution and the Declaration of Independence, they were signing a promissory note to which every American was to fall heir. This note was a promise that all men, yes, black men as well as white men, would be guaranteed the unalienable Rights of Life, Liberty and the pursuit of Happiness. It is obvious today that America has defaulted on this promissory note, insofar as her citizens of color are concerned. Instead of honoring this sacred obligation, America has given the Negro people a bad check, a check which has come back marked insufficient funds. But we refuse to believe that the bank of justice is bankrupt. We refuse to believe that there are insufficient funds in the great vaults of opportunity of this nation. And so, we've come to cash this check, a check that will give us upon demand the riches of freedom and the security of justice. We have also come to this hallowed spot to remind America of the fierce urgency of Now. This is no time to engage in the luxury of cooling off or to take the tranquilizing drug of gradualism. Now is the time to make real the promises of democracy. Now is the time to rise from the dark and desolate valley of segregation to the sunlit path of racial justice. Now is the time to lift our nation from the quicksands of racial injustice to the solid rock of brotherhood. Now is the time to make justice a reality for all of God's children. It would be fatal for the nation to overlook the urgency of the moment. This sweltering summer of the Negro's legitimate discontent will not pass until there is an invigorating autumn of freedom and equality. Nineteen sixty-three is not an end, but a beginning. And those who hope that the Negro needed to blow off steam and will now be content will have a rude awakening if the nation returns to business as usual. And there will be neither rest nor tranquility in America until the Negro is granted his citizenship rights. The whirlwinds of revolt will continue to shake the foundations of our nation until the bright day of justice emerges. But there is something that I must say to my people, who stand on the warm threshold which leads into the palace of justice: In the process of gaining our rightful place, we must not be guilty of wrongful deeds. Let us not seek to satisfy our thirst for freedom by drinking from the cup of bitterness and hatred. We must forever conduct our struggle on the high plane of dignity and discipline. We must not allow our creative protest to degenerate into physical violence. Again and again, we must rise to the majestic heights of meeting physical force with soul force. The marvelous new militancy which has engulfed the Negro community must not lead us to a distrust of all white people, for many of our white brothers, as evidenced by their presence here today, have come to realize that their destiny is tied up with our destiny. And they have come to realize that their freedom is inextricably bound to our freedom. We cannot walk alone. And as we walk, we must make the pledge that we shall always march ahead. We cannot turn back. There are those who are asking the devotees of civil rights, When will you be satisfied? We can never be satisfied as long as the Negro is the victim of the unspeakable horrors of police brutality. We can never be satisfied as long as our bodies, heavy with the fatigue of travel, cannot gain lodging in the motels of the highways and the hotels of the cities. We cannot be satisfied as long as the negro's basic mobility is from a smaller ghetto to a larger one. We can never be satisfied as long as our children are stripped of their self-hood and robbed of their dignity by signs stating: For Whites Only. We cannot be satisfied as long as a Negro in Mississippi cannot vote and a Negro in New York believes he has nothing for which to vote. No, no, we are not satisfied, and we will not be satisfied until justice rolls down like waters, and righteousness like a mighty stream. I am not unmindful that some of you have come here out of great trials and tribulations. Some of you have come fresh from narrow jail cells. And some of you have come from areas where your quest -- quest for freedom left you battered by the storms of persecution and staggered by the winds of police brutality. You have been the veterans of creative suffering. Continue to work with the faith that unearned suffering is redemptive. Go back to Mississippi, go back to Alabama, go back to South Carolina, go back to Georgia, go back to Louisiana, go back to the slums and ghettos of our northern cities, knowing that somehow this situation can and will be changed. Let us not wallow in the valley of despair, I say to you today, my friends. And so even though we face the difficulties of today and tomorrow, I still have a dream. It is a dream deeply rooted in the American dream. I have a dream that one day this nation will rise up and live out the true meaning of its creed: We hold these truths to be self-evident, that all men are created equal. I have a dream that one day on the red hills of Georgia, the sons of former slaves and the sons of former slave owners will be able to sit down together at the table of brotherhood. I have a dream that one day even the state of Mississippi, a state sweltering with the heat of injustice, sweltering with the heat of oppression, will be transformed into an oasis of freedom and justice. I have a dream that my four little children will one day live in a nation where they will not be judged by the color of their skin but by the content of their character. I have a dream today! I have a dream that one day, down in Alabama, with its vicious racists, with its governor having his lips dripping with the words of interposition and nullification -- one day right there in Alabama little black boys and black girls will be able to join hands with little white boys and white girls as sisters and brothers. I have a dream today! I have a dream that one day every valley shall be exalted, and every hill and mountain shall be made low, the rough places will be made plain, and the crooked places will be made straight; and the glory of the Lord shall be revealed and all flesh shall see it together. This is our hope, and this is the faith that I go back to the South with. With this faith, we will be able to hew out of the mountain of despair a stone of hope. With this faith, we will be able to transform the jangling discords of our nation into a beautiful symphony of brotherhood. With this faith, we will be able to work together, to pray together, to struggle together, to go to jail together, to stand up for freedom together, knowing that we will be free one day. And this will be the day -- this will be the day when all of God's children will be able to sing with new meaning: My country 'tis of thee, sweet land of liberty, of thee I sing. Land where my fathers died, land of the Pilgrim's pride, From every mountainside, let freedom ring! And if America is to be a great nation, this must become true. And so let freedom ring from the prodigious hilltops of New Hampshire. Let freedom ring from the mighty mountains of New York. Let freedom ring from the heightening Alleghenies of Pennsylvania. Let freedom ring from the snow-capped Rockies of Colorado. Let freedom ring from the curvaceous slopes of California. But not only that: Let freedom ring from Stone Mountain of Georgia. Let freedom ring from Lookout Mountain of Tennessee. Let freedom ring from every hill and molehill of Mississippi. From every mountainside, let freedom ring. And when this happens, and when we allow freedom ring, when we let it ring from every village and every hamlet, from every state and every city, we will be able to speed up that day when all of God's children, black men and white men, Jews and Gentiles, Protestants and Catholics, will be able to join hands and sing in the words of the old Negro spiritual: Free at last! Free at last! Thank God Almighty, we are free at last!\"" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "words = ' '.join(words)\n", "words" @@ -88,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "2b159e14", "metadata": {}, "outputs": [], @@ -99,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "823918d3", "metadata": {}, "outputs": [], @@ -112,10 +237,1023 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "40ae63a4", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['i',\n", + " 'am',\n", + " 'happy',\n", + " 'to',\n", + " 'join',\n", + " 'with',\n", + " 'you',\n", + " 'today',\n", + " 'in',\n", + " 'what',\n", + " 'will',\n", + " 'go',\n", + " 'down',\n", + " 'in',\n", + " 'history',\n", + " 'as',\n", + " 'the',\n", + " 'greatest',\n", + " 'demonstration',\n", + " 'for',\n", + " 'freedom',\n", + " 'in',\n", + " 'the',\n", + " 'history',\n", + " 'of',\n", + " 'our',\n", + " 'nation',\n", + " 'five',\n", + " 'score',\n", + " 'years',\n", + " 'ago',\n", + " 'a',\n", + " 'great',\n", + " 'american',\n", + " 'in',\n", + " 'whose',\n", + " 'symbolic',\n", + " 'shadow',\n", + " 'we',\n", + " 'stand',\n", + " 'today',\n", + " 'signed',\n", + " 'the',\n", + " 'emancipation',\n", + " 'proclamation',\n", + " 'this',\n", + " 'momentous',\n", + " 'decree',\n", + " 'came',\n", + " 'as',\n", + " 'a',\n", + " 'great',\n", + " 'beacon',\n", + " 'light',\n", + " 'of',\n", + " 'hope',\n", + " 'to',\n", + " 'millions',\n", + " 'of',\n", + " 'negro',\n", + " 'slaves',\n", + " 'who',\n", + " 'had',\n", + " 'been',\n", + " 'seared',\n", + " 'in',\n", + " 'the',\n", + " 'flames',\n", + " 'of',\n", + " 'withering',\n", + " 'injustice',\n", + " 'it',\n", + " 'came',\n", + " 'as',\n", + " 'a',\n", + " 'joyous',\n", + " 'daybreak',\n", + " 'to',\n", + " 'end',\n", + " 'the',\n", + " 'long',\n", + " 'night',\n", + " 'of',\n", + " 'their',\n", + " 'captivity',\n", + " 'but',\n", + " 'one',\n", + " 'hundred',\n", + " 'years',\n", + " 'later',\n", + " 'the',\n", + " 'negro',\n", + " 'still',\n", + " 'is',\n", + " 'not',\n", + " 'free',\n", + " 'one',\n", + " 'hundred',\n", + " 'years',\n", + " 'later',\n", + " 'the',\n", + " 'life',\n", + " 'of',\n", + " 'the',\n", + " 'negro',\n", + " 'is',\n", + " 'still',\n", + " 'sadly',\n", + " 'crippled',\n", + " 'by',\n", + " 'the',\n", + " 'manacles',\n", + " 'of',\n", + " 'segregation',\n", + " 'and',\n", + " 'the',\n", + " 'chains',\n", + " 'of',\n", + " 'discrimination',\n", + " 'one',\n", + " 'hundred',\n", + " 'years',\n", + " 'later',\n", + " 'the',\n", + " 'negro',\n", + " 'lives',\n", + " 'on',\n", + " 'a',\n", + " 'lonely',\n", + " 'island',\n", + " 'of',\n", + " 'poverty',\n", + " 'in',\n", + " 'the',\n", + " 'midst',\n", + " 'of',\n", + " 'a',\n", + " 'vast',\n", + " 'ocean',\n", + " 'of',\n", + " 'material',\n", + " 'prosperity',\n", + " 'one',\n", + " 'hundred',\n", + " 'years',\n", + " 'later',\n", + " 'the',\n", + " 'negro',\n", + " 'is',\n", + " 'still',\n", + " 'languished',\n", + " 'in',\n", + " 'the',\n", + " 'corners',\n", + " 'of',\n", + " 'american',\n", + " 'society',\n", + " 'and',\n", + " 'finds',\n", + " 'himself',\n", + " 'an',\n", + " 'exile',\n", + " 'in',\n", + " 'his',\n", + " 'own',\n", + " 'land',\n", + " 'and',\n", + " 'so',\n", + " \"we've\",\n", + " 'come',\n", + " 'here',\n", + " 'today',\n", + " 'to',\n", + " 'dramatize',\n", + " 'a',\n", + " 'shameful',\n", + " 'condition',\n", + " 'in',\n", + " 'a',\n", + " 'sense',\n", + " \"we've\",\n", + " 'come',\n", + " 'to',\n", + " 'our',\n", + " \"nation's\",\n", + " 'capital',\n", + " 'to',\n", + " 'cash',\n", + " 'a',\n", + " 'check',\n", + " 'when',\n", + " 'the',\n", + " 'architects',\n", + " 'of',\n", + " 'our',\n", + " 'republic',\n", + " 'wrote',\n", + " 'the',\n", + " 'magnificent',\n", + " 'words',\n", + " 'of',\n", + " 'the',\n", + " 'constitution',\n", + " 'and',\n", + " 'the',\n", + " 'declaration',\n", + " 'of',\n", + " 'independence',\n", + " 'they',\n", + " 'were',\n", + " 'signing',\n", + " 'a',\n", + " 'promissory',\n", + " 'note',\n", + " 'to',\n", + " 'which',\n", + " 'every',\n", + " 'american',\n", + " 'was',\n", + " 'to',\n", + " 'fall',\n", + " 'heir',\n", + " 'this',\n", + " 'note',\n", + " 'was',\n", + " 'a',\n", + " 'promise',\n", + " 'that',\n", + " 'all',\n", + " 'men',\n", + " 'yes',\n", + " 'black',\n", + " 'men',\n", + " 'as',\n", + " 'well',\n", + " 'as',\n", + " 'white',\n", + " 'men',\n", + " 'would',\n", + " 'be',\n", + " 'guaranteed',\n", + " 'the',\n", + " 'unalienable',\n", + " 'rights',\n", + " 'of',\n", + " 'life',\n", + " 'liberty',\n", + " 'and',\n", + " 'the',\n", + " 'pursuit',\n", + " 'of',\n", + " 'happiness',\n", + " 'it',\n", + " 'is',\n", + " 'obvious',\n", + " 'today',\n", + " 'that',\n", + " 'america',\n", + " 'has',\n", + " 'defaulted',\n", + " 'on',\n", + " 'this',\n", + " 'promissory',\n", + " 'note',\n", + " 'insofar',\n", + " 'as',\n", + " 'her',\n", + " 'citizens',\n", + " 'of',\n", + " 'color',\n", + " 'are',\n", + " 'concerned',\n", + " 'instead',\n", + " 'of',\n", + " 'honoring',\n", + " 'this',\n", + " 'sacred',\n", + " 'obligation',\n", + " 'america',\n", + " 'has',\n", + " 'given',\n", + " 'the',\n", + " 'negro',\n", + " 'people',\n", + " 'a',\n", + " 'bad',\n", + " 'check',\n", + " 'a',\n", + " 'check',\n", + " 'which',\n", + " 'has',\n", + " 'come',\n", + " 'back',\n", + " 'marked',\n", + " 'insufficient',\n", + " 'funds',\n", + " 'but',\n", + " 'we',\n", + " 'refuse',\n", + " 'to',\n", + " 'believe',\n", + " 'that',\n", + " 'the',\n", + " 'bank',\n", + " 'of',\n", + " 'justice',\n", + " 'is',\n", + " 'bankrupt',\n", + " 'we',\n", + " 'refuse',\n", + " 'to',\n", + " 'believe',\n", + " 'that',\n", + " 'there',\n", + " 'are',\n", + " 'insufficient',\n", + " 'funds',\n", + " 'in',\n", + " 'the',\n", + " 'great',\n", + " 'vaults',\n", + " 'of',\n", + " 'opportunity',\n", + " 'of',\n", + " 'this',\n", + " 'nation',\n", + " 'and',\n", + " 'so',\n", + " \"we've\",\n", + " 'come',\n", + " 'to',\n", + " 'cash',\n", + " 'this',\n", + " 'check',\n", + " 'a',\n", + " 'check',\n", + " 'that',\n", + " 'will',\n", + " 'give',\n", + " 'us',\n", + " 'upon',\n", + " 'demand',\n", + " 'the',\n", + " 'riches',\n", + " 'of',\n", + " 'freedom',\n", + " 'and',\n", + " 'the',\n", + " 'security',\n", + " 'of',\n", + " 'justice',\n", + " 'we',\n", + " 'have',\n", + " 'also',\n", + " 'come',\n", + " 'to',\n", + " 'this',\n", + " 'hallowed',\n", + " 'spot',\n", + " 'to',\n", + " 'remind',\n", + " 'america',\n", + " 'of',\n", + " 'the',\n", + " 'fierce',\n", + " 'urgency',\n", + " 'of',\n", + " 'now',\n", + " 'this',\n", + " 'is',\n", + " 'no',\n", + " 'time',\n", + " 'to',\n", + " 'engage',\n", + " 'in',\n", + " 'the',\n", + " 'luxury',\n", + " 'of',\n", + " 'cooling',\n", + " 'off',\n", + " 'or',\n", + " 'to',\n", + " 'take',\n", + " 'the',\n", + " 'tranquilizing',\n", + " 'drug',\n", + " 'of',\n", + " 'gradualism',\n", + " 'now',\n", + " 'is',\n", + " 'the',\n", + " 'time',\n", + " 'to',\n", + " 'make',\n", + " 'real',\n", + " 'the',\n", + " 'promises',\n", + " 'of',\n", + " 'democracy',\n", + " 'now',\n", + " 'is',\n", + " 'the',\n", + " 'time',\n", + " 'to',\n", + " 'rise',\n", + " 'from',\n", + " 'the',\n", + " 'dark',\n", + " 'and',\n", + " 'desolate',\n", + " 'valley',\n", + " 'of',\n", + " 'segregation',\n", + " 'to',\n", + " 'the',\n", + " 'sunlit',\n", + " 'path',\n", + " 'of',\n", + " 'racial',\n", + " 'justice',\n", + " 'now',\n", + " 'is',\n", + " 'the',\n", + " 'time',\n", + " 'to',\n", + " 'lift',\n", + " 'our',\n", + " 'nation',\n", + " 'from',\n", + " 'the',\n", + " 'quicksands',\n", + " 'of',\n", + " 'racial',\n", + " 'injustice',\n", + " 'to',\n", + " 'the',\n", + " 'solid',\n", + " 'rock',\n", + " 'of',\n", + " 'brotherhood',\n", + " 'now',\n", + " 'is',\n", + " 'the',\n", + " 'time',\n", + " 'to',\n", + " 'make',\n", + " 'justice',\n", + " 'a',\n", + " 'reality',\n", + " 'for',\n", + " 'all',\n", + " 'of',\n", + " \"god's\",\n", + " 'children',\n", + " 'it',\n", + " 'would',\n", + " 'be',\n", + " 'fatal',\n", + " 'for',\n", + " 'the',\n", + " 'nation',\n", + " 'to',\n", + " 'overlook',\n", + " 'the',\n", + " 'urgency',\n", + " 'of',\n", + " 'the',\n", + " 'moment',\n", + " 'this',\n", + " 'sweltering',\n", + " 'summer',\n", + " 'of',\n", + " 'the',\n", + " \"negro's\",\n", + " 'legitimate',\n", + " 'discontent',\n", + " 'will',\n", + " 'not',\n", + " 'pass',\n", + " 'until',\n", + " 'there',\n", + " 'is',\n", + " 'an',\n", + " 'invigorating',\n", + " 'autumn',\n", + " 'of',\n", + " 'freedom',\n", + " 'and',\n", + " 'equality',\n", + " 'nineteen',\n", + " 'sixtythree',\n", + " 'is',\n", + " 'not',\n", + " 'an',\n", + " 'end',\n", + " 'but',\n", + " 'a',\n", + " 'beginning',\n", + " 'and',\n", + " 'those',\n", + " 'who',\n", + " 'hope',\n", + " 'that',\n", + " 'the',\n", + " 'negro',\n", + " 'needed',\n", + " 'to',\n", + " 'blow',\n", + " 'off',\n", + " 'steam',\n", + " 'and',\n", + " 'will',\n", + " 'now',\n", + " 'be',\n", + " 'content',\n", + " 'will',\n", + " 'have',\n", + " 'a',\n", + " 'rude',\n", + " 'awakening',\n", + " 'if',\n", + " 'the',\n", + " 'nation',\n", + " 'returns',\n", + " 'to',\n", + " 'business',\n", + " 'as',\n", + " 'usual',\n", + " 'and',\n", + " 'there',\n", + " 'will',\n", + " 'be',\n", + " 'neither',\n", + " 'rest',\n", + " 'nor',\n", + " 'tranquility',\n", + " 'in',\n", + " 'america',\n", + " 'until',\n", + " 'the',\n", + " 'negro',\n", + " 'is',\n", + " 'granted',\n", + " 'his',\n", + " 'citizenship',\n", + " 'rights',\n", + " 'the',\n", + " 'whirlwinds',\n", + " 'of',\n", + " 'revolt',\n", + " 'will',\n", + " 'continue',\n", + " 'to',\n", + " 'shake',\n", + " 'the',\n", + " 'foundations',\n", + " 'of',\n", + " 'our',\n", + " 'nation',\n", + " 'until',\n", + " 'the',\n", + " 'bright',\n", + " 'day',\n", + " 'of',\n", + " 'justice',\n", + " 'emerges',\n", + " 'but',\n", + " 'there',\n", + " 'is',\n", + " 'something',\n", + " 'that',\n", + " 'i',\n", + " 'must',\n", + " 'say',\n", + " 'to',\n", + " 'my',\n", + " 'people',\n", + " 'who',\n", + " 'stand',\n", + " 'on',\n", + " 'the',\n", + " 'warm',\n", + " 'threshold',\n", + " 'which',\n", + " 'leads',\n", + " 'into',\n", + " 'the',\n", + " 'palace',\n", + " 'of',\n", + " 'justice',\n", + " 'in',\n", + " 'the',\n", + " 'process',\n", + " 'of',\n", + " 'gaining',\n", + " 'our',\n", + " 'rightful',\n", + " 'place',\n", + " 'we',\n", + " 'must',\n", + " 'not',\n", + " 'be',\n", + " 'guilty',\n", + " 'of',\n", + " 'wrongful',\n", + " 'deeds',\n", + " 'let',\n", + " 'us',\n", + " 'not',\n", + " 'seek',\n", + " 'to',\n", + " 'satisfy',\n", + " 'our',\n", + " 'thirst',\n", + " 'for',\n", + " 'freedom',\n", + " 'by',\n", + " 'drinking',\n", + " 'from',\n", + " 'the',\n", + " 'cup',\n", + " 'of',\n", + " 'bitterness',\n", + " 'and',\n", + " 'hatred',\n", + " 'we',\n", + " 'must',\n", + " 'forever',\n", + " 'conduct',\n", + " 'our',\n", + " 'struggle',\n", + " 'on',\n", + " 'the',\n", + " 'high',\n", + " 'plane',\n", + " 'of',\n", + " 'dignity',\n", + " 'and',\n", + " 'discipline',\n", + " 'we',\n", + " 'must',\n", + " 'not',\n", + " 'allow',\n", + " 'our',\n", + " 'creative',\n", + " 'protest',\n", + " 'to',\n", + " 'degenerate',\n", + " 'into',\n", + " 'physical',\n", + " 'violence',\n", + " 'again',\n", + " 'and',\n", + " 'again',\n", + " 'we',\n", + " 'must',\n", + " 'rise',\n", + " 'to',\n", + " 'the',\n", + " 'majestic',\n", + " 'heights',\n", + " 'of',\n", + " 'meeting',\n", + " 'physical',\n", + " 'force',\n", + " 'with',\n", + " 'soul',\n", + " 'force',\n", + " 'the',\n", + " 'marvelous',\n", + " 'new',\n", + " 'militancy',\n", + " 'which',\n", + " 'has',\n", + " 'engulfed',\n", + " 'the',\n", + " 'negro',\n", + " 'community',\n", + " 'must',\n", + " 'not',\n", + " 'lead',\n", + " 'us',\n", + " 'to',\n", + " 'a',\n", + " 'distrust',\n", + " 'of',\n", + " 'all',\n", + " 'white',\n", + " 'people',\n", + " 'for',\n", + " 'many',\n", + " 'of',\n", + " 'our',\n", + " 'white',\n", + " 'brothers',\n", + " 'as',\n", + " 'evidenced',\n", + " 'by',\n", + " 'their',\n", + " 'presence',\n", + " 'here',\n", + " 'today',\n", + " 'have',\n", + " 'come',\n", + " 'to',\n", + " 'realize',\n", + " 'that',\n", + " 'their',\n", + " 'destiny',\n", + " 'is',\n", + " 'tied',\n", + " 'up',\n", + " 'with',\n", + " 'our',\n", + " 'destiny',\n", + " 'and',\n", + " 'they',\n", + " 'have',\n", + " 'come',\n", + " 'to',\n", + " 'realize',\n", + " 'that',\n", + " 'their',\n", + " 'freedom',\n", + " 'is',\n", + " 'inextricably',\n", + " 'bound',\n", + " 'to',\n", + " 'our',\n", + " 'freedom',\n", + " 'we',\n", + " 'cannot',\n", + " 'walk',\n", + " 'alone',\n", + " 'and',\n", + " 'as',\n", + " 'we',\n", + " 'walk',\n", + " 'we',\n", + " 'must',\n", + " 'make',\n", + " 'the',\n", + " 'pledge',\n", + " 'that',\n", + " 'we',\n", + " 'shall',\n", + " 'always',\n", + " 'march',\n", + " 'ahead',\n", + " 'we',\n", + " 'cannot',\n", + " 'turn',\n", + " 'back',\n", + " 'there',\n", + " 'are',\n", + " 'those',\n", + " 'who',\n", + " 'are',\n", + " 'asking',\n", + " 'the',\n", + " 'devotees',\n", + " 'of',\n", + " 'civil',\n", + " 'rights',\n", + " 'when',\n", + " 'will',\n", + " 'you',\n", + " 'be',\n", + " 'satisfied?',\n", + " 'we',\n", + " 'can',\n", + " 'never',\n", + " 'be',\n", + " 'satisfied',\n", + " 'as',\n", + " 'long',\n", + " 'as',\n", + " 'the',\n", + " 'negro',\n", + " 'is',\n", + " 'the',\n", + " 'victim',\n", + " 'of',\n", + " 'the',\n", + " 'unspeakable',\n", + " 'horrors',\n", + " 'of',\n", + " 'police',\n", + " 'brutality',\n", + " 'we',\n", + " 'can',\n", + " 'never',\n", + " 'be',\n", + " 'satisfied',\n", + " 'as',\n", + " 'long',\n", + " 'as',\n", + " 'our',\n", + " 'bodies',\n", + " 'heavy',\n", + " 'with',\n", + " 'the',\n", + " 'fatigue',\n", + " 'of',\n", + " 'travel',\n", + " 'cannot',\n", + " 'gain',\n", + " 'lodging',\n", + " 'in',\n", + " 'the',\n", + " 'motels',\n", + " 'of',\n", + " 'the',\n", + " 'highways',\n", + " 'and',\n", + " 'the',\n", + " 'hotels',\n", + " 'of',\n", + " 'the',\n", + " 'cities',\n", + " 'we',\n", + " 'cannot',\n", + " 'be',\n", + " 'satisfied',\n", + " 'as',\n", + " 'long',\n", + " 'as',\n", + " 'the',\n", + " \"negro's\",\n", + " 'basic',\n", + " 'mobility',\n", + " 'is',\n", + " 'from',\n", + " 'a',\n", + " 'smaller',\n", + " 'ghetto',\n", + " 'to',\n", + " 'a',\n", + " 'larger',\n", + " 'one',\n", + " 'we',\n", + " 'can',\n", + " 'never',\n", + " 'be',\n", + " 'satisfied',\n", + " 'as',\n", + " 'long',\n", + " 'as',\n", + " 'our',\n", + " 'children',\n", + " 'are',\n", + " 'stripped',\n", + " 'of',\n", + " 'their',\n", + " 'selfhood',\n", + " 'and',\n", + " 'robbed',\n", + " 'of',\n", + " 'their',\n", + " 'dignity',\n", + " 'by',\n", + " 'signs',\n", + " 'stating',\n", + " 'for',\n", + " 'whites',\n", + " 'only',\n", + " 'we',\n", + " 'cannot',\n", + " 'be',\n", + " 'satisfied',\n", + " 'as',\n", + " 'long',\n", + " 'as',\n", + " 'a',\n", + " 'negro',\n", + " 'in',\n", + " 'mississippi',\n", + " 'cannot',\n", + " 'vote',\n", + " 'and',\n", + " 'a',\n", + " 'negro',\n", + " 'in',\n", + " 'new',\n", + " 'york',\n", + " 'believes',\n", + " 'he',\n", + " 'has',\n", + " 'nothing',\n", + " 'for',\n", + " 'which',\n", + " 'to',\n", + " 'vote',\n", + " 'no',\n", + " 'no',\n", + " 'we',\n", + " 'are',\n", + " 'not',\n", + " 'satisfied',\n", + " 'and',\n", + " 'we',\n", + " 'will',\n", + " 'not',\n", + " 'be',\n", + " 'satisfied',\n", + " 'until',\n", + " 'justice',\n", + " 'rolls',\n", + " 'down',\n", + " 'like',\n", + " 'waters',\n", + " 'and',\n", + " 'righteousness',\n", + " 'like',\n", + " 'a',\n", + " 'mighty',\n", + " 'stream',\n", + " 'i',\n", + " 'am',\n", + " 'not',\n", + " 'unmindful',\n", + " 'that',\n", + " 'some',\n", + " 'of',\n", + " 'you',\n", + " 'have',\n", + " 'come',\n", + " 'here',\n", + " 'out',\n", + " 'of',\n", + " 'great',\n", + " 'trials',\n", + " 'and',\n", + " 'tribulations',\n", + " 'some',\n", + " 'of',\n", + " 'you',\n", + " 'have',\n", + " 'come',\n", + " 'fresh',\n", + " 'from',\n", + " 'narrow',\n", + " 'jail',\n", + " 'cells',\n", + " 'and',\n", + " 'some',\n", + " 'of',\n", + " 'you',\n", + " 'have',\n", + " 'come',\n", + " 'from',\n", + " 'areas',\n", + " 'where',\n", + " 'your',\n", + " 'quest',\n", + " 'quest',\n", + " 'for',\n", + " 'freedom',\n", + " 'left',\n", + " 'you',\n", + " 'battered',\n", + " 'by',\n", + " 'the',\n", + " 'storms',\n", + " 'of',\n", + " 'persecution',\n", + " 'and',\n", + " 'staggered',\n", + " 'by',\n", + " 'the',\n", + " 'winds',\n", + " 'of',\n", + " 'police',\n", + " 'brutality',\n", + " 'you',\n", + " 'have',\n", + " 'been',\n", + " 'the',\n", + " 'veterans',\n", + " 'of',\n", + " 'creative',\n", + " 'suffering',\n", + " 'continue',\n", + " 'to',\n", + " 'work',\n", + " 'with',\n", + " 'the',\n", + " 'faith',\n", + " 'that',\n", + " 'unearned',\n", + " 'suffering',\n", + " 'is',\n", + " 'redemptive',\n", + " 'go',\n", + " 'back',\n", + " 'to',\n", + " 'mississippi',\n", + " 'go',\n", + " 'back',\n", + " 'to',\n", + " ...]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# finally split on \"whitespace\" resulting in a list of words\n", "words = words.split()\n", @@ -132,7 +1270,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "b5e28976", "metadata": {}, "outputs": [], @@ -143,10 +1281,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "487c4ffe", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# hint: look at the following line and see what it returns. try \"not in\" as well\n", "'the' in stopwords" @@ -154,7 +1303,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "08d18b3b", "metadata": {}, "outputs": [], @@ -164,7 +1313,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "7e9899c1", "metadata": {}, "outputs": [], @@ -177,10 +1326,746 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "713e96c9", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['happy',\n", + " 'join',\n", + " 'today',\n", + " 'history',\n", + " 'greatest',\n", + " 'demonstration',\n", + " 'freedom',\n", + " 'history',\n", + " 'nation',\n", + " 'score',\n", + " 'years',\n", + " 'ago',\n", + " 'great',\n", + " 'american',\n", + " 'symbolic',\n", + " 'shadow',\n", + " 'stand',\n", + " 'today',\n", + " 'signed',\n", + " 'emancipation',\n", + " 'proclamation',\n", + " 'momentous',\n", + " 'decree',\n", + " 'came',\n", + " 'great',\n", + " 'beacon',\n", + " 'light',\n", + " 'hope',\n", + " 'millions',\n", + " 'negro',\n", + " 'slaves',\n", + " 'seared',\n", + " 'flames',\n", + " 'withering',\n", + " 'injustice',\n", + " 'came',\n", + " 'joyous',\n", + " 'daybreak',\n", + " 'end',\n", + " 'long',\n", + " 'night',\n", + " 'captivity',\n", + " 'years',\n", + " 'later',\n", + " 'negro',\n", + " 'free',\n", + " 'years',\n", + " 'later',\n", + " 'life',\n", + " 'negro',\n", + " 'sadly',\n", + " 'crippled',\n", + " 'manacles',\n", + " 'segregation',\n", + " 'chains',\n", + " 'discrimination',\n", + " 'years',\n", + " 'later',\n", + " 'negro',\n", + " 'lives',\n", + " 'lonely',\n", + " 'island',\n", + " 'poverty',\n", + " 'midst',\n", + " 'vast',\n", + " 'ocean',\n", + " 'material',\n", + " 'prosperity',\n", + " 'years',\n", + " 'later',\n", + " 'negro',\n", + " 'languished',\n", + " 'corners',\n", + " 'american',\n", + " 'society',\n", + " 'finds',\n", + " 'exile',\n", + " 'land',\n", + " \"we've\",\n", + " 'come',\n", + " 'today',\n", + " 'dramatize',\n", + " 'shameful',\n", + " 'condition',\n", + " 'sense',\n", + " \"we've\",\n", + " 'come',\n", + " \"nation's\",\n", + " 'capital',\n", + " 'cash',\n", + " 'check',\n", + " 'architects',\n", + " 'republic',\n", + " 'wrote',\n", + " 'magnificent',\n", + " 'words',\n", + " 'constitution',\n", + " 'declaration',\n", + " 'independence',\n", + " 'signing',\n", + " 'promissory',\n", + " 'note',\n", + " 'american',\n", + " 'fall',\n", + " 'heir',\n", + " 'note',\n", + " 'promise',\n", + " 'men',\n", + " 'yes',\n", + " 'black',\n", + " 'men',\n", + " 'white',\n", + " 'men',\n", + " 'guaranteed',\n", + " 'unalienable',\n", + " 'rights',\n", + " 'life',\n", + " 'liberty',\n", + " 'pursuit',\n", + " 'happiness',\n", + " 'obvious',\n", + " 'today',\n", + " 'america',\n", + " 'defaulted',\n", + " 'promissory',\n", + " 'note',\n", + " 'insofar',\n", + " 'citizens',\n", + " 'color',\n", + " 'concerned',\n", + " 'instead',\n", + " 'honoring',\n", + " 'sacred',\n", + " 'obligation',\n", + " 'america',\n", + " 'given',\n", + " 'negro',\n", + " 'people',\n", + " 'bad',\n", + " 'check',\n", + " 'check',\n", + " 'come',\n", + " 'marked',\n", + " 'insufficient',\n", + " 'funds',\n", + " 'refuse',\n", + " 'believe',\n", + " 'bank',\n", + " 'justice',\n", + " 'bankrupt',\n", + " 'refuse',\n", + " 'believe',\n", + " 'insufficient',\n", + " 'funds',\n", + " 'great',\n", + " 'vaults',\n", + " 'opportunity',\n", + " 'nation',\n", + " \"we've\",\n", + " 'come',\n", + " 'cash',\n", + " 'check',\n", + " 'check',\n", + " 'demand',\n", + " 'riches',\n", + " 'freedom',\n", + " 'security',\n", + " 'justice',\n", + " 'come',\n", + " 'hallowed',\n", + " 'spot',\n", + " 'remind',\n", + " 'america',\n", + " 'fierce',\n", + " 'urgency',\n", + " 'time',\n", + " 'engage',\n", + " 'luxury',\n", + " 'cooling',\n", + " 'tranquilizing',\n", + " 'drug',\n", + " 'gradualism',\n", + " 'time',\n", + " 'make',\n", + " 'real',\n", + " 'promises',\n", + " 'democracy',\n", + " 'time',\n", + " 'rise',\n", + " 'dark',\n", + " 'desolate',\n", + " 'valley',\n", + " 'segregation',\n", + " 'sunlit',\n", + " 'path',\n", + " 'racial',\n", + " 'justice',\n", + " 'time',\n", + " 'lift',\n", + " 'nation',\n", + " 'quicksands',\n", + " 'racial',\n", + " 'injustice',\n", + " 'solid',\n", + " 'rock',\n", + " 'brotherhood',\n", + " 'time',\n", + " 'make',\n", + " 'justice',\n", + " 'reality',\n", + " \"god's\",\n", + " 'children',\n", + " 'fatal',\n", + " 'nation',\n", + " 'overlook',\n", + " 'urgency',\n", + " 'moment',\n", + " 'sweltering',\n", + " 'summer',\n", + " \"negro's\",\n", + " 'legitimate',\n", + " 'discontent',\n", + " 'pass',\n", + " 'invigorating',\n", + " 'autumn',\n", + " 'freedom',\n", + " 'equality',\n", + " 'nineteen',\n", + " 'sixtythree',\n", + " 'end',\n", + " 'beginning',\n", + " 'hope',\n", + " 'negro',\n", + " 'needed',\n", + " 'blow',\n", + " 'steam',\n", + " 'content',\n", + " 'rude',\n", + " 'awakening',\n", + " 'nation',\n", + " 'returns',\n", + " 'business',\n", + " 'usual',\n", + " 'rest',\n", + " 'tranquility',\n", + " 'america',\n", + " 'negro',\n", + " 'granted',\n", + " 'citizenship',\n", + " 'rights',\n", + " 'whirlwinds',\n", + " 'revolt',\n", + " 'continue',\n", + " 'shake',\n", + " 'foundations',\n", + " 'nation',\n", + " 'bright',\n", + " 'day',\n", + " 'justice',\n", + " 'emerges',\n", + " 'say',\n", + " 'people',\n", + " 'stand',\n", + " 'warm',\n", + " 'threshold',\n", + " 'leads',\n", + " 'palace',\n", + " 'justice',\n", + " 'process',\n", + " 'gaining',\n", + " 'rightful',\n", + " 'place',\n", + " 'guilty',\n", + " 'wrongful',\n", + " 'deeds',\n", + " 'let',\n", + " 'seek',\n", + " 'satisfy',\n", + " 'thirst',\n", + " 'freedom',\n", + " 'drinking',\n", + " 'cup',\n", + " 'bitterness',\n", + " 'hatred',\n", + " 'forever',\n", + " 'conduct',\n", + " 'struggle',\n", + " 'high',\n", + " 'plane',\n", + " 'dignity',\n", + " 'discipline',\n", + " 'allow',\n", + " 'creative',\n", + " 'protest',\n", + " 'degenerate',\n", + " 'physical',\n", + " 'violence',\n", + " 'rise',\n", + " 'majestic',\n", + " 'heights',\n", + " 'meeting',\n", + " 'physical',\n", + " 'force',\n", + " 'soul',\n", + " 'force',\n", + " 'marvelous',\n", + " 'new',\n", + " 'militancy',\n", + " 'engulfed',\n", + " 'negro',\n", + " 'community',\n", + " 'lead',\n", + " 'distrust',\n", + " 'white',\n", + " 'people',\n", + " 'white',\n", + " 'brothers',\n", + " 'evidenced',\n", + " 'presence',\n", + " 'today',\n", + " 'come',\n", + " 'realize',\n", + " 'destiny',\n", + " 'tied',\n", + " 'destiny',\n", + " 'come',\n", + " 'realize',\n", + " 'freedom',\n", + " 'inextricably',\n", + " 'bound',\n", + " 'freedom',\n", + " 'walk',\n", + " 'walk',\n", + " 'make',\n", + " 'pledge',\n", + " 'shall',\n", + " 'march',\n", + " 'ahead',\n", + " 'turn',\n", + " 'asking',\n", + " 'devotees',\n", + " 'civil',\n", + " 'rights',\n", + " 'satisfied?',\n", + " 'satisfied',\n", + " 'long',\n", + " 'negro',\n", + " 'victim',\n", + " 'unspeakable',\n", + " 'horrors',\n", + " 'police',\n", + " 'brutality',\n", + " 'satisfied',\n", + " 'long',\n", + " 'bodies',\n", + " 'heavy',\n", + " 'fatigue',\n", + " 'travel',\n", + " 'gain',\n", + " 'lodging',\n", + " 'motels',\n", + " 'highways',\n", + " 'hotels',\n", + " 'cities',\n", + " 'satisfied',\n", + " 'long',\n", + " \"negro's\",\n", + " 'basic',\n", + " 'mobility',\n", + " 'smaller',\n", + " 'ghetto',\n", + " 'larger',\n", + " 'satisfied',\n", + " 'long',\n", + " 'children',\n", + " 'stripped',\n", + " 'selfhood',\n", + " 'robbed',\n", + " 'dignity',\n", + " 'signs',\n", + " 'stating',\n", + " 'whites',\n", + " 'satisfied',\n", + " 'long',\n", + " 'negro',\n", + " 'mississippi',\n", + " 'vote',\n", + " 'negro',\n", + " 'new',\n", + " 'york',\n", + " 'believes',\n", + " 'vote',\n", + " 'satisfied',\n", + " 'satisfied',\n", + " 'justice',\n", + " 'rolls',\n", + " 'like',\n", + " 'waters',\n", + " 'righteousness',\n", + " 'like',\n", + " 'mighty',\n", + " 'stream',\n", + " 'unmindful',\n", + " 'come',\n", + " 'great',\n", + " 'trials',\n", + " 'tribulations',\n", + " 'come',\n", + " 'fresh',\n", + " 'narrow',\n", + " 'jail',\n", + " 'cells',\n", + " 'come',\n", + " 'areas',\n", + " 'quest',\n", + " 'quest',\n", + " 'freedom',\n", + " 'left',\n", + " 'battered',\n", + " 'storms',\n", + " 'persecution',\n", + " 'staggered',\n", + " 'winds',\n", + " 'police',\n", + " 'brutality',\n", + " 'veterans',\n", + " 'creative',\n", + " 'suffering',\n", + " 'continue',\n", + " 'work',\n", + " 'faith',\n", + " 'unearned',\n", + " 'suffering',\n", + " 'redemptive',\n", + " 'mississippi',\n", + " 'alabama',\n", + " 'south',\n", + " 'carolina',\n", + " 'georgia',\n", + " 'louisiana',\n", + " 'slums',\n", + " 'ghettos',\n", + " 'northern',\n", + " 'cities',\n", + " 'knowing',\n", + " 'situation',\n", + " 'changed',\n", + " 'let',\n", + " 'wallow',\n", + " 'valley',\n", + " 'despair',\n", + " 'say',\n", + " 'today',\n", + " 'friends',\n", + " 'face',\n", + " 'difficulties',\n", + " 'today',\n", + " 'tomorrow',\n", + " 'dream',\n", + " 'dream',\n", + " 'deeply',\n", + " 'rooted',\n", + " 'american',\n", + " 'dream',\n", + " 'dream',\n", + " 'day',\n", + " 'nation',\n", + " 'rise',\n", + " 'live',\n", + " 'true',\n", + " 'meaning',\n", + " 'creed',\n", + " 'hold',\n", + " 'truths',\n", + " 'selfevident',\n", + " 'men',\n", + " 'created',\n", + " 'equal',\n", + " 'dream',\n", + " 'day',\n", + " 'red',\n", + " 'hills',\n", + " 'georgia',\n", + " 'sons',\n", + " 'slaves',\n", + " 'sons',\n", + " 'slave',\n", + " 'owners',\n", + " 'able',\n", + " 'sit',\n", + " 'table',\n", + " 'brotherhood',\n", + " 'dream',\n", + " 'day',\n", + " 'state',\n", + " 'mississippi',\n", + " 'state',\n", + " 'sweltering',\n", + " 'heat',\n", + " 'injustice',\n", + " 'sweltering',\n", + " 'heat',\n", + " 'oppression',\n", + " 'transformed',\n", + " 'oasis',\n", + " 'freedom',\n", + " 'justice',\n", + " 'dream',\n", + " 'little',\n", + " 'children',\n", + " 'day',\n", + " 'live',\n", + " 'nation',\n", + " 'judged',\n", + " 'color',\n", + " 'skin',\n", + " 'content',\n", + " 'character',\n", + " 'dream',\n", + " 'today',\n", + " 'dream',\n", + " 'day',\n", + " 'alabama',\n", + " 'vicious',\n", + " 'racists',\n", + " 'governor',\n", + " 'having',\n", + " 'lips',\n", + " 'dripping',\n", + " 'words',\n", + " 'interposition',\n", + " 'nullification',\n", + " 'day',\n", + " 'right',\n", + " 'alabama',\n", + " 'little',\n", + " 'black',\n", + " 'boys',\n", + " 'black',\n", + " 'girls',\n", + " 'able',\n", + " 'join',\n", + " 'hands',\n", + " 'little',\n", + " 'white',\n", + " 'boys',\n", + " 'white',\n", + " 'girls',\n", + " 'sisters',\n", + " 'brothers',\n", + " 'dream',\n", + " 'today',\n", + " 'dream',\n", + " 'day',\n", + " 'valley',\n", + " 'shall',\n", + " 'exalted',\n", + " 'hill',\n", + " 'mountain',\n", + " 'shall',\n", + " 'low',\n", + " 'rough',\n", + " 'places',\n", + " 'plain',\n", + " 'crooked',\n", + " 'places',\n", + " 'straight',\n", + " 'glory',\n", + " 'lord',\n", + " 'shall',\n", + " 'revealed',\n", + " 'flesh',\n", + " 'shall',\n", + " 'hope',\n", + " 'faith',\n", + " 'south',\n", + " 'faith',\n", + " 'able',\n", + " 'hew',\n", + " 'mountain',\n", + " 'despair',\n", + " 'stone',\n", + " 'hope',\n", + " 'faith',\n", + " 'able',\n", + " 'transform',\n", + " 'jangling',\n", + " 'discords',\n", + " 'nation',\n", + " 'beautiful',\n", + " 'symphony',\n", + " 'brotherhood',\n", + " 'faith',\n", + " 'able',\n", + " 'work',\n", + " 'pray',\n", + " 'struggle',\n", + " 'jail',\n", + " 'stand',\n", + " 'freedom',\n", + " 'knowing',\n", + " 'free',\n", + " 'day',\n", + " 'day',\n", + " 'day',\n", + " \"god's\",\n", + " 'children',\n", + " 'able',\n", + " 'sing',\n", + " 'new',\n", + " 'meaning',\n", + " 'country',\n", + " \"'tis\",\n", + " 'thee',\n", + " 'sweet',\n", + " 'land',\n", + " 'liberty',\n", + " 'thee',\n", + " 'sing',\n", + " 'land',\n", + " 'fathers',\n", + " 'died',\n", + " 'land',\n", + " \"pilgrim's\",\n", + " 'pride',\n", + " 'mountainside',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'america',\n", + " 'great',\n", + " 'nation',\n", + " 'true',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'prodigious',\n", + " 'hilltops',\n", + " 'new',\n", + " 'hampshire',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'mighty',\n", + " 'mountains',\n", + " 'new',\n", + " 'york',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'heightening',\n", + " 'alleghenies',\n", + " 'pennsylvania',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'snowcapped',\n", + " 'rockies',\n", + " 'colorado',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'curvaceous',\n", + " 'slopes',\n", + " 'california',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'stone',\n", + " 'mountain',\n", + " 'georgia',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'lookout',\n", + " 'mountain',\n", + " 'tennessee',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'hill',\n", + " 'molehill',\n", + " 'mississippi',\n", + " 'mountainside',\n", + " 'let',\n", + " 'freedom',\n", + " 'ring',\n", + " 'happens',\n", + " 'allow',\n", + " 'freedom',\n", + " 'ring',\n", + " 'let',\n", + " 'ring',\n", + " 'village',\n", + " 'hamlet',\n", + " 'state',\n", + " 'city',\n", + " 'able',\n", + " 'speed',\n", + " 'day',\n", + " \"god's\",\n", + " 'children',\n", + " 'black',\n", + " 'men',\n", + " 'white',\n", + " 'men',\n", + " 'jews',\n", + " 'gentiles',\n", + " 'protestants',\n", + " 'catholics',\n", + " 'able',\n", + " 'join',\n", + " 'hands',\n", + " 'sing',\n", + " 'words',\n", + " 'old',\n", + " 'negro',\n", + " 'spiritual',\n", + " 'free',\n", + " 'free',\n", + " 'thank',\n", + " 'god',\n", + " 'almighty',\n", + " 'free']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kept_words" ] @@ -195,7 +2080,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "bd5ed745", "metadata": {}, "outputs": [], @@ -207,7 +2092,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "92b02c8d", "metadata": {}, "outputs": [], @@ -217,7 +2102,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "71b1d26e", "metadata": {}, "outputs": [], @@ -231,10 +2116,454 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "427b3422", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'happy': 1,\n", + " 'join': 3,\n", + " 'today': 9,\n", + " 'history': 2,\n", + " 'greatest': 1,\n", + " 'demonstration': 1,\n", + " 'freedom': 20,\n", + " 'nation': 10,\n", + " 'score': 1,\n", + " 'years': 5,\n", + " 'ago': 1,\n", + " 'great': 5,\n", + " 'american': 4,\n", + " 'symbolic': 1,\n", + " 'shadow': 1,\n", + " 'stand': 3,\n", + " 'signed': 1,\n", + " 'emancipation': 1,\n", + " 'proclamation': 1,\n", + " 'momentous': 1,\n", + " 'decree': 1,\n", + " 'came': 2,\n", + " 'beacon': 1,\n", + " 'light': 1,\n", + " 'hope': 4,\n", + " 'millions': 1,\n", + " 'negro': 13,\n", + " 'slaves': 2,\n", + " 'seared': 1,\n", + " 'flames': 1,\n", + " 'withering': 1,\n", + " 'injustice': 3,\n", + " 'joyous': 1,\n", + " 'daybreak': 1,\n", + " 'end': 2,\n", + " 'long': 6,\n", + " 'night': 1,\n", + " 'captivity': 1,\n", + " 'later': 4,\n", + " 'free': 5,\n", + " 'life': 2,\n", + " 'sadly': 1,\n", + " 'crippled': 1,\n", + " 'manacles': 1,\n", + " 'segregation': 2,\n", + " 'chains': 1,\n", + " 'discrimination': 1,\n", + " 'lives': 1,\n", + " 'lonely': 1,\n", + " 'island': 1,\n", + " 'poverty': 1,\n", + " 'midst': 1,\n", + " 'vast': 1,\n", + " 'ocean': 1,\n", + " 'material': 1,\n", + " 'prosperity': 1,\n", + " 'languished': 1,\n", + " 'corners': 1,\n", + " 'society': 1,\n", + " 'finds': 1,\n", + " 'exile': 1,\n", + " 'land': 4,\n", + " \"we've\": 3,\n", + " 'come': 10,\n", + " 'dramatize': 1,\n", + " 'shameful': 1,\n", + " 'condition': 1,\n", + " 'sense': 1,\n", + " \"nation's\": 1,\n", + " 'capital': 1,\n", + " 'cash': 2,\n", + " 'check': 5,\n", + " 'architects': 1,\n", + " 'republic': 1,\n", + " 'wrote': 1,\n", + " 'magnificent': 1,\n", + " 'words': 3,\n", + " 'constitution': 1,\n", + " 'declaration': 1,\n", + " 'independence': 1,\n", + " 'signing': 1,\n", + " 'promissory': 2,\n", + " 'note': 3,\n", + " 'fall': 1,\n", + " 'heir': 1,\n", + " 'promise': 1,\n", + " 'men': 6,\n", + " 'yes': 1,\n", + " 'black': 4,\n", + " 'white': 6,\n", + " 'guaranteed': 1,\n", + " 'unalienable': 1,\n", + " 'rights': 3,\n", + " 'liberty': 2,\n", + " 'pursuit': 1,\n", + " 'happiness': 1,\n", + " 'obvious': 1,\n", + " 'america': 5,\n", + " 'defaulted': 1,\n", + " 'insofar': 1,\n", + " 'citizens': 1,\n", + " 'color': 2,\n", + " 'concerned': 1,\n", + " 'instead': 1,\n", + " 'honoring': 1,\n", + " 'sacred': 1,\n", + " 'obligation': 1,\n", + " 'given': 1,\n", + " 'people': 3,\n", + " 'bad': 1,\n", + " 'marked': 1,\n", + " 'insufficient': 2,\n", + " 'funds': 2,\n", + " 'refuse': 2,\n", + " 'believe': 2,\n", + " 'bank': 1,\n", + " 'justice': 8,\n", + " 'bankrupt': 1,\n", + " 'vaults': 1,\n", + " 'opportunity': 1,\n", + " 'demand': 1,\n", + " 'riches': 1,\n", + " 'security': 1,\n", + " 'hallowed': 1,\n", + " 'spot': 1,\n", + " 'remind': 1,\n", + " 'fierce': 1,\n", + " 'urgency': 2,\n", + " 'time': 5,\n", + " 'engage': 1,\n", + " 'luxury': 1,\n", + " 'cooling': 1,\n", + " 'tranquilizing': 1,\n", + " 'drug': 1,\n", + " 'gradualism': 1,\n", + " 'make': 3,\n", + " 'real': 1,\n", + " 'promises': 1,\n", + " 'democracy': 1,\n", + " 'rise': 3,\n", + " 'dark': 1,\n", + " 'desolate': 1,\n", + " 'valley': 3,\n", + " 'sunlit': 1,\n", + " 'path': 1,\n", + " 'racial': 2,\n", + " 'lift': 1,\n", + " 'quicksands': 1,\n", + " 'solid': 1,\n", + " 'rock': 1,\n", + " 'brotherhood': 3,\n", + " 'reality': 1,\n", + " \"god's\": 3,\n", + " 'children': 5,\n", + " 'fatal': 1,\n", + " 'overlook': 1,\n", + " 'moment': 1,\n", + " 'sweltering': 3,\n", + " 'summer': 1,\n", + " \"negro's\": 2,\n", + " 'legitimate': 1,\n", + " 'discontent': 1,\n", + " 'pass': 1,\n", + " 'invigorating': 1,\n", + " 'autumn': 1,\n", + " 'equality': 1,\n", + " 'nineteen': 1,\n", + " 'sixtythree': 1,\n", + " 'beginning': 1,\n", + " 'needed': 1,\n", + " 'blow': 1,\n", + " 'steam': 1,\n", + " 'content': 2,\n", + " 'rude': 1,\n", + " 'awakening': 1,\n", + " 'returns': 1,\n", + " 'business': 1,\n", + " 'usual': 1,\n", + " 'rest': 1,\n", + " 'tranquility': 1,\n", + " 'granted': 1,\n", + " 'citizenship': 1,\n", + " 'whirlwinds': 1,\n", + " 'revolt': 1,\n", + " 'continue': 2,\n", + " 'shake': 1,\n", + " 'foundations': 1,\n", + " 'bright': 1,\n", + " 'day': 12,\n", + " 'emerges': 1,\n", + " 'say': 2,\n", + " 'warm': 1,\n", + " 'threshold': 1,\n", + " 'leads': 1,\n", + " 'palace': 1,\n", + " 'process': 1,\n", + " 'gaining': 1,\n", + " 'rightful': 1,\n", + " 'place': 1,\n", + " 'guilty': 1,\n", + " 'wrongful': 1,\n", + " 'deeds': 1,\n", + " 'let': 13,\n", + " 'seek': 1,\n", + " 'satisfy': 1,\n", + " 'thirst': 1,\n", + " 'drinking': 1,\n", + " 'cup': 1,\n", + " 'bitterness': 1,\n", + " 'hatred': 1,\n", + " 'forever': 1,\n", + " 'conduct': 1,\n", + " 'struggle': 2,\n", + " 'high': 1,\n", + " 'plane': 1,\n", + " 'dignity': 2,\n", + " 'discipline': 1,\n", + " 'allow': 2,\n", + " 'creative': 2,\n", + " 'protest': 1,\n", + " 'degenerate': 1,\n", + " 'physical': 2,\n", + " 'violence': 1,\n", + " 'majestic': 1,\n", + " 'heights': 1,\n", + " 'meeting': 1,\n", + " 'force': 2,\n", + " 'soul': 1,\n", + " 'marvelous': 1,\n", + " 'new': 5,\n", + " 'militancy': 1,\n", + " 'engulfed': 1,\n", + " 'community': 1,\n", + " 'lead': 1,\n", + " 'distrust': 1,\n", + " 'brothers': 2,\n", + " 'evidenced': 1,\n", + " 'presence': 1,\n", + " 'realize': 2,\n", + " 'destiny': 2,\n", + " 'tied': 1,\n", + " 'inextricably': 1,\n", + " 'bound': 1,\n", + " 'walk': 2,\n", + " 'pledge': 1,\n", + " 'shall': 5,\n", + " 'march': 1,\n", + " 'ahead': 1,\n", + " 'turn': 1,\n", + " 'asking': 1,\n", + " 'devotees': 1,\n", + " 'civil': 1,\n", + " 'satisfied?': 1,\n", + " 'satisfied': 7,\n", + " 'victim': 1,\n", + " 'unspeakable': 1,\n", + " 'horrors': 1,\n", + " 'police': 2,\n", + " 'brutality': 2,\n", + " 'bodies': 1,\n", + " 'heavy': 1,\n", + " 'fatigue': 1,\n", + " 'travel': 1,\n", + " 'gain': 1,\n", + " 'lodging': 1,\n", + " 'motels': 1,\n", + " 'highways': 1,\n", + " 'hotels': 1,\n", + " 'cities': 2,\n", + " 'basic': 1,\n", + " 'mobility': 1,\n", + " 'smaller': 1,\n", + " 'ghetto': 1,\n", + " 'larger': 1,\n", + " 'stripped': 1,\n", + " 'selfhood': 1,\n", + " 'robbed': 1,\n", + " 'signs': 1,\n", + " 'stating': 1,\n", + " 'whites': 1,\n", + " 'mississippi': 4,\n", + " 'vote': 2,\n", + " 'york': 2,\n", + " 'believes': 1,\n", + " 'rolls': 1,\n", + " 'like': 2,\n", + " 'waters': 1,\n", + " 'righteousness': 1,\n", + " 'mighty': 2,\n", + " 'stream': 1,\n", + " 'unmindful': 1,\n", + " 'trials': 1,\n", + " 'tribulations': 1,\n", + " 'fresh': 1,\n", + " 'narrow': 1,\n", + " 'jail': 2,\n", + " 'cells': 1,\n", + " 'areas': 1,\n", + " 'quest': 2,\n", + " 'left': 1,\n", + " 'battered': 1,\n", + " 'storms': 1,\n", + " 'persecution': 1,\n", + " 'staggered': 1,\n", + " 'winds': 1,\n", + " 'veterans': 1,\n", + " 'suffering': 2,\n", + " 'work': 2,\n", + " 'faith': 5,\n", + " 'unearned': 1,\n", + " 'redemptive': 1,\n", + " 'alabama': 3,\n", + " 'south': 2,\n", + " 'carolina': 1,\n", + " 'georgia': 3,\n", + " 'louisiana': 1,\n", + " 'slums': 1,\n", + " 'ghettos': 1,\n", + " 'northern': 1,\n", + " 'knowing': 2,\n", + " 'situation': 1,\n", + " 'changed': 1,\n", + " 'wallow': 1,\n", + " 'despair': 2,\n", + " 'friends': 1,\n", + " 'face': 1,\n", + " 'difficulties': 1,\n", + " 'tomorrow': 1,\n", + " 'dream': 11,\n", + " 'deeply': 1,\n", + " 'rooted': 1,\n", + " 'live': 2,\n", + " 'true': 2,\n", + " 'meaning': 2,\n", + " 'creed': 1,\n", + " 'hold': 1,\n", + " 'truths': 1,\n", + " 'selfevident': 1,\n", + " 'created': 1,\n", + " 'equal': 1,\n", + " 'red': 1,\n", + " 'hills': 1,\n", + " 'sons': 2,\n", + " 'slave': 1,\n", + " 'owners': 1,\n", + " 'able': 8,\n", + " 'sit': 1,\n", + " 'table': 1,\n", + " 'state': 3,\n", + " 'heat': 2,\n", + " 'oppression': 1,\n", + " 'transformed': 1,\n", + " 'oasis': 1,\n", + " 'little': 3,\n", + " 'judged': 1,\n", + " 'skin': 1,\n", + " 'character': 1,\n", + " 'vicious': 1,\n", + " 'racists': 1,\n", + " 'governor': 1,\n", + " 'having': 1,\n", + " 'lips': 1,\n", + " 'dripping': 1,\n", + " 'interposition': 1,\n", + " 'nullification': 1,\n", + " 'right': 1,\n", + " 'boys': 2,\n", + " 'girls': 2,\n", + " 'hands': 2,\n", + " 'sisters': 1,\n", + " 'exalted': 1,\n", + " 'hill': 2,\n", + " 'mountain': 4,\n", + " 'low': 1,\n", + " 'rough': 1,\n", + " 'places': 2,\n", + " 'plain': 1,\n", + " 'crooked': 1,\n", + " 'straight': 1,\n", + " 'glory': 1,\n", + " 'lord': 1,\n", + " 'revealed': 1,\n", + " 'flesh': 1,\n", + " 'hew': 1,\n", + " 'stone': 2,\n", + " 'transform': 1,\n", + " 'jangling': 1,\n", + " 'discords': 1,\n", + " 'beautiful': 1,\n", + " 'symphony': 1,\n", + " 'pray': 1,\n", + " 'sing': 3,\n", + " 'country': 1,\n", + " \"'tis\": 1,\n", + " 'thee': 2,\n", + " 'sweet': 1,\n", + " 'fathers': 1,\n", + " 'died': 1,\n", + " \"pilgrim's\": 1,\n", + " 'pride': 1,\n", + " 'mountainside': 2,\n", + " 'ring': 12,\n", + " 'prodigious': 1,\n", + " 'hilltops': 1,\n", + " 'hampshire': 1,\n", + " 'mountains': 1,\n", + " 'heightening': 1,\n", + " 'alleghenies': 1,\n", + " 'pennsylvania': 1,\n", + " 'snowcapped': 1,\n", + " 'rockies': 1,\n", + " 'colorado': 1,\n", + " 'curvaceous': 1,\n", + " 'slopes': 1,\n", + " 'california': 1,\n", + " 'lookout': 1,\n", + " 'tennessee': 1,\n", + " 'molehill': 1,\n", + " 'happens': 1,\n", + " 'village': 1,\n", + " 'hamlet': 1,\n", + " 'city': 1,\n", + " 'speed': 1,\n", + " 'jews': 1,\n", + " 'gentiles': 1,\n", + " 'protestants': 1,\n", + " 'catholics': 1,\n", + " 'old': 1,\n", + " 'spiritual': 1,\n", + " 'thank': 1,\n", + " 'god': 1,\n", + " 'almighty': 1}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "counts" ] @@ -251,10 +2580,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "cd0bbe7f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "432" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "top_counts = sorted(counts.values(), reverse=True)\n", "len(top_counts)" @@ -262,10 +2602,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "c30bc0a0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# it would be really nice to reduce this to a unique set of values rather than repeated numbers\n", "top_counts_unique = []\n", @@ -286,10 +2637,451 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "ceaa61e8", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "happy 1\n", + "join 3\n", + "today 9\n", + "history 2\n", + "greatest 1\n", + "demonstration 1\n", + "freedom 20\n", + "nation 10\n", + "score 1\n", + "years 5\n", + "ago 1\n", + "great 5\n", + "american 4\n", + "symbolic 1\n", + "shadow 1\n", + "stand 3\n", + "signed 1\n", + "emancipation 1\n", + "proclamation 1\n", + "momentous 1\n", + "decree 1\n", + "came 2\n", + "beacon 1\n", + "light 1\n", + "hope 4\n", + "millions 1\n", + "negro 13\n", + "slaves 2\n", + "seared 1\n", + "flames 1\n", + "withering 1\n", + "injustice 3\n", + "joyous 1\n", + "daybreak 1\n", + "end 2\n", + "long 6\n", + "night 1\n", + "captivity 1\n", + "later 4\n", + "free 5\n", + "life 2\n", + "sadly 1\n", + "crippled 1\n", + "manacles 1\n", + "segregation 2\n", + "chains 1\n", + "discrimination 1\n", + "lives 1\n", + "lonely 1\n", + "island 1\n", + "poverty 1\n", + "midst 1\n", + "vast 1\n", + "ocean 1\n", + "material 1\n", + "prosperity 1\n", + "languished 1\n", + "corners 1\n", + "society 1\n", + "finds 1\n", + "exile 1\n", + "land 4\n", + "we've 3\n", + "come 10\n", + "dramatize 1\n", + "shameful 1\n", + "condition 1\n", + "sense 1\n", + "nation's 1\n", + "capital 1\n", + "cash 2\n", + "check 5\n", + "architects 1\n", + "republic 1\n", + "wrote 1\n", + "magnificent 1\n", + "words 3\n", + "constitution 1\n", + "declaration 1\n", + "independence 1\n", + "signing 1\n", + "promissory 2\n", + "note 3\n", + "fall 1\n", + "heir 1\n", + "promise 1\n", + "men 6\n", + "yes 1\n", + "black 4\n", + "white 6\n", + "guaranteed 1\n", + "unalienable 1\n", + "rights 3\n", + "liberty 2\n", + "pursuit 1\n", + "happiness 1\n", + "obvious 1\n", + "america 5\n", + "defaulted 1\n", + "insofar 1\n", + "citizens 1\n", + "color 2\n", + "concerned 1\n", + "instead 1\n", + "honoring 1\n", + "sacred 1\n", + "obligation 1\n", + "given 1\n", + "people 3\n", + "bad 1\n", + "marked 1\n", + "insufficient 2\n", + "funds 2\n", + "refuse 2\n", + "believe 2\n", + "bank 1\n", + "justice 8\n", + "bankrupt 1\n", + "vaults 1\n", + "opportunity 1\n", + "demand 1\n", + "riches 1\n", + "security 1\n", + "hallowed 1\n", + "spot 1\n", + "remind 1\n", + "fierce 1\n", + "urgency 2\n", + "time 5\n", + "engage 1\n", + "luxury 1\n", + "cooling 1\n", + "tranquilizing 1\n", + "drug 1\n", + "gradualism 1\n", + "make 3\n", + "real 1\n", + "promises 1\n", + "democracy 1\n", + "rise 3\n", + "dark 1\n", + "desolate 1\n", + "valley 3\n", + "sunlit 1\n", + "path 1\n", + "racial 2\n", + "lift 1\n", + "quicksands 1\n", + "solid 1\n", + "rock 1\n", + "brotherhood 3\n", + "reality 1\n", + "god's 3\n", + "children 5\n", + "fatal 1\n", + "overlook 1\n", + "moment 1\n", + "sweltering 3\n", + "summer 1\n", + "negro's 2\n", + "legitimate 1\n", + "discontent 1\n", + "pass 1\n", + "invigorating 1\n", + "autumn 1\n", + "equality 1\n", + "nineteen 1\n", + "sixtythree 1\n", + "beginning 1\n", + "needed 1\n", + "blow 1\n", + "steam 1\n", + "content 2\n", + "rude 1\n", + "awakening 1\n", + "returns 1\n", + "business 1\n", + "usual 1\n", + "rest 1\n", + "tranquility 1\n", + "granted 1\n", + "citizenship 1\n", + "whirlwinds 1\n", + "revolt 1\n", + "continue 2\n", + "shake 1\n", + "foundations 1\n", + "bright 1\n", + "day 12\n", + "emerges 1\n", + "say 2\n", + "warm 1\n", + "threshold 1\n", + "leads 1\n", + "palace 1\n", + "process 1\n", + "gaining 1\n", + "rightful 1\n", + "place 1\n", + "guilty 1\n", + "wrongful 1\n", + "deeds 1\n", + "let 13\n", + "seek 1\n", + "satisfy 1\n", + "thirst 1\n", + "drinking 1\n", + "cup 1\n", + "bitterness 1\n", + "hatred 1\n", + "forever 1\n", + "conduct 1\n", + "struggle 2\n", + "high 1\n", + "plane 1\n", + "dignity 2\n", + "discipline 1\n", + "allow 2\n", + "creative 2\n", + "protest 1\n", + "degenerate 1\n", + "physical 2\n", + "violence 1\n", + "majestic 1\n", + "heights 1\n", + "meeting 1\n", + "force 2\n", + "soul 1\n", + "marvelous 1\n", + "new 5\n", + "militancy 1\n", + "engulfed 1\n", + "community 1\n", + "lead 1\n", + "distrust 1\n", + "brothers 2\n", + "evidenced 1\n", + "presence 1\n", + "realize 2\n", + "destiny 2\n", + "tied 1\n", + "inextricably 1\n", + "bound 1\n", + "walk 2\n", + "pledge 1\n", + "shall 5\n", + "march 1\n", + "ahead 1\n", + "turn 1\n", + "asking 1\n", + "devotees 1\n", + "civil 1\n", + "satisfied? 1\n", + "satisfied 7\n", + "victim 1\n", + "unspeakable 1\n", + "horrors 1\n", + "police 2\n", + "brutality 2\n", + "bodies 1\n", + "heavy 1\n", + "fatigue 1\n", + "travel 1\n", + "gain 1\n", + "lodging 1\n", + "motels 1\n", + "highways 1\n", + "hotels 1\n", + "cities 2\n", + "basic 1\n", + "mobility 1\n", + "smaller 1\n", + "ghetto 1\n", + "larger 1\n", + "stripped 1\n", + "selfhood 1\n", + "robbed 1\n", + "signs 1\n", + "stating 1\n", + "whites 1\n", + "mississippi 4\n", + "vote 2\n", + "york 2\n", + "believes 1\n", + "rolls 1\n", + "like 2\n", + "waters 1\n", + "righteousness 1\n", + "mighty 2\n", + "stream 1\n", + "unmindful 1\n", + "trials 1\n", + "tribulations 1\n", + "fresh 1\n", + "narrow 1\n", + "jail 2\n", + "cells 1\n", + "areas 1\n", + "quest 2\n", + "left 1\n", + "battered 1\n", + "storms 1\n", + "persecution 1\n", + "staggered 1\n", + "winds 1\n", + "veterans 1\n", + "suffering 2\n", + "work 2\n", + "faith 5\n", + "unearned 1\n", + "redemptive 1\n", + "alabama 3\n", + "south 2\n", + "carolina 1\n", + "georgia 3\n", + "louisiana 1\n", + "slums 1\n", + "ghettos 1\n", + "northern 1\n", + "knowing 2\n", + "situation 1\n", + "changed 1\n", + "wallow 1\n", + "despair 2\n", + "friends 1\n", + "face 1\n", + "difficulties 1\n", + "tomorrow 1\n", + "dream 11\n", + "deeply 1\n", + "rooted 1\n", + "live 2\n", + "true 2\n", + "meaning 2\n", + "creed 1\n", + "hold 1\n", + "truths 1\n", + "selfevident 1\n", + "created 1\n", + "equal 1\n", + "red 1\n", + "hills 1\n", + "sons 2\n", + "slave 1\n", + "owners 1\n", + "able 8\n", + "sit 1\n", + "table 1\n", + "state 3\n", + "heat 2\n", + "oppression 1\n", + "transformed 1\n", + "oasis 1\n", + "little 3\n", + "judged 1\n", + "skin 1\n", + "character 1\n", + "vicious 1\n", + "racists 1\n", + "governor 1\n", + "having 1\n", + "lips 1\n", + "dripping 1\n", + "interposition 1\n", + "nullification 1\n", + "right 1\n", + "boys 2\n", + "girls 2\n", + "hands 2\n", + "sisters 1\n", + "exalted 1\n", + "hill 2\n", + "mountain 4\n", + "low 1\n", + "rough 1\n", + "places 2\n", + "plain 1\n", + "crooked 1\n", + "straight 1\n", + "glory 1\n", + "lord 1\n", + "revealed 1\n", + "flesh 1\n", + "hew 1\n", + "stone 2\n", + "transform 1\n", + "jangling 1\n", + "discords 1\n", + "beautiful 1\n", + "symphony 1\n", + "pray 1\n", + "sing 3\n", + "country 1\n", + "'tis 1\n", + "thee 2\n", + "sweet 1\n", + "fathers 1\n", + "died 1\n", + "pilgrim's 1\n", + "pride 1\n", + "mountainside 2\n", + "ring 12\n", + "prodigious 1\n", + "hilltops 1\n", + "hampshire 1\n", + "mountains 1\n", + "heightening 1\n", + "alleghenies 1\n", + "pennsylvania 1\n", + "snowcapped 1\n", + "rockies 1\n", + "colorado 1\n", + "curvaceous 1\n", + "slopes 1\n", + "california 1\n", + "lookout 1\n", + "tennessee 1\n", + "molehill 1\n", + "happens 1\n", + "village 1\n", + "hamlet 1\n", + "city 1\n", + "speed 1\n", + "jews 1\n", + "gentiles 1\n", + "protestants 1\n", + "catholics 1\n", + "old 1\n", + "spiritual 1\n", + "thank 1\n", + "god 1\n", + "almighty 1\n" + ] + } + ], "source": [ "for key, val in counts.items():\n", " print(key, val)" @@ -297,10 +3089,451 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "094d15cb", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "freedom 20\n", + "negro 13\n", + "let 13\n", + "day 12\n", + "ring 12\n", + "dream 11\n", + "nation 10\n", + "come 10\n", + "today 9\n", + "justice 8\n", + "able 8\n", + "satisfied 7\n", + "long 6\n", + "men 6\n", + "white 6\n", + "years 5\n", + "great 5\n", + "free 5\n", + "check 5\n", + "america 5\n", + "time 5\n", + "children 5\n", + "new 5\n", + "shall 5\n", + "faith 5\n", + "american 4\n", + "hope 4\n", + "later 4\n", + "land 4\n", + "black 4\n", + "mississippi 4\n", + "mountain 4\n", + "join 3\n", + "stand 3\n", + "injustice 3\n", + "we've 3\n", + "words 3\n", + "note 3\n", + "rights 3\n", + "people 3\n", + "make 3\n", + "rise 3\n", + "valley 3\n", + "brotherhood 3\n", + "god's 3\n", + "sweltering 3\n", + "alabama 3\n", + "georgia 3\n", + "state 3\n", + "little 3\n", + "sing 3\n", + "history 2\n", + "came 2\n", + "slaves 2\n", + "end 2\n", + "life 2\n", + "segregation 2\n", + "cash 2\n", + "promissory 2\n", + "liberty 2\n", + "color 2\n", + "insufficient 2\n", + "funds 2\n", + "refuse 2\n", + "believe 2\n", + "urgency 2\n", + "racial 2\n", + "negro's 2\n", + "content 2\n", + "continue 2\n", + "say 2\n", + "struggle 2\n", + "dignity 2\n", + "allow 2\n", + "creative 2\n", + "physical 2\n", + "force 2\n", + "brothers 2\n", + "realize 2\n", + "destiny 2\n", + "walk 2\n", + "police 2\n", + "brutality 2\n", + "cities 2\n", + "vote 2\n", + "york 2\n", + "like 2\n", + "mighty 2\n", + "jail 2\n", + "quest 2\n", + "suffering 2\n", + "work 2\n", + "south 2\n", + "knowing 2\n", + "despair 2\n", + "live 2\n", + "true 2\n", + "meaning 2\n", + "sons 2\n", + "heat 2\n", + "boys 2\n", + "girls 2\n", + "hands 2\n", + "hill 2\n", + "places 2\n", + "stone 2\n", + "thee 2\n", + "mountainside 2\n", + "happy 1\n", + "greatest 1\n", + "demonstration 1\n", + "score 1\n", + "ago 1\n", + "symbolic 1\n", + "shadow 1\n", + "signed 1\n", + "emancipation 1\n", + "proclamation 1\n", + "momentous 1\n", + "decree 1\n", + "beacon 1\n", + "light 1\n", + "millions 1\n", + "seared 1\n", + "flames 1\n", + "withering 1\n", + "joyous 1\n", + "daybreak 1\n", + "night 1\n", + "captivity 1\n", + "sadly 1\n", + "crippled 1\n", + "manacles 1\n", + "chains 1\n", + "discrimination 1\n", + "lives 1\n", + "lonely 1\n", + "island 1\n", + "poverty 1\n", + "midst 1\n", + "vast 1\n", + "ocean 1\n", + "material 1\n", + "prosperity 1\n", + "languished 1\n", + "corners 1\n", + "society 1\n", + "finds 1\n", + "exile 1\n", + "dramatize 1\n", + "shameful 1\n", + "condition 1\n", + "sense 1\n", + "nation's 1\n", + "capital 1\n", + "architects 1\n", + "republic 1\n", + "wrote 1\n", + "magnificent 1\n", + "constitution 1\n", + "declaration 1\n", + "independence 1\n", + "signing 1\n", + "fall 1\n", + "heir 1\n", + "promise 1\n", + "yes 1\n", + "guaranteed 1\n", + "unalienable 1\n", + "pursuit 1\n", + "happiness 1\n", + "obvious 1\n", + "defaulted 1\n", + "insofar 1\n", + "citizens 1\n", + "concerned 1\n", + "instead 1\n", + "honoring 1\n", + "sacred 1\n", + "obligation 1\n", + "given 1\n", + "bad 1\n", + "marked 1\n", + "bank 1\n", + "bankrupt 1\n", + "vaults 1\n", + "opportunity 1\n", + "demand 1\n", + "riches 1\n", + "security 1\n", + "hallowed 1\n", + "spot 1\n", + "remind 1\n", + "fierce 1\n", + "engage 1\n", + "luxury 1\n", + "cooling 1\n", + "tranquilizing 1\n", + "drug 1\n", + "gradualism 1\n", + "real 1\n", + "promises 1\n", + "democracy 1\n", + "dark 1\n", + "desolate 1\n", + "sunlit 1\n", + "path 1\n", + "lift 1\n", + "quicksands 1\n", + "solid 1\n", + "rock 1\n", + "reality 1\n", + "fatal 1\n", + "overlook 1\n", + "moment 1\n", + "summer 1\n", + "legitimate 1\n", + "discontent 1\n", + "pass 1\n", + "invigorating 1\n", + "autumn 1\n", + "equality 1\n", + "nineteen 1\n", + "sixtythree 1\n", + "beginning 1\n", + "needed 1\n", + "blow 1\n", + "steam 1\n", + "rude 1\n", + "awakening 1\n", + "returns 1\n", + "business 1\n", + "usual 1\n", + "rest 1\n", + "tranquility 1\n", + "granted 1\n", + "citizenship 1\n", + "whirlwinds 1\n", + "revolt 1\n", + "shake 1\n", + "foundations 1\n", + "bright 1\n", + "emerges 1\n", + "warm 1\n", + "threshold 1\n", + "leads 1\n", + "palace 1\n", + "process 1\n", + "gaining 1\n", + "rightful 1\n", + "place 1\n", + "guilty 1\n", + "wrongful 1\n", + "deeds 1\n", + "seek 1\n", + "satisfy 1\n", + "thirst 1\n", + "drinking 1\n", + "cup 1\n", + "bitterness 1\n", + "hatred 1\n", + "forever 1\n", + "conduct 1\n", + "high 1\n", + "plane 1\n", + "discipline 1\n", + "protest 1\n", + "degenerate 1\n", + "violence 1\n", + "majestic 1\n", + "heights 1\n", + "meeting 1\n", + "soul 1\n", + "marvelous 1\n", + "militancy 1\n", + "engulfed 1\n", + "community 1\n", + "lead 1\n", + "distrust 1\n", + "evidenced 1\n", + "presence 1\n", + "tied 1\n", + "inextricably 1\n", + "bound 1\n", + "pledge 1\n", + "march 1\n", + "ahead 1\n", + "turn 1\n", + "asking 1\n", + "devotees 1\n", + "civil 1\n", + "satisfied? 1\n", + "victim 1\n", + "unspeakable 1\n", + "horrors 1\n", + "bodies 1\n", + "heavy 1\n", + "fatigue 1\n", + "travel 1\n", + "gain 1\n", + "lodging 1\n", + "motels 1\n", + "highways 1\n", + "hotels 1\n", + "basic 1\n", + "mobility 1\n", + "smaller 1\n", + "ghetto 1\n", + "larger 1\n", + "stripped 1\n", + "selfhood 1\n", + "robbed 1\n", + "signs 1\n", + "stating 1\n", + "whites 1\n", + "believes 1\n", + "rolls 1\n", + "waters 1\n", + "righteousness 1\n", + "stream 1\n", + "unmindful 1\n", + "trials 1\n", + "tribulations 1\n", + "fresh 1\n", + "narrow 1\n", + "cells 1\n", + "areas 1\n", + "left 1\n", + "battered 1\n", + "storms 1\n", + "persecution 1\n", + "staggered 1\n", + "winds 1\n", + "veterans 1\n", + "unearned 1\n", + "redemptive 1\n", + "carolina 1\n", + "louisiana 1\n", + "slums 1\n", + "ghettos 1\n", + "northern 1\n", + "situation 1\n", + "changed 1\n", + "wallow 1\n", + "friends 1\n", + "face 1\n", + "difficulties 1\n", + "tomorrow 1\n", + "deeply 1\n", + "rooted 1\n", + "creed 1\n", + "hold 1\n", + "truths 1\n", + "selfevident 1\n", + "created 1\n", + "equal 1\n", + "red 1\n", + "hills 1\n", + "slave 1\n", + "owners 1\n", + "sit 1\n", + "table 1\n", + "oppression 1\n", + "transformed 1\n", + "oasis 1\n", + "judged 1\n", + "skin 1\n", + "character 1\n", + "vicious 1\n", + "racists 1\n", + "governor 1\n", + "having 1\n", + "lips 1\n", + "dripping 1\n", + "interposition 1\n", + "nullification 1\n", + "right 1\n", + "sisters 1\n", + "exalted 1\n", + "low 1\n", + "rough 1\n", + "plain 1\n", + "crooked 1\n", + "straight 1\n", + "glory 1\n", + "lord 1\n", + "revealed 1\n", + "flesh 1\n", + "hew 1\n", + "transform 1\n", + "jangling 1\n", + "discords 1\n", + "beautiful 1\n", + "symphony 1\n", + "pray 1\n", + "country 1\n", + "'tis 1\n", + "sweet 1\n", + "fathers 1\n", + "died 1\n", + "pilgrim's 1\n", + "pride 1\n", + "prodigious 1\n", + "hilltops 1\n", + "hampshire 1\n", + "mountains 1\n", + "heightening 1\n", + "alleghenies 1\n", + "pennsylvania 1\n", + "snowcapped 1\n", + "rockies 1\n", + "colorado 1\n", + "curvaceous 1\n", + "slopes 1\n", + "california 1\n", + "lookout 1\n", + "tennessee 1\n", + "molehill 1\n", + "happens 1\n", + "village 1\n", + "hamlet 1\n", + "city 1\n", + "speed 1\n", + "jews 1\n", + "gentiles 1\n", + "protestants 1\n", + "catholics 1\n", + "old 1\n", + "spiritual 1\n", + "thank 1\n", + "god 1\n", + "almighty 1\n" + ] + } + ], "source": [ "# so how about we iterate over the counts (top_counts_unique)\n", "# and print the corresponding keys and values from the dictionary\n", diff --git a/notebooks/part0_python_intro/solutions/01_functions_script__solution.ipynb b/notebooks/part0_python_intro/solutions/01_functions_script__solution.ipynb index 8dae99d..85893a4 100644 --- a/notebooks/part0_python_intro/solutions/01_functions_script__solution.ipynb +++ b/notebooks/part0_python_intro/solutions/01_functions_script__solution.ipynb @@ -685,7 +685,6 @@ } ], "metadata": { - "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", @@ -701,7 +700,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/notebooks/part0_python_intro/solutions/02_Namespace_objects_modules_packages__solution.ipynb b/notebooks/part0_python_intro/solutions/02_Namespace_objects_modules_packages__solution.ipynb index d4768dc..95a899b 100644 --- a/notebooks/part0_python_intro/solutions/02_Namespace_objects_modules_packages__solution.ipynb +++ b/notebooks/part0_python_intro/solutions/02_Namespace_objects_modules_packages__solution.ipynb @@ -14,10 +14,38 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 1, "id": "b263fdce", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Zen of Python, by Tim Peters\n", + "\n", + "Beautiful is better than ugly.\n", + "Explicit is better than implicit.\n", + "Simple is better than complex.\n", + "Complex is better than complicated.\n", + "Flat is better than nested.\n", + "Sparse is better than dense.\n", + "Readability counts.\n", + "Special cases aren't special enough to break the rules.\n", + "Although practicality beats purity.\n", + "Errors should never pass silently.\n", + "Unless explicitly silenced.\n", + "In the face of ambiguity, refuse the temptation to guess.\n", + "There should be one-- and preferably only one --obvious way to do it.\n", + "Although that way may not be obvious at first unless you're Dutch.\n", + "Now is better than never.\n", + "Although never is often better than *right* now.\n", + "If the implementation is hard to explain, it's a bad idea.\n", + "If the implementation is easy to explain, it may be a good idea.\n", + "Namespaces are one honking great idea -- let's do more of those!\n" + ] + } + ], "source": [ "import this" ] @@ -45,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 2, "id": "90945336", "metadata": {}, "outputs": [ @@ -55,7 +83,7 @@ "5" ] }, - "execution_count": 41, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -75,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 3, "id": "1235392a", "metadata": {}, "outputs": [], @@ -86,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 4, "id": "d40930d3", "metadata": {}, "outputs": [ @@ -96,7 +124,7 @@ "" ] }, - "execution_count": 43, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -107,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 5, "id": "6b77b909", "metadata": {}, "outputs": [ @@ -125,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 6, "id": "883515a7", "metadata": {}, "outputs": [ @@ -135,7 +163,7 @@ "" ] }, - "execution_count": 45, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -147,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 7, "id": "289e645b", "metadata": {}, "outputs": [ @@ -175,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 8, "id": "fe256808", "metadata": {}, "outputs": [ @@ -214,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 9, "id": "4968e004", "metadata": {}, "outputs": [ @@ -245,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 10, "id": "ed6fe608", "metadata": {}, "outputs": [ @@ -286,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 11, "id": "116318ed", "metadata": {}, "outputs": [ @@ -324,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 12, "id": "eb864332", "metadata": {}, "outputs": [ @@ -369,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 13, "id": "d7fb1a05", "metadata": {}, "outputs": [ @@ -429,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 14, "id": "4804faa0", "metadata": {}, "outputs": [], @@ -441,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 15, "id": "bf5e893c", "metadata": {}, "outputs": [ @@ -451,7 +479,7 @@ "" ] }, - "execution_count": 54, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -462,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 16, "id": "52e2160c", "metadata": {}, "outputs": [ @@ -480,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 17, "id": "6a79bd58", "metadata": {}, "outputs": [ @@ -506,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 18, "id": "0695b1e5", "metadata": {}, "outputs": [], @@ -522,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 19, "id": "11060bf3", "metadata": {}, "outputs": [ @@ -532,7 +560,7 @@ "__main__.Person" ] }, - "execution_count": 58, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -543,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 20, "id": "f0a43ea0", "metadata": {}, "outputs": [ @@ -553,7 +581,7 @@ "'Fredrick'" ] }, - "execution_count": 59, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -565,17 +593,17 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 21, "id": "26d2d689", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<__main__.Person at 0x10f871710>" + "<__main__.Person at 0x1106c4b50>" ] }, - "execution_count": 60, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -586,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 22, "id": "4f2cf35a", "metadata": {}, "outputs": [ @@ -613,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 23, "id": "dda9b64e", "metadata": {}, "outputs": [], @@ -631,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 24, "id": "fb6cf5b1", "metadata": {}, "outputs": [ @@ -649,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 25, "id": "abbbfdf3", "metadata": {}, "outputs": [ @@ -671,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 26, "id": "56464299", "metadata": {}, "outputs": [ @@ -681,7 +709,7 @@ "5" ] }, - "execution_count": 65, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -692,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 27, "id": "581f57ef", "metadata": {}, "outputs": [], @@ -702,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 28, "id": "54dabfbf", "metadata": {}, "outputs": [ @@ -712,7 +740,7 @@ "2" ] }, - "execution_count": 67, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -723,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 29, "id": "fc69e2b8", "metadata": {}, "outputs": [ @@ -765,7 +793,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 30, "id": "3fae4530", "metadata": {}, "outputs": [ @@ -775,7 +803,7 @@ "{'length': 25, 'width': 35, 'ID': 'rectangle one'}" ] }, - "execution_count": 69, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -788,7 +816,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 31, "id": "46662487", "metadata": {}, "outputs": [ @@ -798,7 +826,7 @@ "25" ] }, - "execution_count": 70, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -817,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 32, "id": "673e0f63", "metadata": {}, "outputs": [ @@ -853,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 33, "id": "4a47da72", "metadata": {}, "outputs": [ @@ -861,7 +889,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "<__main__.Rectangle object at 0x10f871650>\n" + "<__main__.Rectangle object at 0x111a111d0>\n" ] }, { @@ -870,7 +898,7 @@ "44" ] }, - "execution_count": 72, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -883,17 +911,17 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 34, "id": "db1bc601", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<__main__.Rectangle at 0x10f872690>, <__main__.Rectangle at 0x10f873410>]" + "[<__main__.Rectangle at 0x111a1b050>, <__main__.Rectangle at 0x111a1afd0>]" ] }, - "execution_count": 73, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -907,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 35, "id": "a75ec4c9", "metadata": {}, "outputs": [ @@ -917,7 +945,7 @@ "78" ] }, - "execution_count": 74, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -945,7 +973,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 36, "id": "2df1831a", "metadata": {}, "outputs": [], @@ -957,7 +985,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 37, "id": "b4999719", "metadata": {}, "outputs": [ @@ -967,7 +995,7 @@ "3" ] }, - "execution_count": 76, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -978,7 +1006,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 38, "id": "4a7f7976", "metadata": {}, "outputs": [ @@ -988,7 +1016,7 @@ "99" ] }, - "execution_count": 77, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1034,7 +1062,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 39, "id": "511f027a", "metadata": {}, "outputs": [ @@ -1081,7 +1109,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 40, "id": "f2d88128", "metadata": {}, "outputs": [], @@ -1099,7 +1127,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 41, "id": "19f66a7e", "metadata": {}, "outputs": [ @@ -1109,7 +1137,7 @@ "{'length': 3, 'width': 4, 'ID': 'this'}" ] }, - "execution_count": 80, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1121,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 42, "id": "acb86940", "metadata": {}, "outputs": [ @@ -1131,7 +1159,7 @@ "{'length': 3, 'width': 4, 'ID': 'this', 'area': 12}" ] }, - "execution_count": 81, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1151,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 43, "id": "25909c1e", "metadata": {}, "outputs": [ @@ -1161,7 +1189,7 @@ "{'length': 35, 'width': 25, 'ID': 'rectangle one'}" ] }, - "execution_count": 82, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1176,7 +1204,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 44, "id": "b556938d", "metadata": {}, "outputs": [], @@ -1187,7 +1215,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 45, "id": "e1e8adf7", "metadata": {}, "outputs": [ @@ -1205,7 +1233,7 @@ "{'length': 35, 'width': 25, 'ID': 'rectangle one', 'area': 875}" ] }, - "execution_count": 84, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1227,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 46, "id": "5a084e14", "metadata": {}, "outputs": [], @@ -1242,7 +1270,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 47, "id": "9dac1b6a", "metadata": {}, "outputs": [ @@ -1252,7 +1280,7 @@ "{'length': 4, 'width': 5, 'area': 20, 'ID': 'bummer'}" ] }, - "execution_count": 86, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1264,7 +1292,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 48, "id": "e87976ad", "metadata": {}, "outputs": [ @@ -1274,7 +1302,7 @@ "{'length': 100, 'width': 5, 'area': 20, 'ID': 'bummer'}" ] }, - "execution_count": 87, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1300,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 49, "id": "e0817eca", "metadata": {}, "outputs": [], @@ -1318,7 +1346,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 50, "id": "6a784c63", "metadata": {}, "outputs": [ @@ -1347,7 +1375,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 51, "id": "bda89c8e", "metadata": {}, "outputs": [ @@ -1385,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 52, "id": "c8b0994e", "metadata": {}, "outputs": [], @@ -1407,7 +1435,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 53, "id": "6c9ca452", "metadata": {}, "outputs": [ @@ -1417,7 +1445,7 @@ "22" ] }, - "execution_count": 92, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1453,7 +1481,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 54, "id": "c509dd88", "metadata": {}, "outputs": [], @@ -1475,7 +1503,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 55, "id": "b605e6ab", "metadata": {}, "outputs": [], @@ -1485,17 +1513,17 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 56, "id": "1f6897a1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<__main__.Rectangle at 0x10f87d510>" + "<__main__.Rectangle at 0x111a3f990>" ] }, - "execution_count": 95, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -1506,7 +1534,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 57, "id": "e5bfa9aa", "metadata": {}, "outputs": [ @@ -1534,7 +1562,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 58, "id": "d990d460", "metadata": {}, "outputs": [], @@ -1556,7 +1584,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 59, "id": "739ab614", "metadata": {}, "outputs": [], @@ -1566,7 +1594,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 60, "id": "4395cbc9", "metadata": {}, "outputs": [ @@ -1576,7 +1604,7 @@ "I'm a Rectangle and my name is super_awesome_rectangle, length=3, width=4, area=12" ] }, - "execution_count": 99, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -1587,7 +1615,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 61, "id": "18770648", "metadata": {}, "outputs": [ @@ -1615,7 +1643,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 62, "id": "faee0ac8", "metadata": {}, "outputs": [], @@ -1636,7 +1664,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 63, "id": "4dd29c4c", "metadata": {}, "outputs": [], @@ -1647,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 64, "id": "9b2287c2", "metadata": {}, "outputs": [ @@ -1675,7 +1703,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 65, "id": "e66649f1", "metadata": {}, "outputs": [], @@ -1740,7 +1768,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 66, "id": "4e0a08b5", "metadata": {}, "outputs": [], @@ -1774,7 +1802,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 67, "id": "88f1aecd", "metadata": {}, "outputs": [], @@ -1802,7 +1830,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 68, "id": "06b6c621", "metadata": {}, "outputs": [], @@ -1814,7 +1842,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 69, "id": "c9b5763f", "metadata": {}, "outputs": [ @@ -1824,7 +1852,7 @@ "I'm a Rectangle and my name is Tony, length=2, width=4, area=8" ] }, - "execution_count": 108, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -1835,7 +1863,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 70, "id": "e1cedb0d", "metadata": {}, "outputs": [ @@ -1845,7 +1873,7 @@ "I'm a Square and my name is Ravioli, length=5, width=5, area=25, perimiter=20" ] }, - "execution_count": 109, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -1872,7 +1900,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 71, "id": "3917f949", "metadata": {}, "outputs": [], @@ -1883,7 +1911,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 72, "id": "ef083f54", "metadata": {}, "outputs": [ @@ -1893,7 +1921,7 @@ "" ] }, - "execution_count": 111, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -1904,17 +1932,17 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 73, "id": "2a77a0ca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.029746063092862873" + "0.8012558485047404" ] }, - "execution_count": 112, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -1936,17 +1964,17 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 74, "id": "76f3cfea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 113, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -1968,7 +1996,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 75, "id": "3869cf46", "metadata": {}, "outputs": [], @@ -1993,7 +2021,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 76, "id": "8036d7bb", "metadata": {}, "outputs": [ @@ -2003,7 +2031,7 @@ "" ] }, - "execution_count": 115, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -2015,7 +2043,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 77, "id": "4c3bbe5d", "metadata": {}, "outputs": [ @@ -2033,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 78, "id": "27ba4afb", "metadata": {}, "outputs": [ @@ -2043,7 +2071,7 @@ "2.23606797749979" ] }, - "execution_count": 117, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -2062,7 +2090,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 79, "id": "30af8923", "metadata": {}, "outputs": [ @@ -2072,7 +2100,7 @@ "" ] }, - "execution_count": 118, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -2092,7 +2120,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 80, "id": "cead1086", "metadata": {}, "outputs": [ @@ -2102,7 +2130,7 @@ "" ] }, - "execution_count": 119, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -2122,7 +2150,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 81, "id": "9b8f5cc7", "metadata": {}, "outputs": [ @@ -2136,7 +2164,7 @@ " )" ] }, - "execution_count": 120, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -2158,7 +2186,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 82, "id": "36d33631", "metadata": {}, "outputs": [], @@ -2183,7 +2211,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 83, "id": "26316c95", "metadata": {}, "outputs": [ @@ -2238,22 +2266,23 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 84, "id": "ea1f6fde", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro/solutions',\n", - " '/Users/aleaf/mambaforge/envs/pyclass/lib/python311.zip',\n", - " '/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11',\n", - " '/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/lib-dynload',\n", + "['/Users/mnfienen/Documents/GIT/python-for-hydrology/notebooks/part0_python_intro/solutions',\n", + " '/usr/local/condor/lib/python3',\n", + " '/Users/mnfienen/miniforge3/envs/pyclass/lib/python311.zip',\n", + " '/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11',\n", + " '/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/lib-dynload',\n", " '',\n", - " '/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages']" + " '/Users/mnfienen/miniforge3/envs/pyclass/lib/python3.11/site-packages']" ] }, - "execution_count": 123, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -2279,7 +2308,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 85, "id": "d11191c4", "metadata": {}, "outputs": [], @@ -2289,7 +2318,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 86, "id": "80a24c3b", "metadata": {}, "outputs": [ diff --git a/notebooks/part0_python_intro/solutions/03_useful-std-library-modules-solutions.ipynb b/notebooks/part0_python_intro/solutions/03_useful-std-library-modules-solutions.ipynb index 000ef3a..6d3c0bd 100644 --- a/notebooks/part0_python_intro/solutions/03_useful-std-library-modules-solutions.ipynb +++ b/notebooks/part0_python_intro/solutions/03_useful-std-library-modules-solutions.ipynb @@ -569,7 +569,6 @@ } ], "metadata": { - "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", diff --git a/notebooks/part0_python_intro/solutions/04_files_and_strings.ipynb b/notebooks/part0_python_intro/solutions/04_files_and_strings.ipynb index c8f6f35..be583aa 100644 --- a/notebooks/part0_python_intro/solutions/04_files_and_strings.ipynb +++ b/notebooks/part0_python_intro/solutions/04_files_and_strings.ipynb @@ -352,7 +352,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro/solutions\n" + "/Users/mnfienen/Documents/GIT/python-for-hydrology/notebooks/part0_python_intro/solutions\n" ] } ], @@ -384,7 +384,7 @@ "output_type": "stream", "text": [ "../data/fileio/test.txt\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part0_python_intro/data/fileio/test.txt\n" + "/Users/mnfienen/Documents/GIT/python-for-hydrology/notebooks/part0_python_intro/data/fileio/test.txt\n" ] } ], diff --git a/notebooks/part0_python_intro/solutions/05_numpy__solutions.ipynb b/notebooks/part0_python_intro/solutions/05_numpy__solutions.ipynb index 6dafad2..d760b28 100644 --- a/notebooks/part0_python_intro/solutions/05_numpy__solutions.ipynb +++ b/notebooks/part0_python_intro/solutions/05_numpy__solutions.ipynb @@ -72,7 +72,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -125,7 +125,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -174,7 +174,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -482,6 +482,94 @@ "plt.tight_layout()" ] }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a8f207bb-994b-4427-97ed-2ceeea2bb8c6", + "metadata": {}, + "outputs": [], + "source": [ + "# or we can take advantage of the behavior of nan (not a number)\n", + "before = np.loadtxt(before_file)\n", + "after = np.loadtxt(after_file)\n", + "# convert from meters to feet (!)\n", + "before *= 3.28084\n", + "after *= 3.28084" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7364a0af-50a1-4f08-92b1-d088a9209de7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "nan" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# first note that the result of doing any math with nan returns nan\n", + "1-np.nan" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9bce30dc-71f0-407d-a2ca-d3895f695efc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3919412444.9750013" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# so, we can just convert all the 0 values in both arrays to np.nan and subtract\n", + "before[before==0] = np.nan\n", + "after[after==0] = np.nan\n", + "diff = before-after\n", + "np.nansum(diff) * 25*25" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "32375fc2-2f81-4bee-954a-ae73760881ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# this second option makes it easier to make a plot of the results\n", + "fig, ax = plt.subplots(1,3)\n", + "ax[0].imshow(before)\n", + "ax[1].imshow(after)\n", + "ax[2].imshow(before-after)\n", + "plt.tight_layout()" + ] + }, { "cell_type": "markdown", "id": "53df4e0c", @@ -495,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 27, "id": "a8b377cb", "metadata": {}, "outputs": [], @@ -506,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 28, "id": "7ab531d3", "metadata": {}, "outputs": [], @@ -516,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 29, "id": "53c1b74c", "metadata": {}, "outputs": [ @@ -559,7 +647,7 @@ " 9.91790014e-01, 1.00000000e+00]])" ] }, - "execution_count": 25, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -572,17 +660,17 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "id": "ba60a884", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 26, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, @@ -604,7 +692,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "id": "1647d82a", "metadata": {}, "outputs": [ @@ -638,7 +726,7 @@ " 9.26916757e-01, 9.67294863e-01, 9.91790014e-01, 1.00000000e+00])" ] }, - "execution_count": 27, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -651,17 +739,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, "id": "5f63d5b4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 28, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, diff --git a/notebooks/part0_python_intro/solutions/06_matplotlib__solution.ipynb b/notebooks/part0_python_intro/solutions/06_matplotlib__solution.ipynb index 205ac06..c2e3093 100644 --- a/notebooks/part0_python_intro/solutions/06_matplotlib__solution.ipynb +++ b/notebooks/part0_python_intro/solutions/06_matplotlib__solution.ipynb @@ -103,7 +103,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -143,7 +143,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -206,7 +206,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAHFCAYAAADcytJ5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABAb0lEQVR4nO3de5zOdf7/8eeYmHGYmUJExqmEyBLSRqXVatHBdviVIjonh3E+nxmTyNmM2GqVlFUSZSvVIlHkVNFSOTQ5F82M0zAzn98f7++4zIZrxsxc78/nuh73221uvZu9mGet693zuj6f6/0KcxzHEQAAgAsVsR0AAADgfCgqAADAtSgqAADAtSgqAADAtSgqAADAtSgqAADAtSgqAADAtSgqAADAtSgqAADAtSgqKBCrV6/WiBEj9Pvvv+f4fvPmzdW8efMzf3/8+HGNGDFCy5cv/8Pv8c9//lNhYWHatWtXoWYF4A7sG8iNS2wHQHBYvXq1Ro4cqU6dOunSSy898/3ExMQcjzt+/LhGjhwpSTk2IgChh30DuUFRQaG69tprbUcA4DHsGzgbl36QbyNGjFDfvn0lSdWqVVNYWJjCwsK0fPnyHG/h7tq1S5dffrkkaeTIkWce16lTpwv+/p988olatGih6OholShRQk2bNtWnn35amP9IAAoZ+wZyi6KCfHvyySfVrVs3SdLChQu1Zs0arVmzRtdff32Ox1WoUEEffvihJOmJJ54487ihQ4ee9/eeO3euWrZsqejoaM2ZM0f/+te/VLp0ad1xxx1sOoCHsW8gt7j0g3yrVKmSKleuLElq0KCBqlates7HRUREqGHDhmd+zY033njB3/f48eOKi4vTnXfeqXfffffM91u3bq3rr79egwYN0ldffVUw/xAAAop9A7nFOypwrdWrV+vw4cPq2LGjMjIyznxlZWXpb3/7m9atW6djx47ZjgnARdg3gg/vqMC1Dhw4IEm6//77z/uYw4cPq2TJkoGKBMDl2DeCD0UFrlW2bFlJ0rRp0877dm/58uUDGQmAy7FvBB+KCgpERESEJOnEiRMF8jhJatq0qS699FJt3bpVXbt2zX9IAK7CvoHcoKigQFx33XWSpClTpqhjx44qWrSoatas+YfHRUVFqUqVKnrvvffUokULlS5dWmXLlj3njXSlSpXStGnT1LFjRx0+fFj333+/ypUrp0OHDmnz5s06dOiQkpKSCvsfDUAhYd9AbnAzLQpE8+bNNXDgQC1ZskTNmjVT48aNtX79+nM+9uWXX1aJEiV09913q3HjxhoxYsR5f9/27dvrP//5j44ePapnnnlGt99+u+Li4rRhwwa1aNGikP5pAAQC+wZyI8xxHMd2CAAAgHPhHRUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBanj7wLSsrS3v37lVUVJTCwsJsxwFCkuM4SktLU8WKFVWkiDde+7B3AHblZd/wdFHZu3evYmNjbccAICk5OVmVKlWyHSNX2DsAd8jNvuHpohIVFSXJ/INGR0dbTgOEptTUVMXGxp55PnoBewdgV172DU8Xley3bKOjo9lsAMu8dAmFvQNwh9zsG964oAwAAEISRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQUAALgWRQXAH/32m/Tll7ZTAPCaFSuktLQC/S0pKgD+aMAA6c9/lsaOtZ0EgFf88ovUpo1Uu7a0a1eB/bYUFQA5rVkj/eMfZn3LLXazAPCOnj2lY8ekqlWlypUL7LelqADwyciQOnc268cek5o1s5sHgDd8+KH09ttSeLiUmCgVKbh6QVEB4DNjhrR5s3TZZdK4cbbTAPCCkyelrl3NOi5OqlevQH97igoAY+9eaehQsx43Trr8crt5AHjD889LP/0kXXmlNGJEgf/2FBUARq9e5m79Jk2kJ56wnQaAF/zwgykqkjR5shQVVeA/gqICQFq2TJo/31xXTkoq0OvLAIKU40jduknp6dIdd0j33VcoP4bdCAh16elSly5m3bWr1KCB3TwAvOGdd6SPPpIiIqTp06WwsEL5MRQVINSNH2/evr3iCmnUKNtpAHhBWprUo4dZDxggXX11of0oigoQynbskOLjzXriRCkmxm4eAN4wcqS0Z4901VVS//6F+qMoKkCoyr6+fPKk1KKF9NBDthMB8IJvvjE3zkrStGlS8eKF+uMoKkCoWrRIWrpUKlrUnJ9SSNeXAQSRrCxzKGRmprl5tlWrQv+RFBUgFB09ag5mkqR+/aSaNe3mAeANc+ZIq1dLJUtKkyYF5EdSVIBQNHq0lJxsZnIMGmQ7DQAv+O03qW9fsx45UoqNDciPpagAoWbLFnPjrGSuL5coYTcPAG8YNMiUlbp1pe7dA/ZjKSpAKHEc6bnnzPDBtm2lO++0nQiAF3z5pTR7tlknJZl72wKEogKEkrlzpZUrzbso2XftA8CFZE9VdxypU6eAT1WnqACh4sgRqXdvsx42TKpSxW4eAN6QmCht2mSmqr/wQsB/PEUFCBWDB0uHDkm1a0s9e9pOA8AL9u2Thgwx64QEK1PVKSpAKFi3Tpo506wTE6VixezmAeANvXub4/JvuEF66ikrESgqQLDLzPRdX+7QQWre3HYiAF7w6afSm29an6pOUQGC3UsvSevXmzk+48fbTgPAC86eqt6li3T99daiUFSAYHbggO9At7FjpfLl7eYB4A0TJkjbtpk9Y/Roq1EoKkAw69NHSkmRGjaUnnnGdhoAXrBzpzRmjFm7YKo6RQUIVsuXm3NTwsLM9eXwcNuJALjd2VPVb7tNatfOdiKKChCUTp0yJ9BK0rPPSo0b280DwBsWL5Y++MBVU9UpKkAwmjRJ+v57qVw5KT7edhoAXnDsmG+GT58+5swlF6CoAMFm925p1CiznjDBnCYJAP6MGSP9/LM5tTr7kDcXoKgAwaZHD+n4cemWW6T27W2nAeAFW7eaFzaS66aqU1SAYPL++9KiRdIll5gTaF1wfRmAy509Vf3uu6W77rKdKAeKChAsjh83d+tLUq9eUp06dvMA8IY33pBWrJCKF5emTLGd5g8oKkCwGDtW2rVLio0105EBwJ/ff/dNVR86VKpa1Waac6KoAMFg2zbf+PWpU6WSJe3mAeANQ4ZIBw9KtWr5CovLUFQAr3McM4vj9GmpTRvpnntsJwLgBevXm3vZJHNmikunqlstKhkZGRoyZIiqVaum4sWLq3r16ho1apSysrJsxgK8Zf58M+U0MtK8mxLkN9CybwAFIDPTHAbpONLDD0t/+YvtROd1ic0fPm7cOM2cOVNz5sxRnTp19PXXX+uxxx5TTEyM4uLibEYDvCElRerZ06wHDZKqV7ebJwDYN4ACMGuW9PXXUnS09OKLttNckNWismbNGt1zzz1q06aNJKlq1ap688039fXXX9uMBXjHsGHS/v3SNddI/frZThMQ7BtAPh04IA0caNbx8dIVV9jN44fVSz/NmjXTp59+qu3bt0uSNm/erFWrVql169bnfHx6erpSU1NzfAEha+NGafp0s54xQ4qIsJsnQPK6b0jsHUAO/fqZd2MbNJA6d7adxi+r76j0799fKSkpqlWrlsLDw5WZman4+Hi1O8+0xoSEBI0cOTLAKQEXysoyG0xWlvTQQ9Ltt9tOFDB53Tck9g7gjBUrpNde89RUdavvqMyfP19z587VvHnztGHDBs2ZM0cTJkzQnDlzzvn4gQMHKiUl5cxXcnJygBMDLvHyy9JXX0lRUa6/vlzQ8rpvSOwdgCTzycDsqepPPy01aWI3T245FlWqVMmZPn16ju+NHj3aqVmzZq5+fUpKiiPJSUlJKYx4gDsdPOg4l13mOJLjTJ5sO03An4f53Tcch70DIWrcOLNvXH654/z2m9UoeXkOWn1H5fjx4ypSJGeE8PBwPmYIXMiAAdKRI9Kf/mTOTwkx7BvARfj5Zyn78uf48VLp0nbz5IHVe1TuuusuxcfHq3LlyqpTp442btyoiRMn6vHHH7cZC3CvL76QXnnFrJOSzPDBEMO+AVyE7KnqN98sPfqo7TR5EuY4jmPrh6elpWno0KF69913dfDgQVWsWFHt2rXTsGHDVCwXJ+SlpqYqJiZGKSkpio6ODkBiwKLTp6Xrr5e++0568klp9mzbiSQF/nmY331DYu9AiPngA+nOO82Ns5s2SXXr2k6Up+eg1aKSX2w2CCkTJ5pZHGXKmNk+ZcrYTiTJm89DL2YGLsqJE2aS+s6dUp8+5rKPC+TlOcisH8ALfvlFGj7crF94wTUlBYDLJSSYknLllb49xGMoKoAX9OolHT0q3XST1KmT7TQAvGD7dmncOLOeMkUqVcpunotEUQHc7qOPpAULzPXlpCSpCE9bAH5kT1U/dUpq1Uq6917biS4aOx7gZidPSl27mnX37lK9enbzAPCGf/1L+uQTM1pj2jRPT1WnqABuNm6c9OOPUsWKvjMQAOBCUlNzTlW/6iq7efKJogK41Y8/mhvhJGnyZHNcPgD4M3y4tG+fdPXVQTFVnaICuJHjmEs+6elSy5bS/ffbTgTACzZtkqZONesZM6TISKtxCgJFBXCjhQvNTbTFiknTp3v6+jKAAMnKMkMHs7Kk//f/zIucIEBRAdwmLU2KizPrAQOkGjXs5gHgDa+8Iq1ZYz6GPHGi7TQFhqICuM3IkdKePVL16qaoAIA/v/4q9e9v1qNGmQPeggRFBXCTb781N85K5pJP8eJW4wDwiAEDpMOHzREG3brZTlOgKCqAW2RlSZ07S5mZ5nCmVq1sJwLgBatXSy+/bNaJiUE3VZ2iArjFa69JX3whlSzpe1cFAC4kI8O8wJGkxx+Xmja1m6cQUFQANzh8WOrb16xHjJBiY63GAeAR06dL33wjlS7tm+sTZCgqgBsMGmRuhqtTx/eJHwC4kD17pKFDzXrcOKlsWbt5CglFBbDtq6+kWbPMOilJKlrUbh4A3pA9Vf3GG81lnyBFUQFsyr6+7DhSx47SzTfbTgTACz7+2AweLFIk6KeqB+8/GeAFSUnSxo3SpZdKL7xgOw0ALzh5UurSxay7dZPq17cap7BRVABb9u2Thgwx64QEqVw5u3kAeMP48WZoaYUK5nC3IEdRAWzp08eMY7/hBumpp2ynAeAFP/0kxceb9aRJUnS03TwBQFEBbPjsM2nePHNdOTFRCg+3nQiA2zmO1L27map+++1m8GAIoKgAgZaebiacSuavDRvazQPAGxYtkpYuNVPVZ8wImanqFBUg0F58Udq2TSpfXho92nYaAF5w9Kh5N0WS+vWTrrnGbp4AoqgAgbRzp6+cvPii+bQPAPgzapT0yy9StWrmgMgQQlEBAikuzny0sHlz6eGHbacB4AXffWdunJVCcqo6RQUIlMWLpSVLzMmziYkhc30ZQD44jrmXLSND+vvfpdatbScKOIoKEAjHjvmuL/fpI9WubTcPAG94/XXp88+lEiVCdqo6RQUIhDFjpN27pSpVfIe8AcCFHDliXthI0vDhUuXKdvNYQlEBCtvWrdKECWY9dap5ZQQA/gweLB06JF17rdSjh+001lBUgMLkOGYmR0aGdNdd0t13204EwAvWrpVmzjTrpCRzdkqIoqgAhWnePGn5cnOX/pQpttMA8ILMTHMDreNIHTpIt9xiO5FVFBWgsPz+u9S7t1kPHmzOPwAAf2bOlNavN+csjR9vO411FBWgsAwdKh04INWs6bshDgAuZP9+88JGksaONSdYhziKClAY1q83Z6VI5q8REXbzAPCGvn2llBSpUSPp6adtp3EFigpQ0DIzpc6dpawsc/rsX/5iOxEAL1i+XJo71xwGmZTEVPX/Q1EBCtrs2dK6dVJ0tO9jyQBwIadO+aaqd+5s3lGBJIoKULAOHpQGDjTrMWOkChXs5gHgDRMnSt9/L5UrJ8XH207jKhQVoCD162c+7dOggXlVBAD+7N5tpiNLTFU/B4oKUFBWrpTmzPFdX77kEtuJAHhBXJx04oR0663SI4/YTuM6FBWgIJw+7bu+/PTTUpMmdvMA8IYlS6T33jMvbJiqfk4UFaAgTJ4sbdkilS1rzj4AAH+OH/dNVe/d28z0wR9QVID8Sk6WRoww6/HjpdKlrcYB4BHx8dKuXWYq8tChttO4FkUFyK8ePcwro2bNpEcftZ0GgBf897++4/GnTpVKlrSbx8UoKkB+LF0qLVxoDmZKTJSK8JQC4Ef2VPXTp6U772Squh/sqsDFOnFC6tbNrHv0kK67zmocAB7x1lvSZ59JkZHm3RRuoL0gigpwsZ5/XtqxQ7rySt89KgBwISkpUq9eZj1kCFPVc4GiAlyM7dtNUZGkKVOkUqXs5gHgDcOGmQnJ11zDVPVcoqgAeZV9ffnUKelvf5Puvdd2IgBesGGDNH26Wc+YwVT1XKKoAHm1YIH0ySdmk5k2jevLAPzLyvJNVX/oIen2220n8gyKCpAXqanmxlnJDB+8+mqrcQB4xD/+Ia1dK0VFmQGEyDWKCpAXI0ZI+/ZJV10l9e9vOw0ALzh0SBowwKyZqp5nFBUgtzZvNh8llMz15chIu3kAeEP//tKRI1L9+r6ZYMg1igqQG9nXlzMzpQcekO64w3YiAF6wapX06qtmzVT1i0JRAXLj1VelNWvMx5AnTbKdBoAXnD5tXuBI0lNPSTfeaDePR1FUAH9+/VXq18+sR440B7wBgD9Tp0rffWemqick2E7jWRQVwJ+BA6XDh80R+dlH5gPAhfzyizR8uFm/8IJUpozdPB5GUQEuZM0a87FCyQwdLFrUbh4A3tCzp3TsmNS0qdSxo+00nkZRAc4nI8N3ffmxx6RmzezmAeANH34ovf02U9ULCP/2gPOZPt18JLl0afPWLQD4c+KE1LWrWcfFSfXq2c0TBCgqwLns2SMNHWrWzz9vboYDAH/GjZN++kmqWJGp6gWEogKcS+/e0tGjUpMm0hNP2E4DwAt++ME3VX3yZHNcPvKNogL8r2XLpPnzzXXlpCSuLwPwz3HMpwLT06WWLaX777edKGiwAwNnS0+XunQx665dpQYN7OYB4A3vvCN99JGZqj5jBlPVCxBFBTjb+PHm7dsrrpBGjbKdBoAXpKX5pqoPGMBU9QJmvajs2bNH7du3V5kyZVSiRAnVr19f69evtx0LoWjHDik+3qwnTZJiYuzmwXmxb8BVRowwN+AzVb1QWJ2OdOTIETVt2lS33Xab/v3vf6tcuXL66aefdOmll9qMhVCUfX355EmpRQvpwQdtJ8J5sG/AVb75RpoyxaynTZOKF7ebJwhZLSrjxo1TbGysXs2eLCmpatWq9gIhdC1aJC1dak6e5fqyq7FvwDXOnqp+331Sq1a2EwUlq5d+Fi9erEaNGumBBx5QuXLl1KBBA82ePfu8j09PT1dqamqOLyDfjh41BzNJUt++Us2advPggvK6b0jsHSgkc+ZIq1dLJUsyVb0QWS0qO3bsUFJSkmrUqKGPPvpIzz77rLp3767XXnvtnI9PSEhQTEzMma/Y2NgAJ0ZQGj1aSk6WqlaVBg+2nQZ+5HXfkNg7UAh++828sJHMPSr8mSo0YY7jOLZ+eLFixdSoUSOtXr36zPe6d++udevWac2aNX94fHp6utLT08/8fWpqqmJjY5WSkqLo6OiAZEaQ2bJFql/fzPVZskS6807biTwnNTVVMTExAXse5nXfkNg7UAieeUaaNUuqW1fasIGBpXmUl33D6jsqFSpU0LXXXpvje7Vr19bPP/98zsdHREQoOjo6xxdw0RxHeu45U1LuuYeS4hF53Tck9g4UsC+/NCVFModCUlIKldWi0rRpU23bti3H97Zv364qVapYSoSQMneutHKlVKKE7659uB77Bqw6e6p6p05MVQ8Aq0WlZ8+e+vLLLzV27Fj9+OOPmjdvnmbNmqUu2SeDAoXlyBEzz0eShg2T+I+cZ7BvwKrERGnTJumyy5iqHiiOZUuWLHHq1q3rREREOLVq1XJmzZqV61+bkpLiSHJSUlIKMSGCUufOjiM5Tu3ajpOebjuNp9l4HuZn33Ac9g5cpL17HScqyuwdM2faTuNpeXkOWr2ZNr8CfRMfgsS6dWYqsuNI//mP1Ly57USe5sXnoRczwwUeflh6803phhukNWsYWJoPnrmZFgi4zExzfdlxpPbtKSkAcufTT01JYap6wPFvGqHlpZek9evNHJ8JE2ynAeAFZ09V79JFuv56u3lCDEUFoePAAWnQILMeO1YqX95uHgDeMGGCtG2b2TNGj7adJuRQVBA6+vaVUlKkhg3NYU0A4M/OndKYMWY9cSJT1S2gqCA0LF8uvf66GTaYlCSFh9tOBMDtzp6qftttUrt2thOFJIoKgt+pU+YEWkl69lmpcWO7eQB4w+LF0gcfMFXdMooKgt+kSdL330uXXy7Fx9tOA8ALjh2Tunc36z59pNq17eYJYRQVBLfdu6VRo8x6wgRzmiQA+DNmjPTzz+bU6iFDbKcJaRQVBLcePaTjx6VbbpE6dLCdBoAXbN3qO75g2jQzDwzWUFQQvN5/X1q0SLrkEjOfg+vLAPxxHHNWSkaGdPfd0l132U4U8igqCE7Hj5u79SWpVy+pTh27eQB4wxtvmE8JFi/OVHWXoKggOI0dK+3aJcXGSkOH2k4DwAt+/903VX3oUKlqVZtp8H8oKgg+27b5xq9PmSKVKmU3DwBvGDJEOnhQqlXLV1hgHUUFwSX7+vLp01Lr1lLbtrYTAfCC9evNvWyS+WuxYnbz4AyKCoLL/PlmymlkpLlbnxtoAfhz9lT1Rx4xp9DCNSgqCB4pKVLPnmY9eLBUvbrdPAC8YdYsad06KTqaqeouRFFB8Bg+XNq/X6pRwwwgBAB/DhyQBg406/h46Yor7ObBH1BUEBw2bTKXeiQzkyMiwmocAB7Rr595N7ZBA3P5B65DUYH3ZWWZDSYrS3rwQemvf7WdCIAXrFghvfYaU9VdjqIC73v5ZenLL6WoKGniRNtpAHjB6dO+qepPPy01aWI3D86LogJvO3RI6t/frEePlipWtJsHgDdMnmxm+lx+uZSQYDsNLoCiAm8bMEA6ckT605/M+SkA4E9ysjRihFmPH89UdZejqMC7vvhCeuUVs05KMsMHAcCfuDgzD+zmm6VHH7WdBn5QVOBNGRm+O/SffFL685/t5gHgDR98IL37rrlxlqnqnkBRgTdNmyZ9+61Upoz0/PO20wDwghMnfFPVe/aU6ta1mwe5QlGB9+zZIw0bZtbjxpmyAgD+JCRIO3dKV15pDoiEJ1BU4D09e0pHj0o33SQ99pjtNAC8YPt288JGYqq6x1BU4C0ffSQtWGCuLyclSUX4IwzAj+yp6qdOSa1aSffeazsR8oBdHt5x8qTUtatZd+8u1atnNw8Ab1iwQPrkEzNag6nqnkNRgXe88IL044/mULfsMxAA4EJSU6UePcx60CDpqqusxkHeUVTgDT/9JI0da9aTJplx7ADgz/Dh0r590tVXmwGE8ByKCtzPccwln/R0M3DwgQdsJwLgBZs3S1OnmvWMGVJkpN08uCgUFbjfwoXShx9KxYpJ06dzfRmAf2dPVX/gAallS9uJcJEoKnC3tDRz3LVk5vpcc43dPAC84dVXpTVrzMeQJ02ynQb5QFGBu40aZQ54q17dFBUA8OfXX333o4waZQ54g2dRVOBe333neyU0fbpUvLjdPAC8YcAA6fBhc4RB9pH58CyKCtzJccz15cxMczhTq1a2EwHwgtWrpZdfNuvERKaqBwGKCtzptdekVaukkiWlyZNtpwHgBWdPVX/8calpU7t5UCAoKnCfw4elPn3MevhwKTbWbh4A3jB9uvTNN1Lp0r65PvA8igrcZ9AgczNcnTq+EyUB4EL27JGGDjXrceOksmXt5kGBoajAXb76Spo1y6yTkqSiRe3mAeANvXubqeo33mgu+yBoUFTgHpmZ5vqy40gdO0o332w7EQAvWLZMmj/fTFNnqnrQ4f9NuEdSkrRxo3TppWYAIQD4c/Kk9NxzZt2tm1S/vtU4KHgUFbjDvn3S4MFmnZAglStnNw8Abxg/3kxVr1DBHO6GoENRgTv06WPGsTduLD31lO00ALzgp5+k+HiznjiRqepBiqIC+z77TJo3zwwbTEqSwsNtJwLgdo4jde9upqrffrv04IO2E6GQ5LmodOrUSStXriyMLAhFp075ri8/95zUsKHdPCg07B0oUIsWSUuXmqnqM2YwVT2I5bmopKWlqWXLlqpRo4bGjh2rPXv2FEYuhIoXX5S2bZPKl5fGjLGdBoWIvQMF5uhR31T1fv2Yqh7k8lxU3nnnHe3Zs0ddu3bVggULVLVqVbVq1Upvv/22Tp8+XRgZEax27ZJGjzbrF180n/ZB0GLvQIEZNUpKTpaqVTMHRCKoXdQ9KmXKlFFcXJw2btyotWvX6uqrr1aHDh1UsWJF9ezZUz/88ENB50Qw6t5dOnFCat5cevhh22kQAOwdyLezp6pPncpU9RCQr5tp9+3bp48//lgff/yxwsPD1bp1a23ZskXXXnutJmX/QQLOZfFiackSM9k0MZHryyGGvQMXxXHMvWwZGVLbttKdd9pOhEBw8ujUqVPO22+/7bRp08YpWrSo07BhQycpKclJTU0985g333zTufTSS/P6W+dZSkqKI8lJSUkp9J+FAnT0qONUqeI4kuMMGGA7DfIpt89D9g7k25w5Zt8oUcJxdu+2nQb5kJfn4CV5LTYVKlRQVlaW2rVrp7Vr16r+OU4BvOOOO3Qp9xvgfOLjpd27pcqVpSFDbKdBgLB3IF+OHMk5Vb1yZbt5EDB5LiqTJk3SAw88oMjIyPM+5rLLLtPOnTvzFQxB6vvvpQkTzHrqVKlkSbt5EDDsHciXwYOlQ4eka69lqnqIyXNR6dChQ2HkQCjIvr58+rS5tnz33bYTIYDYO3DR1q6VZs4068REc3YKQgYn0yJw5s2Tli83d+lPncoNtAD8O3uqeocO0q232k6EAKOoIDB+/13q3dushwwx5x8AgD8zZ0obNphzlsaPt50GFlBUEBhDh0oHDkg1a/oKCwBcyP79vqnqY8eaE6wRcigqKHzr15vrypKZyRERYTcPAG/o21dKSZEaNZKeftp2GlhCUUHhyr6+nJUltWsntWhhOxEAL1i+XJo7l6nqoKigkM2eLa1bJ0VFmXk+AODP2VPVO3c276ggZFFUUHgOHpQGDjTrMWOkChXs5gHgDRMnmjOXypVjqjooKihE/fqZT/s0aOB7dQQAF7J7t5mOLJnDIS+7zG4eWOeaopKQkKCwsDD14MTB4LBypTRnju/68iV5PlsQyBX2jiATF2emqt96q9S+ve00cAFXFJV169Zp1qxZqlevnu0oKAinT/veQXnqKalJE7t5ELTYO4LMkiXSe+8xVR05WC8qR48e1SOPPKLZs2frMt7iCw6TJ0tbtkhly5qzD4BCwN4RZI4fl7p3N+vevc1MH0AuKCpdunRRmzZtdPvtt9uOgoKQnCyNGGHWL7wglSljNQ6CF3tHkImPl3btkmJjzQGRwP+xeuPAW2+9pQ0bNmjdunW5enx6errS09PP/H1qamphRcPF6tHDvDJq2lTq2NF2GgQp9o4g89//+o7HZ6o6/oe1d1SSk5MVFxenuXPnXnDs+9kSEhIUExNz5is2NraQUyJPli6VFi40BzMlJkpFrL9hhyDE3hFkHEfq0sXc29amjXTPPbYTwWXCHMdxbPzgRYsW6e9//7vCzzptMDMzU2FhYSpSpIjS09Nz/G/SuV8VxcbGKiUlRdHR0QHLjnM4cUKqW1fascNcX54wwXYiBEhqaqpiYmIC9jxk7wgyb74pPfywFBkpbd3KwNIQkZd9w9qlnxYtWujbb7/N8b3HHntMtWrVUv/+/f+w0UhSRESEIpgT407PP29KypVXSsOH206DIMbeEURSUqRevcyaqeo4D2tFJSoqSnXr1s3xvZIlS6pMmTJ/+D5cbvt2U1Qk84mfqCircRDc2DuCyLBhZkLyNddIffrYTgOX4iYC5E/29eVTp6Q77pDuu892IgBesHGjNH26WTNVHRfgquNCly9fbjsC8mrBAumTT8wmM306BzTBCvYOj8nK8k1Vf+ghiY+Y4wJ4RwUXLzXVfBxZkgYMkK6+2mocAB7xj39IX33FVHXkCkUFF2/ECGnfPumqq0xRAQB/Dh3y7RdjxkgVK9rNA9ejqODibN5sDmaSzCWfXJ5nASDE9e8vHTki1a/PVHXkCkUFeZeVZTaYzEzp/vulv/3NdiIAXrBqlfTqq2bNVHXkEkUFeffqq9Lq1eaY60mTbKcB4AWnT5sbaCUzVf3GG+3mgWdQVJA3v/4q9etn1iNHSpUq2c0DwBumTpW++84MKk1IsJ0GHkJRQd4MHCgdPixdd51vJDsAXMgvv/hOrGaqOvKIooLcW7PGfKxQMkMHixa1mweAN/TsKR07Zqaqd+pkOw08hqKC3MnI8F1ffuwxqVkzu3kAeMOHH0pvv81UdVw0/sQgd2bMMB9Jvuwyadw422kAeMHJk1LXrmYdFyfVq2c3DzyJogL/9u6Vhg416+efly6/3G4eAN4wbpz000/mULcRI2yngUdRVOBfr15SWprUpIn05JO20wDwgh9/9H26h6nqyAeKCi5s2TJp/nxzXTkpievLAPxzHHPJJz1datnSHAwJXCT+q4PzS0+XunQx665dpQYN7OYB4A3vvCN99JGZqj5jBlPVkS8UFZzf+PHSDz9IV1whjRplOw0AL0hLY6o6ChRFBee2Y4cUH2/WEydKMTF28wDwhpEjpT17zFT1/v1tp0EQoKjgjxxH6tbNfLTwL3+RHnrIdiIAXvDtt+bGWUmaNk0qXtxqHAQHigr+aNEiaelSc/Is15cB5EZWljkUMjNTuu8+qVUr24kQJCgqyOnoUXMwk2SGD9aqZTcPAG+YM0f64gumqqPAUVSQ0+jRUnKyVLWqNGiQ7TQAvOC336S+fc165EgpNtZuHgQVigp8tmwxN85K5vpyiRJ28wDwhkGDTFmpW5ep6ihwFBUYjiM995wZPnjPPdKdd9pOBMALvvxSmj3brJOSmKqOAkdRgTF3rrRypblLf8oU22kAeEFGhnmB4zhSp05MVUehoKhAOnJE6tPHrIcNk6pUsZsHgDckJUkbN5qp6i+8YDsNghRFBdLgwdLBg1Lt2mYAIQD4s2+fNGSIWSckMFUdhYaiEurWrZNmzjTrxESpWDG7eQB4Q+/eUmqqdMMN0lNP2U6DIEZRCWWZmeaAJseR2reXmje3nQiAF3z6qfTmm0xVR0DwpyuUvfSStH69meMzfrztNAC84Oyp6l26SNdfbzcPgh5FJVQdOOA70C0+3kxIBgB/XnxR2rZNKl/eHBAJFDKKSqjq21dKSZEaNpSefdZ2GgBesHOnr5wwVR0BQlEJRcuXS6+/boYNJiVJ4eG2EwHwgrg431T1du1sp0GIoKiEmlOnzAFNknknpXFju3kAeMN770lLljBVHQFHUQk1kyZJ339vzjyIj7edBoAXHDvmm+HTty9T1RFQFJVQsnu3NGqUWU+YYE6TBAB/xoyRfv7ZnFo9eLDtNAgxFJVQ0qOHdPy4dMstUocOttMA8IKtW80LG4mp6rCCohIq3n9fWrRIuuQScwIt15cB+OM45qyUjAzp7rulu+6ynQghiKISCo4fl7p1M+tevaQ6dezmAeANb7xhPiXIVHVYRFEJBWPHSrt2SbGx0tChttMA8ILffzfzfCSzb1StajMNQhhFJdht2+Ybvz5lilSqlN08ALxhyBAzVb1WLV9hASygqASz7OvLp09LrVtLbdvaTgTAC9avN/eySUxVh3UUlWA2f76ZchoZae7W5wZaAP6cPVX9kUek226znQghjqISrFJSpJ49zXrQIKl6dbt5AHjD7NnSunVSdLTvY8mARRSVYDV8uLR/v1SjhtSvn+00ALzgwAFp4ECzZqo6XIKiEow2bTKXeiQzkyMiwmocAB7Rr5/5tE+DBubyD+ACFJVgk5Vlhg1mZUkPPij99a+2EwHwghUrpNdeM/eyzZzJVHW4BkUl2Lz8svTVV1JUlDRxou00ALzg9GnfVPVnnpFuuMFuHuAsFJVgcuiQ1L+/WY8aJVWsaDcPAG+YPNnM9Ln8cnNAJOAiFJVgMmCAdOSI9Kc/SV272k4DwAuSk6URI8x6/HimqsN1KCrB4osvpFdeMeukJDN8EAD8iYsz88Buvll69FHbaYA/oKgEg9OnzQ20kvTkk9Kf/2w3DwBv+OAD6d13zY2zTFWHS1FUgsG0adJ330llykjPP287DQAvOHHCN1W9Z0+pbl27eYDzoKh43S+/mMPdJGncOFNWAMCfhARp506pUiXfHgK4EEXF63r1ko4eNZd7HnvMdhoAXrB9u3lhIzFVHa5HUfGyjz6SFiyQihQxN9AW4f9OAH5kT1U/dUpq1Ur6+99tJwIuiP+yedXJk76PIHfvbj6SDAD+/Otf0iefmNEaTFWHB1BUvGrcOOnHH82hbiNH2k4DwAtSU3NOVb/qKrt5gFygqHjRjz+aG+EkadIkM44dAPwZPlzat0+6+mqmqsMzKCpe4zjmkk96uhk4+MADthMB8IJNm6SpU816xgwpMtJqHCC3KCpes3ChuYm2WDFp+nSuLwPwLyvLDB3MyjIvblq2tJ0IyDWKipekpZnjriUzfPCaa+zmAeANr7wirVljPoY8aZLtNECeUFS8ZORIac8eqXp1aeBA22kAeMGvv+acqn7llXbzAHlEUfGKb781o9glc8mneHGrcQB4xIAB0uHDUr16viPzAQ+hqHhBVpbUubOUmSnde685pAkA/Fm9Wnr5ZbNOTGSqOjyJouIFr70mffGFVLKk710VALiQjAzzAkeSHn9catrUbh7gIlktKgkJCWrcuLGioqJUrlw5tW3bVtu2bbMZyX1++03q29eshw+XYmPt5gEsY9/IpenTpW++kUqX9s31ATzIalFZsWKFunTpoi+//FLLli1TRkaGWrZsqWPHjtmM5S6DBpmb4a69VurRw3YawDr2jVzYs0caOtSsn39eKlvWbh4gH8Icx3Fsh8h26NAhlStXTitWrNAtt9zi9/GpqamKiYlRSkqKooPxdNYvv5Ruuskc8rZihZSLfydAoNl+HuZ135DsZy50Dz5oZvrceKO5bMzAUrhMXp6DrrqzKiUlRZJUunTpc/7v6enpSk9PP/P3qampAcllRUaGOaDJcaRHH6WkAOfhb9+QQmzv+PhjU1KYqo4g4Zo/wY7jqFevXmrWrJnq1q17zsckJCQoJibmzFdsMN+vkZQkbdwoXXqpNH687TSAK+Vm35BCaO84eVLq0sWsu3WT6te3GgcoCK659NOlSxd98MEHWrVqlSpVqnTOx5zrVVFsbGzwvX27b59Uq5aZdJqUJD37rO1EwHnZvIySm31DCqG9Y/RoadgwqUIF6fvvpZgY24mAc/LcpZ9u3bpp8eLFWrly5QU3m4iICEVERAQwmSV9+piS0rix9NRTttMArpTbfUMKkb3jp5+k+HiznjiRkoKgYbWoOI6jbt266d1339Xy5ctVrVo1m3Hc4dNPpXnzzLDBpCQpPNx2IsBV2DfOwXHMpZ70dKlFC3MzLRAkrBaVLl26aN68eXrvvfcUFRWl/fv3S5JiYmJUPBSPiE9P911ffu45qWFDu3kAF2LfOId335X+/W8zVX3GDKaqI6hYvUcl7DxPpldffVWdOnXy++uD7iOGY8dKgwdL5ctL//2vuZEWcLlAPw/zu29IQbZ3HD0q1a4t/fKLNGSIuU8FcDnP3KPikvt43WHnTt8G8+KLlBTgPNg3/seoUaakVKtmDogEgoxrPp4c8uLizEcLmzeXHn7YdhoAXvDdd9KkSWY9dSpT1RGUKCpusHixtGSJmWyamMj1ZQD+OY65ly0jQ2rbVrrzTtuJgEJBUbHt2DGpe3ez7tPHXGsGAH9ee036/HOpRAlpyhTbaYBCQ1GxbcwYafduqXJlcyMcAPhz+HDOqeqVK9vNAxQiiopNW7dKEyaY9dSpUsmSdvMA8IbBg6VDh5iqjpBAUbHFccyZKRkZ0l13SffcYzsRAC9Yu1Z66SWzTkw0Z6cAQYyiYsu8edLy5eYufa4vA8iNzEypc2fzQqdDB+nWW20nAgodRcWG33+Xevc26yFDzPkHAODPzJnShg1mjg9T1REiKCo2DB0qHTgg1azpKywAcCH79/sOdBs71pxgDYQAikqgrV9vritLZiZHsE90BVAwsqeqN2okPfOM7TRAwFBUAin7+nJWltSunZlyCgD+/Oc/0htvMFUdIYmiEkizZ0vr1knR0WaeDwD4c+qUOYFWMi90GjWymwcIMIpKoBw8KA0caNZjxkgVKtjNA8AbJk4009TLlTN7BxBiKCqB0q+f+bRPgwbmVREA+LN7t5mOLJnDIS+7zG4ewAKKSiCsXCnNmeO7vnzJJbYTAfCCuDjpxAlzXkr79rbTAFZQVArb6dO+68tPPSU1aWI3DwBvWLJEeu89pqoj5FFUCtuUKdKWLVLZslJCgu00ALzg+HGpWzez7t3bzPQBQhRFpTAlJ0sjRpj1+PFS6dJW4wDwiPh4c39KbKw5IBIIYRSVwtSjh3TsmNSsmfToo7bTAPCC//7Xdzw+U9UBikqhWbpUWrjQHMyUmCgV4V81AD+yp6qfPi21acNUdUAUlcJx4oTv+nKPHtJ111mNA8Aj3npL+uwzKTLSvJvCDbQARaVQPP+8tGOHdOWV0vDhttMA8IKUFKlXL7MeMkSqXt1uHsAlKCoF7YcfTFGRzCd+oqLs5gHgDUOHmgnJ11xjBhACkERRKViOI3XtamZz/O1v0r332k4EwAs2bDDT1CWmqgP/g6JSkBYskD7+2Gwy06ZxfRmAf1lZvqnqDz0k3X677USAq1BUCkpqqrlxVjLDB6++2mocAB7xj39Ia9eay8RMVQf+gKJSUEaMkPbtk666Surf33YaAF5w6JA0YIBZjxkjVaxoNw/gQhSVgrB5s/kooWSuL0dG2s0DwBv69ZOOHJHq1/fNBAOQA0Ulv7KyzAaTmSk98IB0xx22EwHwgs8/l/75T7NmqjpwXhSV/PrnP6XVq6VSpaRJk2ynAeAF/ztV/cYb7eYBXIyikh+//WbeupXMPSpXXmk1DgCPmDpV+u47qUwZpqoDflBU8mPAAFNWrrtO6t7ddhoAXvDLL74Tq194wZQVAOdFUblYa9aYjxVKZuhg0aJ28wDwhp49zVT1pk2lTp1spwFcj6JyMTIyzAFNkvTYY1KzZnbzAPCGDz+U3n6bqepAHvAsuRgzZpiPJF92mTRunO00ALzgxAkzYkOS4uKkevXs5gE8gqKSV3v3muFhkikpl19uNw8Abxg3TvrpJ3Oo24gRttMAnkFRyavevaW0NKlJE+mJJ2ynAeAFZ09VnzyZqepAHlBU8mLZMumtt8x15aQkri8D8M9xpG7dpPR0qWVL6f77bScCPIX/0uZWerrUpYtZd+0qNWhgNw8Ab3jnHemjj8xU9enTmaoO5BFFJbfGjzdv315xhTRqlO00ALwgLc03VX3AAKlGDatxAC+iqOTGjh1SfLxZT5woxcTYzQPAG0aOlPbsYao6kA8UFX+yry+fPCm1aCE99JDtRAC84JtvzI2zkjRtmlS8uNU4gFdRVPx57z1p6VJz8uyMGVxfBuBfVpY5FDIzU7rvPqlVK9uJAM+iqFzI0aO+GT79+kk1a9rNA8Ab5swxU9VLlmSqOpBPFJULGT1aSk6WqlaVBg2ynQaAF/z2m9S3r1mPGCHFxlqNA3gdReV8tmwxN85K5vpyiRJ28wDwhkGDTFmpW9cclQ8gXygq5+I40nPPmeGD99wj3Xmn7UQAvODLL6XZs806KYmp6kABoKicy9y50sqV5l2UKVNspwHgBRkZ5gWO40idOjFVHSggFJX/deSI1KePWQ8bJlWpYjcPAG9ITJQ2bjRT1V94wXYaIGhQVP7X4MHSwYNS7dpSz5620wDwgn37pCFDzDohganqQAGiqJxt3Tpp5kyzTkyUihWzmweAN2RPVb/hBunJJ22nAYIKRSVbZqY5oMlxpPbtpebNbScC4AWffiq9+aaZpp6YKIWH204EBBWKSraXXpLWrzdzfMaPt50GgBecPVX9ueekhg3t5gGCEEVFkg4c8B3oFh9vJiQDgD8vviht2yaVLy+NGWM7DRCUKCqSOUUyJcW8Gnr2WdtpAHjBzp3m9GqJqepAIaKorFghvf66GTaYlMT1ZQD+nT1V/bbbpHbtbCcCglZoF5VTp8wNtJJ5J6VxY7t5AHjD4sXSBx8wVR0IgNAuKpMmSd9/b848iI+3nQaAFxw75puq3qePOXMJQKEJ3aKye7c0apRZT5hgTpMEAH/GjJF+/tmcWp19yBuAQhO6RaVHD+n4cemWW6QOHWynAeAFW7eaFzYSU9WBAAnNovL++9KiRdIll5gDmri+DMAfxzFnpmRkSHffLd11l+1EQEgIvaJy/Li5W1+SevWS6tSxmweAN7zxhrR8uVS8OFPVgQAKvaIydqy0a5cUGysNHWo7DQAv+P13M89HMvtG1ao20wAhJbSKyrZtvvHrU6ZIpUrZzQPAG4YMMVPVa9XyFRYAAWG9qCQmJqpatWqKjIxUw4YN9fnnnxfOD8q+vnz6tNS6tdS2beH8HAABEbC9Y/16cy+bZM5MYao6EFBWi8r8+fPVo0cPDR48WBs3btTNN9+sVq1a6eeffy6MH2amnEZGmrv1uYEW8KyA7R1nT1V/+GHpL38p2N8fgF9hjuM4tn54kyZNdP311yspKenM92rXrq22bdsqISHB769PTU1VTEyMUlJSFB0dff4HpqSYt2z37zezOTj7ACgwuX4eFqCA7R0zZ5qiEh1tLh0zsBQoEHnZN6y9o3Lq1CmtX79eLVu2zPH9li1bavXq1ef8Nenp6UpNTc3xlSvDh5uSUqOGGUAIwLMCtnccPCgNHGjWTFUHrLFWVH799VdlZmaqfPnyOb5fvnx57d+//5y/JiEhQTExMWe+YmNj/f8gxzHnHoSFmevLEREFER+AJQHbO/bvl8qVkxo08M0EAxBw1m+mDfufe0Ucx/nD97INHDhQKSkpZ76Sk5Nz8wOk6dPN27Z//WtBRAbgAoW+d9SrJ33zjTkckqnqgDWX2PrBZcuWVXh4+B9eAR08ePAPr5SyRUREKOJi3xGpUePifh0AVwno3hERIVWufDExARQQa++oFCtWTA0bNtSyZctyfH/ZsmW66aabLKUC4HbsHUBosfaOiiT16tVLHTp0UKNGjfTnP/9Zs2bN0s8//6xnn33WZiwALsfeAYQOq0XlwQcf1G+//aZRo0Zp3759qlu3rpYuXaoqVarYjAXA5dg7gNBh9RyV/LJxfgOAnLz4PPRiZiCYeOIcFQAAAH8oKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLWsHqGfX9mH6qamplpOAoSu7Oeflw65Zu8A7MrLvuHpopKWliZJio2NtZwEQFpammJiYmzHyBX2DsAdcrNveHrWT1ZWlvbu3auoqCiFhYWd93GpqamKjY1VcnKyp+Z6eDG3FzNL5M4Px3GUlpamihUrqkgRb1xNDua9w4uZJXIHkhsy52Xf8PQ7KkWKFFGlSpVy/fjo6GjP/EE6mxdzezGzRO6L5ZV3UrKFwt7hxcwSuQPJdubc7hveePkDAABCEkUFAAC4VkgUlYiICA0fPlwRERG2o+SJF3N7MbNEbpybF//9ejGzRO5A8lpmT99MCwAAgltIvKMCAAC8iaICAABci6ICAABci6ICAABcKySKSmJioqpVq6bIyEg1bNhQn3/+ue1IF5SQkKDGjRsrKipK5cqVU9u2bbVt2zbbsfIkISFBYWFh6tGjh+0ofu3Zs0ft27dXmTJlVKJECdWvX1/r16+3Heu8MjIyNGTIEFWrVk3FixdX9erVNWrUKGVlZdmOFlTYNwKPfaNweXbvcILcW2+95RQtWtSZPXu2s3XrVicuLs4pWbKks3v3btvRzuuOO+5wXn31Vee7775zNm3a5LRp08apXLmyc/ToUdvRcmXt2rVO1apVnXr16jlxcXG241zQ4cOHnSpVqjidOnVyvvrqK2fnzp3OJ5984vz444+2o53XmDFjnDJlyjjvv/++s3PnTmfBggVOqVKlnMmTJ9uOFjTYNwKPfaPweXXvCPqicsMNNzjPPvtsju/VqlXLGTBggKVEeXfw4EFHkrNixQrbUfxKS0tzatSo4Sxbtsy59dZbXb/h9O/f32nWrJntGHnSpk0b5/HHH8/xvXvvvddp3769pUTBh30jsNg3AsOre0dQX/o5deqU1q9fr5YtW+b4fsuWLbV69WpLqfIuJSVFklS6dGnLSfzr0qWL2rRpo9tvv912lFxZvHixGjVqpAceeEDlypVTgwYNNHv2bNuxLqhZs2b69NNPtX37dknS5s2btWrVKrVu3dpysuDAvhF47BuB4dW9w9NDCf359ddflZmZqfLly+f4fvny5bV//35LqfLGcRz16tVLzZo1U926dW3HuaC33npLGzZs0Lp162xHybUdO3YoKSlJvXr10qBBg7R27Vp1795dERERevTRR23HO6f+/fsrJSVFtWrVUnh4uDIzMxUfH6927drZjhYU2DcCi30jcLy6dwR1Ucn2v2PcHce54Gh3N+natau++eYbrVq1ynaUC0pOTlZcXJw+/vhjRUZG2o6Ta1lZWWrUqJHGjh0rSWrQoIG2bNmipKQk12448+fP19y5czVv3jzVqVNHmzZtUo8ePVSxYkV17NjRdrygwb5R+Ng3Asuze4fdK0+FKz093QkPD3cWLlyY4/vdu3d3brnlFkupcq9r165OpUqVnB07dtiO4te7777rSHLCw8PPfElywsLCnPDwcCcjI8N2xHOqXLmy88QTT+T4XmJiolOxYkVLifyrVKmSM3369BzfGz16tFOzZk1LiYIL+0bgsG8Ellf3jqC+R6VYsWJq2LChli1bluP7y5Yt00033WQplX+O46hr165auHChPvvsM1WrVs12JL9atGihb7/9Vps2bTrz1ahRIz3yyCPatGmTwsPDbUc8p6ZNm/7hI5zbt29XlSpVLCXy7/jx4ypSJOdTNzw83P0fMfQI9o3AYd8ILM/uHbabUmHL/pjhyy+/7GzdutXp0aOHU7JkSWfXrl22o51X586dnZiYGGf58uXOvn37znwdP37cdrQ88cLd+2vXrnUuueQSJz4+3vnhhx+cN954wylRooQzd+5c29HOq2PHjs6VV1555iOGCxcudMqWLev069fPdrSgwb5hD/tG4fHq3hH0RcVxHGfGjBlOlSpVnGLFijnXX3+96z+uJ+mcX6+++qrtaHnihQ3HcRxnyZIlTt26dZ2IiAinVq1azqxZs2xHuqDU1FQnLi7OqVy5shMZGelUr17dGTx4sJOenm47WlBh37CDfaPweHXvCHMcx7HzXg4AAMCFBfU9KgAAwNsoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgAAwLUoKgi4Q4cO6YorrtDYsWPPfO+rr75SsWLF9PHHH1tMBsDN2DtCE7N+YMXSpUvVtm1brV69WrVq1VKDBg3Upk0bTZ482XY0AC7G3hF6KCqwpkuXLvrkk0/UuHFjbd68WevWrVNkZKTtWABcjr0jtFBUYM2JEydUt25dJScn6+uvv1a9evVsRwLgAewdoYV7VGDNjh07tHfvXmVlZWn37t224wDwCPaO0MI7KrDi1KlTuuGGG1S/fn3VqlVLEydO1Lfffqvy5cvbjgbAxdg7Qg9FBVb07dtXb7/9tjZv3qxSpUrptttuU1RUlN5//33b0QC4GHtH6OHSDwJu+fLlmjx5sl5//XVFR0erSJEiev3117Vq1SolJSXZjgfApdg7QhPvqAAAANfiHRUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBaFBUAAOBa/x902cCtalAuEwAAAABJRU5ErkJggg==", "text/plain": [ "
    " ] @@ -364,7 +364,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -400,7 +400,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -714,7 +714,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -775,7 +775,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABHfUlEQVR4nO3debzWY+L/8ddxtGtRKVKSYWQdWwYxGKaxzWB8mTHDlLVoFWmnRUVaqLSn02isYxjNMITJMlkSYey7tAilk5ZTnXP//rh+daYROp3POdd9Puf1fDx6uJw5nPc9uHrf9/W5risnk8lkkCRJUoW3Q+wAkiRJSobFTpIkKSUsdpIkSSlhsZMkSUoJi50kSVJKWOwkSZJSwmInSZKUEhY7SZKklLDYSZIkpYTFTllj7ty5DBgwgK+//nqLr59wwgmccMIJm/98zZo1DBgwgDlz5nzr75GXl0dOTg4ff/xxmWaVpJJwflN52TF2AGmTuXPnMnDgQNq1a0e9evU2f338+PFbfN+aNWsYOHAgwBYToiRlK+c3lReLnbLe/vvvHzuCJJUJ5zclzaVYZYUBAwbQo0cPAFq0aEFOTg45OTnMmTNni6WKjz/+mF122QWAgQMHbv6+du3afe/f//HHH+ekk06iTp061KxZk9atW/PEE0+U5UuSJMD5TeXLYqescOmll9K5c2cA/vrXv/Lcc8/x3HPPcdhhh23xfbvtthv//Oc/Abjkkks2f1///v2/8+89c+ZM2rRpQ506dZgxYwb33nsv9evX55e//KWTn6Qy5/ym8uRSrLJC06ZN2WOPPQA49NBD2XPPPbf6fdWqVePwww/f/NccddRR3/v3XbNmDV27duWMM87ggQce2Pz10047jcMOO4w+ffrwwgsvJPMiJGkrnN9UnvzETqk2d+5cli9fTtu2bdm4cePmX0VFRZxyyinMmzeP1atXx44pSSXm/Kat8RM7pdrnn38OwP/93/995/csX76cWrVqlVckSUqE85u2xmKnVGvYsCEAY8eO/c5ljcaNG5dnJElKhPObtsZip6xRrVo1ANauXZvI9wG0bt2aevXq8eabb9KpU6fSh5Sk7eD8pvJisVPWOOiggwC49dZbadu2LVWqVGHffff91vfVrl2b5s2b87e//Y2TTjqJ+vXr07Bhw60+kLzTTjsxduxY2rZty/Lly/m///s/GjVqxBdffMGrr77KF198wYQJE8r6pUmq5JzfVF7cPKGsccIJJ9C7d29mzZrFscceS6tWrZg/f/5Wv3fatGnUrFmTX//617Rq1YoBAwZ859/3ggsu4F//+hfffPMN7du35+STT6Zr1668/PLLnHTSSWX0aiSpmPObyktOJpPJxA4hSZKk0vMTO0mSpJSw2EmSJKWExU6SJCklLHaSJEkpYbGTJElKCYudJElSSlToA4qLiopYvHgxtWvXJicnJ3YcSRFlMhlWrVpFkyZN2GGHdLxndY6TBCWb3yp0sVu8eDHNmjWLHUNSFlm4cCFNmzaNHSMRznGS/tu2zG8VutjVrl0bCC+0Tp06kdNIiik/P59mzZptnhfSwDlOEpRsfqvQxW7T0kSdOnWc9CQBpGrJ0jlO0n/blvktHQ+iSJIkyWInSZKUFhY7SZKklLDYSZIkpYTFTpIkKSUsdpIkSSlhsZMkSUoJi50kSVJKWOwkSZJSwmInSZKUEhY7SZKklLDYSZIkpYTFTpIkKSUsdpKy09/+BuvXx04hScl77z1YsKBM/tYWO0nZ55FH4Kyz4OijoaAgdhpJSk5hIbRtC61awZ13Jv63t9hJyi4rVsCll4bxz34G1arFzSNJSRo9Gp57DmrUgGOPTfxvb7GTlF2uugoWL4Z99oEhQ2KnkaTkvPUW9OsXxqNHwx57JP4jLHaSssesWTBjBuTkwPTpULNm7ESSlIyNG6Fdu/B4ySmnwMUXl8mPsdhJyg7Ll0P79mHcvTu0bh03jyQlaeRIePFFqFsXpkwJb2DLgMVOUnbo2hWWLIF994XBg2OnkaTkvPEGXHddGN9yCzRtWmY/ymInKb4HH4SZM2GHHSAvLzxULElpsGFD2AW7fj2cfnoYlyGLnaS4vvyyeAm2Rw846qi4eSQpScOHw/z5UK8eTJ5cZkuwm1jsJMXVuTMsWwb77w8DBsROI0nJee01GDgwjMeOhSZNyvxHWuwkxXP//XD33ZCbG5Zgq1ePnUiSkrFhQ9gFu2EDnHkm/OEP5fJjLXaS4vjiC7jiijDu2TOcwi5JaTFsGLzyCtSvDxMnlvkS7CYWO0lxdOwYyt2BBxbvFpOkNFiwoHh3/7hxsOuu5fajLXaSyt+998J994Ul2BkzvDZMUnqsXx92vm7cCL/5Dfzud+X64y12ksrX55/DlVeGcd++cNhhcfNIUpJuuCFsmmjYECZMKLcl2E0sdpLKTyYTnqv76iv4yU9CsZOktJg/H4YODePx46FRo3KPYLGTVH7uugseeAB23DHsgq1aNXYiSUpGQUHYBVtYCOedB+eeGyWGxU5S+ViyBDp1CuP+/eGQQ6LGkaREDRoE//kP7LJL2DARicVOUtnLZMLtEitWwKGHQu/esRNJUnLmzYMbbwzjCRNCuYvEYiep7M2cCbNmQZUqYRdslSqxE0lSMtatC7tgi4rg/PPhnHOixrHYSSpbixZBly5hPGAAHHRQ1DiSlKjrr4e33oLGjcO1YZFZ7CSVnUwGLr8cvv4ajjgCrr02diJJSs7zz8OIEWE8aRI0aBA3DxY7SWUpLw8efjjsfp0xI+yGlaQ0WLs27IItKoILLwz3wWYBi52ksvHZZ9CtWxgPGgT77x81jiQlqn9/eOcd2G03uPXW2Gk2s9hJSl4mA5deCvn58NOfwtVXx04kScn5979h1KgwnjwZdt45bp7/YrGTlLxp0+DRR8MdsHl5LsFKSo81a8ISbCYT/njGGbETbcFiJylZn3wC3buH8ZAh0LJl3DySlKQ+feD992H33WH06NhpvsViJyk5m5ZgV62CY44pfsZOktLg6adhzJgwnjoV6tWLGmdrLHaSkjN5Mjz+OFSvDtOnQ25u7ESSlIzVq+Gii4rfwJ5ySuxEW2Wxk5SMjz4q3iQxbBj8+Mdx80hSknr1gg8/hGbNYOTI2Gm+k8VOUukVFcEll4R3tMcdV3zThCSlwb/+BePGhfG0aVCnTtw838NiJ6n0JkwIE1/NmnD77bCDU4uklFi1Ci6+OIzbt4df/CJunh/g7CupdD74oPiqsJtugr33jptHkpJ07bXw8cfQvDncfHPsND/IYidp+xUVhXeya9bACSfAlVfGTiRJyXn8cZg4MYxvvx1q146bZxtY7CRtv3Hjwvb/WrXCcycuwUpKi/z88OwwQMeO8POfx82zjZyFJW2f994Lu8QgLE/stVfcPJKUpGuugU8/DXPbjTfGTrPNoha7jRs30q9fP1q0aEGNGjXYa6+9GDRoEEVFRTFjSfohhYXhPKe1a+Gkk8IDxdqC85tUgT36KEyZEsa33w477RQ3TwlEvcDxpptuYuLEicyYMYMDDjiAl156iYsuuoi6devStWvXmNEkfZ9bbw2XYO+0k0uw38H5TaqgVq4MBxBDOLrp+OPj5imhqMXuueee48wzz+T0008HYM899+Suu+7ipZdeihlL0vd5+23o2zeMR40KO8X0Lc5vUgXVvTt89lnY4T90aOw0JRb1bfaxxx7LE088wbvvvgvAq6++yrPPPstpp50WM5ak77JpCXbdOmjTpvhdrb7F+U2qgB5+OCy95uSEaxFr1YqdqMSifmLXs2dPVq5cScuWLcnNzaWwsJAhQ4Zw/vnnb/X7CwoKKCgo2Pzn+fn55RVVEoRP6J5/Ppy6PnVqmPy0VSWd38A5TopqxQq47LIwvuoqOPbYuHm2U9RP7O655x5mzpzJnXfeycsvv8yMGTMYMWIEM2bM2Or3Dxs2jLp1627+1axZs3JOLFVib74J/fuH8ahR4b5EfaeSzm/gHCdF1a0bLF4c7rm+4YbYabZbTiaTycT64c2aNaNXr1507Nhx89duuOEGZs6cydtvv/2t79/au9lmzZqxcuVK6mTxvW1ShbdxIxxzDMybB6eeCv/4R9Z9Wpefn0/dunWzZj4o6fwGznFSNLNmwa9/HTaCPfssHH107ERbKMn8FnUpds2aNezwP7vpcnNzv/M4gGrVqlGtWrXyiCbpv918cyh1deuGIwCyrNRlo5LOb+AcJ0WxfDlcfnkYd++edaWupKIWu1/96lcMGTKEPfbYgwMOOIBXXnmFUaNGcfGmy3Ylxfef/8D114fxmDGw++5x81QQzm9SBdGlCyxdCi1bwuDBsdOUWtSl2FWrVtG/f38eeOABli1bRpMmTTj//PO57rrrqFq16g/+9dm29CKlzoYN4d3r/Plwxhnw0ENZ+2ldts0HpZ3fIPtek5Q6DzwAv/lNWIJ97jk48sjYibaqJHNB1GJXWk56Uhm74YawYWLnncMnd02axE70ndI4H6TxNUlZ48sv4YADYNky6N07q8+sK8lc4HHxkrbu1Vdh0KAwHjs2q0udJJVYp06h1B1wQPHjJilgsZP0bevXQ7t2YSn2rLPg97+PnUiSkvOXv8A990BuLsyYASnatGSxk/RtQ4fCggXQoAFMnJi1z9VJUoktWwZXXBHGvXvD4YfHzZMwi52kLb3yCgwZEsa33QaNG8fNI0lJyWTgyivD83UHH1x86HqKWOwkFVu/Htq2DQcSn3MOnHde7ESSlJx774X774cdd4S8PNjGHeoVicVOUrHBg+H116FhQxg/3iVYSemxdGn4tA6gXz849NC4ecqIxU5S8NJLMGxYGI8fD40axc0jSUnJZMJzdcuXwyGHQJ8+sROVGYudJCgoCEuwhYXw29/CuefGTiRJybnrLnjwQahSJSzBVqkSO1GZsdhJggED4M03w6d048bFTiNJyVmyJJxZB3DddfCTn8TNU8YsdlJl9+KLMHx4GE+cGJ6vk6Q0yGSgfXtYsSIca9KzZ+xEZc5iJ1Vm69aFJdiionAI8dlnx04kScm54w6YNSvsfk35EuwmFjupMrvuOnj7bdh1VxgzJnYaSUrOokXQpUsYDxgABx4YNU55sdhJldXcuTBiRBhPmhRumZCkNMhk4LLLYOVKaNUKevSInajcWOykymjtWrjoojD5/fGP8Otfx04kScnJy4NHHgl3wOblhQOJKwmLnVQZ9esH774LTZrALbfETiNJyVm4ELp1C+PBg2H//aPGKW8WO6myefZZGD06jKdMgZ13jptHkpKSycCll0J+Phx1FHTvHjtRubPYSZXJ6tXFS7AXXQSnnRY7kSQlZ+pUeOwxqF49LMHm5sZOVO4sdlJl0qcPvP8+NG0Ko0bFTiNJyfnkk+JP6IYMgX33jZsnEoudVFk89VTxkSZTp0K9elHjSFJiMhm45BL45hto3Rq6do2dKBqLnVQZfPNNWHqFcATAL38ZN48kJWnSJHjiCahRA6ZPr5RLsJtY7KTKoFcv+Ogj2GOP4rPrJCkNPvoIrrkmjG+8EfbZJ26eyCx2Uto9+STcdlsYT5sGderEzSNJSSkqgosvDhvDfvYz6NQpdqLoLHZSmq1aFSY9gA4d4OST4+aRpCSNHw9z5kDNmmEJdgdrjf8PSGnWo0fYKbbnnjB8eOw0kpScDz6Anj3DePhw2GuvuHmyhMVOSqvZs8MDxQC33w61a8fNI0lJKSoKG8LWrIETT4QrroidKGtY7KQ0ys8PW/8hPHNy4olx80hSksaOhWeegZ12Cm9cXYLdzP8npDS6+upwX+Jee4VdYpKUFu++C717h/GIEeFRE21msZPS5p//DAcQQ3iYuFatuHkkKSmFhWEJdu3asBns8stjJ8o6FjspTb7+OlyADeHk9Z/9LGocSUrULbfA3LnhmeFp0yAnJ3airGOxk9Lkqqtg0SLYe28YOjR2GklKzttvQ79+YTxqVDhwXd9isZPS4h//gLy88A42Ly+c6yRJaVBYCO3awbp14UrETZvD9C0WOykNVqwId8ACdO8eLsGWpLQYORJeeAHq1g3PELsE+50sdlIadO0KS5bAvvvC4MGx00hSct58E/r3D+NbboGmTaPGyXYWO6mi+9vf4I47wjlOeXlQo0bsRJKUjI0boW1bWL8eTj89jPW9LHZSRfbVV9C+fRhfcw0cdVTcPJKUpOHD4aWXoF69cJOOS7A/yGInVWSdO8Pnn8N++8HAgbHTSFJyXn8dBgwI4zFjYPfdo8apKCx2UkX117/CXXdBbi7MmAHVq8dOJEnJ2LAh7ILdsAF+9Su44ILYiSoMi51UEX3xBXToEMY9e0KrVnHzSFKSbrwRXn4Z6teHyZNdgi0Bi51UEXXqFMrdgQfCddfFTiNJyVmwAAYNCuNx42DXXaPGqWgsdlJFc++94VdubtgFW61a7ESSlIz168MS7MaNcPbZ8LvfxU5U4VjspIrk88/hyivDuE8fOPzwuHkkKUlDhsCrr0KDBjBhgkuw28FiJ1UUmUwodV99BQcfXHxnoiSlwcsvF99xPX48NG4cN08FZbGTKop77gk7YXfcMeyCrVo1diJJSkZBQfES7LnnwnnnxU5UYVnspIpg6VLo2DGM+/eHQw6JGkeSEjV4cDi3bpdd4LbbYqep0Cx2UrbLZMLRJsuXw6GHQu/esRNJUnLmzQvHm0B4rm6XXeLmqeAsdlK2+/Ofw32wVaqEXbBVqsROJEnJWLcuLMEWFoYdsOecEztRhWexk7LZ4sXh2jCA668PmyYkKS0GDIA33wwbJcaNi50mFSx2UrbKZODyy+Hrr8OxJj17xk4kScl54QW4+eYwnjQpHHGiUrPYSdnqT3+Cf/wj7H6dMSPshpWkNFi7NizBFhWFe2DPPDN2otSw2EnZ6LPPoGvXMB40CA44IG4eSUrSddfB22/DbrvBrbfGTpMqFjsp22QycNllsHIlHHkkXH117ESSlJy5c2HkyDCePBnq14+bJ2UsdlK2uf12+Oc/wx2weXkuwUpKjzVrwhJsJgNt28IZZ8ROlDoWOymbfPopXHVVGN9wA+y3X9w8kpSkvn3hvfegSRO45ZbYaVLJYidli0wGLr0UVq2Co48uLniSlAbPPFP8PN3UqVCvXtQ4aWWxk7LFlCkwezZUrx6WYHNzYyeSpGSsXg0XXRTewF5yCZx6auxEqWWxk7LBxx8Xb5IYNgx+/OOocSQpUb17wwcfQLNmxRsnVCYsdlJsRUXhHew338Cxx0KXLrETSVJy5syBsWPDeNo0qFs3apy0s9hJsU2cCE8+CTVqwPTpsIP/WUpKiW++CUuwEG7S+cUv4uapBPwdRIrpww+hR48wvukm2HvvuHkkKUnXXhseNWneHEaMiJ2mUrDYSbEUFcHFF4dznY4/Hjp2jJ1IkpLzxBMwYUIYT5sGtWvHzVNJWOykWG67DZ56CmrVCocSuwQrKS3y88MbV4Arr4STToqbpxLxdxIphvffh549w/jmm2GvveLmkaQk9egRDlxv0SI8ZqJyY7GTylthYbhSZ+3a8C62ffvYiSQpOY89Fu6AhbAhbKed4uapZCx2UnkbMwb+/e8w2U2b5hKspPRYuTIc3wTQuXN4fljlyt9RpPL0zjvQp08YjxwZdopJUlp07w6ffQY/+lE4bF3lzmInlZfCwnCe07p14Synyy6LnUiSkvPII2EjWE5OWIKtVSt2okrJYieVl9Gj4bnnoE6dsASbkxM7kSQlY8UKuPTSMO7WDY47Lmqcyix6sVu0aBEXXHABDRo0oGbNmhxyyCHMnz8/diwpWW+9Bf36hfHo0eG+RKWe85sqjauugsWLwz3XN9wQO02ltmPMH75ixQpat27NiSeeyCOPPEKjRo344IMPqFevXsxYUrI2bgy7YAsK4NRTi6/XUao5v6nSmDULZswIG8Hy8qBmzdiJKrWoxe6mm26iWbNmTJ8+ffPX9txzz3iBpLIwYgS8+GK4+HrKFJdgKwnnN1UKy5eHO2AhbJw4+ui4eRR3Kfahhx7iiCOO4Nxzz6VRo0YceuihTJkyJWYkKVn/+Q9cf30Y33or7L573DwqN85vqhS6dIGlS6FlSxg0KHYaEbnYffjhh0yYMIF99tmHRx99lA4dOtClSxf+9Kc/bfX7CwoKyM/P3+KXlLU2bgzLruvXwxlnwB//GDuRylFJ5zdwjlMF8+CD8Oc/Fy/B1qgRO5GAnEwmk4n1w6tWrcoRRxzB3LlzN3+tS5cuzJs3j+eee+5b3z9gwAAGDhz4ra+vXLmSOnXqlGlWqcSGDAkbJnbeOXxy16RJ7ESplp+fT926dbNmPijp/AbOcapAvvwSDjgAli0L1yPeeGPsRKlWkvkt6id2u+22G/vvv/8WX9tvv/349NNPt/r9vXv3ZuXKlZt/LVy4sDxiSiX32muw6TfosWMtdZVQSec3cI5TBdK5cyh1BxxQPNcpK0TdPNG6dWveeeedLb727rvv0vw7TuOvVq0a1apVK49o0vbbsAHatg1/POss+P3vYydSBCWd38A5ThXEX/4Cd98NublhCdZ/Z7NK1E/srrrqKp5//nmGDh3K+++/z5133snkyZPp2LFjzFhS6QwdCgsWQP36MGGCu2ArKec3pdKyZXDFFWHcqxcccUTcPPqWqM/YAfz973+nd+/evPfee7Ro0YLu3btz2TZetZRtz9RILFgArVqFjRN33QW/+13sRJVGNs4HpZnfIDtfkyq5c88Nn9gddBDMm+endeWkJHNB9GJXGk56yirr14dS99prcM45cN99flpXjtI4H6TxNakCu/de+O1vYccd4YUX4LDDYieqNCrM5gkpVW64IZS6hg1h/HhLnaT0+PxzuPLKMO7b11KXxSx2UhLmzw/P1kEodY0axc0jSUnJZMJzdV99BYccAn36xE6k72Gxk0qroCDsgi0sDMsU554bO5EkJeeuu+CBB6BKlbALtmrV2In0PSx2UmkNHAhvvBE+pRs3LnYaSUrOkiXQqVMY9+8PP/lJ3Dz6QRY7qTRefBFuuimMJ04Mz9dJUhpkMtC+PaxYEZ6p69UrdiJtA4udtL3WrYN27aCoKBxCfPbZsRNJUnJmzoRZs8IS7IwZ4Y/KehY7aXtdfz289RbsuiuMGRM7jSQlZ9Ei6NIljAcOhAMPjJtH28xiJ22P556DESPCeNIkaNAgbh5JSkomA5dfDl9/Hc7m7NEjdiKVgMVOKqm1a4uXYP/4R/j1r2MnkqTk5OXBww+HWyXy8sKBxKowLHZSSfXrB+++C02awC23xE4jSclZuBC6dQvjQYNg//2jxlHJWeykknj2WRg9OownT4add46bR5KSksnAZZdBfj4cdRRcfXXsRNoOFjtpW61ZAxddFCa/iy6C00+PnUiSkjNtGjz6KFSvHpZgc3NjJ9J2sNhJ26pPH3j/fWjaFEaNip1GkpLzySfQvXsYDxkC++4bN4+2m8VO2hZPPQW33hrGU6dCvXpR40hSYjIZuOQSWLUKWreGrl1jJ1IpWOykH/LNN3DxxWF82WXwy1/GzSNJSZo0CZ54AmrUgOnTXYKt4Cx20g/p1Qs+/BD22KP47DpJSoOPPoJrrgnjYcNgn33i5lGpWeyk7/Pkk3DbbWE8bRrUqRM3jyQlpagorEasXg3HHQedO8dOpARY7KTvsmpVeO4EoEMHOPnkuHkkKUkTJsCcOVCzZliC3cFKkAb+U5S+y7XXwscfw557wvDhsdNIUnI++CDMcRDmtx/9KG4eJcZiJ23N7NkwcWIY33471K4dN48kJaWoKJzFuWYNnHgiXHFF7ERKkMVO+l/5+cVLsJ06hYlPktJi7Fh45hnYaafwxtUl2FTxn6b0v66+OtyXuNdecOONsdNIUnLefRd69w7jm28Oj5ooVSx20n/75z/DAcQQHiauVStuHklKSmFhWIJduzZsBmvfPnYilQGLnbTJ11/DpZeGcdeu8LOfRY0jSYm69VaYOzc8Mzx1KuTkxE6kMmCxkzbp3h0WLYK994ahQ2OnkaTkvP029O0bxqNGQfPmcfOozFjsJIB//CMsvebkQF5eONdJktKgsBDatYN168KViJs2hymVLHbSihXhDlgIn9q1bh03jyQlaeRIeOEFqFvXJdhKwGInde0KS5bAvvvC4MGx00hSct58E/r3D+PRo6Fp07h5VOYsdqrcHnoI7rgjnOOUlwc1asROJEnJ2LgR2raF9evhtNPCcqxSz2Knyuurr4q3+19zDRx1VNw8kpSkm2+Gl16CevVg8mSXYCsJi50qry5dYOlS2G8/GDgwdhpJSs7rr8P114fxmDGw++5x86jcWOxUOf31r3DnnZCbCzNmQPXqsRNJUjI2bAjLrhs2wK9/DRdcEDuRypHFTpXPl18WX3p97bXQqlXcPJKUpBtvhJdfhp13hokTXYKtZCx2qnw6doRly+CAA4qXKiQpDRYsgEGDwnjsWNhtt6hxVP4sdqpc7rsP7r23eAm2WrXYiSQpGevXhyXYjRvh7LPh97+PnUgRWOxUeSxbBldeGcZ9+sDhh8fNI0lJGjoUXn0VGjSACRNcgq2kLHaqHDKZUOq+/BIOPhj69YudSJKS8/LLMGRIGI8fD40bx82jaCx2qhzuuQfuvx923DEswVatGjuRJCWjoKB4Cfbcc+G882InUkQWO6Xf0qVhwwSET+oOOSRqHElK1ODB4dy6XXaB226LnUaRWeyUbpkMdOgAy5eHQtenT+xEkpScefPC8SYQnqvbZZe4eRSdxU7p9uc/w9/+BlWqhCXYKlViJ5KkZKxbF5ZgCwvhd7+Dc86JnUhZwGKn9Fq8OFwbBuG8uoMPjptHkpI0cCC8+WbYKDFuXOw0yhIWO6VTJgPt28OKFeFYk549YyeSpOS88AIMHx7GkyaFI04kLHZKqz/9Cf7+97D7dcaMsBtWktJg7dqwBFtUFO6BPfPM2ImURSx2Sp/PPoOuXcN44MBwdZgkpcV118Hbb8Ouu8Ktt8ZOoyxjsVO6ZDJw2WWwciUceSRcc03sRJKUnLlzYeTIMJ48GerXj5tHWcdip3S5/Xb45z/DHbB5eS7BSkqPNWvCEmwmA23bwq9+FTuRspDFTunx6afQvXsY33AD7Ldf3DySlKR+/eC996BJE7jllthplKUsdkqHTAYuvRTy8+Hoo+Gqq2InkqTkPPNMcZmbOhXq1YuZRlnMYqd0mDIFZs+G6tXDEmxubuxEkpSM1avhoovCG9hLLoFTT42dSFmsxMWuXbt2PP3002WRRdo+H38MV18dxkOHwo9/HDWOKjbnOGWd3r3hgw+gadPijRPSdyhxsVu1ahVt2rRhn332YejQoSxatKgscknbpqgovIP95hs49tjimyak7eQcp6wyZw6MHRvG06ZB3bpR4yj7lbjY3X///SxatIhOnTpx3333seeee3Lqqafyl7/8hQ0bNpRFRum7TZwITz4JNWrA9OkuwarUnOOUNb75JizBAlx+ObRpEzePKoTtesauQYMGdO3alVdeeYUXX3yRvffemwsvvJAmTZpw1VVX8d577yWdU/q2Dz+Ea68N45tugr33jptHqeEcp6zQs2d41KR5cxgxInYaVRCl2jyxZMkSHnvsMR577DFyc3M57bTTeOONN9h///0ZPXp0UhmlbysqgosvDg8VH388dOwYO5FSyDlO0TzxBIwfH8bTpkHt2nHzqMIocbHbsGED999/P2eccQbNmzfnvvvu46qrrmLJkiXMmDGDxx57jDvuuINBgwaVRV4puO02eOopqFUrHEq8gxu8lQznOEWXnx/euAJceSWcdFLcPKpQSnws/2677UZRURHnn38+L774Iocccsi3vueXv/wl9TxjR2Xl/ffDEgXA8OGw115x8yhVnOMUXY8e4cD1Fi3CYyZSCZS42I0ePZpzzz2X6tWrf+f37Lzzznz00UelCiZtVWFhuFJn7Vr4+c+hQ4fYiZQyznGK6rHHwh2wEFYjdtopbh5VOCUudhdeeGFZ5JC2zZgx8O9/h8lu2jSXYJU45zhFs3JlOL4JoHNnOOGEqHFUMfm7oiqOd9+FPn3CeORI2HPPqHEkKVFXXw2ffQY/+hEMGxY7jSooi50qhk1LsOvWwS9+AZddFjuRJCXnkUfCKkROTjiTs1at2IlUQVnsVDGMHg3PPRe2/E+dGiY/SUqDFSvg0kvDuGtXOO64uHlUoVnslP3eegv69Qvj0aNhjz3i5pGkJF11FSxeDPvsA0OGxE6jCs5ip+y2cWNYgi0ogFNOKT7bSZLSYNYsmDEjrELk5UHNmrETqYKz2Cm7jRgBL74YLr6eMsUlWEnpsXx5uAMWwsaJY46Jm0epYLFT9nrjDbj++jC+9VZo2jRuHklKUteusHQptGwJ3mSihFjslJ02bIC2bWH9ejjjDPjjH2MnkqTkPPggzJwZzuLMy4MaNWInUkpY7JSdhg+H+fOhXj2YNMklWEnp8eWX0L59GPfoAT/9adw8SpWsKXbDhg0jJyeHbt26xY6i2F57DQYODOOxY6FJk7h5pAQ4x2mzzp1h2TLYf38YMCB2GqVMVhS7efPmMXnyZA4++ODYURTbhg1hF+yGDXDmmfCHP8ROJJWac5w2u/9+uPtuyM0NS7DfcyextD2iF7tvvvmGP/zhD0yZMoWdd945dhzFNmwYvPIK1K8PEye6BKsKzzlOm33xBVxxRRj36gWtWsXNo1SKXuw6duzI6aefzsknn/yD31tQUEB+fv4Wv5QiCxbA4MFhfNttsOuuUeNISXCO02YdO4Zyd9BB0L9/7DRKqR1j/vC7776bl19+mXnz5m3T9w8bNoyBm569UrqsXx92wW7cCL/5Dfz2t7ETSaXmHKfN7r0X7rsPdtwxLMFWqxY7kVIq2id2CxcupGvXrsycOZPq2/iMQe/evVm5cuXmXwsXLizjlCo3N9wQNk00bAgTJrgEqwrPOU6bff45XHllGPfpA4cdFjePUi0nk8lkYvzgBx98kLPPPpvc3NzNXyssLCQnJ4cddtiBgoKCLf63rcnPz6du3bqsXLmSOnXqlHVklZX588N2/8LC8K723HNjJ1IFlG3zgXOcAMhk4Jxz4IEH4Cc/CTfpVK0aO5UqmJLMBdGWYk866SRef/31Lb520UUX0bJlS3r27PmDE55SoqAgLMEWFsJ551nqlBrOcQLgrrtCqdtxx3AnrKVOZSxasatduzYHHnjgFl+rVasWDRo0+NbXlWKDBoWrwxo1ChsmpJRwjhNLlkCnTmF83XXhEzupjEXfFatKbN48uPHGMJ44MTxfJ0lpkMmE2yVWrAjP1PXqFTuRKomou2L/15w5c2JHUHlZty4swRYVwe9/D2efHTuRVOac4yqRmTNh1iyoUiUswVapEjuRKgk/sVMc118Pb70FjRvDmDGx00hSchYtgi5dwnjAAHDpXeXIYqfy9/zzMGJEGE+aBA0axM0jSUnJZODyy+Hrr+GII+Daa2MnUiVjsVP5Wrs23AVbVAQXXhjug5WktJgxAx5+OOx+nTEj7IaVypHFTuWrf3945x3YbTe49dbYaSQpOZ99Bl27hvHgwbD//nHzqFKy2Kn8/PvfMGpUGE+ZAl6ILiktMhm49FLIz4ejjoKrr46dSJWUxU7lY82asASbycBFF8Hpp8dOJEnJmTYNHn0UqlcPd8F6ALUisdipfPTpA++/D7vvXvypnSSlwaefQvfuYXzDDbDvvnHzqFKz2KnsPf108ZEmU6dCvXpR40hSYjIZuOQSWLUKjjkGunWLnUiVnMVOZWv16rD0uun5k1NOiZ1IkpIzeTI8/jjUqAHTp7sEq+gsdipbvXrBhx9Cs2YwcmTsNJKUnI8+Kt4kMWwY/PjHcfNIWOxUlv71Lxg3Loxvvx3q1ImbR5KSUlQUlmBXr4bjjoPOnWMnkgCLncrKqlVw8cVh3KEDnHxy3DySlKQJE8Kb15o1wxLsDv52quzgv4kqG9deCx9/DHvuCcOHx04jScn54IPiq8KGD4cf/ShuHum/WOyUvMcfh4kTw/j226F27bh5JCkpRUVhNWLNGjjhBLjiitiJpC1Y7JSs/Pzw3AlAx45w4olx80hSksaNC0c41aoV3ri6BKss47+RStY114TDOvfaC268MXYaSUrOe++Fnf4AI0ZAixZx80hbYbFTch59NNwBC+Fh4p12iptHkpJSWBjO5Fy7NmwGa98+diJpqyx2SsbKleEAYoCuXeFnP4ubR5KSdOut8O9/h2eGp06FnJzYiaStstgpGd27w2efwd57w9ChsdNIUnLeeQf69g3jUaOgefO4eaTvYbFT6T38cHiIOCcH8vLCuU6SlAaFhdCuHaxbB7/8ZfHmMClLWexUOitWwGWXhfFVV0Hr1nHzSFKSRo2C558PN+dMmeISrLKexU6l060bLF4c7ki84YbYaSQpOW++Cf37h/Ett4Q7r6UsZ7HT9ps1C/70p3CO04wZUKNG7ESSlIyNG8MSbEEBnHZaGEsVgMVO22f5crj88jC+5ho46qi4eSQpSSNGwLx5UK8eTJ7sEqwqDIudtk+XLrB0Key3HwwcGDuNJCXnP/+B668P4zFjYPfd4+aRSsBip5J74AH485/DEmxeHlSvHjuRJCVjw4aw7Lp+PfzqV3DBBbETSSVisVPJfPkldOgQxj17wpFHxs0jSUm66SaYPx923hkmTXIJVhWOxU4l06kTLFsGBxxQvFQhSWnw6qswaFAYjxsHu+0WN4+0HSx22nZ/+Qvccw/k5oZdsNWqxU4kScnYtAS7YQOcfTacf37sRNJ2sdhp2yxbBldcEcZ9+sDhh8fNI0lJGjoUFiyABg1gwgSXYFVhWez0wzIZuPLK8HzdwQdDv36xE0lScl55pfiA9fHjoXHjuHmkUrDY6Yfdey/cfz/suGNYgq1aNXYiSUrG+vVhCXbjRvi//4PzzoudSCoVi52+39Kl4dM6gL594ZBDosaRpEQNHgyvvQYNG4ZP66QKzmKn75bJhOfqli8Pha5v39iJJCk5L70Ew4aF8cSJsMsucfNICbDY6bvddRc8+CBUqRKWYKtUiZ1IkpJRUBCWYAsL4Xe/g3POiZ1ISoTFTlu3ZEk4sw7CeXUHHxw3jyQlaeBAeOONsFFi3LjYaaTEWOz0bZkMtG8PK1aEY0169oydSJKS8+KL4YYJCLdLNGgQN4+UIIudvu2OO2DWrLD7dcaMsBtWktJg3Tpo2xaKiuAPf4Azz4ydSEqUxU5bWrQIunQJ44EDw9VhkpQW110Hb78Nu+4KY8bETiMlzmKnYpkMXHYZrFwJRx4J11wTO5EkJWfuXBgxIownT4b69ePmkcqAxU7Fpk+HRx4Jd8Dm5bkEKyk91q6Fiy4Kb2DbtoVf/Sp2IqlMWOwULFwIV10VxjfcAPvtFzePJCWpXz94911o0gRuuSV2GqnMWOwU3sFeeink58PRRxcXPElKg2efhdGjw3jqVKhXL2ocqSxZ7BQmusceg+rVwxJsbm7sRJKUjNWri5dgL74YTj01diKpTFnsKrtPPoHu3cN46FD48Y/j5pGkJPXpA++/D02bwqhRsdNIZc5iV5kVFYV3sN98A8ceW3zMiSSlwVNPFR9pMm0a1K0bN49UDix2ldmkSfDkk1CjRtgR6xKspLT45puwBAtw+eXQpk3cPFI5sdhVVh99BD16hPFNN8Hee8fNI0lJ6tkzzHPNmxefXSdVAha7ymjTEuzq1XD88dCxY+xEkpScJ5+E8ePDeNo0qF07bh6pHFnsKqPx42HOHKhVC26/HXbwXwNJKbFqVXjjCnDFFXDSSXHzSOXM39Erm/ffD0sUAMOHw157xc0jSUnq0SPs9t9zzzDHSZWMxa4yKSoKDxOvWQM//zl06BA7kSQl57HHwqYwCBvCdtopbh4pAotdZTJmTDiBfaedwnMnLsFKSouVK8MNOgCdO8MJJ0SNI8Xi7+yVxbvvQu/eYTxyZFimkKS0uPrqcOf1j34Ew4bFTiNFY7GrDAoLoV07WLcOfvELuOyy2IkkKTmPPBJWIXJywhJsrVqxE0nRWOwqg1tugeeeC1v+p04Nk58kpcHXXxe/We3aFY47LmocKTaLXdq9/Tb07RvGo0fDHnvEzSNJSbrqKli0CPbZB4YMiZ1Gis5il2YbN0LbtlBQAKecUny2kySlwd//Dnl5YRUiLw9q1oydSIrOYpdmI0fCiy+Gi6+nTHEJVlJ6LF8e7oCFsHHimGPi5pGyhMUurd54A667LoxvvRWaNo2bR5KS1LUrLFkCLVvCoEGx00hZw2KXRhs2hCXY9evh9NPhj3+MnUiSkvPggzBzZjiLMy8PatSInUjKGha7NBo+HObPh3r1YPJkl2AlpcdXXxXfmtOjB/z0p3HzSFnGYpc2r78OAweG8dix0KRJ3DySlKTOneHzz2H//WHAgNhppKxjsUuTTUuwGzbAmWfCH/4QO5EkJef+++GuuyA3NyzBVq8eO5GUdSx2aTJsGLzyCtSvDxMnugQrKT2++AKuuCKMe/WCVq3i5pGylMUuLRYsgMGDw/i222DXXaPGkaREdewYyt1BB0H//rHTSFnLYpcG69eHJdiNG+E3v4Hf/jZ2IklKzr33wn33FS/BVqsWO5GUtaIWu2HDhtGqVStq165No0aNOOuss3jnnXdiRqqYbrgBXnsNGjaECRNcgpWygPNbQj7/HK68Moz79oXDDoubR8pyUYvdU089RceOHXn++eeZPXs2GzdupE2bNqxevTpmrIpl/nwYOjSMx4+HRo3i5pEEOL8lIpMJz9V99RX85CfF915L+k45mUwmEzvEJl988QWNGjXiqaee4mc/+9kPfn9+fj5169Zl5cqV1KlTpxwSZpmCAjjiCPjPf+C88+Cee2InkqLJ9vmgpPMbZP9rKnN33QW//z3suCO89FIod1IlVJK5YMdyyrRNVq5cCUD9+vW3+r8XFBRQUFCw+c/z8/PLJVfWGjQolLpGjcKGCUlZ64fmN3CO28LSpdCpUxhfd52lTtpGWbN5IpPJ0L17d4499lgOPPDArX7PsGHDqFu37uZfzZo1K+eUWWTePLjxxjCeMCE8XycpK23L/AbOcZtlMnD55bB8eXimrlev2ImkCiNrlmI7duzIP/7xD5599lmafseF9Vt7N9usWbPKt0yxbl2Y7N56C84/H+68M3YiKbpsXrbclvkNnOM2u+OOcMd1lSrhOeKDDoqdSIqqwi3Fdu7cmYceeoinn376eye9atWqUc1t7nD99aHUNW4crg2TlLW2dX4D5zgAFi+GLl3CeMAAS51UQlGLXSaToXPnzjzwwAPMmTOHFi1axIxTMTz/PIwYEcaTJkGDBnHzSNoq57ftsGkJ9uuvw8awa6+NnUiqcKIWu44dO3LnnXfyt7/9jdq1a7N06VIA6tatS40aNWJGy05r10K7dlBUBBdeGO6DlZSVnN+2w4wZ8I9/QNWqYbxjViwqSRVK1Gfscr7jIN3p06fTrl27H/zrs/mZmjJxzTUwciTsthu88QbsvHPsRFLWyLb5oLTzG2TfaypTn30GBxwA+flw001+Wif9lwrzjF2W7NuoGP79bxg1KoynTLHUSVnO+a0EMhm49NJQ6n76U7j66tiJpAora4470fdYsyYswWYy4Y+nnx47kSQlZ9o0ePTRcAdsXl64E1bSdrHYVQR9+sD778Puu8Po0bHTSFJyPv0UuncP4yFDoGXLuHmkCs5il+2efhrGjAnjqVOhXr2ocSQpMZkMXHIJrFoFxxwD3brFTiRVeBa7bLZ6NVx0UfHzJ6ecEjuRJCVn8mR4/HGoUQOmT3cJVkqAxS6b9eoFH34IzZqF3bCSlBYffVS8SWLoUPjxj+PmkVLCYpet/vUvGDcujKdNg7QfdSCp8igqCkuwq1fDcccV3zQhqdQsdtnom2/g4ovDuH17+MUv4uaRpCRNmBDevNasCbffDjv4W5GUFP9rykbXXgsffwzNm8PNN8dOI0nJ+fDD4sOHb7oJ9t47bh4pZSx22ebxx8O7WQjvZGvXjptHkpJSVBQ2hK1ZAyecAFdeGTuRlDoWu2ySnx+eOwHo2BF+/vO4eSQpSePGhSOcatVyCVYqI/5XlU2uuSYc1tmiBdx4Y+w0kpSc994LO/0hPGLSokXcPFJKWeyyxaOPhjtgIZzntNNOcfNIUlIKC8MS7Nq1cNJJYVOYpDJhscsGK1eGA4ghbPs//vi4eSQpSWPGwL//Hd6wTpvmEqxUhvyvKxt07w6ffRZ2hw0dGjuNJCXnnXfCfdcAo0aF3f6SyozFLraHHw4PEefkhCXYWrViJ5KkZBQWQrt2sG4dtGlTvDIhqcxY7GJasQIuuyyMu3WDY4+NGkeSEjVqFDz/fLg5Z+rU8AZWUpmy2MXUrRssXhzuSLzhhthpJCk5b74J/fuH8ejR4c5rSWXOYhfLrFnwpz+Fh4jz8sLVOpKUBhs3hiXYggI49dSwI1ZSubDYxbB8OVx+eRhffTUcfXTcPJKUpBEjYN48qFs3HOPkEqxUbix2MXTpAkuXQsuWMGhQ7DSSlJz//Aeuvz6Mx4yB3XePm0eqZCx25e2BB+DPfw5LsDNmQPXqsRNJUjI2bAhLsOvXwxlnwIUXxk4kVToWu/L05ZfQoUMYX3stHHlk3DySlKSbboL582HnnWHSJJdgpQgsduWpUydYtgwOOAAGDIidRpKS89prxY+WjB0LTZrEzSNVUha78vKXv8A990BubtgFW61a7ESSlIwNG6Bt2/DHs86C3/8+diKp0rLYlYdly+CKK8K4d2844oi4eSQpSUOHwoIF0KABTJzoEqwUkcWurGUycOWV4fm6gw4qPrBTktLglVeKD1gfNw4aN46bR6rkLHZl7d574f77YccdwxJs1aqxE0lSMtavD0uwGzfCOefAb38bO5FU6VnsytLnn0PHjmHcty8cdljcPJKUpMGD4fXXoWFDGD/eJVgpC1jsykomE56r++orOOQQ6NMndiJJSs78+TBsWBiPHw+NGsXNIwmw2JWdu+4KhxFXqeISrKR0KSgIS7CFhWH59dxzYyeS9P9Z7MrCkiXhzDqA666Dn/wkbh5JStLAgfDGG+FTunHjYqeR9F8sdknLZKB9e1ixIjxT17Nn7ESSlJwXXww3TEA42qRhw7h5JG3BYpe0O+6AWbOKl2CrVImdSJKSsW5dWIItKoLzz4ezz46dSNL/sNgladEi6NIljAcODOfWSVJaXHcdvP027LpruDZMUtax2CUlk4HLL4eVK6FVK+jRI3YiSUrOc8/ByJFhPGlSuGVCUtax2CUlLw8efjjcAZuXFw4klqQ0WLsW2rULS7B//CP8+texE0n6Dha7JCxcCN26hfGgQbD//lHjSFKi+vWDd9+FJk3glltip5H0PSx2pZXJwKWXQn4+HHUUXH117ESSlJxnn4XRo8N48mTYeee4eSR9L4tdaU2dCo89BtWrhyXY3NzYiSQpGWvWwEUXhTewF10Ep58eO5GkH2CxK41PPin+hG7IENh337h5JClJffrA++9D06YwalTsNJK2gcVue2UycMklsGoVtG4NXbvGTiRJyXnqKbj11jCeOhXq1YsaR9K2sdhtr0mT4IknoEYNmD7dJVhJ6fHNN3DxxWF82WXwy1/GzSNpm1nstsdHH8E114TxsGGwzz5x80hSknr1gg8/hD32gBEjYqeRVAIWu5IqKgrvZFevhuOOg86dYyeSpOQ8+STcdlsYT5sGderEzSOpRCx2JTV+PMyZAzVrhiXYHfy/UFJKrFpVvATboQOcfHLcPJJKzFZSEh98AD17hvHw4fCjH8XNI0lJuvbasNt/zz3DHCepwrHYbauionCO05o1cOKJcMUVsRNJUnJmz4aJE8P49tuhdu24eSRtF4vdtho7Fp55BnbaKUx6LsFKSov8/HB8E0CnTuHNq6QKyXayLd59F3r3DuObbw7LFJKUFldfHe683msvuPHG2GkklYLF7ocUFoYl2LVrw4PE7dvHTiRJyfnnP8MBxBA2hNWqFTePpFKx2P2QW26BuXPD8yZTp0JOTuxEkpSMr7+GSy8N465d4Wc/ixpHUulZ7L7P229Dv35hPGoUNG8eN48kJal7d1i0CPbeG4YOjZ1GUgIsdt+lsBDatYN168J1OpseLJakNPjHP8LSa04O5OWFszklVXgWu+8yciS88ALUresSrKR0WbEi3AEL4VO71q3j5pGUGIvd1rz5JvTvH8ajR0PTpnHzSFKSunaFJUtg331h8ODYaSQlyGL3vzZuhLZtYf16OO20sBwrSWnxt7/BHXeEszjz8qBGjdiJJCXIYve/hg+Hl16CevVg8mSXYCWlx1dfFR/ZdM01cNRRcfNISpzF7r+9/joMGBDGY8bA7rtHjSNJierSBT7/HPbbDwYOjJ1GUhmw2G2yYUNYdt2wAX79a7jggtiJJCk5f/0r3Hkn5ObCjBlQvXrsRJLKgMVukxtvhJdfhvr1YdIkl2AlpccXX0CHDmHcsye0ahU3j6QyY7EDWLAABg0K47FjYdddo8aRpER16hTK3YEHwnXXxU4jqQxZ7NavD0uwGzfC2WfD+efHTiRJybn33vArNzfsgq1WLXYiSWXIYjdkCLz6KjRoABMmuAQrKT2WLYOOHcO4Tx84/PC4eSSVucpd7F5+ufh+xPHjoXHjuHkkKSmZDFx5JXz5JRx8cPG915JSrfIWu4KC4iXYc8+F886LnUiSknPPPXD//bDjjmEXbNWqsRNJKgeVt9gNHhzOrdtlF7jttthpJCk5S5cWL8H26weHHBI1jqTyUzmL3bx54XgTCM/V7bJL3DySlJRMJhxtsnx5KHR9+sROJKkcRS9248ePp0WLFlSvXp3DDz+cZ555pmx/4Lp1YQm2sBB+9zs455yy/XmSKrVyn+P+/OdwH2yVKmEJtkqVsv15krJK1GJ3zz330K1bN/r27csrr7zCcccdx6mnnsqnn35adj904EB4882wUWLcuLL7OZIqvXKf4xYvDteGAVx/fdg0IalSyclkMplYP/ynP/0phx12GBMmTNj8tf3224+zzjqLYcOG/eBfn5+fT926dVm5ciV16tT54R/4wgtwzDFQVAQPPghnnlmK9JKySYnng3JQrnNcJhOuQ/z738OxJs8/HzZOSKrwSjIXRPvEbv369cyfP582bdps8fU2bdowd+7crf41BQUF5Ofnb/Frm61dG5Zgi4rCPbCWOkllqNznuD/9KZS6qlXDEqylTqqUohW7L7/8ksLCQhr/z9lxjRs3ZunSpVv9a4YNG0bdunU3/2rWrNm2/8AXX4SPPgrXhd16a2miS9IPKtc5LpMJx5tAeNzkgANKE11SBRZ980TO/9z0kMlkvvW1TXr37s3KlSs3/1q4cOG2/6Djjw93wt59N9SvX4rEkrTtymWOy8mBWbNg+nS45prSRpZUgUX7rL5hw4bk5uZ+653rsmXLvvUOd5Nq1apRrTT3HLZsGX5JUhkr9zkuNzc8biKpUov2iV3VqlU5/PDDmT179hZfnz17Nsccc0ykVJKUDOc4STFEfbq2e/fuXHjhhRxxxBEcffTRTJ48mU8//ZQOHTrEjCVJiXCOk1Teoha73/72t3z11VcMGjSIJUuWcOCBB/Lwww/TvHnzmLEkKRHOcZLKW9Rz7EorG8+tkhRHGueDNL4mSSVXIc6xkyRJUrIsdpIkSSlhsZMkSUoJi50kSVJKWOwkSZJSwmInSZKUEhY7SZKklLDYSZIkpYTFTpIkKSUsdpIkSSkR9a7Y0tp0G1p+fn7kJJJi2zQPVOBbEr/FOU4SlGx+q9DFbtWqVQA0a9YschJJ2WLVqlXUrVs3doxEOMdJ+m/bMr/lZCrw29uioiIWL15M7dq1ycnJ+cHvz8/Pp1mzZixcuDAVF2qn7fVA+l5T2l4PZO9rymQyrFq1iiZNmrDDDul4yqQkc1y2/nMpjbS9prS9Hkjfa8rW11OS+a1Cf2K3ww470LRp0xL/dXXq1Mmqf2CllbbXA+l7TWl7PZCdryktn9Rtsj1zXDb+cymttL2mtL0eSN9rysbXs63zWzre1kqSJMliJ0mSlBaVqthVq1aN66+/nmrVqsWOkoi0vR5I32tK2+uBdL6mNEjjP5e0vaa0vR5I32tKw+up0JsnJEmSVKxSfWInSZKUZhY7SZKklLDYSZIkpUSlKXbjx4+nRYsWVK9encMPP5xnnnkmdqTtNmzYMFq1akXt2rVp1KgRZ511Fu+8807sWIkZNmwYOTk5dOvWLXaUUlm0aBEXXHABDRo0oGbNmhxyyCHMnz8/dqztsnHjRvr160eLFi2oUaMGe+21F4MGDaKoqCh2NP1/aZnjnN8qhjTNb5CuOa5SFLt77rmHbt260bdvX1555RWOO+44Tj31VD799NPY0bbLU089RceOHXn++eeZPXs2GzdupE2bNqxevTp2tFKbN28ekydP5uCDD44dpVRWrFhB69atqVKlCo888ghvvvkmI0eOpF69erGjbZebbrqJiRMnMm7cON566y2GDx/OzTffzNixY2NHE+ma45zfsl/a5jdI2RyXqQSOPPLITIcOHbb4WsuWLTO9evWKlChZy5YtywCZp556KnaUUlm1alVmn332ycyePTtz/PHHZ7p27Ro70nbr2bNn5thjj40dIzGnn3565uKLL97ia7/5zW8yF1xwQaRE+m9pnuOc37JP2ua3TCZdc1zqP7Fbv3498+fPp02bNlt8vU2bNsydOzdSqmStXLkSgPr160dOUjodO3bk9NNP5+STT44dpdQeeughjjjiCM4991waNWrEoYceypQpU2LH2m7HHnssTzzxBO+++y4Ar776Ks8++yynnXZa5GRK+xzn/JZ90ja/QbrmuAp9V+y2+PLLLyksLKRx48ZbfL1x48YsXbo0UqrkZDIZunfvzrHHHsuBBx4YO852u/vuu3n55ZeZN29e7CiJ+PDDD5kwYQLdu3enT58+vPjii3Tp0oVq1arxxz/+MXa8EuvZsycrV66kZcuW5ObmUlhYyJAhQzj//PNjR6v00jzHOb9lp7TNb5CuOS71xW6TnJycLf48k8l862sVUadOnXjttdd49tlnY0fZbgsXLqRr16489thjVK9ePXacRBQVFXHEEUcwdOhQAA499FDeeOMNJkyYUCEnvnvuuYeZM2dy5513csABB7BgwQK6detGkyZNaNu2bex4Ip1znPNbdkrb/AbpmuNSX+waNmxIbm7ut965Llu27FvvcCuazp0789BDD/H000/TtGnT2HG22/z581m2bBmHH3745q8VFhby9NNPM27cOAoKCsjNzY2YsOR222039t9//y2+tt9++3H//fdHSlQ6PXr0oFevXvzud78D4KCDDuKTTz5h2LBhFW7SS5u0znHOb9krbfMbpGuOS/0zdlWrVuXwww9n9uzZW3x99uzZHHPMMZFSlU4mk6FTp0789a9/5cknn6RFixaxI5XKSSedxOuvv86CBQs2/zriiCP4wx/+wIIFCyrcpAfQunXrbx3R8O6779K8efNIiUpnzZo17LDDltNFbm5uhTwKIG3SNsc5v2W/tM1vkLI5LubOjfJy9913Z6pUqZKZNm1a5s0338x069YtU6tWrczHH38cO9p2ueKKKzJ169bNzJkzJ7NkyZLNv9asWRM7WmIq+q6xF198MbPjjjtmhgwZknnvvfcyf/7znzM1a9bMzJw5M3a07dK2bdvM7rvvnvn73/+e+eijjzJ//etfMw0bNsxce+21saMpk645zvkt+6Vtfstk0jXHVYpil8lkMrfddlumefPmmapVq2YOO+ywCr11Htjqr+nTp8eOlpiKPvFlMpnMrFmzMgceeGCmWrVqmZYtW2YmT54cO9J2y8/Pz3Tt2jWzxx57ZKpXr57Za6+9Mn379s0UFBTEjqb/Ly1znPNbxZCm+S2TSdccl5PJZDJxPiuUJElSklL/jJ0kSVJlYbGTJElKCYudJElSSljsJEmSUsJiJ0mSlBIWO0mSpJSw2EmSJKWExU6SJCklLHaSJEkpYbGTJElKCYudJElSSljsVCF98cUX7LrrrgwdOnTz11544QWqVq3KY489FjGZJJWec5y2V04mk8nEDiFtj4cffpizzjqLuXPn0rJlSw499FBOP/10brnlltjRJKnUnOO0PSx2qtA6duzI448/TqtWrXj11VeZN28e1atXjx1LkhLhHKeSstipQlu7di0HHnggCxcu5KWXXuLggw+OHUmSEuMcp5LyGTtVaB9++CGLFy+mqKiITz75JHYcSUqUc5xKyk/sVGGtX7+eI488kkMOOYSWLVsyatQoXn/9dRo3bhw7miSVmnOctofFThVWjx49+Mtf/sKrr77KTjvtxIknnkjt2rX5+9//HjuaJJWac5y2h0uxqpDmzJnDLbfcwh133EGdOnXYYYcduOOOO3j22WeZMGFC7HiSVCrOcdpefmInSZKUEn5iJ0mSlBIWO0mSpJSw2EmSJKWExU6SJCklLHaSJEkpYbGTJElKCYudJElSSljsJEmSUsJiJ0mSlBIWO0mSpJSw2EmSJKWExU6SJCkl/h83ZO2rZchtqgAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
    " ] @@ -824,7 +824,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -997,7 +997,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -1156,7 +1156,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -1198,7 +1198,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -1493,7 +1493,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhMAAAGZCAYAAAAzYLMHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAUw0lEQVR4nO3df5DV9X3v8Td0kSCw0UU2rsuCDb90EbJs7wpSQVGjYSXbkkluk7mjl7aTuWlvxjS5O2aMrdObK3DnFms6Y2Y6Cb1NJ+1cHNIKCaWxmovFiki0wRFuodTALS4GGFijouAuu/cfktExc+Hs+3z3y2Efj/+E7/l8XzPLyJPv2R+jBgcHBwMAYIhGlz0AAKhtYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAICUuiIOnXBpY4z7QEMRR//c6dOvx9ix9cXeY+ZAoecPh9E/uaTwe7xz8rW4ZPxlhd5j4eyXCz1/OBw984HC73HiyDvR8KFiP+Z7TzQVev5wmXX5kULP7z1yOi7/0NhC7/EvrzUWev6wGRhV+C36e1+PusuL+ztjwst9hZ09nCZPvST27NlT8esKiYlxH2iI+bP/QxFH/9yP9v1V4ff4yVdq/w/HmO9dXvg9Xn78z2L6Hb9d6D3+6g8fKvT84bDl5JTC7/Hw5/bFF/90dqH3+INnVhR6/nD5/KLNhZ7/yOf+T3z+T1sLvceqH3YWev5wGXi7kL+K3uPYI38ekz//m4Wd3/rHvYWdPZzGTN89pNd5mwMASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACk1GxNXTppb9gTOunz6/LIncNbC5ZPKnsBZHcsnlz2Bd7m0o63sCRe1mo2JpivmlT2BsxpmtJc9gbNuWH5F2RM4a4GYuKCMX+AfPUWq2ZgAAC4MYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIKWuiENPzxiMV+/rL+LoYXXlmkvKnpDW8NC+sidUxe1/+F/KnpD2mS9+v+wJVXHNFy6OP1Pv7Czkf3/DauZvvlT2hKp4/VO/UvaEtL4rxpc9oSrGDPF1nkwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgJSKY+Lhhx+OOXPmRGtra9xzzz0xODhYxC4AoEZUFBPHjh2LRx55JF544YV46aWX4oUXXogdO3YUtQ0AqAF1lb6gv78/Tp06FRERfX190djYWPVRAEDtqOjJxOTJk6O7uzumTp0aV111Vdx2220xffr0orYBADWgoicTvb29sXnz5jh48GCMGzculi1bFtu2bYslS5a857q+46/H/31w/TnP++CS6+KyJddVthgAqMhPjr4YR469dM7rpl596ZDOrygmnnzyyZgxY0Y0NDRERMSdd94ZO3bseF9MjJlUH9N+/9NDGgQAVNeVjR+JKxs/cs7rLr3suSGdX9HbHC0tLbF9+/Y4depUnDlzJp566qmYPXv2kG4MAFwcKnoysXDhwujs7Iz58+fH6NGj49Zbb42urq6itgEANaDir+ZYtWpVrFq1qogtAEAN8h0wAYAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASKn4p4aej8nj3ozbpu4r4uhhtX3G9WVPSNt49d+VPaEqWhd8uOwJaT+4/ZqyJ1TFln0Xx5+pPzh6XdkT0j787C+VPaEq5k3YXPaEtO/++xvLnlAdlw3tZZ5MAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABS6oo4dNSowRgz6kwRRw+rIzcMlD0hbfPJxrInVMV1M18pe0La5/7hqbInVMWv/LffKXtCVby+5K2yJ6RNnHCq7AlV8cJ35pc9Ie3Y7/WXPaEq5j02tNd5MgEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUiqOiQMHDsTSpUujtbU15s6dGydPnixiFwBQI+oqfcHKlSvjwQcfjMWLF8eJEydi7NixRewCAGpERTGxZ8+eGDNmTCxevDgiIhoaGgoZBQDUjore5ti/f39MmDAhurq6or29PVavXl3ULgCgRlT0ZKKvry+efvrp2LVrVzQ2NsbHPvax6OjoiI9+9KPvue7No2/H33zhmXOed+3HWuLaZVMrWwwAVOTkjl1xcueuc17XM3rckM6vKCamTJkSHR0d0dLSEhERnZ2dsWvXrvfFxITGcfGJP/nVIQ0CAKpr/MK2GL+w7ZzXNT/2j0M6v6K3OTo6OuLIkSPR29sbAwMDsW3btrj22muHdGMA4OJQ0ZOJurq6WL16dSxZsiQGBwfj9ttvj+XLlxe1DQCoARV/aeiyZcti2bJlRWwBAGqQ74AJAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBASsU/NfR8XDXmtfjU5T8s4uhh9eudL5Q9Ie3kwNiyJ1TFge//ctkT0nZ+5lDZE6rik7/7g7InVMXfPXBz2RPSJmw9WPaEqviTF/+s7Alp3z/ZWvaEqvjBY5cO6XWeTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUuqKOPSf32qKr/y4q4ijh9XoL9aXPSHtwCcvK3tCVfzt7/5R2RPS/vOnfqfsCVVxsnlc2ROq4tLHnit7Qtode35a9oSqWPad7rInpD348UfLnlAllw7pVZ5MAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAICUimPirbfeimnTpkV3d+3/yFgAIK/imFi1alUsWLCgiC0AQA2qKCb2798fe/fujc7OzqL2AAA1pqKY6O7ujjVr1hS1BQCoQXXne+GmTZti1qxZMWvWrNi+ffv/99rTx96IXfd/95xnXnnLrLjy1mvOdwIAMATbv3c8nt18/NwXvtY/pPPPOyZ27NgR69evjw0bNsSbb74ZfX19UV9fHw888MD7rh07eWK0reoa0iAAoLoWfXxSLPr4pHNet/5LHxrS+ecdE2vWrPn5Wxzf+ta3Yvfu3b8wJACAkcX3mQAAUs77ycS7rVy5ssozAIBa5ckEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKUP6qaHnMnPckbjv6i1FHD2s/seZT5U9IW3wl8peUB2/9+NPlj0h7Z0PXlL2hKqof/Fo2ROq4js9O8uekPaRv/xC2ROqYsypUWVPSPv0hN6yJ1TF+vjQkF7nyQQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIKWuiEP3/vO0+P0v/1YRRw+rv9yytuwJaf9p2pKyJ1RF3+hRZU9IG/fhS8ueUBWDva+VPaEqrvvre8qekDbz/ufLnlAV//pH/67sCWnzn/+NsidUxbR4cUiv82QCAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKRUFBOHDh2Km2++OVpbW2PevHmxYcOGonYBADWirqKL6+ria1/7WrS1tcXRo0ejvb09Ojs7Y/z48UXtAwAucBXFRFNTUzQ1NUVERGNjYzQ0NMSJEyfEBACMYEP+nInnn38+BgYGoqWlpZp7AIAaU9GTiZ85fvx43H333bFu3bpf+PvvvP3T2PuP//Oc51wxdX5cMXX+UCYAAOep9x92x2vb9pzzurr+iUM6v+KYOH36dKxYsSLuu+++WLRo0S+85pJxH4xrbvytIQ0CAKrr8puui8tvuu6c1zV/48UhnV/R2xyDg4OxcuXKuOWWW+Kuu+4a0g0BgItLRTHxzDPPxKOPPhobN26Mtra2aGtri5deeqmobQBADajobY4bb7wxBgYGitoCANQg3wETAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAlIp+auh5H/pmX9Tv+2kRRw+r/3q4s+wJaa985bqyJ1TFr/7ai2VPSPvf2yeXPaEqblhwvOwJVdGyuvZ/AvK/PDK/7AlVce9N3yt7Qtr3VtxQ9oTqmDG0l3kyAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAECKmAAAUsQEAJAiJgCAFDEBAKSICQAgRUwAACliAgBIqSvi0AULD8emv1hfxNHDatnVHWVPSHv7a2fKnlAVh27sK3tCWsfW/WVPqIrtO68pe0JVbP362rInpC19rLvsCVXx5//942VPSPuNv3687AlVse3LY4f0Ok8mAIAUMQEApIgJACBFTAAAKWICAEgREwBAipgAAFLEBACQIiYAgBQxAQCkiAkAIEVMAAApYgIASBETAEBKxTGxefPmmD17dsycOTPWrVtXxCYAoIbUVXJxf39/fOlLX4qtW7dGfX19tLe3xyc+8YloaGgoah8AcIGr6MnEzp07Y86cOdHc3BwTJ06Mzs7OePzxx4vaBgDUgIpi4vDhw9Hc3Pzz/54yZUr09PRUfRQAUDsqeptjcHDwfb82atSo9/1az6v98Wv/8fA5z/v0r0+Mz6yYWMkEAKBCP/rbV2PXlp+c87oP/LRlSOdXFBPNzc3veRLxyiuvxIIFC95/XVNdbPqLq4Y0CACorvl3NsX8O5vOed22L48d0vkVvc1x/fXXx+7du6OnpyfeeOON2LJlS9xxxx1DujEAcHGo6MlEXV1dPPTQQ7F06dIYGBiIe++9NyZNmlTUNgCgBlQUExERXV1d0dXVVcQWAKAG+Q6YAECKmAAAUsQEAJBSszHxvx57o+wJnHXyhz8qewJn/dvf/2vZEzjruxvfLnsC73L8x/9U9oSLWs3GxPqNYuJCcfKHu8qewFn/9qSYuFB8d9OpsifwLicO+EdPkWo2JgCAC4OYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKWICAEgZNTg4OFjtQ+fMmRPTp0+v9rHv0dPTE83NzYXeg/PjY3Hh8LG4cPhYXFh8PM7Pyy+/HHv27Kn4dYXEBAAwcnibAwBIERMAQIqYAABSai4mNm/eHLNnz46ZM2fGunXryp4zoh06dChuvvnmaG1tjXnz5sWGDRvKnjTivfXWWzFt2rTo7u4ue8qIduDAgVi6dGm0trbG3Llz4+TJk2VPGrEefvjhmDNnTrS2tsY999wTPk2wGDX1CZj9/f3R2toaW7dujfr6+mhvb4/nnnsuGhoayp42Ir366qtx5MiRaGtri6NHj0Z7e3vs27cvxo8fX/a0Eev++++P/fv3x9SpU2Pt2rVlzxmxbrrppnjwwQdj8eLFceLEiaivr4+6urqyZ404x44di4ULF8aePXtizJgxsWTJkli7dm3ccMMNZU+76NTUk4mdO3fGnDlzorm5OSZOnBidnZ3x+OOPlz1rxGpqaoq2traIiGhsbIyGhoY4ceJEuaNGsP3798fevXujs7Oz7Ckj2s/+4lq8eHFERDQ0NAiJEvX398epU6eir68v+vr6orGxsexJF6WaionDhw+/5+uEp0yZEj09PSUu4meef/75GBgYiJaWlrKnjFjd3d2xZs2asmeMePv3748JEyZEV1dXtLe3x+rVq8ueNGJNnjw5uru7Y+rUqXHVVVfFbbfdVvj3QBqpaiomftE7MqNGjSphCe92/PjxuPvuu+Mb3/hG2VNGrE2bNsWsWbNi1qxZZU8Z8fr6+uLpp5+Or3/96/Hss8/GE088EU888UTZs0ak3t7e2Lx5cxw8eDB6enpi+/btsW3btrJnXZRqKiaam5vf8yTilVdeiaamphIXcfr06VixYkXcd999sWjRorLnjFg7duyI9evXx9VXXx3d3d3xzW9+M7761a+WPWtEmjJlSnR0dERLS0uMHTs2Ojs7Y9euXWXPGpGefPLJmDFjRjQ0NMS4cePizjvvjB07dpQ966JUUzFx/fXXx+7du6OnpyfeeOON2LJlS9xxxx1lzxqxBgcHY+XKlXHLLbfEXXfdVfacEW3NmjVx6NChOHjwYKxduzY++9nPxgMPPFD2rBGpo6Mjjhw5Er29vTEwMBDbtm2La6+9tuxZI1JLS0ts3749Tp06FWfOnImnnnoqZs+eXfasi1JNfVZQXV1dPPTQQ7F06dIYGBiIe++9NyZNmlT2rBHrmWeeiUcffTTmzZsXGzdujIiIb3/72zF37txyh0GJ6urqYvXq1bFkyZIYHByM22+/PZYvX172rBFp4cKF0dnZGfPnz4/Ro0fHrbfeGl1dXWXPuijV1JeGAgAXnpp6mwMAuPCICQAgRUwAACliAgBIERMAQIqYAABSxAQAkCImAIAUMQEApIgJACBFTAAAKf8P9TOirAppUtoAAAAASUVORK5CYII=", "text/plain": [ "
    " ] @@ -1548,7 +1548,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -1639,14 +1639,6 @@ " pdf.savefig() # saves the current figure into a pdf page\n", " plt.close()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n" - ] } ], "metadata": { diff --git a/notebooks/part0_python_intro/solutions/07a_Theis-exercise-solution.ipynb b/notebooks/part0_python_intro/solutions/07a_Theis-exercise-solution.ipynb index 8b9b7b5..4b372f5 100755 --- a/notebooks/part0_python_intro/solutions/07a_Theis-exercise-solution.ipynb +++ b/notebooks/part0_python_intro/solutions/07a_Theis-exercise-solution.ipynb @@ -315,8 +315,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 241 ms, sys: 68.5 ms, total: 310 ms\n", - "Wall time: 308 ms\n" + "CPU times: user 67.2 ms, sys: 22.4 ms, total: 89.6 ms\n", + "Wall time: 88.4 ms\n" ] } ], @@ -356,7 +356,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, diff --git a/notebooks/part0_python_intro/solutions/08_pandas.ipynb b/notebooks/part0_python_intro/solutions/08_pandas.ipynb index 1d6fc3f..e6516df 100644 --- a/notebooks/part0_python_intro/solutions/08_pandas.ipynb +++ b/notebooks/part0_python_intro/solutions/08_pandas.ipynb @@ -7,7 +7,7 @@ "source": [ "# Introduction to python for hydrologists — pandas\n", "\n", - "" + "" ] }, { @@ -2426,9 +2426,7 @@ "cell_type": "code", "execution_count": 18, "id": "e2970f2e", - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2598,7 +2596,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "88b7dd45", "metadata": {}, "outputs": [ @@ -2608,7 +2606,7 @@ "" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -2647,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "39ebd1e7", "metadata": {}, "outputs": [], @@ -2662,18 +2660,18 @@ "source": [ "### Manipulating data\n", "\n", - "Columns in a pandas dataframe can be manipulated similarly to working with a dictionary of numpy arrays. The discharge data units are $\\frac{m^3}{s}$, let's accumulate this to daily discharge in $\\frac {ft^3}{d}$.\n", + "Columns in a pandas dataframe can be manipulated similarly to working with a dictionary of numpy arrays. The discharge data units are $\\frac{ft^3}{s}$, let's accumulate this to daily discharge in $\\frac {ft^3}{d}$.\n", "\n", "The coversion for this is:\n", "\n", - "## $ \\frac{1 m^3}{s} \\times \\frac{35.3147 ft^3}{1 m^3} \\times \\frac{60s}{min} \\times \\frac{60min}{hour} \\times \\frac{24hours}{day} \\rightarrow \\frac{ft^3}{day} $\n", + "## $ \\frac{1 ft^3}{s} \\times \\frac{60s}{min} \\times \\frac{60min}{hour} \\times \\frac{24hours}{day} \\rightarrow \\frac{ft^3}{day} $\n", "\n", "and then convert that to acre-feet (1 acre-ft = 43559.9)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "b294a0ac", "metadata": {}, "outputs": [ @@ -2799,7 +2797,7 @@ "[30773 rows x 3 columns]" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -2810,13 +2808,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "81980161", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -2826,7 +2824,7 @@ } ], "source": [ - "conv = 35.3147 * 60 * 60 * 24\n", + "conv = 60 * 60 * 24\n", "df2[\"russian_r_cfd\"] = df2.russian_r * conv\n", "df2[\"russian_r_af\"] = df2.russian_r_cfd / 43559.9\n", "df2\n", @@ -2853,13 +2851,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "e92c3bc7", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -2869,7 +2867,7 @@ } ], "source": [ - "conv = 35.3147 * 60 * 60 * 24\n", + "conv = 60 * 60 * 24\n", "df2[\"austin_c_cfd\"] = df2.austin_c * conv\n", "df2[\"austin_c_af\"] = df2.austin_c_cfd / 43559.9\n", "df2\n", @@ -2882,13 +2880,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "id": "6f349f19", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -2918,13 +2916,13 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "id": "61938c67", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -2951,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "id": "bcc86071", "metadata": {}, "outputs": [ @@ -3325,7 +3323,7 @@ "[11953 rows x 27 columns]" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -3340,7 +3338,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "id": "072f50f4", "metadata": {}, "outputs": [ @@ -3414,7 +3412,7 @@ "4 5 0.034242 0.150000" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -3439,7 +3437,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "id": "d2b055b6", "metadata": {}, "outputs": [ @@ -3475,40 +3473,40 @@ " \n", " 0\n", " 1\n", - " 394445.674531\n", - " 34687.792914\n", + " 11169.447129\n", + " 982.247985\n", " 0.031212\n", " 0.335455\n", " \n", " \n", " 1\n", " 2\n", - " 374383.376590\n", - " 22902.241940\n", + " 10601.346651\n", + " 648.518661\n", " 0.031212\n", " 0.155152\n", " \n", " \n", " 2\n", " 3\n", - " 305922.734059\n", - " 27456.415353\n", + " 8662.758966\n", + " 777.478369\n", " 0.030303\n", " 0.195484\n", " \n", " \n", " 3\n", " 4\n", - " 339167.827135\n", - " 64678.674546\n", + " 9604.154280\n", + " 1831.494379\n", " 0.030909\n", " 0.190303\n", " \n", " \n", " 4\n", " 5\n", - " 417135.525604\n", - " 53264.003359\n", + " 11811.951556\n", + " 1508.267191\n", " 0.034242\n", " 0.150000\n", " \n", @@ -3517,15 +3515,15 @@ "" ], "text/plain": [ - " day_of_year russian_r_af austin_c_af ETo (in) Precip (in)\n", - "0 1 394445.674531 34687.792914 0.031212 0.335455\n", - "1 2 374383.376590 22902.241940 0.031212 0.155152\n", - "2 3 305922.734059 27456.415353 0.030303 0.195484\n", - "3 4 339167.827135 64678.674546 0.030909 0.190303\n", - "4 5 417135.525604 53264.003359 0.034242 0.150000" + " day_of_year russian_r_af austin_c_af ETo (in) Precip (in)\n", + "0 1 11169.447129 982.247985 0.031212 0.335455\n", + "1 2 10601.346651 648.518661 0.031212 0.155152\n", + "2 3 8662.758966 777.478369 0.030303 0.195484\n", + "3 4 9604.154280 1831.494379 0.030909 0.190303\n", + "4 5 11811.951556 1508.267191 0.034242 0.150000" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -3537,13 +3535,13 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "id": "1915d1b9", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -3576,7 +3574,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "id": "e62109ef", "metadata": {}, "outputs": [ @@ -3782,7 +3780,7 @@ "[5 rows x 28 columns]" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -3801,7 +3799,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "id": "826df4a9", "metadata": {}, "outputs": [ @@ -3853,8 +3851,8 @@ " 185.0\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 274\n", @@ -3864,8 +3862,8 @@ " 185.0\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 275\n", @@ -3875,8 +3873,8 @@ " 185.0\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 276\n", @@ -3886,8 +3884,8 @@ " 185.0\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 277\n", @@ -3897,8 +3895,8 @@ " 185.0\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 278\n", @@ -3910,19 +3908,19 @@ "text/plain": [ "site_no russian_r austin_c year russian_r_cfd \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 185.0 NaN 1939 564470164.8 \n", - "1939-10-02 00:00:00+00:00 185.0 NaN 1939 564470164.8 \n", - "1939-10-03 00:00:00+00:00 185.0 NaN 1939 564470164.8 \n", - "1939-10-04 00:00:00+00:00 185.0 NaN 1939 564470164.8 \n", - "1939-10-05 00:00:00+00:00 185.0 NaN 1939 564470164.8 \n", + "1939-10-01 00:00:00+00:00 185.0 NaN 1939 15984000.0 \n", + "1939-10-02 00:00:00+00:00 185.0 NaN 1939 15984000.0 \n", + "1939-10-03 00:00:00+00:00 185.0 NaN 1939 15984000.0 \n", + "1939-10-04 00:00:00+00:00 185.0 NaN 1939 15984000.0 \n", + "1939-10-05 00:00:00+00:00 185.0 NaN 1939 15984000.0 \n", "\n", "site_no russian_r_af austin_c_cfd austin_c_af \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-02 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-03 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-04 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-05 00:00:00+00:00 12958.481649 NaN NaN \n", + "1939-10-01 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-02 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-03 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-04 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-05 00:00:00+00:00 366.942991 NaN NaN \n", "\n", "site_no day_of_year \n", "datetime \n", @@ -3933,7 +3931,7 @@ "1939-10-05 00:00:00+00:00 278 " ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -3981,28 +3979,10 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "id": "3e0ac248", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:2: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:2: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:3: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1457419610.py:3: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std])\n" - ] - }, { "data": { "text/html": [ @@ -4037,8 +4017,8 @@ " \n", " 0\n", " 1989\n", - " 49021.537874\n", - " 95469.700470\n", + " 1388.134060\n", + " 2703.398315\n", " 0.160513\n", " 0.080539\n", " 0.067473\n", @@ -4047,8 +4027,8 @@ " \n", " 1\n", " 1990\n", - " 74342.055990\n", - " 254638.026513\n", + " 2105.130611\n", + " 7210.539138\n", " 0.113671\n", " 0.067419\n", " 0.081642\n", @@ -4057,8 +4037,8 @@ " \n", " 2\n", " 1991\n", - " 76995.313386\n", - " 197097.461261\n", + " 2180.262423\n", + " 5581.173315\n", " 0.117268\n", " 0.067521\n", " 0.086940\n", @@ -4067,8 +4047,8 @@ " \n", " 3\n", " 1992\n", - " 202927.039986\n", - " 414111.284640\n", + " 5746.248446\n", + " 11726.314669\n", " 0.122712\n", " 0.077676\n", " 0.128329\n", @@ -4077,8 +4057,8 @@ " \n", " 4\n", " 1993\n", - " 53964.087965\n", - " 107811.239902\n", + " 1528.091360\n", + " 3052.871464\n", " 0.121781\n", " 0.073195\n", " 0.060168\n", @@ -4087,8 +4067,8 @@ " \n", " 5\n", " 1994\n", - " 338369.032614\n", - " 791979.691479\n", + " 9581.534959\n", + " 22426.346294\n", " 0.113178\n", " 0.076706\n", " 0.151479\n", @@ -4097,8 +4077,8 @@ " \n", " 6\n", " 1995\n", - " 196909.401239\n", - " 368689.506351\n", + " 5575.848053\n", + " 10440.114353\n", " 0.122814\n", " 0.078691\n", " 0.112596\n", @@ -4107,8 +4087,8 @@ " \n", " 7\n", " 1996\n", - " 197792.007747\n", - " 582745.886149\n", + " 5600.840663\n", + " 16501.510310\n", " 0.129699\n", " 0.077105\n", " 0.102959\n", @@ -4117,8 +4097,8 @@ " \n", " 8\n", " 1997\n", - " 303280.669145\n", - " 569966.844728\n", + " 8587.944090\n", + " 16139.648496\n", " 0.111589\n", " 0.075997\n", " 0.153068\n", @@ -4127,8 +4107,8 @@ " \n", " 9\n", " 1998\n", - " 150852.846539\n", - " 275822.114520\n", + " 4271.672888\n", + " 7810.405143\n", " 0.123479\n", " 0.077184\n", " 0.086986\n", @@ -4137,8 +4117,8 @@ " \n", " 10\n", " 1999\n", - " 123983.253957\n", - " 272370.888745\n", + " 3510.811474\n", + " 7712.677405\n", " 0.120546\n", " 0.074941\n", " 0.073425\n", @@ -4147,8 +4127,8 @@ " \n", " 11\n", " 2000\n", - " 61320.820938\n", - " 158010.478938\n", + " 1736.410643\n", + " 4474.354276\n", " 0.127562\n", " 0.077590\n", " 0.058658\n", @@ -4157,8 +4137,8 @@ " \n", " 12\n", " 2001\n", - " 128026.248427\n", - " 275247.820760\n", + " 3625.296220\n", + " 7794.142971\n", " 0.124712\n", " 0.077907\n", " 0.111044\n", @@ -4167,8 +4147,8 @@ " \n", " 13\n", " 2002\n", - " 185666.783814\n", - " 381990.852654\n", + " 5257.492880\n", + " 10816.766181\n", " 0.123096\n", " 0.074760\n", " 0.103205\n", @@ -4177,8 +4157,8 @@ " \n", " 14\n", " 2003\n", - " 166802.720256\n", - " 413839.890813\n", + " 4723.322590\n", + " 11718.629659\n", " 0.130546\n", " 0.078522\n", " 0.081995\n", @@ -4187,8 +4167,8 @@ " \n", " 15\n", " 2004\n", - " 140874.211164\n", - " 212599.230413\n", + " 3989.109667\n", + " 6020.134120\n", " 0.117068\n", " 0.073038\n", " 0.095945\n", @@ -4197,8 +4177,8 @@ " \n", " 16\n", " 2005\n", - " 317990.872682\n", - " 633245.453717\n", + " 9004.490274\n", + " 17931.497470\n", " 0.116658\n", " 0.073711\n", " 0.123123\n", @@ -4207,8 +4187,8 @@ " \n", " 17\n", " 2006\n", - " 62717.842173\n", - " 164394.361414\n", + " 1775.969842\n", + " 4655.125526\n", " 0.123890\n", " 0.073490\n", " 0.056947\n", @@ -4217,8 +4197,8 @@ " \n", " 18\n", " 2007\n", - " 95218.142321\n", - " 253205.810148\n", + " 2696.274988\n", + " 7169.983326\n", " 0.127377\n", " 0.076249\n", " 0.066066\n", @@ -4227,8 +4207,8 @@ " \n", " 19\n", " 2008\n", - " 56188.494579\n", - " 156696.564089\n", + " 1591.079482\n", + " 4437.148385\n", " 0.119425\n", " 0.071221\n", " 0.052795\n", @@ -4237,8 +4217,8 @@ " \n", " 20\n", " 2009\n", - " 136633.635601\n", - " 293286.150689\n", + " 3869.030053\n", + " 8304.931111\n", " 0.108219\n", " 0.070222\n", " 0.096411\n", @@ -4247,8 +4227,8 @@ " \n", " 21\n", " 2010\n", - " 182918.683744\n", - " 343399.495137\n", + " 5179.675425\n", + " 9723.981660\n", " 0.114192\n", " 0.073108\n", " 0.101616\n", @@ -4257,8 +4237,8 @@ " \n", " 22\n", " 2011\n", - " 66294.872522\n", - " 162023.272747\n", + " 1877.259966\n", + " 4587.983835\n", " 0.123962\n", " 0.071181\n", " 0.061233\n", @@ -4267,8 +4247,8 @@ " \n", " 23\n", " 2012\n", - " 94255.456931\n", - " 269547.923971\n", + " 2669.014799\n", + " 7632.740020\n", " 0.122164\n", " 0.071272\n", " 0.066904\n", @@ -4277,8 +4257,8 @@ " \n", " 24\n", " 2013\n", - " 37512.583058\n", - " 105103.384248\n", + " 1062.237059\n", + " 2976.193603\n", " 0.128849\n", " 0.068012\n", " 0.050740\n", @@ -4287,8 +4267,8 @@ " \n", " 25\n", " 2014\n", - " 73692.260820\n", - " 235243.116167\n", + " 2086.730478\n", + " 6661.336955\n", " 0.128274\n", " 0.071913\n", " 0.061507\n", @@ -4297,8 +4277,8 @@ " \n", " 26\n", " 2015\n", - " 119906.049806\n", - " 267942.809680\n", + " 3395.358018\n", + " 7587.288287\n", " 0.106011\n", " 0.059232\n", " 0.065495\n", @@ -4307,8 +4287,8 @@ " \n", " 27\n", " 2016\n", - " 306773.749974\n", - " 592014.930571\n", + " 8686.857030\n", + " 16763.980172\n", " 0.119699\n", " 0.077931\n", " 0.108027\n", @@ -4317,8 +4297,8 @@ " \n", " 28\n", " 2017\n", - " 50973.840362\n", - " 97008.233174\n", + " 1443.417058\n", + " 2746.964668\n", " 0.128055\n", " 0.075172\n", " 0.061616\n", @@ -4327,8 +4307,8 @@ " \n", " 29\n", " 2018\n", - " 216461.240924\n", - " 496893.363234\n", + " 6129.493976\n", + " 14070.439880\n", " 0.130301\n", " 0.079187\n", " 0.115014\n", @@ -4337,8 +4317,8 @@ " \n", " 30\n", " 2019\n", - " 32798.699807\n", - " 46752.912663\n", + " 928.754876\n", + " 1323.893808\n", " 0.137896\n", " 0.078000\n", " 0.039016\n", @@ -4347,8 +4327,8 @@ " \n", " 31\n", " 2020\n", - " 14495.421862\n", - " 18191.535186\n", + " 410.464250\n", + " 515.126426\n", " 0.140959\n", " 0.073783\n", " 0.032027\n", @@ -4357,8 +4337,8 @@ " \n", " 32\n", " 2021\n", - " 50698.531398\n", - " 127199.871427\n", + " 1435.621183\n", + " 3601.895852\n", " 0.134090\n", " 0.077279\n", " 0.078627\n", @@ -4369,40 +4349,40 @@ "" ], "text/plain": [ - " year mean std mean_et std_et mean_precip \\\n", - "0 1989 49021.537874 95469.700470 0.160513 0.080539 0.067473 \n", - "1 1990 74342.055990 254638.026513 0.113671 0.067419 0.081642 \n", - "2 1991 76995.313386 197097.461261 0.117268 0.067521 0.086940 \n", - "3 1992 202927.039986 414111.284640 0.122712 0.077676 0.128329 \n", - "4 1993 53964.087965 107811.239902 0.121781 0.073195 0.060168 \n", - "5 1994 338369.032614 791979.691479 0.113178 0.076706 0.151479 \n", - "6 1995 196909.401239 368689.506351 0.122814 0.078691 0.112596 \n", - "7 1996 197792.007747 582745.886149 0.129699 0.077105 0.102959 \n", - "8 1997 303280.669145 569966.844728 0.111589 0.075997 0.153068 \n", - "9 1998 150852.846539 275822.114520 0.123479 0.077184 0.086986 \n", - "10 1999 123983.253957 272370.888745 0.120546 0.074941 0.073425 \n", - "11 2000 61320.820938 158010.478938 0.127562 0.077590 0.058658 \n", - "12 2001 128026.248427 275247.820760 0.124712 0.077907 0.111044 \n", - "13 2002 185666.783814 381990.852654 0.123096 0.074760 0.103205 \n", - "14 2003 166802.720256 413839.890813 0.130546 0.078522 0.081995 \n", - "15 2004 140874.211164 212599.230413 0.117068 0.073038 0.095945 \n", - "16 2005 317990.872682 633245.453717 0.116658 0.073711 0.123123 \n", - "17 2006 62717.842173 164394.361414 0.123890 0.073490 0.056947 \n", - "18 2007 95218.142321 253205.810148 0.127377 0.076249 0.066066 \n", - "19 2008 56188.494579 156696.564089 0.119425 0.071221 0.052795 \n", - "20 2009 136633.635601 293286.150689 0.108219 0.070222 0.096411 \n", - "21 2010 182918.683744 343399.495137 0.114192 0.073108 0.101616 \n", - "22 2011 66294.872522 162023.272747 0.123962 0.071181 0.061233 \n", - "23 2012 94255.456931 269547.923971 0.122164 0.071272 0.066904 \n", - "24 2013 37512.583058 105103.384248 0.128849 0.068012 0.050740 \n", - "25 2014 73692.260820 235243.116167 0.128274 0.071913 0.061507 \n", - "26 2015 119906.049806 267942.809680 0.106011 0.059232 0.065495 \n", - "27 2016 306773.749974 592014.930571 0.119699 0.077931 0.108027 \n", - "28 2017 50973.840362 97008.233174 0.128055 0.075172 0.061616 \n", - "29 2018 216461.240924 496893.363234 0.130301 0.079187 0.115014 \n", - "30 2019 32798.699807 46752.912663 0.137896 0.078000 0.039016 \n", - "31 2020 14495.421862 18191.535186 0.140959 0.073783 0.032027 \n", - "32 2021 50698.531398 127199.871427 0.134090 0.077279 0.078627 \n", + " year mean std mean_et std_et mean_precip \\\n", + "0 1989 1388.134060 2703.398315 0.160513 0.080539 0.067473 \n", + "1 1990 2105.130611 7210.539138 0.113671 0.067419 0.081642 \n", + "2 1991 2180.262423 5581.173315 0.117268 0.067521 0.086940 \n", + "3 1992 5746.248446 11726.314669 0.122712 0.077676 0.128329 \n", + "4 1993 1528.091360 3052.871464 0.121781 0.073195 0.060168 \n", + "5 1994 9581.534959 22426.346294 0.113178 0.076706 0.151479 \n", + "6 1995 5575.848053 10440.114353 0.122814 0.078691 0.112596 \n", + "7 1996 5600.840663 16501.510310 0.129699 0.077105 0.102959 \n", + "8 1997 8587.944090 16139.648496 0.111589 0.075997 0.153068 \n", + "9 1998 4271.672888 7810.405143 0.123479 0.077184 0.086986 \n", + "10 1999 3510.811474 7712.677405 0.120546 0.074941 0.073425 \n", + "11 2000 1736.410643 4474.354276 0.127562 0.077590 0.058658 \n", + "12 2001 3625.296220 7794.142971 0.124712 0.077907 0.111044 \n", + "13 2002 5257.492880 10816.766181 0.123096 0.074760 0.103205 \n", + "14 2003 4723.322590 11718.629659 0.130546 0.078522 0.081995 \n", + "15 2004 3989.109667 6020.134120 0.117068 0.073038 0.095945 \n", + "16 2005 9004.490274 17931.497470 0.116658 0.073711 0.123123 \n", + "17 2006 1775.969842 4655.125526 0.123890 0.073490 0.056947 \n", + "18 2007 2696.274988 7169.983326 0.127377 0.076249 0.066066 \n", + "19 2008 1591.079482 4437.148385 0.119425 0.071221 0.052795 \n", + "20 2009 3869.030053 8304.931111 0.108219 0.070222 0.096411 \n", + "21 2010 5179.675425 9723.981660 0.114192 0.073108 0.101616 \n", + "22 2011 1877.259966 4587.983835 0.123962 0.071181 0.061233 \n", + "23 2012 2669.014799 7632.740020 0.122164 0.071272 0.066904 \n", + "24 2013 1062.237059 2976.193603 0.128849 0.068012 0.050740 \n", + "25 2014 2086.730478 6661.336955 0.128274 0.071913 0.061507 \n", + "26 2015 3395.358018 7587.288287 0.106011 0.059232 0.065495 \n", + "27 2016 8686.857030 16763.980172 0.119699 0.077931 0.108027 \n", + "28 2017 1443.417058 2746.964668 0.128055 0.075172 0.061616 \n", + "29 2018 6129.493976 14070.439880 0.130301 0.079187 0.115014 \n", + "30 2019 928.754876 1323.893808 0.137896 0.078000 0.039016 \n", + "31 2020 410.464250 515.126426 0.140959 0.073783 0.032027 \n", + "32 2021 1435.621183 3601.895852 0.134090 0.077279 0.078627 \n", "\n", " std_precip \n", "0 0.284019 \n", @@ -4440,15 +4420,15 @@ "32 0.411521 " ] }, - "execution_count": 34, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n", - "dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std])\n", - "dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std])\n", + "dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate(['mean', 'std'])\n", + "dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate(['mean', 'std'])\n", + "dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate(['mean', 'std'])\n", "\n", "dfm1 = pd.merge(dfg0, dfg1, on=[\"year\"], suffixes=(None, \"_et\"))\n", "df_yearly = pd.merge(dfm1, dfg2, on=[\"year\"], suffixes=(None, \"_precip\"))\n", @@ -4466,23 +4446,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "id": "31bcbf39", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/3735031411.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " df_y_flow = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/3735031411.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " df_y_flow = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -4492,7 +4462,7 @@ } ], "source": [ - "df_y_flow = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std])\n", + "df_y_flow = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate(['mean', 'std'])\n", "\n", "fig = plt.figure(figsize=(12,4))\n", "\n", @@ -4515,37 +4485,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "id": "06406208", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", - " dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:2: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:2: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:2: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", - " dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:3: FutureWarning: The provided callable is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n", - " dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:3: FutureWarning: The provided callable is currently using SeriesGroupBy.std. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"std\" instead.\n", - " dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "/var/folders/4x/bmhyjcdn3mgfdvkk_jgz6bsrlnfk3t/T/ipykernel_15296/1947767405.py:3: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", - " dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std, np.sum])\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -4555,9 +4501,9 @@ } ], "source": [ - "dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate([np.mean, np.std, np.sum])\n", - "dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate([np.mean, np.std, np.sum])\n", - "dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate([np.mean, np.std, np.sum])\n", + "dfg0 = df2.groupby(by=[\"year\"], as_index=False)[\"russian_r_af\"].aggregate(['mean', 'std', 'sum'])\n", + "dfg1 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"ETo (in)\"].aggregate(['mean', 'std', 'sum'])\n", + "dfg2 = df_cimis.groupby(by=[\"year\"], as_index=False)[\"Precip (in)\"].aggregate(['mean', 'std', 'sum'])\n", "dfm1 = pd.merge(dfg0, dfg1, on=[\"year\"], suffixes=(None, \"_et\"))\n", "df_yearly = pd.merge(dfm1, dfg2, on=[\"year\"], suffixes=(None, \"_precip\"))\n", "\n", @@ -4595,7 +4541,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "id": "21356a99", "metadata": {}, "outputs": [], @@ -4718,7 +4664,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "id": "99dee893", "metadata": {}, "outputs": [ @@ -4733,7 +4679,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -4766,13 +4712,13 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "id": "3be15037", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAHVCAYAAACXAw0nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gU1frHv7spm76kkISQkNB7L6FIURBQARW9FpQrFizYUFTsYgO7XOXa0Kv8KGIDUZDQeycQIAkEAum97m7a1vn9sTuzZ2ZnNrPJpp/P8/gYZqecOXPKe952FAzDMKBQKBQKhUKhtGmULV0ACoVCoVAoFErjoUIdhUKhUCgUSjuACnUUCoVCoVAo7QAq1FEoFAqFQqG0A6hQR6FQKBQKhdIOoEIdhUKhUCgUSjuACnUUCoVCoVAo7QAq1FEoFAqFQqG0A6hQR6FQKBQKhdIOoEIdhUKhyGTZsmVQKBQtXQxMmTIFgwYNknVuZmYmbrnlFoSEhEChUGDx4sVuL8+XX36JXr16wdvbGwqFApWVlW5/BoVCqR/Pli4AhUKhtBUeeeQRzJw5s6WL4RLPPfccTpw4gf/973+IjIxEly5d3Hr/pKQkPPPMM3jkkUfwwAMPwNPTE4GBgW59BoVCkQcV6igUSpukpqYGfn5+zfrM6OhoREdHN+szG0tycjLGjBmD2267rUnun5KSAgBYuHAhxowZ0yTPoFAo8qDmVwqF0uphzZ5nzpzBnXfeieDgYPTs2RNTpkzBlClTHM5fsGAB4uLieMe+/vprDB06FAEBAQgMDES/fv3w6quvcr/X1NTghRdeQPfu3eHj44OQkBCMGjUKP//8s0M5SH755RdMnz4dXbp0ga+vL/r374+XX34Z1dXVDmUKCAhAeno6br75ZgQEBCAmJgZLliyBXq9vUL0cOnQIY8eOha+vL7p27Yo33ngDZrMZALB//34oFAqkp6dj+/btUCgUUCgUyMzMlHVvOe81ZcoU3H///QCA+Ph4KBQKLFiwoEHvQqFQGg/V1FEolDbD3Llzcc899+Dxxx9HdXU1Pv/8c1nXbdy4EYsWLcLTTz+NTz75BEqlEunp6UhNTeXOef7557F27Vq89957GD58OKqrq5GcnIyysjKn975y5QpuvvlmLF68GP7+/rh06RI+/PBDnDx5Env37uWdazQaMWfOHDz88MNYsmQJDh48iHfffRdqtRpvvvmmS3VRWFiIe+65By+//DLeeecdbNu2De+99x4qKiqwatUqjBgxAseOHcPtt9+Onj174pNPPgEA2eZXOe/11Vdf4eeff8Z7772HH3/8Ef369UPnzp1deg8KheJGGAqFQmnlvPXWWwwA5s033+Qdnzx5MjN58mSH8x944AEmNjaW+/dTTz3FdOrUyekzBg0axNx2222yyiGFxWJhjEYjc+DAAQYAc+7cOV6ZADC//vor75qbb76Z6du3r9PnCpk8eTIDgNmyZQvv+MKFCxmlUslkZWVxx2JjY5lbbrnFpfsLcfZeP/74IwOAOXXqVKOeQaFQGg81v1IolDbDHXfc0aDrxowZg8rKStx7773YsmULSktLRc/Zvn07Xn75Zezfvx+1tbWy7n3t2jXMmzcPkZGR8PDwgJeXFyZPngwAuHjxIu9chUKB2bNn844NGTIEWVlZLr9TYGAg5syZwzs2b948WCwWHDx40OX7CXHlvSgUSuuAml8pFEqboaGRm/Pnz4fJZMLq1atxxx13wGKxYPTo0Xjvvfdw4403AgC++OILREdH45dffsGHH34IHx8fzJgxAx9//DF69+4tet+qqipMnDgRPj4+eO+999CnTx/4+fkhJycHc+fOdRAM/fz84OPjwzumUqlQV1fn8jtFREQ4HIuMjASAek3G9eHqe1EolNYBFeooFEqbQRik4OPjA41G43CemCbuwQcfxIMPPojq6mocPHgQb731FmbNmoXLly8jNjYW/v7+ePvtt/H222+jqKiI09rNnj0bly5dEi3P3r17kZ+fj/3793NaLADNkqetqKjI4VhhYSEAIDQ0tFH3bsn3olAoDYeaXykUSpslLi4Oly9f5kWPlpWV4ejRo5LX+Pv746abbsJrr70Gg8HApeQgiYiIwIIFC3DvvfciLS0NNTU1ovdihUyVSsU7/u233zbkdVxCp9Phr7/+4h3bsGEDlEolJk2a1Kh7t+R7USiUhkM1dRQKpc0yf/58fPvtt7j//vuxcOFClJWV4aOPPkJQUBDvvIULF8LX1xcTJkxAly5dUFhYiBUrVkCtVmP06NEArCk5Zs2ahSFDhiA4OBgXL17E2rVrMW7cOMl8eOPHj0dwcDAef/xxvPXWW/Dy8sL69etx7ty5Jn/30NBQPPHEE8jOzkafPn3wzz//YPXq1XjiiSfQrVu3Rt27Jd+LQqE0HKqpo1AobZYJEyZgzZo1SElJwa233or33nsPr7zyikPuuokTJyI5ORnPPvssbrzxRjz33HPo06cPDh06xKXguOGGG/DXX3/hwQcfxPTp0/HRRx/h3//+N/7++2/J54eGhmLbtm3w8/PD/fffj4ceeggBAQH45ZdfmvK1AVj95zZs2IA1a9Zgzpw5+PXXX/Hqq6/iiy++aPS9W/K9KBRKw1EwDMO0dCEoFAqFQqFQKI2DauooFAqFQqFQ2gHUp45CoVBaCWazGc6MJwqFAh4eHq3+GRQKpWWgmjoKhUJpJUydOhVeXl6S//Xs2bPRz+jZs6fTZ0ydOtUNb0KhUFoC6lNHoVAorYS0tDTodDrJ31UqFQYPHtyoZ1y4cIGXAkZIYGAg+vbt26hnUCiUloEKdRQKhUKhUCjtAOpT50YsFgvy8/MRGBjokPmeQqFQKBQKpSEwDAOdToeoqCgoldKec1SocyP5+fmIiYlp6WJQKBQKhUJph+Tk5CA6OlrydyrUuZHAwEAA1koXZrSnUCgUCoVCaQharRYxMTGcnCEFFercCGtyDQoKokIdhUKhUCgUt1KfaxdNaUKhUCitkKslVXjwx5NIzKpo6aJQKJQ2AhXqKBQKpRXyyJrT2JdWgju+PtrSRaFQKG0EKtRRKBRKKySrrLqli0ChUNoYVKijUCiUVoiFZhClUCguQoU6CoVCoVAolHYAFeooFAqFQiFIyddg/g8ncD63sqWLQqG4BBXqKBQKhUIhuOe74zh0pRS3f0WDVChtCyrUUSgUCoVCoKszAQDM1LGR0sagQh2FQqFQKBRKO4AKdRQKhUKhUDoclnaoiW1RoW7FihUYPXo0AgMDER4ejttuuw1paWm8cxiGwbJlyxAVFQVfX19MmTIFKSkpvHP0ej2efvpphIWFwd/fH3PmzEFubi7vnIqKCsyfPx9qtRpqtRrz589HZWUl75zs7GzMnj0b/v7+CAsLwzPPPAODwdAk706hUCgUCqVl+CMxF0Pf2YkT18pauihupUWFugMHDuDJJ5/E8ePHsWvXLphMJkyfPh3V1fakmx999BE+++wzrFq1CqdOnUJkZCRuvPFG6HQ67pzFixdj8+bN2LhxIw4fPoyqqirMmjULZrOZO2fevHlISkpCQkICEhISkJSUhPnz53O/m81m3HLLLaiursbhw4exceNG/PHHH1iyZEnzVAaFQqFQKJRmYclv56CrM+HRtYktXRS34tmSD09ISOD9+8cff0R4eDgSExMxadIkMAyDlStX4rXXXsPcuXMBAGvWrEFERAQ2bNiAxx57DBqNBj/88APWrl2LadOmAQDWrVuHmJgY7N69GzNmzMDFixeRkJCA48ePIz4+HgCwevVqjBs3Dmlpaejbty927tyJ1NRU5OTkICoqCgDw6aefYsGCBXj//fcRFBTkUH69Xg+9Xs/9W6vVNkk9USgUCoVCcT8KRUuXwL20Kp86jUYDAAgJCQEAZGRkoLCwENOnT+fOUalUmDx5Mo4etYaaJyYmwmg08s6JiorCoEGDuHOOHTsGtVrNCXQAMHbsWKjVat45gwYN4gQ6AJgxYwb0ej0SE8Ul+RUrVnDmXLVajZiYGHdUA4VCoVAolGagncl0rUeoYxgGzz//PK677joMGjQIAFBYWAgAiIiI4J0bERHB/VZYWAhvb28EBwc7PSc8PNzhmeHh4bxzhM8JDg6Gt7c3d46QV155BRqNhvsvJyfH1demUCgUCoXSQijamaquRc2vJE899RTOnz+Pw4cPO/wmrHSGYer9EMJzxM5vyDkkKpUKKpXKaTkoFAqFQqG0TtqXSNdKNHVPP/00/vrrL+zbtw/R0dHc8cjISABw0JQVFxdzWrXIyEgYDAZUVFQ4PaeoqMjhuSUlJbxzhM+pqKiA0Wh00OBRKBQKhUJp+7Q3TV2LCnUMw+Cpp57Cpk2bsHfvXnTv3p33e/fu3REZGYldu3ZxxwwGAw4cOIDx48cDAEaOHAkvLy/eOQUFBUhOTubOGTduHDQaDU6ePMmdc+LECWg0Gt45ycnJKCgo4M7ZuXMnVCoVRo4c6f6Xp1AoFAqF0qK0M5muZc2vTz75JDZs2IAtW7YgMDCQ05Sp1Wr4+vpCoVBg8eLFWL58OXr37o3evXtj+fLl8PPzw7x587hzH374YSxZsgShoaEICQnBCy+8gMGDB3PRsP3798fMmTOxcOFCfPvttwCARx99FLNmzULfvn0BANOnT8eAAQMwf/58fPzxxygvL8cLL7yAhQsXika+UigUSnPg5+3R0kWgUNot7Uyma1mh7uuvvwYATJkyhXf8xx9/xIIFCwAAL730Empra7Fo0SJUVFQgPj4eO3fuRGBgIHf+559/Dk9PT9x1112ora3F1KlT8dNPP8HDwz4Yrl+/Hs888wwXJTtnzhysWrWK+93DwwPbtm3DokWLMGHCBPj6+mLevHn45JNPmujtKRQKpX68PVuFlwyF0i5pb5o6BcMw7W+fjBZCq9VCrVZDo9FQ7R6lXVNRbYBSqYDa16uli9JuiXt5GwAgxN8bZ964sYVL07Fg6x4AMj+4pQVLQmkq2G/cRe2DY69MbeHS1I9c+aLVRL9SKJS2gabGiOHvWn1Yry2/GUplO1vqtjKU7U2VQKG0Itpb/6J6fQqF4hLvbUvl/ja1ww2xWxsedJSmUCgyocMFhUJxiazyGu5vC/XeaHLamyaBQmlNtLfuRYU6CsUJ+y4V40KupqWL0aowmCwtXYQOBRXqKJSmo711LyrUUToMmhojXIkLulZShQd/OoXZqxx3OenIkEId1dQ1PR7UZ5FCaTIU7SypCRXqKB2C3alFGPrOTry79aLsa7LKauo/qQNiJvzoqEzX9FChjkJpOtpb96JCHaVDsHy7VZj735EM2ddQLZQ4ZL3QOmp62tukQ6G0Jug2YRRKB4HKK+KYiYqhVdT0UE0dhdJ0tLfeRYU6SoegIQIaFVjEIeuSoTETTQ4NlKBQmo721r2oUEfpEDRk4xRqWhTHwtPU0TpqaqhQR6E0HdT8SqG0QRqSI5fKdOLwfepasCDtGHIRQs2vlMZyNL0UT64/gxKdvqWL0upob92LbhNG6RA0TOtGJRYxLITJlW4d3TSQEcbtbdKhND/zvj8BAFAqFfjy3uEtXJrWBU1pQqG0QRrkU0flFVEsNFCiySG3X6N761LcRaGmtqWL0OpoZ9ZXKtRROgYN86lrgoK0A0gtEvU7bBrIevVob7MOpcXwVNIpv71DvzClQ9Aw4ysVWMQghTpaRU0DT1NHhTpZrDuehd9O57R0MVo1nh60LQmhgRIUShuEapTch8lCAyWaGrOZNL82/n4GkwWJWRUwmdtnDpqyKj1e/zMZL/5+HnVGs8PvdUYzqvSmFihZ68KTmvIdcKVGMkqrseyvFBS0YjM2FeqaGU2NsaWL0CGh0a/uw2JpvpQmurqO2V/IBM/u0NS9vOk87vj6KD7akdboe7VGDISwqjfyBVeGYTBk2U4MemuHqMDnjHamxIGnB53yhbiyaLrz66P46Wgmnlh3pukK1EjoF25GvjlwFUPf2Yl5q4+3dFFaFfmVtdh+oYAnLLibxkZpmqlKiqO5NHXrT2Rh8LKd2HAiu+ke0kpxd3vbdCYPAPDdwWtuvW9rgfQVu1ys4/1mNDOc0FegqXPpvu1MpoMXNb864MqiqazaAAA4l1vZRKVpPFSoa0Y+2H4JAHD0alkLl6R1MeHDvXhi/RlsOpvXZM9o7Bz54u/n3FOQdgBvm7AmVGe+tjkZAPDq5gtN9ozWCik4U42xa/zrm2Mo1tmFNxORg8dV82N787eigRKONOQLt+bgJfqFKS0OO2kdTS9twme4PjOSV7CaDgpfi0RWq8XC4KOES9iZUtgCpWpfkD517jRxt+K5qFEI+/eVoirub6Op4Ymc25sLGg2UEKEBnaI1By/R5MOU1kMT9hOq7HAfUkJdQkohvtp/FQCQ+cEtzV2sdgVfG+q++7ZmDUNjEGriybck/e1cnYzbW2JaGihhhVwENKRGDK044Ihq6iithqZc/TTEX4/uliAOqe0go4rzK1tvRFhbw0yYDN3ZCttrImNhdDtpNjXx6tLF2mwH1aU32YNDaKCElfa8Y0uLfuGDBw9i9uzZiIqKgkKhwJ9//sn7nWEYLFu2DFFRUfD19cWUKVOQkpLCO0ev1+Ppp59GWFgY/P39MWfOHOTm5vLOqaiowPz586FWq6FWqzF//nxUVlbyzsnOzsbs2bPh7++PsLAwPPPMMzAYDE3x2hQJmrJvUfnMfdwX3437W6paqYDXOExNlAuw/Wrq+JVETtSk+dXVtV17qK3xK/Zyf3u1NwmmgZCa8PbmN9miQl11dTWGDh2KVatWif7+0Ucf4bPPPsOqVatw6tQpREZG4sYbb4ROZ49uWrx4MTZv3oyNGzfi8OHDqKqqwqxZs2A221cn8+bNQ1JSEhISEpCQkICkpCTMnz+f+91sNuOWW25BdXU1Dh8+jI0bN+KPP/7AkiVLmu7lKQ40Zd+ieerch6+XB/e3RcJMeCqzvDmL1O4wN1HaGFd9ytoKwu5NTtSkqcxVjX1r9p2Sg8XCcBGbANXUsZD7V7ftL+xIi/rU3XTTTbjppptEf2MYBitXrsRrr72GuXPnAgDWrFmDiIgIbNiwAY899hg0Gg1++OEHrF27FtOmTQMArFu3DjExMdi9ezdmzJiBixcvIiEhAcePH0d8fDwAYPXq1Rg3bhzS0tLQt29f7Ny5E6mpqcjJyUFUVBQA4NNPP8WCBQvw/vvvIygoSLSMer0eer2e+7dWq3Vb3XREmtJ/hWYkcR9SPnWk8NEeVr8lOj0YhkF4kE+zP1uqjnV1Rhy9WobJfTrDhxCu5dJOZToR86v9byMh1JGnmcwWfL3/Ksb3CsPI2GDR+7b1+rpUyE/vQgMlrPA1dS1YkCag1YrtGRkZKCwsxPTp07ljKpUKkydPxtGjRwEAiYmJMBqNvHOioqIwaNAg7pxjx45BrVZzAh0AjB07Fmq1mnfOoEGDOIEOAGbMmAG9Xo/ExETJMq5YsYIz6arVasTExLjn5TsoQo3EzpRCTPhgLxKzGq/1oZo69yGV0oSs4rY+TpotDEa/vxtjlu9xOWGtO+ClNCGOP7Y2EY+tTeTSI7lKe9XUCRdt5GuazKT51f73+hPZ+HTXZdzx9VHJ+7b1xcnW8/m8f3vRlCYA+Ium9hYM02q/cGGhNS1CREQE73hERAT3W2FhIby9vREcHOz0nPDwcIf7h4eH884RPic4OBje3t7cOWK88sor0Gg03H85OXTfwcbw62m+L+SjaxORV1mLB3881eh7U6HOfVgkBA7y7zY+F6LGYN9SqrRK7+TMhmO2MHj9zwvYkuSYLodXx0TbZXNcbjzVsITMbd2cKIUwqEnK/EqeJdRiieHK1mKJWRW465tjuJCrkX1NU1Mn2F2Dauqs8Mzw7axKWq1QxyJcKTEMU+/qSXiO2PkNOUeISqVCUFAQ7z+K+9GbGh8+3hG2CSvR6fHImtPYd6m4SZ9DauqkfOr2p5U0aRmaGiOh3fFqIj+kP8/mYd3xbDy7Mcnht/p2lGiocNZWJvVqvQnP/5qEvZeKZJ3vLKUJaX4l2ysZYewO7vj6KE5mluO+71vPjkHCd6QpTazwt+FrwYI0Aa1WqIuMjAQAB01ZcXExp1WLjIyEwWBARUWF03OKihwHhpKSEt45wudUVFTAaDQ6aPAobZOGJR9uW1LdO1tTsftiER78qfGaTWeQKZqkqvX3xFzxH9xAerEOh680XaJqADC4YSFRH4Va6S2rSKEuOd/RV7ehUaxtZUeBL/ZewaYzeXjop9Oyzhf2b1LI4/vUkUJd48oohbZOvnZPCpObCucg7LZTTa2rWNrxji2ttod3794dkZGR2LVrF3fMYDDgwIEDGD9+PABg5MiR8PLy4p1TUFCA5ORk7pxx48ZBo9Hg5MmT3DknTpyARqPhnZOcnIyCggLunJ07d0KlUmHkyJFueZ+m3Ne0veMOk1FH0NQVubivZUMh23JTmbWd9Zdpnx3E/T+cwKXCpgtMInN7NdU7kr5eX+1PRyHx/UhNgsFkQZrAVNjQLtFWNHWnMyvqP4lA2FxI4Y3vU2c/R66m7sQ1/raOBpPFJbOsq+SU16DXa9sx7bMDjb5Xa3E7ySytRpGTRUxzQ/avExntK1K/RYW6qqoqJCUlISkpCYA1OCIpKQnZ2dlQKBRYvHgxli9fjs2bNyM5ORkLFiyAn58f5s2bBwBQq9V4+OGHsWTJEuzZswdnz57F/fffj8GDB3PRsP3798fMmTOxcOFCHD9+HMePH8fChQsxa9Ys9O3bFwAwffp0DBgwAPPnz8fZs2exZ88evPDCC1i4cKHbTKpmJ53LaLbg3a2pTW42a6u0lHO3uzdVb2pqjE030ZBI7XbgTiWAUcaEm15cVe85DYXU1B1qIq0gKVR8lJDGM9sJ297ZbL6Q09Akwm3F/JaY5apQJ62pM0iYX00y+7cwPc/Ej/Zi0Fs7oKszulRGucxedRiAe9q3sF5aIqF6RbUBUz7Zj/jle5r92VK0tbHdFVpUqDt9+jSGDx+O4cOHAwCef/55DB8+HG+++SYA4KWXXsLixYuxaNEijBo1Cnl5edi5cycCAwO5e3z++ee47bbbcNddd2HChAnw8/PD33//DQ8Pe7j/+vXrMXjwYEyfPh3Tp0/HkCFDsHbtWu53Dw8PbNu2DT4+PpgwYQLuuusu3Hbbbfjkk08a9F7/XCjAhA/28hxmnTWiX07l4IfDGU1uNmuruNtikJIvz5G5rXX85LyGa67Si3XYej5f1qAvZbpwp1aA1K6QkBOpv8oxI1Od0Ywfj2Qgu6ymUc8n/Thf+v287Ot2pBTia9tWafVhFLSvqyXV3N/CuhSmL2lol2gq/8CWxlGos/+b51NnET/HGULhr0hrDZxpTH8DgMtFOvx1zrHPVda4T1gUjmEtobjLKKuu/6RmRrhmbE+WtBbNUzdlyhSnk4hCocCyZcuwbNkyyXN8fHzw5Zdf4ssvv5Q8JyQkBOvWrXNalm7dumHr1q31llkOL/1+HkqVH57deBZ7X5gCwLmAkFPeuAmovePuiL2NJ3Pw7m3qes+Tu5JvD0z77CAAIOBBT0zp6xgtTsLT1BF+h84Gxp0phSivNuCeMd0kzyGREurWHM3k/g4QEeo+23UZ3x28hg8TLuHSu+I5MOXQ0OCcx9ZaUyCNigvG6LgQp+fWGqRTpUi9P4tHA33j2or51VWE0wjZFnk+dUR7ra+OWf7vWBYWT+tje479mkKt+K4pcrWh0z+39jm1rxcm9+nMHZ81pAu2ni+QuswlhK55LTGiCSO5W4Nfn9ByZmYYKNtJGGz7XLa1Eki1vzMBobX4PTQHwonfwcFZpJ7cbX6VO7E1l6ZOU2PEf/elI7ei5YX71IL6tQ9mnk+d/bhUG2cYBo+uTcTLmy7IXsBImV9ZLQkgrnViAyiEqRxcpbG56Up19adBcfYMB7OZYDpuqBm1ocJga8dBqOMFSohrlnemyousLSd2ZCDb/iubLoie7+oi9KKgz4UFqFy63hmOASTNP9eYJDT7LYlwbG9tVplDV0rw2uYLThd+UrTPHt5KICcdZ42mlbWnJuOpDWcw+ZN9vIYqfHex7aXc7Qbk7Smv2TeXpu7lTefx8Y403Pn1MdHfG9KxCxsYNOEtwzzHT2NSv6ZORziV18h8FyktSjWRP05My++uSeubA/JMqFLI0UYYnEQ41hf82NCFTlvxqXMV2ebXRrYPckyQWji4qogSRjI7mysYhsE3B67iSLo8P89RAm1xSwhV5Ps48y1vTpy1F2c0l3/3/B9OYv2JbHzdgHGICnVNCNkATALNQzUx0TXH6klTa8Rrmy/gdAvuybn1fAFyymtx4LI9h5mwXny9Hbc+crf5VY7gArg/j5UUB231IZbiIimnEv3fTMCbW5JdumdtAzVNcnyupDR1UgP2h8TuBz5e8ureKCHVkAKu2NPcJYg3NjhCTpM1OjH/CfuFsGobakZtvztKOJrTWIwmUqhr3HOcCeIsrg5XwvOdCT67UovwwfZLuO/7E7LuHeDDd1FoCZGKP160DqFOKDjLXWw2t0YvtwGuWVSoa0LIVbGwMSz9Q77ztTv4MOES1p/Ixp3fiGuDGsL721Lx1IYzspzryXO8PQlhVzCxiU3K7hbq5Obqai5NnbNB/NOdaQCsfj3NgTyhjvxX/dGE/1xw3T9I6l7VxOC792IxL/UI0Dz55aRwNbLQ6KSs9U1+DRXO2qlM5zSliVFimzC5kHXt7JuxuDpeCbW6ZifCfqaLQQcO2vMWEKqk9jFuSYTzcXONr67SkOqiQl0TQq6mhcIL6QjbHA29KdI/rD6Uga3nC2Rtt0OaKlSedm2cg1AnMqC5eyKSO+Y6G1zdiTOFYENXhq4IGKRWTI4GiJwYyeJJPZJMxir3faSSr9YQGu5V+9LxcUIa73ehkNecuLrzkJQ2EhBxcBdq6hos1LVPqc7RN9f+t0Ei+bBcyDYrZ6Hnag0LP6WzRZ6rOYkdol9du9wtkHXWWnzXhML9cUEuwtZCQ9orFeqaEFIj1Foac0PYkVKIW1cdxrUSu2Doqkqd9IUifdqE5gyxyVwqJ9eyv1Iw9dP9TZYItLk0dc59qxpWBlcmb9JhX45pWsrxWWoAkjLXOkPKNCk0k6w7wV9hu2NLuYZCbp7eeJ86gflV8Lsr35f8Lu1VqBO2K14+OqItZTfAnNUjzJ/7W44m2NXoTqGA7iyK3FVNo1BAbGoFgtj47U6fRnfhmOqldZRLSEP6KxXqmhAvUlPXwI66L60Y6463rGr4sbWJOJerwct/2KO9yI4qp+HV6O2TcVJ2peh9AMfcXYC0qemno5m4WlKNXamFor9LIbf/tgZBvKGDoCtjAalFFWrqGIZxGqEspbWTQu77SNW9sHxCZ3V9I6NeG4PYHq7OcCYg1KeRkaMdZyGrsqFJi1sSOYKUsF2RiwJyjHnul3MuP39evD0NjzPtKoucvscTtAXfxJmmzlXhwyHbQBPq6l7/8wJGvrcbxQLfYPL7NZObcr04S1YteU1LRMw2oLtSoa4JOUVsdSNsRGTHdybwPfjjKbz+ZzKS8+QlzJXCHUM5GcVIllnOIEZq6t7/5yL3t3CQFNXUiTyA1M75ejVNusWWNOWxNHTgUIh8cYvFUUADgLxKe74t8nmFmjp0f+UfTPlkv2SZyNt18vXi/h4dFyxaLrlCnVRKkyHRaqfXueubPTqpR6OulyM7OTW/ujORs4VcgLntts3GV/vT6z1H2K5WbJceY+q9l6DPpRJ777rL/EoKna5Ev+5LK5H8DQC2Xyjg7T7iqMGUUbgGsu54NjS1RvxyKod3nCfUtZBGTDjuCZuEnHIJNeuutquGIDaO1wcV6poYTa01O7jQVyyQSJwqJzz9jGCbIFdxh9XFm9CSkA7Dchre+hPi2kYHTZ1IRxEr+51fH+X+9lc5Rsy6AsMweOG3c/jvPv7kUaVvBUJdA8dAYZ1V6U3o8eo/GPHuLt7xQk0dbvvvEfvziFF/6qf7AQBZZTX8jdAlUpoEEUJdTIifaLnkrtSlUprUp4lz16TlIzPtjRRy5i6n5lfBb40xD5HfVChAtAVk7RkqqJ7cCvtCRU7EKolQcNt0Ns9+LzeZX8kyCS0RUgJGRbXB6fZpqflaPLH+DG7/yj42Nrf5FXCMuNW7aH7dl1aMn45kuK08Fwu0GP3+bp7FSyg4y9lRQjj2uNqu5HKS2Iu2Id2VCnVNDKs5EDYiMsowS2JLI3Igf3NLShOUzjVIMwGpSZHTUdcdzxY9LvSdEvOlEtPUkeYnV33fhCaIU5kV+D0xFx/v4DvdV7vZV09XZ8Qvp7JRWWOo/2RY28y5nEru31LBA2IUC5LfsolSK2qMvATAwgUF2U6rJfIJ8jLES1wrNUjK3ppJ4l2by2dO2KZcqXvr9fWf39lJkllhN2jMZMzXqsubJbYk5WHwWztaxW43kUG+9Z7jbAiQu3MEizNNmZyxRpaW1iQt1EmVt7yeceNKsaNJXtgPm0q7lE48W7h9n57w2ZWjgX7wx1NY9ncqkoixrzG8+Ps5lFYZ8Pqf9rRQDTG/Cq0ArrYrudz1rT1DRUOWYFSoa2LYAcIh75TE+Ys3nuX+dpbHylUaosYVQjr0kmVrTON2ML+KTIb1aRdcfb5wXJHamNvdARgv/HYOS/+4gKd/Plv/yQC+Fpid6ht4yCAH4f6jf5+zO/GXERnyhbeUErrI70IOzBaJv6UmP/nmVwlNXTOZxIUT+88Ck1J9CN//+LUy9Hr1H+y9ZN/FINDHS3iZ/XpBvzCL+DbKhYzilmt+fXZjEnR6E64XmN4bg1Q/EyJ8z17hAfVe46xduSrISJn+Af536RMhXi5XNXVC7Z/Uu9SnTRJb8Ajbsdz+k5ynwdUS+RkTlvxmT9FF7pVcZzRj24WGZXookbErixzEtKvCY34i+VGFCOu3WcyvVFPX+jCarK1Y7rYkfybl44QtvNqd6l13WF3IFSW5+iInfIPJglc3X0BCsrzgBUfzq2O91Fd2V7UJzsYVckIhhbro4Pq1Bez1izee5QnnLDtSrBO63MS2PxzmmyDqE4juG2t36HaWOFlqRwhAWhjjZYUn/j6TVSl6XMpM1diUJo3d/ksuwnqIDPIhymDGzf85hNf/FN8mCnB8z3u+Ow6ThcFDP53mjjkz5f1E7HHL3o/sG50D5W8lRfYxV8cBqfawI6XQJT/fLUl5GLxsJ74VZMhnGAbbzhcgi8i/JhwD5Gg9nfUNV8dRYSqjQV2DRO8l1ZblVDH57T9IuMT7jbxvBbEAc5aLr1pvwgfb+fexXsO/SI75uKxKj1lfHsbUTw8gv1J8f1shhRr+eexzXtucjLNEYFx9Yxj5Tu7a/USsDZM+3gAwIlbcB5ikJXJiUp+6Vgg7CAgbljMp/6xN7SxsNMIJ+NjVMtnbxbhDqCNTtJCrFvLd1p/IwoYT2Xh8XaKsexpMQjOXYwesL9HqO1tTZT1LCrJuyEGbNL8Kx6L8ylpsv1DgsHrOKK3Gn0n5+DMpnydsXsh1PdBFOBbVtzLk5f9zIjyRviHCuj0g4Yh9uci+aievJ53YyfJJTaQNTWnC1rNcTUNjJwRn5tYdKYVILdBKuhQA8rTszr5ngWCbNwvD8Oo03AWhjtxdxB0+h8l5Gjy2NhGzvjws+5rnf7VGna4QCB7/XCjEkxvOYPLH+7ljQiFOzkLAmazgqsVD2HdGxdq32iLHJ6lyiSXwNguClMhvX1nD12CSzx/+7i78fNLazhzMtMR5n+xM4+1Ry/YXR01d/YJIFjFuCReWUgjvy/bTP87k8o7X9y1593HDnHWtpArXShwTNtcI/KXl+NQJF5TNkfKKaupaIWzndWVbErZzCoW6fGKgrzWYce/q47jv+xOoEeyHef/3J7Dgx5O8QYQc9K65oFYnIQcVMrcZOdCRDspSjCRWRXLMr3L3apWLsAOTqyGyzklNnVBImfzxPjyx/gzPiRrgf9cdKXZtZQGxkpXbUYWr2vrMzOT5zlaRpGAk9FeUKltaoT0CsI64nhyESeGBfP70ARGiZXRGjWAlzZrEnGnqGBnmX7kIzb9k/yW/8fncStHr3/m7fh9YYZtizXliwp7ZwvD8sFLytbxJ3BlS34UlvVjn0phwuUh+OhUWqcl8z8Uih2NGwUJvS1K+wzlCnLUrKQE9UCUeNS8cg8h/S7khkHh58jtRndGMyR/vw6Nr7QtdZ9pD4buw/rDCdsHXmFfwfmP7i7CMclL+8JIty9RyCrWbUuOPsMpyymvwyqbznKmXLJ879HTL/3HUXgKOmjo5gn9zmF+FipuGbAdIhbomhm3crkwybJ4fB18L4h6k0yzZEQq1dTicXor9aSX45sA17jj5/Bs+PeDwzNIqPT7eccmpKZNnfjVJDHQi7yk8RvrI1RnFVdrkNXL3amWvr2+CcuYrR9Y5qakTlpMdBI4KNKW6OvFryPr38+L7b6gkhFZhd3bm6wPwhT5nkwYpGAknkL4RgdzfA6PsZiey/FITQ63BfpxsHz7E+366Mw3FuvqjGR20F2ZWU8d/dpTabhYV/taYXVQc2iVRn+RER5qWSMhdNKQQlpf9LlUi1xrNFodJ5FnCxJ+Sr0Hcy9uwJSlPeClvv1zhnsB1RjPmrDqCGSsPik7Enfwc/f7cqaEQLooAx3ZO7hUthbMySU2+5ALGwhNk+PciNbKkZUGqO3oJtiE8eLkEuRW12JVqF2CFgiuJlAAsLBf5Xo4Ch01TJxS2BHVhMFkcvntDkoV38ue3EykhSTjePPTTKfx8MgfzbXvZkgtGd/iUS7mhCJUqcvb5FloJmkKoE357mny4FcJ2IjH1rlAlz8JGLhrMwoZnP5d0OuYJWERH+JDw1ahP7T3po334776reGwt32xKlk+Opk5sxSxs/OTAohNMYOzgbJAw7wLOVeXP/ZqEGz49wHNIBwA1kW5DWydt7sgotavqSeFPSpAROkWTpmCymGT9qwRCnY+XuJOu3Kg4+/Psv5PChnC1zQ5OepOZM4uxkJM+OfBJtT2pa8nvR37/49fK8bwgAezvibl4bO1pnnaOTQUkvIdwYI0OtqdOEQpicqOMxRBOkuT7GBq5lyiLsF+w7y/sE4A1vY6wTKRv5i1fWE2hYgmQye8irKOyagNqDGYYzYyDdhQARon4GjUoIs+FixoSeOVsfJMyOZL9sEZiAeZQNgmtHc8XTKBdEXu+ULgqq7IHBUjJF8JryIWPUPPEulEI34XsP2YLg8kf78P1n+znjan17RZUrTc5jClzhkbxyypR58I2f8W28GKtUHW88adpdgoCHDMbSAVmkQjfyZ2BjCwOUfcNWEBRoa6J2WkzwYl9HOvq2/E4m+JE6G9GDs4V1fYOTTZ+4aDNIuycQmGSncBTC7S84+SARGrYyIlHahuY3Arbe4isDu334U/eeTbzLfkeiVkVvNQeQm0DyTbbnrpCXxDyfclIUGH57/zGGk5uMlt4Gi2D2SLLt+ciUX+kloO8VqiJkVqMeQhW/OxkZ7Yw+O10DjJL+b4iwvKxATfCSSXFlkw1JZ//rQG+Fo8UarvZ8s6ZzBZeqhP+tVJCHb9chwXazRd+O4cdKUX47bTd/0Yo1LHfXChcayUWN0DjNEoOOakkhFS2zuX45LBYBAuXZbMHALD3QZ3eUWiu1ptENQPZEumQSMjvcl7g28n7ZiILUDF/VvKYXGfx+vxiSerTgLy3NRWzvzzM00A6u0ZqTCT9LlOIoA8xYYIVusS+PcBve0I5SGzcENbbV0S0utSuD0JBasNJuwaxoJKv/X5ywxnRZ5PtukSnR4GmDnmVtbx+RJZNqCkqrzZg6Ns7cZ9Ns8YifEUpS4HYgoVXPuLZzlyUeM8yWbBi+0Ucu+q4f6twHBHem309Yd0yDIODl0t4EbgOfoNO5qH6yK2owVtbkh3GcDnJ+OuDCnVNzOpDVuFCTL2rN1lEGz+b4V8ovJARpZpauxaCbPxXBCYnqTQIZIJDZ5D3JlegpBaEXCWSnfvGzw4CcBzAyI4m7ORrbQkihR3oViJBrnBVel2vMAD8Cb68mt+ZyXI55sbjP+tykQ7VIomHxXIOCh2BScjcgrwUBoLnkcNmSr59chEKe6xZauOpbLz4+3nHnR4E3/ru747bys1/3ncHrWZ5sbaxiXifGkKoC7QlFC2tktZ+kZOs3iRvwiXbRiGRZFY4GLPtkL3vWzZBiGw/QkFMakCXg1AjSP6bFBLe22bduaDOhVQr7Hdk3z3Elq+u1miGxcKIml+tQp3j95r2uaMrxZ9n83jfljSLi92XhS0P2Y/8vR39zsiJnvzmJTo94l7ehv/svuL0GhIyqpx1/ahPGP/+cAYu5Gl4PqvOFlxSfphk2/t892XubzFh4os91ncixwWyL5B97EpxFd+cK6IFE/YJchEqFmgBAHWCfkxq6qTqjD3eo7N1/1py71uyTZN1QX5/9jqWXamFMFkYnBDMH8Ix/keJ5MH19Umyb8nNE/rT0Qx8e+Aa7l193OE3KcGQvTebK1K4UN2eXIh//+8kLzG7cBzde6lYVvnEeGxtItYcy8K//3eSd1yopW5IhC0V6poJtnOR5ozSKr3Tj7ZqL39w/M8e+78rakhNnb1BLlp/hncNO6AJ+zwZXedMy0B2rK3n7fmGyOdriL95k4nRDIZheAM/AJRU6bnzhKZQFrEox31p1k4kjFxi99hdRghRFwu0kmk4AODX0/a8Y8JvUKU3ocomOJKreXYQZTVgriDMtUc+kywZW5cMwzjkaWI7PCuUCZH6jlKaCjHYwc1iYXgDHbu7hpiAxh6TY34VklNhn2TI3HpC0ynbhtj2HBdqnWy0xCQhdFdoTP5EVkBkzfbaWns/EEszILYIsEhM4Kxwxh5nt1djGKtwSAqq7PM3nsoRrcd5Y7o5HFv8SxJvqybh5CgVDMSWi8xjWF/us2RiETL6/d0A+AISi5RQF0Tk6mN3zREKtWSgFFl2Z1stknnHhO/PtiXy3Y9fswsprPYz1N+bO8aOl8JFKKuZF2ptEngCp73MbF90Nu5LmfSF/ZgUiEdKpORgn822XzIpOfn+pA8oKSw67K3M00jayylsm+tPiEeGZ9eTfop8Xn1aPZaMUvs9HX2fnfvURXWy1qFwvGF9U8ktFIX3/pYYh385lY2Xfj8n28+OtZII60N4/Z8ygoSEUKGumWA7sa+3B5dMs1BTxwkvYikYnO3zR3a8406EDNaUoxWskEhtEbl66hcZyDtPqBVjIQWOylpSqOOfl5yn5e7hbxtoDSYLtzKV6rhik8mDP54C4BjowJb/n+QC3vHX/0zmBh6hUEcmyBRqQGoNZs4cQ259xU46zrZsmzEwwuEYwzB4c0sy7xjpuye2qt8s5kBu+2bktkmk+l5KWyG14pUSeiwWhudjBNgnWjHTN7t1Ec93S6ZQJzQ/sN+rvMa5po7N06bTm7j3Fk5AlbUN96mrEzynijCJippBRSYrtl0K6581qbBjAtnGagxmXvsm+6ZYn2CvHd6tE+/4y5vsOfSE9UBOYKTvJVseMjeaMMJWV2fEkt/sPpEHr9QfxABIu0yQAgw7ppRV8xczBpOFc+UoIXzPyBQ+jv6JZhjNFtQZzbgmaGO/ns6ByWyR9LVj348Ubo1mC6r0Jp6fMgBcskWFCxeneUQWAFLgTLNFDgv7F4mUr5ZQqKhvT1qGYbjj3ULsAiDbX8iFCPmdyTaXWyEthJH1Jyakimnl6tsZiXxHqRx5lTUGntsBGWi28P9O884NFezawmYhYL9XV5tgXCGw7Igt0oTKCRaj2YKlf1zAr6dzG6W9A9yTm5YKdU0M60DKNnqVpxJdbBF7+ZW1XEPx9fbAs1N7866dOTBS8r7kwPzZLuvKWEwjwzqlsx2MFSjLCNMBOXiRjv81BhNmrjzEux876ZJbuJD3Eg5IdSYzN6mFBNhXvqzZihXqZg3pwv2mN5mdapdW7eXvtMBGOd4xIpp3/OeT2Th6tQyMIMcXwE+zIXyWptbIpR8gB7unNpwFAHQL5ZskSMQEpdyKWgf1/k9HrUKtwWThrZIv2IRJYQADW879acU84WUusQeulFAntmo2mS2SpgltndFhEcC2H7a9du1knyTYBQZZj5U1Bq48BicaM2EOqcyyGpgtDK4J3Aj+TMrjJeAl87SxfSGzjH8vMTOmXFhNXZitzZKLj42n+PXJMAzmiZh+WOFfuHBhtSas4CvUKrF+pjcNiuRF97JjSM/O/rh3TAwAuwAm1AST/yzS8oWkP87YFwzk1nisgEKOB8cEC8Z3/ubnhCQXgWHEBCo07ceICBUA39eO/Zvtc2QkNmv+LCYWNOTG9awAcPeoGO5YjcEsuuD9MylPdNJ2hp+3J34UydnWLcQ6Fmhq+d/4/X8ucn+TWl4fmyBaJ+h7saH2gB8xK4WYxYPcqUFn659suwCs5mG2zYzvGcYdZ/vydmIRTP5NKgyEfYqEpyUXCHXdw/wld6SQEo4AvtXpt8Rchz3DNbVGDHtnFyZ9vI8z13sRbkHCxO7kOAUAmTatHrswHtJVDYDv+lGi0zv4/QLiWRPMFoaX4kducIeUi6mYcOyKpQWgQl2T85fNKZ8VKrwJoa5AU8c1Yj9vD0zsHca7tsI2Wd0+vCt3jG2MwhV0ebUBabb9UIMJB/3D6aVgGIbrgGO6WxNpsgM4wzBYSZhLSomV8Fsiq6pinR5VehPP92stsVGycMVcXm3ghL4Qf8eEqeyKaUrfcO5YXkUttwoM9hOGylt4pg3rPUzILqvhaQzJ9yEFOtYpnRy4hOaiPxLtfmWksMmiEajqSa2l0LcqOU8jqsVhJ7YnBEmaP96RJqnZOnilFJ/s5O9PS7YDvch1JrOFM1uTXCrU8bQL5KSiqTXyAlMAe27DGmIRMqVvZwB2oYocrC2MfaA0igxU7LMvCHYlqKgx4HKRDjq9CQFEHrENJ7J5gxu5xdZvtu8lDAJg/X4sFgabzuS6FE3HfkdWUCHbi9CvsLTKIKr1YZ3fLwqCj1htAbegI6IwVx+6xgn5gT6eGEZo4GqN1uN+3p7oYxN42O8vnHDibf3cbGEcgoakcuuxkbNi2jkWYR5KvqmO719HQvZ9MtUM2WZY4ZcdL/oSAuOvtiCaxb8kccdI8xc7Wfcmtu46n1spmpSYYcQtEKwQwppd/3PPMHx+91Dre9YaRCd1Vsjcel7aTEYGn6UVWf9m2+LQaKtQkVVWw6X6YSf2nx4czV1XWmWQDFAyWxjuuyya0ou4Rs/11yBfe186mVEGTa0RPx7J5I6Rf5MatiPpfKGY/MbkOMy2/7E9rO0uo7Sa+849wvwxl5jD2PFQGLBmsTAOWu3XNvMtHC/9bl/ssiZMX4HfJ6ldFGoLNbUGMAzDaVLH9QwFYG3z7LnCMZlto2IWj8oaAy/g7Llfzjksrs9mV+AKIfhdKtRK7qXNLlpD/b25xR5rApa7Gw8V6gR89dVX6N69O3x8fDBy5EgcOnSo/otEIP0xAKDUNsh5eSg5O/6V4iquwweoPNGjs31ASivUcap6UgPFdgjhZLj0j/Pc5DEwSs37LbeiFiYLA4UCmNLHOhFvScqHxcJgX1oxz1euRKdHrcGMzNJqbrIkSS+uwpmsCgcfPXaSFgpW10qqOZNJmL83vrl/JADrhGUyW7iBPMjH3jFv+PQAZ5aLCPLBteU3c7/1fm079/d380dyf/96OoeLfCXJKqvhrcpHxVkHndNZ5TCZLTiVWe6gSSHr9t1bB+Hr+0Zw/9bUGvH3Of5zNp3JhcXC4Ms9VxwGwb/P5XPfpXd4ALfl0K+nc/Hv/53EHhF1vTCKi9VypBfr0Cc80OF81pzHvj+p/fi/Y1kotmlqPrpjCHfcaLZwUdYA8N95I9A9zKp1eHdrKp4Q+GZetC0CWAEuQOXJmV1f3nQBJrPFIUiH1aSIBRGwWs9zAgHjr6R8buXbV+AKQJrwSJPLB9svYcbnBx18DfdeKkaJTo8er/6D5389hwFv7kDcy9u4xY8z2EUQ66uUkFIITa1RVItypVjHaawWjI/j3Ax627TijwrSBCVmV4BhGK5eVF72d1l3PJubXNS+Xnhisn2SPnjZqj3wV3lwY0hWubWfCNvw8WvlYBhGNO/k9uRC/HoqB3Evb3P4bdlfKQ6LkMHLdnJCmjCK9e2/U2G2MFi0PpEn9IxZvoc3kZGC/dGr1vco0tbxNEGf7boMhmG4hWtoAH8M/elIBq/NAnYBlHVniCO06PN/OMkJSpP7dEb/Lta+l5RTyfMtI98dsPu49o0MRHigdQF+JL2M53bBLjje2JKCKr2JJxRx72y24Gx2BU94ec5mOWHNr+SYP+b9PQDsQp2/yhM9bH1y9Pu7uQhcYXBJZlk1DGYLvD2tc8uwmE4ArOZZVnjp5Guvy2d+TsIlwUIDsApsDMPgWim/H7PBUxYLw0vm++aWFDC2PYnZ7xgbYq9/Vqib2DsMn941lDv+w+Fr+O++dIc9sPM1taLCNilMnc60f4OzOba/BZL7dR/u4/4uFOzM8uLv5zkBWaEAehPj6a7UIpRXG3BakMiZHedYq8LLN/Xjfsssq+ZFTgPWhRnLhVwNbv/qKG78/CD22xbXSwnXH8C6wGZhxzgfLw9u/DiVYZ2rZn0pTxZRMA3dJbod8ssvv2D+/Pn46quvMGHCBHz77bf4/vvvkZqaim7dHB2ShWi1WqjVasQs/hWLbxqCLwRmQgCYPTQKD06Iw9yvjvKO3zQoEl/dNwLdX/mHd9xTqUDy2zMw9dMDPKdNlmA/L17QAgAsnNgdD4yP4zVuwBrJ9Mfj4zH83V3csc6BKtGNk2NCfJFTbn3eb4+Pw4p/LuKMINHq3OFdsSOlENUGMx6a0B2eHgr873AGTBYGY3uEcM7HUWof5Gvq8MSUnnj+xj4Y8/5uVNQYEd89BKezKmC2MNi8aDxW7r7ikGh0UNcgbH16Ip5Yl4jtRPSvylOJtPduEp2YbhnShSfgsXUUGeSDIy/fgJ6v/uNwDQC8MWsA3iXyzN08OBJf3TcSdUYz+r2RIHoNi0IhvVUR+9ujk3ogJsQPb/yZ7HCOj5eSM6v6enmg1miGv7cHPrhjCLqH+TtsyfThHYOx9A/xvUeX3z4YP5/MdhD8tz87ETf9x3FgeHBCHN6aPRDP/5LkkAx2wfg4h31IAav2eEdKoagJd2q/cFFhdddzk3Dj5wdFy0ziqVTAZGFw75huGBUbzPPhAoAQf2+ceeNG/HIqW7QO/jUyWnRBIkbnQBWem9YH3UL8MKZ7CLw9lagzmjHwrR0wWxgceHEKbwur+vjrqQlIzKrA2wIzpZAxcSE4mWntH6nvzMCbW1Lwu6DMr9/SH/ePjXVoe+N7huL92wfjelv08+yhUZzg8L8Fo3j7y7L0iwzkTR4NoU9EAG+7uKbmrdkD0EXtK3vLQQA4+OL1mPTxPofj946Jwb/HxTm0/wm9Qh0WYoC1z557azpMZgYjiPESsI6H284XiPaLP54Yhzu+Pua0jJP6dMbpzHLUGMx4+Lrukltx/fPMRKw9nomfT+bwjr9+S3/OfYXkul5hWPdIPF76/Ryn2WTZs2QypooknScJ9PHEtP4Rov68g7oGQVdnchCqOweqMGNgBNYdz4anUoGdz01ySG6/Yu5g3Dumm+hYLWRoTCecy6nEvWNieO/96s39UFlj5KV+AYBP/jUU3x286tAuR8YG4/HJPTkfO7Hv3C8yEAmLJ/HK5e/tIaoRJa//eeFYfLU/3eke3tP6h2NYTCf8npiLTKLO9i6ZjOmfH3Twgbx3TAwemtAdv57OwepDGRjUNQg3D+6CjxKslhmlAjDV1SBn5V3QaDQICgqSfDbV1BF89tlnePjhh/HII4+gf//+WLlyJWJiYvD111+Lnq/X66HVann/AdZJ6abBXXgZ+VkenBCH4baVFMuEXqF4aWY/h0S2ADClb2f4eHngyet7OfzWRW0VUhyvCUd0sB8m9ArlHX98Uk8E+3vz/HRYge5fI6N5KnJWoFs1bzhGx4UgLozvRxao8sQjE3tgus3v739HMvDdwWswWRhMHxCB128ZwJ2br6mDp1KBWUO6wMtDiQfGxwGwmsfMFgaj44IxJLoTflwwGkKm9bf6vr1960CEENrP/3toDABg0ZSevPOfndobK+8ehocmdOeOVdQY4evlgaU39ZXMl3VDv3AHU+sYm1ZPKjnw+J72+iUFugfGxfK0ewxjHWQendQD946OQf8uQTw/kAFdgrDmwTHcv2uN1lXkqvtGYPbQKAyMCsJQos2M7xmKW4fZv5WQO0dG4z/3DOOlI5jYOwx9IwJ5SZgBq/nn/rGxAIAHiToDrIPeKzf3gxhPXt8TCc9OcjjeRe2DG/qHOxwfGRuMXuEB2PLkBIffHpwQx/u3ycIgIkiFp27oxfmAkrw4oy8A4JYhUQ6/bXvmOnz8r6G8Y5FBPg7nsZTo9Hh18wXc/8MJ9Hl9O8Yu34Nh7+yE2cKgi9oHMcF+PJ83ll7hAZxmkyUmxBf9uwThXpGI1G4hflj971Hcv1mBbni3TvDz9sR7tw3ine/tqcT1/cLh4+WBBbb+wvLIxO5c3kDAbsYKC/DGdb06OzxbqQDui++G3c/bvxfrazSlb2ekvD3D4ZqunXyxedF43jF24hwW04nTuAtxZfcXwCo8PTAu1uH4kGg15o6IxsxBkbhzpN1S4alU4OwbN4req19kIGJCfHFG8LtCAdwzuptDEFgXtQ9entkfvz0+zuFed4yIRpCPF0L8vblgGcCq0R4dFyLaLz7911CMJPaJJdn69HXc3wcvl3CLof5dgrixjGR4t07oGxmIxyfzx7dAH0/MHRGNv55y7EePTuoBAA7t74FxsejZOQDPCHy2vT2U2LxoPHxsmmJdnYkT6N6aPQBPEGNrcp7WQaADrP2H3XHjjVkD0KNzgIPLDJty6p9nJjpc//GdQ7j+DIBz+5gxMBKT+9jb8vJ/LjkIdIA1xyXbLt+cNYCbcxOzKjiBrovaB9/NH+Vw7S2DreP9qnnDuWPVBjM6+XkhYfFErHs4njvOCnRRah+Migt2+C49OvvjozvtlpDdF4vxyc7LPIEOsFqhxIJafj6Zgxs/P8ilQBseE4wF4+O4MdzCWDX0cqCaOhsGgwF+fn747bffcPvtt3PHn332WSQlJeHAAcdVzrJly/D22287HN959hpuHNYd+ZW1GP/BXlzXKww3D+6Cf42K5nIQFevq8OfZPMyLj+X5DgHAI2tOY/fFIvxrZDTevnUg/Lw9wTAMTmdVIKe8BtV6Ewq1dXh0Yk+o/bxwpUiHi4U6+Hl5IFLtg0E2588agwmnMivg5aFAdCc/dLP5TZktDOKX70ZplQGPTuqBvhGBmDuiKwxmCx7+6TTqjGYE+3vj/rGxXMcymS247asj6Nk5AIO7qjF/XCxUnh7IKa/B0j/Ow2Rh0LNzAIZ364TbhnWFt6cSn+5Mw9nsSoyOC8GUvp05wYRhGPx1Lh/XSqoRF+aHmwd34SLZag1m6OqMqDaYUaStw+i4EKeJSy0WBv/ZcwWhAd6YOTAS4cQEXmc0Y9+lYgT6eGFwVzXUtsGmzmjG1/uv4rreYYgL9UdqgRbx3UPg4+WBrefz8dSGs/hu/khM6x8BJfHsAk0tPJQK/HoqByNjQzA0Ro35P5xEH1v9DegSBH/iW36yIw3lNQbcOTIaw6I78e4lBqspe+WmfrhxQATPNFNebcCGE1kYGRuC+O4hUCoVyCytxpRP9iMmxBeTendGz84BuG9sN64uGYbBpUIdyqsNmGAbWIu0dXh/20XMGBiJgVFBDsK61ZwCXln/dzgDvyfmonOgCsU6PdY8NJozSwHWgf2THWm4N74b+ncJBMNYB9uoTr6ICPKB2tcLNw+OhJ/N9yUhuQAJyYUY3i0YNw2ORHigD0qr9Bj13m707xKEj+8cgl7hAZww/fGOS1h9KAPf3D8CvcMDEUMINBaLNcJPuD9woaYOs748hBem98UdI6ORXlyFczmVXFTo3BFdcfByKc+HVMjrt/THIxN7gGEYHE4vxeNrEzGwqxoRQT54aUZfhAZ4Y8bKgxgS3QlT+4VjSt9wbuFRUW3A3+fzoVAoEBfqh/E9w+ChVGDPxSL8cSYX43uGoYvaB+N7hsHXJjSezCjH/x3LRFQnX9w2rCsGEIvC/MpaKBUK+Hp7cIL542sTkZBSaBWAhnfFjEGR6KL2habGiPn/O4EqvQlP39ALk/uE8xZEzvj5ZDaC/bwxtX84vDyUMJktWP7PJXgorYuNW4d1xchuwVAqFagzmvHVvnQMjw2Gr5cHRsUGg4HdRSJK7YOe4QE4l1MJP29PPDKxO7Yk5XMa5BsHRODFGX3RJyIQf57NQ4DKE50DVbAwDIbFdOItcou0dbYxMQbenkoUa+swZrnVXDmuRyiUSuCDuUO4tmG2MPgjMRfFujo8MrEH15bYsWdodCfEhPhxY0uBphabzuShe5g/BndV89oYYHUvCfD25PWLzNJq7EixtuPe4QEIttUxwzDYmVqEr/dfxZyhUfj3uFh4eijx6uYL2HAiG4EqT9wzJgaxof64d0w3eCgV2Ha+AF/suYL7x8UiNsQP8T1CeNG9WWVWH7VJfTpzc8i5nEouf+e380diBhFYp6k1Ir+yFp0DVbwAljPZFfhq31XMGtIFo7uHoGsnX5zJruAsR/Piu+GGvuGYZgske/7XJGw6k4cXZ/RFZJAPRseFoFuoH896MTRajQUT4nD7cLvw3eOVbbAwwOGl1/N2ffn1dA5e+v08VswdjH+NjIanhxJ6kxnTPjsABRSYMTACE3t3xqQ+nVFWpcfI96xpckbGBqNnZ39oao0YHReCEp0eR6+WIUDlCU2tEX0jA7FszkAYTBYutU6/yED0DA/AC9P7onuYP/ZdKsaDP53CzIGRuHt0DCb16cx9/6slVUjMqkCv8AD0iQhEgMrTZm6+iLQiHfy8PdAtxA/3j41FrM3EvzOlEDkVtbiuVxh6dPaHl4cS3x28ijVHs9A12Bf+3h6ICfHDXaNi8GHCJZy4Vs75d8eE+GLTExPw6NrTvAj07mH+uK5XGJbe1A8BKk/UGc04nVmB2FA/qBg9IsJC6tXUUaHORn5+Prp27YojR45g/Hj7CnX58uVYs2YN0tLSHK7R6/XQ6+2TglarRUxMTL2VTqFQWg+6OiNS8rWoMZgQFqBCsJ831H5evBxqFAqF0ljMFgYWhoGnUiFqmXMG695Vn3zhmC68gyOsaIZhJCtfpVJBpXKM6KRQKG2HQB8vjO0RWv+JFAqF0gg8lAp4NGj3ZPlQoc5GWFgYPDw8UFjIT5dRXFyMiAjHhLJicLskaB0jiygUCoVCoVAaAitX1GdcpUKdDW9vb4wcORK7du3i+dTt2rULt956q6x76HTW6LKYmJh6zqRQKBQKhUJxDZ1OB7VaLfk7FeoInn/+ecyfPx+jRo3CuHHj8N133yE7OxuPP/64rOujoqKQmpqKAQMGICcnp0P61bF+hfT9O977d+R3B+j7d+T378jvDtD3b473ZxgGOp0OUVGOUf8kVKgjuPvuu1FWVoZ33nkHBQUFGDRoEP755x/ExjqG3IuhVCrRtas11URQUFCHbNws9P077vt35HcH6Pt35PfvyO8O0Pdv6vd3pqFjoUKdgEWLFmHRokUtXQwKhUKhUCgUl6DJhykUCoVCoVDaAVSoczMqlQpvvfVWh011Qt+/475/R353gL5/R37/jvzuAH3/1vT+NPkwhUKhUCgUSjuAauooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gGeLV2A9oTFYkF+fj4CAwOhUChaujgUCoVCoVDaAQzDQKfTISoqCkqltD6OCnVuJD8/HzExMS1dDAqFQqFQKO2QnJwcREdHS/5OhTo3EhgYCMBa6UFBQS1cGgqFQqFQKO0BrVaLmJgYTs6Qggp1boQ1uQYFBVGhjkKhuA2zhYGHkrp0UCgdnfpcu2igBIVCobRizmRXoN8b2/HffektXRQKhdLKoUIdhUKhtGLWHsuC0czg4x1pLV0UCoXSyqFCHYVCobRirpZUtXQRKBRKG4EKdRQKhdKKMZgs3N9mC9OCJaFQKK0dKtRRKBRKK6baYBL9m0KhUIRQoY5CoVBaKQzDoKzKwP27zmBuwdJQKJTWDhXqKBQKpZWi05tQQwhytUYq1FEoFGmoUEehUCitlILKOt6/qVBHoVCc0aaEuhUrVkChUGDx4sXcMYZhsGzZMkRFRcHX1xdTpkxBSkoK7zq9Xo+nn34aYWFh8Pf3x5w5c5Cbm8s7p6KiAvPnz4darYZarcb8+fNRWVnZDG9FoVAodhiGwZH0Uny2Mw0L/+8077c6o0XiKgqFQmlDQt2pU6fw3XffYciQIbzjH330ET777DOsWrUKp06dQmRkJG688UbodDrunMWLF2Pz5s3YuHEjDh8+jKqqKsyaNQtms33VO2/ePCQlJSEhIQEJCQlISkrC/Pnzm+39KBQKBQB+S8zFfd+fwBd705FdXgNPYieJWupTR6FQnNAmhLqqqircd999WL16NYKDg7njDMNg5cqVeO211zB37lwMGjQIa9asQU1NDTZs2AAA0Gg0+OGHH/Dpp59i2rRpGD58ONatW4cLFy5g9+7dAICLFy8iISEB33//PcaNG4dx48Zh9erV2Lp1K9LSpBN+6vV6aLVa3n8UCoXSGA5eLgEA9IkIwDu3DsS+F6ZgcFc1AKDWSKNfKRSKNG1CqHvyySdxyy23YNq0abzjGRkZKCwsxPTp07ljKpUKkydPxtGjRwEAiYmJMBqNvHOioqIwaNAg7pxjx45BrVYjPj6eO2fs2LFQq9XcOWKsWLGCM9eq1WrExMS45X0pFErHJae8BgCwZHpf/HtcHGJC/ODtaR2qDSaap45CoUjT6oW6jRs34syZM1ixYoXDb4WFhQCAiIgI3vGIiAjut8LCQnh7e/M0fGLnhIeHO9w/PDycO0eMV155BRqNhvsvJyfHtZejUCgUAVk2oS4m2I875uVhNcEazdSnjkKhSOPZ0gVwRk5ODp599lns3LkTPj4+kucpFArevxmGcTgmRHiO2Pn13UelUkGlUjl9DoVCochlX1oxKmuMAICYEF/uuJeHdf1NhToKheKMVq2pS0xMRHFxMUaOHAlPT094enriwIED+OKLL+Dp6clp6ITatOLiYu63yMhIGAwGVFRUOD2nqKjI4fklJSUOWkAKhUJpKpb9ZY/cD/Tx4v72tgl1JjM1v1IoFGlatVA3depUXLhwAUlJSdx/o0aNwn333YekpCT06NEDkZGR2LVrF3eNwWDAgQMHMH78eADAyJEj4eXlxTunoKAAycnJ3Dnjxo2DRqPByZMnuXNOnDgBjUbDnUOhUChNTd+IQNHjrKbOQDV1FArFCa3a/BoYGIhBgwbxjvn7+yM0NJQ7vnjxYixfvhy9e/dG7969sXz5cvj5+WHevHkAALVajYcffhhLlixBaGgoQkJC8MILL2Dw4MFc4EX//v0xc+ZMLFy4EN9++y0A4NFHH8WsWbPQt2/fZnxjCoXSkYnqZDW5Pja5B++4lyc1v1IolPpp1UKdHF566SXU1tZi0aJFqKioQHx8PHbu3InAQPuK9/PPP4enpyfuuusu1NbWYurUqfjpp5/g4eHBnbN+/Xo888wzXJTsnDlzsGrVqmZ/HwqF0nGps+0YEajiD81eShooQaFQ6qfNCXX79+/n/VuhUGDZsmVYtmyZ5DU+Pj748ssv8eWXX0qeExISgnXr1rmplBQKheI6rFDn4+XBO24PlKA+dRQKRZpW7VNHoVAoHQl2GzCVUKjztGrqDCaqqaNQKNJQoY5CoVBaCXUmm6bOkz80s5o6k4UKdRQKRRoq1FEoFEorgTW/CjV13tT8SqFQZECFOgqFQmklsOZVlYSmjppfKRT3UaStw+nMcmjrjC1dFLfR5gIlKBQKpb3C5qFjNXMsnnSbMArFLTAMgx+PZGLd8SxcK60GAKh9vfD3U9ehW6hfPVe3ftwm1AUHB9e7NRdLeXm5ux5LoVAo7QajyWpe9ZbQ1FGhjkJpHLtSi/DO1lQAgFIBWBhAU2vE/x3LxOuzBrRw6RqP24S6lStXcn+XlZXhvffew4wZMzBu3DgAwLFjx7Bjxw688cYb7nokhUKhtCs4TZ1AqKM+dc0PwzC4UlyFxKwKTOrTGV07+dZ/EaXVs+1CAQBg7vCueGvOQOy5WITnfz2Hc7mVLVswN+E2oe6BBx7g/r7jjjvwzjvv4KmnnuKOPfPMM1i1ahV2796N5557zl2PpVAolHYD6zMnNL962cyvdJuwpqfOaMY7W1OxO7UIxTo9AKB/lyBsf3ZiC5eM4g5yK2oBANMGREDt64WenQMAANnlNS1ZLLfRJIESO3bswMyZMx2Oz5gxA7t3726KR1IoFEqbhxXavARCnbenNRqWBko0PV/tv4oNJ7I5gQ4ALhZokVvR9iZ9hqGaXSH5lVahjt2SL1LtAwAo0elhageLpiYR6kJDQ7F582aH43/++SdCQ0Ob4pEUiltJztNwnZ/S8hRoajvE9+A0dULzqyeNfm0uDl4uAQAsntYbl96die5h/gDsGp62wp6LRRj13m78djqnpYvSajCaLSjS1gEAojpZhbmwABUAq29dRU3bj4JtkujXt99+Gw8//DD279/P+dQdP34cCQkJ+P7775vikRSK20jMKsed3xyDAsCKuYNRYzBjdFwIBnVVt3TROiQGkwWzvzyM0ioDUt+ZAT/v9hu0L5XShAp1zYPRbEFqgRYAcOuwrvDx8kDnABUySqtRWqWv5+rWxT8XClFWbcCLv5/HrCFR8PX2qP+idk6Rtg4WxureEOZvFeY8lAr4enmg1mhGrcHcwiVsPE0yOi5YsAD9+/fHF198gU2bNoFhGAwYMABHjhxBfHx8UzyyzcGqeT09aKrA1kZiVgUYBmAALP3jAgAgQOWJgy9djxB/75YtXAekpEqP0ioDAKu2pE9EYAuXqOmQNL+yeeragXmoNZNWqIPBZEGQjyfibOktAnys02SNvm1N+GwiawAY98EeXN83HFP6dsaMgZEOewt3FPIrrVq6Lp18oFTas3X4q6xCXY3R1FJFcxtNtuSNj4/H+vXrm+r2bRqzhcGcVUeg0xuxc/FkuoJqZVQSKviBUUFIydeiSm/CH4m5WDipRwuWrGNSSvg2FWv17VaoM1sYmC3iKU1UVFPXLJzP1QAAhkR34lJ0+dnG52pD25rwdXp7eStrjNh8Ng+bz+bhjhHR+PSuoS1YspaD86dT8yOZ2Tm4hmrqpLFYLEhPT0dxcTEsgv0KJ02a1FSPbdUUa+vw17l8rDuehcwyq9PttdIqDIyiZr3WRGWtVah7blofPDutNzacyMarmy/gjzNUqGsJyqsN3N+a2rbv88LCMAx2pRYhMbsC2lojb6KhPnUtw4U8Vqizj8n+NnN/tb5tCXVsX1l59zB0DlThv/vScfRqWbtJ3dEQCjR2TR2Jn1fb1MaK0SRC3fHjxzFv3jxkZWU5RN8oFAqYzW2/4lwlIbkQz2w86zAos2YlSutBV2cdvANtZpebBkXi9T8v4FKhDgWaWnRR03xVzQkp1LWn7Xx+OpqJt/9OFf1NmNKEE+qo+bVJKdBYNTlxtuAIAPBX2YS6NqbF0dqEui5qH8T3CEUnPy/c8sXhdrUwchVWMA/y8eId97Fp6kiTdVulSRy6Hn/8cYwaNQrJyckoLy9HRUUF919H3E1CbzLjlU3nYTBZMLirGu/cOhADugQBAMramPNtR4Dt+AG2wTzY35sz+V0q0LVYuToqFTWEUNdOJqRqvQmf7rwMAJjWPxxRarvmwMtDIbmjBNXUyec/u6/gq/3pLl1TYVtAhPjZfWd9vKx139YmfLavqP2sAoza1/r/jizU1dq+odCn0LsdbcPXJJq6K1eu4Pfff0evXr2a4vZtjj0Xi1FRY0RkkA82LRoPLw8lzmRVILVAizKqqWt1sEKdn8re8eNC/XGpUIessuqWKlarorzagBKdHsW6Omw6k4d58d0wOi6kyZ7Foq0zwmxhkFtRg5R8LRQAbhrcpUme25ScyixHld6EmBBffDd/FI5cLcX8H04CAHxFnNhZzZ2eCnWSJOdp8M+FApzIKMeFXA2n1bx/bCxPM5NbUYPIIB/RILUyW1sLJgKi2qLpm2EYTnhjhblAWx0YTBboTWaoPDueLzfrM+cn8GP3akeBSE0i1MXHxyM9PZ0KdTYOXSkFAMwa0oVrPKG23DhtLUy+KTGaLSjU1OF8rgY3D46UvZewu2E7vj+ROiPWFgnH+kJ2VNKLq/DUhjO4VMjXWG4+m4fMD25pkmeSmrpNZ/Kw9lgWtHV2/6ZfHxuHMd2bRqBsKtjEtj07B0CpVCA2xG7uE0vZYhcs2pa2qLn4an86PkpIE/2trMrACXVH00sx7/sTuHVYFP5zz3CHczlNHSHUscJPWxKoawxmmGxBN6xQx1oeAKCqzgRVQMcT6lhtq3Dh5NWOtuFrEqHu6aefxpIlS1BYWIjBgwfDy4tvvx4yZEhTPLZVoqk14ueT2QCAUXHB3PHQAOug0dF96hiGwcmMcnx94CqOpJdyneqb+0dg5qCW0cCwUW7+xCAYHWz1o+sICXClqKwx4KGfTnHb6QT7eTVLsk5SU8c6OpOk5GvanFDHLuZCbbmyOgequN8YOE4sKupTJ0lZlZ4zZc8cGIlJfTrj1c0XuN9Jc+N/bebYLUn5DkJdndHM+c2R5le27tuSUMe+s5eHghNgPJQK+Ht7oNpgRpXexCkWOhI1trFdmHGCXTRR86sEd9xxBwDgoYce4o4pFAowDNPhAiXOZFVwf0/pG879zSY+7MiausSscjz44yme1oUlNV/bYkIdGwFFqujZSbejfi+9yYxh7+wCACgVwP4Xrke3UD8kZlXgjq+PckJvU1BRzRcc+0QEYOvTE/FRwiV8fzijTQrarNtFWKBVeCAnGbEEqKQJkB1HKVaOXC2D2cKgf5cgfDN/JABICnXOds1ig3AUCnuQFACovNqelpQ0vZJtJcDHE9UGMxcM1tGoNVqFNqGmzrsd+aw2iVCXkZHRFLdtk7ADxcCoIJ5zZic/6rT6f4QZ7b74brh7dAzmrDoCAPBTtdyuAWKaujDOXN4xNauktmxglBrdbOZoth03ZQBDoZavnbuhXwS8PZWcpqG8uu31ITZAil3ckdQZHScW1nRmYazO3u15Vw1Xybb5uQ6KChL9nRxjWZOkGKygE6Dy5CWmbYv+jGyuTdb0yhKg8kQR9B1WqKsziAdKeNFACefExsY2xW3bJGznYn2yWNgs5VVtLPeRO7lSVAUA+M89w3DrsK4AgAXj4/DT0UxUtdCgwzAMFyjhT2hPWCfjtparyl2QSTnfv30Q9zfrq6TTm2CxMLzJsKFcLtLhSHop+kYGIreiljP3svSwpZuwL4zanqDNLg5YNwwSs4g6yc/bA94eShjMFpRXG6hQR8DuyRod7Cf6OynUWQihTthe2YWJMN2FyiYA6EWE7daKMEiCJcD2bh113mHdF4Tb8NFACRmsXbsW33zzDTIyMnDs2DHExsZi5cqV6N69O2699damemyrg3XyVvvyB2925d1RhQSLhcG1UqtQN5jYU5U1e+jcmI8su6wGH+9MQ3ZZNaoN1v39RsQG45N/DXGIANObLGDHfVJTx5pia9tYWgN3wZqku6h9MCS6E3c8yNdaRwwDVBlM3IRYZzRj/g8n0CMsAB/eKd+HVltnxPTPDzo9h9MS2iasyja4CTe7qXiYiF9TkI/jsKxQKBDs74UirR4V1UZEBzuc0mHJl0goy3LJtpcrwNfUke0VcMxPydIW/RnZhU4nP/68E8QpE9pen3EHrCbOSyK5t9EkP1Ais7QaYYEqXgBKa6BJ8tR9/fXXeP7553HzzTejsrKS86Hr1KkTVq5cKfs+K1aswOjRoxEYGIjw8HDcdtttSEvjRzgxDINly5YhKioKvr6+mDJlClJSUnjn6PV6PP300wgLC4O/vz/mzJmD3Nxc3jkVFRWYP38+1Go11Go15s+fj8rKyga9Pwk74QT78VdMrOanveTdcpW8ylrUGS3w9lCiW4h9hc0OsmJ+dg2BYRg8/fMZ/H0uH+dyNUgvrkJeZS3+PpePw7aoZBJSyCb9Llh1fa3R7JBQuyPAmqSFqQBUnh6c6YKsu32XinEqswK/nM5xqb6SbRn9AaB7mD8m9ArF3aNisGFhPG4bFoUJvUIxMtYq0bD5tyqbuA8xDONWs4zJbEGWLYq6O5Hk9qM7hkCpAD67e5jodcG2CZqMBqZYd+oBgMggcaHuSLq9n5NtVGiCZF1lhJo6dsJPJPyjWzvsvNNJxPwKoMUsIS0NJ9R58C0Kdk1d/Yv2OqMZP5/Mxg2f7secLw/ztL+tgSYR6r788kusXr0ar732Gjw87JPAqFGjcOHCBSdX8jlw4ACefPJJHD9+HLt27YLJZML06dNRXW3PFfbRRx/hs88+w6pVq3Dq1ClERkbixhtvhE5nT7mwePFibN68GRs3bsThw4dRVVWFWbNm8QI25s2bh6SkJCQkJCAhIQFJSUmYP39+I2vCGjEI2E1FLGxnqzaY24Ud31UuF1m/T1yYHy9fFKv5cZeweyFPg3O5Gvh6eWDVvOH4eeFY9Iu0JhLOKXdMT1JNBEmQphnWkZ1h2pZvjbuoEfEzZPEX0TqTfnCu1Bc70Q7v1gn7XpiC9Y+MxYd3DsH4nmFYec9wrH9kLDcAd7JpvyubUMjZnVqEaZ8dwMh3d+FSobb+C2SQW1ELg9kClacSXTvZA0zuGh2D9PdvxvVEQBUJm2aD9G+kkAtnR1M2ABRprf6LDMPw2qVQsGHbHjsGsegJ7Xx6cVXjC9wMsC4LZFQ1YBfq3LVobmuw2RWkdmxxltIkOU+Dhf93GsPf2YVXNl2AhQGulVYjp6J1pblqskCJ4cMdcwCpVCqeQFYfCQkJvH//+OOPCA8PR2JiIiZNmgSGYbBy5Uq89tprmDt3LgBgzZo1iIiIwIYNG/DYY49Bo9Hghx9+wNq1azFt2jQAwLp16xATE4Pdu3djxowZuHjxIhISEnD8+HHEx8cDAFavXo1x48YhLS0Nffv2bWhVcFoEBzU4sYKqrDE6dL72Dqup6B3O35zdrqlzj1DH5gi8rncYZg2JAmAVGC4V6kSdhe0aKX7X8CHU9bUGs4OjbXuHFXbFEuOy/ju7Lxajl+17amvtdautM8quL7sJzKueM+2aOk2t0e0RoXqTGe9uTcW649ncsb+S8tFvprgzvitcLbEKBj1sOepInPkkBncgoa7OaEZiVgWullg16zMGRmJEN3GbM+cDSyQLf+Wmflix/RIAq3Z9yLIdMFkYnm+o0MWD/bew7Q2LsT93f1oxeoUHNOLNmofdF4sAgNNqswRw7i0dU6hjo1u9PIQ+dQre70K0dUbc9/0JbqyLCFJxi4XcilrEhvqLXtcSNImmrnv37khKSnI4vn37dgwYMKDB99VorKaZkBBrTqqMjAwUFhZi+vTp3DkqlQqTJ0/G0aNHAQCJiYkwGo28c6KiojBo0CDunGPHjkGtVnMCHQCMHTsWarWaO0cMvV4PrVbL+09IhcQq0oMYvBNSCuVVQDuCTUPRRc03mbCOvaRQ0Bgu2vxpRhM5AlmBrcrg+AxWIxWg4gshnh5KbjVXLXJde4f1JRTmdwLsaSI+sE2iAF9T58oEwk2sMvxU2LZiNDNu9XVkGAZPrDvDCXSetr6a5abE06xQ17OzaxNBaAcR6q6WVGHiR/tw3/cn8OaWFHx74Brmf39C1LmfYRiuP5K+TY9O6oGTr07ltPLaOhNPoAMc22WVbeHiL+j7kWofPH9jHwDA/rSSRr5d02M0WziBY5Rgl5fwQOt4W6hpe2mA3IHd/CrQ1NksilJWs3/OF0BTa0R0sC+2PXMdjr8yFfG23JitrT82iabuxRdfxJNPPom6ujprctmTJ/Hzzz9jxYoV+P777xt0T4Zh8Pzzz+O6667DoEHW6LvCQqswFBERwTs3IiICWVlZ3Dne3t4IDg52OIe9vrCwEOHhjiaP8PBw7hwxVqxYgbfffttpuTUS5leSN/5MRkqeBnFh/pg1pItkFFd7gk0iG9WJn98syM37E5bYMvdHqu3PYc2FrPM/SRVnfnXsGgEqT5SbDJzWqiPBmqB8RLYWumNENP44Y/VRzSmvQUyIH1fvgGtCXZWEs7oY/t4e8FAqYLZYt0RyV0TojpRC7L1UDB8vJb65fyRqDGYsWn+GC25oLFeLrdaKnp1d0/iw5teyVjaJuJvPdl1GiU6PYD8vjIwNwe6LRag2mHG5SOegras1mkUDmxQKBcKDfPDnkxOQkq+Fj5cSKk8lAlReeO6XJBy7VuZgDdCbpNv4rCFd8NmuyziRUYZqvUnUDaG1wO6KoVQ4+tSxPpwZpR1zu0NWaPP2FPjUeTrX1G06kwcAuC8+FgOjrIF97FzlLquSu2gSTd2DDz6It956Cy+99BJqamowb948fPPNN/jPf/6De+65p0H3fOqpp3D+/Hn8/PPPDr8JzS5yTDHCc8TOr+8+r7zyCjQaDfdfTk6OwzkVEoESAPDurQO5vzeeysEH2y/hug/34b7vj7e5zaNdJc+mqXMQ6txsfmWFi85ElCGbqkRM41YjYsph8XNyXXviYoEWhYKdG1i/OHZzc5JP7xrKaUJXH7qG5DwNDqfbNRqu+Efq9PKFOoVC0SSblP95Nh8AsGB8d0zpG85NjO5qk5ymzkUzHhsp2xaTLculrEqPHcnWhfSGhWPx/QOjMCymEwB7QAQJq71TKMRdA3y8PDAyNhgDo9ToFR6ISLUPEWHP78dsyhIxV4HuYf6IDfWD0czwAi9aI2XEVmdCc35zCXWt1U+c9Zlz1NRJRzhraow4mVkOALhteBR3nJur3GRVchduF+pMJhPWrFmD2bNnIysrC8XFxSgsLEROTg4efvjhBt3z6aefxl9//YV9+/YhOjqaOx4ZGQkADtq04uJiTnsXGRkJg8GAiooKp+cUFRU5PLekpMRBC0iiUqkQFBTE+4/EbGG4iUDoUwcAo4mtjR6a0B3je4YCAI6kl+H4tTLJ57Y16oxmmMwWXMjV4OjVUpzOLOeCFLo6aOpsWjQ3BZCwQl14kF2o83OSTqba4FxTJ3VdW4ZhGCTlVOKr/enYkVKIOasOY/rnB3hRq+wiQ8o37u7R3QBYE0rP+vIwL4FuQ8yvAar6feoAuwlW48a0JqzQxfZH1sfKXX5ImbZkuT3CXDO/ssLNyYxy0SCf9sCOlCKYLAwGdQ1C/y7W8ZQVZsU0lNzuL14esnMkSn1PVlMnzGEGWBcQbADLvlZugmV3KyH3r2Vh8yJq60wwN1HU5unMcgxetgNxL2/DRwmX6r+gGTFImF+d5SK8XGwN6uvayRddCIsPF9TXyjR1btche3p64oknnsDFixcBAGFhYQ2+F8MwePrpp7F582bs378f3bt35/3evXt3REZGYteuXVxghsFgwIEDB/Dhhx8CAEaOHAkvLy/s2rULd911FwCgoKAAycnJ+OijjwAA48aNg0ajwcmTJzFmzBgAwIkTJ6DRaDB+/PgGl19ba+T8jYRJIAGgX2QQdj43CVGdfDmB4eGfTmHPpWJcKtTxthVrq6TkazBn1RHJAUSYW4r0i9HWGhu1P2GtwcxpfshAFD9bBxb62FiPOfrncNexmrp2ZH7982wePth+yWHXBqPZhBKdHuG2NBF1TrQYAHDHiK4o0tZh05lc6OpMUCjsUYeu5ByUyhUmhbvN9YA9hxzr7+lO53KGYTjtvVjiYWcM6BKEwV3VuJCnwdRPD2D6wAg8PrknBhF5Hts6O1OtC/RbBts1IqyVQywfYRWnWZc/lUnlwmQndJWINhoApvTtjJ+OZmLTmVx0D/PDyNgQh0CE1kBZtbXfiQl1ZL+q0ptE56XG8supHG68+Gr/VcwfF8sThloKMjWRg1DnRFPHWhrCBP21tS7ym8QxID4+HmfPnm30zhJPPvkkNmzYgC1btiAwMJDTyKnVavj6+kKhUGDx4sVYvnw5evfujd69e2P58uXw8/PDvHnzuHMffvhhLFmyBKGhoQgJCcELL7yAwYMHc9Gw/fv3x8yZM7Fw4UJ8++23AIBHH30Us2bNckvka6DK06ERsfSJ4Ed/Du/WCXsuFSOtUCd6flvjz7N5nEAXoPJEpNqHlxYgVDDweHoouY3iS6r0DkJdbkUN1hzNxK3DunKT2feHruF8rgYf3DGYp2FjtXQ+Xkqe4z2XSFhEqGMnCWE+NsA+cbSXbOwFmlq8+Ps5GM0MVJ5Kh9QjpVUGQqiT1mIAVk3Gk9f3wpPX9+KOLd54Fn8m5buoqXNNqHO3+bXWYObSPbDvHkjs/mK2MLwgJ5fvbzRz/UGYD60+lEoFPr97GBb/chbJeVpsPV+AA2klOPrKDfVGC1frTfg9MRe/ns6BylOJb+aP5JzmWwsms4ULRJjcpzN3nI36rRDR1FU3QKgLktjNp87kXBs9tkcowgNVKNbpsfwfqwZqXnw3vH/bILdGXjMMg6NXy5CQXIjUAi20tUbMHhqFG/qFyxLgnaV4UXl6cH1dV2dsEqGuQOC6seyvFNwXH4s+EVbzd0thtjCckkUqpYmYT52U9aa1zgdNItQtWrQIS5YsQW5uLkaOHAl/f76ZYcgQeRnmv/76awDAlClTeMd//PFHLFiwAADw0ksvoba2FosWLUJFRQXi4+Oxc+dOBAbahaXPP/8cnp6euOuuu1BbW4upU6fip59+4uXQW79+PZ555hkuSnbOnDlYtWqVq6/Og9tNwkmQhJB+kVaTw+azefD2ULqUjb81wkYM9osMxC+PjYPa1ws3fLIf12w+HWKDYRe1LypqjCiorOPqg+Wr/Vex4UQ2Vh/KwLqH49E12BfvbbNqhaf2D+e2GwOAUtuKNdRfxXsOG8EppqlzNkmwWiF37nbRkuxPK4HRzGBAlyBsWjQeT/98FrtS7W4IpKDETngqF1K52M1crmjq2LQSLSPUsRpLXy8PbvKvT7vx2a7L+GLPFSye1hu9wwNRbTChe5g/RsUGO7RvVmj1UCpEFw710Ss8AH8/dR2S87S47asj0OlNuJCrwfhe4hYRTa0R3xy4ivXHs3i5yd75OxWr5o1w+flNydGrVpcTXy8PLmoVsAeZVYho6tg+LOYDKwWrtWe3F2PhNHUSCxcfLw/88cR4bD6bh5R8DXamFmHDiWxsOJGNnc9NcligNwSGYfDi7+fxeyI/Of5nuy7js12Xsf3ZiZxZWgou8bBE3r5AHy/oq5pu/9fSKj3v3ztSirAjxTquzB8bi3dvGyR2WZND5qDzEgRKOBPqpPysxfJztgbcKtQ99NBDWLlyJe6++24AwDPPPMP9plAouMADs4yszQBkZaJXKBRYtmwZli1bJnmOj48PvvzyS3z55ZeS54SEhGDdunWyyiUX1rdBqI1yBjkw/HI6B0um9+E0Bm0RdtW2ZHpfbjJ8aWY/PL4uES9M7yN6TRe1D1ILtMjX1KLOaMbRq6X4z550eCoVnN8LANz/wwnedZcKdSA3oLMnE+VPwuyKSywNBneNiFDRWh1jGwq7o8b0gRHw8fLASzP6Sgt1RulACSlYYciVRKdVXKCEXJ869yarZgNEItU+nECm8rTvuyrUbpgtDL7YcwUAsHL3Fd69Xr+lPx6Z2IN3zO4z6Nlg7Y5CocDgaDWm9OmMPZeKkVlWg/G9HM8zWxg89NMpbieEuFA/jOgWjE1n87D3UrHb9up1F2xqiFqjmVcuVuMklmSaDVrydyHyeUCUVSg6k13B07zWp6kDgJgQPzwztTcA4NdTOXjpj/MAgG/2X5XcCcQVzmRXcALdvWNiUFljxPZku8/4lqR8p0Jdsa6Oi0SXyrjA9uGmCMYzmi24VsIPwhjTPQRlVXpcLanG2uNZuHt0TIu4DJCmVQfzq02o04uYX6VM/P6t1B3HrULdmjVr8MEHHyAjI8Odt21zMAwDTY2RM/+J7e8oRddgXygU9txfJzLKMXtolPOLWjGsUEfmo5s5KBLn3pouqfpn/exe25yM5dsucupvkjHdQ3A+t5LnkH+R2OMRkNb6+HGaOkdhg9vUW6RsrGOsO/23mgpNrRE/HcnEdb3DcDS9FLOHRiFO4JjPBgSwDvi9IwLxwdzBeHmTddcX0gG4zklKEylYwWzvpWJklFZbJ2sF0LWTH16+qZ9owu2Gml+/2JuOf42KQUxI49IBsYKF0H8m0McTZdUGB1MLGYmqVABDYzqhqs6EK8VV+P5QBhaMj+PtmKKpFd+1oCGwPnlS24ZtPpuHxKwKBKg88cm/hmL6gAhYGAZbzxegxmBGXmVto+vLnbD96ubBkbzjwZymTjpQwhXz69DoTgj08URljRHnciu5NCmspk5ompPirtExOJNdgY2ncji/y8ZyMsMqgM8YGIEVc4fgXE4lT6g7dlU88jY1X4tPd6Zhb1oxN3cIMwuwsEJrnUhQQGPZc7GIE57emj0A947pxj1v4f+dxq7UIhxJL20RoY5UCHgqxTV1ehFBt6Yjm19ZzVpjfenaOgWaOsz86jD3b6mNpsXwUCqw4ZGxeGTNKVQbzFhzNBPT+keIJn2VS2JWObqF+Df7rhV6k5lTxQsHGGe+HKRTbbXBzMveDVg75LqH41FjMOFsdiWq9CY8/fNZhy18pLRufk7Mr1ruGhGhrgHmxMZiMFmgUDiuLKUwWxgcvVqK97ZeRFqRDp/vvgzAmuD6jyfGw8fLA1dLqqA3WrhvQ7aLe8Z0w8mMcmw6m8dLqllfoIQYrGCWXV7DbVtkpRzRwb547kZHTS37zeRukk36DU38aB/S37+JJ0S5itT+n6xQJ9TSsu4FPTv7Y8+SKQCs7X7cir0o1NYhMasC8T1CufPtyZUb78tU3w4T7D66d4+OwcxBVkFJCQU6B6qQV1mLYp2+VQl1rNlQ7csXqDtxmjrHfldp27he7iIAsPrtTurTGdvOF2DdsSz4eXugk683t92TK22c1ZoVa/X1nCmPczmVAIDhNkFTOG6m5GtRazDz5oNqvQnzfzjBRQezATVzJJQBnKbO5D4NU055DT7ZmYa/zrHpgOLw4AR+YOPgrmrsSi3C5aKW2WqN9aH29/Zw0JI7S2li1wbz20VzBErUGc3Qmywu+T663afOnQ6jbRUyyCHU3xv/Hhfn0vXjeoZi+7OTMPWz/TidVYH+byYgUOWJbqF++O+8EQ4aF2esP5GF1zYnIyzAGz8uGIPB0c23QmIHOpWnUjRPnxRDiDK+dnN/PHxdd7zw+zkuAWRcmD+8PZXw9vTG9f3COW1JkbaOZ06pkthyijO/GswOuQhZbYCYpi5QwsG6KSjQ1GLR+jM4m13JO75s9gAsEAyWLMeuluGVTeeRKbLzQUq+Frf99wgm9g7D6kMZPG1wZ4EmOcwm5JUSCYS5xKwNML8C1m11XrtlANYfz8KJjHLOp5LEYmFcNr+O6xnK+/fQt3diRGwwhkZ3QpCvJ24fHu3SYoYVuoTfX+3nDZTVOJgAs8qt70FuE6Ty9MDgrmocuFyCqyXVAqHONU2kM0L8nAt1rIAaHuj4ffMqax18n1oaVlMnnMBYwV1MU1dAmMtdYfqACGw7X4BNZ/Ow6Wwe7zcpnzox2Lbljro8cLmE211olC2qNtTfG4E+nly7MVkYvLb5Ap6Z2pubB46kl6Ks2oDIIB+sXxhfb1JrVtsuppVqCGmFOtzx9VGu707u0xmLp/V2OI/Nkcem9GluuH29RRaMTgMlpMyvTSzUnbhWhlc2XcDgaDX+c4/jtqtSuF2o69OnT72CXXl5ubsf26q4vl84zrzRDdnlNegXGdigfUK7hfrhs7uG4b1tqSjS6qHTm5CSr8Wqfen45F9DZd1DU2Pktm4qrTLg9q+O4LreYRjSVY05w7o2aA/DxKxyZJTW4I4RXev9zuRWYK4I+9f1CsPqf49CgMqTm7TJgb5PBL/c4YEqeCgVMJoZlFbpEWHzQST9l0jYVa7Jwtg2Vrd/nyLbJBER5CgIsPdpjn0T39yS4iDQAcCyv1NFhTpNjZHT7qp9vdA3IpBLmAlY9za8VKjDJduCg3RXFaY+YH1AS4iJSuuiBg3ga7vui4/FnKFRMJosOJFRLuofRW7bJlfoGdAlCPeMjsHGU9bE39UGMw5dKeX2/D1+rRz/WzBadpmlhC4urYbA9M5q6roJNF5xoX44AAg0lIQm0A1Rh/XtMMFqFYUCMvt9xb5BS8Jq3YS+YMHEHr9CP8DTmVZzpTDfZX3MHhKFy0U67EwpQlm1gScYezdAqCtpgFDHMAxyymuRWqBFaoGW880EwC2+lTarRJXehPO5GnyYcIkTRAd1DcL98bG4YrNQ3NA/XNYuJe42v/5w+Bqq9CYMjArCh3cMkTStckJdC+1mUSOhcQPAzQHigRLiwTjsVpLuXuTr6qzz9voT2dz9y6sNsoU1twt1b7/9NtTq9pM3qaGE+HuL5glyhdlDo3DL4C7Q1Brx9/l8vLklBYevlMrevPxweil0dSb4e3ugb2QgzmRXYn9aCfanleCHwxnY+fxklwdD63ZJenQOVPHSDojR0FW0QqHAjQP4SZ9Joa53OD/KzNNDiYhAFfI1dSjQ1HFCnVZigiajDmsNZq5DWywMirltxRzLzEVzuqETMwyDlHwt+kYGOphWi7V1XMDC5kXj4alU4vU/L+BcrtWcllVW7bCB9M7UQlQbzOge5o+/n74ORpMFw9/dBcA64f355ARsTy7AuRwN50gNWCdMobkyNtQqoJAaZ62EFsUZMSH2tsUm8g32l/aPYgUqLw+FbG2JQqHAB3cMwQd3DIHFwiCtSIfTmeU4nF6KHSlF2J9WjMoag2QkoFQZhG2G3VVCKAjlVogLdd1s3ye7nD+BuVNTx/rUlVeLCxR2AZL/LNYdobUF/Ei1MfbbWRjrO5HfkjWZDonu5NKzlEoFXpzRDy/O6AcAWLn7MhfoonLBb5TVchdU1kFvMsNTqZSV8ubY1TK8uvmC6M4O39w/gleGoTaf1wm9wjAwKgg/HM7AgcslSM7T4o0tydxYEE8ks3eGuwMlUm2+zM9M7e3UV47VLJZVG1zqk+6i2iDtf8n51IkIdfY0V+KauhoRi09DSS+uwgP/O8ntuHTvmBi8fFN/qH29oJW5TaHbhbp77rlHdB9VSsNQKhUI9vfGv0bG4J2/U1GorUOhtk5WMkdWzT1jYCQ+vWsoLhbocCqzHP87koGsshpsO5+PRyf1lF0WXZ2R8207n1MpW6iLckPiSXIPw94RjqvRCLUP8jV11o2qbYOgTsL86uWh5KIZawxmdLLNx6XVepgsDJQKR5Ok9T7iSUvlUmMw4dsD15BeXAWTxYIdKUW4f2w3vHfbYN557Mq7R2d/zrdmy1PX4e5vj+FERjkOXC7Bv8fZhTptnRFvbEkGANw+vCsCVJ5gvO2quEAfT3QOVFndAMYBS2/qizHv7+HqQsiI2GAoFNZo4uyyGnQL9WtQep4eYQGYOTASFobhgjHYgbyiWiSRLPG9GjJAKpUK9O9i3Ylg/rg4jF+xB/maOlwrrcaIbvImEFawELYZNtiJ3NMWAPIqrW28azC/jbNCXmYpX1PHpZvwbfyExpapUFMnOqlIvYvazdueuQvW/Crcr9TbUwl/bw9UG8yoqOELdaxfrDCwxVUiiQwDUsmHxYgI8oGXhwIGswV9X0+Ap1KB6GBfDI3phFdv7s8tMEn+SMzFkt/OAbD6cnUN9uWEu/juIZg5qIvk8yb16YxJfTqjWFeHMe/vgdHMcL7EY3uESl5HwgqM7hDqLBaG28u4PstPgMoTPTr741pJNU5mlGP6wEin57sbdkEmZm0IIsZ2oTaYbWPC61ihzmRhoDdZGmSRI2EYBk9tOIO8ylp0C/HDB3cMxvierm/e4NZtwqg/XdPh6+3BaY/k7v2YzZqGQv2gUCgwICoID4yPw71jrFs6ncvRuFSGnHL7c4t19ZsbCjQ286sLgSJSBBNaT7F8UGx0LZn4skpvM7+KaEV8RSJg2cGxa7CvqLM926mrXDC/5lbU4K9z+dh4MhvTPz+I/+y5gm0XCri8TeuOZ/NU/sXaOk5A6yLQFk7uaxWiWdMiy1tbUlBntAZUsM7RZF8U7lxAJp0VM92FB/pggm0wmfXlIbz42zlOGIkJlu9Yr1Qq8M38kfju36O4+mT9o8QiiO1BCu5Za7JO5sJ9bJ0hFSjD3iu/kn+vPFuuM6HGu7dtgksr0vH2LNVImBgbQu/wQHh5KFBaZeAWAiT2yYg/2TTFLhzuwB4o4Vg3nUT86swWhus7Ytv6uQIpfMmNfgWs48jjk+0LY5OFQWZZDbYk5eOub485CE5VehMn0N04IAKJb0zDvhemcL+LBW+JER7og8cm29PlRAf7igqQYqi4QInGm18LtHWoNZrh5aFArIygG1Zjz+YkbE7YnWLErDDsYtXCOFpi2DlCKLSRaXTc4Vd3OqsClwp18Pe25kNsiEAHuFmok5NXjtJw2IlFmDRTiNFsQVmVHqezrD5V3QWBFXE28xordMmFNCVdK60/gslufm28po5cSYvtmRkZ5DiBO805ZzNJkRF1rMlzqIQpJ8jFPUDPZlfghk8O4Jmfz+LlTReQW1GLrp18uYGN5buDV7m/l/x2jsvzJBykB9tMG1mEo3GV3oQ/k6yO3q/fMoAXRHPbsCgoFeDt8sDC1qeUi8Cz03ojQOUJbZ0Jv9nyZnUL8XMpdYQYrBamSm9y8F9h9291h78ZUL/PmRhSaXCibAuTbRcKuGN1Rnt0t1CoiwvzR9dOvjBbGE5IB8hs/41/R19vD0zuY7WKbEnKc/id8yESfDN7vsXWJdRpnKQTYs32pPmbXJA1JJEzCW8bQRfvtWR6X6S8PQPn3pqOIy/fgB8XjEagyhNZZTU4lcn3H99z0Z4H8v3bBnFa1JdmWncuemGG/B2MbiC2kXQl8bHdp67xmjp2IRwX6i8r6nx4jNXycLmo+XdMYhdkkSLCr8rTg/vuQhcLe0oTfrvwUCrg6+W+XHXHbILulH7hjcpU4Vbzq8Xi/rw3FDvdQ/1xMqPcIbkjYF0pbEnKxyc70xyi4dg8TCxsg6lP21ZrMGNnaiHSCnUo1ul5PlZiZRDCCo1RbtgaZnRcCJ65oReGRHcSHTzENHXO/JdC/LyRU16LihojrpVUQVtnwv8dywIA3DkyWrQMrMav1miGyWypdxD7MOESFyLftZMvZg6KxHM39oGnUoF+byRw532y8zKUSgViQ/x5Wjhhx+bekdAWZZZWg2Gszu8PX8cPoPjgjiFYMr2vaNqKt2YPwHvbLuJjiR1LRseF4MSrU3HoSil+OpqBExnleGSieNStKwT5enGRt5W1Bp7WkNXUuWvrohAn20tJIeWHSU6aeZVW4ZzVmPt7e4hq3iy2Re6OlCLoTVbfTdZ8G9xIf1uWmYMisftiEbYk5eO5aX14bZKdaISJee3mV/7iJLeiBsv/uYjbh0c7+LQ2B5z5VaQure1Ey0ttxKaoUChci1gVIybYD94eSmukfgO+DSs4q3290LWTL8b2DMWu1CJkltVgIhEIevyaVch7bFIPXlL5xyf1xP1jY13aOo70X3Pl/X083RcowQp1cgI0APtCtSUir1lBUqqswX7eqDFY54RYYt3NCr9SW0fWGs1uCZZIzbf6Jgrna1dpkm3CKE1DH9vWOSn5fLNpRbWBc4oniQ31w7/HxTlM6uxEWqzTSzp4mi0M7l19HEm2vElCCjR10NYZEeTjBbOFwcZT2RgdF8Kb/AobGCghhlKpwPPTpVex7DOOpJdi3fEs+Hh5cFFWYukx2An/tc0XeMJtTIgvJvUW9xUkfSqq9CYHR9/KGgO2ni9AXmUtUvK1OH6tHJ5KBQ4tvd7BB3Ljo2NRpK3DhVwNvj+cgY8S0hyeJ9yJhNV46vQm6OqMCPTx4gZHsV1HfLw8JPOQ3TS4C24aLO27A1gHrJmDIjFzUKTbdh/wUCqg9vVCZY0RlTVGnlDHarFc3RNVipB68riJYdfU8cvQg5gIzmRVoGsnX04L0ys8QLQPLZszEI+tTQQA/HgkEw+Mi+PMpK6YsZ1xy+AuWPHPReRW1GLbhQLMGBgJbZ0RKg8PbscU4WQklUT76/1X8c+FQiQkF+LiuzNdChhoLGw+LkBcqGc1pXmElYLToHg55h1zFbWfFzYtGg9vT6XsnJDOiOIWYHxrCCtYDBQEFCiVCpfbvb/KE0NjOuFcTmW9fZnEvvd14wURNoG53EwK9hQw/D5psTD4aEca9lwswqp5I9A3Ur7mUQ455TXcXMbuKCJE7euFvMpaSU2dmM+cv8oDpVX2XHaNgd2i0NXgRSFUqGtDjLTlLjqdVcGbZMmM4107+eLvp69DgMpTMjSf7VgGkwXaWpOo8/vBKyVIyqmEl4cCd4+OQZCPF45eLcPQaDX2phUjp7wWN608hPgeISirMuDA5RKEBahw+vVpANjEw9bOISeoo7EM6qqGUmE1tb3+ZzLvNzFTF7saZwU6Xy+r+v21m/tLCi/enkpiM2y+UGcwWfCvb445+DbdPLiL6PuzTs23DuuK2FA/vLvtIgwmC2JCfDnfxVB/vqYuQOXJ5awq1NQh0MdL0rnc3bhzO6lgP29U1hjxyJrT2PrMddxkxgb2RAe7p700zPxqHZzVIjs+3DEiGn+cycXTP5/Fb4m5OJttTachpdWaMTASL0zvg092XsYH2y9x6YUAe4RxY/H19sCC8XH4dNdlPLsxSfQcB/Orr7j5ldXEWxhgd2oxbhkiX1BoLKzg7alUiDqyd7VFM+VVOgp1vo30p2Nx5y4H7AKsUBCxyC503dXGv7xnOK4U63BDP/nBiQFcvs3Gmwwv29pMz3B5uVPDAuwLLaPZwgnQa49n4ZsDVjeU1YeuyU7b5YxqvQnfHLiKPReLcalQCwtjdUUaKCHU2U38/H7BLo7ENgBgteDu0NSxWvxwkXRarkCFujbEwKggBKis29uk5Gu5XEa7CT+N/y0YXW8qFR8vD4T4e6O82oCcihqo/RwHs4OXSwBYs9ELozMnpBTiSVuUDpsQGLCq1FntHTt4uZp4uKF0D/PH2ofj8dPRTDCMNbUFKxwFi4TOk1qwAV2CsO2Z62St9kP8vVFgS51CasF2phbiSnEV/Lw98K+R0VD7eUPt64Xbh3et957zx8Xhut6dcTKjDDcOiMQIm9ZVbI/HKLUv0up0KNDUoXdEoGTC1tYMKx9ml9fg+0MZeN62s8QF2w4I7lql2zV18kw9DMNIauoA4I4RXbHnUhEqa4xc/1B5KnHrMOlv/PjknjBbgO8PX4OuzgSFwhqh7M50Dv8eF4f/O57lEJkLWOtaaJpjhWihpo5MCP3khjPYeCoM0wdGYkqfzogO9hXtH3VGM97bloqRscG4fbi424Ic2MVV50CV6HN6drYKDayJCgBqjWyqiebTKMqFzXNZRAh1DMNw+eyECaEbSrdQP3RzcYFg396qcT6VDMNwCwFn+9GSBPt5w0OpgNnCoLzawJlj2Z0oAKvfoRz3lvrK9tjaRBxOt7uzjIoNxru3DZIc59k+KVwEOjO/unNXCVZDGNLIsYEKdW0ILw8lxvcMxc7UIiSkFGBwtBq6OiOO2BpuwuKJsifE/l0CcSS9DBfyNKIrVLaziuV/mj4wEkdfnopzOZU4l1uJY1fLcNq2aXhmaTVigv3w80lrMthuIX7NFhU9oVcYJvSyRgyVVukx7bMDiAn2ExVyyQHjxRl9ZZdxZGwwtp4vwP60Yowh8kJtSbIOSg9OiONyX7lC9zB/LqDl038NRbXBhP5dRKJ8O/kgrUjH+SuywQXuiKZsLuJC/XHV5pO57Xw+nrq+FzS1Rpy35eGLl5maoT7sQp28yavaYIbFFusl5oc5vlcYkt6cjuQ8Dc7Z9h2+vm9np1tteXoo8ey03nhmai9UG8zwVCoanfpAiNrPC/88MxHZ5TXo1TkAFwu1uOe74wBYH0Z+21b72jUSrPuFrs7Iacv6RQbiUqGOl8T5zpHRPO2Jrs76vd7dmopLhTqsO56N2UOiZE3EDMPgfK4G/boEQuXpAYuFwV7bwlTK9MSm9rlcrOMWjrUGNvK19Ql1rDN+IS8a3x4c5Mp+4O4mUCKJ+g+HM3D8Whmi1D4orTagRKdHWZUe3cP8sWzOQEQLXAaKddak+EqFYzCeFEqlAsF+3iit0qNEZ08UTyYkrqgxov+bCYgI8kGU2hfPTuvNjetySSvS4XB6Kbw9lFg+dzCu6xVWrxsQ+81IQVxvMsNotg4Kfl6OYwKbkLixQp3RbOHy6DU2UIwKdW2MWUOjsDO1CP/ddxVf77/KTUK9wgPQ14UIqCHRnXAkvQzncyu5FCckrJlDyvenc6AK0wZEYJrN9HTH10eRmFWBOauO8M4bIzMhprsJC1Dh6Ms3wMtDKSqwTenTGd8cuIp7RsfgehdMFzMGRmLr+QKsO56FIF8vGEwWXCzQcpGzM9yQe+kOiUANwG7KPnSlFFP7R7RJTd2TN/RCRlk1rpVU42pJNfq8vp37bUi0utE+JSys+Vqupo7V0pFRbWIM6qp22VSnUIibFd1F50AV51ZBOlqLRbh2DlRxed/mrLLuMmOyBfSE+nsjYfEkZJVVY3tyIbZfKMC5XGvC6kcmdsfGkzk4erUUV4qrIEx2kFakw8Co+utl98ViLPy/0wCAhRO7Y9v5AuTbhJ/reotP3p0DVZxrwslr5Zg2IILzY2rMvthNRQQRuGUwWeDtqeTMej5eSrcL9q7AmvfILAomswXvbk0VPf9qSTU8lAp8O38U7zi7W0rXYF+X/C/Vvp4ordJj6R/nse2ZiajSmzjt2AdzB+O9bRdRpTcht6IWuRW1eHbjWZx8dZpLLiCsRndYTCfJwDchXURShrHfzEOpEF3osW48wlRHrkIK2I1N6USFujbG7CFdsP9SMTadzeMEOm8PJZ6+oZdLGrGhNtPtzydzwDBWYSQ8SIUDl0uw9lgWF0XaOVCeKjgu1B+JNm0dYF25je0RghddCNF3N85yV8X3CMX5t6a7PNHOGBiJHmH+uFZazfORYhkg0wzRUG4aFImfT2Zj6/kCbD1vT6/hSlLglmZEt2DsXTIFh66U4KkNZznBNCzAG6/fMsBtz+F2r6g2ysr4TqbAacs5N709lZjWPwK7LxaJburu4+WBp27ojQ8TLuFCnoYzewPAqDirQBgb6o/HJ/fE45N74oZP9uNaaTVmrjzEu090sC+q9CZu4juTXSlLqNt4Mpv7e/WhDABWM9acYVF4dFIPqcswtV8EfjqaiV9P52DagAhig/bWN43FhvghIkiFIq0ef53Lx50jo1vNAoxd/OdU1KC82oAQf2/efqxzR3RFv8hAdFH7orRKj7f/TsWR9DKHPsRqIbsEubYImzUkCv/ZcwUp+VrsuViEUJvWMsTfG/eM6YbbR3RFoaYOhZo63P3dcZRWGVCgrXNpscdamvqJWDukYDV5V4nMDmU2v/BgPy9RoXJEt2BsOpOHY9fK8JzsJznCto0AlWejzM4AFeraHAqFAp/eNRQv39wPYACD2YIAlafLPjqkWXXjqRxu70whcs0E8+K74WpJFeaO6Iq5I6KbVCvhLuRuGk/i7anEb4+Pw/oT2cgorYanUsHlcevfJajRHbI+JvXpjNdv6Y+fjmbyVtruihhtTib27oyTr01FZY0RCoVVsyZniyW5sJo6g9mCKr2p3u8ttQNDW+T1W/pjWIwa98XHiv7++OQeGNM9GJcKdUjO0yI5TwNNrZGXSJdlRGwwz99u5d3DMKFXGKcZ/HRnGr7cm47/7L4CBaxBQM6iIdk0PwBw8+BIzB4Shev7hdervbovvht+OpqJnalFeHNLMucb1ho1dZ4eSiwY3x0fJlzCF3uuYHRcsH1XlhYW6kIDVBgYFYSUfC0+25WGhRN74GKBVQgaFtMJn901jDvXaNPgVelNKNHpeVH2rFAX4WJ2g+du7IOssmr8mZSPh9ec5o6zfpMqTw/EhvojNtQfPTtbXTWulVS5JNSl2DR1rvjnjo4LgYdSgYsFWjy54QzuHBENk01zIgxaY7nOZhY+k1WBKr2pwfMeqx1sbJAEQIW6NolCoeClgmgIUZ188casATiXUwlPDwVS8rTIqahBZJAPbwCXKyyMjA3Gn09OaFSZ2gqhASo8M9WefOqB8XH477500QmxKXhkYg88MrEH6oxmPPTTKSRmVWBsj5YxczcWlacHIoKaZlL29fbgzIxFWn29wpo792VtaeLC/PHUDb0lf1coFBgZG4KRsfW3m0FRQfjdmpkFPcL8cZsg+GdK33B8uTcdpVV6vP5nMhQKYO7waLwwow+0tSb8fDIbXTtZt85iGIZLBbPlyQncvqZy6B0RiAcnxOHHI5lcTkmgZf3TnHHf2G5YczQT2eU1mPLJfs5cHeUm94LG8O9xsVj6xwWsO56NdcftmlNhZKiXhxJRnXyRW1GL7PIavlBn8z0T7nwjh3duGwTAmvCd9SUTSyXVLcQPV0uqebsZkSRmlSOqky/8vD3hqVTAz9sD5dUGHL9mTeQ7Skb7ZokI8sHLM/vh/X8uYtv5AmwjLCE9Oov7DMaF+aNbiB+yy2vwccIlPHlDrwbNzaymNC5Unm+iM9r+6EVpMMJktSxlVXo8tOY0JvYKc2sqi/bKoK5qfH3/yGZ/ro+XB9Y9HI9ao7nROz20V/pGBuJMdiVS8jX15tKyb1PW9jV17oT0HxTL8TUyNhif3TUUh6+UolBbh6NXy/DHmVzsSCnkOZqTRKl9JPOFOePNWQNwY/8IfHPwGg5eLoFSYU3A3BoJ8vHCL4+NxZtbUnDAFi0N2HeGaUnuGhUDpUKBX07l4FxuJfeNbhbJdxcb6ofcilrc+c0xBPp4IibYD/E9QrDTttWh2A4N9RHk44WV9wwHwzAo0uqRV1mDYTGOSXfZIKScihqH3xKSC/H4ukTeMaUCPD/zPiL7hDtj4aQeGBUXjM1n85CQXMhFZTvb5/zu0TH4eEca1hzLwroT2ZgzNApvzBpQbxYKEnZLT3ekOqIzAcWB0AAVtnQQrVtbR6lUUIHOCYO7qnEmuxJnsiqcph4B2pemzp0Mjlaje5g/MkqrMbW/eFDR3BHRmDvC6pCelFOJpzac4bkHTOnbGddKqmEyWxDg44nltw9uUJJfhUKB8b3CML5XGHLKa6BUKtwWWNMUxIb6Y81DY1CgqcWpzAoUa+swL94xMK25USgU+NeoGPxrVAzqjGYuME5st4Xe4dZMCYC1j6QWaJFaoLXdB4hvhJVAoVAgUu0jGZnKBurllDsKdd8S2yuyWIj1w/CYTg3yjR3eLRjDuwVj2eyBOJlZjmKdHrOcJHdeNKUnojr5YO2xLJzJrsTms3nQ1Znw/QOjHM49drUMDBiMig3hFpFeSiWXxFluFLEz6OhFoVDaLWO6h2LNsSz83/EsJOVUYnC0Gk/f0Ft083Otkxx1HRmVpwe2PDUBV4urMEyGuXRYTCc8OKE7F01527AorLxnuNvL5SyVTGuji9oXc4a2TuHTx8vD6TZfd42KQWq+FtMHRmB8zzBcLanCsWtlqDOYMWdYlKzgmIbCCjkX8jS8QI2LBVqcza6Et4cSvz8xDr3DA8GAQVWdCTd+fhCaWmOjt7pTKhVcknhnKBQK3D48GrcPj8bhK6W4/4cT2HOpCDnlNbw2eiqzHPeuPu70Xr3DG5+jkwp1FAql3XLToEjMHd4Vm87m4VyuBudyNdh3qQS/PT7OwbeJauqkCfLx4nLFyWFCL/tk2MfNWz5RmpcBUUH49fFxvH/PFomqbgrG9QyFt6cSWWU1mLHyICLVvlB5KrkUUhN6hfKC/vy8PbF50XhcKtS1yP7F1/UOw3W9wnA4vRT/3ZeOFXMHc4LoViLBshS9XTQXi0FHLwqF0m5RKhX47O5heHZab5zP1eDTnWnILKvBv/93Eusfiedp7LStJOVEe6BPeCDCArxRWmVo9AbllI6Lv8oTCyd2x3/3XcXloipcLuJvwyjm69ajcwBvr+bmZv64WBxOL8XGUznIq6zFjIGR6NrJF5vOWndf+s89wzC+ZxhC/b2hVCrw0E+nsPdSMQDH/b4bAhXqKBRKu4dNkTAiNhh3fHUU6cVVuO2/R/D9A6M485GWzVNHhbpGo1Qq8P0Do5FZWo34FkpATmkfvDijH24fHo30Yh2q9WbUmczQGy3w8/bA7SPq34axuZk+IAKv39IfK7Zf4u3KAgBxoX6YMTCSl77nnVsH4nxuJW4cEOGW/JgKhhHmBac0FK1WC7VaDY1Gg6Cgpk1CS6FQGkZ2WQ0e/OkkrpZUw8/bA0um98W/x8Xi4TWncfByCT6+cwj+NSqmpYtJoVDaMJeLdPj7XD6ScipxIU8DD4UCvzw2Fr0a6DcnV76gQp2Ar776Ch9//DEKCgowcOBArFy5EhMnTpR1LRXqKJS2gabWiCfXn+E2/GaTnALA2ofHYKJIziwKhUJpCKyY1RhNnFz5omnT37cxfvnlFyxevBivvfYazp49i4kTJ+Kmm25CdnZ2/RdTKJQ2g9rXC2seGoMP5g5GqL83b2ug+vLZUSgUiisoFIpm23qQauoI4uPjMWLECHz99dfcsf79++O2227DihUrHM7X6/XQ6+2bhWu1WsTExFBNHYXShtDWGfHlnivYfDYfs4Z0wbI5A1u6SBQKhcKDaupcxGAwIDExEdOnT+cdnz59Oo4ePSp6zYoVK6BWq7n/YmKoHw6F0tYI8vHCa7cMwOnXp1GBjkKhtGmoUGejtLQUZrMZERH83DYREREoLCwUveaVV16BRqPh/svJyWmOolIoFAqFQqE4QFOaCBDavcks1kJUKhVUKhXvXMCqJqVQKBQKhUJxB6xcUZ/HHBXqbISFhcHDw8NBK1dcXOygvZNCp9MBADXDUigUCoVCcTs6nQ5qtfTWbFSos+Ht7Y2RI0di165duP3227nju3btwq233irrHlFRUUhNTcWAAQOQk5PTIYMl2GAR+v4d7/078rsD9P078vt35HcH6Ps3x/szDAOdToeoKOdbtFGhjuD555/H/PnzMWrUKIwbNw7fffcdsrOz8fjjj8u6XqlUomtXa4broKCgDtm4Wej7d9z378jvDtD378jv35HfHaDv39Tv70xDx0KFOoK7774bZWVleOedd1BQUIBBgwbhn3/+QWxsbEsXjUKhUCgUCsUpVKgTsGjRIixatKili0GhUCgUCoXiEjSliZtRqVR46623eFGxHQn6/h33/TvyuwP0/Tvy+3fkdwfo+7em96c7SlAoFAqFQqG0A6imjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUdQIU6CoVCoVAolHYAFeooFAqFQqFQ2gFUqKNQKBQKhUJpB1ChjkKhUCgUCqUd4NnSBWhPWCwW5OfnIzAwEAqFoqWLQ6FQKBQKpR3AMAx0Oh2ioqKgVErr46hQ50by8/MRExPT0sWgUCgUCoXSDsnJyUF0dLTk71SocyOBgYEArJUeFBTUwqWhUCgUCoXSHtBqtYiJieHkDEkYitvQaDQMAKa0vII5dLmEqdYbHc65kFvJZJZWORwvq9IzR9NLGYvFwjtuMluYw1dKGE2tweGaK0VaJq1Q63BcW2tgDl8pYUxm/r0sFgtz7GopU1ald7gmu6yauZBb6XC8Rm9iDl4uZvRGs8NvpzPLmUJNrcPxgspa5nRmucNxvdHMHLxczNToTQ6/XcitZLJKqx2Ol+rqmGNXxevl0OUSRitSL2mFWuZKkWO9aJzUy5H0EqZcpF4yS6tE66Vab2QOXS5hDCbHejmVUcYUidRLfmUNk5jlWC91Rmsd1xoc6+VcTgWTXeZYLyW6Oua4SL0YTWbm0OUSRlfn2PYuFWiZ9GKdw/HKagNz5EoJY5aol4pqx3q5VlLFpORpHI5X1UnXy8mMMqZI61gvuRU1zNnsCofjtQbpejmbXcHkVtQ4HC/W1jEnM8ocjrP1UiVSL6n5GuaqSL1UVOuZI+mO9WI2W5gjV0qYyhrHtpderGMuFjjWi85WL0aRejl+tZQp0dU5HM8pr2aSnNRLndGxXs5klTN5IvVSpKllTonUi8Fk7ZNiY1VyXiWTUeI4VpVLjFVmp2OVjrlU4PpYVSpSL9ll1cz5HNfHqoJKx7ZXqKllTmc61ktDxqqyKr3kWHX4ivhYdblQy1wWGcOdjVVH00tdGqvYehHrk6czy0TH8NYwVl0pEhmralwfqzJKqpjkPNfGcKmxKq+ihjnjYr0kZVcwOeWO9VKsrWNOXJM/VrHyhUbjOL6QUKHOjbCV/ubvJ5nYpVuZh386yfu9UFPLxC7dysQu3epwLXv873N5vONf7L7MxC7dysS/v5t3vM5o4q4RNqR+r29nYpduZb7Zn847viUpr97nCwe+m1YeZGKXbmVe23yedzwxq7zeewkHmEXrE5nYpVuZ+T+c4B3PKa+u9147kgt4xz9KuMjELt3KTPpoL+94td7IXSPsrN1fth7/3+FrvOO/nsqu9/nCSff6T/YxsUu3Mu/8ncI7fvxqab33Ek5uD/9kbS+PrDnFO55RUlXvvfZdKuIdf/fvFCZ26VZm+mcHeMc1tQbuGuGAyB5ffzyLd3ztsUwmdulWpvdr//COWywW7hrhIDp+xR4mdulW5sPtF3nHD6QV1/suQoHz/u+PM7FLtzJPrk/kHb9SpK33XkfSS3jHX9t8noldupWZ/eUh3vGyKn299/rtdA7v+OqDV5nYpVuZwW8l8I6bzfZ6EU7gI9/dxcQu3cp8viuNd3xXSmG9zxcKEHd+fYSJXbqVef6XJN7xlDxNvfcSCnYv/JrExC7dytz59RHe8SIZY9WWJP5YtWrvFSZ26VZm1Hu7eMf1RjN3jVBIGvRmAhO7dCvz331XeMe3nsuv9/lC4XXWF4eY2KVbmVc28ceqpOyKeu91LqeCd/zpDWeY2KVbmftWH+cdz62oqfde2y/wx6pPd1xiYpduZa77cA/veI3ePoYLBfRer25jYpduZb4/xB+r/kjMqff5QmHkxs/2M7FLtzJvbUnmHT+ZUVbvvVLz+QLEwjWnmNilW5mHfuTPbZml9Y9Vey/yx6rl21KZ2KVbmamf7ucd1xJjlVCoZY//37FM3vENJ7KY2KVbmZ6vbOMdJ8cqoTJj4od7mdilW5nl/6Tyjh+6XFLvuwiVBvN/OMHELt3KPLHuNO/4lSJdvfc6fIU/Vr355wUmdulW5pYvDvKOyxXqaPRrE7DuWDYAYPfFYt7xs9kV9V67+Uwe79+f7roMACjU1vGOl+j03N+1BjPvt1qj9d/fHbzGO/7D4QzRZ5rMFu7vrLJq3m+pBVoAwLrj2bzjW87yyynG8WtlvH9vO18AADh4uYR3/MS18nrvtdV2Lct/9121lbeGdzyvopb722Cy8H6zMNb//3gkk3f8W0E9sdQZ7fVaUMmv/2sl1noS1ulvibmi9yI5I2gHbDvZlVrEO37oCr+exNiRUsj79/e28qQV6UTLCwBGC79eWNYez+L9+6t96QAc67GaaG+lVXreb3mV1vr/av9V3vENJ/jtR4zkPA3v34eulAJw/PbCfiXGHsE5bPs9n8t/xqVCLfe3hW0gAjae5Jf9y73WetHWmXjHNbVG7m/hb2w9/ddWpyxrjmWKPpNh7GURfstTmdb288cZflvbnsyvJzEO2uqUhW2v7D1ZzgnqSYw/BG39M9tYRY5NAFBWbf93tYFfLzq99d/fHuD3wf8dER+rzMQ3yijlj1UXbO1H2Na2JOWLvwDBsav8seqvc9ZrDqfz6+t0Zv1j1V/n+GPjF7b2klNeyzuer7H/Wy/oY0az9T3/JxhfhGM6C9lHyTEQAC4XVQEAfjqayTv+++n6x6rTWfx2sdM2Ru25xO9fR9L59SfGPxf47ZMdd9OLq3jHyTHdaBYfq/5P8C5f7bfWsUnQh2uJMVzYLrPLrc8Rtr2fT9U/VgnHEXZO++cCfzzen1b/WCUc99ccs47DyXlasdPrhQp1TYBJYtIkI2LJQZukSycf3r/DA1XizzDbr7dI3Cs21I/372A/L9Hz6ogBwdfbQ/Qcb09+U/FT1e+OqfYVf54QT4/6I4Ujgvj1ECjxfLJTCzs4i7BeQvy9Rc8jhTofL/GuIqzTABn1Eugjz5XVy6P+7tk5gF8vSomqJNuIWaJeYoJ9ef8ODRBve+QiQuUp3l66duLfK8hX/J1JQUpO3QGAt4x6CQ0Q/6YOEFUh1V66CuolTOLedSZ7vXhIRL/Hhfrz/i3VR4xE//aX6JNCfLzqPy9EYgwQQpZeaqyKasBYJUWcoE92kqgXPVHHUmOVh6AT+Mmov04y60UpI6tBRBC/XqS+MdkPGfEpAzEh/LYnNVaRwotUvQjHTH8Z/S1I5lglZwzvLGgfUv2YrBepsapbCL+9hPrLGavEnxcp+F5S70z2A7ljlZwxXGo8aShUqGsCJMZAXqOQaKsOk4FQmGIhVzBSDV94rdREQ67ypAYtKSFKCPmOwsFVCqnykygF91JJCFlyBgRhR/OUKCdZL1Il9POWVy9kWaS+g8M1Ug2JQFgvvhITu0WGsOtQLxIDtYFoe1L3kppYnN1L+C5SSC1iSIR1LHVrswxh11OQPkBqoCbbi5SGQSh4SaU+klMvwv4tJXyRyO2TZB1LfWPhvaTGKlILJSXgCRcHkvVC3EuqHwknXEay99qRI6wB/HqRqm/heCJVL2R7k9KeewvqRaqcZL0oIH6OHCEO4I8VctuLnLYnrBcpIYvX9iTai3Bskion2Y+kxg3HsUr8XuRCy531IuzfUvORXKhQ14yQ47yUNk/4gaVMQryBUuagKyUk8IQXiTYot1ymBgwI5K2k7iscwKUmYL6mTqKOZd6LrGOpc4TvKDVw8ATnBtSLFA71IvF88l5miYFS7jc28OpFvI6F5ZJ6F3LQlSvsyhgnRb6L+Hnkcan2IpTh5HxjqfbiUMcy7iXVj+TWMTmxNERwlmz7MvuRgTdWSY17/H9LTYZCVwDRcsn89uYGjVX114uwjqXeRc7CXLiukmwvcu4lt+01oE+Sc5vU+8pt+/wFhVSfdL0fSX4vYR1LteMGLEBlKKlF+rGMi5xAhbpmhJxwa/Rm0XOE/mU1RvHzyAZWVmUQPUfo5yClPSAbfqbAp45F6I9ACk9kJybvdVngCyQF2YlqJd5X6NtRpTeJnkc+v7LGKHrOnkt8HwaDVL0Qx3PKa0TPyRYcl1MvV0v4PiRSkPUiNZmdzank/bvOKH4e6TdJ+n6RCP0/hH4+YmUp0NSJniP0AzPLqBeptidESrtG3lfo8yIFWce6OvE2dVjghybVRsn6Khb0F5Zzgu8lJWCT9ZJRIl4vwnKQdSGlmU3Jl+enQ3aJaom+dkzgMyv07WWRM1YdF4x7RhkLLan2Ul7Nf4ZFRttLK5Q3VpH1ItUOTmXw30XOWCUsM8u+NL5frZwxXDgmsbD+riykwMSrF+IZQn83Kcg+KTVuJArG8Gqp9mKy30tqrNor8OmTGh95voaC92e5KuhfcsZwqT4phGx7UmPVudxK/jWNk+moUNeckB84QeDgzsIGJrBICSZ6YvL+/rC486wQKcdL0k/lvW2psu5FDmikAzDZodlghvogO9E+QrAgG/5JwUBplJgMyXf5P0kndP6/z2ZXit+LqOOPdqSJniOkssY+OJcQQQRkuT5KkHcvsl6OXrULFuTgIBzcpCC/y8ZTOaLnCIWaSxITHfkurHN8feQTAyo5yZHlenNLiqx7ke+fRAhJ5L1YR/f6ICfJzRLBP/kCwVXo8C72/FWCgAgprpXaJ02yLGQdv74lWda9yHohvx1ZLjkBKwB/khY6uLOwDvgsZRKCiZ4YK6Qc/YVcJMZBRkJgeOdveWMVXxCsIY7byyUVLCWEHMOFwTgsZwTjidRCiyzXGoHjvxSSYxXxLh9svyjrXmR/JwPxyHHvU5n9m6wXchFEHj8kWBxJQb6LVHsV1qnUYoWs4093ynuXYp29LkihkizXO1vltT2yH5FBNuT8JQyuaCxUqGtGyEGX1JzIsbsLIVdTckwSAH/SIDsb2fClBiAhZMcntcdyy0JCNnzSh0LKrOwM8vkNKQvvXmayXsRXlY7Pt5eZ9G2RWr06gzRtmmVo7ZxBPl9qtS8X8vl6me1FjoZBLlJmKymNqzPIa9xbL/LaCzm4S31juXUk1UYbUsfk+ECWsbFjldx+QJaZHAYMJtf7JHkeaehq7Fglx3zqjIZ8Y6kx0dCAMZwsPzlWNaQfmSU0ww3qk24cq/QNaC+S9dKgMVyifzfyvZxBhbpmhGwsfSLsWaHJDxwqiG6SisoiG9i0/hGynj+2Ryj3t1THe2BcrKx7dVHbI4ZIp1WyXLOGdJF1L1J1RkamkvcSRqzKCW6Y1KezrMfHdw/h/pYyed47ppuse/XobI9u5Am7RB3fOVJ6ixcSD8LRKJKob7Jcg7oGyboX+XzyfZ0hdW/y+XNHdJV1r/5d7Pci3WTIe90/Vl4dk8EGZPQxeS+570heMyymE/c3KbwI3YqEkZrcvYg6njU0StbzyWeaJRZaD1/XXda9yChLf5W9jsh3vL6vvD5BXtOvi32sIscNYRR3mES0NHmv6QPljVXk9yPNhGQdL5gQJ+teZFSuF+GcT9bxTYMiZd2L/EZkXyffURj5LRUQQD5/sszvMqGXfQyXGqvui5fXj2KICFLSp5G81+3D5fVvcjgm35/8Xn2JOc8Z5DXjeoY6OdPOUKIf8e5FvMu/Rskbd/tFEmOVhPn13jHytgMlI3zJbALkom9UbLCse8mFCnXNCNmJSUdP8vj1/cJ510ilCSBVwVJRTUOi1bx/k6H95EBJalsi1PzwbhbhwCQVoUSWq4/MTky+Pxn1Rh6f1Js/6AlTv4hdQ0aCkpP0GMGET05OJov4uwhTh7A4S4XAqxeijsnJwBlGnjbXfpwsV3x3/qAnNbGSg4iKqBdykposEIJJIUHKBCaVYqGLoB2REaNkpB/5LrEh8uqF1HJbePVCCGjdOvGukUpBQF5DDsDk8f9v78vjpCjO95+5Z29YYHdZWQ5REcQTD8AoJCqCV4yJGk2IJko0XjGYQ3KJxjNfoyb6M1HiETUe8YxG3YgnICDIIRAQOZZ7F9j7npmd6d8fs91dVV3VXT0H7FHP5+PHpae6q+qpqrfeeuutt84eR0/4ojqTHIvCWBw6mK4jOa7ocWTmP4wJqSKCKJwPyfFR5bRMEB0QIN8hT/9GbBaTotAM5DuiU/TjCKUfoE8k0uPILFdZEZ8XdsFH+WAKOB5TJqlwCGWVWS52McmOBd47olP0E5gJP49IR48j8282dIgOC/fkISGBDD+sJJ/7LRYiyxMp9yYfRssqNkwV7x1SVpFK7NcOG0y9Q4YhSQj6frEg7Ak7x5IH6UQcs6GJRBCdviWfn8C0sWwYGRF6tFJ3zz334KSTTkJBQQFKSkpw4YUXYuNG2h9J0zTMnTsX5eXlyMnJwdSpU/G//9G+OZFIBDfeeCMGDx6MvLw8XHDBBdi1iw682NDQgJkzZ6KoqAhFRUWYOXMmGhsbM1of+hQYfwVgOYkjsOqLTvVQJ91sTtWILHWyJ6dEp29lTuWyoPPnb0mwJ4IEh6KEHFOncm1O7Ym2wIQnjJlvkZOOyMIgco5nIWpju1O5cqfj+BxbTksLlQRnXti+J+pjMhyzEJ2mpPhiOJY7mckfE3a8iBzMRaeC2VNzNMeCuqQ0juQ4ljn5LSqXnXyhyiXI3y78kcx2XlygSLAcS/WXDHLMQibqANlfyEWL3clIt+OI5UUkR6hvpSCrhHLP0vcE3xLISrvTp8K5TeakPttf4qYMF8ndVGQV9a2YmOM+fVDik08+wfXXX4+lS5di/vz56OrqwrRp09DWZp48+eMf/4gHHngAjzzyCJYvX46ysjKcddZZaGkxHYVvvvlmvP7663jxxRexaNEitLa24rzzzkOcaLzLL78cq1evRmVlJSorK7F69WrMnDkzo/WREQhsR5cJKyEaRHaCkhosEoOYFS6iwSIzsbEQ5W8ndIWTkQTH1lAv5t9ioS85gWRNeeELN/bIv5TyIuDYMkkTnxb5g8guAmQWNLL9RaaNLcqLy5AHtEWGfocKDyMxGVLKC/MxGf/AlPqLwCIlPSYlOGb969wuQMl62U3S6S60hG18gDgWLkAF+dPKC/1OgpJVcgs9HVblJXNjUmYcsRzLhK0R1dES6kVCVkkvQFOYj0SQaWNLf0kzpEl6dj4Gf/nLX6TT3nTTTY5pKisrqX8/9dRTKCkpwYoVK3D66adD0zQ89NBD+M1vfoOLLroIAPCPf/wDpaWleP7553HNNdegqakJTzzxBJ599lmceeaZAIDnnnsOFRUVeP/993H22Wdjw4YNqKysxNKlS3HKKacAAObNm4dJkyZh48aNGDNmjHS97CByVrcbRORklEhohvCjOoug47HCTXQIIZX4WjKTdPrKS5z7HJCbpEUc28VjkxEIdpM03cYZFAjC/sJaMF0KyrjYeTgusfrtEnBnq9SRjvNpTqyyHMvEnhLVkRWyrGKix4eVUR7sFgExl2PSXnHmL7TSHpM245sdR3r5RG0ctZmkyXaV7fvGt1JSXtKzvNhx7DaGmrT1XGDFSkV5EVnvZfuLTBtbrOdp8GKJNUoeYEkkkAOf7bfsAixnaxEgy3Eqh25IZFSpe/DBB6XSeTweKaWORVNTMvZUcXHSJ6qqqgo1NTWYNm2akSYUCmHKlClYvHgxrrnmGqxYsQKxWIxKU15ejvHjx2Px4sU4++yzsWTJEhQVFRkKHQBMnDgRRUVFWLx4sVCpi0QiiETMsBXNzfYxoMj9fZFZl43PxE4gQV1Qxvgdj/ZPo/MXWXjIcpE+BHbbI+Q7ohWrrOleZNbupEzU7OqXVrJ0/xYZjtkVIslFTOAHJ1KI7bal6fz5HNuB3MoV9hdJQSncLo/xhQ6bJ6WIUW0vUJyZvke9I7kNIYIMxxYLpoiXGL8uthwLrE2icUz70rL58yc9qr8I9qmsC4rscCzyt2I5ZgN/+7y+7vydOWYnabfuHbTbCVMXQf1lOGYhGsd2HHcxyoSu2Iv6mN0J4ZhIhgs4prZy2b4nkb+0UifDMTsmJcJSieYpO0VI5DcZEyjB9q5Fzhzbge5jgnEk6Soii4wqdVVVVZn8HAVN0zB79mx87Wtfw/jx4wEANTXJ+C6lpbTDbmlpKbZv326kCQaDGDhwoCWN/n5NTQ1KSugDCgBQUlJipOHhnnvuwe233y5dBykLA9PA5FwkWjXEBCsAdoUoEtSi/CkLg62CmLnVL6UkSK5+uxIaAt1LfRnTOTuIhH4PEnVkt0dkLIXSPnUpWHHYa4x0ZTcTHDvlb2dhELZL2ltggtWvzTgiIWVhsOFF5MYQFyq7dpY6Z4sUuZix63uZ5DhOTaxijtnDU7pfvoysYEsVFUx6ojraXeEUEShCaVvqBByz39IYK1LIy7MiyfVjt21sdztEVGIBLO1TlwLHCdEuVArbn2SdxeOI348txg8Jt5d0Lbt2inO/uVHihhtuwJo1a/DCCy9YfmPvCSQnMxHYNLz0Tt+ZM2cOmpqajP927uQHddVBBi2tbiID9pqDiw1KTEbBJjvrXiJY5CYiCCjZiZZva6C+tZaIsk/m2UAEOCaDuZLfqmUiwZOBR5uJAI1k9PmFm+ho6CJsJyKgi4JgvruO5oUsMznwSV62EIFdya1cNhL+FwQvZJ3riTqv3d3ITcMGoiUj05NBdslAn4u30PmLsK3W5IW80YMM/Pwe018o6yYhLPYQ/Y0MwErWhQ0OSt7KQCqo5K0AZNBPciuXDUy7odrkpS1qckH2nc+qTF7shGZVrelTSwa8bSci1H9gE5SZnGR3N5i87Gzg88IGeN60j+xX5Bgx24gM/kt+i73pguSPvJGBDDr+OTGOSRnAxiMjI+M3EEGw24l+yN4aIsIugovdjcSYJOry3vq9zDsml+SY3Nds8rJpL58X9rYBMlB6JyWrzHqt2knwQrRDAxOwfTMpq4hx2ErJKrnAuDsEsoqMgfY2E6yZlJ0kL+T7ZNuRfeozJuj6GkqGE3UmxsEa4oaCWBcpA+gg2uQYJeVTS6fJHxn03A7bids9RLKqkpHh5I0SZL8my0neGkLysmgzXa4vBPNWHTEmyT5F9petzO0Q5NhtI25+au4wOVpKzCF2sRtJWUXKB7K/vL+BHkek6BO5jdghq0rdrl278Oijj+LWW2/F7Nmzqf/c4MYbb8Sbb76Jjz76CMOGmbFmysqSoQZYa9q+ffsM611ZWRmi0SgaGhps0+zdSxMLAPv377dYAUmEQiEUFhZS/7EgBQfZeG8Q0evfkox+v52Y5J9Zst34+/llZtTt5dtoIUCCHGBkZPL7Kr80/iYnQ9F1MwB9fQx5C8RfPzZvkSAFFbu9QXbqBV+Zyt9/vjAF4qsrzRPKdpP87kaznC8sMxXrF4m/2SvTSJDfXrvbFJoPvm9GICejfpO3ALAgOSOV2r98uMn4m7w1hL1CiLQ8kconGdX/RaK9RVftAEANIRxfW2n2t5c/N3n5SHKSJyP8k7clkLcw2F21RE5gSwillryRguyT7LVJpOAkFQByEfTMUnNMiK5dAuhJ9j9rTF5fWWH2t/8KbnxhsWmfWWfyVgLy1g6yT7Egy0mO3XuJMUn2A1JBYkHm8z6hcD2xyNxBIa91YyejZmIy/+//zPdfX2Xy8p81crKKHCNPE7clPEfcELBih1hWkeNi1Q6zve951+TlY+IKLdEVUAB9Zd1HhHz72ydme5GTL7u1Rirb5LVdb642uXhDcBsJC1LxJW9LeIH4e+lWsawiFRtSebufuC2BbLsqm6v3yDp/QshgcnyTCg57DRypPJHylRxT//rc7Dt228qkrCLHITmOFn4lp2CSC8i/fGjWhbxl5isbWUX2pU8J5ZGcD0hDALuIIBUx0rBCKrX/XGq2t+gqNIBWBGWRNaXugw8+wJgxY/Doo4/iT3/6Ez766CM89dRTePLJJ7F69Wqpb2iahhtuuAGvvfYaPvzwQ4waRQfhHDVqFMrKyjB//nzjWTQaxSeffILJkycDACZMmIBAIEClqa6uxrp164w0kyZNQlNTE5YtW2ak+eyzz9DU1GSkSRUxQUeePt4MzDv+kCLj76AgUCUA5ATN38hgvN89yQyESAaUtAOZ7htEbLwzx5p/i2J7sSBjKX3tcDN+0JFE7CdWqRP5sJw1zlSiycCsbKBTEmQcLTL20cVEkN9Rg+XiCpUVme9PJgJfnnO0GatMFIOMxdGHDDD+nkoEFz2WiB9ot41AgoxfeOJIM86eKDYYQG8rkGUmA4oeXiIXn2sQEePpBCIG3IXHmUF2RfHbWJD9gux7J400+xG73S9S6k8n+hsZsLZcEBsMoLc3yDhxFxABg8mAu3YgeSVjrV1CBDotLRSXhQQZE2waMQ7IgLMBxjFKZCUgg7aS/ZgMnMxSKpJVMwhZdTQhqwLs6QYCZOxMMi4jGbT1kAFysmo4Eb+QjI1HBlImY1LagYwJdhrRd44oNblnx6AoBhsZSJkMfpsXFJeFlO9kkN7vEP1FNl4j+T5Zl7OJctnJTRLHVZjtOpWIs0e2N+sTx/pU6iDH9ARCVgy0ielJuiWQAfjJ4OajS+R4IeP0kTLlfGJ8D5SUVeSY/sYYol42AYNFMvw0ItbqSYSsKrORD6m412VNqZszZw5uueUWrFu3DuFwGK+++ip27tyJKVOm4OKLL5b6xvXXX4/nnnsOzz//PAoKClBTU4Oamhp0dCQ1aY/Hg5tvvhl33303Xn/9daxbtw5XXnklcnNzcfnllwMAioqKcNVVV+GWW27BBx98gFWrVuH73/8+jj76aOM07NixYzF9+nTMmjULS5cuxdKlSzFr1iycd955aZ98JRuYHGykbC4Im52dDU5KBww2v3UqEXyRFGhk4E02CGVFsSkEyElyfLnZcYtyzM5Odih2kj1WEAl/OKEskrcg2Dm2nnGk1Z8RoAP7ssEeyUCx5LfJALqhgJmGnAzZCZ8MDkpuj5B1LAyTgXjNd9mgzEcRXJLKA1n+IQVmfnZKHRXElPgWKfRYJZ5U5EQck1yECY6GM98iFUayXKRAyycmDfJKHXZBQEaTJ8tFKjJk4GQ7XkglhUxGBhEdNtCsi923ph1lKuvk2CGDvI5mgkWTihz5bTKoNRlMlhw7bLBqUuEh+x6p+JJBU9kDH2TVTiaUfbJcQ4nJv5z4m11Yke+QNyyQPmpku44eQgemzRMEDCbbi5RV5HfZoNlkXySVB3J8DcwlZZWZH+sxczyhWJBWlAoiqDMZyNiOF9HtPWSfGMX0lyAVYNr8NqmIkbekkMoyG7iYlF2kHyEZaJ4OGk6Ug1kQkAobOSZGELKKXCSzvsDkO1MFN2KQytMIRoaT44L+limrQkSZQ36TI3IuA+i5juT4hOGmrBIpuLmMEk6OPbJcpFJJBqO3CytFBknWCM9R8n2yLux2ayrXpGX0oASJDRs2GP5vfr8fHR0dyM/Pxx133IFvfvOb+MlPfuL4jb/+9a8AgKlTp1LPn3rqKVx55ZUAgF/+8pfo6OjAddddh4aGBpxyyil47733UFBgNsyDDz4Iv9+PSy65BB0dHTjjjDPw9NNPw+czG/Of//wnbrrpJuOU7AUXXIBHHnkkHQoA0A1ONrbozke7CYgUlOQAEwXZtcR2oxyL+b5X9H2j5KEL2pmVDpbpnD8rEGIy7wjqlfw33zFXhgvrt9y9I/qbfUcUgywuKDtAC6S4y3olEholxGU4tusvdN8T9Rf+36wwErWRDMd2v4m/lTmO7dvYXd+1O+kmrpf4kE0sbp4yFckaWfkQk0hn38Z8/mX6m93E6La/aBodUsU1x2zfE/SXzLaxiGPxOHD7XaulzV3+ljEp6PsybZxIaEy8R5djMhWOReW1+Zb4u+L+QoZUEaWT5TiVk7BZU+ry8vKMcB/l5eXYsmULjjrqKABAba3c3rjM5dEejwdz587F3LlzhWnC4TAefvhhPPzww8I0xcXFeO6556TK5QaiE1qizm4nUEQnfEQdlPUNibkUCLxwGd5ua4xwQAvi51mOswsnYBFfYoFA15k/iEV8WcosoZSxdScP1AjfkRRO4vpnh2NaIWeVH2chKMrfVkF0yTHALGIEtwoI+3cGObYtc9ocCxZK0m0s6mPpcUznz+fLLn8ZjnnKKu83GbmXzN9UdkVyRMixTX+R4ZgNtSJUEqQ4llOcRWOVvWqQXJjLyBE7xZsOBSVQygQc2y3axOOYz7E1f+d3RKFh2HQijm0VTFGdU+K4Byl1EydOxKeffopx48bh3HPPxS233IK1a9fitddew8SJE7OVbY+D29V7zEZ5Ea0SRR3UurKSmHQEwkH/Td8lkBJ0tpO8aOBLCAeb1YxwxSiwUrLfdsuxns7vc7AKSHLsdjWXLY4t77u0CnQxym66HEtZfkgFT8A3+74Mx3ZtJMOxbBuJ21hSkRK2Mf+5nY+UuI+5V17k+rEcx6JxbLdlGk+TY5kFjeyugGiHRIbjZJ7OipyT8hTkWjD5HIv6N/u+23HEm1t4+acyJuU4Np8nWGXX5S6U/K6CuwU/+44ssqbUPfDAA2htTZ6Amjt3LlpbW/HSSy/hsMMOkw5S3BcgWs0Ihb7NgBRNVG4GND+d82rGTOezLb/sakaYzqUiw/5brODKWZFiAoHiNIh1dw9RG4m34RlrqqCPiO6GtLOspsOxXfllVr/JMpvKrkh5ccOxU5llt/ZEyoBoW5z8W9M0m3HkPCZjcTtlV6QU2oxJiQWd7MQoUy9x/xYrL245Zt9xu2VpV85UOBbJFNGCKCZQvKz5u+OYTSdjebJa+hIIdrvSx0T9RXY+cbkLJdppstbLHcfsb2451n8LeuXHpEhOs+WXGpM2/UU2TiCJrCl1hx56qPF3bm4uHn300Wxl1aMhI4RkTM/WdyRWnzYdX25VLqkkyGxvpLuasTG9ux7QNqshqRW+jaAVvS+zdW4pv4wiY2dZTYNjO+VFuIVmo+yKrTgiS5ccxzLuCbKWXRmFRbq9bN5JaOa1WOKJWY5jOb+qdCdGCSupJMey23HicUxaGvnP7cqZSY5F26T2CwpnWW1r0ZIax/bKi/GOUPHlc2S3FSyzrSwyXljeESmY6Vq8U2pj53axXQxLcNxrtl91RKNR7Nu3DwmmsMOHD8921j0CIl8JmQnTdjUjHITm3wmNPdzgTmjb+pYIy+w8oOzylxPA4gHplmNLOpccAzbbFVniWEaY2v0ms1Vhu70hwZc1H9EkK+JOzLFIYZNRPuzKLLN1b/8tvoWBZ/E2Dje49M9LaUxKWIwt70hxbFdH57Yn/2b9veTGsY2FQ2BZFm45Sk6schzLjQmZHRL7Qz7O+VvaOJ35yFIXgeVKxLFgDNvmL7EIsLopObcx3/XAfkym1sYycs/uW3Q5ZZA1pe6rr77CVVddhcWLF1PP9a2HuM1F4n0J4hWz84BOZTXDU1iChqB0tqKJHE6T6dxZnlJzbHWeZC2rX5ccxxPmFljybzi+I/o7mb+z8ika0PbWUNIq4U4ps6uLzJantY7uOGbr4tbyY8exjDVW5F9mfUdiq0TWx8lFG+uRQWTGsa01VDgBO3PMTtLpcGxfLmeO9fz1K7TkFn3i/iLjeiCzgLT7llvnfECOY5G/F6u8CA+A2CjbbmW13XzgVo7YzlMu5Z6t3JFYEFnnVhlZ7WyBZP8tJfckOZZF1pS6H/7wh/D7/fjPf/6DoUOHOl7b1Vchsx0pXBnI+h3YmNv177HhLlKyFEqY0qVPM7qcgOz8DqQcoTmWhIDPY78ql9wadD8B8oWWJU9SCKbAsVwf4yu71u2wVDjmTy5Ca0UGObY9MCSjhEsIYOv7zhxb3qHamM+xff7OHIsWc7aWOimO7eSOO47J/NlDF6lYY8XvO8u9VKx+woWdncXZxTgOeh3GpKSyLbMglLHqW8qcUY6d5yNS2bU7US5jpbUrv5Bjm76XjuJvx7EssqbUrV69GitWrMCRRx6ZrSx6BWKCQSy1krRZTbibWH0OyoOzAAbEg1LGsTaVk3ayQk/kdGo3scYTyZO8shzbTawip3AZJ3bbAyRuJ1Zpju0nVr/Pw6lj5pQXqYMSkhyLFGTbCUQqfzqNruxatz/dc6z/W1Z5EVk7bPOUWbSlcEgnJpQb4v7idhyLFqbJ/OU4ljqoIXsYxSXHsr6hMtYp/bcgvA6KiEgRk5MvUhxbrEjuOJY9rSzr3qEru3b9Rcix7Th2VnZF9bLkKZTV7hVEWWTtRolx48ZJx6Pry5BZdcisLAC6s8n4ZpDftjPryjhzWvNxFo6yZmX3gkY8iEQCLS4Q+nZWHJmVuHSZhQNdVtnOJMd2fUyz5GEts1x/iYmUF5fWDms+ojbmP7ffHnFeiZN5psKxSFDbCXC3HFvydOlHZs1HkL+IY5tJUmbCJsts5Zj4lkuOZfO3s24JT9RL+JGlYiUW9bFU5I4tl6IxKWGIYMuTPsf8Pi6zzWr5Vgocu11Ai+qerEvqFlDrApQe7zLImlJ333334Ze//CU+/vhj1NXVobm5mfqvv0C0OhAJ2oRmXhVivwJwVgoBs4PLbo/Qqym5CUwkHGKC71reEXAkPPZtIyjFjvf8QWznbyW2rPJXzOyJUfEWlN0gllAEs8Qx+Q27LW7aSivuL3r+stsTMhxb3skox/zJhPy2LMcy1ho7Ae6WY/K7bDrRmLY7MRoTKLs8izebt6X8wnHMz1/W7cSWY6k2dh4fZLmkv2tjQRRb58RjMi7oL8J2leA4maeojZ0XBGx5ZGS1rQVRol1FYzI1jvnfsvWxFs0ttmPSOX87jnuUT51+r+oZZ5xBPe93ByUkVr88Z9qQ12drqRNPcnLKS0qBTuN85UUqYrzsilFgRdGVXa/XYyvA3XDMey60MNiuWPkrRhnTu8hSZnlHuJKU41g0MVqssYZVQNxfZBy8yXekLc6SK1ap7RW7ycglx+S/rW0sGJO2HOt9T3JMSlo4xG3M51ik0ANiixjPUujz+jhWfYkxyeavc2yn7Ao4lrV4y5zCTncck9eU2W1Ziq3ncv1FhmPRwtziYy2xfWsvK52VMvtbfZw5Fs5tKXHM72P2h/Ak5xaBZVtOhok5lkXWlLqPPvooW5/uVRALFxurQDx5Ok7WUma7Jy+aWCUsFKKTU3aTtMyWI/tvUb14p/NCXp+tAI+54Dj5buY4tv+WJMdSPnl8ZVfWf8aJYzYNm6c0x4aVWG6FbyvABYJeavvTRnmR4ZhMZ6uIyXJsLLTEHIu2+WyDD4ssfQKO7RYUMhyT71j7Hr/MtopYdzrWUifDscg/z3KloAzHKWxx8xRkn9cn5Mvyt+2YFPQXCY5FLjTSHNtYpMTKG/99UtlNhWNR/VPiWCCrpTm2tSAK+rtwTMpxLIusKXVTpkzJ1qd7FWQsYvKKmLNAEvkX2AXcdbtitV2ZiDp0ChYxXv4hv1P+LhUxSdO9THiWTPjPyPmu8ZVdWYuYE8e8uqTDcSb8Z9zet0pZdlPgWFR/2TaWCQ2UCR8p/RvS4S4kFxTyPrv8hZ6MZVfEsf0OhbNCTv4m2/YUx5JKgohjMp2oXMl3+BO7SO6nwrFoQSHPsbiOMr5jvHHs48oqGbnHt6LZcSy0ngsUMXm5ZzcmZMYxX9m1Lhp7kKUOABobG/HEE09gw4YN8Hg8GDduHH70ox+hqKgom9n2KIgGiN12nqmI8QUF+7fIf4b8tvXCbNEg5FvdyHQiwW79rng1IzwVLBg45PdkfZFsrTUS26/CrTlJ3w7ROyJfFvv8xVYBQ9lNgWNR2JqU/GcEFjHpE6N2HHf/Zj10YdPHDMuue45FVjSRRYjNPxWOxSflnTm29TMVKLt2CwqZLSyyzPwrBfW/0+NYziLEVxLsLatyCqKM36esrJSKhpACx/QOibOCKGvVt5U7AlktIyvtLc78sZMKx2KfOP479lY30eKE3180TXMlK50su7LI2kGJzz//HKNHj8aDDz6I+vp61NbW4oEHHsDo0aOxcuXKbGXb4yB03LfpYDIWDlGnEvlVWScWwaqcXGVYJkm+gij07UgkQ0GwaezKLKPs2vtICYSL0FKXOY7tlF3p1adIebGz1oisSMI2JlesAo5tFDGZmHXkv2X7sYxl19Z/RtIa69apm/qW5KrclmPhtpHzmEzFvULUxnbKtnBMCtrF3tdPtGiT41jGnzQVZZcss67s2pWLfceWY9ECNIMci+SI7IEAXnnZ/O3GhMxiPBXLrlt/Uvlx5L5cQo5tFyfJf7P6WLo+u7LImqXuZz/7GS644ALMmzcPfn8ym66uLlx99dW4+eabsWDBgmxl3aMg9AERbCMApIXDZjUjsVefTCfoLBKWPlHHt/OH4AkRXpBfUnmR3QJLRxETcWxvupfkWChcxPVyintmp7yIfB1lT4xKKbspLCgy2Y9FbSzLsV1dZE4qirYmZf1nRH5sZJ72VhyRssvP39ZHiWMpDPndLBqdOZb355QYk7ZWP3cLYzurn9Bn10ZJEPmTimJE2ltjnRUpsszSPtZ27jguOY5Tssraj8w01ufs32SZ7TgW+Z6LLJX2uwoiSxtfVop87di/7dpLKPfsxrHgnR51+vXzzz+nFDoA8Pv9+OUvf4kTTzwxW9n2OOiNJ3tiNPmOYDUlWDXJnLST95+x66yi1YRNXeL2QX5lT/iSZZY9gWgr9PWJ1XZLgS8cRM7Hdts2vDYO+KxbYKlyzKuLnD8Iv8yifqSXnVcuaSuSTX8zr29zz7GlvwitjqI2dh6Ttj43Qsuue46lT4zqHEvWkfyG/IImhTEp4caQCsdCy67khJ+Oz67drTypWXYFHAusjrIcSym7NuXi9bGgn7Ndn5LcEy1aRePIPccy0RiE/VjS6kcqu6lYz4Xj2KaNZZG17dfCwkLs2LHD8nznzp0oKCjIVrY9DjKNJfQVsChCAmuL3epTooPJBEImy2y7AuGsfpNp3A9uWX8M0QpM5qSd7XaeQLhIn2YUcEz+JvIds/WfEQh9W19HSSXB5NhGSRCsnkVWJFkfJbv8ZTgW+mDK+lXJcGw3JmU5Flm3BIsI2o0hBUudaEwK8rc7dCGyBtufpswcx7LKi4xlV2R5so5JPsdS2792FimhFSg9jm1PUwraXmb7V/rEaEocOyvr0v1F6N8nMSZtrH4iNw7hgiKDHLtB1pS6Sy+9FFdddRVeeukl7Ny5E7t27cKLL76Iq6++Gpdddlm2su1xkDmFJfKrElmXku/wBYJIeeRtNXC/ZesPwVcQbQWSw2rKzudF3u/BWeiL/THEg1g2Hptw9Wvnh+eg7MqeGCW/YbVUCfpLSj4vAo4lLLu2VgGXq1xXHDsoCZZwF3Yci6xbwjHpLMDtOHZrxbI/Re1O2XUzJoUWDqkxmR7HlLIrmNjdcCwekynIPeMdG0UswX8/szsUojYWcyzsYwJl124xKe1/LJqPpOSemGNpuSfRX9zKajccm3JPrAT/5f1NkEHWtl/vv/9+eDwe/OAHP0BXVxcAIBAI4Cc/+QnuvffebGXb4yAWxuIViKnpi1ffIguJUIDbKC/k39TxasFKQ/Y0I5mvaPVrXy7+YE33jlGyzKItu+Q7/NVvuv4zANkufIGQSY5dnRgVWQpFk5HE6tfeWsHkn0ggx+auYnuOJYW+UAlOWNJY8rdZfcuEeCDLLMux/pudG4OsRYjM19on+RzbWu9lJjBBGwk5tpWV1nzsfHZtYySKFg7C9socx3bvy1vvRYpcej67QlktWmjY+IGJ/Un571hOjEpwbG/ZleNYfMJYLN+E/UJC2RX7H/PbKxpP4PGFWyGDrCl1wWAQf/7zn3HPPfdgy5Yt0DQNhx12GHJzc7OVZY+EeK+ev5pIvsOfdGSsSKn5Y1g7mI8bCkJixWqxCPLfkVF2xSsj/oCwnhi1sXy45JhUdlM76eZulZuKP4ZQ6NpaGEQcixUe0VZPSv4zohVrShy7E66uToymMyZlrZF2Y7Jb2U3JjUF2HEsou/JtzH+HknuybezQXwK+1DgWyZGUxqR0/vx30rXs8to46bMrsNS54ditlViGY5H1nH6cUY5JZTc1jvkyXHrnJJUxKZA7dsja9quO3NxcHH300Rg5ciTee+89bNiwIdtZ9ijI7NWLTgeK/Geshy7sB3cyf3lFTLQCEx26sIvxJIqLJPaHcFZehFYvG6Gb0mlG0TuSyoOMsivtN2jHsYMVyY0VR+jvJRBIurLLL7OojnylkEwrHyORbGNZRZA/JuXcCKzKFrcsEn5NsqcZqfxT4Fj2pJ3YlzcFjiW4kI6RaOeHJ9jVSIljoVIr4N6O4wSfY3KRLTp0IVy02Y5JkXVPJCtTkHui+cDFmBS7UaQu92zfEbaxyFLnQnFP8N+RGpMuOWYXQHbImlJ3ySWX4JFHHgEAdHR04MQTT8Qll1yCY445Bq+++mq2su1xEDklp+UsbrMyEQsRsSImVird5y8WSCKhI1Z2hYcbRFsKKXCcympKdFBDNCCTaeQEotjnRGJiFQl2u+00obXCTiBJKo9ChT51ZdfOJUF8UMO9sitWHuSUF0rZlfZrEufvZHW0nYwE/AstMjbbaWLlga/wsMpLak78Msq25JiwUV6c3BjcKC9Oll13ck/wjt2YFFiepJRdYZlTUHYFZRYqNSnJPbt2EfQXyUWTlNyTNGTIWB1Fh6d6hKVuwYIFOO200wAAr7/+OjRNQ2NjI/7yl7/gzjvvzFa2PQ4yPicik69oO4l9rh+v5r9j31n4+dsLRFnnX/Id0ZaO2y0Fu/zdOf/aKyLc/B3axU4gibaaRI6xoue2+QsmSVHwW7syp+IULrJwyDp4k7/JO1g7Ky/SfmC2HAsmkO5vsOEuyDLL9hc7p3Dh/Z/C9rJrYwdl12Y7TVp5EHBMKrvSbifkdp5I2ZVWgmXknoBjG0VIOtyGlHuDYBy7GZMC/mW2TGXzzyjHcT7H6YxJbv6Cvp8ex3JyL7U25j+3Q9aUuqamJhQXFwMAKisr8e1vfxu5ubk499xzsWmT3CmOvgCR0BE54ZNprSsgXUGjnyefiZQ3Z+VJ3ilckAdlEXM3gco6WJNlFloxmOekspta/nyB6PbQA+CCY+FK2sbC4LSlkEGO2ROj5G/CFWsWObZf/doLcNsxKWnFEXFM5iu2RtqNI1Fd+BaOVDgWWyvccKzXX45jqswuOU7mI1B2hVZHuzZ21y9Eh3e4ZRZtCws4JpVdkbJve6WgW2XXhaXQSY7Yyj1ZWZngcyw6uEaWU9RfWDclOn9RHd0ru+IdigxwLJin7JA1pa6iogJLlixBW1sbKisrMW3aNABAQ0MDwuFwtrLtcRAKHbsViGg1YaO1O1nR7DqY20MEso6pZL7yfmh2VhzRCohf3uT3RGW2F+Bc5UXEsdFe/EmKm38aHEtbsSQsuyJlV9b5N5m/Q11shL54xSzHsVQYEKGV1AXHwnFsMyYdlF0Rx7x8HDm2kS/isSeYJG04FtZfpDhyZZW7cWw/jkQTu6iOduMokxw7yB3OJO08juWVF0dl10buyh9esu9HvG8JLWUCvtKx7NqPSTmO7drYSY7YW/0kObapiwhZO/16880343vf+x7y8/MxYsQITJ06FUByW/boo4/OVrY9Dk4CFOBZZfiTkWgrlXpHctLRBz17YjT5LcFqzrAiuRD6rq0VRMcX5S+YJHmCsiuRQBBeTpntBTV3MhKt5kTtRaRz7XzshmPh6pf/PPm9ZJR40epTeLBFwDGvLjLKrrCPyyrBEhzL3rKiK7sej8cmIDhfSbAdk5Lj2H6L257j1JzFZSdJ8Zh0UsTY9OQz8WEYPsdsuAuyzMJxbGt1FMiRVOSe0FojxzH5TLxDk8qCQlYRI8eRO0XMjmPpoOsCjvVn3MvuhbtgYo6d3Bjsdkhk/cJT8ktOiMaEuC4iZM1Sd91112Hp0qV48sknsWjRIni9yawOPfTQfuFTF/B5AFg7vjf5GLE46QeXbFBf94+spU5/zu7V699Kfp/u4Oa3+PnzBr3lHTb/OD9/niJmvkMLHiMPJn/jW5xVniV/to4Mxz6CGLbMbP76YDLahbPKstTFkj+/LrzVryPHCVF5rZORU39hy0XyIuxjDm3M7S9Cjul3zDY2v2FtYweO4/z0dvnH2HYRcEzXP8H9lqiNyf7C9mVrG9uPCd47bP6O3HOsfixnen4WmcBwzPPZdR7HYlnlyLGljZP/Juc1tu9b25jPMW9xJBqTpKzm1p3imJF7CbqOIrlLjUnBb6zyJiovXU9aebKMY4EM5ebDbAE69m/bMSknd2hZRecv4liUh91vonEsNY6YPpYJjkW6QI/wqQOACRMm4Fvf+hby8/ONZ+eeey5OPfXUbGbbIxD2+wBYV7I5AZ+RRm8nvUH139jVjPmcXs0E/V6jI8WZjm+8o69A2OecVZboN/153FhNMeXldHzzHY0qs2MdyRUjU2bzNCGdB8tx2G92azN/fpmt3FutgWz+LMcxwXNe3DInjtkVvl4X228lRP2F/5x6R8SxoF3I/qKXjV3lsnWxltfkVtzG9hzzeBG3sWgcWcdkXNAvWGuFpU8Qk2dQ5yXO55hd4bN1IU+MyvbXLqa/0AqiqI0FfCXE/UV6HDMKtd/nhZ9QEnn5sxybvFitONL5x12MSccxYW17043BfhyL+iQpq2THcdjSv6wyXJZj7pgUjBfZecqOY6dxzB2TcXccs2OSrqdLuUctpvn1F4+j1Dm2tDFnJ0CErCp1u3btwqOPPopbb70Vs2fPpv7r6wgH6cbSBVOY6KysD0U4QE+SlufMasbv9cLvS/5mUWwCtHCPG8/ZwW12NDN/frnY1VSY01mdymx8y1Le5LcoH4o4mz/LJVvH5P8DhLJrrb+IY3qgkr4NbP2lOeZY15w4ZvnKCdLtJfOOmGNiAmGEhZVjfhuTq/WgX1R/+zbW8yRPjIr7GJ1HF8MLvfp14phpYw4vFsVCyDHdxnp6v8+LgJfpY3H7/sK2MXdMSnJs8EJMrNZxJBjHgv5tx5mVL7q/6HkHvB74fXzrPcuxqI1JZcF5HAv44ii7zuOY/y0qf0sby3FMKruyHJttTHPMqyc774jamGdFchzHCX55uxJWn12nccxyHPJzxqQjx3w5TX7PaRxb65LMm3RTEs07bN9Lh2N2HPcIn7oPPvgAF1xwAUaNGoWNGzdi/Pjx2LZtGzRNwwknnJCtbHsM2A5mWF541pK4qFPQz1mh7/d5oGkeRMl34vzOyubPWwFYJyqmXAl+uXjbr6xAtObPL6/+js/rMzo6K0TYd9gVk67sRrsSlhPD1vz5HOv/93iAoI9REmQ57k5PHrqwClc2f43Kn1V2k9e3pcZxwJdUdhMaT/DwV5mi/kItKFjLkxPHcbqOPM5EbWzhnuOn4vwOnX/I77N8Q8yxYEwYvJjKi4hjM3/3Y1KWY55fk+M4FnCvfyMHPkc5Impjn9cDr+ZBJxLOck8wJnm8iN8RcMyxIsnLSuvCvCuu32hhL0ec+ktXQrMZxw5yjxgDel92UnZF/Zs8dCH7Dsuxnm/A5xGWWSzDzbnN703yIpaV7jimyizse/ZKOJ2/fR+z9O8EeX2brKy0LvSckDVL3Zw5c3DLLbdg3bp1CIfDePXVV7Fz505MmTIFF198cbay7TEI++kOxl3liYS+ZTUlWOVxJlbhitlhxeSxtbyIBiS9KuQqL8ZKgz+xsys5+h2BcBFYHfX0AZ8HAYE/iphj/kouwOWYL0SsHNsIBJFSxfiU2Vt27TlmhaHf57FYdoUcO1jw/CTHlj7uwDHHT0RW2WXryAsFIeaY379DHMuutFWC5djrcR6TRhuLxgSHFwHHVsuLVdmVH8d87sm0IiuWUxsHfF5pZVdcR+siwNl6zh8TXOVFIKtFFt9kme3bRWQlJccka9lNVe75vR7Cl1swjiWtblQ+jrJS3F+cyiziPjm3MT6gjhzbyD0hx/YWX57PrFhW07KS11/EbWw/5/cIn7oNGzbgiiuuAAD4/X50dHQgPz8fd9xxB+67775sZZs2Hn30UYwaNQrhcBgTJkzAwoULU/oOu3Vg+sGRk7T9pCeaWMkViDGIjXf4igW7+mN9G/xeq3CJMd8SKzW8yYguc8yxjqRAYFdTTP7COppWAfHEap8/z1ncMhkJtgEsHHNWWRYh4sixzFYPn2N228bv9VqUXbdtbMexuI35Eyu5PS3q45Y6Ms+pdyzbryzH/DFJ1cWJY2Eb68qu16LsitvYni86fz7HFh+l7ue6skueGHWadNgxoVt2yTJlhGOBUilqY5Yvn9djblk6WHYt3+IuKPhyRGoBKspHkmNSeWH9eS1tnJLcc7JI2S1AHWRlwmZMOs5H9nKHp+y6lnsEx6yy6ySr2f4d44xJMcf88lL1dyizaEEhg6wpdXl5eYhEIgCA8vJybNmyxfittrY2W9mmhZdeegk333wzfvOb32DVqlU47bTTMGPGDOzYscP1t3LYztLdWEG/16KI6WlyA/7uf9ODWH/OdjBqBcIMSuu3up8H+YObuzKK099iB7H+LX3yIJUX4x1RXWysApYys/lb6kh3/IDPmWM2/9wgreySHFuUXSHH9LfM9jIHpKXMThwHTA8JdmJ17C/slobNxOrUxmz/CvIsL0KO6W/xwrlYD/YIOGbqrr9DKi9m/nS/yGV91/S+77Mqu44cW9o4+TzgS4FjAV/JRRur7LIci/tLLJ6glBeRHDHbheY4wLHsSnPM9O8AR9mNyfZjZgwHfCYvTuOY5V5Xdrs4vFjGZJCvvIT8Ps6JYXtZbR1HLvoLo7yIZHuQ9M9zHMcM9wzHdP4CjgXlJZ8JZbXDmOBadtl5MiHoLzIcJ/jtIhyTHBku5Jhxb6DGZELQXwy+RGOiByh1EydOxKeffgogeeL1lltuwV133YUf/ehHmDhxYrayTQsPPPAArrrqKlx99dUYO3YsHnroIVRUVOCvf/2r628Jhb7XqogZJ2GYDhbt/n8Oo4jFyEHMKGLRLuZbzGDNCdKdKMqZjJzKxX5LL1Osy+x41vzpuhjlNQax1erI5m9YhCx1pJ8HOMqu6FtRCy/OHFvzZ+uY/JZpKSFWeZY2tuc4RFmkaOVFlmNSUDpxLGpjtn9xlV1ZjhkFgae8CDnu7mM6j8kyJ6hJ2rmN6fIGOULf7Tii/Tn51lARx2F2TKTAMfst/R1yQWGVI/y+H+3iKGKCuji3sXhitfDCcMyOFaMfcxagUWbsWSzRBC+xeMIoL52/qO/bLI6YvuzEcYzhmGfZlW1jNr2fo+xa8k/Q/Vv/lq7sUtZzgaw225jOP8i4MZCyT8SxtY05HDvOh+w40utocmxRdrvourBKLXt4SX/OO90u6i8sx/o78YTppiSS1aI2lkHWDko88MADaG1tBQDMnTsXra2teOmll3DYYYfhwQcfzFa2KSMajWLFihW49dZbqefTpk3D4sWLue9EIhHDGgkAzc3Nxt9sxzOVp26BFLM2JHv0mT32zA7ugM8LfQhaBJLgnRzG3EsOSFa4RJlysU6mOaRZOUELSutBEbpcVkXMC7/Xi1g8jq64hgSxmnYKUyDkGBIc64NbsD2Q/JZgEDPlinJ4icU14ltWPzRrezHt0q2IxeJJSyg1SQcEE6uIY7/Xouyy74j6i3WSTp1jVtlNhWMyFATJMT9/pu8zHPOVXX7fM8cE/1vJcURz5sRxrmCLm8cxOybZOuYGyAkkgbjHjPdlzZ/p+0JFLG4zjvkcWxeNXsT1E5Fxtl/wOc4VjIkAh2NrG/M51t/R09P503Ikh93mY2SlfkBN0zSbNnbiWHzgyKmNeRyLDgRY60JzrKclt3LNA2L2HLOGAf2AGjc0D8OxqI1585F4bqPrYlE2fV6xssvK/S46D13ZdcWxxbJLH1Djyyo6f1EbyyBrSt2hhx5q/J2bm4tHH300W1llBLW1tYjH4ygtLaWel5aWoqamhvvOPffcg9tvv537W47AfBrwEx0skVRe9C0S1qxtMd2z2xB+DxIav4Ox26ymiZhvVqY7qyh/jfst/Rk5iMxJunsQd/HLpdcpyCi7pKO3aBtEtA0Q8NEcA8RgEWw15TIrtijBsUi4iLaaSF66Eglj8uJzTNeF5ZhVdqntEXaV68ix+BSYmGM/k17r/pZVEbO2MZ9j/TvkZCDPMSH0SWW3y1TyrG3M9H1D2aI5pri05E8rJOy3KCuxa45pNwY7jq1tTNcxzCwoPB5iESCQI7kCixSr7FJb3IL8Rf0l4PPCy/jeOnNMj4moDcdsHxNxrH+fshL7BdufljYmx7Gp7FJbuQ4c86zEEcayKx5HrNyzcizyQxO1McVLQqM4thy6YDnmLY4IZZdyOxFt2VramOVYfj60bqXajElhf7HyEiPqEiRlhWA+ZMurj2Nd2SUVNJGstraxvFKXte1XAGhsbMTf//53zJkzB/X19QCAlStXYvfu3dnMNi14iJUtAOMIMg9z5sxBU1OT8d/OnTuN33KCrNZOTKxE5G0qyK3A3826bWPt+KySJt5SMJ+TK0xaEaInUKuJmH6upzWVKnKSpgWSdduGr4iRPgSibQjRJEX6lrCDWLw9wghQW2VXjmM9rZ53gKPsshxbBKWfXhnyeGGdaWU5JuvpyDEz4fJ8pLoS/P7CbjHraUk/U3mOOcKV4BgQb+lYxxefY/JkpHj7lRkTCRdjUlAuvX7sJOmGY9ZnlxqTgkWbSO6wHMttcdPtJeKYm7+AY9NnV8yxdfuTrmMoIM+xtY27v0X4aPE4tsvf1iWCVcSE49ie4yCHY+s7fLmjP+NxLNz+ZGRIso3Nd7hzm4PbB+0Hxz+glgmOze1Xto3p5/o7ZD+2HrpwkOFMNAa7uc2JYxlkzVK3Zs0anHnmmSgqKsK2bdswa9YsFBcX4/XXX8f27dvxzDPPZCvrlDB48GD4fD6LVW7fvn0W652OUCiEUCjE/U20MqMm1jjtw2BZtQisFca3vF7EffRgcHpHtA3hp5RNdgXCH0RBnxc+r8dwPI4SHV96lUVtDRLKrs1qRrQy0/MnQ3dYHGAFK0NyC4zaGvRalV2RFYnLMVEXegKhB7HIShsg/M1Ijj0e6+k8J479jLJLbnELOWa2NEgLprTVkeFYT8vffhW1MZ2/Xxf63ZZdfzxZliBnko4yWxpOHNtZGCxbPYwFLcDx33Eck4yyG0uDYz9j2QWcFSF2+9fCMWzGpGBr0LKd5vNAtyEIx2ScPyb0tNR2mmMbW/On3RisyoNwWzxO15G17PIsL+KtQet8IG3ZZSx4urIr4xdt3c5L/p89oGbHsbWNrfMBqezyt7gl5zZGESPrKeRYsMi25VjQxqxll8exsxsFO/biFMd+Su7w809l+zVrlrrZs2fjyiuvxKZNmxAOh43nM2bMwIIFC7KVbcoIBoOYMGEC5s+fTz2fP38+Jk+e7Pp77LUs1FaPqONbti4S1HNLZ/XzFDHmHcEg0n+z3U6z5E+vgIICRYzattEn4y5+uajVjM8qKL0ea0BNc1Uu3uohhUuc2OIWcWzZhkiD46DfS90dqE+4PId8axtb6yLimF3JOnEcZIQ+vZJ2PhlJbr/xLLsxJn9bjilBaVV2WV74W4OEImZs29gIXWaSjDpwTHPJV9C4VmKhRYzPcY5lYuUpYqI2tstfxLHc4kTEMZm/kGOelVhoERPIPWoBmqCVKklXEcoXymtdTAf9PLknUhJIWSnoLwK/LiHHTP70QSj+OLbrL1aO2UUjr43Nd6JuOGbGBHtAzSyXdYubrQu7OGE5pq3EtKxk/RktPrvcNub3F/0dq7LrhmN2nhZzzN4Rz/LCtpcMsmapW758OR577DHL80MOOUToo3awMXv2bMycORMnnngiJk2ahMcffxw7duzAtdde6/pbIhMxPYGYHc/n9ViuMhEKSqJTxHRLXZw+VSPy36FOrCYEiphQILH5JxWxSFeC8vcit23YECFsWAneZEQeCOA7i9sPSBHHPC7ZiUX/jZ5AnKx+VkHp77ZgUhOrjele2MZ+WtmlV9J852tZAc63SOnKg7W/6PXhcQxw2oVVKv20ZZf2Q2OFvhzH+jNvt4sEuc3H+pNaJknSSszhmM5frGxS1hK/xyiL08TK45i07NLWErGyTfNCWx0TmlVBZMexeBFAc0xbifmO95bFCTGO9LLE4hrfSizgWH+HthLzLbsWZVdX9vV+ofvsSii7lhOrImWXkmFuOab9Se3GJE+GOyq7bP4Ja/48n12aY4fFCddn2Ilj/iKbPpDgMCYFddS/L+KYVxczf1Op5Fl2eYs2qYWW11oX+xPhfJ9dGWRNqQuHw9RpUB0bN27EkCFDspVtWrj00ktRV1eHO+64A9XV1Rg/fjzeeecdjBgxwvW3RM6/IouUnwioaSg8XcxkwPhOJYWL/oy/PSJyPtbzpzqYl+lgrCmY8euhwjcQ+ZPbNtaDGuyEr5nvkIoYtZqRU3ZN3xKPxCTNL5fOs8jqB/C2DkzFWueSp+z6iXA2sQSfY/YqOItll8MxK/TtD11YOeZymeD0lwRfIAnbheFY3/7VlUMuxyLFneE46Kf7hddj9kn3yi7tI0UqLyHDwpCg8id5IUNB+L1mWIdY90KLPQjFcswquzw3AsctdoHVUTfGcn2ULEoV51uccRSQ4pg94exBQjMtu7yDUHYc04cbrMou+06M4ZhVxOw4thzUYLinZVWC2PqW5zhK1IVUEmQWFKJtaXpMdrdlgq0LZ3FEKbvdbe9N1erH4ZgbH9OZY0rZJazElv6S4PSXRELIMZmfOH/mgFqXtb+IZKXFjcHLujF4Tb6kOTbr74Ssbb9+85vfxB133IFYLAYgeQBhx44duPXWW/Htb387W9mmjeuuuw7btm1DJBLBihUrcPrpp6f0HdYMz9t+JZUHu+1P9kokrkUsTvt2WKN+J/8f8nuhn/sgBSVvO0//zRKlXTeR+5n8yfhWPr7QF/mBWX0NSWWTUXbZb3E4FlmkRPlTWz0iqyMzUbEc84690/47nC1TEcdkvyAUMS7HcT7HXCsxh2Ovx3q/LX+rR7B10L3FrVuJ3bex2LJrbWNyArNybHfC17LVw7VIibY/6TFJbw2Kw7PEJMak5fAUd3vGYUwKOKa3X/lj0hIah7IS8/qxM8eAvWWXNyYd3RjsLGKWNpbnWGjZFXyLbWO3HGuaRlmJSTcGXn+xcOzKjYGui9nGpgWTZ3W0O30qCjEVYDkm2lEk92wPuxGKGDW3WdxxrLxQhgHKEp/ghsti5Q7bx+3dGFiOu5+nw3FP9Km7//77sX//fpSUlKCjowNTpkzB6NGjkZ+fj7vuuitb2fYY2G+/ciY2u5smgqKJlT52zrO8mEKPUAaICZQceM6OqaxwI/MXCXB+XWwHcSIhNMMDsFgwWWWXUhKIclFb3KyyG6CVXa7yEE9QsZdEVkdR/kG/WNkVb3HzFSFKERFZEFmO/XyLFFe4MKfDzPzt60jxwptYuflzLLsCh2GxksCZJJl2EQX3tihiXSbHTicj9Wciju2s5yIFncux6PCUpY1FCwqOIsYGWOZZcQQcO50+TeavOXJM1sVpi93M3xpuQzgZOnDMc2NgT4yyLgHsCWPeos3Yzuuy9hdaVtE7FLyDUCzHIYuya+WYtRKLlCeWY95BKCHH3MUs2cbWOSdVn12+skdzbLXsmnKHVHbtIk6IZLWIY4A3juxklRzHojEhg6xtvxYWFmLRokX48MMPsXLlSiQSCUyYMAFnnHFGtrLsUbAoQrzVL6OgWbY/OUod2cH8jNA3tyfILV42/+SgiMZp5YU1EfNjL9FCz2p1JCdvxsIhnKStExg7sckquzGBsivDsS7co/EEpez6GYFk6/NCrb5NZZeKveRS2aW2WS2TtP32pxk4k9iGoBQxYmITbDGHAz54PMlvxQTClexHVF1sFjT0thFP2WW3IWhlk52kdUWb4ljkG8rhWGyRkhiTcY1SwvWysBYpcRvzFTHeVWyW/sKs5Ck3DhHHjFJr8mJv2eXeNOE0Jolvke4bpJVYPwgl8g/U3RgoJ35C7vF8ia1t7Gw9F45JRnlgFTE7uSeW4WQbC+Se4BR1chyTbgxkGxOLfKkxyfjskotJYTw2O0u8aNFozzHQLauIeZLfj8UcB3yMz65g0codk5xFANfqyBmTzoenGHcgjzuO2VuJnJBxS91nn32Gd9991/j3N77xDQwZMgSPPvooLrvsMvz4xz+mbmHoqxBdhM4eIqDjAjH+GIZZl+9Izb7DH1xs/nJCv4vo+Dns/XRxTqd0EEimudvO+disCxV7iVXEur9J8SKy1DlwzD2VHCdiqDECiVrlCe55DDKKGB17ifHHYNrY2bIrVnZ5/cVO6FMxxATKbjLGEn9bnBRIvP4S43BMKrukfxwpQDVNs7Sx1cIg4phnRaJX0sb9n7wx6bSg0K8p61Z2zfxF/Sj5XjJCv922FU/ZpQ890BH62dOnfGWXy7HA6shuP1risSUIvhhllxuLME5w7GfqyOOL4Zj9TcQxOeGJrCViuce5WouxvBh3jAr6mMEX9xYEqwUzOSb5fYzqk4IFBVtmLscJjctLLMG2sTPHrKwWxjWkxjER242niOlXaDFuDOlwzB7sEfns0hEnaF64PpiUldrN1X2CNk7w5xaS4zDjxkDKVydkXKmbO3cu1qxZY/x77dq1mDVrFs466yzceuuteOutt3DPPfdkOtseh/yQef9n0pJhNrB+d1y0i14B6FuDUUsDm87X9Dse7rcCPnMC0Vc+5MQe9Ju/kdalIJE/aXnR6xLpsg4ifv7m8wiTv/6tqD55EyszXv4Bpo6AKfTzQmbHj3bJcRxkOObWn+WSfE4IBD1/vVykgqr7qLG8hIhvkVvcBi9uOPYxvDDf0suUEsc8zrpoQUm2sWER8XqM+2ptOY7Hab6IPEjlheXFiWN2TJD/p3gR1EWWY0v+Xfw2luU4JOKYU0eal3hKHJP5699KaNbFoZ5/xGZMkN8KB3zG1mDUTu4RW9whhmNeG0e6BOO4iy+rHOUej2NGqdW/ZSw0CGUzRHAsI/fygmzfc5IVYo6tslrUj01FwJYXCY7Jd0gZTv7fIiuJcoUYjqMMx2b+PLnH55jfxg7jmOjfXo/pB2f9Fi0rRXKPtBLLcEzLBGeO9fwPqk/d6tWrqS3WF198ESeffDLmzZuH2bNn4y9/+Qv+9a9/ZTrbHocBOUHj77ZonFi1eA1loC3SRU0GesDi1ki3oCasVXnGb11UB9OftxHPg34vcrvzaI10dX+LeEfPP9pFrRp0k28yD7MTFeUEjDzIcgX8Hu47Ab8XuSGzXKSvxIDc5Lc0DeiIxZn8RXU0+SLzDwd8RmiFtkiXkGNy28bkK8kxaUUjOSYHHo/jgM+DvJCZHjBXocn8iXe6OBwT3JO8ROMJi3An68/jWM/f2OIO+YwVa1uEbWM5jruIlbG4jd1xHPR5qD5O19HKMclLezSedHAWcExumxh1iXbXpbv+ej/W60K3sZXjIMVx95gk+0vIrCepVBp1jNIckzwC4P5mbWPzHVKw67y0RePdty2Q+evviDkGzDamZFWEnkBzZTmO28sREce0rOCMSeI3cvvTqEu0i7Ji6HXhyj1hG5vlJa3E+rc0Ldn/SIWHz7E5vtqY/EMBr6FAUBz7PdQ4ziTHpJU4n+GY7Be5EhyTCy2dl1hcQ6QrDvF8xOcYMNs4N+g3rFhWOaLXn+Welnv8Pk68w3BMWolJGQKAL6sZjnljleSlIxan/SYZORITcAyYbVwYDhg7Aex87ISMK3UNDQ3UDQyffPIJpk+fbvz7pJNOoq7T6qvIDfmozsrreKSg9vs8lCICsIqYtbP6ieekcPF7vcQgpju+X5Q/NfCZ8naXi+2sfi+jvOjveD3ID5ECzBS6bGcV5t/Fq2O38sJ5p1XAMVkukmNbZTcSpyL0y3DMhm8Qt7G1XABQlGsqHHSZ6fqLOCbrEmQVHkGZqcmA6S+O/cLrQb4kx6RPXz5nQcNyzFNegKTgk2tjvtAP+hmB3MV/h647Mya7rP0l+Y61v7Ac245JYRtbxwRg9pd4QkOkK8Fw7NTGcfoS+qDPsCTQiqioja1jkqwLfxw7c9xqwzGp7IvGpM/rQX7Y3FUgrY72+ZvlJZWXgrDf2CFpkxjHAZ9YeSJlJbWgysSYJJUE7rgn0kdZWcWMSQeOAVZWxYWymszfqjzxy+w0Jvxcjskyc8Yky3EXf0xQHAvHMV8eAsCAPIGsYuSIiGMy/4DfSyuoREgXJ2RcqSstLUVVVVWygNEoVq5ciUmTJhm/t7S0IBAIiF7vM8gN+qhO0RlLNlYowH8eDvgsQr8zlmzosN9HdVbjeYAekORztrN2dsW5+ZD5c8vlN58Dyc7KLTPznFRq9LwBIBykO2skZpbLrGPcLK+fqEv3aibiVGbieasrjq1lluE4oQGdsYTxDt3GceIdPvdAcntG39KxKzOPY12pNPP3EspunCmzqQjqz0N+6yTN7RfRLqouThzrFseI6J0uso+ZHOvpvZ7kNoTPsDrGqX6cx62jzzJJG2FALG3M51jUvwBQ/YLknz8miXJR/ThpdeSWmeU4aC1v0O81lC2TfysvlNxhZEiEUBDpfiFq4zhTR3YcWeUFNY78zmOV7cckx1Jyz2/Ww8K/pY2tHLcRHANJZZfO32FMMhwneeGUOcrIkaCVY3oMO8g9fdyz3HPS61ZH8zcRxz4uxwCQF6R3SLiy2ob7ZBsL5goXHFtkONMvIxTHxJgkZXt33voOiehbwnmiu1weD1AQ8lM7JML5kDPntUW6kCAOipB9meRYBhlX6qZPn45bb70VCxcuxJw5c5Cbm4vTTjvN+H3NmjUYPXp0prPtcQj7fdSgbO9uyNyADwVhs7N0xJIdMydAp9c0DR164wfpDtYR7f5WkHgn2oX2qHUQReMJRLrixjs5AZ+xmk1+q8v6rUgX2rufh4M+hIjTnGT+bJmp/MPW8urx0MjOqr+TE/QhPxTgPjf5ilMnLXOYwaJznCPBcXs0aXU087HhWP8WwXFOwIdcwlmerL+ljbl8xQ2O9Xhc5MQu1cZhs+6RrgThRE8LC/pbAUt5KY67t/P0fmEts6CNCY6pRYCljf2c514if5pjj8fcfqbKbGljK8dtBMdGPUP2fZ/Nn51YzTL7bdrYynGYyAMA2mNxfhvbcUy0idfroayO/G+J2thMb5Q5zHnH0sZ8jjVNM3imuCTqIsqf7C9d3VZHM3+/TRvz+3HIT1sd2zm8tEXj3DqSck8PPJ1PyB6RrOa1sb5lqSvPuUE/l2O2jUkZpvPSGUtaHXkct0pynBs0ZVUbUc+cgF/Qxl6uPNYPcDjLEaaNCcU1Gk9QoVYKUuS4tdvqaPZ9v1BW54c5Y5KQk9b6C8YkMx90MLKKakt9DhW2MTPnEIpzbtDPrb8MMq7U3XnnnfD5fJgyZQrmzZuHefPmIRg0fTaefPJJTJs2LdPZ9iiEAl54iUm6pZOeQPKI56IJryMWJ+Kh+c13IjFqYuF9K5eZQFqZ35zyT5bXTO/xeOh39IHHfIs3SdLl8lPfau6MUb/pK8OWzhiVv5lHzBgQ/DI7c0wqHK3kZGwZRPq3/IZAama+5fWaW4B0mf2GsCDLnMPUhawjACmOeYKdrKOZP8EZVUd7juOJ5GLCWITYlJnfxj7KkVzUL+n28hM8dlHlBUC8Y8Mxp42bifT6JJ3HEZS51DvEhEeUN9K9iicvjqfbixyTfI7DATO+GNkvLH1cgmMA3H4hHBOC8uqTNMl/h2BM8vjSrRW6eyidP9PHgvzykocIWNnDryPJMT0mk7wQ/HM4bmb6C0/uGQsK7jgSyD3SstnJTtJs/WXknqlwsMoTl+MAn2NdhutWqRbBIoB+x57jfOI3fhuLOI5RCwq6X4o5budwrGndCnrMmn8zI0dEHPt9XsPqKJorWI4pvmImxwC4+dvKPc741q/h4/VLGfidk7jDkCFDsHDhQjQ1NSE/Px8+n4/6/eWXX0Z+fn6ms+1RyOme0HR/oIb2KNVZBhLPyQ6m+yokNKCmqdP8XsCHgblJxbihLUZZ/XTn78b2qLHKyQ0mt6wKwn60dHYl84k556+Xt7GdGFzdzr0Dc4NobI+hoY1+Ry9XY3vU6NDk82TdTQGufwtoQ2N7jMlff4fM32+UNxbXUNuSDIfj7Z6kzTLTHOtKBcl9cmL1ISfgQ0csjtrWiBljKEDmH6XqPzDPrCPJsd7GrZEuusxU/WPGRJ5LcE9ynGtwHMCOeqChLUr9NpCoY0c0bOGrIxZHQ3sUgGn1I/MnOTZ5oTnOCyZ9QGNxDTVNnabVT1Rmor+w/Vtv45rmzu4+1kW8Y3JsBGYlOG6gOPZ1cxzEnqZOul8yHBd1/01y3NLZheZOczLweDxEmWNMG5PjyKxjYTgAryc5Jvc0dkBHDtPHyTqaY4Js4+SCZkBOAHVt0eQ4JiYdkmPemGT7l95f9rdEOOPYLJfe3mR5mzpixtYVPSa7x1GM1150eUlfx+omk5dc4jcRxw0Mxz6vB4VhP5o7u7rHsZVLdhyT5e0gONbr0tAeozkm5EhjWwxFuTC+xZN7uQTHel1Eco9Xrq6Ehn3NSRmuLyioMhMc623AchzyJy1s7dE46tqilNVP1C9IjsnFJJD0+WqJdHMc4/eXIKe/sP0LSI5J1LXT8j3gN/NvoxVq3d8s0pVAXVu3rOpeUAzk1IVU0BqZ/HODSWtsNJ7AvuZOyupncNxGczyAMyb1RePA3CCqmzqZetJjkrzqzyhvG0fu5QWwu7HDIkdIjgflBy3lbY10obkz1s2jLqusc6gMMm6p01FUVGRR6ACguLiYstz1ReidZVB+CABQ30Z3lkF5vOfJrQPdFL2zISko9ejhekdIvmN2Vv15XWsUHVHT8RkABnfnv7uxk7L6kfmTHVxPX9cWsQi3QXlByzuW/Akhoj+PdCVQ2xrlfquuLUpZpAaTdYyRg9hvKJc6L7rVb5BRZrJcfor7zhhTl+58djXQkzSZP/mOUXcOx/w29lF8dXDK1RrpQmNHTOJb5jssx4Vh8+TYLoMXTnsRHA8ScOzxeIx+sbOBnqT5+Zv9xY7julZ6chG18aA8U+gaihj7LUHfo/P3Y0Bu0HBw392tiOlj0ixzhHpHr3tyHNHW2OLusum86AsKqo1jnDHRZl3Q6L/tb41QVj8njhsYZQcAPY45+bPl0ieQeEJDdfeikddeZP25YyKQtMbqC0qdF31BQXLcweG4vjVqkS/6O3uaOimrH8lxp0uOLWOSkBWkhV4vVzSewL7uRWOOheOITRubfOV0Kx0kL/qCQoZj0upH1mU3NSZ9hKwQc8wqYqI+LmpjPe/2aBz13YtGc24h30kY+dBzi7kALgj5jW1xXVbxOBa3sVlekktShpNlptvYrCPZX1iO6yxtTPSXmLW/NHd2oblbhusLChmOSavfgJyAIassMpwaxwfx9KsCDHOuoby08iejWnLCMzpF9wRS326kTz63Klw5xCBKPqeFfjHzrWQ+Pu6EmxvwGek7YwnUtUW6v+WnvlXbGqEUi8GcQaQrYjoPev45AVp5qWuN8IVua4RSXHl14QkX8lvFHO5FHLOTNPUOwXFLpAuNHXwFdW9zJxVZXK9LbWuE8pMhFTGzjelysUKM91xXxFheci0c01Y/U+g4c2xO0oTQ43DcQChiOsf6b7sbO+gFBWdi01eyus/PbkboDxb0i+I8gmPC34y0VFrHEb+NiwUc83hhFxS1VB9jJzb+xEqNSaqN6QUVqYjtaexWxPR+nM+ri5+qI8lx0O9Fob5otIwjU47QbWxyb1GehLKKn78hQ5jFJFkXkpfcoB/FpKzkcBztMhUxvqwk+wufY0oRM8YRXa5aRo5QdRQsaEyO6UU+mz/NsaC/NCS/5eHIKorj7rzbonHUt+mKmL6gSf62ryVCWf24sjKY3DLUFTHhfNTK57iWmadIRYz9Fr+NJTnu5kW3+onGsc5xUwdn0dj9W3UTbfUz86fHRFFOwNh9sSio3PmQz3GusWikZQI7vki5JwOl1GUBhd1OmaRwaerW6AvCtEWMfA6YA7+qtq37efe3iI5vvhMwnnfGEsbq2/hWd6fYuj/5rbygj5mko1T+ut8P+Y61XO3GJF0YDlCKGFkusv56XXReBht1iaC5o8usC9HxWV70dyzlErwzmFDE9ncLfbYu5rcCzCRt1qUwHEBhjnmqiXyHxzGQ9HUaJOCYVMTMNqbLtb8lgpZOPX8/xXGzgGO2XKQi1szpLw3tMWMbxMyfrkth2Ko8kHUZSChi22rpdwYzHPu8HkqprGX6i8/rQXEu28Y0xzXNnWjrFohUf2mLosnoR/y6sByT46gwTFsdRf3Y+i2TY/IdvX3jCQ07ugW1qFx64GGS42aCY1IRY/M3LfEdhtWvgOkvbF3YdmE5rmPlC6GIkXy55ThZrmT6aFfC2Mo2xzFdLn1bli9DA5QiJmqX7XXthtWvIBwwxwRHvjjVhZXVFMft9v2lkJFhdBubY7ItGsfeZlpWWeReyG+x+pHlIi1iVllJy2Mg6a9qjMk2Wu6R+Zj50/NRUlaZMjwljvP4slLnuKkjhtrWiJEHj2N2TLB9n7SIVQn6i/4tryfpGyfi2EssGkX5723uRGvUlEmifpx8R8SxuTDX35GBUuqygMEFyUbSVyCb9rYaK40hBSHKIrZpb4vxHDCtAmt2NQIASrqfGxNbUyf2dQ/8koIQSD8p/Z0h+Um/K71TGt8qDHfnYXb83d0rnSEFIWoLzvgWk7/+vCDsRzhAW8T0VcuQ7s7I5j+kkK7jl9UthnVrcH6QsojpHdyJl2JiYtMH/pCCEKWIsXVx4ri2NWJs2+m8sO/odSxm6licF0TA56VWsrsIjkn+Rfmv292EhJYULsV5QSPvxo4YttW12XJcwnC8s77dUN6GFIQoRWzd7iaqXGwbDymg+8v+logxGQ8pCFEWMVEb688H5QWprcy6NqK/OLZx8vnaXcnyBnxJ3zRye0Jf5cq28fa6NkNQDikIGb5A8YSG/+1pojhm25jla29zxPCBHVIQQtBvnuY18w8LOKb7F9VfjDZm+ouA45Dfi4KQn1LE3HK8ZX+roTgPKQhRitjGGntZZfBFWK/3Npu8kG4UovwtHBMTq3Nd+Bznh/y0NZbDsWVMFtJtvLGmxVCcSRneFo1ja20rVRc2/8FMefc0dWI/IasKQqb13iqr+bwUu5BVIo4H5AYQZBYUThyzz9dXN6MrocHjSbaV/rypI4btde3d+dNyRNTGuxraUddqzm2kIqaPfRHHbLkoWZUfomQPyzH7reK8pGwjLbt6f7Ebx2T+63Y3QdOSMfoG5gYpWaUv9ETjmP3W9vp2NLQrpe6g4pRRgwAAwwbmAAA+394AABhTWoDcoJ9ytly+LfnbCcMHAgAqBuZSz48fPqD7W8nna3c3IRpPYHB+CIcMyIHH40FFMf3OCSPod/T8j69IPq8oTpZrW107aluTztRjhxZSZbaUq5iuy/Hdz4cWheHzetAS6cLGbgX1WD0fti4V/HIdVV6IkN+HwhwzhIH+m5k/U5fu53p5V+9sRFdCQ1lhGGWFYXg8HnFdWF4YjrfsTx7iyA36cHhpPpU/y7HlW911LB8QhseTtIht3d8Gjwc4dpj+Dl0uti76t44eNsDYUsgL+qBpwModjd356+/w89efr9zRCE1LfntwfhA+rwflRaI2FvGSTL9xbwtaIl0oCPkxekg+vy4V/Lqw39rfEsGO+nb4vB4cPazIIX/6+bHDBsDb7bsVDngRT2hYvbORrouljfnlGjU4DwNygwj5fSjtFrJmGwu+xXC8oboZ7dE4inICGDU4j3pHNI71bx3X/Vyv+56mTuxp6kTA58H4Q4r4XDIck3l4PB6UFIaSjuRdCaztVtyPZ/IRcax/6/CSfOSH/N1+WkEmH0HfYzheu7sJka4EBuUFDT50OeLU949nZMiO+nbsb4kg6PfiqPJC6jenuujPhxblwO/1oC0ax5fdCqrBvyTHY4cWItztRqH7FDrWhSnXFzsbEYtrKC0MobwoKauc+hibh55+a20b6tuiyAn4MKasgOJY1C6sPC4fkAOvJ6mIbd7XmpRVDP9OHB99SBECvuRhEP3U5grB2Gc51vNYtaMRCQ04ZEAOhhQkFbFDLFyK+36yHNaK2AAARjVJREFU7slvbdrXiubOLuSH/IYMd5KVlrE6IPm8tjWKbXXt8HpgyCprG/PLdWzFgG6LcxA5AR8SGgxZ5SQrdV50Hod3t6sTlFKXBXzjyBIAwCmjig2BCADnHzsUAODxeDDj6KHG88NK8nFk94CccXQZ9a3zjikHAIwrL8SIQbnE86Hwdi9jzhlvvlNSEMLJo4oBAGcfVWqsdJL5J781tCjHGLQAMO2oMuMC4XOIcuWH/Pj6mGRdpo4pMbZmAeD8Y5LpcoN+TD1iiPF88uhBxkqDrEvA58HZRyX/PfHQYur0nF4uj8eDGURdjiwrwGElyQE5Y7xZLo8HOLe7nEcfUoRDBuQQ3xoKT7cpiuR4aFEYE7on6bPHlxrWKjL/iuIcY8IAgOlHlSHUfV8kWa6CsB+nd9f5G0eWGCfGyG8VhAM47XCTl9MOH2Kc8CQ5Dvq9mHZUaZK7wwYbWzWAybHPa3IHAOMPKcTI7r5wDsGx1wOc0/3OsRVFGFoUpsql80K+M2xgDo7r7gtkHsn8k3U5dHAexpQWGM9nHF1mXHZNcjwgN4DTDh8MADhzbKlhfSB5GZAbxOTRg4znXx8zxNiWJzkO+b04a2ySl9MOG0yF6NG/FfB5cdY4853jKgYYQn0Gy0v3v08YMdBY7SfraJaf7GMjBuXi6G6lavp4Zkx25394ST5GD8kznp97zFDD14bkeFBeEJNHJ3k5a1ypYUFO5p/81uD8EE4eWWw8P+PIUiPcAdlfcgI+nDE2OSZPP2KIsQVJ8hLym2kA4KSRAzG0W5En6+L3eow6nzRyoLENRH4LoLk8dEgexnUvAGewvHRzOXao2T/1b+myiuR4SEEIp3TLqmnjygzuyPzLisLGJJdMV0rIKjP/vKDPkLtTxwxhZFXyWzlBH6aOMXmZdOggw/JClivg8xg8nXLoIGMBniwXIcOJ+o8pLcAR3coDOSYA4Lyjk/mPLy80FC69XKasMr9VVhjGiSN1GV7GlVXDBuYY/RNItqsuq6YTdSkI+TGFkFUhjqzKD5nyDAC+dthgw0pElivo8xoyYvJhg6hr93SOvYysGje0EId2L3TOYWS43q+PGTYA5SJZRbxzyIAcoy+cPZ7hpTv/kYNyjbkUSPZRQ1YR7VWUE8Bp3XU+Y2yJsWVN8lKUG8DXDhtsPJ86psSoM9nGIb8X08aVGtwVhKwy3O8z5TwAHDusCMMH5Vq+5SXmtuOHDzAWmsny0/1KBI+m6R5SCumiubkZRUVFaGpqQmFhUvBtrGnBi8t3YHhxLr4/cYTRwdqjXfj7wipEuuK49MThRgMDwLtrq7FsWz1OHT0YZ44zO8KOunb8Y8k2DCkI4YpJIw2HymhXAk99WoX69ii+fcIwHEFMwAu+2o8Pv9yH44cPwDePO8R4vre5E08uqkJ+yI8fTBpJXTv03NLt2NXQjvOOKaeUvxXb6/HWF9U4sqwAl55UYQy8xvYo5i3cCp/Xi+9PHG4ISk3T8PLnu7BxbwvOGleKiYeak/n6Pc341+c7MXJQLr5H8NIW6cK8hVsRiyfw3ZOGG5M0APxnzR6s2N6A0w8fgq8faQrnbbVteHbpdpQWhvCDSSMNoR/piuPJRdvQ1BHDdyYcgsNKTF4+2rgPn2zcjxNHDjQUZyAZnuGpT7ehMOzHDyaPNBSOrngCzyzZjprmTpx/TLmxYgOAZVX1eGdtNcaVF+LiCcMMXurbovj7wq0I+r34/sQRhr+Fpml4aflObNrXirOPKjOUcCBptn9lxS4cOiQPl588HH49kGqkC/MWbEU8oeGyU4ZTiuy/V+/G6p2NmHLEEGrS2rK/Ff9cugPlA8L4/sQRBi+dsTieWFSFls4uXHziMMPqBgAfbNiLhZtqccqoYkrY7G7swNOfVmFAbhA/mDTC8AeJxRP4x+Jt2N8SwQXHleOocpOXJVvq8N//1WD8IUX49gmHGLzUtkbwxKIqhP0+fH/icGN7MZHQ8MLyHaja34YZR5dhwgiTlzW7GvHayt0YXZKPy08ebigAzZ0x/H3BVmgALjt5OMq7edE0Df9evQdrdjXh60cOoRTszfta8M/PduCQATmYOWmEMRl2RON4YtFWtEXjuOTECsPqBgDv/a8Gi7fUYdLoQdSktauhHf9YvA0D84K4YtJIQxGLxRN4+tNtqG2N4MLjDzEs4QCweHMt3lu/F8dWFOHC40xe9rckeckN+jBz4ghjEZBIaPjnsh3YXtuGc44ZalgjgeSq/41Vu3F4aT4uO2m4oTw1dcTw94Vb4QFw+SkjUFZkjsnXVu7G//Y048yxJZhMTFpf7W3BC8t2oGJgUlbpixVdVnXG4rj0pAqMGGTyUrmuGp9V1WPy6ME4i5FVzyzZhsEFIfxg0gjjMBApqy46fphhXQKAhZv244MNVlm1r7kTT3xahfygVVb987Pt2FnfjnOPKTcWJ0DSuvHWF3twZFkBLjmxwuCFklWnDDe24DRNw8srduHL6qSsmkQsPDZUJ2XViGKrrPr7wipE43GLrHpnbTWWb6vHaYcPxjeONHnRZVVJQQhXTLbKqsaOKL5zwjAcTsjwjzfuw8cb92PCiIGUsl3T1ImnPq1CQdiPmZNGGgpHVzyBZ5duR3WTVVYt31aPt9dUY9zQQlx8olVWBXxJWaUvzDVNw78+34mv9lpl1f/2JGXVqMFiWfXdkysMSxgAvPXFHqzc0WCRVVv3t+K5pTswtCiMmZP4suo7E4YZi3wA+PDLvVjwVS1OHlVMLXz2NHbg6cXbUJQToGRVVzyBfyzZjr3Nnbjg2HLDEg4AS7fWoXJdDY4qL8R3CBle1xrB3xdVIeT3YubEEZSsenH5Tmzd34rp48sMJRxIbhW/unIXX1YtrIKmaRZZ9eYXe/DFziZMHTOEUrA372vF858lZfg3jxqIkkHFlH7Bg1LqMgieUqegoKCgoKCgkA5k9Qu1/aqgoKCgoKCg0AeQ8Rsl+jN0o2dzc/NBLomCgoKCgoJCX4GuVzhtriqlLoNoaUmeqKqoqDjIJVFQUFBQUFDoa2hpaUFRUZHwd+VTl0EkEgls3LgR48aNw86dO/ulX11zczMqKipU/fth/ftz3QFV//5c//5cd0DV/0DUX9M0tLS0oLy8HF6v2HNOWeoyCK/Xi0MOSZ7aKiws7JedW4eqf/+tf3+uO6Dq35/r35/rDqj6Z7v+dhY6HeqghIKCgoKCgoJCH4BS6hQUFBQUFBQU+gCUUpdhhEIh3HbbbQiFQs6J+yBU/ftv/ftz3QFV//5c//5cd0DVvyfVXx2UUFBQUFBQUFDoA1CWOgUFBQUFBQWFPgCl1CkoKCgoKCgo9AEopU5BQUFBQUFBoQ9AKXUKCgoKCgoKCn0ASqlTUFBQUFBQUOgDUEqdgoKCgoKCgkIfgFLqFBQUFBQUFBT6AJRSp6CgoKCgoKDQB6CUOgUFBQUFBQWFPgCl1CkoKCgoKCgo9AEopU5BQUFBQUFBoQ9AKXUKCgoKCgoKCn0A/oNdgL6ERCKBPXv2oKCgAB6P52AXR0FBQUFBQaEPQNM0tLS0oLy8HF6v2B6nlLoMYs+ePaioqDjYxVBQUFBQUFDog9i5cyeGDRsm/F0pdRlEQUEBgCTphYWFB7k0CgoKvRHz19fgZy99Ifz9wUuPxVnjyg5giRQUFA42mpubUVFRYegZIiilLoPQt1wLCwuVUqegoOAa8YSGP7y3FN5QrjDNne9tw4UnHw6fV7l4KCj0Nzi5dqmDEgoKCgo9BEu31qGxPWabpqE9hqVb6w5QiRQUFHoTlFKnoKCg0EOweEttRtMppIZ4QsOSLXX49+rdWLKlDvGEdrCLpKAgBbX9qqCgoNBDsKyqXird7oaOLJek/6JyXTVuf2s9qps6jWdDi8K47fxxmD5+6EEsmYKCM5SlTkFBQaEHIJ7QsHJbg1TaRCKR5dL0T1Suq8ZPnltJKXQAUNPUiZ88txKV66oPUskUFOSglDoFBQWFHoClW+sQl0yr4mBmHvGEhltfWwveRqv+7Pa31qutWIUeDaXUKSgoKPQALNkif/hh2EDx6ViF1PDIh5tsD6loAKqbOqW3yBUUDgaUUqegoKDQA6BxbUR8TD5scBZL0v8QT2h46tNtUmn3tXQ6J1JQOEhQByUUFBQUegAKwwGpdDkBHyYeOijLpelfWFZVj8YO+1AyOgbnhbJcGoVsI57QsKyqHvtaOlFSEMbJo4r7TNxHpdQpKCgo9AA0dkSl0p1+xOA+MwH1FNQ0u7C+Kep7NSrXVWPum+upNi8rDGPuBX3jdLPaflVQUFDoAahulFMscgK+LJek/6G+NSKdttZFWoWehcp11bj2uZUWJb6muRPX9pHTzUqpU1BQUOgBGDognNF0CvIozgtKpy0pUPz3Ruinm+0w57W1vf50s1LqFBQUFHoABuTIKRay6RTkUVIop6gV5wVx8qjiLJdGIRvoL1fwKaVOQUFBoQdA1qdONp2CC0gaZyYfOkj5M/ZS9Jcr+JRSp6CgoNADIOtTJ5tOQR61bXJ+cou21Pb67bn+Ctmr9Xr7FXxKqVNQUFDoASgtkguV0RbtynJJ+h8G58tx39geU8GHeylkx5dsup4KpdQpKCgo9AC0dMgpa59urlPWokzDBZ0q+HDvhOz4kk3XU6Hi1CkoKLhCtCuBZ5dsw/b6dowozsXMSSMR9Kv1YbrY3yK3BdgejWNZVT0mjVYBiDMF2e1XQJ1+7a2QHV+y6XoqlFKn0C/QlyOIH0jc8856zFtYBdJQdNc7GzDrtFGYc864g1ewPoC8kLw4VtaizEJ2+1Wdfu29kB1fbsZhT0TvLr2CggQq11Xjtn//D3uJFVhpQQi3f/OoPhFB/EDhnnfW47EFVZbnCQ3Gc6XYpY4xZQXSaZW1KMOQ3H79wcQRajHYSyE7vtyMw54ItWei0KehRxDfy5jU97ZE+kwE8QOBaFeCq9CReGxBFaJdiQNUor4H2VAleSGfshZlGLLbr6OG5GW5JArZQnOn3N2+sul6KpRSp9BnEU9omP2vL2zT3PKvL5TTuQSeXLg1o+kUrFi3q1kqXcWAHGUtyjBkt19l0yn0POyRDFUim66nQil1Cn0WizfXoj0at03TFo1j8WZ+sMl4QsOSLXX49+rdWLKlf584fGXlzoymU7AiJyh3p+uw4twsl6QfQnZo918R0Oshe2dvb7/bV/nUKfRZvLpyl3S6044YQj2rXFeNuW+upy5+LisMY+4F4/qlH15Ns5ygk02nYEVJgZwVSDadgjxkt1/dnJJV6FnICcqpO7LpeiqUpU6hz0I2SCubTvfDIxU6AKhp7uy/fniapIlCNp2CBYU5gYymU5BHX95+jXYl8MTCrfj9v9fhiYVb+63fa39ZNPVulVRBwQZDJAUwmS6e0HDra2tt0895bS3OGlfWr/yagn4vEHWeDFS8utQh25/6U787YOij268qBJGJ/rJoUhJYoc8ilUG8dGsdGtvtTz81tMewdGtdWmXrbQhLKmuy6RSsKAzL9Vd192vmsU/Sj0o2XU+AHoKIdQXWQxDd8876g1Owg4T+smiSttStWbNG+qPHHHNMSoVRUMgkUhnES7bIKWtLttTh1MMGp1Su3ojSojD2NDuH3CgtUvHTUkVTh1wohffW1yCe0Hr95NOTUC+prMmmO9iIdiUwb6F9CKJ5C6twy7Qj+411vTAsp+7IpuupkG7N4447Dscff7zxf7v/ZLFgwQKcf/75KC8vh8fjwRtvvEH9rmka5s6di/LycuTk5GDq1Kn43//+R6WJRCK48cYbMXjwYOTl5eGCCy7Arl20g3xDQwNmzpyJoqIiFBUVYebMmWhsbKTS7NixA+effz7y8vIwePBg3HTTTYhG5eJGKfRMyFo+yHQJTc7fRDZdX8HokvyMplOwwiOpo7VG4upS+QyjOC8olW5XQ3uWS5IZPLtkm8VCxyKhJdP1FzS2y/lYy6brqZBW6qqqqrB161ZUVVXh1VdfxahRo/Doo49i1apVWLVqFR599FGMHj0ar776qnTmbW1tOPbYY/HII49wf//jH/+IBx54AI888giWL1+OsrIynHXWWWhpaTHS3HzzzXj99dfx4osvYtGiRWhtbcV5552HeNwMZXH55Zdj9erVqKysRGVlJVavXo2ZM2cav8fjcZx77rloa2vDokWL8OKLL+LVV1/FLbfcIl0XhZ4HWcsHmW5Ajpxwl03XV7BhT4tzIhfpFKwY4MKXR10TllmUFMpZmP/9RXWvCG20rU5O+ZRN1xdQ3SQXf042XU+FtJ1xxIgRxt8XX3wx/vKXv+Ccc84xnh1zzDGoqKjA7373O1x44YVS35wxYwZmzJjB/U3TNDz00EP4zW9+g4suuggA8I9//AOlpaV4/vnncc0116CpqQlPPPEEnn32WZx55pkAgOeeew4VFRV4//33cfbZZ2PDhg2orKzE0qVLccoppwAA5s2bh0mTJmHjxo0YM2YM3nvvPaxfvx47d+5EeXk5AOBPf/oTrrzyStx1110oLCzkljESiSASMc3xzc1ywUMVDgy27m+VSkdaSFJRBPsDmjrlVq+y6RSsKM6TP3WnrgnLMCT1tPq2KJZV1WPS6EHZLU+a0CRPocum6wtISNZVNl1PRUqb6WvXrsWoUaMsz0eNGoX16zPjfFlVVYWamhpMmzbNeBYKhTBlyhQsXrwYALBixQrEYjEqTXl5OcaPH2+kWbJkCYqKigyFDgAmTpyIoqIiKs348eMNhQ4Azj77bEQiEaxYsUJYxnvuucfY0i0qKkJFRUVG6q6QPuIJDYs275dKS1lIZN2U+pk7U0m+nGVSNp2CFY3tcu4ehWG/q2vC+kMQ7XTr6Cb+XG+wkuaF5QJZy6brC0hXtPeWcZSSR+DYsWNx55134oknnkA4nFwxRiIR3HnnnRg7dmxGClZTUwMAKC0tpZ6XlpZi+/btRppgMIiBAwda0ujv19TUoKSkxPL9kpISKg2bz8CBAxEMBo00PMyZMwezZ882/t3c3KwUux6CZVX1aI3I+b2Rsadkt8DcbJX1BZwwciBW7mySSqeQGgbkyinE3zr+EOlDEv0hiHblumrc/tZ6VDeZdRxaFMZt58vX0U38ud5gJd3bJKekyqbrCygbINduvHS9aRylpNT97W9/w/nnn4+Kigoce+yxAIAvvvgCHo8H//nPfzJaQA/jPaxpmuUZCzYNL30qaViEQiGEQr07UGFfBRs42A5lRTnG37JbYG62yvoCAj45o75sOgUr6tvkLHXDBspdE6YH0WahB9H+2/dP6HETkltUrqvGT55badk9rW4y63jWuDIsq6rHvpZOlBSEcfKoYqtSLGl0Kc4LurKSHiyo7Vcr2iRdQ9h0vW0cpaTUnXzyyaiqqsJzzz2HL7/8Epqm4dJLL8Xll1+OvLy8jBSsrKwMQNKKNnSoSdi+ffsMq1pZWRmi0SgaGhooa92+ffswefJkI83evXst39+/fz/1nc8++4z6vaGhAbFYzGLBU8gsol0JPLtkG7bXt2NEcS5mThqZkSP2sqEHPAAmjDD7juwWmGy6voImh9h9Or6qacG/V+8WT54KQtS3S4bVkEjXH4JoxxMabn9rva0+NvtfX6Ag/D/sJa6vKysMYe4FR1ETsez264XHlfdavvo7NMkN2O315kGJ3jiOUg7Ikpubix//+MeZLAuFUaNGoaysDPPnzzfCpESjUXzyySe47777AAATJkxAIBDA/PnzcckllwAAqqursW7dOvzxj38EAEyaNAlNTU1YtmwZTj75ZADAZ599hqamJkPxmzRpEu666y5UV1cbCuR7772HUCiECRMmZKQ+HdE47n5nPbbVtWPkoFz8+pxx0hd491VkM9q57FaWBmDF9gbD8Vk2tIFsur6C/S1yk94HX+7HB18mfRl76vZET4VsUOHlVfVYsqXOVml2E0S7t8ZbXFZVT2258tAejaM9Gqee1TRHLBYW2e3XM8aqRX5vhazOtWJ7gxEHsjeOI2ml7s0338SMGTMQCATw5ptv2qa94IILpL7Z2tqKzZs3G/+uqqrC6tWrUVxcjOHDh+Pmm2/G3XffjcMPPxyHH3447r77buTm5uLyyy8HABQVFeGqq67CLbfcgkGDBqG4uBg///nPcfTRRxunYceOHYvp06dj1qxZeOyxxwAAP/7xj3HeeedhzJgxAIBp06Zh3LhxmDlzJv7v//4P9fX1+PnPf45Zs2YJT766waxnlmP++n3GvxduAp5dugNnjSvBvB+clPb3eyP0aOcs9GjnANJS7GS3sgDa8bkv3wGZDvJC7td/6WxPxBMalm6pw5KttQA8mDR6ECYeOqjHrIazAdmtsM+3N+KyeUtRWhDC7d88isvtp5trpb716ebaHjMZuYUbFwsefvriaqy/o9vC0kevCVMwccywAQB2OKZrj8aNE86Lt8iNo8Vbes44kpbUF154oXHowC5kicfjoWLE2eHzzz/H17/+dePf+qGDK664Ak8//TR++ctfoqOjA9dddx0aGhpwyimn4L333kNBQYHxzoMPPgi/349LLrkEHR0dOOOMM/D000/D5zOtYP/85z9x0003GadkL7jgAio2ns/nw9tvv43rrrsOp556KnJycnD55Zfj/vvvl6qHHViFjsT89fsw65nl/U6xk4l2/viCKnztsCGob4+mtJXX4GJ7lHR8/rJGLs7alzUtOO2IIdJ59HaMHVqAN1an9q7b7YnKddW49dU1aOwwfVse+WgzBuQGcO9FR/dZy1/5wBznRAT2tlgtTjr2NMrF2pJN1xNR05RejLVIVwKLNu3HlDElfe6aMFlXuX7kUudocSNR0x2rbneD3Pj477oa/OLsI1MqV6YhrdQlEgnu3+lg6tSptqtTj8eDuXPnYu7cucI04XAYDz/8MB5++GFhmuLiYjz33HO2ZRk+fHjGD3l0RONChU7H/PX70BGN96utWJlo5xqAmU8uM/7tditPNjp/fshHOT7vlIwYv2hzLWadfqhcJgcI8YTm7BCeIgbnp37iz832hMgpGUgK5Z7omJwppBrQ+pZ/fWFRmmWjLfTQqAxSWLhJzopih8c+2YwpY0r63DVhtZLllE3XF+Bmoa/v9JRLnpjdvL8N0a5Ej7hyLWMlYK/dUgDuelsuZt+3//pplkvSs7BFMigwCX0rr3JdtVR62ZAjZx9FT4YVkicLl1XV96g4RZXrqnHqvR/isnlL8dMXV+OyeUtx6r0fSvPlBDfb2TzI3KkbT2i46YVVjuluf2t9j+I+U2jsSI3jtmgciy3brX1/P9HJn04GK3c24ff/Xoe1uxql0veWa8I6u+R2y2TT9QXILvQBoLjbvWbSofJbqv9YvM1libKDlJS6++67Dy+99JLx74svvhjFxcU45JBD8MUXX2SscL0dq3c2SqVbX92CaFf/uUt0o+QWJw9zXlsrNaHLhhyZPJoetEeWFghS0uiIxbF0q7OiciCgW7dYHyO3irAd3Kxy+XBus0Wb9iMad05X3dTZJ+8+lT0owcOrK+n7rvtDDO3cQPq7G52xBJ5Zsh1vfCE3RnrLNWFhvxw3sun6AmTvAgeSO0MA4HWhCS6r6hnzQUpK3WOPPWYE2Z0/fz7ef/99VFZWYsaMGfjFL36R0QL2ZrR2yu/hP/2pvY9ZX0IwkLqBWN/Kc0KqoUnc+MzI3liRTcgeuU93InKzyuXhlFHO1yr99aMt0t/rDVH93SKdmGG9xYKUSYwc5M4HMRPQrwnr6RgsebOLbLq+ADdXO+phrtzMBz3FPzWlkCbV1dWGUvef//wHl1xyCaZNm4aRI0dS13H1d3TG5O/BfHddDX48ZXQWS9NzkO4KW+akkWxIkx319GS4emeDdDnWSNywkG0cqCP31WkqDQkJC9zKnfKTZW+I6u8ENkZjPA2lLsT48sgeunB7OKMnoa7t4Ny/zFtQZCvepkLm4GZhuryqHqcePhi1LhaPDS6umssmUlLqBg4ciJ07d6KiogKVlZW48847ASRXmrInX/sDWiPyXGzZn/qWZG9DOJiesNtV76xgyPqAvb5qN35//lGGX50bg1Zn7OD3dRlfNT1dqkpdPKHhrTXpbeG+snonpoy1XtdHIuqCzmxH9c/2JM2L0ZgOBjFxE2UPXaR6OKMnYKfkycRMg11Q8Nryzrc34OrTRuI35x51gEuXRJ2k/JNNlw56isLrZvt10Zb9OPXwwah3sXDo6CEuVCkpdRdddBEuv/xyHH744airq8OMGTMAAKtXr8Zhhx2W0QL2ZrhZeLd1HnwF4UAh3fsGZU5syfqANXd2GTGJAPkAlQAQTmMbOVOIa3KCxC6d06nZpVvrEEtTXi3ZXJfRmyayGa8um0Gx9e/zYjRmErKHLlbukLdM9zTEDoKTP3tNmKgtNQDzFm7Dtrp2bsgqO0UnE0rQGsmDHznBlO8fkMI976zH4wuqKI/aO9/egB+fnpmx5AZuDiLpuzB6aBMZ5GTAxzMTSKlFH3zwQYwcORI7d+7EH//4R+Tn5wNIbsted911GS1gb4bHxcmybEc0yWa4C7cI+tLLV0YQuTG1k9spRw6VOygBAMW58iu/bKFF0k9ElE7mompZa6Adatti+OmLqwFAGDQ3xwd0SM7Tv3tjHUYOyo4FLZtBsaNdCTzuEKMxFdS20hOW7KGLBV/tN6Ln9zak6+eZCr5JXBMm05bz1+/DW1/swfnHlhvP7BYNACz97w9vb8A1LpSg1s4utETkVmElBdkLom6n8GZiLLmFm4NI+i4MeS+4E04cPsBtkbKClJS6QCCAn//855bnN998c7rl6VNws7NyeGlm7szloXJdNW779/+wl7jqyS4afU+HjCByY2ont1NeXbHLJiUNr7cnWOpSTyd7UbWW4bAXoqC5OUEfOiS1umeXbgdgnfDSWbxEuxJ43MGC9viCKtwy7ciUFcl/LN6WlYCv+xnrteyhi45YgrJU9yaEA34AB9avbtgAc5KXbcvfvL4W5xw9FD6vR2rRwIMbJeimF/hxHnnIC2fHmhDtSjhaox9Lcyy5xVDJmHMAcEh32sIceRXp2xOGuy4TD+laalO2vT777LN47LHHsHXrVixZsgQjRozAQw89hFGjRuGb3/xmqp/tUwj4fYDkYYmcYBC///e6jPsciCZuu2j02UakK71ZrUBioMmedAr7vdR2CnnxtxOGSca0SwdOSsp+SUdeNl08oeGWf9mHH7rl5WRQW9mYf25BXdOE5NZWfYd7Pyl98jh++EBHq6Mdnv60ylF91brTpXqoKWthD9IYUj3tJHG0K4GnPt3aHbhdw7RxZbjy1FEWmXjIgDB1+fqBQH7YjycWbsX2+nZ8JhnSSHfxmDBiYFpWWlklaIWLLfX1u7Pjy/2UZDSHpz6twjUH6IBgseThOQAYXz4AAPBltTw/3gxYu+2suNd/bZhcOVLJ+K9//Stmz56NGTNmoLGx0TgcMWDAADz00EOpfLJPYmiRvGn7s20NeGbJdvzh7Q048nfv4p535AIX2yGe0IwtLxF++uJq23AX8YSGJVuS/lBLttRlJEZTyJ9e55fxyZPemmHStUfkTyxPzvJdfzIBhWXbg023eHMt2hxOJrRFkkFtZWP+uUWkK4FFX5lhYYakcaL1sQVVacfqe299jVResul4YC+XzxQ8ntTHZU86SXzPO+txxG/fxT3vbsTn2xvw+fZG3P3ulxjzW6tMPO2wA39N369eXYs/vL0BzyzZjo175YOo72vpzIiV9m+fbHZM0xGVl2HZOux1IMaSW7iRY0OKkmOi3UUEi+Q91alDt+KyIl234v7pvS+lvpOSUvfwww9j3rx5+M1vfkPdsXriiSdi7Vr7mFn9CaMHp7alqjdiuordoq/2I+JwIoedWElk65aCAXnpWX5KJZRlWetSZ/f2kw43BtKTRmbmBCZPcZYNKLxV8nYONt0rktvMr6zYJR3zLxU8vnBr1r5NQiZWX7NkXElRumhXAk8s3Irf/3sdnli4lRtQvDgvO6dN0wlcrMfkOtiwO0Ci+2GRMrE1SwpyNlBSEMaybelbaf8uM15cKI7p+jeL0NIhpwzJpssE3NyKowcfHpIvrwjK3hPLg4x/5tOLt0t9K6Xt16qqKhx//PGW56FQCG1tbal8sk+iIc0O+/jC9HwOZCfMxxduxZQj6XATsv5WqWBbbXpbJs3tzry6WZWR209uDJErtjek7YvEO6hQWhBCo8P2sb412izZx9h066sbpd5bX92I04/InkVkZ52pbEbi2QsJIBOrr1hyIcBLJ3tiNlvO/Z2MAtkl62yJzPTjdCHjgwXQPo0H46BEKtDvl374g6/S/labRJisnKAPUcloCm4C8rrB4PwAvrK/9txId6AgGxHBA3OhU+jC9WS/C9cdFjJWXFkrb0rawqhRo7B69WrL83fffRdjx45N5ZN9EukeF9e09O6T2yN5NyKbTsbfava/VuPTzbVS27Id0TjmvPYFvn7/Rzj7wU8sAX/d4qu9zn4OblZlgwkFMOCTHxLp+iKJrHF7WyKOFlZ9a1RW32fTtUvGUGyPxLNqqaslDu9k+8qixVvst0eaOyUVZCad07YJZXHPxikJAF0Jeot93R75wNg9wafu2SXbpNLpPo2A3C0lPQFlheFuv9H0297rgaM7TLkLt582F1u1bnB0xYCMpssEZF3eNCQXOoC70EnpjKNM+tqmpHX84he/wPXXX4/Ozk5omoZly5bhhRdewN13340nnngiY4Xr7cjEcfHPqmox6/RDU3p3aGEQVbXOltOhhfSWkIy/VXs0ge/9/TPj3yKH9FnPLO92eM4c9kjEDnJ1Vykxbt0IucFp+JrJXO/lhFdW7ETA5wPgXOaAj1aYZE9HapomfTtHKmgnulm2ryxy2h6RjR5PppPZNiEt7jIxFlOBBmDpljqcenjSEtnqwjc0nX6cKWyrk1/ovbOuGj+eMtrVvZwHE7sbOxBPaOiMpa/UJTTgsnlLjX/z5O6okgJs2CvHpydLt/8W58r1Kdl0mcApowbhEcmrCHUFzU0UhYY0rJ5tLsarE1Ky1P3whz/Ebbfdhl/+8pdob2/H5Zdfjr/97W94+OGHcdppp2WscL0dmTguXpNGoN6KQXI+fWy6V1bsdJ0XzyE9GwodANS1Rh39o9zIe3KijbmJCp6GPJS53ssJG2qapU9cselktzoj8URWLXU0sjtJJxx96txb6mS3TXSL+556eed6tyAdtfNDLtbrPUA3iifkx93G6mYAQG0PuZbJCXrYmEgGgiWzu+o8udvkQq4MzM1O8GHZbV02XUc0jt+9sRYzn/gMv3tjLToy6DfpZhGgHx5yE7CY50Mri3gGXU9Sjpsxa9YsbN++Hfv27UNNTQ2WLVuGVatWqRslCGTiuLjMoQARyK0tN+nWu9i6YaE7pHdE41lR6AAgGtewaON+28HvZoVVGDAFmxufunSsLk5bgTKIxxPScZTYdLL+0T6P/D266UI2PEuqcGov2UtdyHSy2yZ6uu2N2YurRvbdM4+yv5KNRLash27Q0Cbf9h3dIZEGu3BiP9jY19KJbF5AM+e1tYh2JbBkS52rRVi6N8WQIBWyTzbulXqHjIE565nlGPv7Sjy7dAcWbqrFs0t3YOzvKzHrmeUZKd8+F/18TGkyCL2bA0g5gdRXR1skdtRk4UpNb2xsxPXXX4/33nsPgUAAt956K2644QbcfvvtuP/++zFu3Dg8+eSTGStcb0cmjovXtUZSjl8nG3ONTdeQhgVJd0h/e82elL8hgyv+YQ70hZuAZ5fuwFnjSowredw4AD+7bDu+flQpAHfXhKWzbSVzf60TAj4PhkieJGbTyW67eOA5YJa6HQ3pc2KHzixcKyXrH6qHMsmOR10ST35ahec/244Thg/EcS6i2/eE7dfPttY7J+qGsf+RTTIzjJKCMBqzeNKzoT2Gk++a7zqPQIZuErn6H8vx/gb3i3jdqmi3qzN//T7MemY597o1GejBfN9dJx8+5ep/LMNr13/NVcDiow4ZkELpkohm0FLnSqn79a9/jQULFuCKK65AZWUlfvazn6GyshKdnZ145513MGXKlIwVrC+gfEAYK3ak943VO5uxemdyu8HtnXmyK0M2XSye3uS3eEstPs2AJcotyMHvZvt17W7TMpkb8qGzXbL+acjDTFhHaltjaJdcalcxQVpDkp0jFPBm1VJ32UTz+qRMxEC0Q8jFIRgZxBOadKyybG1zkeiMJdAZS+DDjfvx4UZ+mCIumH7c1B7Dj55ehj1NnSgvCuPJK09GUZavxGtycff1+PLktZQ94YCHDPTTlIksHZLRkYrSmM4CXscFjyzEml3NKb1b09SBTzbsc9zVmb9+HzqiceS4vE+Td/esDHQfzwE58rJvRhpB/AfmBtCcofvfXUmat99+G0899RTOPPNMXHfddTjssMNwxBFHqIDDDDqicfzfG2ulI47Lwu2dedvq5Ey67CohkqZNfld9O1oPYPwhEvrgd7P9qmka9jdH8K1HF6FeVqEDsK859UmlKQPWr0gsjphk6IomJgyMrKWuvjWGRz7a5Lpsshg1oND4uzg3iJrm7FkFM+1XL4rvyEN9N/9+yBxrObAgFxhT/u9DbK8zFwDVTZ049o73MGJQDj75xTdSzsPp6iM3+s5TP5rUXe4D5euZHvTTlE4n2g8G8tz4XnLw5spdKSt0APDRxlp8uFHOAHDHW+twz7ePlf62XdxDRySSo9SNT1064WGOOmQAttdnJhCzqxbds2cPxo1LKhOHHnoowuEwrr766owUpC/hpLvehzeUvSukZK6LiXYl0CB5j2aUvbYrzcmvtjWCcMCHA30vo46J97yPAWH5rl3bFsNJd7/vOh83YVMAc2KrqmvDuur0HeajXQkUSVqAQkxfCUg61bXGEmitzd62KBmP79DBeVhfk72DBHmhzFqb3ARO7uzefvX5PK5iyB0I6E7hrEJHYntdB6b834f45BffcH03Jc9awu46DMzxoU5SXm3c24JJ+YMO4AGe9FHT1IHwAbrj1A1KC9M7wX+zQ+grJ7gZCR9+Kb+9Kxv3UIQuLSkf3fjUOcUWtUMmY0C7UuoSiQQCAVMw+nw+5OVl7yJ6BTGeXLQV104VH0p5WvLuPQAoYBSggM9rCWbqBttq29HowvE502jq6ELTAbAUutmWvOvt9fj7oqqMhimLJOR9APe1RnHorW9DA1CcF0B928FRuFnsJvzoMrEVZIf5G/bh4zV7ceXzn1PPA17gg9lfh5tIYk3tMSx3EVuqoaUFx8ytRKSHKXT61mBTe0yo0OnYXteB2/69Ds8s2W6roJEQWUv0XYdoPI6kq6M8L/q2a6IXOdW5XQAeKPAsUU73TetYvLkWB9L2KAr70drZhZ+9tAo7GjowfGAOHrz0ePzzM7nbF0RojiRvh1m9U/4eXRnZ3tQew+V/W4D/7Uv24UG5Abx90+nYKBF7VRaulDpN03DllVciFEpq952dnbj22mstit1rr72WsQIq8PHaql22Sl2lC6dQ/aSPjoJQAC2R1H2+dksGPe7t4FkKOqJx3P3Oemyra8fIQbn49TnjcNOLK7N2ErimRX6y0AVwXQ9R6AA6LEW6wbplwCp0QPIE4On3f+TqO8fe8Z6r9FWNPfNKK31r8L5KuSsJ/7HEOlnqCpquvI3PBdZJGnef+tS903Fxt59TS5ZuQ8gGivNDafsqZwOrdzYjntAMpa1yXTV+/8Y67LPZ2v7tWYeiRQP+/P6BueJPR2s0gZG3vo0ZR/jw7ld8LjfWtGD83P8inOb94gDwh7c3uEpfEPbjjSXbcfO/11l+O39cCG+tt86pde0xTLz3g5TLyINHk41CimR8Ohk89dRTKReoN6O5uRlFRUWouPlfWd1+JfH7aaNx53tbMrJiGpzrw73nHYur/2W9HkzBiunHFuPQghAeXZTeXbgKwOPfOR4fbt+PF5fL3Umr0L8xsRhYKn9gtkcgM3dKZB7fOi4Pr69W13v2dCQi7dj50CVoampCYWGhMJ0rpU7BHgdDqVNQUFBQUFDo25BV6nqe56aCgoKCgoKCgoJrKKVOQUFBQUFBQaEPQCl1DB599FGMGjUK4XAYEyZMwMKFCw92kRQUFBQUFBQUHKGUOgIvvfQSbr75ZvzmN7/BqlWrcNppp2HGjBnYsSPNayEUFBQUFBQUFLIMpdQReOCBB3DVVVfh6quvxtixY/HQQw+hoqICf/3rX7npI5EImpubqf8UFBQUFBQUFA4GlFLXjWg0ihUrVmDatGnU82nTpmHx4sXcd+655x4UFRUZ/1VUVByIoiooKCgoKCgoWKCUum7U1tYiHo+jtLSUel5aWoqaGn4g3zlz5qCpqcn4b+fOnQeiqAoKCgoKCgoKFmQ/hHsvg4e59VvTNMszHaFQyLhdQ0FBQUFBQUHhYEJZ6roxePBg+Hw+i1Vu3759FuudgoKCgoKCgkJPg1LquhEMBjFhwgTMnz+fej5//nxMnjz5IJVKQUFBQUFBQUEOavuVwOzZszFz5kyceOKJmDRpEh5//HHs2LED11577cEumoKCgoKCgoKCLZRSR+DSSy9FXV0d7rjjDlRXV2P8+PF45513MGLEiINdNAUFBQUFBQUFWyiljsF1112H66677mAXQ0FBQUFBQUHBFZRPXRawdM4ZB7sICgoKCgoKCv0MSqnLAvLDfiz/9ZkZ+dZJh+QgoFpJQUFBQUFBwQFq+zVLGFIYQmHYj+bOrpS/URj24+Ubv0E9G3nr2+kWTUFBIQv4zgnlqG+NYMWOJvi8HjS0x6Ad7EIp9GmMG1qIzftbEe1KHOyiKPQQeDRNU3InQ2hubkZRURGamppQWFgIADjqd++gLeae4qOG5uHtn07l/rZ2RxPOf3SR8e+S/AAGF+RgfbX47tl0FUw7nHVEMeZ/VZ+Vb4tw4bGluPTkUdjX0omw5sE1L63KSj7lBQEMKczBvtYoyovCePLKk1GUG0B9axTffXwx9rVE0dgRc/zOg98aj1veWIeEBgS8wK/PGYfb/7M+K2UWwQugMCeA9kgMUYk54LhhhXjjhtMAAHNeXYMXlve/G1OOKMnDiz+ejFPv+wAdMTFpfi+w+e5zLc8P+/Xb4M23Xg9QUhBGTXNnJovbZ7D812di8/5W7GvpRElBGCePKsaxt7+H1kh2ZNjBwMrfnmXIkCH5AWzZ3w4Z1Wzd3LORH6btMTWNnTjv4QWobXOWRTLYcvc58Hk9mP7gJ/hyb2tGvqmQHqaMysUz136D0i94UEpdBsFT6gDgiieW4ZNN+4Xvff2IYvh9fuxo6MDwgTl48NLjLYNWBhc8shBrdlkVu2OGFeLNG05DRzSOu99Zj2117Rg5KBe/Pmccjv/De+i0maxECHg92HT3Oca/T7pzPva3RoXp/V5wJze9bFX72jD9z58gEpfrjhvumI6coM/8ztz/ZlxpHZwfxOe/PUsqrZ0Fddu91skeACrXVeNXL3+BpkjceDYg7ENjZ5ybPl0s//WZGFIYQlN7DMfe8Z5j+i9+Pw1FuQEAQEc0jrG/r8xKuQDgwuPK0R6N46SRxbhi8kgc+bt3keB0BQ+A0kJaGRpaFEZ1U+aVo//edDrGlBcY/x77u3e5il3IB2y8i9/GALCjth3T//wJOmIJ5AS8qPzpFAwfnIt4QsOijftxxT+WZ7zsLPQ7cQ4dnIuXrz0VJ9w53zZ9KijO9aO+Pf0xOCQ/iOWCcbe/OYJvPboI9W0xRLrikBQXBt649lT89OWV2F7XkXY5U0WBH1h7p7W/VK6rxrXPrbR9V5eXIkS7Ejjit++mVb6/ff8ETB8/FACkZUVPw4gC4JPfnEvNeYs317ruLz0FZ40rwZ8uHMPVL1gopS6DECl1ADDrmeWYv36f5Z2zxpVg3g9OylgZWju78LOXVrlSEPVVXnNnFwrDfrRG4uh0MOfzFBWRYqcLadmyibjSIeJMpNiFvcCXd59LTQheD9AaFStPOQEvNvxhhvB3HtbuaMIFjy6ChuQk+uZ1X8PRw4ts34knNCyrqqcsEj6vB5Pu/gDVHCtO0OdBlCOZvB5wlSAdhWE/1sw92/j3lP/70HZiGzEoB5/8gt76d2oXpzKIcMwhBXjzxtMtz0lFP+TzoPKnUzCqJE/IGct/WWGYy6EseH2cHSv/ufF0lA0Ip5wHAHznz+/h8+rMWFh4EI2XX72yBi99nhnrqwfA5rvPMdqlva0Tc9760vV37BQ6Fr95bQ3+ucy5/GPL8vHuzVOoZ0793w223XuuUHEnLfolBUG8+OPJKM4PCr9Vua4aNzy/0nYB7IR73lmPxxZU2aYZV5qL9XvbqWcFPuD/LjMVOh2pcjUkP8idDzxAxt0SzhpbIjXn1TR2YuK9H1DP5p59GK78+hhH+eYWs04bia54G55abBp0xpXkY/0+seXzyJIwYnFgR0MEfp8H5x9djtsvHI+coM9WvyChlLoMwol0nqWMtDb1JIisEoDY8gTAtRATIVUlmFTcivMCeP26r2FIIf9+XpHw+97EQ3DXhce5LnOm0dQew4+eXoY9TZ3U1q9IORYptaxCp0MkrHkKnQ5Ru5w5dgj+fsXJFP8FQWBvm7PVkbQIZhqpTkh2fTwbSNVX9lvjy3Dfd4/H9c+vSGm8RLsSeHbJNmyvb8eI4lzMnDQSH365F7e+shqNneb4Hxj2oUFgQfYAqOLwJVOnI0ryUpYVstZj1qqvQzS+Nu5pwTkPL0BcA3we4J0bkxbb3fUdmPGXT9AWiSMv5MO7N03BIcU50uWVRTyhYcGGffjTB1+hqSOGMWUFeMjl7o2dYqf3CdHiiAfROPIA+NX0Q3Fv5Vbj2RvXnorjRg4AIJ4PpvzxQ2yv58uet2883SLfxs/9r7CumRyrqSh2W+4+B4s31eLVVbuo3Yagn3/C0UmGiqCUuoOApqYmDBgwADt37rQlvbdgb2MnLnnsUzRH4igM+fCva05FaZpWCTfoiMbxp/e+xPb6DowozsEt047MuBIc7UrgxWXbsbOhAxUDc/Ddk0cIB2NvQG1zBJf/fQka2mMYmBvA81dPwmCBUgskJ7br/7kC1c2dGFoYxv/73gRHBctNu8z48yfYWS+2llUUh/HuT6cIf88EmtpjuOrJT/Hl/ggAoDjHj5evTfblTdUt+M5ji40J/JVrJuPwoQUOX8wOxt8mnrhEWHe7qaxncrzEExpWbGvA/tZODMkPY8LIgfB5PdiytxXf+duniCWSvqGvXHsqRpfmp1Qnsuyp4sYXVuCjL2uFv3/9yMF4+LIJaefTGxHtSuCZJVX4z5pqxOIJnDKyGL+YPjblPtHUHsN1z32OHQ3tKAwH8POzj8TpRwwRKoIy33Mje1ZVNWDm08uMfz975ck4ftTAlPK2AzuO3lpbjTbOgibkBVbcllofTmWsNjc3o6KiAo2NjSgqEu8AKaUug9i1axcqKioOdjEUFBQUFBQU+iB27tyJYcOGCX9XSl0GkUgksHHjRowbN67PWOvcQl9NqPr3v/r357oDqv79uf79ue6Aqv+BqL+maWhpaUF5eTm8XvFukopTl0F4vV4ccsghAIDCwsJ+2bl1qPr33/r357oDqv79uf79ue6Aqn+262+37aqj9zoPKSgoKCgoKCgoGFBKnYKCgoKCgoJCH4BS6jKMUCiE2267DaGQ+MRhX4aqf/+tf3+uO6Dq35/r35/rDqj696T6q4MSCgoKCgoKCgp9AMpSp6CgoKCgoKDQB6CUOgUFBQUFBQWFPgCl1CkoKCgoKCgo9AEopU5BQUFBQUFBoQ9AKXUKCgoKCgoKCn0ASqnjYMGCBTj//PNRXl4Oj8eDN954g/p97969uPLKK1FeXo7c3FxMnz4dmzZt4n5L0zTMmDGD+52GhgbMnDkTRUVFKCoqwsyZM9HY2JidSrlAJuo/depUeDwe6r/vfve7VJqeWP9Mtf2SJUvwjW98A3l5eRgwYACmTp2Kjo4O4/eeWHcg/fpv27bN0u76fy+//LKRrq/WHwBqamowc+ZMlJWVIS8vDyeccAJeeeUVKk1PrH8m6r5lyxZ861vfwpAhQ1BYWIhLLrkEe/fupdL0xLrfc889OOmkk1BQUICSkhJceOGF2LhxI5VG0zTMnTsX5eXlyMnJwdSpU/G///2PShOJRHDjjTdi8ODByMvLwwUXXIBdu3ZRafpy/R9//HFMnToVhYWF8Hg83Hr11frX19fjxhtvxJgxY5Cbm4vhw4fjpptuQlNTE/WdbNdfKXUctLW14dhjj8Ujjzxi+U3TNFx44YXYunUr/v3vf2PVqlUYMWIEzjzzTLS1tVnSP/TQQ/B4PNx8Lr/8cqxevRqVlZWorKzE6tWrMXPmzIzXxy0yVf9Zs2ahurra+O+xxx6jfu+J9c9E3ZcsWYLp06dj2rRpWLZsGZYvX44bbriBuq+vJ9YdSL/+FRUVVJtXV1fj9ttvR15eHmbMmGF8q6/WHwBmzpyJjRs34s0338TatWtx0UUX4dJLL8WqVauMND2x/unWva2tDdOmTYPH48GHH36ITz/9FNFoFOeffz4SiYTxrZ5Y908++QTXX389li5divnz56OrqwvTpk2j2vWPf/wjHnjgATzyyCNYvnw5ysrKcNZZZ6GlpcVIc/PNN+P111/Hiy++iEWLFqG1tRXnnXce4vG4kaYv17+9vR3Tp0/Hr3/9a2FefbX+e/bswZ49e3D//fdj7dq1ePrpp1FZWYmrrrqKyivr9dcUbAFAe/31141/b9y4UQOgrVu3znjW1dWlFRcXa/PmzaPeXb16tTZs2DCturra8p3169drALSlS5caz5YsWaIB0L788sus1cctUq3/lClTtJ/+9KfC7/aG+qda91NOOUX77W9/K/xub6i7pqXX90kcd9xx2o9+9CPj3329/nl5edozzzxDfau4uFj7+9//rmla76h/KnX/73//q3m9Xq2pqclIU19frwHQ5s+fr2la76i7pmnavn37NADaJ598ommapiUSCa2srEy79957jTSdnZ1aUVGR9re//U3TNE1rbGzUAoGA9uKLLxppdu/erXm9Xq2yslLTtL5dfxIfffSRBkBraGignveX+uv417/+pQWDQS0Wi2madmDqryx1LhGJRAAA4XDYeObz+RAMBrFo0SLjWXt7Oy677DI88sgjKCsrs3xnyZIlKCoqwimnnGI8mzhxIoqKirB48eIs1iA9yNYfAP75z39i8ODBOOqoo/Dzn/+cWtH1xvrL1H3fvn347LPPUFJSgsmTJ6O0tBRTpkyhuOmNdQfctb2OFStWYPXq1dRqta/X/2tf+xpeeukl1NfXI5FI4MUXX0QkEsHUqVMB9M76y9Q9EonA4/FQUfXD4TC8Xq+RprfUXd8yKy4uBgBUVVWhpqYG06ZNM9KEQiFMmTLFKPeKFSsQi8WoNOXl5Rg/fryRpi/XXwb9rf5NTU0oLCyE3+8HcGDqr5Q6lzjyyCMxYsQIzJkzBw0NDYhGo7j33ntRU1OD6upqI93PfvYzTJ48Gd/85je536mpqUFJSYnleUlJCWpqarJW/nQhW//vfe97eOGFF/Dxxx/jd7/7HV599VVcdNFFxu+9sf4ydd+6dSsAYO7cuZg1axYqKytxwgkn4IwzzjD8j3pj3QH5tifxxBNPYOzYsZg8ebLxrK/X/6WXXkJXVxcGDRqEUCiEa665Bq+//jpGjx4NoHfWX6buEydORF5eHn71q1+hvb0dbW1t+MUvfoFEImGk6Q111zQNs2fPxte+9jWMHz8eAIyylZaWUmlLS0uN32pqahAMBjFw4EDbNH21/jLoT/Wvq6vDH/7wB1xzzTXGswNRf6XUuUQgEMCrr76Kr776CsXFxcjNzcXHH3+MGTNmwOfzAQDefPNNfPjhh3jooYdsv8XztdM0TeiD1xMgU38g6U935plnYvz48fjud7+LV155Be+//z5WrlxppOlt9Zepu+47dM011+CHP/whjj/+eDz44IMYM2YMnnzySeNbva3ugHzb6+jo6MDzzz9v8SkB+nb9f/vb36KhoQHvv/8+Pv/8c8yePRsXX3wx1q5da6TpbfWXqfuQIUPw8ssv46233kJ+fj6KiorQ1NSEE044geKnp9f9hhtuwJo1a/DCCy9YfmPLKFNuNk1/q7/TN1L9TraQifo3Nzfj3HPPxbhx43DbbbfZfsPuO6nAn5Gv9DNMmDABq1evRlNTE6LRKIYMGYJTTjkFJ554IgDgww8/xJYtWzBgwADqvW9/+9s47bTT8PHHH6OsrMxyKgwA9u/fb1kN9DQ41Z+HE044AYFAAJs2bcIJJ5zQa+vvVPehQ4cCAMaNG0e9N3bsWOzYsQMAem3dAXdt/8orr6C9vR0/+MEPqOd9uf5btmzBI488gnXr1uGoo44CABx77LFYuHAh/t//+3/429/+1mvrL9P206ZNw5YtW1BbWwu/348BAwagrKwMo0aNAtDz2/7GG2/Em2++iQULFmDYsGHGc92FpqamxhjjQNLdQi93WVkZotEoGhoaKGvdvn37DEt1X66/DPpD/VtaWjB9+nTk5+fj9ddfRyAQoL6T9fpnxDOvDwOMwzAPX331leb1erX//ve/mqZpWnV1tbZ27VrqPwDan//8Z23r1q2appkOk5999pnxnaVLl/Y4h9FU6s+DzoHueNob6p9K3ROJhFZeXm45KHHcccdpc+bM0TStd9Rd09Jv+ylTpmjf/va3Lc/7cv3XrFmjAdDWr19PpZs2bZo2a9YsTdN6R/0zNe4/+OADzePxGPXqqXVPJBLa9ddfr5WXl2tfffUV9/eysjLtvvvuM55FIhHuQYmXXnrJSLNnzx7uQYm+WH8STgcl+mr9m5qatIkTJ2pTpkzR2traLN85EPVXSh0HLS0t2qpVq7RVq1ZpALQHHnhAW7VqlbZ9+3ZN05InWj766CNty5Yt2htvvKGNGDFCu+iii2y/yROS06dP14455hhtyZIl2pIlS7Sjjz5aO++887JVLWmkW//Nmzdrt99+u7Z8+XKtqqpKe/vtt7UjjzxSO/7447Wuri4jXU+sfyba/sEHH9QKCwu1l19+Wdu0aZP229/+VguHw9rmzZuNND2x7pqWub6/adMmzePxaO+++y43n75a/2g0qh122GHaaaedpn322Wfa5s2btfvvv1/zeDza22+/baTrifXPRNs/+eST2pIlS7TNmzdrzz77rFZcXKzNnj2bStMT6/6Tn/xEKyoq0j7++GOturra+K+9vd1Ic++992pFRUXaa6+9pq1du1a77LLLtKFDh2rNzc1GmmuvvVYbNmyY9v7772srV67UvvGNb2jHHntsj5d7map/dXW1tmrVKm3evHkaAG3BggXaqlWrtLq6OiNNX61/c3Ozdsopp2hHH320tnnzZuo7B7L9lVLHgb7KYP+74oorNE3TtD//+c/asGHDtEAgoA0fPlz77W9/q0UiEdtv8pS6uro67Xvf+55WUFCgFRQUaN/73vcsK5uDgXTrv2PHDu3000/XiouLtWAwqI0ePVq76aabqIGtaT2z/plq+3vuuUcbNmyYlpubq02aNElbuHAh9XtPrLumZa7+c+bM0YYNG6bF43FuPn25/l999ZV20UUXaSUlJVpubq52zDHHWEKc9MT6Z6Luv/rVr7TS0lItEAhohx9+uPanP/1JSyQSVJqeWHdevQFoTz31lJEmkUhot912m1ZWVqaFQiHt9NNP19auXUt9p6OjQ7vhhhu04uJiLScnRzvvvPO0HTt2UGn6cv1vu+02x+/01fqLxg8AraqqykiX7fp7uiukoKCgoKCgoKDQi6FOvyooKCgoKCgo9AEopU5BQUFBQUFBoQ9AKXUKCgoKCgoKCn0ASqlTUFBQUFBQUOgDUEqdgoKCgoKCgkIfgFLqFBQUFBQUFBT6AJRSp6CgoKCgoKDQB6CUOgUFBQUFBQWFPgCl1CkoKCgoKCgo9AEopU5BQUFBQUFBoQ9AKXUKCgoKCgoKCn0A/x99VyUHR6HikQAAAABJRU5ErkJggg==", "text/plain": [ "
    " ] @@ -4804,13 +4750,13 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "id": "5aea97b2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -4868,7 +4814,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "id": "a430d0ac", "metadata": {}, "outputs": [], @@ -4916,7 +4862,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "id": "45e51e85", "metadata": {}, "outputs": [ @@ -4972,12 +4918,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 274\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -4985,12 +4931,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 275\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -4998,12 +4944,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 276\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5011,12 +4957,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 277\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5024,12 +4970,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 278\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5039,30 +4985,30 @@ "text/plain": [ "site_no russian_r austin_c year russian_r_cfd \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", + "1939-10-01 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", "\n", "site_no russian_r_af austin_c_cfd austin_c_af \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-02 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-03 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-04 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-05 00:00:00+00:00 12958.481649 NaN NaN \n", + "1939-10-01 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-02 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-03 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-04 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-05 00:00:00+00:00 366.942991 NaN NaN \n", "\n", "site_no day_of_year russian_bf_af baseflow_trend \n", "datetime \n", - "1939-10-01 00:00:00+00:00 274 12958.481649 NaN \n", - "1939-10-02 00:00:00+00:00 275 12958.481649 NaN \n", - "1939-10-03 00:00:00+00:00 276 12958.481649 NaN \n", - "1939-10-04 00:00:00+00:00 277 12958.481649 NaN \n", - "1939-10-05 00:00:00+00:00 278 12958.481649 NaN " + "1939-10-01 00:00:00+00:00 274 366.942991 NaN \n", + "1939-10-02 00:00:00+00:00 275 366.942991 NaN \n", + "1939-10-03 00:00:00+00:00 276 366.942991 NaN \n", + "1939-10-04 00:00:00+00:00 277 366.942991 NaN \n", + "1939-10-05 00:00:00+00:00 278 366.942991 NaN " ] }, - "execution_count": 42, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -5098,7 +5044,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "id": "ba429e93", "metadata": {}, "outputs": [ @@ -5154,12 +5100,12 @@ " 2.267172\n", " 999.0\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 274\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5167,12 +5113,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 275\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5180,12 +5126,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 276\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5193,12 +5139,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 277\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5206,12 +5152,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 278\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5221,30 +5167,30 @@ "text/plain": [ "site_no russian_r austin_c year russian_r_cfd \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 2.267172 999.0 1939 564470164.8 \n", - "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", + "1939-10-01 00:00:00+00:00 2.267172 999.0 1939 15984000.0 \n", + "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", "\n", "site_no russian_r_af austin_c_cfd austin_c_af \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-02 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-03 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-04 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-05 00:00:00+00:00 12958.481649 NaN NaN \n", + "1939-10-01 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-02 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-03 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-04 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-05 00:00:00+00:00 366.942991 NaN NaN \n", "\n", "site_no day_of_year russian_bf_af baseflow_trend \n", "datetime \n", - "1939-10-01 00:00:00+00:00 274 12958.481649 NaN \n", - "1939-10-02 00:00:00+00:00 275 12958.481649 NaN \n", - "1939-10-03 00:00:00+00:00 276 12958.481649 NaN \n", - "1939-10-04 00:00:00+00:00 277 12958.481649 NaN \n", - "1939-10-05 00:00:00+00:00 278 12958.481649 NaN " + "1939-10-01 00:00:00+00:00 274 366.942991 NaN \n", + "1939-10-02 00:00:00+00:00 275 366.942991 NaN \n", + "1939-10-03 00:00:00+00:00 276 366.942991 NaN \n", + "1939-10-04 00:00:00+00:00 277 366.942991 NaN \n", + "1939-10-05 00:00:00+00:00 278 366.942991 NaN " ] }, - "execution_count": 43, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -5266,7 +5212,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "id": "d2df90e4", "metadata": {}, "outputs": [ @@ -5322,12 +5268,12 @@ " 226.717173\n", " 999.0\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 274\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5335,12 +5281,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 275\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5348,12 +5294,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 276\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5361,12 +5307,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 277\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5374,12 +5320,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 564470164.8\n", - " 12958.481649\n", + " 15984000.0\n", + " 366.942991\n", " NaN\n", " NaN\n", " 278\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5389,30 +5335,30 @@ "text/plain": [ "site_no russian_r austin_c year russian_r_cfd \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 226.717173 999.0 1939 564470164.8 \n", - "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", - "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 564470164.8 \n", + "1939-10-01 00:00:00+00:00 226.717173 999.0 1939 15984000.0 \n", + "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-04 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", + "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 15984000.0 \n", "\n", "site_no russian_r_af austin_c_cfd austin_c_af \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-02 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-03 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-04 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-05 00:00:00+00:00 12958.481649 NaN NaN \n", + "1939-10-01 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-02 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-03 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-04 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-05 00:00:00+00:00 366.942991 NaN NaN \n", "\n", "site_no day_of_year russian_bf_af baseflow_trend \n", "datetime \n", - "1939-10-01 00:00:00+00:00 274 12958.481649 NaN \n", - "1939-10-02 00:00:00+00:00 275 12958.481649 NaN \n", - "1939-10-03 00:00:00+00:00 276 12958.481649 NaN \n", - "1939-10-04 00:00:00+00:00 277 12958.481649 NaN \n", - "1939-10-05 00:00:00+00:00 278 12958.481649 NaN " + "1939-10-01 00:00:00+00:00 274 366.942991 NaN \n", + "1939-10-02 00:00:00+00:00 275 366.942991 NaN \n", + "1939-10-03 00:00:00+00:00 276 366.942991 NaN \n", + "1939-10-04 00:00:00+00:00 277 366.942991 NaN \n", + "1939-10-05 00:00:00+00:00 278 366.942991 NaN " ] }, - "execution_count": 44, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -5438,7 +5384,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "id": "ff4b6eda", "metadata": {}, "outputs": [ @@ -5494,12 +5440,12 @@ " 226.717173\n", " 999.0\n", " 1939\n", - " 8.751641\n", - " 12958.481649\n", + " 7.203685\n", + " 366.942991\n", " NaN\n", " NaN\n", " 274\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5507,12 +5453,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 8.751641\n", - " 12958.481649\n", + " 7.203685\n", + " 366.942991\n", " NaN\n", " NaN\n", " 275\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5520,12 +5466,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 8.751641\n", - " 12958.481649\n", + " 7.203685\n", + " 366.942991\n", " NaN\n", " NaN\n", " 276\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5533,12 +5479,12 @@ " 2.267172\n", " 0.0\n", " 1939\n", - " 8.751641\n", - " 12958.481649\n", + " 7.203685\n", + " 366.942991\n", " NaN\n", " NaN\n", " 277\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5546,12 +5492,12 @@ " 2.267172\n", " NaN\n", " 1939\n", - " 8.751641\n", - " 12958.481649\n", + " 7.203685\n", + " 366.942991\n", " NaN\n", " NaN\n", " 278\n", - " 12958.481649\n", + " 366.942991\n", " NaN\n", " \n", " \n", @@ -5561,30 +5507,30 @@ "text/plain": [ "site_no russian_r austin_c year russian_r_cfd \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 226.717173 999.0 1939 8.751641 \n", - "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 8.751641 \n", - "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 8.751641 \n", - "1939-10-04 00:00:00+00:00 2.267172 0.0 1939 8.751641 \n", - "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 8.751641 \n", + "1939-10-01 00:00:00+00:00 226.717173 999.0 1939 7.203685 \n", + "1939-10-02 00:00:00+00:00 2.267172 NaN 1939 7.203685 \n", + "1939-10-03 00:00:00+00:00 2.267172 NaN 1939 7.203685 \n", + "1939-10-04 00:00:00+00:00 2.267172 0.0 1939 7.203685 \n", + "1939-10-05 00:00:00+00:00 2.267172 NaN 1939 7.203685 \n", "\n", "site_no russian_r_af austin_c_cfd austin_c_af \\\n", "datetime \n", - "1939-10-01 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-02 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-03 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-04 00:00:00+00:00 12958.481649 NaN NaN \n", - "1939-10-05 00:00:00+00:00 12958.481649 NaN NaN \n", + "1939-10-01 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-02 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-03 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-04 00:00:00+00:00 366.942991 NaN NaN \n", + "1939-10-05 00:00:00+00:00 366.942991 NaN NaN \n", "\n", "site_no day_of_year russian_bf_af baseflow_trend \n", "datetime \n", - "1939-10-01 00:00:00+00:00 274 12958.481649 NaN \n", - "1939-10-02 00:00:00+00:00 275 12958.481649 NaN \n", - "1939-10-03 00:00:00+00:00 276 12958.481649 NaN \n", - "1939-10-04 00:00:00+00:00 277 12958.481649 NaN \n", - "1939-10-05 00:00:00+00:00 278 12958.481649 NaN " + "1939-10-01 00:00:00+00:00 274 366.942991 NaN \n", + "1939-10-02 00:00:00+00:00 275 366.942991 NaN \n", + "1939-10-03 00:00:00+00:00 276 366.942991 NaN \n", + "1939-10-04 00:00:00+00:00 277 366.942991 NaN \n", + "1939-10-05 00:00:00+00:00 278 366.942991 NaN " ] }, - "execution_count": 45, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -5623,7 +5569,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "id": "8cfa9ee7", "metadata": {}, "outputs": [ @@ -5655,42 +5601,42 @@ " \n", " \n", " count\n", - " 3.077300e+04\n", + " 30773.000000\n", " 30773.000000\n", " \n", " \n", " mean\n", - " 1.502656e+05\n", + " 4255.042969\n", " 1980.626036\n", " \n", " \n", " std\n", - " 4.000587e+05\n", + " 11328.390556\n", " 24.322069\n", " \n", " \n", " min\n", - " 5.253439e+01\n", + " 1.487607\n", " 1939.000000\n", " \n", " \n", " 25%\n", - " 1.218798e+04\n", + " 345.124759\n", " 1960.000000\n", " \n", " \n", " 50%\n", - " 2.374554e+04\n", + " 672.398238\n", " 1981.000000\n", " \n", " \n", " 75%\n", - " 9.386143e+04\n", + " 2657.857341\n", " 2002.000000\n", " \n", " \n", " max\n", - " 6.843479e+06\n", + " 193785.568837\n", " 2023.000000\n", " \n", " \n", @@ -5698,18 +5644,18 @@ "" ], "text/plain": [ - "site_no Q year\n", - "count 3.077300e+04 30773.000000\n", - "mean 1.502656e+05 1980.626036\n", - "std 4.000587e+05 24.322069\n", - "min 5.253439e+01 1939.000000\n", - "25% 1.218798e+04 1960.000000\n", - "50% 2.374554e+04 1981.000000\n", - "75% 9.386143e+04 2002.000000\n", - "max 6.843479e+06 2023.000000" + "site_no Q year\n", + "count 30773.000000 30773.000000\n", + "mean 4255.042969 1980.626036\n", + "std 11328.390556 24.322069\n", + "min 1.487607 1939.000000\n", + "25% 345.124759 1960.000000\n", + "50% 672.398238 1981.000000\n", + "75% 2657.857341 2002.000000\n", + "max 193785.568837 2023.000000" ] }, - "execution_count": 46, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -5732,7 +5678,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "id": "1520c21c", "metadata": {}, "outputs": [], @@ -5744,13 +5690,13 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "id": "e8104b3e", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJOCAYAAACN2Q8zAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wUZf4H8M+mEkISgkBC6HoKKlZQBAuggngiKndnQVH8nYr9PCxnOyuKBYFTLNhAEQFRQBFEeg8tECChl5CENNL7brI7vz9Clt3NzOzMZmZndvN5v168XmT32dln55l55pnvPMUiCIIAIiIiIiIiIiIiPwsxOgNERERERERERNQyMTBFRERERERERESGYGCKiIiIiIiIiIgMwcAUEREREREREREZgoEpIiIiIiIiIiIyBANTRERERERERERkCAamiIiIiIiIiIjIEAxMERERERERERGRIRiYIiIiIiIiIiIiQzAwRURERAHtjTfegMVi8emzP/74I6ZOnapthjTUo0cPjB07VrPtZWRkwGKxYObMmc3eVnP2ux7Mlh8iIiJShoEpIiIiarHMHpgys4ceegjJyclGZ4OIiIgCXJjRGSAiIiIKBHa7HfX19YiMjDQ6K6bQpUsXdOnSxehsEBERUYBjjykiIiIKGEuWLMGll16KyMhI9OzZE5MmTRJNJwgCPvvsM1x66aWIiopCfHw8/v73v+PYsWPONIMHD8aSJUtw4sQJWCwW5z/gzJC3Dz74ABMmTEDPnj0RGRmJNWvWAAB27NiBkSNHol27dmjVqhUuu+wy/PTTT255mDlzJiwWC9asWYPHHnsM7du3x1lnnYVRo0YhJyfHLW1dXR1eeOEFJCYmonXr1rjmmmuwbds20d+Wl5eHcePGoUuXLoiIiEDPnj3x5ptvor6+3i1dTk4O7rzzTsTExCAuLg533XUX8vLyFO3n6upqPPfcc+jZsydatWqFdu3aoV+/fpgzZ44zjdjQOavVimeffdb5O6677jqkpKQ0GZKoZt/MmzcPw4YNQ6dOnRAVFYXzzz8fL774IqqqqhT9FiIiIjI39pgiIiKigLBq1SrcdtttGDBgAObOnQu73Y4PPvgA+fn5TdKOGzcOM2fOxNNPP433338fxcXFeOuttzBw4EDs3r0bCQkJ+Oyzz/DII4/g6NGjWLhwoeh3fvzxxzjvvPMwadIkxMbG4txzz8WaNWswfPhw9O/fH1988QXi4uIwd+5c3HXXXaiurm4yJ9RDDz2EW265BT/++COysrLw/PPP47777sPq1audaR5++GF8//33eO655zB06FCkpaVh1KhRqKiocNtWXl4errzySoSEhOC1117DOeecg+TkZEyYMAEZGRmYMWMGAKCmpgY33ngjcnJyMHHiRJx33nlYsmQJ7rrrLkX7evz48Zg1axYmTJiAyy67DFVVVUhLS0NRUZHs5x588EHMmzcPL7zwAq6//nrs27cPd9xxB8rLy0XTK9k3hw8fxl//+lc888wziI6OxoEDB/D+++9j27ZtbumIiIgoQAlEREREAaB///5CUlKSUFNT43ytvLxcaNeuneDapElOThYACB999JHb57OysoSoqCjhhRdecL52yy23CN27d2/yXcePHxcACOecc45gs9nc3uvdu7dw2WWXCXV1dW6vjxgxQujUqZNgt9sFQRCEGTNmCACExx9/3C3dBx98IAAQcnNzBUEQhP379wsAhH//+99u6WbPni0AEB544AHna+PGjRPatGkjnDhxwi3tpEmTBABCenq6IAiC8PnnnwsAhF9//dUt3cMPPywAEGbMmNHkN7vq06ePcPvtt8umef311932e3p6ugBA+M9//uOWbs6cOU1+h9J948nhcAh1dXXCunXrBADC7t27JfNDREREgYFD+YiIiMj0qqqqsH37dowaNQqtWrVyvh4TE4Nbb73VLe3vv/8Oi8WC++67D/X19c5/iYmJuOSSS7B27VrF3zty5EiEh4c7/z5y5AgOHDiAe++9FwDctv/Xv/4Vubm5OHjwYJNtuLr44osBACdOnAAA5/DAxm02uvPOOxEW5t65/ffff8eQIUOQlJTk9t0333wzAGDdunXObcbExDT57tGjRyv63VdeeSX++OMPvPjii1i7di1qamq8fqbxu++880631//+9783+R2NvO0bADh27BhGjx6NxMREhIaGIjw8HIMGDQIA7N+/X9HvISIiIvPiUD4iIiIyvZKSEjgcDiQmJjZ5z/O1/Px8CIKAhIQE0W2dffbZir+3U6dOTbYNAM899xyee+450c8UFha6/X3WWWe5/d04eXpjsKdxeJzn7wgLC2vy2fz8fCxevNgtWCb23UVFRaK/X2z/ifn444/RpUsXzJs3D++//z5atWqFm266CR9++CHOPfdc0c80/g7P7xX7HY287ZvKykpce+21aNWqFSZMmIDzzjsPrVu3RlZWFkaNGqUoYEZERETmxsAUERERmV58fDwsFovo5N2er7Vv3x4WiwUbNmwQXUFPzap6npN7t2/fHgDw0ksvYdSoUaKf6dWrl+LtA2eCM3l5eejcubPz9fr6+iZzOrVv3x4XX3wx3nnnHdFtJSUlObcpNnm60snPo6Oj8eabb+LNN99Efn6+s/fUrbfeigMHDsj+jvz8fK+/Q6nVq1cjJycHa9eudfaSAoDS0lKftkdERETmw8AUERERmV50dDSuvPJKLFiwAB9++KFzOF9FRQUWL17slnbEiBF47733cPLkySbDyjxFRkaq6nXTq1cvnHvuudi9ezfeffdd9T9ExODBgwEAs2fPRt++fZ2v//TTT01W2hsxYgSWLl2Kc845B/Hx8ZLbHDJkCH766Sf89ttvbsPlfvzxR9X5S0hIwNixY7F7925MnToV1dXVaN26dZN01113HYCGVfQuv/xy5+s///xzk9+hVGNg0DOYOH36dJ+2R0RERObDwBQREREFhLfffhvDhw/H0KFD8eyzz8Jut+P9999HdHQ0iouLnemuvvpqPPLII3jwwQexY8cOXHfddYiOjkZubi42btyIiy66CI899hgA4KKLLsKCBQvw+eefo2/fvggJCUG/fv1k8zF9+nTcfPPNuOmmmzB27Fh07twZxcXF2L9/P3bu3In58+er+l3nn38+7rvvPkydOhXh4eG48cYbkZaW5lwJ0NVbb72FFStWYODAgXj66afRq1cv1NbWIiMjA0uXLsUXX3yBLl264P7778eUKVNw//3345133sG5556LpUuX4s8//1SUp/79+2PEiBG4+OKLER8fj/3792PWrFkYMGCAaFAKAC688ELcc889+OijjxAaGorrr78e6enp+OijjxAXF4eQEPVTmw4cOBDx8fF49NFH8frrryM8PByzZ8/G7t27VW+LiIiIzImBKSIiIgoIQ4cOxaJFi/Dqq6/irrvuQmJiIh5//HHU1NTgzTffdEs7ffp0XHXVVZg+fTo+++wzOBwOJCUl4eqrr8aVV17pTPevf/0L6enpePnll1FWVgZBECAIgmw+hgwZgm3btuGdd97BM888g5KSEpx11lm44IILvPbQkvLNN98gISEBM2fOxMcff4xLL70Uv/zyC+6++263dJ06dcKOHTvw9ttv48MPP0R2djZiYmLQs2dPDB8+3NmLqnXr1li9ejX+9a9/4cUXX4TFYsGwYcMwd+5cDBw40Gt+rr/+evz222+YMmUKqqur0blzZ9x///145ZVXZD83Y8YMdOrUCd988w2mTJmCSy+9FD/99BOGDx+Otm3bqt4vZ511FpYsWYJnn30W9913H6Kjo3Hbbbc16ZVFREREgcsieGt9ERERERH5aPPmzbj66qsxe/ZsxasCEhERUcvBwBQRERERaWLFihVITk5G3759ERUVhd27d+O9995DXFwc9uzZ45wbjIiIiKgRh/IRERERkSZiY2OxfPlyTJ06FRUVFWjfvj1uvvlmTJw4kUEpIiIiEsUeU0REREREREREZAj1y6MQERERERERERFpgIEpIiIiIiIiIiIyBANTRERERERERERkCE5+7oXD4UBOTg5iYmJgsViMzg4RERERERERkakJgoCKigokJSUhJES+TxQDU17k5OSga9euRmeDiIiIiIiIiCigZGVloUuXLrJpGJjyIiYmBkDDzoyNjTU4N0RERERERERE5lZeXo6uXbs6YypyGJjyonH4XmxsLANTREREREREREQKKZkSiZOfExERERERERGRIRiYIiIiIiIiIiIiQzAwRURERESGyi6pxnebM1BjsxudFSIiIvIzzjFFRERERIa6eeoGVFjrcbywCm+MvNDo7BAREZEfsccUERERERmqwloPANh0pNDgnBAREZG/MTBFRERERERERESGYGCKiIiIiIiIiIgMwcAUEREREREREREZgoEpIiIiIiIiIiIyBANTRERERGQKFovROSAiIiJ/Y2CKiIiIiIiIiIgMwcAUEREREREREREZgoEpIiIynRqbHZ+uOYLD+RVGZ4WIiIiIiHTEwBQREZnO1JWH8OGfBzF0ynqjs0JERKcJgoADeeWoszuMzgoREQURBqaIiMh0dmWVGp0FIiLyMHNzBoZP3YCnftxldFaIiCiIMDBFRC3G9HVH8cSPO2F3CEZnhYiIKOB8uf4YAGBZep7BOSEiomDCwBQRtRgT/ziAJXtysWp/vtFZISIiIiIiIjAwRUQtUE2d3egsEBERERERERiYIiIiM+JoS6IWyQKL0VkgIiIiP2NgioiIiIiIiIiIDMHAFBERERERERERGYKBKSIiMh+O5iEiIjItu0PA4t05OFlaY3RWiCgIhBmdASIiIiIiALAwKG1qAuf/o9Pmbc/Cywv3AgAy3rvF4NwQUaBjj6kWrKjSirSTZUZng4ioKd78ELVIDHwQBYZNRwuNzgIRBREGplqwfu+sxIhPNiI1q9TorBARERGRybFHGxER6YGBqRas8ankpiN84kEtC5/IExGZEwMf5sbrJxER6YGBKSIiIiIiIiIiMgQDU0REREREREREZAgGpoiIiIiIyCsOtaRGPBSISEsMTBERERERkVecY4qIiPTAwBQRtTgC2LImIiIyI4HRLyKiFoeBKSIiIiIiMtykPw+i/7urUFBRa3RWyAsLx3USkYYYmCI+mSKioCAIAuszIiId6R2LmLbmCAoqrPhszVF9v4iIiEyFgSkiIjIdtcMtBUHA6K+24rZPN8HhYHCKiEgPjP0TEZEewozOABERUXNZ6x1IPlYEAMgsrkaP9tEG54iIiHzFUWJERC0Le0wRUYvDJ77BjTc0RERERESBg4EpIiIyHQsYXSIiaql4DSAialkYmCIioqASyD3iSqpsRmeBiIjIK4YOiUhLDExRQN/EEVFwUjv5eTCY9OdBXPb2CizYmW10VoiIiIiI/IaBKSIi8lluWQ2Onqo0OhtuAnWOqWlrjgAAXv813eCcULCzOwS8v+wAVu3PNzorRKICtR4nIiLfcFU+IiLy2YCJqwEAO/87FO2iIwzODREp8fueHHy+9igAIOO9WwzODREREbV07DFFRETNdqKoyugsOAX68OQAzz4FgJzSWqOzIMnCrjJEAYGnKvmbtd6Ov3++GRP/2G90VkgHDEyRKRRVWmGrdxidDSJNzN2Widd/TYMQ6BESIiIiAzDmQUSelqXlYceJEkxfd8zorJAOGJgiw5/OZxVXo++ElRg6ZZ3BOSHSxosL9uK75BNYd+iU0VmhAMSAJhEFgu82Z6Cw0mp0Noiohaizs30UzBiYIsM1Tr56oqja4JxQS+Gv+/6ymjr/fBERtVh2h4BNRwpRUau8vuEQHNLC67+l458ztxudDSIiCgIMTJEulu7NxfCp63GkoMLorBBRgKuzt6xhvpxjh9T4ZuMx3Pv1Voz+aqvRWaEWaHd2mS7bZTVIRJ5YLQQ3BqZIF4/P3okDeRV4Zl6q0VkhogC39mBgDolctOskJi7dr3poHofykRq/pJwEAOw9qU+AgMgIDNCbH0uIiLTEwBTpqspq95qGjQ8iklMfoD2mnpmXiunrj2HjkUKjs2JKgiBg/o4spOcwoEIUKATDZyYlIqJgFGZ0Bii48ck/UcugdYA5mKqO4iqbqvSB+tOfn78bkeEhmHD7RYrSrz5QgOd/3gMAyHjvFj2zRgGEj6qIiIhaHvaYoqC6ASRS4lhhJZKPFhmdjaDCIHTLlldWi/kp2fhhSyZqbN57ygLA/txynXNFRFqzMHQYcGrr7NiVWQKHg9dpIjIvBqZIV7wEkhl9uuYo7vlqCw7nc3J+Ii3UO84MtwzUoT7HC6sUB9UCHUML5Ct/zb7AY1Q7Y2dswx2fbcb3yRlGZ4WoWTj7S3BjYIoMx0qGjLKPPTY0o/VQPtfNqd10YIZFzGf21hNYf0jZxPOB3mEu5UQJhkxai2FT1xmdFb8rqKg1OgsUQNhkCzxbjhUDAGZvzTQ4J0RE0hiYIl0F+s0KBbd6Ow9QMh8z1Ju7s0rxysI03P/tNtWfrbTWI+VEcUANG1myJxcAkFVcY3BO1GtuTPjKd1ZpkxEialG4eBERaYmBKSIiMh0zBGdaspxSdQEa1/uTO79Ixt8+T8ZPO7K8fIY3NUbhrifT4zFKRNSiMDBFus4HEqhzjRBR4GoJ9zOH8itQW2fO+ZAyiqoBAAt2nTQ4J0SkNX8FlDnJOhF54kOV4MbAFBmOdQwZhWHT4GS2ctW699eKffkYNmU9/vb5Zm03rDWzFQQREWmG7Xci0pLqwNT69etx6623IikpCRaLBYsWLXJ7XxAEvPHGG0hKSkJUVBQGDx6M9PR0tzRWqxVPPfUU2rdvj+joaIwcORLZ2dluaUpKSjBmzBjExcUhLi4OY8aMQWlpqVuazMxM3HrrrYiOjkb79u3x9NNPw2azuaXZu3cvBg0ahKioKHTu3BlvvfUWlzUnSbV1dgybsg6vLtprdFaIyInNX1fzTw+RS88xz+T9vKzK23KsCFe+sxLL0/OMzgoRERGR6agOTFVVVeGSSy7BtGnTRN//4IMPMHnyZEybNg3bt29HYmIihg4dioqKM8uyP/PMM1i4cCHmzp2LjRs3orKyEiNGjIDdfmZYwujRo5Gamoply5Zh2bJlSE1NxZgxY5zv2+123HLLLaiqqsLGjRsxd+5c/PLLL3j22WedacrLyzF06FAkJSVh+/bt+OSTTzBp0iRMnjxZ7c+mFmLp3lwcyq/ED1u4cgmZU3GVDbOSM1BWXWd0VgLelmNFuOb91Vh7sEDX71G/qiCjPP6m9/CA+77eioIKKx6ZlaLr9xwpqPRp0nk+sCOl/DWUhkN2tMd9SnrjtYSaI0ztB26++WbcfPPNou8JgoCpU6filVdewahRowAA3333HRISEvDjjz9i3LhxKCsrwzfffINZs2bhxhtvBAD88MMP6Nq1K1auXImbbroJ+/fvx7Jly7Blyxb0798fAPDVV19hwIABOHjwIHr16oXly5dj3759yMrKQlJSEgDgo48+wtixY/HOO+8gNjYWs2fPRm1tLWbOnInIyEj06dMHhw4dwuTJkzF+/HhOvEpN2ANoFSlqvkC8gD78/Q6knCjBiv0F+P7/rjQ6O06BWJve/eUWAMDYGduR8d4tun1PAB5mqm9gxNIzwHZGvZ+uLTdOXocHr+6B12+9UNXnBIE3raQMj5PAFYjXIgocS/bk4rVf0/DZvZej/9lnGZ0dCkCazjF1/Phx5OXlYdiwYc7XIiMjMWjQIGze3DAXRkpKCurq6tzSJCUloU+fPs40ycnJiIuLcwalAOCqq65CXFycW5o+ffo4g1IAcNNNN8FqtSIlJcWZZtCgQYiMjHRLk5OTg4yMDNHfYLVaUV5e7vYv2PFCRRQ4Uk6UAADWHzplcE7csRqRtuFwoar03upkM94Y8jpiHjM2ZXhN4zmxtJmKz0x5CVSzkjMw8Y/9RmejWUxYzRGRjCd+3ImiKhvu/3abbt/BRRGCm6aBqby8hrkTEhIS3F5PSEhwvpeXl4eIiAjEx8fLpunYsWOT7Xfs2NEtjef3xMfHIyIiQjZN49+NaTxNnDjROa9VXFwcunbt6v2HU/OY6C6LDWLjHcgrx/aMYqOzQQHGzIGRX3Zme0+kgpl/KwWmQOw9StL++2s6pq87hrSTZUZnxWc/bDmhOG1JlQ0r9+Wj3u7QMUeBz0TNbQpivJyQr3RZlc9ziJwgCF6HzXmmEUuvRZrGxpdUfl566SWUlZU5/2VlZcnmmyhQVdvqcc+XW/DtxuNGZ8XN8Kkb8I8vkpFXVqv7d/Ha2Ty8mdVHIN48BGKeXfkz+5uOqOtBR+SrSmu95tv0V4+F8tp6FFQoaweM+nwzHvp+B77aYK72TNAL8HqfiMxF08BUYmIigKa9kQoKCpw9lRITE2Gz2VBSUiKbJj8/v8n2T5065ZbG83tKSkpQV1cnm6agoGGSW8+eVI0iIyMRGxvr9o9akBZ0nz0r+QSSjxXhrd/3GZ0VUdkl1UZngVTQs32qevLwAA+YcSif//kz+/d+vdWP36aMmYov0M9fM9FjV/qz/qmx2b0nAnC8sAoAsGRvjp7ZISIiHWkamOrZsycSExOxYsUK52s2mw3r1q3DwIEDAQB9+/ZFeHi4W5rc3FykpaU50wwYMABlZWXYtu3MGNWtW7eirKzMLU1aWhpyc3OdaZYvX47IyEj07dvXmWb9+vWw2WxuaZKSktCjRw8tfzpRwKlS2OCjlqXGZsdP27NwqsKq6nNa3//w1pTIfxgLIjPifDJEgUfPhU/M+GCOtKM6MFVZWYnU1FSkpqYCaJjwPDU1FZmZmbBYLHjmmWfw7rvvYuHChUhLS8PYsWPRunVrjB49GgAQFxeHf/7zn3j22WexatUq7Nq1C/fddx8uuugi5yp9559/PoYPH46HH34YW7ZswZYtW/Dwww9jxIgR6NWrFwBg2LBhuOCCCzBmzBjs2rULq1atwnPPPYeHH37Y2ctp9OjRiIyMxNixY5GWloaFCxfi3Xff5Yp8JmOmkuAqUubhl5JgcTfx9pJ9eOGXPbjry2Svac16Mxvo9bu1nvOk+FtgHzHNx2sfKdXSzxUiMo5Z252kjTC1H9ixYweGDBni/Hv8+PEAgAceeAAzZ87ECy+8gJqaGjz++OMoKSlB//79sXz5csTExDg/M2XKFISFheHOO+9ETU0NbrjhBsycOROhoaHONLNnz8bTTz/tXL1v5MiRmDZtmvP90NBQLFmyBI8//jiuvvpqREVFYfTo0Zg0aZIzTVxcHFasWIEnnngC/fr1Q3x8PMaPH+/MMzXgOU5EjZanNwx/PnaqStXnjL5Z4Y21+bAB6R++BGI9P8KyIqUCPfBPRETmpDowNXjwYNnx/xaLBW+88QbeeOMNyTStWrXCJ598gk8++UQyTbt27fDDDz/I5qVbt274/fffZdNcdNFFWL9+vWwa0k+gNXYDLb9Ewao5tz6co4aIqOUF7NNOlhudBSLSEePiwU2XVfkowPAmjlqoltZoJ1LKdThhUaW6+caUYgPTPNgMICK1OAcYEWmJgSnSlZIbDzPdnLBtrr2SKpvilXXIeGpuUPU8X1y3baIqwhT8cTPgehxU63T+MhhiHg6Zwqits+PrDcdw9FSlH3NEWtCjrvBnfay2fTikVwd9MkJEivHaTr5iYIp0jQyxcmrZSqttuOztFbj0reVGZ8UQVVYG5Eh7/ujp53pZqLNzMnYz0+IKvmDXScn3pq0+gglL9uOGj9Zp8E3esd2gHV3qCj4pCFjs4UT+UO8QsOVYkdHZoADEwBSxFeiCu0Jbe0+WAWi5q4y9vHAvL85+wnNXP/UOfXaumXrLmikvammR93UHT0m+t+NEcfO/gIKGr4ebQ6d6xFWwXwb25ZTjwz8PoNJa79PntQ5UBnK9Sfp65PsdRmeBAhADU6TKLynZGDp5HTIK1a3YFSg455C2GCwAJv150Ogs6CaQJxk/UlBhdBZ85u+n3nLDvOQE7tHREsksasNeFtRMs7eewCVvLseuzBJdvyeAL0mK/PXjDfh0zVF8sOyA0VkhksXVO8kXqlflo+Dj7To+ZcUh7M8th90hYNWBAgDAq4vS8MND/fXPHOlG70uGIAj4PvmEzt/SPEobsacqrDhZWoNLu7b1mtbuh6fCZhRIbZCy6jrcOJmrtSoV7Dd7waispg5xUeGK07fQaov85JWFaQCAf89Lxdrnh+j2PS3lME473RtdLQaZyV/0ahMy4BXcGJgiWYIg4H+rDjd5vaZOu7lzzHShbEk3YHr/1D/S8rByf77O36Jcc3r3XPHOSgDAgscH4vJu8bJp9/rYYAx0Wp87etYKJ0trdNx68FFSts1tKwqCwAanj8R22yVvLkfGe7co3oaZej+y57K5mfk8NdNxrCdffyXPLfIXvWqJlnKOt1QcykeyeP6Trw7lN2+olBmPveSj3ueLakkXTT1/qeu9j9bfw8a5d66HsZL9JXaz6u1ccH0o8bfPNxt67pj5ZtsbXx7ueP5eM50RLagKJS8C+LTUFc8RUivlRAmufm81/kzP88v3BfI1lYzDwBTJXuB8nVuEgtPOzBLc+slGbDseHJPh6nF0q70YV1nrcf+32/Dj1kwdcuM/WrdB1N5ss6bSj16XAdeA187MUuSXW/X5oiCnxbknV8a8v9CH3SEg5UQxrPU6rt7awhbl23C40OgsmJqZRiiQf439dhtOltZg3KwUv3yfXkfa/tzAnR+UvGNgimSfhvNmL3j5ctG4a3oy9p4sw53TkxVs31wNILPGWGduzsD6Q6fw8sK9RmfFXFx7TKksO5MWdcBSNJRPg+9hAMQ4PGf8b9Lyg/jb58l49qfdRmdFFX+ep+x1Ic4s5ytLJ3D4e3VsvU7dL9Yd1WfDZAoMTJHsTYfUe1rWN2Zqd5jlYt9chZVWVHlZTtiX31pnD5Y9ZB4Vtb4t+2w2Wgf+QnSsF8wapFTKH3Wm6wMLZUP51H+HZ/DaRJeCgCK139QMjWxJQ5DNYvrpG6zf9+QanBMKOD6vlMrznPyFV3RSj4Epwmdrj6K8tk70PV7EAk9ptQ39JqzEha//aXRWTEXsSFbbttMjIGCmwKxaet7LugctWA+5ct3va06vlOqv7xOzLC0PAyau1j0fpI5UuTkcAnaeKFGUFgCKq2wa5ooasTcQ+ZvZerKbQaW1nguiEJkEA1MEAPhy3THR1/3xEJWXSW3tyy1XlM7s+z1Qn+BvPHxKVXqzl4NSZiqtYNmnSjw4czvSc/RdCdJb2T76g/icFWqPCd6o+0hiv0nNEfldcgaW7M1VlBYADuRxTo9Apcs8in6sYVkjNJ/dYaars/n0m7ACV7+3GlnF1UZnJajwck6+YGCKADQ8MRDjS2zANaAQoLGFFoFFo4+fdmS7/d1S9rPWgcQQlVcnt3pH05yYj2eD73B+pebf4bYqn58qcjZkfSO126TuR+duy2rympmu1SbKColoznnK4LN/ZZdU49I3l+u2/WAoztq6hrmXko95X3WZlAuCQ4MMwMAUyfJlKF9BxZmVlcprxIcIkrnU27WfFLG5DRatG7BiN9d6DFXNVPnULZAbdnoO9TXjkIPCSivu+GwT5m4L7BUU1ZJ74G7z84SqpFyg9pQI1N6yavmjhjNfLUqerPV23VZmnLb6CCq8zDeqlRGfbMDUlYf88l1kfoHctiXjMDBFsnxp17q1KQOtYjJxg/jrDccw/qdUODS62XAtmnNf/QNbVD4tOnZK+14arsx4c6JHsMSMARgzcG3UmOVQmLziEHZlluLFBdqvoOiPuaL0sGjXSc22xTPBN1I3APO2iwdQxdJzPkn/888iBqSFrceK8LfPNyPtpLbDpuvtDvR9eyX6vb3SL4FkPc/ztJPlmLrysG7bbwneWbIP42btMGX7Vy22bZuasek43vvjgNHZMDUGpkhWsytHJcuMs+5SZMKS/Viw8yQ2HCmUTefLxUAQgOfmq1uy+kRRYI3HD/zLvLkF0v71tVrzttJlczw4c7tu224+6R0m9zQ+kNrWZrwMvffHAXyyyvuNnlTeVx9UPt9dgHauIgO0xOF4d325BSknSvDAt9s03W5RlQ2V1npUWOt1GWHQAovKZ+sPqZsf9JeUbLzxW7pmD4sB4KsNx/Fnej52Z+swb6Sfj4W88lr/fmEAeHPxPnyx7igO5CmbC7glYmCKZPlS3br1dFCS3pS3BOZVrdHNsWfZqL2JrK3Tp+u5P5nhxtlsDUdf86P1vnS9+TFBMQEwx/FiBLl2d3Ma5Z7HWohJTgapVWr96WRpDb5YdxQfrTiEOh+HWqt5sBQMT+gDDds+3pmkSnAq0nGFSr/0oONpLun3PbneE7l4dv5uzNycgdU69Hb2tc6XxbI3DT0fcgY6BqZIll8uYiZreJAyb/++T/Z9sxWrWRtkZttPanKk5z41334xD3/fwMiV85EC6SG96lflU/kBnYyfl2p0FtwC/76eZ3Ir7XkyU/1ooqwEpOOFVUZngRRyPe/8EajU+txicBUortYvWEnBafORInyz8TgfCIlgYIpkSZ00cjcQrm8F2kkXWLltnuY2J3LK2E1XE2a5Gz/N9+x4P3tqbHZ8tf4YMhTcOKmdY0rNuevrPBtmKSp/V6uBVo/7Yvr6Y87/r9yv7RPwUh9uXNQcalJDqxwqHroHfwm3HCM/2ej8vx6nrj+rQb2qnhqbHalZpYbXbW7XIpNcX8ykzu7AzE3HcSi/wuisSAuUypPHl2l8tOIQ3v59H9apHD7aEjAwRbJ8uWa7juxQMhcB60p1zHJz7E1z8+mPa70Z2hNmK05f86Okrvjwz4N4Z+l+DPlorW75UJoXM23X7OR+dqDUR0Zavi9f1+1LFYGdQ/nMTadzR+9V2Px5zut1VN7/7Vbc/ukmzN4a7CusuhdWoJ3n323OwBuL92HYlPVGZ8WN60T1Vh2G3elSTIFV9C1CVkmN0VkwHQamSJbaeiyzqBpXTVx15vMKateWOJGmnvTanduOF+uzYT/RYjUaPfZtSzr8t2U0rPyottHFFcPc+fuYkSuv5uQl+aj7SqABds9kGlJloGqOKY3yQsoFatXfnHNe7Uf1CqRszygBAMzZZmxgym0oH1dpbEKXScA1UOkS/C2ssBqYEwoUYnVZoF4D9MTAFMlS2yj4cPlB1d/BEzMwfLLav8sAt4TjQhAEnDTZExP3IXTa3tj6az4Kbw18BkC8c91FPt8cevlcS+nG3tyj3tfArNS89GIPg4L5nHA4BMxKzkDaSXPe5LYkag+zYD4uAff94Y+rY0G5/kGUwkrtvsO0PbxMmi1ZLaFRbWJmPZTNhoEpAiBd+Us2bCVquECv9wKj4tBnL3trAESG+be60LooRH+eHwpcbr9OX38M81Oydc+DGq7n9goVQ5B0XZUvIM5LeVouKe0PrsetfM6l6yPVN6Eq0wcKX3oFa3H8q5r83Lev0IfGmVm8Jwf//TUdI1zmXjKDQO0t688Jr4Oh7pejd+DF8xir9MNqYP0mrAz6VcfYi7upHw0YFmvawKWIwMmpsRiYIllSla/U654XQUW9KPzQxtl8pBALdporAKAXvXYnh1xqv2/f++OAxltsPtdi3pdbrvhzd05Pxou/7NEuHyrTK11FzihpOYHbW0OvoXwkTdXk5xKppR8siTDjSaMRNfWYP7XEFc1U1+tBfjvndt1S8blTJhk+JlX/Z5VUa/5du7NKNd+mr/SoLpfuzXXZfuAd9/9bdcjv3xlIu0nsQRHbT00xMEXymnnSK6k0mnNiKq28R3+9FeN/2o2DeSZe2cPkQlSWEwNZDQLougnA/cbB242T5+k3d3uWdvlwHVKo2Vb12Z4SAdZhyo2vN4eB1GgMaBrMMbU/1zzXRi5pb27+vLTrXW8Gah3VEldFfnz2TqOz4OQ2BFOj88H19wXoYel3gbSfxOqaQK1/9MTAFMmSOme0HMrna6PxlYV7cc37a1BeW6f4Mzll5prPxxdGxXuCsXHPa0JT3gKKgiAgq9i3p6EtKVbp6z4yI9keU5p+T3Cekc2eY0pmtwiCILkwhZqhfDYdVpZS483F6c7/Hy+sMjAn/tOS6kNfBWudIKal/FRBEPDAt9vwz5nbvZava3uk3mFsHeWqJR2XAGCrd2B7RjHqDb5OeFJzjTNasPf+1AoDUyTLzCf97K2ZOFlag593qBiiZ96foxlfeyp52zUhrC0C0rtL92PEJxtQW2dX/VmxQ+m1X9Nx7QdrMHPTcQ1yJ/vtzv8FYiNw7Ixtbn9reQ/qjyCxIPF/T7y59q65+0iuQbv6QIHke1L3cWYssxmbMtz+ztXwIZIZfy+gvk7YfKQQC3epm5Lg/m+3aj6/nT93p5KcB+L1oZGgtKL1kd5l5cu5VVBhxbpDp7DqQAEqvMxF5TbXoYmK2X1xEGWfqbbVIyNAg+7vLt2Pf3yRjMkr/D9cT46ZjglvxPIa7HOx+YK3miRL7Ulv9uFb3iLWgdzA0ZtfboZ13P9abNrkh7eoL9cfQ9rJcvyWmqMovbffOGvLCQDAh38eVP0ESNW8Oc3a18af50dP6dcA9feTN18fUATyE8IDecbOS6T0+N9xokTyPTM/WPKmxqY+kB7sRn+9Ff+etxuH85UPu3QIwF6tVyP044VQSV2tZpGOlsaMbZZArpca+fIThkxai8GT1gbk6qAzN2cAAD5be9TYjHgIpDaG2DFjrTdXDzQzYGCKZDX3lFdSafhy4XSt2NV83kQ9gX1mVDujuQ2cQyoa0/4SBO0jxep9eGpuwjatNJef50sHgWqbuidXdSbr0q4rmf0ZIlMxqD2/zHQ6Pvz9DqOz4ORrPRXI9ZuWnXyaU49V2+qRU2quKQByVc4vZPQQKNfgUpWXenZPdqnHZ71vf+V+3wNTRp8irm3kQLrJ1oqac9NMe8eXssovb5iwfnmQBlKNmO4jkK5xYsdMIOXfXxiYIllST6u2ZYjPaeFZLel10vm67HNLqwPknjY2WUHRy85pbm841xVHWhKzXHiUNqTM8oS1Odn4xcsKnGLH8gWv/YkjBcqDp/9beVhVnrTcr/4+poLhCbdapVXK5y70xpeyd23k+7r3A7ncSqptRmcBAHD1e6sx8L3VugzB8VcPc6W9ZZtDrq3hOn9Z4825lDs+2+z2t5IAZYpMr0FvjOwlLwgCnvxxl67fUWU1puehXJAiKALtPq6m2PAB758w1W81kS/Xm6vHlhqBvACOPzEw1QIdPVWJB77d5j0hml85Kvm4a+NM70aCmu1zWJ87tU1ozza32kpZ691v1NNIsxxFSvenmqdeqstIxY1YiFu9oO5rpq87hrIa6cCCVC6+9ZjnRs78FHUrECYfLVKVXo6/qya7jy0qtfmsqDVmvoXMIn0nqm/uk2S5a5HcPhYLTNkdAtJzjB2mqMRX648pSvPYDyleJ+RtTvynpLqhHll/+JTvG9GY2rNRbQ8rX9TZpXMl16vSk2ddo+S63Zxh03rWpeW1dSiqlA7EHSmodBtmqUdeFqWe1H6jLuarmeO12czSmvLICe8V/ObdpQfc/g6kXc97SmUYmGqBHv5+B9YdUtbIUn/j6fl5dRvQ+7z1dn/ly4SG/ubtKavr21r+BrWNe8/vVnIsmHWfN0egXYyUlrPUr9p8pNCv+Wi0M9P9qbncZO9S2/ZWVNb6M9tUW6zfajhZvOfqoroEXV02+cisFMlkam46vbEbNOTord/Tm75okp6D3nyxTvoJstgx2pzeJf6kZO6Nd5buxx9peRgnc3yamb8OMa07ZoltTi543ZyeewF2+XRz8RvL0XfCSlRKTHDsGczT46fqvf98mSLAHyqt9diTXap5+2vb8WK8+MselFb73qNWSY70uKYHyCVNlUAa/iqW00Du1awXBqZaIDXzJaif3Ni96lNyzrl+YrvEEEGln/dOPkPVLhOu6l1dHMyrwG3TNioOEvpCzW/wVtbNvQE1ugIW+3p/BE6N/t2NlOaiuY2Xx3/cqcm23XpMKcj9Ro+AmNxu97UHy5/pvs8N4W0Iixp7sgNv8lQljDpV5Hp7GMXtAYOP2xCre8y23LcWVh0oQFaxdK83X893LVcGFOVjZav2uuWPuV/sEnnak12KS99c4fN2fbl+qtk/x4v0XyUtUFdi04tr6Xh70Orrw+JbP9mIkdM2NeuaLebO6cmYuz0L7y7d7/M2zNAknL31RFCsCGfUvvTlOiqIfCTQHlz7AwNTLZCeQ3WaDt/yvgHXz9T4sKS9Gt6y8+GfB53/13ty43GzdmB3dpniYZVG8/dQvuIqG15euLfJZKhG8uUSoud1R+4pdXZJNbYeUz98zG1orQ950ur3Nvcpv1wwS3rbgdlIWLo3D3d8tkn3IWli5MpJ7d40au/rPdVPs49lH3eMaPXgx8fm32w8jpcW7PGp8a32E8VV2s9JdSi/0vl/vXebt310qkK7wHZziR3PUteiZ+amNqtd58uxr+YzNhOtimWGm9TaOjt+3JqJkyab8B9QVyccPx0MXLxbn/nVjgdgsNH1vH1lYRpe/02kp3CAMeKM2Z5RjN7/XYZvNqrrBS/WJjVph0NDMTDVAqlaxa6ZF0olJ50Wk7wqpaYSWHOgQHHaDYdP4fn5u1FRq7x7r68NaVWrmKgoP2/zyDR3ola1x9ITP+7Ej1szMXLapmZ9r5Z8OR/0vPB8KTMPyzXvr8FdX25x/r10j7LJ59U0uES7Jmv0g9XOMaWmaMwywbtWVuzLx67MUrzwy26/f7eWvTGM6l0o9guU/qrCSqvbEE9d+ByYavpBf66c9Pbv+zBnWxaSfQiQqyW3i3w93/UOFLhmy9tKXZnFZ+plHaf2U7Y9kdf02lc+BaZUpg/GXoS++t+qw3h54V7cNGW9bt/heqx4OzRd3zdD4K6RWXrCN8fy9DxNt2dEu8qIY+L5+btR7xDw9u/7VH1OLKtSPU1bMgamWiDRRoVE2mZOMaXsM36szNQMTVRTYYz5Zhvmp2RjqoqVuvSa9N3tQq7ic4WV8oEyteXky7BOPatosW2r7tHh09Nb/X6Vmgm4fbk59CXrFRp1Dw8Nae6E0dLvSd2cm6WN8JeObXz6XFmNdl3ztVjFUe2xb/Cq9m6U5DyntAb9JqzEkA/X6p0dn9SLDFE04ubBl5XBzHATqncOXNsAyzUaciT2YEDzwJTIBtUskKAmEOTLHDJqgwajPt/sPVEzKM2O2l+qRy+6jYcbhsRXWutRUF6LedszZedr9KeSZszrpDXX80x9z2BjGsO+tMlrbHa88LP/H3gpFUg9jsTqJa0e5AYTBqZaIDU9X5o7lE81nc9RNb/Hl3ZxdonyoTSu++o3Fd2NjarGmhknwNGCSu+JTM6nISn+jraZmJr6oflD+aRNWXlI/DMm2Z9m6NClfBXH5m/Dmd6gA1rsmuhthcBqWz1u/7ShN2eOzque+bpfbCIBALXH1rFTza+3fak31fbQlfsOM5xP3ngrY9efJ/d7Fu5qugqbP+o1NQ/yfk1V0d7xIe9qA1NmmbNP7W/9ZLX3B6HtoiNUbdO1nXfHZ5vxn1/24r0/Dkh/oJn0PjT1uqYEQzxByXkyff1R/OTXlRdVCqByEB1hYJZGp4kwMNUCaTlZuNZ8uYioacDqXQmoGk7k8v+le5UNs/L8nOj7Lgnkfq/aIR3NHQJi9OotWjyB921YQfBeePTs1aB2sn3P5HJ5W+Fl2IwSZow3GtHLRK6Y1Na3RrXRfKnZXlmYhgKFPRbUBllmbDqOx2afWWnO16pTrGdKiMonDNd/tM63L3cRvDVg87gdFmoemsm8t8MPqy6KHUJSvR3F8lpUpbynj2+Tn6v+iK6k2gDNbRs0zoN6qsIq2QtN9ZQRLgdl4zxTK/erv16q6UEnp7lb0etYyCs/8zCibWv54N+mI4VYJBIw1pKSXoi+zPuaX678oYsR512eivwZTWz/BEOAU2sMTLVEquaYUrtp9U38GpvvS7DryZesqPmMReUcOo0Wpcpf4HzdbkN66Q+EiNQWT8zeqfhm2ERF66R2//hyEeGF5wx1q/K5/708PQ+3frIRR3TseWeWIOKRgkq3etEISmMpckGXQAlM+UKsZ4oUtVfFNxfvQ9rJcuffvgYcxW4Om9vz1Re+ZD/MiIw2w8p9+fhT5ZwtauJSguQfsikBaBckkNuemh5Tah5S+ZJzM/RC2J1VqvtnBAFIzynDFe+sxN0u80k2h/j8Yeq3I3fMuW7PDEN2XW05ViS7wqeYDjGRsu/f+/VWPDMv1fm31tNabD5aiPNfW4YftpyQTedZtsoWpzJ3PbwrU/9AvCdf94nYsR4dGdbc7AQdBqZaIG9DFFzpfc0oq67Ds/P9N35ZTYPFn8O2vH3M9WnI714msZ6zNdP5f7UN0p2ylXzTynjJ3lyk55SLpFXXg0VNGiP5Y74LPaldHtjIQI3boggC8MisFOw9WYZ/zd0lmt5zN5tot/tk1pYM1Z/R6jeXVNkUXye0HMpnxLnicAhYpWKhCyP4OkFqncpl+bRYoay2zo4Xf9mDlW69EtXnf8TFnVSll/0Gn2c/V5asts6Oh77fgXGzUlCuYgEUXym96W+k9Xkl9v1q5kqxi8x9JsV0w+cVcu1lJJUfzwe5alfCEwRg3vaGeSa16iknFg8+WVqDz9YeUVU/BOqkznd/uQXXfrBG1WeMbrc+MXsn6uwCXl2UpupzWmfbiBjW1uPF/v9SH4nt7vMSfJtPNJgxMEWy1N6Yqq2Yko8Vun+fDxWlmu8007XSfbUR+bQr9yu/cZqfcmY8uNoGqa1epseUxH6uUziR6YbDhfhs7RHDLuJafKtPPaZ07DKldsv3f7tNl3wopWZ4nmsPPdffWapwAlS9lxnXm9Lf6UqLQGK1rR6Xvb0CE5bsV/YBDYfyGRGYSssxZn4ZNRMX+zopvNoeUyOnbfTti1zM2JSBuduz8ND3O5q1nbBQ7Zqnvq7s5XY+ydRd1rozBVTtw0TvgLpjX+15orSHksMhKLpeXdq1bZPXVE1+rqbHlA9Vgt7TBih7yKZ+u2rbz/N2ZOH7ZPleMurzIJ6JD5YdxNcbpVcB9mRXWGmp3U0/p6ib72iZxivPiVHdM1hJGh0OYc+yDdTgoasNhwu9JzIJ0VX5OKSiCQamSJb+k597rBKh9uMqqfk9vtwkKRmLLwgNjT/XfeWtO6qvq6LItQ3EGg5yN7ZSZatmL32w7CDWHDRP7wTVJezDMWH03FquUmSeqm46UohZyRmKt1Vts+PZn9T1dlQzv41rEEtpI7e51JSU3gHWVB+GgmjhRJH4MIaCCvG5HOSGb6s99I04U+pU9N6QU1YjHUgUqzuVBvQB3wN24oEp6fI6kFfh0/e4yi1r2uvDTKuZrjZR7zjXVca8/VzX9+WOB7G3xAJJnhwOAbd8shF//XiD1+BUqMi4fjU3uWqGPCrZ6lkeE3zrfbOnpM5wbUspzY3aeRX1kHZSOlCfflK8d7wYsRVBtfDZmiOq0vsj9qK2eWKWeJCioXx+yEdz9O3e1u/f6es+qRDpTatV+yOYMDBFsvz9BFvvmz11Q/n0ycPD36fgxsnr3LpFF3mZoNLX9opcY/Hj1SIXeJnfLNVo2ikR7JDqEZBdIt1dXc/S16I8vW1i67GiJq8FynKw9369Ff/9Nd3tNW/7bLnKScTVTBsT6pLYNbgndQ43GTqqc5hD72Kt8mGOKS2Ocanz/KVf9oq+3rltK8ltqZ9jKjDOFTF/pknfbIsF79T8Ui1vtE1w76uIlm0P13np9kkMPTeat1/rem48+sNOme003VJCrPQ52qik2ob9ueU4kFeBkmr59khzlz1XEwBVst14j8BUvd2B44VVOFLQ/ECrGCXz//lyyvZOjPEhN9qyajCcF5Bve7o+5PB2mgdCdWWm6RrUMFu2y6rrZAOjYs7uEDhD4b7ZeLzJa9MUrKzZ0jAwRbLUV1xNLyNy49KbrhKhb035/M978M6SfYrS+noz4K3RsnJ/Po4VVqFcxVxfvk62p+X+lMrBpiPiXWmT2kaJvq5lEWcVV/u1K6zc/jx2qhJ3iUxAKj7PS8tTZ3e4BZu8cb2ZimkV7vy/0mPal92u5thUvdqRSkYFNKWK6HhhlejrnePFz3PAP4sLNJdWgZoXftkjuTKS2D49lK/8plnLOrO5vTK8BQ83ilwPfMm+Vp0kc8tqsMRl1Vtfd2VRpdIVGH3bvp5BWa3bVWJ5lQpENPd3+fJpa70DQyatxY2T16ueV1GJGZub3mBqweimgreyUvOwR6pd9smqw/jb58mKt2P2ybcB4wM8Sr/elzkEf0vNUf0ZV2rO/2s/WI0Rn2wUfcArpbn58yexeTszJHqot2QMTJGmxK4h5736B74ViRQDTYMdKkY3+OyrDcoaFb4GPH7akeXT5+T4ukCR2u7UcqmlGghSuykuKlz8DY38tjsH136wBk/Mln567I3aRrPcIXH0lPiNu5ohO2rzo3cPE622nllUjfP/uwybjihvcLj+to2HT7m8LpXe/W9/PMXcnqHfxJsH8tT37NDiF0ud5zUSw4nldrPaOtToBn5zSfVyE9unP6iYG0bLuUCae5/nrUyPidSDPq3qpdGKjp6reKrZrGtPt6krpZ9sa9E7U6sSFp38XOOIh9jm9HpApKQe90xTZTtzA+it95cvDiro8aVk5TnP46beT0PWpeSXK5/3zhup4+GjFYfc/vbWhgmExTnVzzFlzIXO5sMNVkUzA7tKd021rd75sH61iuk+1C4YYCSjz+9AwcAUyVJb4UpdQ976XbyXkmeD3ZcTV6tGl+cF0tebAV/ng5Lj61PuqyauwioF814pIZUFqWNEau5arYIpX6w9CkDF5JYafO3np79TTKtw8R+s5imV0U9M9TJ9/VGVE94KqHWZUPinHa4T+ivbhi83SmobjIt2nVT9HUr5MveAFueW1I2AL/Wa2utHME4EKggCDov0jlKzb7aoeILsjdycYEr41BPRh8pX/bEg1WPH/W81+705QbzSahv+TM9TXv97yZbSXIul03quN/GhfOq+QzEFefc8VrZnlOiUmQZKHjb5Uhebvf5T85OU/haxHpauzDDvljdqi01JnaDmgaZZ5JY1nYdSaX37idjUImblckj+b+VhxW0jk5/epsHAFMnSe/Lzpj2mfLiYa3Sye042rMdQGl9vHJtzaf7nd8pXR5LLnlQDQeozkul9/P4m29eg9tKiV40gCNh2vNgtkOJKzZwNqntMqUptnEqVT92e/3kPpklMcqp0H/nSsFuw86TsJNZm0a97vG7bljpvfekxpbYKDdS5OpxEsv9zSnaTXgKAuuvWSwvE5/fyRXPv815asFf1OZLpw5BrI3vgNGrOTfE9X23FuFkp+N+qpmUvxlvwrjnnhtb7XrTHlET+mrv4h5JPe/YM/++iNMm07y7dj8dnpzQrT2rnYZL6DZ5BYqMDU1rGgJRef5/8cZfs+2YKS0m1PdSemzM2ZXhNU+3DHJNaKxeZrFutaoVBm2OnKr0nMqEpKw/hVZn6xlWgzDdrNAamSJbep5HnhfD9ZQdUV4Zaneye4399bSTIfcrXrPrroZHsqnwSr6uf4FhVcoltCEhzWSHmu80ZAIAP/zyAJ37cKXpMiP02NUu2S1mWloc7pyfjYYnl0dUcR8Fw3WrfJrLJa7+qnAdAbklosV207Xgxvt3kPkTX1yf4l7y53LcP+lHb1uLDZLU4fKRuxqUCr/KBZnU58mWoQXNpWbWK1TFSy7nXaTTJsFrNvZb8sjNb8TyNjT5YdhCP/aAuGKDVdcXzZTWBkuYEpvbnNlyfFu1SVvdpFZMVHcqnYOOuKbz1ABA7r5+fv1t0fk25xU6UUHL9VDOc58v1x7B0b9Ne1qsPKO9ZrqjHlOKtnWF4YMrL++p6TDUrK05mmmNKqnjkys3Xh9FSD4LEv8Onr/BqmcyCHkpdPXG1BjkxN7n2qisth+QHMwamCIDcvC3qTqQ92epWVPC85uSXW/H2YnWN3uY+kfPndn1teCzUeMiQ1CS9sj2mJMb4XNQlTtV3Hz1V2ewhR4c95g15/bd07M0uw6drjmLJnlykZCrryt86Ikz1d58oqnILaCkeSqiAUXMPSPKhnKz1+j7pE5t0/M7pyidT9Qe95wqTnO9Npn4prLRi0a6TXm86teiJ6MyPzO+aurJpTxKjgjViEmKbBlh9oXYItN5+3iHfiFZy061mVbVGcit4ivXAUjs/otS1tckQfRXXYKX3xK49X5bsyZVJKc3b8RDqkRmpOkPsMq3kUFt/6Mw8flJB6EZieT1cUInp66WHuvtKq1XivHlTpt3p2V7ytn8A97pYOmjq/oZebVnFVMaA5K5bWg1Fa3IOahynUnPtlZpqRO63+lrN19i0n7RfNQ0ORyVzVHmWQXOHm+vN19ypvf+rrbNjT3ZpQK9W7AsGpkiW2uuk2sCUGM8hdd7I3WgVVlrRb8IKRdvx/Km+PqmRH9riWwXzZ/qZRr1Ubwk1xJYt9UZqb3RWufre7K2Z+GrDMdXf70psP7ouQWwVaTiKTezprYdGvd2B95cdcHtt0IdrccU7K51/q1lpzhu1h8cJE67o4a8bCW+MnGhSbTmqTR8eKn7Myd3Y3PlFMp6Zl4opIgEhV2p7icg1muSuH2KTSfsyr5Ze8sutmjQIpa4jtQadJ197qfuVzJexJ7sMu1Vep6WcqrCK9lJUe62UOnY8X81R0btG6angGmB46/d9SM9R3w7y9nM9zyWp9GEidYOSJ/Xjf9rt/L+33hpS53VWsfYTEavpOdIccrvoJ49grreVlwHP404qaOr+t9mH+ngG0n7bLd0bUO8HVEaQCpbLtXl8LVE1Q/lc66mr31uNgvKmcz0ZaVmadLD+6w3HcOW7qyRX/VVC6jr92dojeOi77ZIP4v1N7TXtH18kY+S0Tfjwz4M65cicGJgiL/S9UIo12tV2d9wp0zvmoe92oLDSt1VZ2reJ8OlzcpWPTxMye2xvwNlnqd6Gp8V7xBsUnisYuZK6wZKayFGu989Hy8VvjpX2GBJ7ouKaPbFj6Pmfdzd5zdsklAt2nZSd8Bxo+iTb03kJbWTfd2W2ByO+ZMeXJYn1YOTTZ7XfrLbBEiGxsoBcA/nY6Ybf9HXHUCEzXFrLvaY+uGCOY6fRj9syVaUX+7lStUO1ynnXfFnEoms78YcGcpQGAsb/lKp622LWufTUcaX2Wil57HhsRk1PLG91u/MrPDbpepOlNLjpLZXSxVnEAstqz0NvgRep7dlFHgac3T5aNG2VwuNfj8VkxMjto8xi9wdA3s4RQRDcHv4pDbgfyKsw9CZabU+VDYelJy7X6gFVtUfPIbU9Kb1RM1pEqm1jlTkefH0YrSYwFebycPRkaQ0+lZifUy2tevA/+oP0ytkTluzHqQorDuWfufdQ+71S14oPlh3Eyv0Fbg/2jaT2mrb3ZMMDjs+83IMEGwamSJZUnSrVS0Ytscug2qdG53SQvvFX2/vKVZiXMS31dgdW7stvMrRIbryxLzfLnmWgxc2bVGcSqdUTAemnx1INED2DLGKdlFwbVWLH0FGRoJu3p3p5IquMNGq8yHjrMZUkc650a9fa7W8uJ6sdNT0jtKZ++Wh1IsNCRV9XehN38/82SOdFw7yrrQOMmGNKzpfr1fXsFCt3qXpzSO+OqratZhGLRr48xBDrbSpG77lfvF0rPY9TqeuiZ5mouQaX1yoLnnhu0fUrlH7biSL5HgOe25G6SRa7Hi3YKT0VQHGVDdd9sMbtNbl6ZG92meT26kT2bUJsK9G0SntNNzcw5Vr8cnWbXCDFM5DfUyLY1ugPj7l5pH5DabX7dv+36rBbzzWzUXNjrVVAsVdCrNvfSh58qbmGSaUUuxbNOD2XqSfZHlO+DuVTsf88z3mzXUfVUnsP6K1O17rXpa9zD7J5r0yLCEx99tln6NmzJ1q1aoW+fftiwwbpRnlLJfX0Tep01+ppiFjjVm2Piy7x4jf+ai+Mr//qvrLCx6sOOycwFTNjUwYe+n4HLn/bfaigXJdUX7pqezasY1o1fyifL09xpKpiqWNB7U/9duNx/LBFWQ8F0Zsil5cWi3QxF8uOt2MtXKJnCnAmqCU191YjuSd8nj/D2wVUi8aemmNQz8lY9R43/6+5qcjXsEv7Ji/LWrtSO2ef2l0RESZ+XCpd/dDXCYn3ZJc2eU0u72oDrUqC7slHi/DveamKe1w0h9xQ2U5xTW+4xU4XqdqhXbRvPXLVUHJ/cs+V3dz+VtqI13sWEG/11Kr9BW5/S80r6FmHifXqkbJ0r7L5ojx7ubie50rP7UovQTDPa7bUtUAsMHWkQHpexx+3nlDVI+jWaRul8yhSZlIPbrJLahRdA7xd8/49L1X2fdf2idwhJbf/Z291b5dc3k1+VVTPekOqnSG2YqPc8DhA/kFYc6/X3nqqqGn3Kw1wexMd6f4QRknQRYumhViZfSXxoELufPG115FnTzE5ng/R9Z5EX2z7Wg5DVTuk/9VFabIPIn9Jyda0vSDV/vImPMzcc2eZRdAHpubNm4dnnnkGr7zyCnbt2oVrr70WN998MzIz1XXRD3ZSwwqkKhubRuPHxeZK0Sq6/cRs6e6jnr/rRFEVMjwaEwfzK2R7FiyVGTctxZdVGTw/ocUNvVxgauS0jZi9telKUlJPCaQaXXI3AJ7fXlxlw1u/78PbMj22XIllxe5yMRObkFzsJ3tb9lwmLuUc7uBtuIfSYAEA1NrkG11a9JarVXHuet6wKOHtaXIjfzzV23a8WJPtHC+swr1fb1WcXqoxKh3ElQpYib8udXOipmr4WqLHgtw2jp1SNw+E1CTBUnPcKZn8/J6vtmDhrpMYraI89BAp0jgVK6+dmaWiny8QmfNOa3JDNhuFeRxLSubPAfQfKuutfsjw6GE0fZ348ex5E1VSLb9PluzJRY8Xl6DHi0vc5nPscVZryc94rjrqej4rvTG97rwOsu97zt8kVZdIXY8+XiU+vGf1gYImryk9BjyJ3VBK1VU/p2TjWQW9g7ZnlEjmx1bv8LowjGuv6I0yDxfUtDunrDyEtJPS84h5BhWkysqXVYEvTIqVfM+zB7jU9UMycOHlUPUsB7mWj1YPr2dsynDfroJyUlMziS2mAjRt12YUVkkeI3JBTV+b69VW33tM6d20EmvTSk0P4gupYydD4qH/zynZuO8b6fZA8rEi3P3lFk3yBsg/sJZz7bnydTw1CPrA1OTJk/HPf/4TDz30EM4//3xMnToVXbt2xeeff2501kxF6uZZqk7VYpLaGpsdH69qOgFuSXWdbIAi5YSym81VIg2uRp6NarmLqFTjwZfunHJPFaSCDl94jC9WOrxANh8yxbcnuwyvLExr8rrUzbPUnAhyx4jnRV/tRJli+77apdEgNj5fLP9FXuYfkyvjxkaKt6F8Ug0foGnDrrpOvmzFgoBqexiKBeOkhiz+7sMKU8cLq5CpYFL2vRoslOCNL43jmMimKzVKDbORbN9LvK420Cd1rh89JT0XnFITluzHMZHtyAWtCyub1oW+PJ2Vqt/VBHF3Z5Vq8hTU1yFprcKbDqdUsgJRo283HVedf7UPJeTqnkae9ZfSG3SthupI7X25uSEFQcCk5comhPV8GORteP8TP555oOV6U3xxl7ZN0u7PLcfUlYdw0uNpfY3LAwalRRYbJd0TesW+fLy8cK/ba1L73zMvjaasPCRab4gFTn19OCjWQ1Lu+rhAwWrDK/blY/TX4jeVSnqVuF4DpG5sfXH7p5sk3/tktXsQUGp/SlWdUmXojWfQVaoNJj3sVX77FSranmrqcjme+6LK2/xnDqFJ75mXF+6VnIt2e4b4/YRnPTF40lrJ75R7wOlzYMrHOaYAdb1C5Yhd4wDxsn3GS89FNaTatPd/u03yM94emu2VCSSLfb9cu0Zsjk8lPcbEPhcZFmL6RQ/8LagDUzabDSkpKRg2bJjb68OGDcPmzZtFP2O1WlFeXu72L5hIDUeRqlilKlVfGi6eQ9ymrz+KLcfELwrfbDyOIpGbIAD42+fuS8P7cvPpWbHK3Zq4rsCmlNQNhNxTZrEnJJ+tPYKPVrh391byFNyTZ0Xvy62Y1NPG4mrxGwg1N6zeeh0t3OU+b5dY+qfn7JLdhliRFHm5cZNrVDfeGHgLUMoGpizqeiuI9SJYqXJSZLFzPbdMuiEsNyG+lHeX7vea5u9fJOs+sW3KCfHGqJwKa32TgEGURANt3UHx4LdUvTlsynrR80Iq/cG8iiav7c0uk510Vo3rP1rX5DW5pdAnLGlarja794mAlZq0/JCqXoEXvv6n4rS+krr5FevO/+xPu93K11vQePo6dZOaigW+LunaVjK9knnWPK+FBQp7ceSW1WrSoJbqRSzXm2T1gYImx+ntlyaJb1+jRr/YzdjN/9uAqSsPY6bH3DOu1yulXy93nXj4+6bzi0ldj+VWRr7ho3WYuUm8t6IrX+vltQebTmTvbdFaJfXDLoleh0pu3ps/R5Ug2rNfTY9BqfNE6kHF1e+tlt6WzP4q9gjmStWlUkO5vfXuc1352BvPHo2A9Lmo5Qp+z/+8B9d6zJn249ZMjPpM/J5P6vD853c7FB87pyTuVQDlPSY990FJtU1xW9+znapVnEMqMOWZL0EQmrRh5HqYeiN13HqeL49cd7bkNsQeuilRVGnFea/+gXNeXipZN4ld+5UEk8Xm8LXWO5Aj0/5uiYI6MFVYWAi73Y6EhAS31xMSEpCX13SoDwBMnDgRcXFxzn9du3b1R1b95tVFTXvCAA3dpcU0VqrnJbTB5/de7vaet7H9noZ4PHHwFuFWupz2srQ81csze65wFOala6bYzbxcgzffY5hGbZ0du7NKZT+TXdq0kfLBsqZPhXNKpRsHUg0gz0ZvVIT4BUeOa4P3ki5xzv8v2HkSZSLDI9Q03LzN0+Q5IaiXeelx04UJTV6LDG/6oeOFVejx4pImAYCK2jqvcwo19mZZsle+C3OltV7xk9o7Ptss36uuvul7r/3a9JyWa1BNXHqgyWtyRfWkSw8CpdIUno9yk+1rYc62TJ+eknsGPMIl5hTIkehpJnfzMGFJ098slX63SO+O5fvEr12NxFZvkwv2eB4reTLzcokFan9Jke/1sHK/dM9VMXO3ZzV57acdWbjkzeXYcFh8BTdvsoqrJW9+xG46XYkFBwHxoE9qVikmrzhTZ++SWTEWAD5eLT68SorYMuBix0ijnLJar8f/zynZeOu2C51/Pz1nl1svWLmFTqR6skgRu/7FtmraQxFoCLiL3QifKKoS7Q0t1btQbI6/0mobslT2Xlx9oAAlCnqgAe7tKbFehkDTm7v9ueWqgriv/Zou+vrAc+QnvH9j8Zn6p6y6TnTVvF2ZpaLHjZIeSp6/wduwF9cA5JEC8XMNEA+KzNriPuXArH9eiWeHnuf22mqX+sdbIMuznXc4vwI9X1oq2fPIM3jacIPeNK3YcElvxB5SnSiqQtpJ6Yflm466t1mkHirdOHmdaJtt54lS2TyVVNe5XS/EftcFnRqGGq49eKpJLyWpQEuvV5dhX47yTgBS7fHZW0/gl53Siw+5OlFUhfzyWjwp80Bz0p/KemXuyS5DjxeXYJFLD8CSKhv+TM/D0r3i12vPh4FVHg+mtx4vxkVvLEePF5d4HSXi+XBUzfxU83dkSbYPdko82Hvg221uZSnWi+3z+/qid2KM82/P9nROaQ16vLhEdPurDxQ0uV6LHa+XeTyUKXfJk9hD3M/WHsHCXdmSHTEcDsHtIUDPl5aKHpdi17Gle3ORdrIMt3y8QfW15YFvtyGntMbZ9q+zO1Tf0wYTi6D3DLQGysnJQefOnbF582YMGDDA+fo777yDWbNm4cCBpjdoVqsVVuuZi015eTm6du2KsrIyxMZKj+02uxqbHXUOx+mTRjw6+8yN5+K+q7ojLiocgtDQUHr+5904lF+JXgkxmP/YAFz8xnK3z/zy2EB0bRcFu0NAbZ2jSfDJ05yHr8K5CW0QGRaClxbslR0qNLp/Nzx87dlodTqg0Ljq2lUTV4mmnzb6MlzSpS3aRIbBLgjoN0G+p9MHf7sYl3Vri7jW4cgorMad05Ml044d2AP3XdUdCbGRzokG7/hsEw5I3LTERIbh2vPaY8pdl8LhaGgIKImob3hhCEJDLKips6PGZseIT8QnGn100Dn4R78u6Nw2CtZ6B+rsDtjqHXjjt3Qs39f0xrRz2yj88FB/REeEot4h4MbJ67w20uY+chU6t41CaIgFRZU2t0lPR13eGa/ecoHbxO+jLuuMWy9JQmRYCMJPl69cb5ubLkzAHZd1gUNo6Hot1hvD1Qd/vxgdYyKdF0u5m7qYVmGYPqYvosJDYat3wGZ3YMw3Z7oB906MaVJ2M8ZegXbREbDZHRj91Ravw1WT4lrh03svxx0iT+K+/78r0a9HPO7+coszoPef4b2d80OUVNtQXluP/4oEivt1j8d/bu4Nh0OA3SHgqw3HEBkWCocgILO4WvSYi28djomjLkJURBg2HDqFkuo62QbaXzq2wS0XdUK1rR51dgHZJTWyPa8+vucyJMW1QoW1Hg/O2C67XxpN+sclaBMZikqrHc/Nl55LZMpdlyAmsmEYi8XS0GPnCQXBsDduvQAWiwUFFbX4dI18z5M3R16Itq3DUWcXUGd34KUFe2XTA8Bzw85Dq/BQFFXZ8LnMcr0v3dwbCbGtYLE0DA2tqbNj8e4ct3JKiI10C1Zf37sjbjw/AQ5BwMG8CmzPKHamD7EALwzvjff+OICOMZF4YGAPxEaFO5/sfrbmiGRArNG4685GYlwr2OodiIoIxRdrj8p+5t07LoJDEFBQYW0yvLpVeAi+ur+f2/nz2ogLYHcIKKioxVcbzvTAWDn+Otw4eX2T7SfERuLuK7qhts6OVQcKvPbCe3LIX3BWmwhsPVYsOl+cq7dv74MQy5nGYo3NjkprPY4UVOJ4YRUiw0KwO7sM7dtE4JHrzkabyHB0jImEXRBQWm1DyokS/LTjzLmS8d4teOi77W4BtYeu6Yn2MZFwCALCQiwoqa7zekzUOwTsyy3HEi/DYS/p2hbX9+qI8DALLLBgT3Zpk1W9GvXpHItRl3VxDqlZsT/PeaM69IIE3D+gO75cfwxDL0jA7C2ZOJjfcEw9MKA7jhVWifa0u7JHO/z06ABM+vMgpp1eZtxiabjBLKmyOY+bL8f0xSOzUpp8fsxV3REfHYEjBRVoExnmti899U6MwTV/aY82rcJwpKASG48UNlmZbOzAHm49kAb36oDYVuEIC7FgW0ax14n7u8RHoWNMJLJLanB+p1isOyQdzOwQE4mhFySgVVgowkMtKK+tw5xtTQOjru64rDMsFvmV7jwNvSABW44WYeiFCcgurkFoiAXJx4qapOudGIPLurVFeU09luzNxY3nJ2Db8SLZ4ftDL0hA64hQOISmi368c0cfTF93rElPg0u6toUgCLK9qxrzc3GXOGSX1MBa71DcA7X7Wa3xlw5tEBUR6tbGi44IRVLbKBx2Of97nNUaPdpHIywkxO0adEGnWOzzWHzmsm5tER4aghNFVeiVGIv1HmW74t/X4dyEmCY3vP26x6O42ib6MHTTi9e79VC6uEscwkIsCA2xNHlg63lsAkD/nu1QW2dHSXUdTpbWSD587J0Yg6iIUCTGtkJkWAhq6uxel7H/S8c26Nw2CgIagl5Kesq2bR2ODm0iUe8QZBfiAYCzoiPQvk0k2sdEYNORpsejmPjW4egQE4m8slq34/Lt2/tgV2YJHh98Dv753Q7nBPAXdIpFdGQorPUOr8fbkF4dUO8Q4BAEVNTWy6b/S8c2iDs9/FUQBMm5/Fyd3ykWbaPCUX36QbGn63t3bBJsO7t9NGrq7MiVuH5e/Zez3Pbd2R2iUV5TLxmQbhQdEYpzE2IQFmKBze7A3pNlssP+IsNC0P2s1mgdEYY6u8M5fM9a7xBtEzYGCMNDLQgLDUFoiEV2zs1zOkQjxGKB43TvJ4cgNJl311VYiAXd2rVGaIgFldZ6t/3zwIDuePO2PgCAR2elOK/h7aIjEBZigd0heB2tEB0Rik5to1Bnd6DeLjS5f3r6+r9g3KBz3B4ihliAtq0bFhXxNoz9rOgItAoPRejpc722zo5TFVbRB+rnJbRBiMWCiLAQWADsVjANRY/TZQU0zOtaZ3c0ufe+7rwOTeqwiLAQ1NsdTR4WZ7x3i9fvNLPy8nLExcUpiqUEdWDKZrOhdevWmD9/Pu644w7n6//617+QmpqKdeuaDmPwpGZnmtmd05ObVEqJsa1w5xVdRed58tQ7MQbLnrkOaw8W4PXf0mVXKwIabtqn3n0ZJv6xH6cqrIpWgRrdvxsu7hyHFxXcNOotIixE9dw9vvK8sMkZN+hsyUlefXVeQhtMvesytIuOkAz6edrzxjDEtgrHi7/sEe3h4OoffbvgrDaR+ELlsJWv7++H6Mgw3POVdpMWNjr67l+RdrIMt8nME+GrIb06YMaDVwIA1hwsUBzIUeumCxO8Nmxd3XpJkuhqhVq67dKkJhMBN1dUeKjqocO/PnE1Hp+9U9VcHUMvSMCd/bqKDpvxlPbmTbjv661e56sBGoI+wy5M8Boob7TtlRsQarFg5LRNXvP/1m0XSvac0MqyZ67FeR1jcP+322QnD77x/I74+oErUGOzIzTEgtJqG658V1l98stjA3C0oAov/LJHq2z75Npz22PWP/vD4RCQllOGv32+WdF8ipd2bavoWHj6hnNx1dntEGKxKJ6M9Z/X9MRl3driyR/lhyp/8LeLcecVZ3p4b88oxt1fbpG8UR55SRKu6BGPkZd2RlxUOOrtDvzllT8kt79y/CCU1dRh1f58bD1e7DVI8fJfe+ODZQdVT5K++/Vh+H1Pjug8h8319u19RB8GeNO+TaTXG83m6JUQg+NFVYraHH27xysOEO1+fRjiosKRU1qDGz5ap/my6RteGIKdmSW47dLOmJWcgf96qYtmPHgFhvTqiDUHCvDgTPnr4raXb8Ch/ErZSY1dPTnkL3h22HmwWCxwOATM3JyB/606LNk7on2bCEy4/SIM75OIj5YfbDIvlJg//nUtauvsog+jmuOOyzpj4qiLcPRUJf45c4dsr1XXvOSX1+KnHVm45i8d8OmaI7LXi8Yb2yd+3Ok1WA4A3zzQD1edfRYqautxIK8cY720Y7a9cgM6xjSsVJqeU4ZbPpZevbGR2ANCKbddmoT7B3TH8/P34JiGc4U16hgTiW2v3AgAWJ6eJxqEb3RwwnB8v/kEBpxzFs7p0Abnv7ZM8fcMOPssZBRVSQa6gIbzavr6o4pXqVbr8m5tFQXyXH05pi/Cw0Iw6c+DSJfp3XZxlzgsfPxqZ+/qspo6vLxwL5an5ym6lt7cJxE7M0uajDrxdPidmxEeGoL9ueWY9OdB7M4uk6yj/33jeUjNKsEakaHGzZUQG4kbzk/A4tQcxXNMTvrHJRjSqwPaRUdg4a6T+HL9MRzKr5AcubDmucGKFxUyKwamXPTv3x99+/bFZ5995nztggsuwG233YaJEyd6/XywBKbump6MrR6BqdTXhqJt6whY6+14c/E+LE/PlzyxX/nr+XjYZTzv5qOFeGvxPhRWWlFYaUNoiAVhIRYkxLZClbUeG/9zvdtwsSMFlZi4dD+2ZRSLTqA475GrcGXPdrBYLMgvr8Vna47gu+QTiAgNcQ4nbDxSGxu6r/z1fNxycSfc9WUy7HYB1XX2Jk9fAeC+q7rhySHnok2rMDgEAduOFeMhj5vPsBCLc7ubX7weSaeHLwiCgN9252DGpgzszy2Xnc+qW7vWWPXsIHyy+ojXYF/vxBgktY3CbZcmYeQlSfhtdw4+W3MUB/MrEB5qQavwULSOCHVWzndc1hnP39QLneJaYVHqSSzalYNNRwrdGv0RYSEQBAF1dgHP39QLbVuHI7/cirPbR+OLdUedFV9EaAjiWofjVIUVN57fEV+O6eccSldabcP3ySewL6ccOzNLUFZTB8fpbTba/9Zwt7LdlVmCT9cccfYwOLdjG9gdgrPx8O3Yfri+dwJq6+ywWIDMomos3ZuHtJyGC0lYSMOTiPDQEFTW1qNvj3g8PugviDu9IlJhpRW3fLzB7ULVKa4VoiPD0K97PN66rQ8iwkKQdrIMP59eFvZUpRUZhVWoswuIDAtBRFiIswG0cvwg/KVjG+e2soqr8dHyg9hzsgzWOgciwkJQY7Mjr7zW2WMss7ja7cZv0a6TmLs9E5lF1c4eBZ+Ovhz55bW447LOiHdZCj63rAb/+WUvauvsKD/dSG4VHoroyFBkFdcgNioMn9/bFx1iIvHP77aj2mZHcZWtYR4ty5khr9ee2x4AsOFwId4bdRHuvrIb7A4B//01DT+nZOPs9g1PvA7lVziPi8cGn4O7+nVFx9hItI4Ig90h4LVf05BVUoNu7aLQOiIMNTY7KmrrUFhpw8nSGlzWrS1u6J2Awb064O4vtyCjsAptWoUhIiwEbSLD0Co8FNkl1bh/QA/06x6PdYdO4eY+nXDR6eGdW48VYVHqSRwvbLjRij79mSt6xKN9m0jU2R24oFMcUk4U43BBJVJOlCDEYkH46ePX84nU8n9fh3M7tkF6TjnaRUdg/E+pEAQ09GBxNDz1P1lag3uu7IYhvTpg6AUJzrm71h4swJQVhxASYkFUeCjCQxuOs6iIUNxxWRIu7xaPk6U1uDDpzNDU7JJq/Jqag/ScMoRYLGgTGYZjhVXYdrwYIRZg8VPX4MKkONTZHZiVfAJrD52C3eFAXb2ACms9LIDzSf/CxwfiMpelxY8UVGLCkn3oFNcKpypssFiA9YdOwVrvwIVJsbi3f3eM7t/Nedz/sOUENh8tQpvIMISFWGCxNKy4sz+3HIlxrfDDP/ujVXgIUrNKcXaHNiistGL9oVM4XliFoiobTpVbsS2j2Fm/9TirNX55bCDiW0dgZ2YJFu46idlbM9G3ezzOio5AZnE1qm12XNQlDi//9Xy3YVx1dgce+X4Hjp6qQp/OsYgMC4UgCFiUmoN+3eMxbfTlSIxrBVcH8sqxcl8+Pll9BL0TY3Blz3aIjgzDnuwyVNTW4bpzO+D+AT2c5/rRU5VYlpaHnNIa5JdbselIIc5qE4Gy6jqcnxSLG3p3xOI9Oai22XF5t3iUVNmcDeDGGioiLASH8ytQWl0nOV/SJV3iEBJiQWpWqdtT6hljr8CQ3h3d8r94dw7Ka+qdPUwFQUBsVLjzyfLD156Nbqfn00jNKsX8HVmoqK1HVHgooiIazpU+neMw7rpzmgyh3p1VitUHClBQYYXd4YDd0XBT1L19a1x7bgec06ENhl6QgLiocKTnlGHBzpPIL69Fm8gwhIRYkH6yDLuzyzDovA6YPqZvkzlBjhRUYkfGmfPsYF4FzkuMwYCzz8LzN/VqMjSzts6OH7acQEGFFcdOVeJwQSUu6BSLy7q1xSPXneOW1lbvwJK9OVhz4BSiwkOxK6sEh/IrcctFnXBlz3Z4YGAPAA3DSiJCQ/DTjmzkldWg2mZHdZ0dh/IqsON0gOXJIX/B/QO6o2PsmeOnpMqGOdsznRPGOgQB1TY7Nh0pxMPXno1Kaz06xETi6nMa6sUtx4uQU1qLito6VNbWY1l6HmJaheHWS5JQXlOP+wd0R3RkGEqrbdh6vBgbDzccWw6HAJtdgN3hgMViweoDBTi/UyzuvqIreifGYO/JMlx7bgfkltVge0Yx8sutsNU7UFpdh1lbMnD/gB4IC7Ggc3wUbr04CW1bh2PV/gJsOlqI1KxSDD6vIwQImLstC/3PbodzO7ZB13atUVxlwx978/CXhDZ46ebeqLMLWLAzG98lZ6B/z7PwW2oO/ta3M8pq6lBWU4dLu7bFyEs647yEhmvXb7tz8Pnao7jnym6oszsQYrEgu6QGKZkl+PeN5+Laczs0Kd+y6jokHysEYEGd3YHskhoktW2FTnFR6N0pxllHbs8oxserDuOqs89yDi9ZsjcXg3p1QGGFDaP7d0Pf7vHwdPRUJaavO+p8r8pqR3RkKHq2b4MresQ3mVMxs6gaO04Uo6bODkE4c27dcH4C2rgsQmF3CNiZWYLtGcVIjG2FfTnlaNs6HB1jWqFLfBQGnHOW6CIGgiAgPaccxwurEBsVjrp6B3p3ikGX+Kbz39TY7DhWWInMomrY7A3HQn5ZLc5NaIPrzm3oyeM6t0xRpRUH8ypwqtIKQWiYIyg0JASd4lqhY0wkOsa0QlzrcAhCQ1toX045fk3NQUJsJHq2j0Z4aAjSc8rQrV1rPHn9uW55qbc7sC+3HCeKqlFbZ0eIxeJcibi2zoG+3ePRy2WYVONvzS6pQWZxNSyWhiGUYSEWxLQKQ8/2bdyOhYYeK1YUVthOt+Eb6snymjpcc24H9GwfLTpsu3FKinqHgFbhIbBYLDgrOgLd2rVusv9r6+zIKKpCTmkNausaevh0iotCbFQYurVrDUE4M4VDSVXDOVleU4fQEAtCQhoeSCXGRcEhCDg/MdZZdwqne45nFFWjxlYP11miqm316BQXhXMT2qCspg7d2rVG2OkePSeKqlFUZUNptQ3WegfaRIYhtlU4EuMicXb7Nk2mk2gst1MV1tPpQ3FhUpzkvEuCICCruAYnS2tQaa1HWIgFV/Zsh9AQC6z1DsS2CnPuI7tDwIG8cmSX1JyewywE7aIjcFZ0JLrERzXJy6kKKzYfLcSpCiu6tWuNEIsFwulfHhEWAosFiI4Mw2Vd20IQgAN5Fcgrr4EFFmf7vd7hQERoCC7sHOd2XXc4BBwrrMSpioYeRiGWhnJpyIIFcVHhbu3lRtkl1ThZ0tBDsHVkGFpHhOLs9tGS06JU1Db0KKy3C6fbYQ33i9Eii800PhiqrK2H1e5AZW09ktpGITGuFRJjW4kemw6HgMIqK0qq6mCxNBw/bVuHI6aV+6ISFbV1yCqugUNoGJHQ2EMvIjQECbGt0L5NBMJCG9qiNrsDx05VobjKdjrtmfu/2FbhuKxbPEIsDXPF2h0CTpbUICzUguIqG0qr65zzJ7YKC0FISENb8uwO0YgMa3oMWevtqKytR229A+GhFnRoE+nzwixmxMCUi3nz5mHMmDH44osvMGDAAHz55Zf46quvkJ6eju7du3v9fLAEphrH64ZaLAixWCTn9LE7BJTX1EEA0DYq3OvcP42f8bYymStBEGCtd6DeIaB1eKii71DKWm9HWEiIs7LwxuEQFH+/cLphDDQMdQixNHQBlZpDobbOjto6u/NmWGzCPE92h6A477V19obG0ulK3ttn1PxWIiIiIiIiIl+piaWIzzoZRO666y4UFRXhrbfeQm5uLvr06YOlS5cqCkoFE7EIrZjQEItbbw+ln1HDYrFIPnVoLqW/s5GaQI3FYhGN7ktpFR6q+neq2Zdqt82gFBEREREREZlN0PeYaq5g6TFFREREREREROQPamIp3scWERERERERERER6SDoh/I1V2OHsvJy6VUIiIiIiIiIiIioQWMMRckgPQamvKioaFjJq2vXrl5SEhERERERERFRo4qKCsTFxcmm4RxTXjgcDuTk5CAmJiZolm4sLy9H165dkZWVxXmzghDLN3ixbIMbyzd4sWyDG8s3eLFsgxfLNrixfM1BEARUVFQgKSkJISHys0ixx5QXISEh6NKli9HZ0EVsbCxP1CDG8g1eLNvgxvINXizb4MbyDV4s2+DFsg1uLF/jeesp1YiTnxMRERERERERkSEYmCIiIiIiIiIiIkMwMNUCRUZG4vXXX0dkZKTRWSEdsHyDF8s2uLF8gxfLNrixfIMXyzZ4sWyDG8s38HDycyIiIiIiIiIiMgR7TBERERERERERkSEYmCIiIiIiIiIiIkMwMEVERERERERERIZgYIqIiIiIiIiIiAzBwFSAWr9+PW699VYkJSXBYrFg0aJFbu/n5+dj7NixSEpKQuvWrTF8+HAcPnxYdFuCIODmm28W3U5JSQnGjBmDuLg4xMXFYcyYMSgtLdXnR5GTFuU7ePBgWCwWt3933323WxqWr/9pde4mJyfj+uuvR3R0NNq2bYvBgwejpqbG+T7L1v+aW7YZGRlNztnGf/Pnz3emY9kaQ4tzNy8vD2PGjEFiYiKio6Nx+eWX4+eff3ZLw/L1Py3K9ujRo7jjjjvQoUMHxMbG4s4770R+fr5bGpat/02cOBFXXHEFYmJi0LFjR9x+++04ePCgWxpBEPDGG28gKSkJUVFRGDx4MNLT093SWK1WPPXUU2jfvj2io6MxcuRIZGdnu6Vh+fqfVuX75ZdfYvDgwYiNjYXFYhEtN5avf2lRtsXFxXjqqafQq1cvtG7dGt26dcPTTz+NsrIyt+2wbM2BgakAVVVVhUsuuQTTpk1r8p4gCLj99ttx7Ngx/Prrr9i1axe6d++OG2+8EVVVVU3ST506FRaLRfR7Ro8ejdTUVCxbtgzLli1DamoqxowZo/nvIXdale/DDz+M3Nxc57/p06e7vc/y9T8tyjY5ORnDhw/HsGHDsG3bNmzfvh1PPvkkQkLOVOksW/9rbtl27drV7XzNzc3Fm2++iejoaNx8883ObbFsjaHFuTtmzBgcPHgQv/32G/bu3YtRo0bhrrvuwq5du5xpWL7+19yyraqqwrBhw2CxWLB69Wps2rQJNpsNt956KxwOh3NbLFv/W7duHZ544gls2bIFK1asQH19PYYNG+Z2Xn7wwQeYPHkypk2bhu3btyMxMRFDhw5FRUWFM80zzzyDhQsXYu7cudi4cSMqKysxYsQI2O12ZxqWr/9pVb7V1dUYPnw4Xn75ZcnvYvn6lxZlm5OTg5ycHEyaNAl79+7FzJkzsWzZMvzzn/90+y6WrUkIFPAACAsXLnT+ffDgQQGAkJaW5nytvr5eaNeunfDVV1+5fTY1NVXo0qWLkJub22Q7+/btEwAIW7Zscb6WnJwsABAOHDig2+8hd76W76BBg4R//etfkttl+RrP17Lt37+/8Oqrr0pul2VrvObUy64uvfRS4f/+7/+cf7NszcHX8o2Ojha+//57t221a9dO+PrrrwVBYPmagS9l++effwohISFCWVmZM01xcbEAQFixYoUgCCxbsygoKBAACOvWrRMEQRAcDoeQmJgovPfee840tbW1QlxcnPDFF18IgiAIpaWlQnh4uDB37lxnmpMnTwohISHCsmXLBEFg+ZqFL+Xras2aNQIAoaSkxO11lq/xmlu2jX766SchIiJCqKurEwSBZWsm7DEVhKxWKwCgVatWztdCQ0MRERGBjRs3Ol+rrq7GPffcg2nTpiExMbHJdpKTkxEXF4f+/fs7X7vqqqsQFxeHzZs36/gLSI7S8gWA2bNno3379rjwwgvx3HPPuT0dYvmaj5KyLSgowNatW9GxY0cMHDgQCQkJGDRokFvZs2zNR8152yglJQWpqaluT/ZYtuaktHyvueYazJs3D8XFxXA4HJg7dy6sVisGDx4MgOVrRkrK1mq1wmKxIDIy0pmmVatWCAkJcaZh2ZpD4xCedu3aAQCOHz+OvLw8DBs2zJkmMjISgwYNcpZLSkoK6urq3NIkJSWhT58+zjQsX3PwpXyVYPkaT6uyLSsrQ2xsLMLCwgCwbM2Egakg1Lt3b3Tv3h0vvfQSSkpKYLPZ8N577yEvLw+5ubnOdP/+978xcOBA3HbbbaLbycvLQ8eOHZu83rFjR+Tl5emWf5KntHzvvfdezJkzB2vXrsV///tf/PLLLxg1apTzfZav+Sgp22PHjgEA3njjDTz88MNYtmwZLr/8ctxwww3OOU9Ytuaj9Lx19c033+D888/HwIEDna+xbM1JafnOmzcP9fX1OOussxAZGYlx48Zh4cKFOOeccwCwfM1ISdleddVViI6Oxn/+8x9UV1ejqqoKzz//PBwOhzMNy9Z4giBg/PjxuOaaa9CnTx8AcO77hIQEt7QJCQnO9/Ly8hAREYH4+HjZNCxfY/lavkqwfI2lVdkWFRXh7bffxrhx45yvsWzNg4GpIBQeHo5ffvkFhw4dQrt27dC6dWusXbsWN998M0JDQwEAv/32G1avXo2pU6fKbkts7ilBECTnpCL9KSlfoGF+qRtvvBF9+vTB3XffjZ9//hkrV67Ezp07nWlYvuaipGwb5ysZN24cHnzwQVx22WWYMmUKevXqhW+//da5LZatuSg9bxvV1NTgxx9/bDIPAsCyNSOl5fvqq6+ipKQEK1euxI4dOzB+/Hj84x//wN69e51pWL7moqRsO3TogPnz52Px4sVo06YN4uLiUFZWhssvv9yt/Fm2xnryySexZ88ezJkzp8l7nmWgpFw807B8jaV1+Xrbhq/bIfW0KNvy8nLccsstuOCCC/D666/LbkNuO6SfMKMzQPro27cvUlNTUVZWBpvNhg4dOqB///7o168fAGD16tU4evQo2rZt6/a5v/3tb7j22muxdu1aJCYmNllRBgBOnTrVJDpN/uWtfMVcfvnlCA8Px+HDh3H55ZezfE3KW9l26tQJAHDBBRe4fe78889HZmYmALBsTUrNefvzzz+juroa999/v9vrLFvz8la+R48exbRp05CWloYLL7wQAHDJJZdgw4YN+PTTT/HFF1+wfE1Kybk7bNgwHD16FIWFhQgLC0Pbtm2RmJiInj17AuC5a7SnnnoKv/32G9avX48uXbo4X2+cyiIvL895fQUahs03lktiYiJsNhtKSkrcek0VFBQ4e7SyfI3VnPJVguVrHC3KtqKiAsOHD0ebNm2wcOFChIeHu22HZWsO7DEV5OLi4tChQwccPnwYO3bscA7be/HFF7Fnzx6kpqY6/wHAlClTMGPGDADAgAEDUFZWhm3btjm3t3XrVpSVlbkNLSHjSJWvmPT0dNTV1Tkrb5avuUmVbY8ePZCUlNRkydxDhw6he/fuAFi2ZqfkvP3mm28wcuRIdOjQwe11lq35SZVvdXU1ALitngk0zFfU2BOS5WtuSs7d9u3bo23btli9ejUKCgowcuRIACxbowiCgCeffBILFizA6tWrnYHCRj179kRiYiJWrFjhfM1ms2HdunXOcunbty/Cw8Pd0uTm5iItLc2ZhuVrDC3KVwmWr/9pVbbl5eUYNmwYIiIi8Ntvv7nNFwiwbE3Fz5Otk0YqKiqEXbt2Cbt27RIACJMnTxZ27dolnDhxQhCEhhUH1qxZIxw9elRYtGiR0L17d2HUqFGy24THSjSCIAjDhw8XLr74YiE5OVlITk4WLrroImHEiBF6/Sw6rbnle+TIEeHNN98Utm/fLhw/flxYsmSJ0Lt3b+Gyyy4T6uvrnelYvv6nxbk7ZcoUITY2Vpg/f75w+PBh4dVXXxVatWolHDlyxJmGZet/WtXLhw8fFiwWi/DHH3+Ifg/L1hjNLV+bzSb85S9/Ea699lph69atwpEjR4RJkyYJFotFWLJkiTMdy9f/tDh3v/32WyE5OVk4cuSIMGvWLKFdu3bC+PHj3dKwbP3vscceE+Li4oS1a9cKubm5zn/V1dXONO+9954QFxcnLFiwQNi7d69wzz33CJ06dRLKy8udaR599FGhS5cuwsqVK4WdO3cK119/vXDJJZewTWUwrco3NzdX2LVrl/DVV18JAIT169cLu3btEoqKipxpWL7+pUXZlpeXC/379xcuuugi4ciRI27b4blrPgxMBajG5Uw9/z3wwAOCIAjC//73P6FLly5CeHi40K1bN+HVV18VrFar7DbFAlNFRUXCvffeK8TExAgxMTHCvffe22QJVdJec8s3MzNTuO6664R27doJERERwjnnnCM8/fTTbhdYQWD5GkGrc3fixIlCly5dhNatWwsDBgwQNmzY4PY+y9b/tCrbl156SejSpYtgt9tFv4dlawwtyvfQoUPCqFGjhI4dOwqtW7cWLr74YuH77793S8Py9T8tyvY///mPkJCQIISHhwvnnnuu8NFHHwkOh8MtDcvW/8TKFYAwY8YMZxqHwyG8/vrrQmJiohAZGSlcd911wt69e922U1NTIzz55JNCu3bthKioKGHEiBFCZmamWxqWr/9pVb6vv/661+2wfP1Li7KVqtsBCMePH3emY9mag0UQBKF5fa6IiIiIiIiIiIjU4xxTRERERERERERkCAamiIiIiIiIiIjIEAxMERERERERERGRIRiYIiIiIiIiIiIiQzAwRUREREREREREhmBgioiIiIiIiIiIDMHAFBERERERERERGYKBKSIiIiIiIiIiMgQDU0REREREREREZAgGpoiIiIiIiIiIyBAMTBERERERERERkSEYmCIiIiIiIiIiIkMwMEVERERERERERIZgYIqIiIiIiIiIiAzBwBQRERERERERERmCgSkiIiIiIiIiIjIEA1NERERERERERGQIBqaIiIiITps5cyYsFovzX1hYGDp16oS7774bhw8fNjp7AICioiK89NJLuOCCCxAdHY24uDj07t0bY8aMwZ49e5zpGn9LRkaGcZl1Ybb8EBERkTmEGZ0BIiIiIrOZMWMGevfujdraWmzatAnvvPMO1qxZgwMHDiA+Pt6wfFVWVuKqq65CZWUlnn/+eVxyySWoqanBoUOHsGDBAqSmpuLiiy8GANxyyy1ITk5Gp06dDMsvERERkTcMTBERERF56NOnD/r16wcAGDx4MOx2O15//XUsWrQIDz74oGH5mj9/Po4cOYLVq1djyJAhbu+NHz8eDofD+XeHDh3QoUMHf2eRiIiISBUO5SMiIiLyojFIlZ+f73yttrYWzz77LC699FLExcWhXbt2GDBgAH799Ve3z/7jH//AhRde6PbarbfeCovFgvnz5ztf27lzJywWCxYvXiyZj6KiIgCQ7AUVEnKmaSc2dE4QBLz77rvo3r07WrVqhX79+mHFihUYPHgwBg8e7Ey3du1aWCwWzJkzB6+88gqSkpIQGxuLG2+8EQcPHnT7zhUrVuC2225Dly5d0KpVK/zlL3/BuHHjUFhYKPk7iIiIiBoxMEVERETkxfHjxwEA5513nvM1q9WK4uJiPPfcc1i0aBHmzJmDa665BqNGjcL333/vTHfjjTdi3759yM3NBQDU19dj3bp1iIqKwooVK5zpVq5cibCwMLcAkacBAwYAAO6//34sWrTIGahS6pVXXsErr7yC4cOH49dff8Wjjz6Khx56CIcOHRJN//LLL+PEiRP4+uuv8eWXX+Lw4cO49dZbYbfbnWmOHj2KAQMG4PPPP8fy5cvx2muvYevWrbjmmmtQV1enKn9ERETU8nAoHxEREZEHu92O+vp65xxTEyZMwHXXXYeRI0c608TFxWHGjBlun7nhhhtQUlKCqVOn4v777wfQEJgCGgJPY8aMwdatW1FRUYEXXnjBrcfUypUrceWVVyImJkYyX1dffTXeeustTJgwAXfccQcAoGfPnrjpppvw2GOPOeeXElNSUoLJkyfjrrvuwvTp052v9+nTBwMGDHALujW64IIL8MMPPzj/Dg0NxZ133ont27fjqquuAgA8+uijzvcFQcDAgQMxePBgdO/eHX/88YfbPiMiIiLyxB5TRERERB6uuuoqhIeHIyYmBsOHD0d8fDx+/fVXhIW5P9ObP38+rr76arRp0wZhYWEIDw/HN998g/379zvTnHPOOejRowdWrlwJoGHo20UXXYT77rsPx48fx9GjR2G1WrFx40ZnEEvOf//7X2RmZuLbb7/FuHHj0KZNG3zxxRfo27cv5syZI/m5LVu2wGq14s4772zyW3v06CH6Gc+gUmPg68SJE87XCgoK8Oijj6Jr167OfdC9e3cAcNsPRERERGIYmCIiIiLy8P3332P79u1YvXo1xo0bh/379+Oee+5xS7NgwQLceeed6Ny5M3744QckJydj+/bt+L//+z/U1ta6pb3hhhuwatUqAA09o4YOHYqLLroICQkJWLlyJTZt2oSamhpFgSkASEhIwIMPPogvvvgCe/bswbp16xAREYF//etfkp9pHPaXkJAguj0xZ511ltvfkZGRAICamhoAgMPhwLBhw7BgwQK88MILWLVqFbZt24YtW7a4pSMiIiKSwqF8RERERB7OP/9854TnQ4YMgd1ux9dff42ff/4Zf//73wEAP/zwA3r27Il58+bBYrE4P2u1Wpts74YbbsA333yDbdu2YevWrXj11VcBANdffz1WrFiBEydOoE2bNs7hcWpdd911GDZsGBYtWoSCggJ07NixSZrGIJPrBO6N8vLyJHtNyUlLS8Pu3bsxc+ZMPPDAA87Xjxw5onpbRERE1DKxxxQRERGRFx988AHi4+Px2muvweFwAAAsFgsiIiLcglJ5eXlNVuUDGgJTFosF//3vfxESEoLrrrsOQMP8U2vWrMGKFStw3XXXITw8XDYf+fn5zu93ZbfbcfjwYbRu3Rpt27YV/Wz//v0RGRmJefPmub2+ZcsWt6F5ajT+9saeVI1c57AiIiIiksMeU0RERERexMfH46WXXsILL7yAH3/8Effddx9GjBiBBQsW4PHHH8ff//53ZGVl4e2330anTp1w+PBht8937NgRffr0wfLlyzFkyBC0bt0aQENgqri4GMXFxZg8ebLXfMyaNQvTp0/H6NGjccUVVyAuLg7Z2dn4+uuvkZ6ejtdeew0RERGin23Xrh3Gjx+PiRMnIj4+HnfccQeys7Px5ptvolOnTggJUf+8snfv3jjnnHPw4osvQhAEtGvXDosXL3ZbbZCIiIhIDntMERERESnw1FNPoVu3bnjrrbdgt9vx4IMP4r333sMff/yBv/71r3j//ffx4osvYvTo0aKfb5w/ynUeqW7duuHcc89t8rqUW265BbfddhuWLl2K//u//8P111+PJ554Ana7HbNmzcKbb74p+/l33nkHEyZMwJIlSzBy5Eh8/PHH+Pzzz9GxY0fJnlZywsPDsXjxYpx33nkYN24c7rnnHhQUFDgneiciIiLyxiIIgmB0JoiIiIjIGMePH0fv3r3x+uuv4+WXXzY6O0RERNTCMDBFRERE1ELs3r0bc+bMwcCBAxEbG4uDBw/igw8+QHl5OdLS0iRX5yMiIiLSC+eYIiIiImohoqOjsWPHDnzzzTcoLS1FXFwcBg8ejHfeeYdBKSIiIjIEe0wREREREREREZEhOPk5EREREREREREZgoEpIiIiIiIiIiIyhKrA1MSJE3HFFVcgJiYGHTt2xO23346DBw+6pREEAW+88QaSkpIQFRWFwYMHIz093S2N1WrFU089hfbt2yM6OhojR45Edna2W5qSkhKMGTMGcXFxiIuLw5gxY1BaWuqWJjMzE7feeiuio6PRvn17PP3007DZbG5p9u7di0GDBiEqKgqdO3fGW2+9BY5eJCIiIiIiIiIynqrJz9etW4cnnngCV1xxBerr6/HKK69g2LBh2LdvH6KjowEAH3zwASZPnoyZM2fivPPOw4QJEzB06FAcPHgQMTExAIBnnnkGixcvxty5c3HWWWfh2WefxYgRI5CSkoLQ0FAAwOjRo5GdnY1ly5YBAB555BGMGTMGixcvBgDY7Xbccsst6NChAzZu3IiioiI88MADEAQBn3zyCQCgvLwcQ4cOxZAhQ7B9+3YcOnQIY8eORXR0NJ599llFv9nhcCAnJwcxMTGwWCxqdhcRERERERERUYsjCAIqKiqQlJSEkBAvfaKEZigoKBAACOvWrRMEQRAcDoeQmJgovPfee840tbW1QlxcnPDFF18IgiAIpaWlQnh4uDB37lxnmpMnTwohISHCsmXLBEEQhH379gkAhC1btjjTJCcnCwCEAwcOCIIgCEuXLhVCQkKEkydPOtPMmTNHiIyMFMrKygRBEITPPvtMiIuLE2pra51pJk6cKCQlJQkOh0PRb8zKyhIA8B//8R//8R//8R//8R//8R//8R//8R//8Z+Kf1lZWV7jLqp6THkqKysDALRr1w4AcPz4ceTl5WHYsGHONJGRkRg0aBA2b96McePGISUlBXV1dW5pkpKS0KdPH2zevBk33XQTkpOTERcXh/79+zvTXHXVVYiLi8PmzZvRq1cvJCcno0+fPkhKSnKmuemmm2C1WpGSkoIhQ4YgOTkZgwYNQmRkpFual156CRkZGejZs6fX39jYyysrKwuxsbE+7ikiIiIiIiIiopahvLwcXbt2dcZU5PgcmBIEAePHj8c111yDPn36AADy8vIAAAkJCW5pExIScOLECWeaiIgIxMfHN0nT+Pm8vDx07NixyXd27NjRLY3n98THxyMiIsItTY8ePZp8T+N7YoEpq9UKq9Xq/LuiogIAEBsby8AUEREREREREZFCSqZE8nlVvieffBJ79uzBnDlzvH6xIAheM+OZRiy9FmmE0xOfS+Vn4sSJzgnX4+Li0LVrV9l8ExERERERERGRb3wKTD311FP47bffsGbNGnTp0sX5emJiIoAzPacaFRQUOHsqJSYmwmazoaSkRDZNfn5+k+89deqUWxrP7ykpKUFdXZ1smoKCAgBNe3U1eumll1BWVub8l5WVJbMniIiIiIiIiIjIV6oCU4Ig4Mknn8SCBQuwevXqJkPhevbsicTERKxYscL5ms1mw7p16zBw4EAAQN++fREeHu6WJjc3F2lpac40AwYMQFlZGbZt2+ZMs3XrVpSVlbmlSUtLQ25urjPN8uXLERkZib59+zrTrF+/HjabzS1NUlJSkyF+jSIjI53D9jh8j4iIiEh/2SXV+G5zBmpsdqOzQkRERH5mERrHtinw+OOP48cff8Svv/6KXr16OV+Pi4tDVFQUAOD999/HxIkTMWPGDJx77rl49913sXbtWhw8eNA56dVjjz2G33//HTNnzkS7du3w3HPPoaioCCkpKQgNDQUA3HzzzcjJycH06dMBAI888gi6d++OxYsXAwDsdjsuvfRSJCQk4MMPP0RxcTHGjh2L22+/HZ988gmAhsnZe/Xqheuvvx4vv/wyDh8+jLFjx+K1117Ds88+q+g3l5eXIy4uDmVlZQxSEREREengotf/RIW1HmMH9sAbIy80OjtERETUTGpiKaomP//8888BAIMHD3Z7fcaMGRg7diwA4IUXXkBNTQ0ef/xxlJSUoH///li+fLnbTOxTpkxBWFgY7rzzTtTU1OCGG27AzJkznUEpAJg9ezaefvpp5+p9I0eOxLRp05zvh4aGYsmSJXj88cdx9dVXIyoqCqNHj8akSZOcaeLi4rBixQo88cQT6NevH+Lj4zF+/HiMHz9ezc8mIiIiIh1VWOsBAJuOFBqcEyIiIvI3VT2mWiL2mCIiIiLSV48XlwAAzu3YBivGDzI4N0RERNRcamIpPq/KR0RERERERERE1BwMTBERERERERERkSEYmCIiIiIiIiIiIkMwMEVEREREpmCxGJ0DIiIi8jcGpoiIiIiIiIiIyBAMTBERERERERERkSEYmCIiItMprLTi0VkpWHfolNFZISIiIiIiHTEwRUREpvP27/uwLD0PD3y7zeisEBGRi0prvdFZICKiIMPAFBG1GHaHgBqb3ehskAK5ZbVGZ4GIiDwsT89Dn9f/xKQ/DxqdFSIiCiIMTBFRi3HHZ5tw/mvLUFptMzorREREAef139IBANPWHDE4J0REFEwYmCKiFmNPdhkAcN4iIiIiIiIik2BgioiIiIiIiIiIDMHAFBERmY9gdAaIyAgWWIzOAskQWDcTEZEOGJgiIiIiIiIiIiJDMDBFREREREReWdihjYiIdMDAFBERmQ9vfoiIiEytpMoGh4PjO4mo+RiYIiIiIiIirzjHFDXamVmCy95egUd/SDE6K0QUBBiYasF+TsnGM3N3wVbvMDorRETuePNDRERkWt9sPA4AWL4v3+CcEFEwCDM6A2Sc5+bvBgBc0bMd7u3f3eDcEPkPn/gSERGpxzmmiIhID+wxRSitrjM6C0REREQMfJgcH+xQI56qRKQlBqaIiIiIiIiIiMgQDEwREREREREREZEhGJgiIiIiIiKvONSSiIj0wMAUERERERF5xTmmiIhIDwxMERERERERERGRIRiYIiIiIiIiwy3clY1Hvt+BKmu90VkhLywc10lEGmJgiiCwXza1MAJ4zAej2jo7qm28mSEi0ovesYh/z9uN5fvy8dWGY/p+ERERmQoDU0REZDpqg4cOh4BL3lyOC177E9Z6u065IiJq2fz1LLO0us4/X0RERKbAwBQREQU8m90Ba70DAJBXVmtwboiIqDk4SoyIqGVhYIqIiIiIiIiIiAzBwBQREZmOBXxcTkTUUvEaQETUsjAwRX6bL4DILHjMB7dALV+HQ8CJoiouSEFERKbH0CERaYmBKSIiMp2WuHLif39Nw6AP1+K7zRlGZ4WIiIiIyG8YmCIiIp/tzirFhsOnjM6Gm0CdNHf21kwAwEfLDxmcEwp2giDg6w3HsO14sdFZIRIVqPU4ERH5JszoDBARUeC67dNNAIDkl65Hp7gog3NDREr8mZ6PCUv2AwAy3rvF4NwQUSBi8JCItMQeU0RE1Gx5ZbVGZ8Ep0KdoCvDsUwA4XlhldBYkWXi3S0REEtYdOoUjBRVGZ4N0wMAUGU4QBPy4NRMpJzikgPxD78DFu0v34x9fbIat3qHvFxEREQUhhieJyFPayTI88O023Dh5vdFZIR0wMEWGP53fcLgQLy/ci799nmxwToi08eX6Y9ieUYIV+/KNzgoFIK7KR0SBIO1kGewO1ldE5B8H8thTKpgxMEW6qLM7cCCvXNEN1rFTlX7IEZH/1TvYY4qI9CUIAg7mVajqocnRcqSFEZ9sxKuL0nTZNo9RIqKWhYEp0mVY02M/7MTwqRucq0wREfmqts5udBb8inPskBo/7cjCTVPX4+HvdxidFWqB5mxjO4+I/IOto+DGwBTpYuX+hiFM32w87jUtb8KISM6aAwVGZ8Enc7Zl4pWFe+FQOdSFQ/lIjW83ZgBomBCWiMhf2HonIi0xMEXsLk1EpIOXFuzF7K2ZWHeYAQMxgiDg19STOMg5I4jIAx9aEhG1LGFGZ4CMp+fDeT75J2oZtL6JCKaqo7ymTlX6QP3pL/6yB5FhIXjztj6K0q89eAr/mpsKAMh47xYdc0aBhOEIIiKiloc9poioxVl36BS+25xhdDaCCoPQLVteWS3mbs/Cd8knUGNTNidYek6ZzrlqGdixhIiIiAIdA1OkK96qkhn9tjsHr/+WjpQTxUZnhRTgjbf5ua5AKQRozX+qwop6e+CtpOlLTJinFPnKX/Uxj1HtLNyVjUEfrsGhfG2HTXO4JfkbD7ngxsAU6UpJg5mVDBklu6TG6CwEDa0bqM3ZXGCGRcxn7rZMbDpSqChtoHeYS88pwxXvrMTfvkg2Oit+19JWvaQAwbahZv49bzdOFFVj/E+pRmeFiEgSA1NE1GLV2wP8bpqCkhmCPHuyS/Higr249+utqj9bW+fA3uyygBre+UvKSQDA7qxSYzPig+bGhK9+b7U2GSEiU7PWBV6PUCJqORiYIl0F6pAOIjJWAMU0gtJJlb0JXYMj93y5BbdO24hfdp708hl2iTCK664vqrIZlxEKODxriYhIDwxMEYNHRBRUWsKN06H8CtMOwTp4eh6Tn3ZkGZwTItKavwLKlhZRkxMRUSMGpshwZmt6ZBVXo7xW3fLuFJgYkg1OZitXrXt/rdiXj2FT1uNvn2/WdsNaM1tBEBGRZszWfqfgx47WwY2BKSIXWcXVuPaDNbjsrRVGZ4WInPRriQTSPEiN5p/uiZSeU25wTs4IwN3oV3uzyzBy2kZsPqpsMnkiIiKiloSBKSIXW44VAQDsDt5lkTlll1Tj/WUHkFdWa3RWAt7Gw4W44p1VWLkvX9fvUfuEj8Or/U/vp7Bjvt2KPdllGP2V+snk1aix+Ta8MxADtGQM9lgIXCw7IjIzBqaIqMUKxJux+77eis/XHsVD3283OituArG9e983W1FYacVD3+/Q9XsC8DBTfQMjlp4BtjNKq/0zPPz815bh++QM1Z8z0zFqoqyQgRhE0Z6ZznMKPkWVVszdlolKa73RWaEApTowtX79etx6661ISkqCxWLBokWL3N4XBAFvvPEGkpKSEBUVhcGDByM9Pd0tjdVqxVNPPYX27dsjOjoaI0eORHZ2tluakpISjBkzBnFxcYiLi8OYMWNQWlrqliYzMxO33noroqOj0b59ezz99NOw2dxXl9m7dy8GDRqEqKgodO7cGW+99VZA3ozqyfDdYaLWh9G7gsibjKJqAEDaSfMM4wJ47shZf/iUqvTe6mQTVZlOhl9HyOm1X9O9pvGcWJrFF1xSs0qx5kCBLtv2V/1jwmqOiGQ8MGMbXlywF68s3Kvbd3BRhOCmOjBVVVWFSy65BNOmTRN9/4MPPsDkyZMxbdo0bN++HYmJiRg6dCgqKiqcaZ555hksXLgQc+fOxcaNG1FZWYkRI0bAbj/TBX306NFITU3FsmXLsGzZMqSmpmLMmDHO9+12O2655RZUVVVh48aNmDt3Ln755Rc8++yzzjTl5eUYOnQokpKSsH37dnzyySeYNGkSJk+erPZnU0vRwlrndXaH0VloYuW+fMzbnml0NijAmDkwsmDnSU23Z+bfSkTGu/3TTXhw5nZkFVcbnRWfHS+sUpXejO0ZszHjQw0KHo0PTP/Ym6fbd7AndnALU/uBm2++GTfffLPoe4IgYOrUqXjllVcwatQoAMB3332HhIQE/Pjjjxg3bhzKysrwzTffYNasWbjxxhsBAD/88AO6du2KlStX4qabbsL+/fuxbNkybNmyBf379wcAfPXVVxgwYAAOHjyIXr16Yfny5di3bx+ysrKQlJQEAPjoo48wduxYvPPOO4iNjcXs2bNRW1uLmTNnIjIyEn369MGhQ4cwefJkjB8/3m9L3hKZUX55La55fzVGXJyEKXddanR2nBqHVV3Rox3O7tBG1+/i5a152PtUH4F4aQrEPLvyZ/bTc8pwYVKcH7/Ru4ZzOcALkZo4WVqDru1aa7pNf/VY+CMtD5XWerSJ9H6rMm31YUxafgi/PDYQfbvH+yF3RESkNU3nmDp+/Djy8vIwbNgw52uRkZEYNGgQNm9uWNY6JSUFdXV1bmmSkpLQp08fZ5rk5GTExcU5g1IAcNVVVyEuLs4tTZ8+fZxBKQC46aabYLVakZKS4kwzaNAgREZGuqXJyclBRkaG6G+wWq0oLy93+0ctR0uKxM/emok6u4CFu7TtzaGV4iqb90RkGnreqqiePDzAA2Ycyhfcbvl4o6bb0+Ihm5mKL9DPXzPRY1f6s/4pqrQqSjdp+SEAwOu/pemZHSJSQM97KQ7lC26aBqby8hq67iUkJLi9npCQ4HwvLy8PERERiI+Pl03TsWPHJtvv2LGjWxrP74mPj0dERIRsmsa/G9N4mjhxonNeq7i4OHTt2tX7DyciChLltXX4cv1RZJeoGwKidTOEt6ZEymgRyGEsiIhUY4yAiDSky6p8nk/vBEHw+kTPM41Yei3SNDbgpPLz0ksvoayszPkvKytLNt/BQM/2qJLGrpmua2ycm4dfioLl3cRri9Lw7tIDuP3TzV7TmvV8CfRh2tZ6zpVC/tWSegtT4GDvCKLAo+d5G+DNO/JC08BUYmIigKa9kQoKCpw9lRITE2Gz2VBSUiKbJj8/v8n2T5065ZbG83tKSkpQV1cnm6agoGGVEs+eVI0iIyMRGxvr9o+IqKXYeKQQAFCocAhFI6PbCryxNh+zBi6DjS+BWM+PsKxIKaPreiIyN7bHyFeaBqZ69uyJxMRErFixwvmazWbDunXrMHDgQABA3759ER4e7pYmNzcXaWlpzjQDBgxAWVkZtm3b5kyzdetWlJWVuaVJS0tDbm6uM83y5csRGRmJvn37OtOsX78eNpvNLU1SUhJ69Oih5U8nCYxsU0vGmz3fNafq4Bw1RET6MHOP1KMF6lbyo+ZhjzYi0pLqwFRlZSVSU1ORmpoKoGHC89TUVGRmZsJiseCZZ57Bu+++i4ULFyItLQ1jx45F69atMXr0aABAXFwc/vnPf+LZZ5/FqlWrsGvXLtx333246KKLnKv0nX/++Rg+fDgefvhhbNmyBVu2bMHDDz+MESNGoFevXgCAYcOG4YILLsCYMWOwa9curFq1Cs899xwefvhhZy+n0aNHIzIyEmPHjkVaWhoWLlyId999lyvy+RHvD4mIAo/rcMISnRYi4GWYiOSorSNq6uz6ZISIiHTnfQ1WDzt27MCQIUOcf48fPx4A8MADD2DmzJl44YUXUFNTg8cffxwlJSXo378/li9fjpiYGOdnpkyZgrCwMNx5552oqanBDTfcgJkzZyI0NNSZZvbs2Xj66aedq/eNHDkS06ZNc74fGhqKJUuW4PHHH8fVV1+NqKgojB49GpMmTXKmiYuLw4oVK/DEE0+gX79+iI+Px/jx4515JnMw080J42jaSztZhthW4eh2lrZLVmtB7+7GZjq2lVITTNZ1fjqX/wfgbtSVP55Sux4HldZ6xEdH6PodZCy5snA4BGw5VoQLO8chLircf5kiUzJzfXxFj3jviYiIyJRUB6YGDx4sO0zCYrHgjTfewBtvvCGZplWrVvjkk0/wySefSKZp164dfvjhB9m8dOvWDb///rtsmosuugjr16+XTUNE+sgprcGITxqWRs947xaDc+N/2SU1RmeBgpA/5m9wDarW2X2bjJ1xJ//QIlCw6UghbrxAfO7NOdsz8crCNPRsH401zw3W4NvkMWCpHV3qChNHptpEqr6taVE49I78oc4uoNpWj9YRPB9JHV1W5aMAo6IVaHcIyCnV9mbbTBdKNoi1dfRUpdFZMNSHfx7EsrRc7wmp2Xju6qfeoc/ONVOPQjPlRS0t8j53u/QKxIt35wAAjhdy/h4yt2C/DDS3Dc5Jqclf3vgt3egsUABiYIq8XqYcDgF2h4A6uwNPzN6Jge+txp/peV4+RdS8YIE/Ag3++I5vNh7X/0sMEsiTjAdy0NTfwXxHAJczKcUyJv3szirFf37eg1MV6lZ7JXdsg1Og+DM93+gsUABiHzuSJQgCbvt0E/aeLHN7/cv1x3DThYkG5Uo/Lelpkt63tvV2B976fZ/O3+IfxwurcKSgEkMlhrq4stW7D3tqKff0gdTjpKy6Djd8tM7obASMlnIMBxNBEFQt8iLXKc5MvZrJeL4cDbd9ugkAUFRlxdcPXKFthlwEe1217HRAavq6oz61wbU+lwPpuk/+xWODfMEeUyRLENAkKEXBQe/22y87s3GkwPdeKVpf1JrTu2fIpLV4+Psd2Hi40Gva9JyWeb5ofUOgZ5vmpMbDkYOdkrJlI9Q4Yvv+ri+3qNqGmXo/tqQHRLrTY4qpZpzszWkTKMEjhyi4Naf+IfNjYIpkbzpa2kXeRG1z03IonG8mt6y2Wd/jl6F8KtPvzi7VIxsBS88icm17aP09vPH1zvX8U7K/xBqL3oIdrk/vH/shxVTBkUAi1gti2/FiVdvgniel/HlbqPYetKXUIS3jV5KWauvs+GNvLspr6/zyfQwfkS8YmCJZLeUiT8qsPpCPi99cjmVpgTe/gb8OZbVPc8pr63Dbp5vw1fpjOuXIP7R+iKV2yAFrKv0o6jHly3ZdSu2PtDzOP+MjLc49uTLmA2r9sI2lrZbSG5aHDan11u/78NjsnXjoux1++T72bCJfMDBFsk/Dee0jV/83cwcqrfV49IcUr2k5L4ky32w4jt1ZpXhn6X6js2Iurj2mVFZErLe05a+bICPLraU1oj1/r5nOmZZy0735SCEufWuFc9XDQGHmU+XYqZaxcqRZThETHwrk4ecd2QDU96b1lV7Hxhdrj+q0ZTIDBqYIVVa75HtSqzFpWeGYuZETqFKzSnEsgFcd8xcz3ABZPSZLD1Ra78sQHesFM5R7c/ijzlQ73NGXPHkGr3kp0Jaa3jjsueN/Y77dhrKaOjw1Z5fRWTGtlhYwVoznK5mcXqfuvtxyfTZMpsDAFGHm5gzJCSmbe+0LtGtngGVXVG5ZDW7/dBOu56pjbrQoWz0utIHc7tbz/HYPWgTDmakd1/2+M7NE/+/zsv83HynEqM82654PEidVhcidn7V17g+kAu1aHQxaYjCQgSZttLwjhwIPz3VSj4EpAgD8sOWEYd/NqktbxwuVdWU3+34P1Eb78nR182+ZvRyUMlNpBcs+VWLUZ5txpKBC1+/wtt7B6K+3ii52oPqYaEkFpyWJm32pHs+bjhTiwz8PKkoLAJuPFvmeN5IUqEGa5gzTD9TrutkE5pFjTvN3ZOG1X9MUL+xDygRo9UYGY2CKZPnShrDWn3kSK9fYJWPpXTJmuyiJNYj1WJ1t4a6Tmm8zEGh9wxHSjKtTsNc6nudW2kntu7a7rcrnp3qc89L5RmqvSd1nvbV4n2550UKwn7+Bzp/XdtYIzVNnd2Da6sNGZ8PUnv95D75PPoGV+/ONzgpRi8fAFMnyJbBUUnVmKdLK2nots0MK+HJzl1tmvpVsAvVpsmfPEW9nUID+TAD6BPYaqV6Vzw/Bk9JqG8Z8sxWLWljwUe5Bsl3Dp8yBfC6YkZrrN58h+V9LPNwD9boeqGYln8Ck5Yecf2u+eq7L9v7Ymys5LUggKK2p856IFOOZTr5gYIpk+aOtaqp2iolb56/9mobbP90Em0aTZbvu9gETV2PBzmxVn0/PKdMkH1LM2OVfjx4d7CUizrVeMMuhMGXFIWw4XIhn5qVqvu2txwJzuNSSvbmabYtngm+krqHJEkPwxNLrGWQmcf5ZxIC0UFZdh0W7TqLKqv3D1q/WH8PXG45pvl0AOJTvPsxbz2vpY7N34sbJnNu0OXLLanQfmu8vprq3MwlBEFBvD44Fj/TCwBTJkgoOaFnh8MZcme+TTyA1qxRrDhbosv3JKw55T+SioNyqSz70InYkmyXgEQwCaVf6Wu56PlG968stum27+aR32KkK6XpA7X42sjeFGa9Ci3fnqJ6zztV3yRmK05ppehUzPpQgY5jl5vaRWTvwzLxUvLxwr6bbLa224Z2l+zFhyX5U1OrfY4cBaGlqg462egdKq22a5mHAxNW4cfJ6FFYGVvtaDO/tmrpr+hZc98EatylvyB0DUyRL6hIm12506+mgaW4IgG4TNKq9Fyj3QyOqJTBLw7uRr/nR+l7SNUhhlnqkpd4vy1U5zQkimO3Yb6Tl8ERfnaqw4qk5u/DIrBSv+ZHajap+h/E/mQJESxyOt/V4MQDg19QcTbdrdekB7496p6Vew5RQ+3D2hslrcelbK5Bf3nThj+bKULiIkZnl6bBfAt22jGLklNXqMi9osGBgimQJ7HFIErwNZzJb09WsDTKz7Sc1OdJzn5pvv5iHX4YACeL/93T0lHQDWu3hYZYyf3fpfs23qbbMXAP/vt6wqpljiguV+J9ePQrqdB4q4s/zNNgPS9ffp8tUAR6bDPLd2SwVKufEzSpumJt1/aFTmueF5RTsWMJSGJgiWVLdfuUa2a5vKXqabpa7kSDhr4eZwd5gFKPLvjXZ02ffs+P9gKits2PmpuPIKq5WlQ8lx5qaw9HX4QwmKyq/kavHtezBaeT+nb7+zBwv32w8rum2bfUO9cMa1aSV2HEOFfGJFlidB61nf9rt/H+gX6eDvc7Vf2hd4O9Asw/tNXfuyIymrDiMO6cno7aOQ/o8MTBFsny5Hsg9QRdjpstmIFxgAqWh1tx8+qMszFDeZitOX/OjpK74aPlBvLF4H274yPsEqc3ZL3q1Y03ePtaUIPF/T4FSHxnpjzTtJogXIzmUT9WqfOY5uM2TE53pdO78tlvb4Wae/HnO63VYLt2bi5HTNuJEkbFDptx+n196wmq7Q/WeRyiruBpXvLMS01Yf1vV7miVQKixeq01j45FCbDtejN80HhocDBiYIllq69t1h07hnq/UTeLbEucrCETLdL650ptZJ/1sSYd/8umV52wqh5qYtexaCp/vZbx88Ngp96XFTRQb0ZRVo5VU1VJzE2qqXW+qzOinBVX9PtPrUHh89k7syS7Df37Zo9M3qMdVGpv68M+DKKy0YdJydfM/6a3GdqanS7HGE6BTy2HlCn1NMDBFstTOO/FzSrbq72DjLDDM2Zbl1+9rCceFIAg4UeR9WJs/uQ+h0/bG1l+rtHhr4AdrAEQvcoHB5txM/bRD/fUiEPmyi9wn//d1jinv23Z+R5CfE9kl1Rw2EYD0WuylUaXKldi05ucOUwHHrNWS68M11yCVVoK9Pm6JzNQr2cwYmCJZzT2PeBrqQZ/mi7dKMzzUv80mrY8d0Z/nhwuF3H79dM0RLNx1Uvc8qOEaPFq5v8C4fLjemAdBRRLIjRL5VVil64XA/cXa0rtXsNTmA7bHlMbSTpbhmvfX4Ob/bTA6K24CtbdsoOZbjNHVsr+vC8dUTrXhjdix8NHyg5p+hxm5lpse50MgthdKDeg5Fkj7SSzGHkRVqWYYmCJZap/U+vZk2IcPqTRnWyYm/rHfayUWQHWcJL12J4dcar9vzdY9HXA/H9NzyhR/7h9fJOO/i9K0y4fK9EpXkTPKvtzAWh7Yta6U259a7msTFpth3BcR8ZZWYvJzVSsCBO/eX7ynYR6P40GwBLsZNKfnq9pP6r1apJkOexNlpVk+WX1El7m7zNTjUY/jptpmbO+95nploXbtP6XMdP56E0hBNCMxMEUAZE4YqaEAEs0LX2IXvsY7rPV2FFZaFaV9acFeTF93DLuySn37MlLdoGQgq0GgXYosbv+XL0PPamPWlhPa5cN1SKFmW9Vne0rU2QPtSDhDr6F8pBGJMpC6qRdLrnapdGq5mnPOq60Fg/1eztfftztb2UMjo+rnGo2CSK73JhOX7tdkm1pwWxxEo2N07Izt2mzIIDtOFPv9OwOpegikvBqJgSmSpXZ4v+c1UEmF7evTt6GT16PfhJXIVDFHT1lNnU/fZSZGNTRCgvAOlBeKprwFFAVBQEF5rY/b9uljAelUhbKgeSCQHcrn4+fE0wfnGdncw97bbimpEh9Coaa3yTGDexMtT89z/l/rvPhrbju1/JGvQF84IrBzr44e1Z85j3xgR0YxUlQGMv5Mz9cpN+rpca3adtz/gZ1AF0htBrGstqQ2sVIMTJEsfzRqfD0xM4sbAlIr96u4WAVOHeYzX3sqeds1IawtAtL7yw7gtk83+dQNXuxQenfpflz57ir8uDVT/fZUf6JBIDU+Gj36Q4pu2/b3jbbc3mfDyjs999Gh/AocLqgUfS+QTptHZrmfL2XV2j1EMusxqjZftXV2lNeq2y+Ldmm/HHlzdqfZhvKR/1VZ6/H3L5Lxt8+TYa1X3i4xU5DVbdJ6k9YvWjqYV4GXFuxBXplvDyX1Yp4jwjvWZcrwVpNkqT2PzD58y1vFEAg3wEbtYb883dVx/2uxaZMf3qI+X3sUu7NK8dtuZTco3n7jVxuOAwDeWbJP54Zic3a28ed5yokSt7+1PHT80UB3H6rg2/eZ6UZCLV97BWrFfSir9H6UWzxBelU+X3PlP1yCvamB763GxW8sV9Xz+5ed2cgq1njlVz8eQEqqniKFUzqIbt/nT2rD7fcZnRk/cQ2uWusdMindmal57suclmsOFuDdpftRb/f+m030UwEAj81OwZxtWRg7Y5vRWXFjpmPCF1K9nVsyBqZIltQ5r/SGQ68bkxX7zvSSUtNG0nnl4aDW3LbonuxSTfKhpUC/qKlR78McR0bev6o+3lx+ni/nudrgSyAEsbUiP5RPZlU+tUP51CXX1dNzdxn6/a771ddDLZCP0ZbwdFltFVd8+iZmt8q5MpXOxWkGnhNAKzmGP1512OfvM/occW0jB2IgX+o6bdbhs1rxpawenLEdX64/hp9Tsr1v32SHQuNqjgfyKgzOibtAOmfEylRBjLLFYWCqhVJ6MXZI3OFtzygRfd2XOaZ88fD3O/TZcJCRK2fPBoXXlZ+aGZlac+BUsz4fqMzSwFB6ATdLb4rmZGPV/gL5bYv8yCveWaWqm/o3G4+rypOW+9Xfx5RckMAsx4vW0k9qt4pic/eRr8UdyMGdOg1b7M3Z/f9beRh3Tk/WZUUwf/UwN3pFUNey9DZ/2Ph5u93+VnIEFwTwfH6pOi/IE0z1s6lqs2Zk5v/bu/P4pqq8f+CfJM3SlDRt6U4LMoos4gI4sowLioMwg4w6j/vDjI7jNio6DDOOPjrKuKCOC/7EDRdcRsUVBRcURBZl3wSUpeylC6U0TZfsyfn90SbNcrPcNGnS8nm/Xn1Bcm/OvTcnd/vec76nutGauPVII10RjAxuYdSdTnHd+XzclRiYOg6t3XcMwx9a3CXLimU39L84S/bTKznlp/pJWjip6i6plLnY4NV0y26RIm95UctL0WVNuvyKYv0+k3pxIeO3q1TE32Lk8UU70RwhF4vUWtS32PH/lsb+5P2VlftkrdP2BAY6uvrQ1FXLszpSMxx4Yw/tNhau5eBP1akNVMRi3rrKqPNsqWzEpxG6Mnp15pT5zJLdWLe/IablpKvlu5L/UChS9yQ5x49FfknwY/3sV9tro8+UhhpaHbhz3hbf62QcZ9fsS25C7SNN8oOC/tspZ9dMp0vyznR1T6PN6HZS3ZK5M1jvsWFg6jh0/RvrYYoxsajsE0FIKxx5BTiS3K5Rztqk00lQjoDcJAnchs6PLBV9Zbrrdx5JugY4w4n1Jk5Aur6Ccyslez28dtQG3mxbIgQ5wpUdraoCL0ZjXLF2b6yS18IqkkZr0FPDZFzy+BX5XISAXSJH65STbySRHl+0M/TNBMZnOxvsjXQM+b6iPuw0qRbPO1LceiZWB49FH5nvkud/wF3vb8Gi7TVJX59kXJt01SOmrniW5UpSnoRktzJIZvFzVuzFY19JHFvadUUi6T1hBkZIlKU7I7dOTqz0uJayOtw98lq1O1gZdL7rTvUgdR5nK6pQDEwdh+TsCJ294YllUf7XTMl+uhMtSHDY1NHENtmHi02HTDjrkSUxJ6WOh6xAXJS5O9tSK9UHYKnFy88rJH+5qd5ur1jXorP3MDdF6GYrp+yAFlMxrL1/3jkg/rxIkSzsxL66+0jibhCSfZwM9uNhc1yfk//TT82+Ut2YXiMNAcHJz8PbVhW+bqSOPd0l2aqcX8It/90ke7S6WCSyO6GkOA+28p8XJjYyJVVauPOc2erEU9/sintZyT59JvP8/OiXO/HS8r3YezTMqJlBNZkeVwrJ57+dyeoBsGxXHaZ9sCViy+l4zFj4Ewb/axE2HEzyvUoSfg09qFenT7pcX8dCKnbffda+6zAwdRySc5Ei9yFYcNmxdeXzmz/FT8de9csb02JzRZiz8256awPqmu2Y+p68pqmpG5Wvc+T+luqabZj2wZaEtcBJhHh+ncn8SbsjfKl1TTbZSXKBoK61caxTop6cy71eDf6eI13YhS+7e14mrNtvwrQPtqQkyXGkepL7baZqcIpktyjpdI6peJOfS73ZhSeQrYcbQwLGyeJNzisl3sDM6r3H4l2dhIt0rI8m0b9vqfLCrd+MBT/h5RXyuj37i+fGU851ZEWSWxQBsXdR7m6tq7uanK/nurnr8cmmqk4lxpcy94cDAIAnFnUEW+XWWjpU8+UvrcKeuvRKZB6PVHyVbo/A6r3H0GqXeY+YgIfjxwMGpo5Dci5S5O40IXmFYriYChh9SNbSvJ+PnZxru+/3hO8iEWzBj9W49tU1soYtdsYxSppccuovUtcnoOtbTN05bws+2VSF37+4qlPLTaR4LpKTebM994fw3cPOevRb/O75H3yvY71BlDO0uNSmJeoJViK7iAXrSQlhAeC9dYfwyaYq/Ouz7QkrM+Zk+QmMdKTq6afUFvSEn4jU99mVo2VNnv0DbnxrAyqOyL8BSmg39Dg3Odm/R//VOtIUudXej36j2qb6ZkayxVSYxmWbk5zcW0p3GX05HUeu21PXjHOeWIoP1kfP8dbV4qnWZLWG7U4tdbz8j4PrD5hw89sbU7cyCZKKY+GcFftw9Str8MfX18n6nNQ1VXf8HSUbA1PHITk3fJ1MMRXbZ/w/lOR9VE7zWDnzTn1vM37YcyzgKUo0/tvdmaehIeX6/V9Oqc1RWojJvbgPaT0Xw8oks/qlyu6KJ13JPHG+u+5QzPOu2B1bAlz/Fk/xrHq031Gs5CbbDxZPVz4525vM3+ov8rPi+tz++tiDiokSscVUigc8SDab041Jz63EI1/8nNwFxfm9uCUefqQiKHvgmPzfZbpdsCf7a3tm8e6I0ztzHumKOpc7uEmsuuKcuyjJydNjXR351yOJ/87v/ngbKhus+MfHWztVTqJ+c/5b2JBG3ZDT7PAUk+DrnlhHs4w0sEGqpaIa3l/fdt29QWZvDqnbvDT+alOGganjUDJHwUj3lgiybjzjOOIFJyWOlZwAQ6p0NlCQ7CScXSGeC8GkXsB0s4sjOccHuaPyBZcd6SMfbzos+X66XGyqOruzdaFErmnKWkxJ/DCbYgiwPvXNLmyvasIrK8O3XEyEePONSCWTl1tfdlfnR0pMdQuf7kBOcvVI3+YhiSBgwnNMSewvch6u/VQde866rmilfMt/u2fLkc+2RM95qNeoZJXpn1ft863VuODJZdhZm9gBE7ryeJCs0Zg7c66KaZ264CuKZRMOHbNgyANfJ39l4pSKU0u8vUekfvc8N4ZiYIoAhD8GdsVOE9jCR/7y5Bwk0mmEF/+1/r4i9uGcoy3C/+uItL1yL1Y7e3GbyFZh8UjEbzmup7fdLXokQzKPD53tOhpp3V77PrmBhM6K91tNxUVOpGqSe7xN1TVaPL+0N1cdiDkgJfe3vPFgQ8DDini/F6l8b0qZQc/fPLsyvoV3UiKTIsdbUrJ/jslI/Pzi8j0h7yX6HCQn+bkUObm74lnzdGttF+v3L3e11+6P/j1GS9EQzL9ub393M/bVt+KOdzfLWzFEvt5Ls+qJS9LvJZJaevsyYtiG57/bA0eKRsuNSTf6LUmtaqrvi9IRA1PHIzk5pmQXLf9C66BfTpt0OmHFsypyPuN/USrn2PTW6gMxlxvp+5Ts7xxhRZQSR4vr5q6L+JnA5aUfub+3eM4hPO90kHN0UPn93oRou5n585vrcdgUW7eg7hxE3FPXktbN5/1FurmW+9tPp+N/NA8s+ClpZf/+xdV4cdle3+t4b4KkLnrlnqH3RkgqHqu4zqWyg5qR+u4mf/g7m9Mdc5JrLzlpDAI2T+YX2hU3P3KWIWeAjPiSn8v+SMLZnPJbGsr9jBCAw+XBI1/8jO8rYs+JGonU8VxucAuI/ffQXVuMHGnq6AbXr3fkrvcPfLYdU15b63ud6E22u9xYtL0GZmvkEQhDcgDHsCJS1/2xlt8VIo1Km27SLWCerhiYOg7JyQGT7K581Y1WPPbVTnkf6gQ5B4Z06rbl/8RiZZQLEP/WIHIvSDceitRnOrRyl+06ip+qpZt5h3StiuHLSfeLlHgCF+l0MpL75CuVgZrgIPfVr6zBkh11mPbBj5Lzp9HXnBAfbpTubtgVhBAJ+T5jDVr75k9RJX67sy6p5Xf1iKZeLomM1Mkant1LCIFlu+pQa7b5vSe/nFG/6C1vufIXIU+E783tETj1wa8x+F+LArpCyRFt/f2nR9pPpCYlOi4l1e1QzrWGnHnj+e2kwzn33bXR0zMEn1+/3SF/BMu31xzEKyv343/9Ah+dIfUzbzsfdI9jeTC5q/HX97fgPZmpNdSqyMfUN1cfDLhuT/Q388SiXbjlv5tkJ+OOZTdM9vmisw42dP7BSZeR+L4Ls7Vdvx5pjoEpiijZN6bxDGcfTN4og8mZNx4BD0ujLOubn2NPzvnF1hrf/+V25XNFGCkwXA8QqZsfKSsr6jFrye6UBZ8SsdS4Wkwl8Wm13JJventDUtYjVnIGXvB/Uuf/O64yWWP6fHxJc+V/JllibRnmLxHr7/YITJ79A/75ybaY5o9Uo7K78smaOzH2Hk1+7jupn32TLfLTbX+JbDEVqSffKyv2xbUcf4t/PoLr5q7HqJnf+r0rf/375uk7vS5dpcXm8o2ye6wl9jyTgdcAiQnsSBWT6BZTZbmZIe/J+Y3KW5/u+TDIZOn4HcS6OnKDALuONOPxBD/YlVqDarMNv3xkiawRe+W0ipOj0SIvj2uLXd5gLPM3V+GeGM99Xqn+uc3fXAUA2BLlfiqkblO/m3TaRyl4gJfIruElxtBj6fGOgSmKKMaYg4/skduCPpDsA3yyy18SwxMvt0fA5nQHfFfRcgVEChhFEqn+bBJJbSMFIsPVrZw1m7WkAkt2JLd1ghyyv9U4fkDJukCLx7Jd4XOZbalsxMIfA5OpRtpci8ONR7+Ud1EsJ79NYFfXrvkOZd0uJXmVdtU2J3cBYew+0izZPD5cN6VEduVLxQ1loyX2AFEkcm/+W2S0XI73e5E69kSqr0e+3BHXcvz9sCe0RW+qW734b7GcgG98OS9jn9fq13Uraospvxnk7lc5meqY5vtgfaVvxKlIirNDb6bk/P6PxjgaGBDfw6Bkd12MpfyYBuzoZFvKzYcaZSXNj0W4batvceCxRbGf72PuyhdziW3u/0xeF+poPQwSIdWB0FiD2sHH/li68qV3e6nYH1SmA6nfSap/O+mIgSmKSP6FmcyE2jJG0koEi9Md80E8WQeMic+uwNAHvkarveOiNFr3ynhb00Y68fjnMIlFuNYu6/c3SL5f1yR98VljDn8iSWb9J6I6oxUh9cQqqS2mEvgbveT5H3DHe5tlfUZuk3c5eZf95/W/9g63X4YeS5J7NEl2y7+jMlpeeCVim8Pt5498+bPk+zn68De98pOfd9+LNKmAjJfUDaicLY33Rlvq60z2jYbUmsaz9olMnO//k56/qSqOtUkOm7PjwBZtc/33ja+214SfT+LbPqt/XtR1abG78I+Pt+Luj7ehOUprvs7eYL295mDM88ZS7IkFgTl+kv0wKJYu8f71EOvaFGXr4lyjxPnxcGJy9iQrOPhTGuYUSkYuxa44FfaExNsThxanehVidlBixFRTa3wjufdkDExRRIk4OB46Zgl7cx58kZzsA+X9n27HTW/HNjRwvOsS7aJu95EWuDwi4GlpNHK6QPmTvQ2RLu7DvL96n3Rrr/I86SaqiTzhVjZYuvTkGuni++CxVlzy/A8h76dTiym5Er3mKhmRqSJDx0V6lrZjyOtwVRD8frK78sWTEFaOeAKaidi3wlXRqjAjaZ1c1Cth69ON41L4w+vrwgbWpL7TaOcJf4n8XuI9l3hFCx42JOhCW25r7XAcLg9mLanwvY73q0x20FRO6Z9tqY4+k59YDiV2v+uReEbhStZYDbEEvIJbgrjcAv/6bDv+8ZF0PsLO2n0kemvWmIIPQbWe30sT7yp1DRk/0nDXZdWNVjz5za6OIqOU2dnjVVfoLq1e4vkmu3Lb1h9owHPfVsi6ptdpVNFnSrQ4f5L/lQjIP7hQ+oHf8YyBKUooqXPIuf/5Dv/36faYPt8VQYbFP8eWYDLedXl/fWVcn4sk3nOzXaK7XiSRtjhcF5Bw5y2DLrbuA/Fa8GM1znniO9z+7qa4y5A/8lP4abuPSOeqkdPUvju3GInkaLMd5/3nO/ywJ/Zhwv1/bv4J9mO9UEr2BZXV6cb++uQl3oznBj8RWxxuP7c75d95yq2DbhzDBQA0hWn5KvWdvrw89nxOiTwvdvY+L9qqfL41tDVPPLtiLN1MYrHhQGCLXjnF+rd0m/vDgYSsTziJOvZLJz9P7I7VlV1SYmtdEjhTi92Jt1YfxAcbDgck4U+UV1ZG33f91yjWuk31Qyy5+ZgiCbctf3h9nazAavqHpZJz3ZaMFt/NcdTve+tiv5+Rqis5383lL63GU4t346ONsS9Tznk01bpLADPVGJiiiOTuSOFOIuG6/IQ86YrjMWmiukoFH0DjvTBORnAt3lwEZz/+XUjeoLjXIcwqhPuNqMIcXRJ1En+pvSviV9tjTAyfgMW+EKH7ozZDeoPlPH1OtxvzRF0UPv/dHslmzLGa45eUOdbvKJ79UO7F4Ksx3KDEq6pRfu6EROxb4fbzcEOZR1qk/MBU1+8AXfFAXqrFVLShvf1Vx/FbCKfzgank71dA4s7rwedxOevi/13FE4SWsz9G7cone+kdEj0IgVR54Y63nT0mxVJfwYu2+51z47mmjCamrnwxbHbwdV2qu1ZFy3snZ98Jt//uqQt8gOeK8uBOTvf/VElGtckaqCnxi0+YWL8b/+udfUl84JdKqd6/uwsGpigiudcUspOfB72O56I3zrzgITYcNAWuSxIOIvFepHXm5Cwnb1Ck1QvXpDrcZ8LOH+fyQ8pPwNErIXmnhMD2KnPYQKacwJTsFlyy5pYvUeXLfRI7e2kFnvxmd5ipsa2VM44Dw5ZDjVEvlNPBwCJD0soOt9+G63ocOTAlb9nJzMfWJSRWf/eRZsnu43IuUq95NTFDwQOd7xrz/Z76LqmnRLWYCi5GzrrHM1S69xMfbqjELx/5FlsPN8b0uWg3/bF+HVKzxbLNcgabkCoulS2mgoNP0z/cGnbe/fWt2N7JPEWxtIL2P5fH+s2k+sY1kUH6WFt/RRv9NZ59sKvJ/e1HyrPqFU932lSrlmidGOt3k+jRJZPJ/xf5v6+ujXkwh25waZkWGJiiiOSeJuW27Ak+5/z1/R9ljdgCJO5mJnjUqXibVUf6VLyr2lXn5oij8oV5P5FJamMvQ2B7VUf3Lm8y1acX78ad8zZLBniktu1IU+eb+X+7ow6Tnvse189dLzldzu+ou9+XA0ChQRvyntwhfcMHpaS/o521TXj9h/0B78Vzkb+vvhW/k8gTlm7C5m9LQNkqmYGpSOQGWhM9wlQskn1ovftj6ZvkZLTkiEVnzyXXz12Pd2UOenD7u5vx1bbwCbulyD+vh2mxE/RaTsCrMw+E/v7RVtS32HH7u7E9GJKT/FxuObF8lf7lR7spllqXfUelWzkcbIi/pSwQ2/VF8KjFO2qawswJnP/kMkx67vuQ980yRud0xhKYirm0DikPTEWZLudwHusDnmipNdIpLhXumCS32mLpymiJ43ybaDtrw+9HsYo1MN8dA3FA24Oay19aFdO87MoXGwamKCK5NxZLd9Z1epn/Nz/yE5Rg0W78Yz1BBpeSjGuEeC883lod+yg2sQh3YRWxxVSYq/TTynJkLXtffUunm/dXBDUHv//T7dheZcb/+7YCn22pxqZDpjCfDJSlzZC97CNNNjT5JS5euDUxXSWB5I8kJ1sc9WRP8gWGVBeoCbNWhrwX7wWtfz6rriJ3f5Cb7w1oO/bsOxp93wvXEjFs0vkIZUU63C2SGFksnlZuyVIcxwhZUvtvuGN+8M10VwmXC88rloDQx5vkBZoB4NZ35OUClHuujDWmKedBQTyty4KPf7FuR7RDQKwDR0itciw3RP77ni1KPjmpmOpd72/BGomBUDp7LxbLflKTgDxS/1oQWx5UINaufPI3PNU5phLJmaBtiTeNRTKEC2pHuseI91rX6khcvq94ba3s/AiIv39xdUzz+Z8706nOY3EgxjQVqQ48dxcMTBGA8BcPcvcjuXlRpC785OZyiDS6UVWjFSf931eyyvOK99CYyJwrXv4jYuX3Cm2RIpd/zp5Yhfs+SnOkb+DCbep/1xyKKXloJFLfo3/rJ6sj9EKhviW0JV60Fhpuj8Bz31YEvDfy0W9x2oPf+F6Ha2ESD7k/j87kbUqWcLmIEiXWk3ssT7WTJZFJ9aVkhLlJjfTd/PX9LbjgqeX4cEPkoILcm/FI2xrpeHfLf0MDFamss2Bx5VKS+Ei4bzNVF6lTo3TtjiWwvPlQI45JHE/j4fYI3DkvdJ3k3qSHuzkM/n3KaRkT667gf1N1zhPfBVyTxNzSKVpXvuDX4XI7Sqx0LL/l3/6/juB+tGN4uPI+ltkyNhbJPp94bT7UGHbawWOB16SxtB71/4rCB/UDJ6T8xjXK7z14OyLlyUtUC5hkt5iSc64OVz+RtjXewKycUX/9l9HZbqrJEOm8bnO6sbO2KSkj8gohuuz4EQu51xSVDRa8veZgWm1DV2BgiqJI8olS4qQj9+S89XD4A/HlL8bWxFJKgUSXpFi4I3TRiOeJWPCJ85cn5MouI9hXEq0VgMjDIIdrpRHupBzpQvupMF21Ym0xJPVExX/1pJ5s/eOj0C410S6eFvxYhacWh+9WBoRvSeb1i/ysiNP9pVtL33hWJ9ktpmKVyot8uYuWu6aaMIn2I43CuaB9EIRZSyL/nhP5rcntjpVOgam6Zjt+qk7ARX6Y46bcvGuJTIAeSaxdNu+LcaTdaBb/fESya4vci/hwLTSCizFZYh/tMtYn98HLWFlRH/MywpURLPj7CLdrqVSh6xzLbnXMbxTQaL+BcMtOxjHXJnNk4XhFuvYI7roaS9DA/1ovXPAj+O2UB6Zkmr20Iuw0uSNChxN8jZbob0jOYSbc+SnSNU+8D6PldJ33vwSd9Nz3+GGP/ONPMj3yxY6w066aswYTZq3ENzGOli4l3P517atrMfSBr9Eo45ifTHL373Oe+A73f7od1yYwx2R3wMAURRTumFpqlN/NQYrUZZ/cpKdDSrPDTpNKxheraC0HHC4P5m8OHY44Ure7uEYKC/pIIp5EhYudPRzhBBLu6wh3Uk5mkEUqFuR/EyF1Q7yrNjToFu3iqbIh/M2gdxnRWkz17a0PPy0vcFqq8s70RPHkREoUuS2m5F68asIMeRmcJ09KtdmG+z6V1106kkhrLvcYkG55Jv72wY+y5pfa3HBx618UxB6wBoCxTy6TNT8AXDa8j+zPxLrfBHenjle4AJ3cGGXYFlOILaAjJfYWU4H89+dYFxctUBm8L4W7SZY6H7VGKNvjEXh3bWDgJdITeo9HoDJM3iip4ODI/nmS866K8eZZqvWzHLEeg9wRugwGXwvao3R1PNZixxurDnTMH+M10t8/+jGlLV6iBWKDz1OmCK0Po31HscrSqgJed9XDC6lryLow+W8jXUfGexkcy7ncK7ib7xcy8/mFk6jUEv77QrAtlY2dXm64B/6r9h6DyyOwZEfnU8wkQrxByo1BA3P1dAxMEYDwO3a4i7hEJamVaoUj94QmlWwZQEAeoGiEECFdHP79+U8RcxW9tHwv/vr+jxg189uA98OdvID4ErUHH8yMmWrZZUQr01+4m+pwlyzhLrrkburbqw/g/fWVMc0r2XrL7y2pFmFSqxPtRjhD4umzl/dJbrQWU3JyyUTL7ZGIp5BygibJTNbY2Txj0Ux5bZ3sVimRxDKSjle4336sT86j0aqlT92tMV7M/ndN+OTVkerlsCn0hjRiXiu5rV5i2FeONNmwaHttwga9iDTq006JYLZXti40P53U/hKu9DPKc6KtWoB4gnaxdMu8fERZwOtYb4iSPYx7pJbHAEKCI8dapJ+KB1+qyHk4JJUzSUrwPuO/iFh3gQNRUhgElxPuOkkqF9Xs7/aELffrn2pxb1Bez0i/gb9/tBXrDjRITpPaJ8OdQ7/aXht2Gf6idWOJlMoBCKzvSMe2SMmmFwWt68Wnl0Zc5gdB3aXDbcP3QcE5i8MtmZg9Vsk+p8pp8Z+oltNluYEP72IpV873EG5OqXuc++ZLtxKNdM/SFV35gvf57j66rdz8i13d0jrWfH/B+Nw5NgxMEYDwT9TCHeATddLRSnRJSVQT4HCjpAGhB+799a0h/eWPNNlx2QvhuwJ+t0t+FD6eIbAjPY2NV6QyLp79vW+UO3/hbnLC3TBFurEIXnpDqwP3f/YT/vXZT2E/408ywatfnX6+VSIwJbHJTdbIgYtwuXyAjov3SPMAgCVCEsvg7Yh2U5iIFiXRgl/+Ij0RDeeECC3E/HVFoutlceyjUo422zF65tKY5w/3xC9cQD/c/OGOvxlhMpTLuelet1/65jLS4WXDAXlP7sLdkK0Nc8MfywXmyEe/xS3/3YinFu+StS6JlqPXhLwndVw9FKbVZaJaFEQSS26K4G6hseazSHa3o2g3wV//FBgsCNe1UO56VjVace/8bfjP1zsjPmTyFzxggv9+G+vT/9Ic6ZE2vYJ/W+Guk8Kdp8O1cpIKMkVqNRcp8b3U/htufd5ecxAbwgS4Yl0XADjVL9+jFP9r1Ujn+2Zb+GnBeU8rTRZZN//hztsfbIjtQZy/EyO0tIw1cBT+AUnkz8u5Nk/UdXzw/muXmd8r+ryx3+NIte4BIgc1471ej3TdGCz4eiBRx+Zwqy5Vt3JaeEUj9zr3lw8vwcaD4Y8l//x4q+RDtXiFS6UQTXYCGhUcDxiYIgDhm5GHO7wlIkLdZHOGPKkD2m6G75y3OewJY/nuowGvwx08IzV/DD6BRzqhh7ugi2fEnkgnjHAH4ye/CbwBa4pwARWrSOet7VVNuF/iIj/cCTZcF4pIgYfgbZV7ESP13fs/YZK6mJVa/2OtkW88ItWxdxnRnp40tIbv3x78yWgX4VLfqdyLEKmWhOESGQd38YjFgWMWHI3hhi44oWwyJKprmNzuFeGOSeEu3sLNH+6paSIuPK94ebXkcTzShbTUfho5+bn0+1fOWSP5vpz6ev67vTHPmwxSD1VsMQ66AABPLd6d9BYOkY49XsGB9Vi78skJcEcS7ugZKbEyEHpeDhf0Dd5Xoo0c/LvZP+DdtYfw/Hd78ZVfl5izT8oPmVcIgYZWR8DgJEB8D+7OPEG6yxvQ9hv6S9CohnK//3Oe+E7y/bk/HAh5L95ku1LXUZHOj//zUvQRu/7z9S58F6bOorWWAgKPKZ9uqQo7n5xj6hdba/Dol+HTHgTn+Anfqlz+/h9pJOHgB8zhtinc+9HWpiXo2jPSlU+iHl4/HZTjM5ZyQ/KxRajbn2ukR+ENDoB9vPFw2GNjU5RjVTzktJgKbpUYzwNwKeF6A7TaQ9ftte87N6CRv3DXAav2Snf/bXW4I47+5/IInP249PEvHuowqRSi+dVJvUPey9KoJOY8vh0XgakXXngB/fv3h06nw4gRI7ByZejQ4seLj8KMmhIuOVy445vN6YkjSXljwOvZS/dg31Hpm9PPtlSjPkzT/D++vi5oXeRfRAVf0EQ6wYa7oIsk3Ikw0ncmddP6zOLdeHl54AE/npNg8IE+noao4RIqNoT57cj5fUTL0/RlUJ95qfnv8OuKKfW7lXrvWJQbt0gX1d7fXbQAZbguJkBoN6JoT8mkTtjhLtrDkbrhOxQm+ArEl3T5iUU7o87z62dWJL3VRaQcYeFI5c/TqaUvHvaEybMT7rj562dWyJp/79HQ8o822yVbNMbjwqeXh7wXqU5eWh568Zmobt0A8EiEmz0pt7y9MWHLDidc4F2qO+W++sD6ihZ4kkr6HYncc124oJi/4JuYSPmI/MkdgTeccN9QpOD2gfpWvBmUy3H0L0Iv+gH5efv8vzP/FqO9e4W2kJv2wY8Y/tBirN0fGJg67Hc8jfUeMdKx//5Pt4c8PAx3k/ztzvBJhIc+8HVM3Zvjbf0g9bAhEaPWXv+GdOv3WFrdJit5+qvf7w87LbiLXrj9tjFMi+SXlocPukf6PQVfz4R7gBzutxPttxotWOyvIcJ1T2dEC0ztr28NeWhx+oxv8FqY+jpskj6OBY8c/bcPw+cbjPS9xBsjkgr+hJOsrnyZYa57ggOUAPBkmAGN4hHumuKaVwKTgAfnaPXXmWvLlRVHJXPSeknl+IzlodqRptBzms3lSatBX9JBjw9Mvf/++7jrrrvwf//3f9i8eTPOOeccTJw4EYcOyW8J0BO8ECbXwKZDjZIX0d73Ti7qhXf+PDJg2oRZ0jdZ4Uye/UPAMoKThgeLtRXNBxsrw3YNCefLoJwBGVEi4FKBu0gHvpqmwG1rtbuwbn9DxM9USjQ1ffbb0FFPaiJ8b+FOSMEtgzLjiNL/6Df64el++VE+2VQleWKWk48gWp6m4PxfYXoy+YwfUhTynuSN5NFWnPDPL0IuqG1ON7ZXmSMGplraLxyW744cGGq2u2IO7vz5zQ0Rb2alTn7BLerCzec194fQC7RINfXX97dEmCotuAVBOIl8yiblmSW7UdcsbwCEarMtJPgdLqfT2nDd4cJ8o0eb7VgqceMYbv7gLkIA8NbqA5LzegV3OwHCB0gOHgvtkhIpWCtVdrTWZJEu8KSsrDga8t6euhb8/cMfQ/bTRT/Flqcmkmg3zpGCtsGum7sem/3yEoZ7Gu/14jJ5rb6k6ubckwvCzr/3aGvUViXLdh0NyFsY3BIkVx+++0GsCawjUYfJQSTVHdvrB4kn5yVhBmRJVJ68H/aEHtPmb25rgbP5UGPA+/9vacd1VqRAkP+NX6RAnFQ+pitelm4h0K93+K5eLXYXhj7wdcB7p0gMHmONszXcXokHjdHO7f7XeXK6LwGhowj/YXS/kHliPfdK3Wy6PQL/+qzzo0+GCwSFC2g89lX4BzuRfs91QTe+4W7ww+XyjNbt9MCx2I+FwT0bgPABuk82HQ77AECui55ZgWeCRp5ttrvw0Oc/S84fLijwysr9YXtLBNtwwISPNh6W3L5w9RV83g0+TizZcQSfbDqMQzF858HnsERlSZBqFQyEjmwqdd9x4eDAa3A5rYNjfQATaXCPSCOMR7K9yowpr63DRbNWhL2OlurKF0sPAKmAs9sjwj7gPF6FbxPaQzz99NO44YYb8Oc//xkAMGvWLHz99dd48cUXMXPmzBSvXdc5dMyCVocr4k3H1HlbcOM5/ZHbnjtj0yET7py3BUDbaB3D+uZAm6H0PbGoqGvBV9tqUJ6nh9sjYjqYfL61BgOKekGboYr6NHfmVzvxp1+dAJ1aBQUUYUfIqWyw4so5a/DU5aejT24mSoy6qEGR+z/dDofLg6Gl2SjM1kVNPDrzy53431H9UJSthUqpgEDkYafPfnwpzh1QgP931TAICIx5bGnUprmTnvseS/92HlRKBWxOT9iLmapGKx754mdccWY5SnMy4XR74HB5YHd5MGOhdI6m37+wCu/cOApZGhXcIrYD4br9DSjLzUSGUhHSeq1/bz1e/+OZGPHwEgBtT6SuPLMck04vgU6tglqlxCcRclEAbS2cLhveB0IIVDdGDh64PAKfb61GaU4m1u9viNpKacNBE7YdNiNTo4LD5YHD7QnIIVGWmxnwpOy8/yzDx7eORu8sLRxuD258awMOHrOEHf0MAP7x0Y945Q9nSl6MP3X56Tjn5HxcNWcN9h1txZjHluI//3MaTik1AmgLdDbZnCE3+sdaHZg6bwumjz8ZQrRd1Px3zaG2mzeFdILcnbXN+J8XV+G+SUOQpVFh/QFTxN/me+sqUd/iwEWnFMPqdMPh8kS8AFu7vwEVR5phzFTHnEy8qtGKLZWNMOgyIrbwe/TLnfjVSfnIVKugULSNCRRLU/0rXl6NO8cNgEKBqBduZz3yLT6/42yoVUo43bE9nVq++yi+3XEEmWoVGiyOiEn5V+2pR2G2DkpF28Wl2yMi3lT/6Y0NeOiSoRjeNwdCtN04BbdGvO38E/H8d3vx7tpDOLnIAJ1a6RsxKVwrU6/zn1yGV/5wpu9GPUOlwMdhWsoCwFmPfov3bx4FIQTMVhcul+heM/WCk3w3239+cz2mXzQQLreA3eXBKys7Ap0vXDs8pMvRRbNW4NaxJ2LcoEJYHO6wua287py3BS/97wgUGLSoONKMm/xaRX0osR2HTRYoFQpf0L++xQ61SokmmxPr9jdg1C9646o5azBlVD88cPEQCLR1XxOiLSAbfChZc8+4gAEtrpu7Hk9efrqvxYxKoUCj1YntVdJBp0tfWIWV/zgfDrcHP1ZGCdodacYrK/bh/EGF0KiUUCgi30i/tfoA/nz2L9Bid0GlUOCnajNW+N0A3nhOf7yycj96Z2lwrNUBt0dg4rMr8dzVw2B1uiWDhIdNVux99DcYdP9XcLoFdh9pwbNLKjC8Xw7217f6Wg3dfv5JIUm0r3l1Lb7567nQa1Rwe0TUboCvrtyHsQMLkKXNQH2zA/vqW/C6RFcyr3OeWIoHJp2CXroMZCgVMFmcuO3dTZI3DJ9srsLJxQboMpQw6tXQZqiQo1dj3rrQfXfUo9+itsmGe38zCGMHFkKXoYLd5Y7YBaa+xY4pr63F3y8aCKVCERCAjMTicGNPXTNqzXb0L8jCT1VmZKgU2FnbHPB9ffPzEXy88TBG9MuFy+PB/noLTi8zYleYGyyz1Ynnvq3AmJPykaVVweMBtlU1Bvwerj6rL95bF/oQdunOI9BmqPDX97dI5tF6fNFOPL5oJz6+dTSKsnVwugVqGq04GkMLvNEzv8Xz1w6HRqVEpkYVtkWK1/vrKzG8by4yVIqQ1uH+/vXZdkw4pRgGnRo1ZitKczJDRs28dFgfzJh8Cvrf86XvvRe+24s+OZlosjklW2T+Y8JAPLFoFxxuD578ehfOGZCPDJUSLXYX7vl4a8SRnWd+tQMXn1YKtUoJpaItSXptU+j8Mxb+jCEl2cg3aJGtUyNDqYAzSku+Xz22FLOuOgNFBh0EBIQAXv9hv+TDCq+rX1mD924cBaWi7ZppephWPg9/sQMOtwcnFvRCgUGLgl5aHDZZcfUr0l2s/S38sRpluZmwOT0Bx+PTy4z48bAZN5zdH699vx+1TTb86rGleOUPZyJL23YdFm60uGkf/Ii1+xrwz4mD4PIIqJQKtNhcYfMC/fPjrfjfUf2Qo1f7WiTVNdt82xXOnroW5OrV0GQo8erK/cjL0uCBBeHzml776lrM+cOIsC2HvKxON6Z/+CPeW3cI908aAovDhR/21GPtvoawXS/nb67CuScXIEOpgMPtwU/VoeeKae2/75vO/QUuHdYHuXoNNBlKuNweKJVtVwQOtwdHgn5zu2ubfQ/k1EolMlSKsHkpb3l7I64d1Re/KOgFpaKt+73H0/Z7eyxMy/ffPf8DXv3DmRhSmo0MpULyGPKf/zkNi38+gn98vBUA8NQ3u3Hx6aXIULWt99KddWFHAf9qey02HTKhf+8sOD1tvXOqJI4jZwV1f16++yjKc9ty9f0ssZ/876tr0ScnE2cPyMcZ5W33syqlwnfPVddsw+TZP/jmP/m+r/DQ707B/4woh0qpgFqlgEKhkLyGnLNiHzI1Kry1+iDmTBmB0Sf2Rpamre7tLk/EgPIlz/+A568ZjpIcHXRqFawON7Yejnzt0JMpRLKTHKSQw+GAXq/Hhx9+iEsvvdT3/p133oktW7Zg+fLQbgx2ux12e8dO1tTUhPLycpjNZmRnhz5Z6i6ueHl1yA3BL0/IxWXDy3DPJ9GHDj+lNBtfTD0H2w6b8cGGyqhdSUb/ojdmXnYqXlq+FxaHGwt+jN5l4S9jT8SvTsrHta+ujTpvsp1U2KvLotgXDi6MeTjTv4w9ES/IfMoezclFvTDrymHIzVLHnOD5xwfGw5ipxt8++DFiMlSgbdQng06N1yVa6kTy7FVnoJc2Aze8uUHW52Kx86EJ2HjQlJTf2q9O6o13/jwKAPD51mrc/u7mKJ+IT5+cTFndaQYU9krYEO/h/CI/C/uiBHm7wqwrz8BdMlt66dRK3HHBAPzn6+hJtb+68xxMfDa2LuGXDe+DW887MWw3vmDz/zIGBl0GJj33fdQ8MtN+fXJIDo5Ee+7qYRg3uBC/emxpxGT4p5UZseD2s/H++kMoy9VDrVKGbdUhtYw5K/ZhWwqHSgeAISXZ+PLOc1DdaMUrK/dJ5t/pjBH9cnGowYI8vSZswCHYBYMKodeoIgY7AeC+3w7GDWf3h8niRF6WBnN/2I8ZC6VbCfj7/I6zMbSPEUeabBj56Ldh51t4+9n4x8dbsSNKK7DO+uav52J8jPuKXBlKhayWvN3dp7f9Cr20Klz4dHK+z3NPLsCK3UfxwMVDYvqtTT69FP87ql9Mx4X/d/WwkJbS0Wz516+Ro9fg442HI3a98iowaLH2nnH4xb1fRp0XaLvZfu37/RFH64yHSqnAyP55Mbc0BoDzTi6QbJUUzjt/HomGVkdAyoNYFGVrJbsgBXv3xpFQKRQY0S8Xt76zCYt/Dt+lNF0tvP1svLP2IOZFGR06U62C1enGoGIDfj+8THYX9J5u3k2jMKq9a/VT3+zCc0ule+p0xhvX/xLnDCjA+GeWSz4cTne5ejWu/1X/mK7f+uRk4od/XtAFa5U8TU1NMBqNMcVSenRgqrq6Gn369MEPP/yAMWPG+N5/9NFH8eabb2LXrtAbkAcffBAzZswIeb+7B6ZufnuDr7tefYsDOXo1Vv3zAug1GfB4BP679iA+2ngYdU12NFodECKw5cJTl5+O3/sNK733aAse+WIHas021DXboVEpoFIpUJytQ6YmA29c98uAJtymVgee/GYXVu89hiabE3ZnWysW7zKWTR+LE/LbmqBbHW68ufoAXvhuDzI1Kt+TbaCtv7a3pdWzV52BcwYU4J8fb0V9ix0HjllgdbihUiqgVHQkCf/HhIGYMqofNBnK9iedjbhz3mY021zwCOGLmHv7+6/7v3EoNHR0C1jy8xHMXbUfO2qaA5LJKhQd/ceNmWr0663H/L/8CnNW7MPjUXLsnNU/D+W5evx6SCEmDC3BNz/VYvZ3e/BzdRPU7U8aM9UqX+Dh6rP64q8XDkCBQYuFW2vw6eYqrKw46suxoFS0NS/1iLZuXHdPGIQcvRpHmmz4RUEvvLhsL3bVNsEj2pqsZ2eqUd9ix4WDCzFnypm+ujK1OjB31QHsqGnC5kMmmK1OuD0iIInxz/++CHpNx1Og1XuP4cXle31Pak/orYfTLXzrPmfKCIw/pRjNNicylErsPtKM+ZursKeuBQ2tDmSoFNCo2uqmqtGKs0/Kxz8mDETvXloAbV0+L3x6eUBrHb1GBW2GEiP65WL2NcOhU6uweu8xfLzpMEytDpitThw41gqnW0CToYRGpfStz/y/jMGwvrntvyeBrYfNmLVkN7ZVmWF1uKFVq3zbrc1oa8Vgc3rw94sG4rbzT4IQAnN/OID311fiYEOrL3hw14UDUGWy4q+/PjlghKVNh0y4493N0KqVvlGBtBlKZGlVqGywwqDLwDt/Hon8Xlqc/9QyKND2BE6laGuZ521pd3JRL7g8AvuOtuL280/C9IsGwupw45b/bsTy3W3dcZSKwLwo+b20mHXlGRhQ1AtF2TrUmK340xsb0GhxYGCxAZlqFSwON1rtLhw4ZkF9ix3leZn47amluHZk34D8agoF0EubAZ1ahaPNdpzVPw9lOZnYc7QFt59/Es49uQA6tQofrK/Ea9/vR32LHQ63BwZtBrRqFXpnaVCUrYPV6cbpZTl4e80B5PfS+lqNaVRK31OlVr/WhW/96Syc1T8P7607hPxeWvzrs+0wWZwB3wcA9Outx4i+ufj3JUPRS5sBIQQe/XIHXlm5H5lqFTI1KqjbnxxmalS4dFgfnD+wEDtrm3DJGX2gVCoghMCLy/di2c6jONJsg0qhQJY2IyBg8tzVw3Dx6aWob7Hj0S934Luddb7WIsE5T2ZediquPquv7/XnW6vxf/O3o8SoQ32LA0oFAp42XjuyLx659FTf7+bZJRVYtbceWdoM3xNPT3vCZQBYfc8FUCkUePiLHbjh7P74dscRrDvQALPVhYZWu+QNxb9/dwomnFKMO97bHNAVMUevDsh5MnFoMR6cfAqKstuOhYdNFl8C0Ry9GtoMJdwe4WtN+eEto/HLoCeYzyzejffWHfJt46BiA5ptroCA6tVn9cWjlw6FQqHAhxsq8eHGw6gxW1HTaAsJIpxc1Au7jwQGV/1bNXY239Wfz+6P+yYNAdB2bHh5xT7M/WE/FFD4uhm5PQLGTDXcQuBYiwN/HHMCpl4wAB4hMHXeZmw6aIKz/diRqVb5tv3hS4Zi/JAiFLZ/n612Fx75cgfW72/AkSYb3B4BtxABwchfFGThmSvOwKASA6a8ug4/1zShxe6CXqMKaYG7/O9jA7pxudwePP/dXny3qw6HTZaQVq8r/n4++gaNoPnp5irc9f4WX4srfzsfmhCQa21lxVE8s3g3Nh1q9D1p99KolNj18ATYXR58vrUGB+pbfa2tDLoMWBxuyW7tj156Kq4Z2Rcej8B9n23H/E1V6KXLgEGbAY8Qkl2JrhtzAk4syML9n/2EoX2yYXW4Ud/i8HWTUqsUcLoFXv3DmRg7sAB//eBHbD3ciIPtZRkz1XC6PSHf5+nlOSg16tBsc+Ge3wzC1z8dwbJddTjSZIPD5QkJ0hq0Gbj+7P74n+FluPvjrVgdJr2AMVON8rxMHG3u2D/f+fNIrD/QgHfXHoo6EuA7fx6JvCwN7py3GbuPtKA4WwdnewsKb3fAHL0a9/5mMK44s9z3uW93HMGrK/fjUIMFBl0GhEBAcPT8gQWYOLQEdpcb9/uNjuv9/qTW41d+CeHrmm0465GOwGZxtg6tjrbfalmuHleeWY7fnlaCLG0GXG4PPtp4GF9tr8WeuhbYnG54hIDF4Ybd5UFRthar/zkOCkVbK4hnv61AZYMV9S12FGfrfK2S8ntpYMxU49FLT8Uv2lv/eNmcbmw+1IgXlrXlMs3OVOPgsVZYHG688oczcdhkwe/O6IO8LA3MFieeXrwLe4+24sCxVggRmkPtxnP642/jB0KbocT76yvxz0+24cSCLDTZXHC521p1BA9Mc+3Ivhj1i97458dbA85pQOD147t/Hokx7d/lkSYbrpqzxnde1GtUUKAtH6X/NdD2GRchS6OC3eWBNkOJOSv2YeZXO1Fi1CFTrUKGSuE7Vt4zcRBuPu9EAG0tMm99ZxMKemlQ3+LA0WY76lvsAdf7J/TW44ObR/uOVUIIHDxmwQMLfsLB9usqnVrpCwicd3IBXvvjmb6UGB6PwKUv/IAfD5uRl6WB1eFGhqqtlWqL3YX8XlqMG1SIc08uwI6aJsz+bg90amXAsU+nVqLAoPXlifxy6jnon5+FOSv24d11B2GxuwOO9063J2SwjZH986BVq3zXpgZdRtjRFx+6ZCimjOrn2963Vh/0nbssDpdv3bx1ZbY4kaVVIUOlxOvf78e/P/8ZJxZkwe7ywOZ0BxxvBxYZfPvaS/87At/vOYrvdh71/caUirY8lpb2+5eKhydic2Uj7v1kG8xWJ4qNurAjAnq7Qnv30fxeGigV0q2YAODUPkb8fngfbGzvfrzwx2pk6zJ8rTcVirb7JwUUsLvc8AjgmpF98fDvhsLp8eDbHXVY/PMRbD5kQlWjFS6PgF6t8v2+//M/p+Fyv+OOxyPw7rpD+GTTYeyrb/Ud97UZyoDv6IJBhcjUqHDtyL54b10llu44ErLPeP3m1GI8f81wKBQKNNucWLbrKBb/fARbKhthaj9v6bUqKBUKTBxagit+WYbvdh7Ff9ccDNiv/c9bKqUCBb20IS0e/XsJhVuX8UOKMW/9IazZF32UUSBwfz94rBVzVuzD+gMNaLQ4YXO6ocloa7Fpc3qQ30uLZX8fi14RBj3oDhiYaucNTK1atQqjR4/2vf/II4/g7bffxs6docGDntpiihLD25daoQhNXB3M5fbA5RFQq5RRR27zEkJELdfL7nLD42kLSMVSvscjouZ7IJKSzN+Ou73pPlEiCSHg8gi02FzQa1WwOTywudxwtQeNvN3/HG4PhBAoNWZ2i+OjnHNEV7A53WEHBzieeS+tvXUlRFv3mODfWPCx1b9+062ug7eJYuetf4fbgwylAhkqZdrVbyp5PMLXjQ+IPtpxvJxuD1ztgbVUf/feIE0s2yqEgNMtoFS0Dbgj0DaIkfeBWvCxxe0RUKDtob7Tdy+igDYjccfqZB4P2h6Ii7hHwIuVEAJuj4BSoZA8/3sfOro9Ak63p72hhIBekxE2WORp/4zN6YZAW9BRqYAvZcXxSE5gqnuH4KLIz8+HSqVCbW1g4si6ujoUFYUmRwYArVYLrVYrOY1Izo1LhkoJuecAOQctuSeY7nDTRekpmb8dBqUoGRSKtpwQuVltuaG0GSoYET6Rd3eRbhe2DEpJC64nhUI6T2bwsdX/c+lW1+m2Pt2Jt/51SlXAe9RGqVRA0wXXAmqVEulyyJJz7aNQKKDJkJ5f6tjiX7ZKmZwNTubvV6VUQBXX+OHyKBQKZIQZgMO7HnJbKymVbS3tw+UXo8h69Kh8Go0GI0aMwOLFiwPeX7x4cUDXPiIiIiIiIiIi6no9Ppw3bdo0TJkyBWeeeSZGjx6NOXPm4NChQ7jllltSvWpERERERERERMe1Hh+YuvLKK3Hs2DH8+9//Rk1NDYYOHYovv/wS/fr1i+nz3j60TU3JHYmGiIiIiIiIiKgn8MZQYklr3qOTnyfC4cOHUV5eHn1GIiIiIiIiIiLyqaysRFlZWcR5GJiKwuPxoLq6GgaDocckKvSONFhZWcmRBnsg1m/Pxbrt2Vi/PRfrtmdj/fZcrNuei3Xbs7F+04MQAs3NzSgtLYVSGTm9eY/vytdZSqUyanSvu8rOzuaO2oOxfnsu1m3PxvrtuVi3PRvrt+di3fZcrNuejfWbekajMab5evSofERERERERERElL4YmCIiIiIiIiIiopRgYOo4pNVq8cADD0Cr1aZ6VSgJWL89F+u2Z2P99lys256N9dtzsW57LtZtz8b67X6Y/JyIiIiIiIiIiFKCLaaIiIiIiIiIiCglGJgiIiIiIiIiIqKUYGCKiIiIiIiIiIhSgoEpIiIiIiIiIiJKCQamuqkVK1bg4osvRmlpKRQKBT799NOA6UeOHMF1112H0tJS6PV6TJgwARUVFZJlCSEwceJEyXJMJhOmTJkCo9EIo9GIKVOmoLGxMTkbRT6JqN+xY8dCoVAE/F111VUB87B+u16i9t3Vq1fjggsuQFZWFnJycjB27FhYrVbfdNZt1+ts3R44cCBkn/X+ffjhh775WLepkYh9t7a2FlOmTEFxcTGysrIwfPhwfPTRRwHzsH67XiLqdu/evbj00ktRUFCA7OxsXHHFFThy5EjAPKzbrjdz5kz88pe/hMFgQGFhIS655BLs2rUrYB4hBB588EGUlpYiMzMTY8eOxU8//RQwj91uxx133IH8/HxkZWVh8uTJOHz4cMA8rN+ul6j6nTNnDsaOHYvs7GwoFArJemP9dq1E1G1DQwPuuOMODBw4EHq9Hn379sXUqVNhNpsDymHdpgcGprqp1tZWnH766Zg9e3bINCEELrnkEuzbtw+fffYZNm/ejH79+uHCCy9Ea2tryPyzZs2CQqGQXM4111yDLVu2YNGiRVi0aBG2bNmCKVOmJHx7KFCi6vfGG29ETU2N7+/ll18OmM767XqJqNvVq1djwoQJGD9+PNatW4f169fj9ttvh1LZcUhn3Xa9ztZteXl5wP5aU1ODGTNmICsrCxMnTvSVxbpNjUTsu1OmTMGuXbuwYMECbNu2DZdddhmuvPJKbN682TcP67frdbZuW1tbMX78eCgUCixduhQ//PADHA4HLr74Yng8Hl9ZrNuut3z5ctx2221Ys2YNFi9eDJfLhfHjxwfsl0888QSefvppzJ49G+vXr0dxcTF+/etfo7m52TfPXXfdhfnz52PevHn4/vvv0dLSgkmTJsHtdvvmYf12vUTVr8ViwYQJE3DvvfeGXRbrt2slom6rq6tRXV2NJ598Etu2bcMbb7yBRYsW4YYbbghYFus2TQjq9gCI+fPn+17v2rVLABDbt2/3vedyuUReXp545ZVXAj67ZcsWUVZWJmpqakLK+fnnnwUAsWbNGt97q1evFgDEzp07k7Y9FCje+j3vvPPEnXfeGbZc1m/qxVu3I0eOFPfdd1/Yclm3qdeZ47K/M844Q/zpT3/yvWbdpod46zcrK0u89dZbAWXl5eWJV199VQjB+k0H8dTt119/LZRKpTCbzb55GhoaBACxePFiIQTrNl3U1dUJAGL58uVCCCE8Ho8oLi4Wjz32mG8em80mjEajeOmll4QQQjQ2Ngq1Wi3mzZvnm6eqqkoolUqxaNEiIQTrN13EU7/+vvvuOwFAmEymgPdZv6nX2br1+uCDD4RGoxFOp1MIwbpNJ2wx1QPZ7XYAgE6n872nUqmg0Wjw/fff+96zWCy4+uqrMXv2bBQXF4eUs3r1ahiNRowcOdL33qhRo2A0GrFq1aokbgFFEmv9AsA777yD/Px8nHLKKZg+fXrA0yHWb/qJpW7r6uqwdu1aFBYWYsyYMSgqKsJ5550XUPes2/QjZ7/12rhxI7Zs2RLwZI91m55ird+zzz4b77//PhoaGuDxeDBv3jzY7XaMHTsWAOs3HcVSt3a7HQqFAlqt1jePTqeDUqn0zcO6TQ/eLjx5eXkAgP3796O2thbjx4/3zaPVanHeeef56mXjxo1wOp0B85SWlmLo0KG+eVi/6SGe+o0F6zf1ElW3ZrMZ2dnZyMjIAMC6TScMTPVAgwYNQr9+/XDPPffAZDLB4XDgscceQ21tLWpqanzz/fWvf8WYMWPwu9/9TrKc2tpaFBYWhrxfWFiI2trapK0/RRZr/V577bV47733sGzZMtx///34+OOPcdlll/mms37TTyx1u2/fPgDAgw8+iBtvvBGLFi3C8OHDMW7cOF/OE9Zt+ol1v/X32muvYfDgwRgzZozvPdZteoq1ft9//324XC707t0bWq0WN998M+bPn48TTzwRAOs3HcVSt6NGjUJWVhbuvvtuWCwWtLa24u9//zs8Ho9vHtZt6gkhMG3aNJx99tkYOnQoAPi++6KiooB5i4qKfNNqa2uh0WiQm5sbcR7Wb2rFW7+xYP2mVqLq9tixY3jooYdw8803+95j3aYPBqZ6ILVajY8//hi7d+9GXl4e9Ho9li1bhokTJ0KlUgEAFixYgKVLl2LWrFkRy5LKPSWECJuTipIvlvoF2vJLXXjhhRg6dCiuuuoqfPTRR1iyZAk2bdrkm4f1m15iqVtvvpKbb74Z119/PYYNG4ZnnnkGAwcOxOuvv+4ri3WbXmLdb72sVivefffdkDwIAOs2HcVav/fddx9MJhOWLFmCDRs2YNq0abj88suxbds23zys3/QSS90WFBTgww8/xMKFC9GrVy8YjUaYzWYMHz48oP5Zt6l1++23Y+vWrXjvvfdCpgXXQSz1EjwP6ze1El2/0cqItxySLxF129TUhN/+9rcYMmQIHnjggYhlRCqHkicj1StAyTFixAhs2bIFZrMZDocDBQUFGDlyJM4880wAwNKlS7F3717k5OQEfO73v/89zjnnHCxbtgzFxcUhI8oAwNGjR0Oi09S1otWvlOHDh0OtVqOiogLDhw9n/aapaHVbUlICABgyZEjA5wYPHoxDhw4BAOs2TcnZbz/66CNYLBb84Q9/CHifdZu+otXv3r17MXv2bGzfvh2nnHIKAOD000/HypUr8fzzz+Oll15i/aapWPbd8ePHY+/evaivr0dGRgZycnJQXFyM/v37A+C+m2p33HEHFixYgBUrVqCsrMz3vjeVRW1tre/8CrR1m/fWS3FxMRwOB0wmU0Crqbq6Ol+LVtZvanWmfmPB+k2dRNRtc3MzJkyYgF69emH+/PlQq9UB5bBu0wNbTPVwRqMRBQUFqKiowIYNG3zd9v75z39i69at2LJli+8PAJ555hnMnTsXADB69GiYzWasW7fOV97atWthNpsDupZQ6oSrXyk//fQTnE6n7+DN+k1v4er2hBNOQGlpaciQubt370a/fv0AsG7TXSz77WuvvYbJkyejoKAg4H3WbfoLV78WiwUAAkbPBNryFXlbQrJ+01ss+25+fj5ycnKwdOlS1NXVYfLkyQBYt6kihMDtt9+OTz75BEuXLvUFCr369++P4uJiLF682Peew+HA8uXLffUyYsQIqNXqgHlqamqwfft23zys39RIRP3GgvXb9RJVt01NTRg/fjw0Gg0WLFgQkC8QYN2mlS5Otk4J0tzcLDZv3iw2b94sAIinn35abN68WRw8eFAI0TbiwHfffSf27t0rPv30U9GvXz9x2WWXRSwTQSPRCCHEhAkTxGmnnSZWr14tVq9eLU499VQxadKkZG0Wtets/e7Zs0fMmDFDrF+/Xuzfv1988cUXYtCgQWLYsGHC5XL55mP9dr1E7LvPPPOMyM7OFh9++KGoqKgQ9913n9DpdGLPnj2+eVi3XS9Rx+WKigqhUCjEV199Jbkc1m1qdLZ+HQ6HOOmkk8Q555wj1q5dK/bs2SOefPJJoVAoxBdffOGbj/Xb9RKx777++uti9erVYs+ePeLtt98WeXl5Ytq0aQHzsG673q233iqMRqNYtmyZqKmp8f1ZLBbfPI899pgwGo3ik08+Edu2bRNXX321KCkpEU1NTb55brnlFlFWViaWLFkiNm3aJC644AJx+umn85oqxRJVvzU1NWLz5s3ilVdeEQDEihUrxObNm8WxY8d887B+u1Yi6rapqUmMHDlSnHrqqWLPnj0B5XDfTT8MTHVT3uFMg//++Mc/CiGEePbZZ0VZWZlQq9Wib9++4r777hN2uz1imVKBqWPHjolrr71WGAwGYTAYxLXXXhsyhColXmfr99ChQ+Lcc88VeXl5QqPRiBNPPFFMnTo14AQrBOs3FRK1786cOVOUlZUJvV4vRo8eLVauXBkwnXXb9RJVt/fcc48oKysTbrdbcjms29RIRP3u3r1bXHbZZaKwsFDo9Xpx2mmnibfeeitgHtZv10tE3d59992iqKhIqNVqMWDAAPHUU08Jj8cTMA/rtutJ1SsAMXfuXN88Ho9HPPDAA6K4uFhotVpx7rnnim3btgWUY7Vaxe233y7y8vJEZmammDRpkjh06FDAPKzfrpeo+n3ggQeilsP67VqJqNtwx3YAYv/+/b75WLfpQSGEEJ1rc0VERERERERERCQfc0wREREREREREVFKMDBFREREREREREQpwcAUERERERERERGlBANTRERERERERESUEgxMERERERERERFRSjAwRUREREREREREKcHAFBERERERERERpQQDU0RERERERERElBIMTBERERERERERUUowMEVERERERERERCnBwBQREREREREREaUEA1NERERERERERJQSDEwREREREREREVFKMDBFREREREREREQpwcAUERERERERERGlBANTRERERERERESUEgxMERERERERERFRSjAwRURERCThjTfegEKh8P3pdDoUFxfj/PPPx8yZM1FXVxcw/4MPPgiFQhHwnsPhwC233IKSkhKoVCqcccYZAICGhgZcddVVKCwshEKhwCWXXNJFW0VERESUXjJSvQJERERE6Wzu3LkYNGgQnE4n6urq8P333+Pxxx/Hk08+iffffx8XXnghAODPf/4zJkyYEPDZF198ES+//DKee+45jBgxAr169QIAPPTQQ5g/fz5ef/11nHjiicjLy+vy7SIiIiJKBwohhEj1ShARERGlmzfeeAPXX3891q9fjzPPPDNg2qFDh3D22WejsbERFRUVKCoqkizjxhtvxDvvvAOLxRLw/q9//WtUVVXh559/Ttj6Wq1WZGZmJqw8IiIioq7ArnxEREREMvXt2xdPPfUUmpub8fLLLwMI7cqnUCjw6quvwmq1+roDersHLlmyBDt27PC9v2zZMgBtXf8efvhhDBo0CFqtFgUFBbj++utx9OjRgOWfcMIJmDRpEj755BMMGzYMOp0OM2bMAADU1tbi5ptvRllZGTQaDfr3748ZM2bA5XL5Pn/gwAEoFAo8+eSTePrpp9G/f3/06tULo0ePxpo1a0K2d+3atbj44ovRu3dv6HQ6nHjiibjrrrsC5qmoqMA111yDwsJCaLVaDB48GM8//3wivm4iIiLqwdiVj4iIiCgOv/nNb6BSqbBixQrJ6atXr8ZDDz2E7777DkuXLgUA9O/fH6tXr8Zf/vIXmM1mvPPOOwCAIUOGwOPx4He/+x1WrlyJf/zjHxgzZgwOHjyIBx54AGPHjsWGDRsCWkRt2rQJO3bswH333Yf+/fsjKysLtbW1OOuss6BUKvGvf/0LJ554IlavXo2HH34YBw4cwNy5cwPW8fnnn8egQYMwa9YsAMD999+P3/zmN9i/fz+MRiMA4Ouvv8bFF1+MwYMH4+mnn0bfvn1x4MABfPPNN75yfv75Z4wZM8YXsCsuLsbXX3+NqVOnor6+Hg888EDCvnciIiLqWRiYIiIiIopDVlYW8vPzUV1dLTl91KhRKCgogFKpxKhRo3zvFxUVITs7Gw6HI+D9efPmYdGiRfj4449x2WWX+d4//fTT8ctf/hJvvPEGbr31Vt/7dXV1+Pnnn3HyySf73rvllltgMpnw008/oW/fvgCAcePGITMzE9OnT8ff//53DBkyxDe/wWDA559/DpVKBQAoLS3FWWedha+++gpXXXUVAOC2225D3759sXbtWuh0Ot9nr7/+et//p02bBoPBgO+//x7Z2dkA2ror2u12PPbYY5g6dSpyc3NlfLtERER0vGBXPiIiIqI4JTJV5+eff46cnBxcfPHFcLlcvr8zzjgDxcXFvu5+XqeddlpAUMpbxvnnn4/S0tKAMiZOnAgAWL58ecD8v/3tb31BKW+ZAHDw4EEAwO7du7F3717ccMMNAUEpfzabDd9++y0uvfRS6PX6gOX+5je/gc1mk+weSERERASwxRQRERFRXFpbW3Hs2DGceuqpCSnvyJEjaGxshEajkZxeX18f8LqkpESyjIULF0KtVsdURu/evQNea7VaAG2J1AH4cluVlZWFXe9jx47B5XLhueeew3PPPRfTcomIiIi8GJgiIiIiisMXX3wBt9uNsWPHJqS8/Px89O7dG4sWLZKcbjAYAl77J1r3L+O0007DI488IllGaWmprHUqKCgAABw+fDjsPLm5uVCpVJgyZQpuu+02yXn69+8va7lERER0/GBgioiIiEimQ4cOYfr06TAajbj55psTUuakSZMwb948uN1ujBw5Mu4yvvzyS5x44okJyel08skn48QTT8Trr7+OadOm+VpU+dPr9Tj//POxefNmnHbaaWFbfBERERFJYWCKiIiIKILt27f7cibV1dVh5cqVmDt3LlQqFebPn+9rVdRZV111Fd555x385je/wZ133omzzjoLarUahw8fxnfffYff/e53uPTSSyOW8e9//xuLFy/GmDFjMHXqVAwcOBA2mw0HDhzAl19+iZdeeilitzwpzz//PC6++GKMGjUKf/3rX9G3b18cOnQIX3/9tW9UwWeffRZnn302zjnnHNx666044YQT0NzcjD179mDhwoW+UQmJiIiIgjEwRURERBSBd/Q5jUaDnJwcDB48GHfffTf+/Oc/JywoBQAqlQoLFizAs88+i7fffhszZ85ERkYGysrKcN5558WUy6qkpAQbNmzAQw89hP/85z84fPgwDAYD+vfvjwkTJsTViuqiiy7CihUr8O9//xtTp06FzWZDWVkZJk+e7JtnyJAh2LRpEx566CHcd999qKurQ05ODgYMGIDf/OY3spdJRERExw+FSORwMkRERERERERERDFSpnoFiIiIiIiIiIjo+MTAFBERERERERERpQQDU0RERERERERElBIMTBERERERERERUUowMEVERERERERERCnBwBQREREREREREaVERqpXIN15PB5UV1fDYDBAoVCkenWIiIiIiIiIiNKaEALNzc0oLS2FUhm5TRQDU1FUV1ejvLw81atBRERERERERNStVFZWoqysLOI8DExFYTAYALR9mdnZ2SleGyIiIiIiIiKi9NbU1ITy8nJfTCWSlASmHnzwQcyYMSPgvaKiItTW1gJoa/I1Y8YMzJkzByaTCSNHjsTzzz+PU045xTe/3W7H9OnT8d5778FqtWLcuHF44YUXAiJxJpMJU6dOxYIFCwAAkydPxnPPPYecnJyY19XbfS87O5uBKSIiIiIiIiKiGMWSEillyc9POeUU1NTU+P62bdvmm/bEE0/g6aefxuzZs7F+/XoUFxfj17/+NZqbm33z3HXXXZg/fz7mzZuH77//Hi0tLZg0aRLcbrdvnmuuuQZbtmzBokWLsGjRImzZsgVTpkzp0u0kIiIiIiIiIiJpKevKl5GRgeLi4pD3hRCYNWsW/u///g+XXXYZAODNN99EUVER3n33Xdx8880wm8147bXX8Pbbb+PCCy8EAPz3v/9FeXk5lixZgosuugg7duzAokWLsGbNGowcORIA8Morr2D06NHYtWsXBg4c2HUbS0REREREREREIVLWYqqiogKlpaXo378/rrrqKuzbtw8AsH//ftTW1mL8+PG+ebVaLc477zysWrUKALBx40Y4nc6AeUpLSzF06FDfPKtXr4bRaPQFpQBg1KhRMBqNvnmk2O12NDU1Bfz1BP9dcxBPfr0L89YdwsqKo9hf3wq7yx39g0RERERERERESZKSFlMjR47EW2+9hZNPPhlHjhzBww8/jDFjxuCnn37y5ZkqKioK+ExRUREOHjwIAKitrYVGo0Fubm7IPN7P19bWorCwMGTZhYWFvnmkzJw5MyT/VU/w2ZYqrD9gCnm/0KBFn9xM9MnJRFmuHn1yM1GWm4mynEz0yc2EXsP8+ERERERERESUHCmJOkycONH3/1NPPRWjR4/GiSeeiDfffBOjRo0CEJogSwgRNWlW8DxS80cr55577sG0adN8r72Z5Lu7S4b1wcBiA6pMVhw2WVHVaIXF4UZdsx11zXZsPtQo+bm8LA3K2gNXbcGrTPTJ1bf/m4lsnbprN4SIiIiIiIiIeoy0aA6TlZWFU089FRUVFbjkkksAtLV4Kikp8c1TV1fna0VVXFwMh8MBk8kU0Gqqrq4OY8aM8c1z5MiRkGUdPXo0pDWWP61WC61Wm4jNSivXjuwX8FoIAZPF2R6osqCqsS1g5Q1aHTZZ0GxzoaHVgYZWB7YeNkuWm63LQJ9cvS9o5f3rk9MWvMrRq2PKwk9EREREREREx5+0CEzZ7Xbs2LED55xzDvr374/i4mIsXrwYw4YNAwA4HA4sX74cjz/+OABgxIgRUKvVWLx4Ma644goAQE1NDbZv344nnngCADB69GiYzWasW7cOZ511FgBg7dq1MJvNvuDV8UyhUCAvS4O8LA1OLTNKzmO2tgWuqhqtqDJZ/IJWbf82tDrQZHOhqaYJO2qkc3HpNaqOFle57d0FfS2vMlHQS8vAFREREREREdFxSiGEEF290OnTp+Piiy9G3759UVdXh4cffhjLly/Htm3b0K9fPzz++OOYOXMm5s6diwEDBuDRRx/FsmXLsGvXLhgMBgDArbfeis8//xxvvPEG8vLyMH36dBw7dgwbN26ESqUC0NZlsLq6Gi+//DIA4KabbkK/fv2wcOHCmNe1qakJRqMRZrMZ2dnZif8yurFWuwvV3pZWjdaQ1ldHm+1Ry9BmKP2CVqG5rgoNOqiUDFwRERERERERdRdyYikpaTF1+PBhXH311aivr0dBQQFGjRqFNWvWoF+/tu5m//jHP2C1WvGXv/wFJpMJI0eOxDfffOMLSgHAM888g4yMDFxxxRWwWq0YN24c3njjDV9QCgDeeecdTJ061Td63+TJkzF79uyu3dgeLEubgQFFBgwoMkhOtzndqG70trgK7CZYZbKitskGu8uDffWt2FffKllGhlKBkhwdynL0IcGrstxMFBt1UKtSNrgkEREREREREXVCSlpMdSdsMZU8TrcHtWYbKtsDVb5ugiYrDjdaUNNog8sT+eepVADF2TrJboJluXqU5uigzVBFLIOIiIiIiIiIEiftW0wRAYBapUR5nh7leXrJ6W6PwJEmW0Arq8DglRUOlwfVZhuqzTasP2CSLKfAoJXsJljW3oVQr+FuQERERERERJQKbDEVBVtMpS+PR6C+1e4LVPkHsLzdBi0Od9Ry8rI0HS2tfC2u9L6WV9k6dRdsDREREREREVHPwBZTdFxQKhUoNOhQaNBheN/ckOlCCJgs3pEF20YVPByU66rZ5kJDqwMNrQ5sqzJLLidbl4E+ft0Ey3y5rtqCVzl6NUcWJCIiIiIiIooDA1PUYykUCuRlaZCXpcGpZUbJecxWp6+1VZXJ4he0avu3odWBJpsLTTVN2FHTJFmGXqMKyW3l/7qgl5aBKyIiIiIiIiIJDEzRcc2YqYYxU40hpdJNCy0Oly+flS+3lcniC14dbbbD4nCjoq4FFXUtkmVoMpS+fFZSua4KDTqolAxcERERERER0fGHgSmiCPSaDAwoMmBAkUFyus3pRo3ZFpLbyvu6tskGh8uDffWt2FffKllGhlKBkhwdynL0IcGrstxMFBt1UKuUydxMIiIiIiIiopRgYIqoE3RqFfrnZ6F/fpbkdKfbg1qzrT23lSVoVEELahptcHkEKhusqGywSpahVADF2TrJboJluXqUGHXQqVXJ3EwiIiIiIiKipGBgiiiJ1ColyvP0KM/TA+gdMt3tETjSZGvPcSUVvLLC4fKg2mxDtdmG9QdMksspMGgluwl6uxDqNdzViYiIiIiIKP0ohBAi1SuRzuQMcUiUaB6PQH2rXbKboPe1xeGOWk5elqajpZWvxZXe1/IqW6fugq0hIiIiIiKi44GcWAqbURClMaVSgUKDDoUGHYb1zQ2ZLoSAyeIdWdDS3mUwMIjVbHOhodWBhlYHtlWZJZdj0GUEdBMs8+W6amt9latXc2RBIiIiIiIiSjgGpoi6MYVCgbwsDfKyNDi1zCg5T5PN2dHCymTxC1q1/dvQ6kCzzYUdNU3YUdMkWYZeowrJbeX/uqCXloErIiIiIiIiko2BKaIeLlunRnaJGoNLpJtPWhwuXz4rX24rv1xXR5vtsDjcqKhrQUVdi2QZmgylL59VcK6rPjmZKMrWQaVk4IqIiIiIiIgCMTBFdJzTazIwoMiAAUUGyek2pxs1ZltIbivv69omGxwuD/bVt2JffatkGRlKBUpydCjL0QcEr/rkZqI8V49iow5qlTKZm0lERERERERpiIEpIopIp1ahf34W+udnSU53uj2oNdvac1sFjypoQU2jDS6PQGWDFZUNVskylAqgOFsn2U2wT04mSnMyoVOrkrmZRERERERElAIMTBFRp6hVSpTn6VGepwfQO2S62yNQ12yT7Cbo7ULocHlQbbah2mzD+gMmyeUUGLQh3QTLcjN9XQj1Gh7OiIiIiIiIuhuFEEKkeiXSmZwhDolIPo9HoL7VLtlN0Pva4nBHLScvS9PR0srX4qq99VVeJrJ16i7YGiIiIiIiIpITS2ETAyJKKaVSgUKDDoUGHYb1zQ2ZLoRAo8XZHqSytHcZ7AhaVZksaLK50NDqQEOrA9uqzJLLMegyAroJlvlyXbW1vsrVqzmyIBERERERURdjYIqI0ppCoUBulga5WRqcWmaUnKfJ5uxoYWWy+LW8avu3odWBZpsLO2qasKOmSbIMvUYVkNvKG8Tydhks6KVl4IqIiIiIiCjBGJgiom4vW6dGdokag0ukm4haHC5fPqvgXFdVJivqmu2wONyoqGtBRV2LZBmaDKUvn5X/qILeAFZRtg4qJQNXREREREREcjAwRUQ9nl6TgQFFBgwoMkhOtzndqDHbQnJbeV/XNtngcHmwr74V++pbJcvIUCpQkqNDWY4+JHhVnqtHsVEHtUqZzM0kIiIiIiLqdhiYIqLjnk6tQv/8LPTPz5Kc7nR7UGu2tee2Ch5V0IKaRhtcHoHKBisqG6ySZSgVQHG2LqCVlbfbPes6uwAANE9JREFUYJ+cTJTmZEKnViVzM4mIiIiIiNIOA1NERFGoVUqU5+lRnqcH0DtkutsjUNdsC+km2BG8ssLh8qDabEO12Yb1B0ySyykwaP1GFWxveeUXwNJreMgmIiIiIqKeRSGEEKleiXQmZ4hDIiIpHo9AfatdspugN4BlcbijlpOXpeloaeULWLW3vsrLRLZO3QVbQ0REREREFJmcWAofvxMRJZlSqUChQYdCgw7D+uaGTBdCoNHibA9aWdq7DHYEsapMFjTZXGhodaCh1YFtVWbJ5Rh0GQHdBINbX+Xq1RxZkIiIiIiI0goDU0REKaZQKJCbpUFulganlhkl52myOTtaXJksHUGr9hZXDa0ONNtc2FHThB01TZJl6DWqoNxWet//y3IzUdBLy8AVERERERF1KQamiIi6gWydGtklagwukW4Ga3G4fPmsgnNdVZmsqGu2w+Jwo6KuBRV1LZJlaDKUKMvJDBlV0NsKqyhbB5WSgSsiIiIiIkocBqaIiHoAvSYDA4oMGFBkkJxuc7pRY7b5clt1dBNsC2DVNtngcHmwr74V++pbJcvIUCpQkqNDWY4+JHhVnqtHsVEHtUqZzM0kIiIiIqIehoEpIqLjgE6tQv/8LPTPz5Kc7nR7UGu2tee2ChxVsKrRiupGK1wegcoGKyobrJJlKBVAcbYuoJWVfwCrNCcTOrUqmZtJRERERETdDANTREQEtUqJ8jw9yvP0AHqHTHd7BOqabSHdBH2vG61wuDyoNttQbbZh/QGT5HIKDNqQboJlfnmv9BqeloiIiIiIjicKIYRI9UqkMzlDHBIRHa88HoH6VntAN0Fvt0FvAMvicEctJy9L05GgPSjHVVleJrJ16i7YGiIiIiIi6gw5sZSUP5qeOXMm7r33Xtx5552YNWsWAOC6667Dm2++GTDfyJEjsWbNGt9ru92O6dOn47333oPVasW4cePwwgsvoKyszDePyWTC1KlTsWDBAgDA5MmT8dxzzyEnJyfp20VEdDxRKhUoNOhQaNBhWN/ckOlCCDRanO1BK0t7l0GrX6srC5psLjS0OtDQ6sC2KrPkcgy6jI5AlV83wbLctrxXuXo1RxYkIiIiIupGUhqYWr9+PebMmYPTTjstZNqECRMwd+5c32uNRhMw/a677sLChQsxb9489O7dG3/7298wadIkbNy4ESpVWw6Ta665BocPH8aiRYsAADfddBOmTJmChQsXJnGriIgomEKhQG6WBrlZGpxaZpScp8nm7Ghx5d9VsP3fhlYHmm0u7Khpwo6aJsky9BpVR4ur3Ez0ydH7/l+Wm4mCXloGroiIiIiI0kjKAlMtLS249tpr8corr+Dhhx8Oma7ValFcXCz5WbPZjNdeew1vv/02LrzwQgDAf//7X5SXl2PJkiW46KKLsGPHDixatAhr1qzByJEjAQCvvPIKRo8ejV27dmHgwIHJ2zgiIpItW6dGdokag0ukm/paHC5fPiv/xOzeLoN1zXZYHG5U1LWgoq5FsgxNhhJlOd6gVaZf0KqtFVZRtg4qJQNXRERERERdJWWBqdtuuw2//e1vceGFF0oGppYtW4bCwkLk5OTgvPPOwyOPPILCwkIAwMaNG+F0OjF+/Hjf/KWlpRg6dChWrVqFiy66CKtXr4bRaPQFpQBg1KhRMBqNWLVqFQNTRETdjF6TgQFFBgwoMkhOtzndqDHbfIEqb2srb7L22iYbHC4P9tW3Yl99q2QZGUoFSnJ0KMvRhwSvynP1KDbqoFYpk7mZRERERETHlZQEpubNm4dNmzZh/fr1ktMnTpyIyy+/HP369cP+/ftx//3344ILLsDGjRuh1WpRW1sLjUaD3NzAPCZFRUWora0FANTW1voCWf4KCwt980ix2+2w2+2+101N0t1FiIgovejUKvTPz0L//CzJ6U63B7VmW3t+K4tf0KotgFXdaIXLI1DZYEVlg1WyDKUCKM7W+QWt9L5ugn1yMlGakwmdWpXMzSQiIiIi6lG6PDBVWVmJO++8E9988w10Op3kPFdeeaXv/0OHDsWZZ56Jfv364YsvvsBll10WtmwhREDuEKk8IsHzBJs5cyZmzJgRy6YQEVE3olYpUZ6nR3meHkDvkOluj0Bdsy2km6D39eFGKxwuD6rNNlSbbVgPk+RyCgzakFEFy/xaXuk1KR93hIiIiIgobXT51fHGjRtRV1eHESNG+N5zu91YsWIFZs+eDbvd7kte7lVSUoJ+/fqhoqICAFBcXAyHwwGTyRTQaqqurg5jxozxzXPkyJGQ5R89ehRFRUVh1++ee+7BtGnTfK+bmppQXl4e38YSEVG3oVIqUGLMRIkxE788IXS6xyNQ32qX7CboTdBucbhxtNmOo812bD7UKLmcvCxNW9BKIsdVWV4msnXqpG4nEREREVE66fLA1Lhx47Bt27aA966//noMGjQId999d0hQCgCOHTuGyspKlJSUAABGjBgBtVqNxYsX44orrgAA1NTUYPv27XjiiScAAKNHj4bZbMa6detw1llnAQDWrl0Ls9nsC15J0Wq10Gq1CdlWIiLqOZRKBQoNOhQadBjWNzdkuhACjRZne9DK0t5lsGNUwSqTBU02FxpaHWhodWBblVlyOQZdRkegyq+boLfbYK5ezZEFiYiIiKjHUAghRKpXYuzYsTjjjDMwa9YstLS04MEHH8Tvf/97lJSU4MCBA7j33ntx6NAh7NixAwZDW9LbW2+9FZ9//jneeOMN5OXlYfr06Th27Bg2btzoC25NnDgR1dXVePnllwEAN910E/r164eFCxfGvG5NTU0wGo0wm83IzpYeKYqIiCgWTTZnR4srv5ZW3n8bWh1Ry9BrVH7dBDPRJ0fv1/IqEwW9tAxcEREREVFKyYmlpF2iC5VKhW3btuGtt95CY2MjSkpKcP755+P999/3BaUA4JlnnkFGRgauuOIKWK1WjBs3Dm+88UZAi6t33nkHU6dO9Y3eN3nyZMyePbvLt4mIiAgAsnVqZJeoMbhE+uRscbh8+ayCc11Vmayoa7bD4nCjoq4FFXUtkmVoMpQoaw9cSXUXLMrWQaVk4IqIiIiI0kNatJhKZ2wxRURE6cLmdKPGbPMFqqr8AliHTRbUNtngiXJWz1AqUJKj6+ge6Be8Ks/Vo9iog1ql7JoNIiIiIqIeqVu3mCIiIiJpOrUK/fOz0D8/S3K60+1Brdnm1z3QEpCsvbrRCpdHoLLBisoGK4CGkDKUCqA4W+fX4krv120wE6U5mdCpQ/NBEhERERHFg4EpIiKiHkKtUqI8T4/yPL3kdLdHoK7ZFtJN0NfqqtEKh8uDarMN1WYb1sMkWU6BQRvSTbDM77Vew8sLIiIiIooNu/JFwa58RER0vPB4BOpb7ZLdBL2vLQ531HJy9eqQboK+13mZyNapu2BriIiIiChV2JWPiIiIZFMqFSg06FBo0GFY39yQ6UIINFqc7V0D21paHQ4IYlnQZHPBZHHCZDFjW5VZcjkGXYavm2CZXzdBb7fBXL2aIwsSERERHScYmCIiIqKYKBQK5GZpkJulwallRsl5mmzOjrxWfi2tvP82tDrQbHNhZ20zdtY2S5ah16jQJyfTL7eV3q/lVSbys7RQcmRBIiIioh6BgSkiIiJKmGydGtklagwukW6ybXG4fPmsqgJaXLUlaq9rtsPicKOirgUVdS2SZWgylB3dBCW6CxZl66Bi4IqIiIioW2BgioiIiLqMXpOBAUUGDCgySE63Od2oMdtCclt5X9c22eBwebC/vhX761sly8hQKlCSo+voHugXvCrP1aPYqINapUzmZhIRERFRjBiYIiIiorShU6vQPz8L/fOzJKc73R7Umm0hLa28r6sbrXB5BCobrKhssAJoCClDqQCKsnUhua28r0tzMqFTq5K8pUREREQEMDBFRERE3YhapUR5nh7leXrJ6W6PQF2zLaSboK/VVaMVDpcHNWYbasw2rIdJspwCgzakm2CZ32u9hpdQRERERImgEEKIVK9EOpMzxCERERGlNyEE6lsckt0Eva8tDnfUcnL16pBugt7XfXIzYcxUd8HWEBEREaUnObEUPu4jIiKi44ZCoUCBQYsCgxbD+uaGTBdCoNHiDGhp5T+qYJXJgiabCyaLEyaLGduqzJLLMegyfN0Ey3IzQ7oN5urVUCiYoJ2IiIiIgSkiIiKidgqFArlZGuRmaTC0j1FyniabE1USLa28/za0OtBsc2FnbTN21jZLlpGpVvm1tMpEnxx9wOv8LC2UHFmQiIiIjgMMTBERERHJkK1TI7tEjcEl0s3SLQ4XqhutqPQFrwITtdc122F1ulFR14KKuhbJMjQZyo5ughLdBYuydVAxcEVEREQ9AANTRERERAmk12TgpEIDTio0SE63Od2oMdtCW1y1v65tssHh8mB/fSv217dKlpGhVKAkR9fRPdA/eJWjR0mODmqVMpmbSURERJQQDEwRERERdSGdWoX++Vnon58lOd3p9qDWbAtpaeV9XWO2wukWqGyworLBCqAhpAylAijK1oXktvK+Ls3JhE6tSvKWEhEREUXHwBQRERFRGlGrlCjP06M8Ty853e0RqGu2hXQT9LW6arTC4fKgxmxDjdmG9TBJllNg0IZ0EyxrH1WwT04msrS8TCQiIqLkUwghRKpXIp3JGeKQiIiIKNWEEKhvcUh2E/S+tjjcUcvJ1atDugn6t74yZqq7YGuIiIioO5ITS+GjMCIiIqIeRKFQoMCgRYFBi2F9c0OmCyHQaHEGtLTyH1WwymRBk80Fk8UJk8WMbVVmyeUYdBm+QFWZXzdBb+urXL0aCgUTtBMREVFkDEwRERERHUcUCgVyszTIzdJgaB+j5DxNNieqJFpaef9taHWg2ebCztpm7KxtliwjU63y6yaYiT45er8E7ZnI76WFkiMLEhERHfcYmCIiIiKiANk6NbJL1BhcIt303uJwobrRikpf8CowUXtdsx1WpxsVdS2oqGuRLEOToezoJhjQXbAtgFWUrYOKgSsiIqIej4EpIiIiIpJFr8nASYUGnFRokJxuc7pRY7aFtrjyG1nQ4fJgf30r9te3SpaRoVSgJEfXkdfKP1F7jh4lOTqoVcpkbiYRERF1AQamiIiIiCihdGoV+udnoX9+luR0p9uDWrMtpKXVYb/AldMtUNlgRWWDFUBDSBlKBVCUrfNrcaX3S9CeidKcTOjUqiRvKREREXUWA1NERERE1KXUKiXK8/Qoz9NLTnd7BOqabSHdBL3/rzJZYXd5UGO2ocZsw3qYJMspMGiDWloFBrCytLwUJiIiSjWFEEKkeiXSmZwhDomIiIgo+YQQqG9xhHQT9H9tcbijlpOrV4d0E/RvfWXMVHfB1hAREfU8cmIpfExERERERN2KQqFAgUGLAoMWw/rmhkwXQqDR4gxoaeU/qmCVyYImmwsmixMmixnbqsySyzHoMnyBqrLcjkTtbSMN6pGrV0OhYIJ2IiKizmBgioiIiIh6FIVCgdwsDXKzNBjaxyg5T5PN2ZaMPThBe3tXwWOtDjTbXNhZ24ydtc2SZWSqVR3dBNtHFPT+vywnE/m9tFByZEEiIqKIGJgiIiIiouNOtk6N7BI1BpdIdy+wOFyobrSi0he88gat2lpg1TXbYXW6UVHXgoq6FskyNBnKjm6CAd0F21pgFWXroGLgioiIjnMMTBERERERBdFrMnBSoQEnFRokp9ucbtSYbaEtrvxGFnS4PNhf34r99a2SZWQoFSjJ0XXktcrJ9GtxpUdJjg5qlTKZm0lERJRyDEwREREREcmkU6vQPz8L/fOzJKc73R7Umm0BowpW+eW5qjFb4XQLVDZYUdlgBdAQUoZSARRl60JyW3lbX5XmZEKnViV5S4mIiJKLgSkiIiIiogRTq5Qoz9OjPE8vOd3tEahrtgV0E/QmavfmubK7PKgx21BjtmE9TJLlFBi0Ad0Ey/xGFeyTk4ksLS/3iYgovSmEECLVK5HO5AxxSERERESUCEII1Lc4JLsJegNYFoc7ajm5enVAK6s+vnxXbcErY6a6C7aGiIiON3JiKSl/hDJz5kzce++9uPPOOzFr1iwAbSfiGTNmYM6cOTCZTBg5ciSef/55nHLKKb7P2e12TJ8+He+99x6sVivGjRuHF154AWVlZb55TCYTpk6digULFgAAJk+ejOeeew45OTlduYlERERERLIoFAoUGLQoMGgxrG9uyHQhBBotzoBAlX9rq8MmC5psLpgsTpgsZmyrMksux6DL8AWqgpO0l+XqkatXQ6FggnYiIkqelAam1q9fjzlz5uC0004LeP+JJ57A008/jTfeeAMnn3wyHn74Yfz617/Grl27YDC0JaC86667sHDhQsybNw+9e/fG3/72N0yaNAkbN26EStXW1/6aa67B4cOHsWjRIgDATTfdhClTpmDhwoVdu6FERERERAmkUCiQm6VBbpYGQ/sYJedpsjnbWln5JWj3b311rNWBZpsLO2ubsbO2WbKMTLVKsqVVWXu3wfxeWig5siAREXVCyrrytbS0YPjw4XjhhRfw8MMP44wzzsCsWbMghEBpaSnuuusu3H333QDaWkcVFRXh8ccfx8033wyz2YyCggK8/fbbuPLKKwEA1dXVKC8vx5dffomLLroIO3bswJAhQ7BmzRqMHDkSALBmzRqMHj0aO3fuxMCBA2NaT3blIyIiIqKeyOJwobrRikpf8Mrb4qqtBVZdsz1qGZoMZUcrq5z24FVeJvrktLXAKsrWQcXAFRHRcadbdOW77bbb8Nvf/hYXXnghHn74Yd/7+/fvR21tLcaPH+97T6vV4rzzzsOqVatw8803Y+PGjXA6nQHzlJaWYujQoVi1ahUuuugirF69Gkaj0ReUAoBRo0bBaDRi1apVMQemiIiIiIh6Ir0mAycVGnBSoUFyus3pRo3ZFtjiyi+AVWO2wuHyYH99K/bXt0qWkaFUoCRH1x600vt1E8xEWY4eJTk6qFXKZG4mERGluZQEpubNm4dNmzZh/fr1IdNqa2sBAEVFRQHvFxUV4eDBg755NBoNcnNzQ+bxfr62thaFhYUh5RcWFvrmkWK322G3dzwdampqinGriIiIiIh6Dp1ahf75WeifnyU53en2oNZsC8lt5e0uWGO2wukWqGyworLBCqAhpAylAijK1nW0uGrPbeVthVWakwmdWpXkLSUiolTq8sBUZWUl7rzzTnzzzTfQ6XRh5wtOsiiEiJp4MXgeqfmjlTNz5kzMmDEj4nKIiIiIiI53apUS5Xl6lOfpJae7PQJ1zbaAVlaHg1pf2V0e1JhtqDHbsB4myXIKDFq/oFVbbitvrqs+OZnI0qZ8PCciIuqELj+Kb9y4EXV1dRgxYoTvPbfbjRUrVmD27NnYtWsXgLYWTyUlJb556urqfK2oiouL4XA4YDKZAlpN1dXVYcyYMb55jhw5ErL8o0ePhrTG8nfPPfdg2rRpvtdNTU0oLy+Pc2uJiIiIiI5PKqUCJcZMlBgzceYJodOFEKhvcQS0sqryBbAsqDJZ0epw42izHUeb7dhS2Si5nFy92tfKyhu88k/UbsxUJ3U7iYioc7o8MDVu3Dhs27Yt4L3rr78egwYNwt13341f/OIXKC4uxuLFizFs2DAAgMPhwPLly/H4448DAEaMGAG1Wo3FixfjiiuuAADU1NRg+/bteOKJJwAAo0ePhtlsxrp163DWWWcBANauXQuz2ewLXknRarXQarUJ324iIiIiIuqgUChQYNCiwKDFsL65IdOFEGi0OH2BKv9WV95ug002F0wWJ0wWM7ZVmSWXY9Bl+LoG+ncT9HYbzNWro/bMICKi5OnywJTBYMDQoUMD3svKykLv3r19799111149NFHMWDAAAwYMACPPvoo9Ho9rrnmGgCA0WjEDTfcgL/97W/o3bs38vLyMH36dJx66qm48MILAQCDBw/GhAkTcOONN+Lll18GANx0002YNGkSE58TEREREaU5hUKB3CwNcrM0GNrHKDlPk83Z1srKv6WVX/DqWKsDzTYXdtY2Y2dts2QZmWqVL1Dl39LK220wv5cWSo4sSESUNGnZIfsf//gHrFYr/vKXv8BkMmHkyJH45ptvYDB0jBjyzDPPICMjA1dccQWsVivGjRuHN954AypVR3LEd955B1OnTvWN3jd58mTMnj27y7eHiIiIiIgSL1unRnaJGoNLpIcitzhcqG60ojIgeGVFVXsLrLpmO6xONyrqWlBR1yJZhiZD2T6qoF83wbyOUQaLsnVQMXBFRBQ3hRBCpHol0llTUxOMRiPMZjOys6VPeERERERE1P3YnG7UmG3tQSuLXzfBtiBWjdkKT5S7pQylAsVG78iCer9ugpkoy9GjJEcHtUrZNRtERJQm5MRS0rLFFBERERERUbLp1Cr0z89C//wsyelOtwe1ZpsvUFVlCuwuWGO2wukW7aMNWgE0hJShVABF2bqQ3Fbe16U5mdCpVaELJyI6TjAwRUREREREJEGtUqI8T4/yPL3kdLdHoK7ZFtDK6rBf8KrKZIXd5UGN2YYasw0bDpokyykwaANGFSzzy3XVJycTWVrethFRz8WufFGwKx8REREREcVDCIH6FkdAoOqwf6J2kxWtDnfUcnL16ragVU5HYnb/RO3GTHUXbA0RUezYlY+IiIiIiCjFFAoFCgxaFBi0GNY3N2S6EAKNFmdIS6uOXFcWNNlcMFmcMFmc2F7VJLkcgy7D1zXQv5ugt9tgrl4NhYIJ2okoPTEwRURERERElAIKhQK5WRrkZmkwtI9Rcp4mm7MtObt/Syu/4NWxVgeabS7srG3GztpmyTIy1SrJllbeboP5vbRQcmRBIkoRBqaIiIiIiIjSVLZOjewSNQaXSHeFsThcqPa1uLL6Ba3aRhmsa7bD6nRjT10L9tS1SJahyVC25bjK8Qte5XWMMliUrYOKgSsiShIGpoiIiIiIiLopvSYDJxUacFKhQXK6zelGjdnW3uLK4tdNsC2IVWO2wuHyYH99K/bXt0qWkaFUoNioaw9a6f26CbblvSrJ0UGtUiZzM4moB2NgioiIiIiIqIfSqVXon5+F/vlZktOdbg9qzTZfoKoqKNdVjdkKp1v4WmQBDSFlKBRAcbYuJLeV93VpTiZ0alWSt5SIuisGpoiIiIiIiI5TapUS5Xl6lOfpJae7PQJ1zTa/HFeBidqrTFbYXR7UmG2oMduw4aBJspz8XtqgllYdua765GQiS8tbU6LjFfd+IiIiIiIikqRSKlBizESJMRNnSkwXQqC+xdGRmD0g11Xb61aHG/UtdtS32LGlslFyObl6dVvQKkcvmajdmKlO6nYSUeowMEVERERERERxUSgUKDBoUWDQ4ozynJDpQgg0Wpx+ra0CRxU8bLKgyeaCyeKEyeLE9qomyeUYtBkdra38ugl6W1zlZWmgUDBBO1F3xMAUERERERERJYVCoUBulga5WRoM7WOUnKfZ1h64avBraeUXvDrW6kCz3YWdtc3YWdssWUamWiXZ0srbbTC/lxZKjixIlJYYmCIiIiIiIqKUMejUGFSsxqDibMnpFocL1X75rTqCVm2jDNY122F1urGnrgV76loky9BkKNEnJ7OjpVVOJsry2kYZ7JObieJsHVQMXBGlBANTRERERERElLb0mgycVGjASYUGyel2lxs1jd6RBS1+3QTbglg1ZiscLg/217dif32rZBkZSgWKjbr2oJU+KFG7HsVGHTQZymRuJtFxi4EpIiIiIiIi6ra0GSqckJ+FE/KzJKc73R7Umm0hua28r2vMVjjdwtciC2gIKUOhAIqzdQG5rfxzXZXmZEKnViV5S4l6JgamiIiIiIiIqMdSq5Qoz9OjPE8vOd3tETjabA8IVvknaq8yWWF3eVBjtqHGbMOGgybJcvJ7aYNaWnXkuuqTk4ksLW+/iaRwzyAiIiIiIqLjlqq9G1+xUYczJaYLIVDf4uhIzB6Q66rtdavDjfoWO+pb7NhS2Si5nFy9ui1olaMPSNTubX1lzFQndTuJ0hUDU0RERERERERhKBQKFBi0KDBocUZ5Tsh0IQTMVmdISytvt8GqRivMVidMlra/7VVNkssxaDM6Wlv5dRP0trjKy9JAoWCCdup5GJgiIiIiIiIiipNCoUCOXoMcvQZD+xgl52m2OduCVQ1+La38glfHWh1otruws7YZO2ubJcvIVKsCWlr5dxMsz81Efi8tlBxZkLohBqaIiIiIiIiIksigU2NQsRqDirMlp1scLlT75bfqCFq1jTJY12yH1enGnroW7KlrkSxDo1L6AlXB3QT75GaiOFsHFQNXlIYYmCIiIiIiIiJKIb0mAycVGnBSoUFyut3lRk2jrT1oZfEbXbAtiFVjtsLh9mB/fSv217dKlpHRnkurLWil70jU3t76qtiogyZDmczNJJLEwBQRERERERFRGtNmqHBCfhZOyM+SnO50e1BrtgV0D/TvLlhjtsLpFr4WWUBDSBkKBVCcrQvIbeXNdeVtiaVTq5K8pXQ8YmCKiIiIiIiIqBtTq5Qoz9OjPE8vOd3tETjabA8IVvknaq8yWWF3eVBjtqHGbMOGgybJcvJ7af2CVm2trfwDWFlahhhIPv5qiIiIiIiIiHowVXs3vmKjDmdKTBdCoL7F0ZGY3a+boLf1VavDjfoWO+pb7NhS2Si5nFy9ur17oD4gUbs3eGXMVCd1O6l7YmCKiIiIiIiI6DimUChQYNCiwKDFGeU5IdOFEDBbnSEtrbzdBqsarTBbnTBZ2v62VzVJLsegzehobeXXTdAbwMrL0kChYIL24w0DU0REREREREQUlkKhQI5egxy9BkP7GCXnabY524JVDdaOlleNHUnaj7U60Gx3YWdtM3bWNkuWkalWSba06pOTifLcTOT30kLJkQV7HAamiIiIiIiIiKhTDDo1BhWrMag4W3K6xeFCtV9+q44WV20BrCNNdlidbuypa8GeuhbJMjQqpS8Re0jwKjcTxdk6qBi46nYYmCIiIiIiIiKipNJrMnBSoQEnFRokp9tdbtQ02tqDVpaO0QXbW13VmK1wuD3YX9+K/fWtkmVktOfSagta6TsStee0Ba+KjTpoMpTJ3EyKAwNTRERERERERJRS2gwVTsjPwgn5WZLTnW4Pas22gNxWvu6CjVZUN1rhdAtfiyygIaQMhQIoztZ1tLgKCmD1ycmETq1K8pZSMAamiIiIiIiIiCitqVVKlOfpUZ6nl5zu9ggcbbYHJGbv6DLYNtKg3eVBjdmGGrMNGw6aJMvJ76XtaGnV3trKP9dVlpZhlETjN0pERERERERE3ZqqvRtfsVGHMyWmCyFQ3+IICFR5A1fe1letDjfqW+yob7FjS2Wj5HJy9er27oH6wHxX7cErY6Y6qdvZE6UkMPXiiy/ixRdfxIEDBwAAp5xyCv71r39h4sSJAIDrrrsOb775ZsBnRo4ciTVr1vhe2+12TJ8+He+99x6sVivGjRuHF154AWVlZb55TCYTpk6digULFgAAJk+ejOeeew45OTnJ3UAiIiIiIiIiShsKhQIFBi0KDFqcUZ4TMl0IAbPV6WtpFTyqYFWjFWarEyZL29/2qibJ5Ri0GQEjC3oTs3tf52VpoFAwQbs/hRBCdPVCFy5cCJVKhZNOOgkA8Oabb+I///kPNm/ejFNOOQXXXXcdjhw5grlz5/o+o9FokJeX53t96623YuHChXjjjTfQu3dv/O1vf0NDQwM2btwIlaqtT+jEiRNx+PBhzJkzBwBw00034YQTTsDChQtjXtempiYYjUaYzWZkZ0uPLkBEREREREREPVuzzdnW4qrBr4ugX/DqWKsjahmZalVAoMq/m2B5bibye2mh7AEjC8qJpaQkMCUlLy8P//nPf3DDDTfguuuuQ2NjIz799FPJec1mMwoKCvD222/jyiuvBABUV1ejvLwcX375JS666CLs2LEDQ4YMwZo1azBy5EgAwJo1azB69Gjs3LkTAwcOjGm9GJgiIiIiIiIiomgsDheqg/Jb+SdpP9Jkj1qGRqXE2IEFmPMHqQ6J3YecWErKc0y53W58+OGHaG1txejRo33vL1u2DIWFhcjJycF5552HRx55BIWFhQCAjRs3wul0Yvz48b75S0tLMXToUKxatQoXXXQRVq9eDaPR6AtKAcCoUaNgNBqxatWqsIEpu90Ou73jx9LUJN08j4iIiIiIiIjIS6/JwEmFBpxUaJCcbne5UdNoaw9aWTpGF2wPYNWYrXC4PTjeevqlLDC1bds2jB49GjabDb169cL8+fMxZMgQAG1d8C6//HL069cP+/fvx/33348LLrgAGzduhFarRW1tLTQaDXJzcwPKLCoqQm1tLQCgtrbWF8jyV1hY6JtHysyZMzFjxowEbikRERERERERHe+0GSqckJ+FE/KzJKc73R7Umm3wpEfHti6TssDUwIEDsWXLFjQ2NuLjjz/GH//4RyxfvhxDhgzxdc8DgKFDh+LMM89Ev3798MUXX+Cyyy4LW6YQIiCJmFRCseB5gt1zzz2YNm2a73VTUxPKy8vlbh4RERERERERUczUKiXK8/SpXo0ul7LAlEaj8SU/P/PMM7F+/Xo8++yzePnll0PmLSkpQb9+/VBRUQEAKC4uhsPhgMlkCmg1VVdXhzFjxvjmOXLkSEhZR48eRVFRUdj10mq10Gq1ndo2IiIiIiIiIiKKTpnqFfASQgTkdvJ37NgxVFZWoqSkBAAwYsQIqNVqLF682DdPTU0Ntm/f7gtMjR49GmazGevWrfPNs3btWpjNZt88RERERERERESUOilpMXXvvfdi4sSJKC8vR3NzM+bNm4dly5Zh0aJFaGlpwYMPPojf//73KCkpwYEDB3DvvfciPz8fl156KQDAaDTihhtuwN/+9jf07t0beXl5mD59Ok499VRceOGFAIDBgwdjwoQJuPHGG32tsG666SZMmjQp5hH5gLaAGcAk6EREREREREREsfDGUEQs+bJECvzpT38S/fr1ExqNRhQUFIhx48aJb775RgghhMViEePHjxcFBQVCrVaLvn37ij/+8Y/i0KFDAWVYrVZx++23i7y8PJGZmSkmTZoUMs+xY8fEtddeKwwGgzAYDOLaa68VJpNJ1rpWVlYKAPzjH//4xz/+8Y9//OMf//jHP/7xj3/8k/FXWVkZNe6iEOI4S/cuk8fjQXV1NQwGQ8Sk6d2JN6F7ZWUlsrOzU706lGCs356LdduzsX57LtZtz8b67blYtz0X67ZnY/2mByEEmpubUVpaCqUychaplCU/7y6USiXKyspSvRpJkZ2dzR21B2P99lys256N9dtzsW57NtZvz8W67blYtz0b6zf1jEZjTPOlTfJzIiIiIiIiIiI6vjAwRUREREREREREKcHA1HFIq9XigQcegFarTfWqUBKwfnsu1m3PxvrtuVi3PRvrt+di3fZcrNuejfXb/TD5ORERERERERERpQRbTBERERERERERUUowMEVERERERERERCnBwBQREREREREREaUEA1NERERERERERJQSDEx1UytWrMDFF1+M0tJSKBQKfPrppwHTjxw5guuuuw6lpaXQ6/WYMGECKioqJMsSQmDixImS5ZhMJkyZMgVGoxFGoxFTpkxBY2NjcjaKfBJRv2PHjoVCoQj4u+qqqwLmYf12vUTtu6tXr8YFF1yArKws5OTkYOzYsbBarb7prNuu19m6PXDgQMg+6/378MMPffOxblMjEftubW0tpkyZguLiYmRlZWH48OH46KOPAuZh/Xa9RNTt3r17cemll6KgoADZ2dm44oorcOTIkYB5WLddb+bMmfjlL38Jg8GAwsJCXHLJJdi1a1fAPEIIPPjggygtLUVmZibGjh2Ln376KWAeu92OO+64A/n5+cjKysLkyZNx+PDhgHlYv10vUfU7Z84cjB07FtnZ2VAoFJL1xvrtWomo24aGBtxxxx0YOHAg9Ho9+vbti6lTp8JsNgeUw7pNDwxMdVOtra04/fTTMXv27JBpQghccskl2LdvHz777DNs3rwZ/fr1w4UXXojW1taQ+WfNmgWFQiG5nGuuuQZbtmzBokWLsGjRImzZsgVTpkxJ+PZQoETV74033oiamhrf38svvxwwnfXb9RJRt6tXr8aECRMwfvx4rFu3DuvXr8ftt98OpbLjkM667Xqdrdvy8vKA/bWmpgYzZsxAVlYWJk6c6CuLdZsaidh3p0yZgl27dmHBggXYtm0bLrvsMlx55ZXYvHmzbx7Wb9frbN22trZi/PjxUCgUWLp0KX744Qc4HA5cfPHF8Hg8vrJYt11v+fLluO2227BmzRosXrwYLpcL48ePD9gvn3jiCTz99NOYPXs21q9fj+LiYvz6179Gc3Ozb5677roL8+fPx7x58/D999+jpaUFkyZNgtvt9s3D+u16iapfi8WCCRMm4N577w27LNZv10pE3VZXV6O6uhpPPvkktm3bhjfeeAOLFi3CDTfcELAs1m2aENTtARDz58/3vd61a5cAILZv3+57z+Vyiby8PPHKK68EfHbLli2irKxM1NTUhJTz888/CwBizZo1vvdWr14tAIidO3cmbXsoULz1e95554k777wzbLms39SLt25Hjhwp7rvvvrDlsm5TrzPHZX9nnHGG+NOf/uR7zbpND/HWb1ZWlnjrrbcCysrLyxOvvvqqEIL1mw7iqduvv/5aKJVKYTabffM0NDQIAGLx4sVCCNZtuqirqxMAxPLly4UQQng8HlFcXCwee+wx3zw2m00YjUbx0ksvCSGEaGxsFGq1WsybN883T1VVlVAqlWLRokVCCNZvuoinfv199913AoAwmUwB77N+U6+zdev1wQcfCI1GI5xOpxCCdZtO2GKqB7Lb7QAAnU7ne0+lUkGj0eD777/3vWexWHD11Vdj9uzZKC4uDiln9erVMBqNGDlypO+9UaNGwWg0YtWqVUncAook1voFgHfeeQf5+fk45ZRTMH369ICnQ6zf9BNL3dbV1WHt2rUoLCzEmDFjUFRUhPPOOy+g7lm36UfOfuu1ceNGbNmyJeDJHus2PcVav2effTbef/99NDQ0wOPxYN68ebDb7Rg7diwA1m86iqVu7XY7FAoFtFqtbx6dTgelUumbh3WbHrxdePLy8gAA+/fvR21tLcaPH++bR6vV4rzzzvPVy8aNG+F0OgPmKS0txdChQ33zsH7TQzz1GwvWb+olqm7NZjOys7ORkZEBgHWbThiY6oEGDRqEfv364Z577oHJZILD4cBjjz2G2tpa1NTU+Ob761//ijFjxuB3v/udZDm1tbUoLCwMeb+wsBC1tbVJW3+KLNb6vfbaa/Hee+9h2bJluP/++/Hxxx/jsssu801n/aafWOp23759AIAHH3wQN954IxYtWoThw4dj3LhxvpwnrNv0E+t+6++1117D4MGDMWbMGN97rNv0FGv9vv/++3C5XOjduze0Wi1uvvlmzJ8/HyeeeCIA1m86iqVuR40ahaysLNx9992wWCxobW3F3//+d3g8Ht88rNvUE0Jg2rRpOPvsszF06FAA8H33RUVFAfMWFRX5ptXW1kKj0SA3NzfiPKzf1Iq3fmPB+k2tRNXtsWPH8NBDD+Hmm2/2vce6TR8MTPVAarUaH3/8MXbv3o28vDzo9XosW7YMEydOhEqlAgAsWLAAS5cuxaxZsyKWJZV7SggRNicVJV8s9Qu05Ze68MILMXToUFx11VX46KOPsGTJEmzatMk3D+s3vcRSt958JTfffDOuv/56DBs2DM888wwGDhyI119/3VcW6za9xLrfelmtVrz77rsheRAA1m06irV+77vvPphMJixZsgQbNmzAtGnTcPnll2Pbtm2+eVi/6SWWui0oKMCHH36IhQsXolevXjAajTCbzRg+fHhA/bNuU+v222/H1q1b8d5774VMC66DWOoleB7Wb2olun6jlRFvOSRfIuq2qakJv/3tbzFkyBA88MADEcuIVA4lT0aqV4CSY8SIEdiyZQvMZjMcDgcKCgowcuRInHnmmQCApUuXYu/evcjJyQn43O9//3ucc845WLZsGYqLi0NGlAGAo0ePhkSnqWtFq18pw4cPh1qtRkVFBYYPH876TVPR6rakpAQAMGTIkIDPDR48GIcOHQIA1m2akrPffvTRR7BYLPjDH/4Q8D7rNn1Fq9+9e/di9uzZ2L59O0455RQAwOmnn46VK1fi+eefx0svvcT6TVOx7Lvjx4/H3r17UV9fj4yMDOTk5KC4uBj9+/cHwH031e644w4sWLAAK1asQFlZme99byqL2tpa3/kVaOs2762X4uJiOBwOmEymgFZTdXV1vhatrN/U6kz9xoL1mzqJqNvm5mZMmDABvXr1wvz586FWqwPKYd2mB7aY6uGMRiMKCgpQUVGBDRs2+Lrt/fOf/8TWrVuxZcsW3x8APPPMM5g7dy4AYPTo0TCbzVi3bp2vvLVr18JsNgd0LaHUCVe/Un766Sc4nU7fwZv1m97C1e0JJ5yA0tLSkCFzd+/ejX79+gFg3aa7WPbb1157DZMnT0ZBQUHA+6zb9Beufi0WCwAEjJ4JtOUr8raEZP2mt1j23fz8fOTk5GDp0qWoq6vD5MmTAbBuU0UIgdtvvx2ffPIJli5d6gsUevXv3x/FxcVYvHix7z2Hw4Hly5f76mXEiBFQq9UB89TU1GD79u2+eVi/qZGI+o0F67frJapum5qaMH78eGg0GixYsCAgXyDAuk0rXZxsnRKkublZbN68WWzevFkAEE8//bTYvHmzOHjwoBCibcSB7777Tuzdu1d8+umnol+/fuKyyy6LWCaCRqIRQogJEyaI0047TaxevVqsXr1anHrqqWLSpEnJ2ixq19n63bNnj5gxY4ZYv3692L9/v/jiiy/EoEGDxLBhw4TL5fLNx/rteonYd5955hmRnZ0tPvzwQ1FRUSHuu+8+odPpxJ49e3zzsG67XqKOyxUVFUKhUIivvvpKcjms29TobP06HA5x0kkniXPOOUesXbtW7NmzRzz55JNCoVCIL774wjcf67frJWLfff3118Xq1avFnj17xNtvvy3y8vLEtGnTAuZh3Xa9W2+9VRiNRrFs2TJRU1Pj+7NYLL55HnvsMWE0GsUnn3witm3bJq6++mpRUlIimpqafPPccsstoqysTCxZskRs2rRJXHDBBeL000/nNVWKJap+a2pqxObNm8Urr7wiAIgVK1aIzZs3i2PHjvnmYf12rUTUbVNTkxg5cqQ49dRTxZ49ewLK4b6bfhiY6qa8w5kG//3xj38UQgjx7LPPirKyMqFWq0Xfvn3FfffdJ+x2e8QypQJTx44dE9dee60wGAzCYDCIa6+9NmQIVUq8ztbvoUOHxLnnnivy8vKERqMRJ554opg6dWrACVYI1m8qJGrfnTlzpigrKxN6vV6MHj1arFy5MmA667brJapu77nnHlFWVibcbrfkcli3qZGI+t29e7e47LLLRGFhodDr9eK0004Tb731VsA8rN+ul4i6vfvuu0VRUZFQq9ViwIAB4qmnnhIejydgHtZt15OqVwBi7ty5vnk8Ho944IEHRHFxsdBqteLcc88V27ZtCyjHarWK22+/XeTl5YnMzEwxadIkcejQoYB5WL9dL1H1+8ADD0Qth/XbtRJRt+GO7QDE/v37ffOxbtODQgghOtfmioiIiIiIiIiISD7mmCIiIiIiIiIiopRgYIqIiIiIiIiIiFKCgSkiIiIiIiIiIkoJBqaIiIiIiIiIiCglGJgiIiIiIiIiIqKUYGCKiIiIiIiIiIhSgoEpIiIiIiIiIiJKCQamiIiIiIiIiIgoJRiYIiIiIiIiIiKilGBgioiIiIiIiIiIUoKBKSIiIiIiIiIiSgkGpoiIiIiIiIiIKCX+P7LP+UR0oCLgAAAAAElFTkSuQmCC", "text/plain": [ "
    " ] @@ -5788,7 +5734,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "id": "d2b002d4", "metadata": {}, "outputs": [], @@ -5838,13 +5784,13 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "id": "ae061a46", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -5877,13 +5823,13 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "id": "ed01ace9", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -5914,13 +5860,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "id": "b71e84e3", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -5942,12 +5888,6 @@ "\n", "So post dam construction, flows are much more controlled with regular release schedules. " ] - }, - { - "cell_type": "markdown", - "id": "a6485afb", - "metadata": {}, - "source": [] } ], "metadata": { diff --git a/notebooks/part0_python_intro/solutions/09_Geopandas__solutions.ipynb b/notebooks/part0_python_intro/solutions/09_Geopandas__solutions.ipynb index 8b5b43c..62069a7 100644 --- a/notebooks/part0_python_intro/solutions/09_Geopandas__solutions.ipynb +++ b/notebooks/part0_python_intro/solutions/09_Geopandas__solutions.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "adapted-heath", "metadata": {}, "outputs": [], @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "928f22eb", "metadata": {}, "outputs": [], @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "03b1b58e", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "d3ad33ec", "metadata": {}, "outputs": [], @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "599de3e5", "metadata": {}, "outputs": [], @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "bbe8574f", "metadata": {}, "outputs": [], @@ -94,10 +94,290 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "16fcbb94", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    Make this Notebook Trusted to load map: File -> Trust Notebook
    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m_hoods = hoods.explore()\n", "parks_cent.explore(m=m_hoods)" @@ -147,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "1b3e7437", "metadata": {}, "outputs": [], @@ -166,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "2c88f25c", "metadata": {}, "outputs": [], @@ -182,10 +462,170 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "bf1d1f6c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    OBJECTID_leftPark_IDTypeAcreagePark_NameShortNameSubtypeSHAPESTAreaSHAPESTLengthgeometryNEIGHB_NAMEindex_right
    664221360NEIGHBORHOOD6.08Yahara Place ParkYahara PlaceNone264814.2543034619.706039POLYGON ((572969.327 290871.975, 572979.154 29...Marquette Neighborhood Association0
    1264283540TRAFFICWAY0.10Few Street (South) Street EndFew StNone4522.502594270.158029POLYGON ((572000.229 289978.256, 572017.381 28...Marquette Neighborhood Association0
    1964353480TRAFFICWAY0.12Baldwin Street EndBaldwin StNone5319.010742294.682954POLYGON ((572164.248 290098.321, 572179.960 29...Marquette Neighborhood Association0
    4964651240MINI0.66Morrison ParkMorrisonNone28667.633148680.142299POLYGON ((572460.118 290317.086, 572465.604 29...Marquette Neighborhood Association0
    5664721100OPEN SPACE7.66Yahara River ParkwayYahara RiverNone333593.55819713219.124814MULTIPOLYGON (((572463.071 290603.880, 572425....Marquette Neighborhood Association0
    \n", + "
    " + ], + "text/plain": [ + " OBJECTID_left Park_ID Type Acreage \\\n", + "6 6422 1360 NEIGHBORHOOD 6.08 \n", + "12 6428 3540 TRAFFICWAY 0.10 \n", + "19 6435 3480 TRAFFICWAY 0.12 \n", + "49 6465 1240 MINI 0.66 \n", + "56 6472 1100 OPEN SPACE 7.66 \n", + "\n", + " Park_Name ShortName Subtype SHAPESTArea \\\n", + "6 Yahara Place Park Yahara Place None 264814.254303 \n", + "12 Few Street (South) Street End Few St None 4522.502594 \n", + "19 Baldwin Street End Baldwin St None 5319.010742 \n", + "49 Morrison Park Morrison None 28667.633148 \n", + "56 Yahara River Parkway Yahara River None 333593.558197 \n", + "\n", + " SHAPESTLength geometry \\\n", + "6 4619.706039 POLYGON ((572969.327 290871.975, 572979.154 29... \n", + "12 270.158029 POLYGON ((572000.229 289978.256, 572017.381 28... \n", + "19 294.682954 POLYGON ((572164.248 290098.321, 572179.960 29... \n", + "49 680.142299 POLYGON ((572460.118 290317.086, 572465.604 29... \n", + "56 13219.124814 MULTIPOLYGON (((572463.071 290603.880, 572425.... \n", + "\n", + " NEIGHB_NAME index_right \n", + "6 Marquette Neighborhood Association 0 \n", + "12 Marquette Neighborhood Association 0 \n", + "19 Marquette Neighborhood Association 0 \n", + "49 Marquette Neighborhood Association 0 \n", + "56 Marquette Neighborhood Association 0 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAGgCAYAAABGwwgUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB+F0lEQVR4nO3dd1hT1xsH8G/YQwggAkYQrVUcOHEvnIjioO6tddSFtmqHWltHa+lwtbZaa90Lte6FE0EEHIAKTtyLochQkJnz+4OfsSkbIQHy/TxPnppz33vum9tr8nrHORIhhAARERGRBtJSdwJERERE6sJCiIiIiDQWCyEiIiLSWCyEiIiISGOxECIiIiKNxUKIiIiINBYLISIiItJYLISIiIhIY7EQIiIiIo3FQoiIStSGDRsgkUjw4MGDQq337NkzzJ8/H5cvXy6RvFTt+vXrmD9/fqH3AxGVLBZCRFSi3NzcEBgYiMqVKxdqvWfPnmHBggXlqhBasGABCyGiUkZH3QkQUflWqVIlVKpUSd1pKLx58wYGBgaQSCTqToWISgGeESKiEvXfS2MdOnSAo6MjLl68iHbt2sHIyAgffPABfvzxR8jlcgDAmTNn0KxZMwDAxx9/DIlEAolEgvnz5yv6vXTpEnr37g0LCwsYGBigcePG2LlzZ47bPn78OMaMGYNKlSrByMgIqampeP78OT755BPY2dlBX18flSpVQps2bXDy5EmlPk6ePInOnTvD1NQURkZGaNOmDU6dOpXtc968eRNDhgyBtbU19PX1UbVqVYwcORKpqanYsGEDBgwYAADo2LGj4vNs2LABABAaGoqePXvCysoK+vr6kMlkcHNzw5MnT4rjfwER5YFnhIhI5aKiojBs2DDMnDkT8+bNw969ezF79mzIZDKMHDkSTZo0wfr16/Hxxx9j7ty5cHNzAwDY2toCAHx8fODq6ooWLVrgzz//hFQqhZeXFwYNGoTk5GSMHj1aaXtjxoyBm5sbNm/ejKSkJOjq6mLEiBEICQnBokWLUKtWLcTHxyMkJASxsbGK9bZs2YKRI0eiT58+2LhxI3R1dbF69Wp069YNx44dQ+fOnQEAV65cQdu2bWFpaYmFCxeiZs2aiIyMxIEDB5CWlgY3Nzf88MMPmDNnDv744w80adIEAFCjRg0kJSWha9euqF69Ov744w9YW1sjKioKPj4+ePXqlQr+bxBpOEFEVILWr18vAIj79+8LIYRwdnYWAMT58+eV4urWrSu6deumeH/x4kUBQKxfvz5bn7Vr1xaNGzcW6enpSu09e/YUlStXFpmZmUrbHjlyZLY+KlSoID777LNc805KShIWFhaiV69eSu2ZmZmiYcOGonnz5oq2Tp06CTMzMxETE5Nrf7t27RIAhI+Pj1L7pUuXBACxb9++XNclopLDS2NEpHI2NjZo3ry5UluDBg3w8OHDfNe9c+cObt68iWHDhgEAMjIyFK8ePXogMjISt27dUlqnX79+2fpp3rw5NmzYgO+//x5BQUFIT09XWh4QEICXL19i1KhRStuQy+VwdXXFxYsXkZSUhOTkZPj6+mLgwIFFuhfqww8/hLm5Ob766iv8+eefuH79eqH7IKKiYyFERCpXsWLFbG36+vp48+ZNvutGR0cDAD7//HPo6uoqvSZPngwAePHihdI6OT2xtmPHDowaNQp///03WrVqBQsLC4wcORJRUVFK2+nfv3+27fz0008QQuDly5eIi4tDZmam4rJdYUmlUvj6+qJRo0aYM2cO6tWrB5lMhnnz5mUrzoio+PEeISIqUywtLQEAs2fPRt++fXOMcXBwUHqf0xNilpaWWL58OZYvX45Hjx7hwIEDmDVrFmJiYuDt7a3YzooVK9CyZcsct2NtbY3MzExoa2u/143N9evXh5eXF4QQuHr1KjZs2ICFCxfC0NAQs2bNKnK/RJQ/FkJEVCrp6+sDQLazRA4ODqhZsyauXLmCH374oVi2VbVqVXh4eODUqVM4d+4cAKBNmzYwMzPD9evX4eHhkef6zs7O2LVrFxYtWqQooP4rt8/zbxKJBA0bNsSyZcuwYcMGhISEFPETEVFBsRAiolKpRo0aMDQ0xNatW1GnTh1UqFABMpkMMpkMq1evRvfu3dGtWzeMHj0aVapUwcuXL3Hjxg2EhIRg165defadkJCAjh07YujQoahduzZMTExw8eJFeHt7K84yVahQAStWrMCoUaPw8uVL9O/fH1ZWVnj+/DmuXLmC58+fY9WqVQCApUuXom3btmjRogVmzZqFDz/8ENHR0Thw4ABWr14NExMTODo6AgD++usvmJiYwMDAANWrV0dgYCBWrlwJd3d3fPDBBxBCYM+ePYiPj0fXrl1LdicTEQshIiqdjIyMsG7dOixYsAAuLi5IT0/HvHnzMH/+fHTs2BEXLlzAokWL8NlnnyEuLg4VK1ZE3bp1MXDgwHz7NjAwQIsWLbB582Y8ePAA6enpqFq1Kr766it8+eWXirjhw4ejatWq+PnnnzFhwgS8evUKVlZWaNSokdIj+g0bNsSFCxcwb948zJ49G69evYKNjQ06deoEPT09AED16tWxfPly/Prrr+jQoQMyMzOxfv16tGrVCmZmZvj555/x7Nkz6OnpwcHBARs2bMCoUaOKfb8SkTKJEEKoOwkiIiIideBTY0RERKSxWAgRERGRxmIhRERERBqLhRARERFpLBZCREREpLFYCBEREZHG4jhC+ZDL5Xj27BlMTExyHKafiIiISh8hBF69egWZTAYtrdzP+7AQysezZ89gZ2en7jSIiIioCB4/fpznpMgshPJhYmICIGtHmpqaqjkbIiIiKojExETY2dkpfsdzw0IoH28vh5mamrIQIiIiKmPyu62FN0sTERGRxmIhRERERBqLhRARERFpLBZCREREpLFYCBEREZHGYiFEREREGouFEBEREWksFkJERESksVgIERERkcZiIUREREQai4UQERERaSwWQkRERKSxOOkqaY7ECCDjlbqzICKif9MxAUxrqm/zatsykSolRgCHaqk7CyIiyknP22orhlgIkWZ4eyao1RZAWke9uRARUZaEG0DgcLWerWchRJpFWgewaKLuLIiIqJTgzdJERESksVgIERERkcZiIUREREQai4UQERERaSwWQkRERKSxWAgRERGRxmIhREQqI5fL1Z0CEZESFkJEpBIXwyNgWqUGvvrlT3WnQkSkwEKIiErc3UeR6NClK5KiHuDnLyehietAJCYlqzstIiIWQkRUsm7cf4xGrdohOfqhoi302C7Y1W6EMxeuqjEzIiIWQkRUwoZP/hyvn93N1p74JAKd27fipTIiUisWQkRUIhKTktGi5zCEeO/MNUaemoyfv5wEp+6DeKmMiNSChRARlYhf/vbChcPbChQb4r0T0xYsLeGMiIiyYyFERCVCW6vgXy/Vm3bEuh/nlGA2REQ5YyFERCWiS+tmACT5xpnIPsT543uhVYjCiYiouPCbh4hKRFunerD8sEGeMTrGUhw/ehCVzKUqyoqISBkLISIqMV9//Q0kuvo5LpNo62Dl+m1o2aC2irMiInqHhRARlZjPRvfDrkMnoGdmlW3Z+FmLMH5ADzVkRUT0DgshIipR/Vza4XLIJVSs8e4yWfOew7D6+y8BABkZmepKjYiIhRARlbw61e3wKPwCGnTui8p1m+Psng0AssYasqndBH0nfsUJWYlILVgIEVGRnQgMQV3nXoh4+CzfWCMDfVw5uRs3L/hAT1cHANC65xDE3r2Kvat/RnWnDnj4NKakUyYiUsJCiIiKLDNTjht+h1Cnbh1s3He8QOuYGhsBAIZ8+i2unTmgaH90+Swc6jfE1kOnSyRXIqKcFKoQ8vT0RLNmzWBiYgIrKyu4u7vj1q1bSjHR0dEYPXo0ZDIZjIyM4OrqioiICKWYv/76Cx06dICpqSkkEgni4+OzbatatWqQSCRKr1mzZinFPHr0CL169YKxsTEsLS0xbdo0pKWlKcWEhYXB2dkZhoaGqFKlChYuXAghRGE+NhHl4u7DpwCAzOREeO09XKh1Q4MvZWtLjYvCCPduGDFjQbHkR0SUn0IVQr6+vpgyZQqCgoJw4sQJZGRkwMXFBUlJSQAAIQTc3d1x79497N+/H6GhobC3t0eXLl0UMQCQnJwMV1dXzJmT90iyCxcuRGRkpOI1d+5cxbLMzEy4ubkhKSkJ/v7+8PLywu7duzFz5kxFTGJiIrp27QqZTIaLFy9ixYoVWLx4MZYu5VD+RMUhOOya4s8h588V6j6fm/5HMHjaN4CWjlK7yMzAlmXz8WFLF0S+iCu2XImIciTeQ0xMjAAgfH19hRBC3Lp1SwAQ4eHhipiMjAxhYWEh1qxZk219Hx8fAUDExcVlW2Zvby+WLVuW67aPHDkitLS0xNOnTxVt27dvF/r6+iIhIUEIIcTKlSuFVCoVKSkpihhPT08hk8mEXC7Psd+UlBSRkJCgeD1+/FgAUPRJZVRssBBbkfVfKjbNegwRABQv15HT8oyPehEnrGo1EWcvvfuOWLfbW+hJKyn18/ZlWMlO7D15rqQ/BhGpSwl+NyckJBTo9/u97hFKSEgAAFhYWAAAUlNTAQAGBgaKGG1tbejp6cHf37/Q/f/000+oWLEiGjVqhEWLFild9goMDISjoyNkMpmirVu3bkhNTUVwcLAixtnZGfr6+koxz549w4MHD3LcpqenJ6RSqeJlZ2dX6LyJNMXDO8qXxr03rcD8FRtyjJXL5Wjh8hFiboeg50f98Dj6BQDg477dcDU0BDZ1mmVb583zx+jr2gmTvllc7LkTEQHvcbO0EAIzZsxA27Zt4ejoCACoXbs27O3tMXv2bMTFxSEtLQ0//vgjoqKiEBkZWaj+P/30U3h5ecHHxwceHh5Yvnw5Jk+erFgeFRUFa2trpXXMzc2hp6eHqKioXGPevn8b81+zZ89GQkKC4vX48eNC5U2kSV4+ufufFoHvPp+Co34Xs8W6jpqGhyFnAAAJj2/BoV4j7DsVAABwqG6Lx1cD0XXoZPx3fjKRkYo/v/8Cjh37IDb+VQl8CiLSZEUuhDw8PHD16lVs375d0aarq4vdu3fj9u3bsLCwgJGREc6cOYPu3btDW1u7UP1Pnz4dzs7OaNCgAcaNG4c///wTa9euRWxsrCJGIsk+oaMQQqn9vzHi/zdK57QuAOjr68PU1FTpRUTZHfa9gIzkhGzt8rRkDBw0SKnt66V/48SWlUptb2Kfom/3d2d7dHS0cXzrH/D8ayu0DU2y9XvtzAFUq9MQJwJDivFTEJGmK1IhNHXqVBw4cAA+Pj6wtbVVWubk5ITLly8jPj4ekZGR8Pb2RmxsLKpXr/5eibZs2RIAcOfOHQCAjY1NtrM6cXFxSE9PV5z1ySkmJiZrnJL/nikiosL5+vufc102zmO60vvObZphyKffwMl1EHSM302wKtKzzvbUau2KpzFZ/8iZNX4I/IMuQFo1+xxkr6Puw7VDW3z+06pi+hREpOkKVQgJIeDh4YE9e/bg9OnTeRY3UqkUlSpVQkREBC5duoQ+ffq8V6KhoaEAgMqVKwMAWrVqhfDwcKVLbsePH4e+vj6cnJwUMX5+fkr3Fh0/fhwymQzVqlV7r3yINNndR5G4euZQjsva9x+LZV9PBQA8fBqD2PhX6NSiIbYtX4BLR73w5OEDNO0xGP++BBYReAw16tTHpv0nAAAtG9TGo+vBaNS1f7b+5WlvsGTWZDh1H4TEpOTi/3BEpFkKcwf2pEmThFQqFWfOnBGRkZGKV3JysiJm586dwsfHR9y9e1fs27dP2Nvbi759+yr1ExkZKUJDQ8WaNWsEAOHn5ydCQ0NFbGysEEKIgIAAsXTpUhEaGiru3bsnduzYIWQymejdu7eij4yMDOHo6Cg6d+4sQkJCxMmTJ4Wtra3w8PBQxMTHxwtra2sxZMgQERYWJvbs2SNMTU3F4sWLC/yZC3rXOZVyfGqsWHUePDHHp7zsGrYV6ekZQgghkt6kCKtaTYSemZXoOnSy+PS7X8Wla7cVffyxbb8wqChT7kNLW/QZ/7nIzMxUxHnMXyYkOvo5bk9q5yD8Q66p/PMTUTEpBU+NFaoQyumLCIBYv369IubXX38Vtra2QldXV1StWlXMnTtXpKamKvUzb968PPsJDg4WLVq0EFKpVBgYGAgHBwcxb948kZSUpNTPw4cPhZubmzA0NBQWFhbCw8ND6VF5IYS4evWqaNeundDX1xc2NjZi/vz5uT46nxMWQuUEC6Fis/D3TQISrWx/f42tq4lnz18q4hp3G5AtRqKjJ/pNmqUoll7EJYoWvYZn68/KwUn4nL+i6GvvyXPCsGKVHL83tAwqiHm/rVf1biCi4lDWCiFNxEKonGAhVGQ+56+Im/ceCyGE2H3cX2jpGWYrRrQNTYTvxauKdUZ98V2u/3ACIMyr1xNHz15UxP+964gwrGT3n6JJX/QaN1O8Scn6h9SjqOfCvkmHXPts7T5KEUtEZUQpKIQ41xgR5enzeT+gSYvW6PnxdAzo5QJ52hvlAC1tLPtrE9o3rQ8A+GPrfmxcMj/PPuPuX0OPDq3h/skXSEvPwNj+3fH0znW0+Wg0IMn6WhIZqTj49xLUaNoBr5NTYGdtiQfBPug78StAK/tTqAH7NqJK3aYIvh6RbRkRUW5YCBFRrh5GPsdlv6NIfv4Yhzcshzw1+83JI6Z/i6nD3QEA50Kv49NPRgLyzHz7Fpnp2L9mMaw/bIDDvhdgbloB/nvWY8OeozCyqqqIexYeiBpN2ipmpt+96kes2roXuiYW2fp8eS8MLZs1wy9rdxTxExORpmEhRES5Gu7xFTKTE3Nd3thlADYt/hYAEPkiDq49euYZn5P4RzfQq3Mb9Px4OlJS0zDK3QVP71yH84BxirNDMbeCUbdJM/gHZ81tNnFwL4SGhsLKwSlbfxnJCfhy/FB0HTYZGRn5F2REpNlYCBFpuNwmSj12Lhjn9m/Jdb1KNRvDf/9mRR8tXdzxOup+kXIQmRk4vGE5rD+sj32nAmBmYowzO9fA69BpmNrWAgAkxzxCR+c2+NPrIACgXo2qeBwWhI6DPsF/R6OGkOPktlWwrd8C1+4+KlJORKQZWAgRabgJc39BwOUbSm3hdx6gT6+eEJnpOa6jb1EZgScPw8ggax6/rsMm41Go33vnkvjkNj5ycUa3EVORnJKKQT2cEXv/OkZ/8T10jKXISErApKHu6D1uJuRyOfR0dXDaazUWrdqU42jU0TeD0bhxY6zcfuC9cyOi8omFEJGGq1PrA/QbOgpht7PO5ixZtxNNnJohNS7n+fi09Ayxa/de1KiaNbjp5z+twmmv1cWXkDwDx7f8DuvqdbD2n6PQ0dHG+p+/xoN7d9F1+BRo6Rng4NqlsG3QGjfuZ80FOGficPgHXYBZ1TrZukt/9RJThn2E3uM/z/XsFxFpsGJ/Xq2c4ePz5QQfn8/Ry4RXQmrn8P9H0CVC18RCAJI8Hn2XKI3Z43X4TK6DHRbPSyJqt3VTGojxwZNo0WP0p0LH2EzomliI5Rt3K5a9SnojnFwH5dqfbYPW4t7jSFXuYiLKCx+fJyJ1kMvliH+VhKZd3ZHw+Nb/WwXSX71EVs2Qs15jp2P+1NEAsi6fjRw6ACIjtQQzFbjpfxjNGtZH+/5jEfHwGeyrWOHw+uWIjX6KCTO/wYL536LT4AlISU1DBSMDXDrqhRk//A6JrkG23p5cDUDt+g0VU3kQEbEQIipnXien4LDvhVyX330UCWuHJqhYyQr3LpwqcL+1WrviwN9LAACJSclo79ITaQnP3zvfghAZqTi7ex0catZAa/dRuBgeAVNjI6yY9xle3gvHQPee6D7SAxfCbgMAlsyegiOnz8LYulq2vtLiYzCqbw8M+fRbleRORKUbCyGicub3rXvRs0MLLFm3U6k9OjYeU+YthWOTpnhx50qOYwLlRlq1NoKO7lK8b9ljEOLuXyu2nAtKpKcgcP8mNG9YBzWad8YfW/cDyHqc3mfHX7gUfhO7jmXdtO3atiluXb2EOUvWwNDSVrkjeQa8fvsONZp3Vsx6T0SaSSKEyP08OCExMRFSqRQJCQkwNTVVdzpUVC9DAG8nwDUYsGii7mxKVHRsPGyrfQAhz8SCxb8DALZu34GbQacg0lMK3Z+uiQXOn7+AxnVqAAD6T56N3at+LNac34epbS3MmjsPsycMBZA1npF/cBi6t2uOCkZZl8d2HPHFlGnTEHv3arb1DStWweZt29HPpZ1K8yYilOh3c0F/v3lGiKicsa5ohmlzvkNmciLmTh6JuZNH4sbZw0UqgiQ6evh7s5eiCPpxzXbs/vPn4k75vSQ+uY05E4ehSv1WOBd6HZUtzTGgW3sc8TuvmG5jUA9nPAq/AMcOfbKt/yb2KQa4dcH4OT+pOnUiKgVYCBGVQyP7di+WfqbN+wUj+3QFkDXA4tdTxwOidD6C/iw8CO1aOGHSN4sBAANdnXH7/hMs3ZB1Sc/IQB9hPvvQa+wM/HcARpGRhr89Z6Fu+554Hpeg6tSJSI1YCBGVQ19+v+y9+2jffyyWz50GIGvOsY/c3SFPTXrvfkuSSE/Bn99/gSbdBiIlNQ1D3DriA7sqGPn5QqSkpgEADvy9BD//vR06FcyzrX/j7GFUr9MI3v6XVJ06EakJCyGicmbdHm+c2P5+AxzaNmyDU//vIy09A6269MSbF0+KIz2VCD2+C7VadEZs/Cu4d26NBZ99ggGTZykGjfxi7CBcvXoFtg1aZ1s3KfoBenRqh+mLVqg6bSJSAxZCROWI36UwTBgxONepMQrC2Loago7vh46ONgCgfb+PEXk998fxS6vHV/xRrW4j+F0KQ3VbG+xd/Qt+WrVRMd1Gnep2eBh6FoOnfQOJtq7SuiI9BcvnTkNjlwFITCr403VEVPawECIqJ+4/iYJrDzdkJBf9HhdtQxMcOXQAVawqAgAmfbMY5w/mPvFqafc68h46tmsNz9XboKOjjS3L5iMuPgGjPv8OcrkcWlpa2P7rQvxz1AdG1vbZ1r984h/Y1c4qpoiofGIhRFROdP5oKN48f1z0DrS0sWz1RrRvWh8AsPafo1jtObuYslMfecprzJk4HK6jpkEul+PrSSMwvJ8bOg76BA8jswaE7Nu1DR7dDEOjrv2zrZ/4JAId27bCN8vXqjp1IlIBFkJE5cTSH7+HvkXlIq8//NNvMHXERwCAC2G3MXH0UIjMjOJKT80Ejm1agWpNnPE4+gW6tmoCr1W/YMTUWYoBGCuamSD0+C7MXfZ3tpns5alJ+H76OLTsPQLJKSU5pQgRqRoLIaJywr1za9y4EgKbOs0KvW6jrv2xeek8AEBs/Ct06d4TGUnxxZyh+j2+4g+Heo1w8Mx5VLY0h98/a7HnyEmlG6O/+2wszl8KhlWt7IO7nT+4BbZ1nXAxPEKVaRNRCWIhRFSOVLe1wcMrAWjz0egCr1OpZmOcO5B1H5BcLkfzbh/h1dPy+0P/JvYp+rh0wJc/rwIAbP91Ieyq2KDX2BlIS886A+ZUtyaeXruQNeaQlrbS+nH3r6FVi6bwXL1N5bkTUfFjIURUzujp6sB/z3pM/2EFJDr6ecbqW1TGuROHYGSQFef28fRCTcRaVon0FPzy1WS07fsx0tIzMGP0AMyeOh5dh07E3UeRAAAdHW0c+HsJvA6eyjZ5a2ZyIuZMHI5OgycoiiciKptYCBGVU0tne2DHoePQM7PKcbmWniF2/rMbNe1lAIDg6xE4tu1PVaaoduf2boBd/Za4df8JWjeqg31rl2PIpJnYtP+EImZQD2c8iQhHa/dRgOTfX5kCPjv+gp1jC4TfeaDy3ImoeLAQIirHBnRrj6shOd3vIsHcX/5A746tFC1OdWti5eZ/st0oXN7F3ApGg8ZNsPXQaZibVsDJnX9jzjfzFFN1AICZiTHO7d2AP7buhb6ZtfL6t0PQuHETrNiyT8WZE1FxYCFEVM45VLfFw6uBaN5zmKKt55jPsGDax9liJw7uheM+Z2FoaavKFNUuLeE5RvbriU37T8DU2AjBPkewfePfaNFruNKlr8lDeuN+xA206DVcaf2M13GYNrIfen48HXJ56ZyLjYhyxkKISAMY6Ovh/MEtmDJ/Kep16I2Da5fmGtupRUNcC70Iy5qNVJdgKSBPe4Mxg/visO8FWFc0Q6DvCVwN9IF9w9aK8YYAoLKlOYIObMYnX/+kfKlMyHFi3zaERTxQffJEVGQshIg0yO/zpiPcZ3++cdVtbXD/ciDqtHNTQValR2bKa/Tt0xPB1yNQp7odDh06hOcPbqJuo6bwD76mFLv6+y8xZ/FqSLR1AGTdeO7jcwYNHT5QR+pEVEQshIgoRxWMDHDd7xB6jP5U3amoVFrCc3To3A2Po1+gc8vG+G3tFiS/eIaO7dtg7T9HlWIXzRiHxX9vg4nsQ5z19UXrRnUUy9r3GwOZY0u8Tk5R9UcgokJgIUREeTq8fjlm/PB7tolJy7PXUffRvGMPpKSmYfKQ3vhk9iJkJCdg/OA+mOn5h1LsjNEDEP/4Fpo51lS01XXuhbN71iPy2nlIzS2wdMMuVX8EIiogFkJElK8ls6dgjdd+6BhJ1Z2KykTduIjWfbJuil79/Zdwch0EkZmOpXOmomXvEZjp+YfiRmotrXdfpVXqt8YNv0OK9/K0N5j58UB82LIrMjI45hBRacNCiIgKZGz/7jjlexZGlezUnYrKhB7bhY+/XAQA8Nu7EWZV6wAQOH9wK2Kev4Cero5S/OvkFMRF5Tzx7d3zJ2FgaoGtB0+WdNpEVAgshIiowNo3rY/roZdg5eCk7lRUZsOS+Vi3xxtGBvqY/c23ACQYN9tTMTfbv1UwMkDy88do328spHYO2ZZnvnmF4b27orFL9lnuiUg9WAgRUaHYV7HC/cvn4Nihj7pTUQ15BuZ+Ox8AMLa/GyZ/uxhrfvhKsfhpTCza9VUek8n3n78R/+gmPvt+BSS62ac5uXxiN3QrmHO+MqJSgIUQERWakYE+wnz2ode4mQAk6k6nxKWnZj35VdHMBH8smKFov3LrPqra28N/7wbYN3HOtt6yrz2QnJiImq1dsy3LSIrHnInDUKHyB/A+e6nkkieiPLEQIqIiO7BmMb78eSUkOnrqTqVEVatVJ1tbwNUbaFy/DuQpSQCAR6F+kNo54EV8olKcgYEebp87ir93HYFE1yBbP0lR99G9fTNUqd8aT2NiS+YDEFGuWAgR0Xv56YuJWL/rIHSMzdSdSomQaOtg9NDB2dqb162JWi06K7UlPrmNShUroonrQKSkpCktG9u/O2JiomHfxDnbfGUA8Cw8ELY2VmjmNpRPlxGpEAshInpvo9xd4OsfAGPraupOpVhJdPSw6I+NmDIs+/1QOjo6uHn2MLYcOKFcBMozEHpsFwwrGOOjCV8prWNpZooHwWeQEhcF2wZtsm9QyHHpyHb8tmVvMX8SIsoNCyEiKhatG9XBjSsXYVOnmbpTKRYSHX0sXrMFsycMzTNuWK8uSH8dhybdBkLpfqnMDOz762foVrDAgCmzs633+Io/+k+ZjZzusarvUOM9syeigmIhRETFxs7aEvdD/dGwSz91p/JeJLoGWLFhB2aMHlDgdYK9d+DQmSDoSSsptWckxeGflT9CW98YLsOmKF322vX7D9h26FS2e4ea1av1fh+AiAqMhRARFSsDfT1cPvEP+k78CmXxiTItPSOs3ro7x8th+XFzbo7U+Bg4DxgHSJQ/u56xFCe2rYSuviFk9Vsh6kU8AGCIW0c8exaJCjbvJms1M63wXp+BiAqOhRARlYjdq37E3GVrINHJPo5OaaVlUAHrd+7D+AE93qufMzvX4NzlazC0tAUAWDk0wZuXz/Drpj2QaGkhMjwItnZ2CLh6AwBgY2mGV5F30bjbAEBLJ6+uiaiYsRAiohLz3Wdj8feOfdDSM1J3KvnSNjTB9r2HMLJP12Lpr3WDOkh+/hjfrdyE6JvBAIBpIz7CnfsPYVBRhsyU12jTpAH+2nlYsU6I905sO3C8WLZPRAXDQoiIStSYvq5Yt2MvtPRLbzGkYyzFPwe9MdA1+6CI72vupBFK7z+wtcGbF0/h2LEPkJmBCYN6YdK8JYrlQ9w6FnsORJQ7FkJEVOJGubtg464D0DIoffe+6FawwIEjJ+DeubVKtxt2eh++W7kJEh1d/Lnwc7TvN0al2yeiLCyEiEglhvfqjG27D0G7FBVDuqaWOHriJLq3V88j/3MnjcD9h49hbF0NZ/esR9VG7dWSB5EmYyFERCozqIcztu87DG1DE3WnAj0zK5w8dRqdWzZWax72Miu8jrqPdn0/xuMrZ2Fa5cNso1ITUclhIUREKjWgW3vs3H8UOkZSteVgYFEZvr6+aN+0vtpy+C+/3evwx5Z9eB39CBUqVsLpoMvqTolII7AQIiKV69u1DXYfOgodY9UXQ4aWtvA/64uWDWqrfNv5mTysD4JCwwAh0Lm1E8bN/lHdKRGVeyyEiEgtendshX2Hj6t0slYT2Ye4GHQOTnVrqmybhdW8vgNeRD2DUSVbrP1xNuwatuEkrEQliIUQEamNm3NzHPQ+Ad0KFiW+rYo1GuBaSCDq1aha4tt6X2amFZAU/RC2DdrgydUAGEgrwvvsJXWnRVQusRAiIrVybdsUh4+fgK5JxRLbhm2D1ogIOQc7a8sS20ZJeHzFH+37jUVmciK6OzdHv4mz1J0SUbnDQoiI1K5rqybwPnEKuqbFX6jUau2KW+dPw7yMzt/l+8/f8Ji/FACwZ/VPaOY2VM0ZEZUvLISIqFTo1KIhTp46nW329vfRotdwXPM9BCODsjPfWU5WzJuOjXuPQaKti0tHtmPQ1LnqTomo3GAhRESlRvum9XHqlA/0zKzesycJBnp8jaADm6Gjo10suanbyD5dEXrtFnSMpNj5+yLMX7FB3SkRlQsshIioVGnrVA8+Pmegb25TpPUl2rqY9cuf2LHi+2LOTP0aOlRH3PMo6JpUxIJPx2LP8bPqTomozGMhRESlTutGdeDn6wsDi8qFWk/b0ASrt++D5+eflFBm6lfByAAHDnsDQqC/Wxf4XQpTd0pEZRoLISIqlZrXr5VVDFWUFShe39wGh0/4YPyAHiWcmfq5tmuKxt36Q2SkwbllE/y187C6UyIqs1gIEVGp1cyxJgLO+sHQ0jbPOKmdA4Ivnke3Nk4qykz9Qrx3QtvIFMjMwITBvfDZ978VeN31e47zTBLR/7EQIqJSrXGdGjh/zg9GlexyXF6lfitEXDlfJgZKLG5rNu/K+oMQ+PWbT9FthEe+66zcuh9j+ndHh1ZNcdj3QglnSFT6sRAiolKvfq3qOB/gByNre6X2Bp374s7FM6hkrr4JXNXp474uaNC5r+K939G9ecb/8vcOTBnRFxByiIw09OzcBtsP+5R0mkSlGgshIioTHD+shkuBZ2FsUw0A0GP0p7hycjcM9PXUm5iaXTm5G59+9yssP2yIuCf384yVCzm09Y3eNWRmYGjvrlj7z9ESzpKo9CpUIeTp6YlmzZrBxMQEVlZWcHd3x61bt5RioqOjMXr0aMhkMhgZGcHV1RURERFKMX/99Rc6dOgAU1NTSCQSxMfHZ9tWXFwcRowYAalUCqlUihEjRmSLe/ToEXr16gVjY2NYWlpi2rRpSEtLU4oJCwuDs7MzDA0NUaVKFSxcuBBCiMJ8bCIqJepUt8P965dxMjAEh9cvV3c6pcbyudPwPOIyDAzyLgq/Gj8EGW9eoXnPYYBEktUoz8S4gT2xdMMuFWRKVPoUqhDy9fXFlClTEBQUhBMnTiAjIwMuLi5ISkoCAAgh4O7ujnv37mH//v0IDQ2Fvb09unTpoogBgOTkZLi6umLOnDm5bmvo0KG4fPkyvL294e3tjcuXL2PEiBGK5ZmZmXBzc0NSUhL8/f3h5eWF3bt3Y+bMmYqYxMREdO3aFTKZDBcvXsSKFSuwePFiLF26tDAfm4hKkUrmUnRu2VjdaZQZ4REPsrWdP7gFu719IdH9/4jbQo6ZYwZxkEbSTOI9xMTECADC19dXCCHErVu3BAARHh6uiMnIyBAWFhZizZo12db38fERAERcXJxS+/Xr1wUAERQUpGgLDAwUAMTNmzeFEEIcOXJEaGlpiadPnypitm/fLvT19UVCQoIQQoiVK1cKqVQqUlJSFDGenp5CJpMJuVye42dKSUkRCQkJitfjx48FAEWfVEbFBguxFVn/JdIQ42b/KACJaPvR6ByX377/VOiaVhQA/v+SiBk//K7iLEmjleB3c0JCQoF+v9/rHqGEhAQAgIWFBQAgNTUVAGBgYKCI0dbWhp6eHvz9/Qvcb2BgIKRSKVq0aKFoa9myJaRSKQICAhQxjo6OkMnejTHSrVs3pKamIjg4WBHj7OwMfX19pZhnz57hwYMHOW7b09NTcTlOKpXCzi7nJ1WIiEq73V6bAQj4792AVn1GZFtes5oMybFRqFK/9f9bBJbO8cD4OT+pNE8idSpyISSEwIwZM9C2bVs4OjoCAGrXrg17e3vMnj0bcXFxSEtLw48//oioqChERkYWuO+oqChYWWWfa8jKygpRUVGKGGtra6Xl5ubm0NPTyzPm7fu3Mf81e/ZsJCQkKF6PHz8ucN5ERKXJy3vhaNVnJAAg6MAWfNCsU7YYHR0dPLl6DkM/m6e4b+hvz1kYMu1bleZKpC5FLoQ8PDxw9epVbN++XdGmq6uL3bt34/bt27CwsICRkRHOnDmD7t27Q1u7cBMfSt7eyPcvQgil9qLEiP/fKJ3TugCgr68PU1NTpRcRUVkVsG8jft20BxIdPdy/5AN9M2vcuPcoW9zWZfOx/1QAtAwqAAC8VnyHXmNnqDpdIpUrUiE0depUHDhwAD4+PrC1VR7x1cnJCZcvX0Z8fDwiIyPh7e2N2NhYVK9evcD929jYIDo6Olv78+fPFWd0bGxssp3ViYuLQ3p6ep4xMTExAJDtTBERUXk1bcRHePz0GYytqyEtIQb1an0Iz9XbssX17tgSsdGR0DfL+n48tG4Zvvt9o6rTJVKpQhVCQgh4eHhgz549OH36dJ7FjVQqRaVKlRAREYFLly6hT58+Bd5Oq1atkJCQgAsX3o16ev78eSQkJKB169aKmPDwcKVLbsePH4e+vj6cnJwUMX5+fkqP1B8/fhwymQzVqlUrcD5ERGVdFauKeB11Hy17D4fITMecicNQs5ULMjIylOLMTCsgPvIRjKztUbFGA3zjMUpNGROpRqEKoSlTpmDLli3Ytm0bTExMEBUVhaioKLx580YRs2vXLpw5c0bxCH3Xrl3h7u4OFxcXRUxUVBQuX76MO3fuAMga6+fy5ct4+fIlAKBOnTpwdXXF+PHjERQUhKCgIIwfPx49e/aEg4MDAMDFxQV169bFiBEjEBoailOnTuHzzz/H+PHjFZezhg4dCn19fYwePRrh4eHYu3cvfvjhB8yYMSPXS2NEROVZ4P7NWLZhFyQ6ergTdAL6Fczw22blEakNDPSQFPUAL+5cUbTZNWwDHSMpB1+k8qcwj6JB8Yil8mv9+vWKmF9//VXY2toKXV1dUbVqVTF37lyRmpqq1M+8efPy7Sc2NlYMGzZMmJiYCBMTEzFs2LBsj9k/fPhQuLm5CUNDQ2FhYSE8PDyUHpUXQoirV6+Kdu3aCX19fWFjYyPmz5+f66PzOSno43dUyvHxeSIlT6JfCGNre8X3b9XG7cWbN6k5xto1bKf0Xf1B884iPT1dxRlTuVQKHp+XCMFhlvOSmJgIqVSKhIQE3jhdlr0MAbydANdgwKKJurMhKjWa9xyGi4ez7hfSMqiARw8foIpVRaWYv3YexqQRAyBPe3f2X0vPEN//9jdmTxiq0nypnCnB7+aC/n5zrjEiIg124dBWLFm/ExIdPXzo1DZbEQQAnwx0Q0LcS1g5OCna5GlvMGfiMMgcWyI+8bUqUyYqViyEiIg03IzRA5D2Jgm3/N/d/1O9aUecDrqseF/ByADRNy/hk69/BiTvfjoir53H3pMBqkyXqFixECIiIujo6Cj+bF69Hh4En0GXts1x2PeCUtzq77/AUd/z0KlgDgBwGT4FH/d1AVFZxUKIiIgUZnr+gfgH1wEAIjMdvTq3xbmQa0oxru2aIv3VS/hevIpjm39XR5pExYaFEBERKSyZPQUTv12suPwlMtPRrmXTHGexb9+0vtL7e0+ioG9mleNgjaQZomPj4R98DQGXb6g7lQJjIUREREpWLZgJ3wuXoWMkBQCI9BQ0qFMLI2YsyHO9Bk1bIS3hOeZMHAbLDxviyq37qkiX1Oj0+SsYM+sH1G3fE4YVZbCxNEe7po4YOnaSulMrMBZCRESUTfum9fEm4QWsazcFkHVmaMuy+dAzrYh+E2dlG5EaAL5esAgSbV0AQOzdq2hUpwacXAepNG8qWXK5HFsOnkKnwRNgbFMNnVs2wvqfvsaNs4eR8vLdTA+v4l+qMcvCYSFEREQ50tHRQdSNi+g74SsAWaPxp796iT2rf4LLiKnZ4mdPGIpnUTGo5tQhK14IhBzbCR0jUz5iX4Ylp6Ri6YZdaNp9MAzMrTGidxf47PgLydEPc4w3ta2FL2bNVnGWRcdCiIiI8rT7zx+x4+gZaOkbAQB0TS1xevuqHGNtLM1w/5IPfC9egZFVVQCAPC0FV2/zMllZc8AnEE27D4aJuSVmfjwQwd47kJ74Itd4qZ0DFqzYiITHtzBr/BAVZvp+WAgREVG+Brq2R2xMNCrVaozD3seyLd9z6pzS+/ZN6yMp+iFa9RkJkZkO5+YNYV27KT6a8JWqUqYiSExKxvRFK2D5YUP06dQawd47IE/J/Wyelp4hGnTui437jiP+0U186zFShdkWD538Q4iIiLJmpo+5FZKtff6KDVgwbQxkji3xNEx5cMWAfRvR2h0I3L8JMbeCse9WMOyC/PH4yrls/ZD6+Adfw9c/LkPA0X+QkZSQb7xFdUcMHDYK8z8bB+uKZiWfYAniGSEiIiqyb5evx4JpYwAIPAsPRGv3UdliAvZtxPGAYGgbZc339ORqABw79lFxpvRfaekZWPj7JlSp3xrtmtaH3z9r8yiCJNA3t0Gddm7Ydug0Yu+FYdV3n5f5IgjgGSEiInoPGzauR9ak9FkC929CzVaRiAg8rhTXtVUTvI59DrPKVZEaH41rZw5A16QiKtnXhGNDJwz6qCdGuXdVGuGaSs78FRvg+c2XSEt4XqD4xt36I8R7ZwlnpR48I0REREX2KNQPPUZ/hrdPlQHAnaATsKnTLFusgYEeHkTcVIxPlPH6JSKvnceJbSsxbkAP6OrqQl9aCREPnqkoe83k7X8J330+uUBFkG4FC3z2/W/ltggCWAgREdF7Orx+GTbuOwaJroGiLfrmJUhta2Ubb8jG0gxvEl7Avolztn50jKQ4euwEalaTlXjOmup5XAL69x8AedqbvAMlWmjuNhT3797Gsq+zD5VQnrAQIiKi9zayT1fExETDRFZD0Zb4NAIGphWzjUito6ODB8FnMGfpGmgbmgAAKtdrgTcJL9CpZSNVpq1x2vUagqToB3nGVK7XAod8AnH+0FZUsaqomsTUiIUQEREVC0szUyQ+vYNWfd49Qp35JhFbls1H9aYd8To5RSl+0fRxyEhOxFG/i3gWHsT7g0rY6C+/x61zR3NdLtE1wKff/Ypn4UFwc26uwszUi4UQEREVq4B9G/HzGi/FdBsA8CDED9sOncox3rVd01z7auY2FE9jYos9R02z/bAPNi1dmOtyXZOK2LT7EJbPnabCrEoHFkJERFTsvhg3CLfuPICBRWVAIsGSdV74ZKBbofqYMPcXXDqyHXZVqmDl1v0llGn5d/9JFD4eMRQiMz3H5QYVZTgXEIjhvTqrOLPSgYUQERGViJrVZHgT+wy+F65gxugBhV7fa8MaAIDISMWU4e5o89HoYs6w/JPL5Wjfsz9S46JyXK5rYgG/M2fQzLGmijMrPVgIERFRiWrftH6R1kt4chuNuw3A20fzA/ZthImsBqJexBdfcuWc+ydf4Eluo3hr6WDVui0aXQQBLISIiKgUC/HeieMBlxSjUr+OvAeZzIaXygpgxZZ9OLhuea7Lh037GmP7d1ddQqUUCyEiIipV7Js4Y4DHHMX7rq2aICUhFpXrtQAAiPSsS2Xt+41RV4qlXtjt+5gxaQwg5Dkur93WDVuWzVdtUqUUCyEiIio1dnr74VGoH/75wxPWtZviRXwigKyxh56FB2HkzIWAJOun6+ye9TCt8iEvlf1HSmoaOrl9hIzXcTkut3JwQuCRHSrOqvRiIURERKVG3y6tYVHdEQAQcysYVpaWGPX5d4rlGxd/A98Ll6FrYgEAePXsLmQyG/zpdVAt+ZZGLsMm4cWdKzkuM7K2R3jgKZiZGKs4q9KLhRAREZUaOjo6iL0Xhtrtsh61F5np2LTkWxhZVUXA1RsAsm6+TkuMRa02rlkx6amYNKQ3Ogwcr7a8S4t5v63H2d3rcl6opYN16zaikrlUtUmVciyEiIio1Lnhdwg9x0xXvH/z/DHaNK6P+Ss2KNpu+R/FwhUbFAM3+u76G6a2NRWX0zSNf/A1fP9l7vOC9Rg5BYN6ZJ/jTdOxECIiolLp4NqlmL34L8U9QZBnYsG0j5XO/HzjMQr3Hz1BBZsPAACvnt6BlZU11v6T+1QS5VH8qyS4uX8EeWpSjsvNq9XF3r8WqzirsoGFEBERlVo/zByPbQdPQqKjp2jz3fU3rGs7KWa2t5dZ4VXkXbTsPRwAINJTMG5AD3QcPEEtOauD80cjkfgkIsdlWnpG2LNjO/R0OZdbTlgIERFRqTbErSNCw28qxhICgJhbITA0t1bcNwQAgfs3Y8n6nYqi6cyOvyC1cyj3l8qmLliOq6f25Lp8+sLF6NC8gQozKltYCBERUanX0KE6XkQ+hVElO0VbxuuXaNO4PqYv+l3RNmP0ADx++gzSqrUBAIlPbpfrS2UHz5zHH4tm5bq8VZ+RWPzVJBVmVPawECIiojLBzLQCkmIeobJjy3eN8kwsnzsVtdq8GyG5ilVFxD+8geHT5wNa2opLZeNm/6j6pEtQ5Is4DBo4ACI9NcflHzTrBL9/cnmCjBRYCBERUZnyLCwQzXsOU2qLCPCGgYUNwiMeKNo2L52Hy9cjYFjJFgCw9sfZmDJvqSpTLVHt3AbizfPHOS6zqO6I4FMHoKOjreKsyh4WQkREVOacP7gla5Tp/0/ICgCpcdGoX7smvvhplaKtoUN1JMc8RsfBEwEAKxfOxEzPP1SdbrEb+tk83L1wMsdluiYW8D1+kIMmFhALISIiKpM2Lv4GP6/ZDmj966yHPAOLZ03GB806KcWe3r4Kf+86AomuPpbOmYo5S9aoONvis3HfcWxf8UPOC/8/o7zjh9VUmlNZxkKIqBDGzPoB9o3b43VyirpTISIAX4wbhKNngiDRNVBqv3/JB4aWVZCSkqZoG9u/O549i4K+uTU8P5+A737fqOp031vEw2f4ZPRwQJ6R4/IhU+dwRvlCYiFEVED9Js3C+p++xqPLZ+HYzhXJKTnfoEhEquXarinuP3gIXdOKSu0psc9gJquq9A8XG0szvHhyH3qmFfHttI/x05rtqk63yDIyMtGhZz+kJTzPcblDm+7YtnyBirMq+1gIERVAlyGTsOfPnxTvH4b4on77HkhJTctjLSJSFXuZFZJjoyC1c1BqT42LRsXKdohPfK1oq2BkgNs3rkGio49ZE4Zh+cZ/VJ1ukfQaOwPPwoNyXFah8gc4d4gzyhcFCyGiPMjlcrToNRynvP7MtuzexdNo2KkP0tJzPkVNRKqlo6OD+Ec38WHLrkrtaYkvYFXFHlEv4hVt9jIrbN59EBDA9I8HlfrZ65es2wnvzb/nuExL3xgH9+1FRTMTFWdVPrAQIspFSmoaGnbuiwuHtuYaczvAG426fISMjEwVZkZEeYkIPA6X4VOU2tJfv4Rdtep4GhOraBvWqwsmf7sYEHJMGuqO9XuOqzrVAgm+HoFZUz8BhDyHpRLMW7ySI0e/BxZCRDkIvh4B23rNEH5mf76xN/wOoYlLf8jlOX1JEZE6HNv8Oz77fgUgefd4fUZSPOyrfYB7T6IUbX8smIG+E74ChBxjBvTA1oM5P5KuLskpqXDp2RcZyQk5Lu88eAK+9Rip4qzKFxZCRP/x45rtaNGsKWLvXi3wOqmpKcjIZCFEVJos+9oD6/7xhkRbV9GW+SYRNWvWVBp4cfefP6Jd348BeSaGu7tiz/Gzasg2u9fJKajT2gUv74fnuLxyvRa5Xi6jgmMhRPR/aekZ6DjoE8z+ZBgykws+SWNd51645nuIMzsTlUIf93VBUGgYtA0qKNrkKa/RoF4dnA66rGjz270OdZ17AfJM9OvRCQd8cr4pWVUiX8ShTusueBTql+NyfTNrnD2ylyNHFwMWQkQAbtx/DDvHFjizcw0AUeD1Gnbph7DT+/hlRFSKNa/vgKjIpzCsWEXRJtJT0KVtc2w/7KNou3bmAGwbtAYyM+DetT1OBIaoI12E3b6PDx0b48mVczkul+joYePWHahRtbKKMyufWAgRARg2aSZibhfuS69pj8EIObYTWlr8a0RU2lmamSL5xRNYOTgp2kRmOob27qpUDD2+cg5m1epCZKajW/tW8LsUptI8g69HoEWb9kiOfphrzIRZizCoh7MKsyrf+A1OBMBvzyZUqd+qwPGt3Ufh4uHtLIKIypjom5dQv5P7uwZ5Job27oqd3u8uQcXdvwYjq6oQGWno0KoZAq7eUEluQVdvom07Z7x58STXmIZd+mHVd5+rJB9NwW9xImQNsBZ+7gSsazvlG9tx0Cc4t3dDySdFRCXi6qm9iklYAQDyTAxy66x0k3TswwjomVpCZKSibdMmCLl2p0RzOhd6HR2cOyDlZWSuMWZV68Bv36YSzUMTsRAi+j8zE2NcC/SB5YcNc41xGe6B016rVZgVEZWE09tXof/kWe8a5Bno172TohgyMNDD04d3oVPBHCI9Bc2aNFB60qw4nblwFZ06dkBqfHSuMbomFXHs0D6YGhuVSA6ajIUQ0b9UNDPB1UAfmFerm21Zr3EzcWzzCjVkRUQlYdcfntmLoR6dsOdU1k3KlmameHz/HnSMzSBPe4OG9evhxr1HxZrDsXPBcOnSKdf5wwBA36IyTvv4onn9WsW6bcrCQojoPypbmiM04IzSnEUDpszBgTWL1ZgVEZWEXX94Zg2o+FZmBvp164DDvhcAZE3S+uDeHegYSSFPTYZjvXpKo1O/j8O+F9DTtSvSX+Xen7F1NZwP8Edbp3rFsk3KjoUQUQ7sK1fClUA/SO0cMGLmAuz8fZG6UyKiErL7zx/h/smX7xoyM9Crc1vFOENVrCriTsRtaBuawtTaDlWsKubcUSHsOxUAdzcXZLyOyzVGWrU2rlwIQEOHD957e5Q7jgBH5Z5cLi9SxW9fxQrPbl+BkYF+sedERKXL3tU/oXdmBg6uXQog69H6Lu1a4Oz5ELRpUg/2Miu8iHoKM9MK+fSUv13H/DCkb688B261rNkIl/1PFkvRRXnjGSEq1z77/jfI6jVH/KukIq3PIohIcxz4ewl6jpmueC8y0tCupZPiibF/F0FT5i3FB806ITkltVDb2HroNAa7u+VZBFWp3wq3L51lEaQiLISo3Joybyl+/XY6om8GY8gnU9WdDhGVAQfXLkWP0Z8p3ov0VCz4VflJ0fhXSdjw56+4f8kHju26IyU1rUB9r99zDCP794I85XWuMTVadMXtCz4wL4YzT1QwLISo3GrRpD609I2gU8EckyeMV3c6RFRGHF6/DK6jsv7x1HPMdOz/6xel5WYmxjh/zhfGNtVw/5IPGnTsjbT0jDz7XL3jMMYN+Qjy1ORcY+p3+gg3/Y/yTLSKsRCicmtkn67w2ncY5wKC0KtDwUeNJiI6uuE3XL55T3HPUEZGBhp17Y/XySkAAMcPqyHsYiAsP2yIiMBjaNjJHRkZmTn2tWLzXkwa0R/ytDe5bq9Vn5G4fOIfzluoBiyEqFwb0K09x94goiJp6FAdABCf+BoVrOxw5eRuWFS2RXxi1qWt6rY2uB3sD8sPG+Km/2E07toPcrlcqY+lG3bh0zFDINJTct1Ot5FTEbBvI6fsURPudSIiojxUrl4LqXFRAID0xFhYV/1AcWbI3LQC/I8fgr6ZNcLP7IeT6yBFMeS5ehs+HzcMIiO3G6olGDR1Lrw3/qaKj0G5YCFERESUhzkLPAHJu5/LtITnsLStjpSUrJukHarbYuPWHZBo6+LyiX/QotcwzF+xAV9PGQWRmZ5zpxItTJz7M7x++04VH4HywEKIiIgoD994jMLGvd6A9ruh91LjomD+r2JoUA9njJ/1PQDg0hEvLJg2BiIzlxuotXQw6+dVnEW+lGAhRESkBn9s3a/uFKgQRvbpilP+FyHRNVC0pcQ+g3mVaorLZKu//xKt+oz8/1KRc0da2pi3fA08P/+khDOmgipUIeTp6YlmzZrBxMQEVlZWcHd3x61bt5RioqOjMXr0aMhkMhgZGcHV1RURERFKMampqZg6dSosLS1hbGyM3r1748mTJ0ox1apVg0QiUXrNmjVLKebRo0fo1asXjI2NYWlpiWnTpiEtTXk8h7CwMDg7O8PQ0BBVqlTBwoULIUQuBygRkQr0Hv85PIa7w3nAOHWnQoXQqWUjXLt5C9qGpoq2lJeRqCizV9xAfWbXWlRv2jHH9SW6BvD8czPmTx2tinSpgApVCPn6+mLKlCkICgrCiRMnkJGRARcXFyQlZY3aK4SAu7s77t27h/379yM0NBT29vbo0qWLIgYAPvvsM+zduxdeXl7w9/fH69ev0bNnT2RmKj96uHDhQkRGRipec+fOVSzLzMyEm5sbkpKS4O/vDy8vL+zevRszZ85UxCQmJqJr166QyWS4ePEiVqxYgcWLF2Pp0qVF2llERO+r36RZOPj3EgCA3z9r0XXYZDVnRIVR54OqePLoIfSkVoq2tIQYVJJVxb0nUdDT1cF1f2/Ude6ltF4Fm+rYdeg4Zo0fouqUKT/iPcTExAgAwtfXVwghxK1btwQAER4erojJyMgQFhYWYs2aNUIIIeLj44Wurq7w8vJSxDx9+lRoaWkJb29vRZu9vb1YtmxZrts+cuSI0NLSEk+fPlW0bd++Xejr64uEhAQhhBArV64UUqlUpKSkKGI8PT2FTCYTcrk8x35TUlJEQkKC4vX48WMBQNEnlVGxwUJsRdZ/idTkVNBlIdHWEci6bqJ49Rj9qbpTo0JKT08XFWQ1lP4/SnQNhO/Fq4qY37fsE33Gfy6+/XWdSE1LV2O2pVgJfjcnJCQU6Pf7ve4RSkhIAABYWFgAyLrkBQAGBu+uoWpra0NPTw/+/v4AgODgYKSnp8PFxUURI5PJ4OjoiICAAKX+f/rpJ1SsWBGNGjXCokWLlC57BQYGwtHRETKZTNHWrVs3pKamIjg4WBHj7OwMfX19pZhnz57hwYMHOX4mT09PSKVSxcvOzq7Q+4WIKCfjp83M8QbaIxt+xUcTvsxhDSqtdHR08OrpHVg5OCnaRHoKOrRqinMh1wAAU4b1wb6/fsGCaR9DT5dznJdWRS6EhBCYMWMG2rZtC0dHRwBA7dq1YW9vj9mzZyMuLg5paWn48ccfERUVhcjISABAVFQU9PT0YG5urtSftbU1oqKiFO8//fRTeHl5wcfHBx4eHli+fDkmT353CjkqKgrW1tZKfZibm0NPT0/RT04xb9//e1v/Nnv2bCQkJChejx8/LsruISJSsvv4Wdy7cDrX5fv++gWDps7NdTmVTo2atVR6LzLS0GfgUDVlQ0VR5BLVw8MDV69eVZzpAQBdXV3s3r0bY8eOhYWFBbS1tdGlSxd079493/6EEJBIJIr306e/mwG4QYMGMDc3R//+/RVniQAoxefWz39jxP9vlM5pXQDQ19dXOoNERFQcvvh6HnJ9kuj/dv6+CPr6eti0+FvVJEXv5d6TKBzfujJbe9yTu2rIhoqqSGeEpk6digMHDsDHxwe2trZKy5ycnHD58mXEx8cjMjIS3t7eiI2NRfXqWUOV29jYIC0tDXFxcUrrxcTEZDt7828tW2ZV3Xfu3FH089+zOnFxcUhPT1f0k1NMTEwMAOS5LSKi95WRkQlv/0sAgKN+F3H/0pkCrbd5yXyMm/1jCWZGxeUDWxvUbtsjW3uFSlXUkA0VVaEKISEEPDw8sGfPHpw+fVpR3OREKpWiUqVKiIiIwKVLl9CnTx8AWYWSrq4uTpw4oYiNjIxEeHg4WrdunWt/oaGhAIDKlSsDAFq1aoXw8HDFJTcAOH78OPT19eHk5KSI8fPzU7q36Pjx45DJZKhWrVphPjoRUYGlpWegUde+qGQhBQDM+HoB8jsb9I7A2h/nYIbn7yWWHxWfG36H0HPMdKW29Wv/VlM2VCSFuQN70qRJQiqVijNnzojIyEjFKzk5WRGzc+dO4ePjI+7evSv27dsn7O3tRd++fZX6mThxorC1tRUnT54UISEholOnTqJhw4YiIyNDCCFEQECAWLp0qQgNDRX37t0TO3bsEDKZTPTu3VvRR0ZGhnB0dBSdO3cWISEh4uTJk8LW1lZ4eHgoYuLj44W1tbUYMmSICAsLE3v27BGmpqZi8eLFBf7MBb3rnEo5PjVGKvImJVXUaNFV1GjeRQghxNlL4QISrWxPiuX10jezFmcvheezJSpNZi/+SwAQplVqqjuVsqUUPDVWqEIot7+069evV8T8+uuvwtbWVujq6oqqVauKuXPnitTUVKV+3rx5Izw8PISFhYUwNDQUPXv2FI8ePVIsDw4OFi1atBBSqVQYGBgIBwcHMW/ePJGUlKTUz8OHD4Wbm5swNDQUFhYWwsPDQ+lReSGEuHr1qmjXrp3Q19cXNjY2Yv78+bk+Op8TFkLlBAshUoGkNymimlMHAUCs2501HEjDLv0KVQQZWFQWgVduqPmTUFE07zlMHDpzXt1plC2loBCSCMFhlvOSmJgIqVSKhIQEmJqa5r8ClU4vQwBvJ8A1GLBoou5sqBxKTEqGY5tueHzFH5YfNsTziMsIvXEXTvVr5z7n1H8YWtrirO9pONWtWcLZEpUSJfjdXNDfbw5sQET0nuISX8OxTVc8Cw8CAMz4PGtMoIlfzitwEWRkbY8gPx/Ur5X7vZdEVPxYCBERvYfY+Feo16ojom9mDeRqUqUmZk8YivA7D3DR+58C9VHBpjouBPiiTnUO4Eqkapx9noioiKJj41G7eXtFEQQAM76aAwAYP/NbiIzUfPswqVITIUH+LIKI1IRnhIiIiuBx9As0atURL++HK9qkdg6YP3U0wm7fx/kjO/LtQ1q1Nq4E+MK+ilW+sURUMnhGiEq1NX73EJWQou40iJQ8fBqDBs3bKxVBADDrm3kAgI8/nQ2RkZbTqgrm1esh7MJZFkFEasZCiEqty4/j4Xn0BoauCULMKxZDVDrcfRSJBi3bIv7RDaV2q1pNMGv8EJwLvY6QE7vz7KNijQa4duEs7KwtSzJVIioAFkJUav3sfRNyAdx7kYRha84j9nX+91sQlaQb9x+jUcu2SHwS8Z8lEixZ/DMAYOzUz/N8UsyqVhPcuOiHypbmucYQkeqwEKJSa65bXUgNdQEAd5+/RsDdWDVnRJos7PZ9NG3VDq8j72Vb5tDGFcN7dcZOb1/cOuedax+V6zbHzYu+qGQuLclUiagQWAhRqVVXZorNY5vDsoI+Vg5rgl4NZepOiTRU8PUItGjTHsnRD7Mtk+joY/OfvwIAPKZNR25zitk2aI2bF3xgblqhJFOlYtK+/1is3nFY3WmQCvCpMSrVGtiawf+rjjDQ1VZ3KqShgq7eRMeOnZDyMjLH5d2GTkAzx5r4ZvlaPI8IzTGmauP2uOZ/DBWMDEoyVSoGcrkczd2GIth7B84d3A5d3T0Y09dV3WlRCeIZISr1WASRuvgHX4Ozs3OuRZCBRWVs//0HxCW+xi8L5+YY80HzzrgRcJxFUBkgl8vh5DoIwd5ZQx/I095g/NB+2HrotJozo5LEQohKjTdpmUjLkKs7jXItLT0DGRmZ6k6jTDgVFIpOnTogLT4m15ifl/8BMxNjDJoyC6lxUdmW12rtihv+3jAy0C/JVKkYZGRkolHX/rh8Qnk0cHlqMkYO6IOd3r5qyoxKGgshKjUWHroGj20hyMhkMVQSUlLTUL9DLzi5DoRczn2cF2//S+jetQvSE1/kGtOoa39MHfERTgWF4qTXmmzL67TviWu+h6CnyzsQSrusIqgvwk7vzXG5POU1PvlkgoqzIlVhIUSlgnd4JLZfeIzj16Px2Y7LyJTnfMMpFU1ySirqteuO2wHeuHpqD1r0GqbulEqtAz6B6OXaFemvX+YaoyethENb/oRcLsfgER9nGzyxQee+uHpqH3R0eFm3tEtLz0D9jn1w7cyBXGMkugbYtWObCrMiVWIhRGoXnZiCWXvCFO8PXY3EF/9cgRAshorD6+QU1GntgnsX393ncOmIF9r2/ViNWZVOu475oW9PV2QkxecZ993i31DFqiLGzPoBL+5cUVrm5DoIocd3sQgqI8Ii7uPu5cA8Yz7/fim6tmqiooxI1VgIkdrN3hOG+OR0pbY9IU/x9b7wXNaggop/lYTaLTvhUahftmXn9m5AlyGT1JBV6bTl4CkMdndDZnJinnF1nXvhy3GDcTE8Apt/9VRa1rL3CFw66gUtLX61lhVOdWti/2Fv6BjnPLbTRxO+xM9f8u9Jeca/raRWe0Ke4PTNnG9G3Xb+ERYcvKbijMqPuMTXqNuyE56G5f6v3VNef6LX2BkqzKp0WrfHG6MG9IY85XWecbomFjiy9W8AQN/hH0OelqxY1q7fGATu31SieVLJ6N6+GXbtPwJtQxOl9uY9h2HPnz+pKStSFRZCpDYxr1Kw4OD1PGPWn3uAH4/eVFFG5cfzuATUbt4Bkdcv5Bt7aN0yDJgyRwVZlU5/eh3E+CF9IU9Nzjd2zqIlsK9ihZmef+DJlXOK9i5DJ8Hvn7UlmSaVMPfOrbH1n4PQ0jcGkFXYnt2zQb1JkUrwcQZSm2/2hSPhTXq+cX/63oWBrhY+61JLBVmVfZEv4lC/ZQfE3r1a4HX+WemJkYYG2LT42xLMrPT5ddMeTB83FCI9/3nsarV2xfypo3ExPAK/LpylaO8x+lMcXr+8BLMkVRnUwxkpXntw9nwI/vaclf8KVC6wECK1OHjlGY5diy5w/PKTETDQ1cZE5xolmFXZ9zj6BRq16oiX9wt/f9XmJfNhaGCA1d9/WQKZlT4//+2FWZNGZXviKyeGFavg5J7NSEvPQI+PBiDz/5fQ3D/5AntX/1zSqZIKjXJ3wSh3F3WnQSrES2OkcrGvUzHvQOHv/fnx6E2sP3e/BDIqHx4+jUGD5u2LVARlEfjrh9mYvmhFseZVGn33x2bMmjiyQEWQRFcf23bshJ21JXqNma54Smygx9csgojKARZCpHLfHriGl0n5/wDlZMHB69h2/lExZ6RacrkcySn5X4opjLuPItGgZVvEP7rxfh0JOZZ/8xnmLMk+QGB58c3ytfh22hiIzPwvywKAxzc/wb1za6zecRjHt64EIMGImQuwY8X3JZsoEakECyFSqSNhkTh8Ned5mwrq631h2B38pJgyUq2MjEw06tIPdVq7FFsxdOv+EzRq2RaJTyKKpT8IOVb9tqxcTsXx+U+r8P3MCYA8o0DxjbsNwG/ffIqHT2MwbcLHgBAYN9tT4+6lIirPWAiRyrxMSsM3xTA2kBDAo5f5P+FT2rwdwTbMZx8ehfqhvrMb0tIL9oOcm/A7D+DUqh1eR94rpiwBs6p1cDngTLkbEHDad79iyWwPQF6wAs/Mvg789myCXC6Hc+9BSEuMxeRvF2PND1+VcKZEpEoshEhlvtkfjtgiXhL7ty+6OWB617L1BFlKahrqtuuBm/6HFW33LpxCg469i3zmJfTGXTRv3R5J0Q+KKUvAorojwi+ehX0Vq2LrszSY9M1irJg3AxAFm2NNx0iK44f2o4KRAdw+no6HoX747Lvl+GMBx1wiKm9YCJFKFMclMQCY61YHUzp+WAwZqc7r5BTUbt0Nd8+fyLbs1rmjaNy1X6EnQb0Qdhut27XHm+ePiytNWNZshOsXz6KKVcVi67M0+PjLRfjz+y8LXARBooWf/liDZo41Me+39Ti2dSVm/bwKy76eWrKJEpFasBCiEvfidSrmvuclMYkE+K5PPYxr90ExZaUaiUnJqNO6Cx6GnMk1JvzMfjTtMbjAfQZcvoH2zs5IiX1WDBlmsa7TFDcv+MG6olmx9VkajJixABt+mQug4PPW9Ro7HTNGD8DBM+exaNan+GbpX/D8/JOSS5KI1IqFEJW4r/eGFfkpMQDQkgA/9q2PEa2qFV9SKhCX+Bq1m3dUGoE4N6HHdqFl7xH5xvldCkPHDs5IjYsqjhQBADLHVrh5/gwqmpnkH1wG/PvsWq0aHwBaBR8uzcl1EA6sWYz7T6IwZPBgLFy6EgumcXJaovKMhRCVqH2hTws1cOJ/aWtJsGRgQwxqVrUYsyp5z+MSULuZc4GmuHjr/MEtcB4wLtflx84Fo0unjkhLeF4cKQIAqjZqhxtBJ2FmYlxsfaqT28efwbHDu/uuvpkyAnN+WQVo5X/jd43mXRB0cCsAoGOfIVjww0+YM3F4ieZLROrHQohKlMzMEIa6RXv6SEdLgt8GN8ZHjW2LOauS9TQmFnWatUfM7ZBCr+v3z1q4DJuSrf2w7wX0dO2K9FexxZEiAOCDZp1wI/AETI2Niq1Pdeo6bDKObPgVN84eRpNuAxRnhhbNGIcZ3/8KSHL/urOu7YTLPgcVT8od3rkRM8cMVEneRKReLISoRDWvboE1I5tCX6dwh5qethZWDmsCtwaVSyizkvEw8jkcm7cr1Dxf/xVx63q2J8k2/XMAGa/j3jc9hVqtXXHt7FEYGegXW5/q5DxgHE5uW6V4H3Z6L5q7DVW8XzJ7CqbMWwxAkm1dU9taCD17AhWMDBRt9WqUrTOQRFR0LISoRDx+mQwhsm5QbVvTEquGN4GudvYfoZzo62hh9UgnuNSzKckUi93dR5Fo0LwN4h8WfXTnD1u64Ma5Y9nG8Nmx4nt0G1k8Ty3Vad8T13wPwUBfr1j6U7dWfUbmOPN7sPcOtHYfpXj/+7zpGDvrB/y7GDKsWAVBfidR2dJcFalSCQu9cRdV6reGf3Dhp/AhzcVCiIqdXC4wftMlfLv/3ZdRp9rWWDGkMXS08i6GDHW1sW50M3R0KFvj2Ny4//i9R3eu074nrvkdzrVA8d74G7oMnVTk/gGgQee+uHpqX7kYLFEul6Np98EIOrA515jA/ZvQcdC7J77+9pyF4dPnAQB0K1jg+LFjqFPdrsRzpZJ3KigUrVq3wbPwQHTu3JHFEBUYCyEqdjsuPcbNqFfYHPQQCw9eV7S7OlbGkoENkVstVEFfBxvHNEebDy1VlGnxCLt9H03fc3Tnhl364eqpfdDTzfsJpxNbV6LDwPFF2oaT6yCEHt9VLoqgjIxMNHYZgGDvHfnGntm5Bt1GvDubtnnpPAz7bB62796Htk71SjJNUiFjI0PFnyVa2njwrPierKTyjYUQFauYxBR4Hnl3aWjduftK7/s0qoIf+zWA5D/FkImBDjaNbY7m1S1UlWqxCL4egRZt2iM5+mGR+2jaYzBCju0scIHis+MvtO1buEe6W/YegUtHvaClVfb/ymdkZKJhl49w9dSeAq9zfMvv6D3+c8X7Lcvmo59Lu5JIj9SkZYPaOHX6NJxcByHiRhiG9+qs7pSojCj734pUqsw7cA2JKcrzZ632u4fFx24p3g9saoeFvd/9S9zMSBfbx7dEk6pl6z6NgMs30KadM968KPoEsK3dR+Hi4e2FLlDO7l5XoHGHgKwbiQP3bypKeqVOWnoG6jn3xHXfg4Ve91LA2fee241KtzaN6+LSUS/YWZets8qkXiyEqNis8buHo+E5n47+3ecOfjv17v6ZEa2q4esedWBZQQ/bx7eEYxWpqtIsFmcuXEXHjh2Q+rLo04Z0GjwB5/ZuKPL6gfs3oVmPIXnGdB06GWd2rinyNkqTlNQ01GnritsB3oVe165hW9y84JPvpUci0jwshOi9yeUCCw9ex6IjeT8ttfTEbaw6c1fxfnz7D3BiujPqVDYt6RSL1bFzwXDp0glp8TFF7qPH6E9xavuf753LhcPb0MQ15/Fueo6ZjuNb/3jvbZQGWfO1ueDehVOFXveD5p1xM+hkuRkviYiKFwshei8p6Znw2B6CdefuFyj+J++b+Pvsu5uKzY3L1iPcxTGw4UcTvsTh9cuLLaeLh7ejYZd+Sm39Js3CwbVLi20b6pSSmoY6rTrjYYhvodd1aNMdN/y9y814SURU/FgIUZHFJ6dhxNrzOBJWuKczNgU+RHJa2btXY/fxs3Dv4fJeAxsOnvYN9vz5UzFmBWhpaSHk2E7U7+gOABjy6bf4Z6VnsW5DnQz09VCzjmOh12vQuS/Czxzk5TAiyhMLISqS6MQU9FsVgIsPClcUVKtoBK9PWsJIr2z+OAkhzz8oRxKM/uJ7bP91YbHm85aWlhZCjv+D5Rt3Y9vyBSWyDXU67bW6UMMGNHcbWm6GCiCiksVCiAot4U06Rq27gLvPkwq13geWxvD6pBVkZob5B5dC/VzaYdueg9AyqFC4FSVamPjNL1j/89clk9j/6eho49ORfUt0G+r0dqTy/LTvPxbnD20tF0MFEFHJ4zcFFUpKeibGbbyIm1GvCrVejUrG8PqkJWykBvkHl2IDXZ2xadd+aOkXcLZ2iRY++245Vi2cWbKJlXMDPb6G766/843rNnJqgeKIiN5iIUQFJoTAZ16XC305rKZVBXh90gpWpmW7CHprWM9OWOe1B1p6+TyFpKWD2b/8iWVfF88cYZpq2ne/Ytcf+d/z9NGEL+G98TcVZERE5QkLISqwZSduw/ta4W6Mrm1jAq9PWqKSSfl6ameUuwv+2voPtPRyvswn0dbBgl/X4oeZRZsOg7J4rt6GFfNnAsjrspgEwz6bV+w3oRORZmAhRAXicysGv52+U6h16lQ2xbbxLVGxQvkqgt4a2787/ti4AxJd5c8n0dHDj39uxrceI9WUWfmwbo83vp46BpBn5h4k0cK42Z7Ysmy+yvIiovKFhRDl62n8G3z5z9VCrVO/ihTbx7eARRkbJ6iwJg7uhV/XbodEJ6sYkujqY9na7fhy3GA1Z1a2Hfa9gE+GDYBIT809SKKFiXN/xpofvlJdYkRU7rAQojw9i3+DwX8F4vmrPH6Q/qORnRm2jm8BM6PyXQS9NXXER1i8ZjN0jKVYtXl3uX5ySxWCrt7ER73dkJnyOveg/xdBvAmdiN4XCyHK1fNXqRi6JgiPX74p8DpO9ubYPLY5TA10SzCz0mfG6AF49vghJgxyU3cqZVpySio6d+2G9MQXuQexCCrTugyZhJ//9lJ3GkQKLIQoR69S0jF6/QU8iE0u8DrNq1tg05jmMNGwIuitSuZla+LY0sjIQB9Dx04GIMk5gEVQmZWWnoEGnT7CKa8/MWvSaPyxdb+6UyICwEKIcpCakYkJm4Nx7Vligddp82FFbPy4OYz1y+aI0VR6rPnhK4yYOT/7AhZBuQq7fR+9x3+u7jTyFJvwCo/uZE3MLDJSMW3MEOz0Lvz8cUTFjYUQKZHLs8YKCrhb8ElF29eqhLWjmsFQj9MZUPHYtPhbDJo6910Di6BcBV+PQIs27XHw7yVo1af0PqlY2dIcoQFnYCL7EBIdfbiNmIQe7VuoOy0i8J/vpGTu/nAcDS/4WEGdalth1fAm0OecTlTMvH77Dqmpqdi3ZgmLoFwEXb2Jjh07IeVlZNb7A5vRvr8u/P5Zq+bMclbd1gYX/X3wIj4RbRrXVXc6RABYCNH/CSHw/eEb2Hb+UYHXcalrjd+HNoGeDk8sUsnYu/pn7BvoDvfOrdWdSqnjdykMXbt2QVp8jFL72d3r0GWIHk5uX6WmzPLmUN0WDupOguhf+AtGSEnPxJRtIVjrf7/A6/Sob4OVw1gEUcljEZTdicAQdOncKVsR9NYprz/hOmqairMiKpv4K6bhXialYeiaIBwJK/jlsN4NZVgxpAl0tHn4EKnaYd8LcHPpmvcQAwCObVpR6m+gJioN+Eumwe7EvIb7H+cQ8ii+wOv0bVIFywY1grZWLo83E1GJ2XcqAO5uLkh//bJA8Qf/XoIBU+aUcFZEZRsLIQ118MozuP9xDo9eFnycoEFN7bC4f0MWQURqsOOIL/r3ckVGUkKh1vtnpSeGfjavhLIiKvtYCGmYxy+TMX7TJUzdHorXqRkFXm9Yi6r4sV99aLEIIlK5TftPYGhfN2S+eVWk9bf/+h0OnjlfzFkRlQ98akxDJCSnY8XpCGwKfIi0THmh1h3duhrm965XQpkRUV7W7DqCicMHQJ5W8LO3yiQYO+sH9OrAMXuIcsJCqJxLy5BjU+ADrDh9Bwlv0gu9/ri21TG3J8f7IFKHFVv24dMxQyDSU4rWgUQLHvOWYMW8z4o1L6LypFCXxjw9PdGsWTOYmJjAysoK7u7uuHXrllJMdHQ0Ro8eDZlMBiMjI7i6uiIiIkIpJjU1FVOnToWlpSWMjY3Ru3dvPHnyRCkmLi4OI0aMgFQqhVQqxYgRIxAfH68U8+jRI/Tq1QvGxsawtLTEtGnTkJaWphQTFhYGZ2dnGBoaokqVKli4cCGEEIX52GWSEAL7Qp+i05Iz+P7wjSIVQZM61GARRKQmS9btxKcfDy56EaSljZmev7MIIspHoQohX19fTJkyBUFBQThx4gQyMjLg4uKCpKQkAFk/vu7u7rh37x7279+P0NBQ2Nvbo0uXLooYAPjss8+wd+9eeHl5wd/fH69fv0bPnj2RmZmpiBk6dCguX74Mb29veHt74/LlyxgxYoRieWZmJtzc3JCUlAR/f394eXlh9+7dmDnz3eiziYmJ6Nq1K2QyGS5evIgVK1Zg8eLFWLp0aZF3WFlw7s4L9PrdH5/tuIwncQWfOf7fpnWuia9caxdzZkRUED/8uQVffDIcIiO1SOtLtHUwd+lfWPzVpGLOjKj8kYj3OD3y/PlzWFlZwdfXF+3bt8ft27fh4OCA8PBw1KuXdU9JZmYmrKys8NNPP2HcuHFISEhApUqVsHnzZgwaNAgA8OzZM9jZ2eHIkSPo1q0bbty4gbp16yIoKAgtWmRd1w4KCkKrVq1w8+ZNODg44OjRo+jZsyceP34MmUwGAPDy8sLo0aMRExMDU1NTrFq1CrNnz0Z0dDT09fUBAD/++CNWrFiBJ0+eQCLJfuNvamoqUlPfffkkJibCzs4OCQkJMDU1LequKnGZcoHj16Kw/twDXHhQsEdrczOzay1M7VyzmDIrJV6GAN5OQKstgLSOurMhytWf2w9gzdLvIeSZ+QfnQKKlg8lfzcPY/j0KtV5c4itsP3wak4f0KdJ2iYrkZQhwYTzgGgxYNCnWrhMTEyGVSvP9/X6ve4QSErIe47SwsAAARQFhYGCgiNHW1oaenh78/f0xbtw4BAcHIz09HS4uLooYmUwGR0dHBAQEoFu3bggMDIRUKlUUQQDQsmVLSKVSBAQEwMHBAYGBgXB0dFQUQQDQrVs3pKamIjg4GB07dkRgYCCcnZ0VRdDbmNmzZ+PBgweoXr16ts/k6emJBQsWvM9uUamE5HTsuPQIGwMe4ml80c7+/NtXrrUxqUONYsislNExyfpv4HD15kGUj4nmwMTv3qeHDADfAN7fFGotcwCTzQF4L3yfjRMVjWFltW26yIWQEAIzZsxA27Zt4ejoCACoXbs27O3tMXv2bKxevRrGxsZYunQpoqKiEBmZNSlgVFQU9PT0YG5urtSftbU1oqKiFDFWVlbZtmllZaUUY21trbTc3Nwcenp6SjHVqlXLtp23y3IqhGbPno0ZM2Yo3r89I1SapGZkwudmDPaGPoXPredIyyjcU2C5metWB+PafVAsfZU6pjWBnreBjKI9fkxU0hb/vR3b/lwCFPEkvZauPr6c74mBrs6FXnfC7EW4eHyP4r3HnO8xpl/3IuVBVGiGlctmIeTh4YGrV6/C399f0aarq4vdu3dj7NixsLCwgLa2Nrp06YLu3fP/CyWEULpUldNlq+KIeXslMKd1AUBfX1/pDFJpEvwwDv8EP8bhq5FITCn4GED5kUiABb3rYWSrasXWZ6lkWs4u91G5MenbJfjz+6VFL4L0jbBm224M7OtapPWXLNuKuq274sm1ixg85SuMHjsb0OIwc6QZilQITZ06FQcOHICfnx9sbW2Vljk5OeHy5ctISEhAWloaKlWqhBYtWqBp06YAABsbG6SlpSEuLk7prFBMTAxat26tiImOjs623efPnyvO6NjY2OD8eeUBwuLi4pCenq4U8/bs0L+3AyDb2aTSKvZ1KvaEPMWOS49xJ+Z1sfcvkQDfuztiWAv7Yu+biPL38ZeLsOGXbwAUrQjSNqiAjbv2Y1jPTkXOoYKRAcLPHcPlG3fRvmn9IvdDVBYVquQXQsDDwwN79uzB6dOnc7y09JZUKkWlSpUQERGBS5cuoU+frBvwnJycoKurixMnTihiIyMjER4eriiEWrVqhYSEBFy4cEERc/78eSQkJCjFhIeHKy65AcDx48ehr68PJycnRYyfn5/SI/XHjx+HTCbLdsmsNMnIlOPUjWhM2hKMlp6nsOjIjRIrgha512cRRKQmV27dw8bl36GoRZCOkRQ79h95ryLoLVNjIxZBpJEK9dTY5MmTsW3bNuzfvx8ODg6KdqlUCkNDQwDArl27UKlSJVStWhVhYWH49NNP4eTkhN27dyviJ02ahEOHDmHDhg2wsLDA559/jtjYWAQHB0NbWxsA0L17dzx79gyrV68GAHzyySewt7fHwYMHAWQ9jdaoUSNYW1vjl19+wcuXLzF69Gi4u7tjxYoVALJu5nZwcECnTp0wZ84cREREYPTo0fj222+VHrPPS0HvOi8O4U8TsCfkKQ5ceYoXr9PyX+E9aEmAH/s1wMCmpev+JyJNs3TDLnw+fjhERuH+zutUMMe+Q95wc25eQpkRlW0F/f0uVCGU230169evx+jRowEAv/32G3755RdER0ejcuXKGDlyJL755hvo6ekp4lNSUvDFF19g27ZtePPmDTp37oyVK1cq3ZT88uVLTJs2DQcOHAAA9O7dG7///jvMzMwUMY8ePcLkyZNx+vRpGBoaYujQoVi8eLHSPT5hYWGYMmUKLly4AHNzc0ycOBHffvttrp/lv0qyEHqdmoEL92Phd/sFzkY8x93nSfmvVAy0tSRYPKABPmpsm38wEZW4H9dsx5xJoyAyCzbwqa6pJQ57H0PXVsX7uDFReVIihZAmKslCKD45DYP/CsLNKNU9yaSjJcHywY3Qs4Es/2AiUplFqzZjrscYQJ73gxD6ZtY4efIU2jpx/j+ivBT095uPBaiRmZEeto5rgVrWFVSyPT1tLfw+tAmLIKJS6OtJI/Dtsr8ALe1cYwwqynDG9wyLIKJixEJIzSpW0MfWcS1Ro5JxiW5HT0cLq4Y3gaujTYluh4iKbsG0jzH751U5FkNGlewQcNYPLRtw6hui4sRCqBSoZKKP7eNborplyRRDBrpaWDOyKTrXKRtDBhBpsh9mjsfMH1YAkndfz8Y21XAh0B+N65TDUd+J1IyFUClhZWqAbeNboKqFUbH2a6irjXWjmsG5VqVi7ZeISs7irybh04XLAIkWTG1rIjToHOrVqKrutIjKJRZCpUhlqSG2jW+BKmaGxdKfsZ42No5pjtYfWhZLf0SkOsvnTsO8X9fiapA/atrzvj6iksKnxvKhynGE3noUm4xBfwUiMiGlyH2YGOhgw8fN4WRvnn8wERFROcOnxsqwqhWNsG18S1iZFG3OM6mhLraOa8EiiIiIKB8shEqp6pbG2Da+JSwr6OUf/C8WxnrYNr4FGtialUxiRERE5QgLoVLsQ6sK2Da+JSyMC1YMWVbQw/bxLVFPJi3hzIiIiMoHFkKlXC1rE2wZ2wJmRrp5xlmZ6MPrk5ZwsDFRUWZEpGpXHsdj5Zk76k6DqFxhIVQG1JWZYsvYFjA10MlxeWWpAXZMaIUPrVgEEZVX5+/FYtjf5/Gz9y38fjpC3ekQlRsshMoIxypSbBrbAib6ysWQrbkhdk5oVWKDMRJR6XDgyjO8Ts2ah2zx8ds4cOWZmjMiKh9YCJUhjezMsGFMMxjrZQ2/b1/RCDsmtIJdMQ/CSESlz3d9HOHeKGs8oY4OleBSlyPFExUHjiOUD3WMI5Sf8/disfDQdawd1Qw2UgN1p0NEKpIpF9gY8AAjWtlDV5v/jiXKS0F/v1kI5aM0FkIAIISARCJRdxpERESlEgdULOdYBBEREb0/FkJERESksVgIERERkcZiIUREREQai4UQERERaSwWQkRERKSxWAgRERGRxmIhRERERBqLhRARERFpLBZCREREpLFYCBERFZNXKenqToGIComFEBHRe0pOy8Ciw9fR4odT8L39XN3pEFEhsBAiInpPs3aHYc3Z+0hOy8Qnmy7h3J0X6k6JiAqIhRAR0Xv6oW99NK5qBgBIzZBjx8XH6k2IiApMR90JEBGVdRX0dbBpTHPM2h2G/k1t0dHBSt0pEVEBsRAiIioGJga6+GNYE3WnQUSFxEtjREREpLFYCBEREZHGYiFEREREGouFEBEREWksFkJERESksVgIERERkcZiIURE5c6Gc/ex+NgtdadBRGUAxxEionLlL7+7+OHITQCAtpYE07vWUnNGRFSasRAionLjD587+OVfZ4J+PRUBHS0JpnauqcasiKg0YyFERGXay6Q0+N1+jmPXonA0PCrb8iUnbkNHWwuTOtRQQ3ZEVNqxECKiMkUuF7jyJB5nbj3HmdvPEfYkHnKR9zo/ed+EjpYE49t/oJokiajMYCFERKXe27M+Z27FwC/iBV4mpRVqfX0dLVx+HI+E5HRIjXRLKEsiKotYCBFRqSOXC1x9moAzt2Lgc6tgZ31y82nnmhjf/gNU0OfXHRFlx28GIioV3vesz79Vq2iEPo2q4KPGVVDN0rgYsySi8oaFEBGpxb/P+py59RxX3+OsDwDYWRiiu2Nl9KhfGY3szIotTyIq31gIEREAICL6FWpam6hkW7N2X8WJ69GIfY+zPjUqGaNZNQs0r26BZtUsYGdhVIwZEpGmYCFERDh+LQoe20IxqrU9vnar+159XX4cD6mhLmxMDWCop51jTPizhEIXQeZGunCuVQmd6lij7YeWsDDWe688iYgAFkJEGu9IWCQ+9QpFeqbAmrP3oSWRYHaPOkXuLy45DQNXByItQ45m1cyxc0IrSCQSpZg6NqYIf5qYbV2poS4+tKoAO3ND2FkYwc7cCLYWhqhqYQSZ1BBaWpJs6xARvQ8WQkQabF/oU8zcdQWZcgH7ikboXNsazg6VIITIVrwUVEcHK6wa1gSTtoTg4oM4/BP8BAOa2inF1K5sCgCooK+Dlh9YoHUNS7T8oCLqVDYp8naJiIpCIoR4j9sTy7/ExERIpVIkJCTA1NRU3ekQFZun8W8w3esyOtSuhK51rIv9/qDj16IwZVsIpIZ6OP25M0wN3o3f8zT+DZ7GvUGTqmbQ0ebcz0RU/Ar6+81CKB8shIiKzjs8Eh7bQjG1U0182oXzfRGR6hT095uXxoioxLg6VkbAbHNYmRioOxUiohzxnDQRlSgWQURUmrEQIiIiIo3FQoiIiIg0FgshIiIi0lgshIiIiEhjsRAiIiIijcVCiIiIiDQWCyEiIiLSWIUqhDw9PdGsWTOYmJjAysoK7u7uuHXrllLM69ev4eHhAVtbWxgaGqJOnTpYtWqVUszdu3fx0UcfoVKlSjA1NcXAgQMRHR2tFFOtWjVIJBKl16xZs5RiHj16hF69esHY2BiWlpaYNm0a0tKUZ7QOCwuDs7MzDA0NUaVKFSxcuBAcTJuIiIiAQhZCvr6+mDJlCoKCgnDixAlkZGTAxcUFSUlJipjp06fD29sbW7ZswY0bNzB9+nRMnToV+/fvBwAkJSXBxcUFEokEp0+fxrlz55CWloZevXpBLpcrbW/hwoWIjIxUvObOnatYlpmZCTc3NyQlJcHf3x9eXl7YvXs3Zs6cqYhJTExE165dIZPJcPHiRaxYsQKLFy/G0qVLi7SziIiIqJwR7yEmJkYAEL6+voq2evXqiYULFyrFNWnSRMydO1cIIcSxY8eElpaWSEhIUCx/+fKlACBOnDihaLO3txfLli3LddtHjhwRWlpa4unTp4q27du3C319fUXfK1euFFKpVKSkpChiPD09hUwmE3K5PMd+U1JSREJCguL1+PFjAUApXyIiIirdEhISCvT7/V73CCUkJAAALCwsFG1t27bFgQMH8PTpUwgh4OPjg9u3b6Nbt24AgNTUVEgkEujr6yvWMTAwgJaWFvz9/ZX6/+mnn1CxYkU0atQIixYtUrrsFRgYCEdHR8hkMkVbt27dkJqaiuDgYEWMs7Oz0ra6deuGZ8+e4cGDBzl+Jk9PT0ilUsXLzs6uiHuHqHR7lZKOufvCEPMqRd2pEBGpTZELISEEZsyYgbZt28LR0VHR/ttvv6Fu3bqwtbWFnp4eXF1dsXLlSrRt2xYA0LJlSxgbG+Orr75CcnIykpKS8MUXX0AulyMyMlLRz6effgovLy/4+PjAw8MDy5cvx+TJkxXLo6KiYG1trZSTubk59PT0EBUVlWvM2/dvY/5r9uzZSEhIULweP35c1F1EVGrdf5GEj1YGYEvQIwxbcx6xr1PVnRIRkVoUefZ5Dw8PXL16NdtZnN9++w1BQUE4cOAA7O3t4efnh8mTJ6Ny5cro0qULKlWqhF27dmHSpEn47bffoKWlhSFDhqBJkybQ1tZW9DN9+nTFnxs0aABzc3P0799fcZYIACQSSba8hBBK7f+NEf+/UTqndQFAX19f6QwSUXmUlJqB6ISsM0FP49/g4ctkVKzA456INE+RCqGpU6fiwIED8PPzg62traL9zZs3mDNnDvbu3Qs3NzcAWUXM5cuXsXjxYnTp0gUA4OLigrt37+LFixfQ0dGBmZkZbGxsUL169Vy32bJlSwDAnTt3ULFiRdjY2OD8+fNKMXFxcUhPT1ec9bGxscl25icmJgYAsp0pItIkjlWkWDu6GSZsvoQ/hjVBk6rm6k6JiEgtCnVpTAgBDw8P7NmzB6dPn85WuKSnpyM9PR1aWsrdamtrZ3siDAAsLS1hZmaG06dPIyYmBr17985126GhoQCAypUrAwBatWqF8PBwpctpx48fh76+PpycnBQxfn5+SvcWHT9+HDKZDNWqVSvMRycqd5pXt4Dflx3RuoalulMhIlKfwtyBPWnSJCGVSsWZM2dEZGSk4pWcnKyIcXZ2FvXq1RM+Pj7i3r17Yv369cLAwECsXLlSEbNu3ToRGBgo7ty5IzZv3iwsLCzEjBkzFMsDAgLE0qVLRWhoqLh3757YsWOHkMlkonfv3oqYjIwM4ejoKDp37ixCQkLEyZMnha2trfDw8FDExMfHC2trazFkyBARFhYm9uzZI0xNTcXixYsL/JkLetc5ERERlR4F/f0uVCEEIMfX+vXrFTGRkZFi9OjRQiaTCQMDA+Hg4CCWLFmi9Lj6V199JaytrYWurq6oWbNmtuXBwcGiRYsWQiqVKvqYN2+eSEpKUsrn4cOHws3NTRgaGgoLCwvh4eGh9Ki8EEJcvXpVtGvXTujr6wsbGxsxf/78XB+dzwkLISIiorKnoL/fEiE4zHJeEhMTIZVKkZCQAFNTU3WnQ0RERAVQ0N9vzjVGREREGouFEBEREWksFkJERESksVgIERERkcZiIUREREQai4UQERERaSwWQkRERKSxWAgRERGRxmIhRERERBqLhRARERFpLBZCREREpLF01J1Aafd2KrbExEQ1Z0JEREQF9fZ3O78pVVkI5ePVq1cAADs7OzVnQkRERIX16tUrSKXSXJdz9vl8yOVyPHv2DCYmJpBIJCW6rcTERNjZ2eHx48ec6T4H3D954/7JG/dP3rh/8sb9k7fSuH+EEHj16hVkMhm0tHK/E4hnhPKhpaUFW1tblW7T1NS01BxIpRH3T964f/LG/ZM37p+8cf/krbTtn7zOBL3Fm6WJiIhIY7EQIiIiIo3FQqgU0dfXx7x586Cvr6/uVEol7p+8cf/kjfsnb9w/eeP+yVtZ3j+8WZqIiIg0Fs8IERERkcZiIUREREQai4UQERERaSwWQkRERKSxWAgRERGRxmIhVAjz58+HRCJRetnY2CiW/3fZ29cvv/yiiElNTcXUqVNhaWkJY2Nj9O7dG0+ePFHaTlxcHEaMGAGpVAqpVIoRI0YgPj5eKebRo0fo1asXjI2NYWlpiWnTpiEtLU0pJiwsDM7OzjA0NESVKlWwcOHCfCefex+q2j/VqlXL1sesWbOUYsrr/vnrr7/QoUMHmJqaQiKRZDsuAM0+fgqyfzT1+Hn58iWmTp0KBwcHGBkZoWrVqpg2bRoSEhKUtlMWjx9V7RtNPXYAYMKECahRowYMDQ1RqVIl9OnTBzdv3lTaTlk8dgAAggps3rx5ol69eiIyMlLxiomJUSz/d3tkZKRYt26dkEgk4u7du4qYiRMniipVqogTJ06IkJAQ0bFjR9GwYUORkZGhiHF1dRWOjo4iICBABAQECEdHR9GzZ0/F8oyMDOHo6Cg6duwoQkJCxIkTJ4RMJhMeHh6KmISEBGFtbS0GDx4swsLCxO7du4WJiYlYvHhxmd8/9vb2YuHChUp9vXr1SiP2z7Jly4Snp6fw9PQUAERcXFy27Wjy8VOQ/aOpx09YWJjo27evOHDggLhz5444deqUqFmzpujXr5/Sdsri8aOqfaOpx44QQqxevVr4+vqK+/fvi+DgYNGrVy9hZ2dXLn67WAgVwrx580TDhg0LHN+nTx/RqVMnxfv4+Hihq6srvLy8FG1Pnz4VWlpawtvbWwghxPXr1wUAERQUpIgJDAwUAMTNmzeFEEIcOXJEaGlpiadPnypitm/fLvT19UVCQoIQQoiVK1cKqVQqUlJSFDGenp5CJpMJuVxeuA9eQKrYP0JkfRktW7Ys137L6/75Nx8fnxx/6DX5+Pm33PaPEDx+/m3nzp1CT09PpKenCyHK7vGjin0jBI+df7ty5YoAIO7cuSOEKLvHjhBC8NJYIUVEREAmk6F69eoYPHgw7t27l2NcdHQ0Dh8+jLFjxyragoODkZ6eDhcXF0WbTCaDo6MjAgICAACBgYGQSqVo0aKFIqZly5aQSqVKMY6OjpDJZIqYbt26ITU1FcHBwYoYZ2dnpVE+u3XrhmfPnuHBgwfvvyNyUdL7562ffvoJFStWRKNGjbBo0SKlU6vldf8UhCYfP4XB4ydLQkICTE1NoaOTNf92WT5+SnrfvMVjB0hKSsL69etRvXp12NnZASjbxw4LoUJo0aIFNm3ahGPHjmHNmjWIiopC69atERsbmy1248aNMDExQd++fRVtUVFR0NPTg7m5uVKstbU1oqKiFDFWVlbZ+rOyslKKsba2Vlpubm4OPT29PGPevn8bU9xUsX8A4NNPP4WXlxd8fHzg4eGB5cuXY/LkyUr9lMf9UxCafPwUFI+fLLGxsfjuu+8wYcIERVtZPX5UsW8AHjsrV65EhQoVUKFCBXh7e+PEiRPQ09NT5F4Wjx0A0Mk/hN7q3r274s/169dHq1atUKNGDWzcuBEzZsxQil23bh2GDRsGAwODfPsVQkAikSje//vPxRkj/n+zWU7rFgdV7Z/p06cr/tygQQOYm5ujf//+in+pAZq1f/6Lx0/eePwAiYmJcHNzQ926dTFv3jylZWXx+FHVvtH0Y2fYsGHo2rUrIiMjsXjxYgwcOBDnzp1TxJbFYwfgGaH3YmxsjPr16yMiIkKp/ezZs7h16xbGjRun1G5jY4O0tDTExcUptcfExCgqXhsbG0RHR2fb1vPnz5Vi/lsZx8XFIT09Pc+YmJgYAMhWbZeUktg/OWnZsiUA4M6dO4p+yuP+KQhNPn6KStOOn1evXsHV1RUVKlTA3r17oaurq1hWXo6fktg3OdG0Y0cqlaJmzZpo3749/vnnH9y8eRN79+4FULaPHRZC7yE1NRU3btxA5cqVldrXrl0LJycnNGzYUKndyckJurq6OHHihKItMjIS4eHhaN26NQCgVatWSEhIwIULFxQx58+fR0JCglJMeHg4IiMjFTHHjx+Hvr4+nJycFDF+fn5K16+PHz8OmUyGatWqFc8OyEdJ7J+chIaGAoBiO+V1/xSEJh8/RaVJx09iYiJcXFygp6eHAwcOZPtXf3k5fkpi3+REk46dnAghkJqaCqCMHzslcgt2OTVz5kxx5swZce/ePREUFCR69uwpTExMxIMHDxQxCQkJwsjISKxatSrHPiZOnChsbW3FyZMnRUhIiOjUqVOOj883aNBABAYGisDAQFG/fv0cH0Hs3LmzCAkJESdPnhS2trZKjyDGx8cLa2trMWTIEBEWFib27NkjTE1NS/QRRFXsn4CAALF06VIRGhoq7t27J3bs2CFkMpno3bu3oo/yvH8iIyNFaGioWLNmjQAg/Pz8RGhoqIiNjVXEaPLxk9/+0eTjJzExUbRo0ULUr19f3LlzR+lx6bL+/aOKfaPJx87du3fFDz/8IC5duiQePnwoAgICRJ8+fYSFhYWIjo5WxJXFY0cIPj5fKIMGDRKVK1cWurq6QiaTib59+4pr164pxaxevVoYGhqK+Pj4HPt48+aN8PDwEBYWFsLQ0FD07NlTPHr0SCkmNjZWDBs2TJiYmAgTExMxbNiwbI8BP3z4ULi5uQlDQ0NhYWEhPDw8lB43FEKIq1evinbt2gl9fX1hY2Mj5s+fX2KPHwqhmv0THBwsWrRoIaRSqTAwMBAODg5i3rx5IikpSamf8rp/5s2bJwBke61fv14Ro8nHT377R5OPn7dDCuT0un//viKuLB4/qtg3mnzsPH36VHTv3l1YWVkJXV1dYWtrK4YOHap4LP6tsnjsCCGERIiSHK6RiIiIqPTiPUJERESksVgIERERkcZiIUREREQai4UQERERaSwWQkRERKSxWAgRERGRxmIhRERERBqLhRARERFpLBZCREREpLFYCBEREZHGYiFEREREGut/M7wB7Et8YfEAAAAASUVORK5CYII=", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sj = show_predicate(isthmus_parks, bounds, 'intersects')\n", "sj.head()" @@ -193,10 +633,132 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "a9c46d03", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    geometryindex_rightOBJECTID_leftPark_IDTypeAcreagePark_NameShortNameSubtypeSHAPESTAreaSHAPESTLengthNEIGHB_NAME
    0POLYGON ((573100.000 290000.000, 573100.000 29...3564513590TRAFFICWAY0.08Paterson Street (North) Street EndPaterson StNone3549.678101239.046579Tenney-Lapham Neighborhood Association
    0POLYGON ((573100.000 290000.000, 573100.000 29...1264283540TRAFFICWAY0.10Few Street (South) Street EndFew StNone4522.502594270.158029Marquette Neighborhood Association
    0POLYGON ((573100.000 290000.000, 573100.000 29...9265091000MINI3.58Orton ParkOrtonNone156086.6642761712.836076Marquette Neighborhood Association
    \n", + "
    " + ], + "text/plain": [ + " geometry index_right \\\n", + "0 POLYGON ((573100.000 290000.000, 573100.000 29... 35 \n", + "0 POLYGON ((573100.000 290000.000, 573100.000 29... 12 \n", + "0 POLYGON ((573100.000 290000.000, 573100.000 29... 92 \n", + "\n", + " OBJECTID_left Park_ID Type Acreage \\\n", + "0 6451 3590 TRAFFICWAY 0.08 \n", + "0 6428 3540 TRAFFICWAY 0.10 \n", + "0 6509 1000 MINI 3.58 \n", + "\n", + " Park_Name ShortName Subtype SHAPESTArea \\\n", + "0 Paterson Street (North) Street End Paterson St None 3549.678101 \n", + "0 Few Street (South) Street End Few St None 4522.502594 \n", + "0 Orton Park Orton None 156086.664276 \n", + "\n", + " SHAPESTLength NEIGHB_NAME \n", + "0 239.046579 Tenney-Lapham Neighborhood Association \n", + "0 270.158029 Marquette Neighborhood Association \n", + "0 1712.836076 Marquette Neighborhood Association " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sj = show_predicate(bounds, isthmus_parks, 'overlaps')\n", "sj.head()" @@ -222,10 +784,104 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "f7586c06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    SPECIESDIAMETERgeometryindex_rightNEIGHB_NAME
    055422.0POINT (569406.122 285635.225)6Bram's Addition Neighborhood Association
    155420.0POINT (569391.615 285635.545)6Bram's Addition Neighborhood Association
    232014.0POINT (569383.333 285772.643)6Bram's Addition Neighborhood Association
    332020.0POINT (569407.725 285782.686)6Bram's Addition Neighborhood Association
    432020.0POINT (569431.459 285792.707)6Bram's Addition Neighborhood Association
    \n", + "
    " + ], + "text/plain": [ + " SPECIES DIAMETER geometry index_right \\\n", + "0 554 22.0 POINT (569406.122 285635.225) 6 \n", + "1 554 20.0 POINT (569391.615 285635.545) 6 \n", + "2 320 14.0 POINT (569383.333 285772.643) 6 \n", + "3 320 20.0 POINT (569407.725 285782.686) 6 \n", + "4 320 20.0 POINT (569431.459 285792.707) 6 \n", + "\n", + " NEIGHB_NAME \n", + "0 Bram's Addition Neighborhood Association \n", + "1 Bram's Addition Neighborhood Association \n", + "2 Bram's Addition Neighborhood Association \n", + "3 Bram's Addition Neighborhood Association \n", + "4 Bram's Addition Neighborhood Association " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# read back in the trees and hoods data\n", "trees = gp.read_file(datapath / 'Street_Trees.geojson', index_col=0)\n", @@ -236,10 +892,118 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "d3f3da2b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    CodeDescription
    0768Cherry 'Pink Flair'
    1769Amur Chokecherry
    2762Black Cherry
    3666Crabapple 'Adirondack'
    4665Crabapple 'Sugar Tyme'
    .........
    248800Oak Spp.
    249681White Mulberry
    250680Mulberry Spp.
    251805Buckthorn Spp.
    252804Swamp White Oak
    \n", + "

    253 rows × 2 columns

    \n", + "
    " + ], + "text/plain": [ + " Code Description\n", + "0 768 Cherry 'Pink Flair'\n", + "1 769 Amur Chokecherry\n", + "2 762 Black Cherry\n", + "3 666 Crabapple 'Adirondack'\n", + "4 665 Crabapple 'Sugar Tyme'\n", + ".. ... ...\n", + "248 800 Oak Spp.\n", + "249 681 White Mulberry\n", + "250 680 Mulberry Spp.\n", + "251 805 Buckthorn Spp.\n", + "252 804 Swamp White Oak\n", + "\n", + "[253 rows x 2 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# now read the excel file with tree species lookup - might need to fiddle with skiprows parameter\n", "tree_species = pd.read_excel(datapath / 'Madison_Tree_Species_Lookup.xlsx', \n", @@ -249,10 +1013,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "97cbc192", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Code int64\n", + "Description object\n", + "dtype: object" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check out the data types \n", "tree_species.dtypes" @@ -260,17 +1037,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "5b67ef41", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SPECIES object\n", + "DIAMETER float64\n", + "geometry geometry\n", + "index_right int64\n", + "NEIGHB_NAME object\n", + "dtype: object" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trees_with_hoods.dtypes" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "70f9b0b6", "metadata": {}, "outputs": [], @@ -282,20 +1075,217 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "a89989b2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SPECIES int64\n", + "DIAMETER float64\n", + "geometry geometry\n", + "index_right int64\n", + "NEIGHB_NAME object\n", + "dtype: object" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "trees_with_hoods.dtypes" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "69fb939b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    SPECIESDIAMETERgeometryindex_rightNEIGHB_NAMECodeDescription
    055422.0POINT (569406.122 285635.225)6Bram's Addition Neighborhood Association554Honeylocust Var.
    155420.0POINT (569391.615 285635.545)6Bram's Addition Neighborhood Association554Honeylocust Var.
    25548.0POINT (569453.239 285930.349)6Bram's Addition Neighborhood Association554Honeylocust Var.
    355417.0POINT (569463.866 285930.348)6Bram's Addition Neighborhood Association554Honeylocust Var.
    455420.0POINT (569478.882 285930.117)6Bram's Addition Neighborhood Association554Honeylocust Var.
    ........................
    10975097619.0POINT (568756.395 285356.696)11Burr Oaks Neighborhood Association976Elm 'Regal'
    10975197615.0POINT (568814.361 285356.511)11Burr Oaks Neighborhood Association976Elm 'Regal'
    10975297610.0POINT (568827.546 285356.119)11Burr Oaks Neighborhood Association976Elm 'Regal'
    109753804.0POINT (566329.451 283988.236)2Arbor Hills Neighborhood Association80Dawn Redwood
    109754804.0POINT (566329.451 283988.236)2Arbor Hills Neighborhood Association80Dawn Redwood
    \n", + "

    109755 rows × 7 columns

    \n", + "
    " + ], + "text/plain": [ + " SPECIES DIAMETER geometry index_right \\\n", + "0 554 22.0 POINT (569406.122 285635.225) 6 \n", + "1 554 20.0 POINT (569391.615 285635.545) 6 \n", + "2 554 8.0 POINT (569453.239 285930.349) 6 \n", + "3 554 17.0 POINT (569463.866 285930.348) 6 \n", + "4 554 20.0 POINT (569478.882 285930.117) 6 \n", + "... ... ... ... ... \n", + "109750 976 19.0 POINT (568756.395 285356.696) 11 \n", + "109751 976 15.0 POINT (568814.361 285356.511) 11 \n", + "109752 976 10.0 POINT (568827.546 285356.119) 11 \n", + "109753 80 4.0 POINT (566329.451 283988.236) 2 \n", + "109754 80 4.0 POINT (566329.451 283988.236) 2 \n", + "\n", + " NEIGHB_NAME Code Description \n", + "0 Bram's Addition Neighborhood Association 554 Honeylocust Var. \n", + "1 Bram's Addition Neighborhood Association 554 Honeylocust Var. \n", + "2 Bram's Addition Neighborhood Association 554 Honeylocust Var. \n", + "3 Bram's Addition Neighborhood Association 554 Honeylocust Var. \n", + "4 Bram's Addition Neighborhood Association 554 Honeylocust Var. \n", + "... ... ... ... \n", + "109750 Burr Oaks Neighborhood Association 976 Elm 'Regal' \n", + "109751 Burr Oaks Neighborhood Association 976 Elm 'Regal' \n", + "109752 Burr Oaks Neighborhood Association 976 Elm 'Regal' \n", + "109753 Arbor Hills Neighborhood Association 80 Dawn Redwood \n", + "109754 Arbor Hills Neighborhood Association 80 Dawn Redwood \n", + "\n", + "[109755 rows x 7 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# now we can merge - check out the left_on, right_on args\n", "trees_final = trees_with_hoods.merge(tree_species, left_on='SPECIES', right_on='Code')\n", @@ -304,7 +1294,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "6b021718", "metadata": {}, "outputs": [], @@ -329,7 +1319,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "e851aac3", "metadata": {}, "outputs": [], @@ -358,7 +1348,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "36c9b2ef", "metadata": {}, "outputs": [], @@ -374,7 +1364,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "6586df5e", "metadata": {}, "outputs": [], @@ -385,10 +1375,313 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "a9a6b6e9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
    Make this Notebook Trusted to load map: File -> Trust Notebook
    " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#now join this back into the GeoDataFrame of hoods\n", "hoods.merge(mts, left_on='NEIGHB_NAME', right_index=True)[['NEIGHB_NAME','max_tree', 'geometry']].explore(column='max_tree')" diff --git a/notebooks/part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb b/notebooks/part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb index a9c442a..4a2fb24 100644 --- a/notebooks/part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb +++ b/notebooks/part1_flopy/02-Building-Post-Processing-MODFLOW6.ipynb @@ -351,22 +351,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/03_Loading_and_visualizing_models.ipynb b/notebooks/part1_flopy/03_Loading_and_visualizing_models.ipynb index d02858c..dea519b 100644 --- a/notebooks/part1_flopy/03_Loading_and_visualizing_models.ipynb +++ b/notebooks/part1_flopy/03_Loading_and_visualizing_models.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -73,200 +73,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading simulation...\n", - " loading simulation name file...\n", - " loading tdis package...\n", - " loading model gwf6...\n", - " loading package dis...\n", - " loading package ic...\n", - " loading package npf...\n", - " loading package sto...\n", - " loading package rch...\n", - " loading package oc...\n", - " loading package chd...\n", - " loading package sfr...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - " loading package lak...\n", - " loading package wel...\n", - " loading package obs...\n", - " loading solution package pleasant...\n" - ] - }, - { - "data": { - "text/plain": [ - "['pleasant']" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim_ws = Path('data/pleasant-lake/')\n", "sim = flopy.mf6.MFSimulation.load('pleasant', sim_ws=str(sim_ws), exe_name='mf6',\n", @@ -277,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -295,54 +104,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "xll:552400.0; yll:387200.0; rotation:0.0; units:meters; lenuni:2" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.modelgrid" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['DIS',\n", - " 'IC',\n", - " 'NPF',\n", - " 'STO',\n", - " 'RCHA_0',\n", - " 'OC',\n", - " 'CHD_OBS',\n", - " 'CHD_0',\n", - " 'SFR_OBS',\n", - " 'SFR_0',\n", - " 'LAK_OBS',\n", - " 'LAK_LAKTAB',\n", - " 'LAK_0',\n", - " 'WEL_0',\n", - " 'OBS_3']" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.get_package_list()" ] @@ -356,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -373,30 +146,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "pmv = flopy.plot.PlotMapView(m, ax=ax)\n", @@ -409,20 +161,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "pmv = flopy.plot.PlotMapView(m, ax=ax)\n", @@ -439,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -464,20 +205,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(14, 5))\n", "xs = flopy.plot.PlotCrossSection(model=m, line={\"row\": 30}, ax=ax)\n", @@ -496,20 +226,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(14, 5))\n", "xs_line = [(552400, 393000), (552400 + 5000, 393000 - 4000)]\n", @@ -544,20 +263,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "rch_inches = m.rcha.recharge.array[:, 0, :, :].mean(axis=(1, 2)) * 12 * 365.25 / .3048 \n", "fig, ax = plt.subplots()\n", @@ -567,23 +275,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 34681.345768 , 3936.71297726, 4173.97054668, 32372.63194945,\n", - " 67273.4195892 , 111815.619908 , 857.271577 , 564.02517632,\n", - " 1314.61455638, 504.22246896, 9767.05138672, 4700.137398 ,\n", - " 3202.62911 ])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.rcha.recharge.array[:, 0, :, :].sum(axis=(1, 2)) * 100**2" ] @@ -600,102 +294,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    layerrowcolumnqboundnameper
    02242-396.867pleasant_2-13-20
    12172-409.900pleasant_2-9-20
    2323440.000pleasant_3-12-230
    3325260.000pleasant_3-13-140
    432454-878.654pleasant_3-13-280
    \n", - "
    " - ], - "text/plain": [ - " layer row column q boundname per\n", - "0 2 24 2 -396.867 pleasant_2-13-2 0\n", - "1 2 17 2 -409.900 pleasant_2-9-2 0\n", - "2 3 23 44 0.000 pleasant_3-12-23 0\n", - "3 3 25 26 0.000 pleasant_3-13-14 0\n", - "4 3 24 54 -878.654 pleasant_3-13-28 0" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs = []\n", "for kper, df in m.wel.stress_period_data.get_dataframe().items():\n", @@ -714,30 +315,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$m^3$/day')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAHFCAYAAABVUkUQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABk3ElEQVR4nO3dd3hTZf8G8DujSbpLW7pLh4xS2jJaNgiogCzFhYgiIDLUylaGC1BAhshPfLGiCE5ciAqiFmSJIEs62JsOWkqB7p08vz9KAqEttLTNSZP7c1253jenT06+OVRy85znfI9MCCFARERERCYjl7oAIiIiImvDAEZERERkYgxgRERERCbGAEZERERkYgxgRERERCbGAEZERERkYgxgRERERCbGAEZERERkYgxgRERERCbGAEZkIjKZrFqP7du333Ff8+fPx88//1zrembPnl2rfVDNBQYGYuDAgfX+PleuXMHMmTMRGhoKe3t7ODs7IyQkBMOHD0dCQoJh3O7duzF79mxkZWXVe00N2ezZsyGTyep0nz179kTPnj3rdJ/UcCilLoDIWuzZs8fo+dtvv41t27Zh69atRttDQ0PvuK/58+fj8ccfx+DBg+uyRLIQeXl56NSpE/Ly8vDKK6+gdevWKCwsxMmTJ/HTTz8hLi4OERERAMoD2Jw5czBy5Ei4uLhIW7gZe/755/Hggw9KXQZZEAYwIhPp1KmT0fPGjRtDLpdX2E5UWz/88ANOnz6NrVu3olevXkY/mzJlCnQ63V3vu7CwELa2trUtscEoKCiAnZ0d/Pz84OfnJ3U5ZEF4CpLIjFy9ehUvvvgifH19oVKpEBwcjNdeew3FxcWGMTKZDPn5+fj8888Npy31pzEuX76MF198EaGhoXBwcICHhwfuu+8+/P3333dVz/nz5yGTybBo0SLMmzcPTZo0gUajQVRUFP766y+jsSNHjkRgYGCFfVR26kYmkyE6OhqrV69GixYtYGtri6ioKPz7778QQmDx4sUICgqCg4MD7rvvPpw+fdro9T179kRYWBj+/vtvdOrUCba2tvD19cUbb7wBrVZrNHbOnDno2LEjXF1d4eTkhHbt2mHVqlUQQhiNKy4uxtSpU+Hl5QU7Ozvce++9OHjwIAIDAzFy5Eijsenp6Rg3bhz8/PygUqkQFBSEOXPmoKysrNrHdv369YiIiIBGo0FwcDA++OADw8/y8vLg4uKCcePGVXjd+fPnoVAosHjx4ir3feXKFQCAt7d3pT+Xy8v/6p89ezZeeeUVAEBQUFCF0+D606U//fQT2rZtC41Ggzlz5tToGHz00Udo3bo1HBwc4OjoiJCQEMyaNcvw84KCAkybNg1BQUHQaDRwdXVFVFQU1q5de9vjt2bNGshkMmzevBmjRo2Cq6sr7O3tMWjQIJw9e7bC+C1btuD++++Hk5MT7Ozs0LVr1wq/w/rf1f/++w+PP/44GjVqhHvuucfoZzfT6XRYtGgRQkJCoFar4eHhgWeffRYpKSlG44QQWLRoEQICAqDRaNCuXTv8/vvvt/18ZAUEEUlixIgRwt7e3vC8sLBQRERECHt7e7FkyRIRGxsr3njjDaFUKkX//v0N4/bs2SNsbW1F//79xZ49e8SePXvEkSNHhBBCHD9+XLzwwgvi22+/Fdu3bxcbN24Uo0ePFnK5XGzbts3o/QGIt95667Y1njt3TgAQ/v7+olu3bmLdunXihx9+EO3btxc2NjZi9+7dRp8nICCgwj7eeustcetfNQBEQECA6NKli/jpp5/E+vXrRfPmzYWrq6uYPHmyePjhh8XGjRvF119/LTw9PUVERITQ6XSG1/fo0UO4ubkJHx8f8cEHH4g///xTTJgwQQAQL730ktF7jRw5UqxatUps3rxZbN68Wbz99tvC1tZWzJkzx2jcU089JeRyuZgxY4aIjY0Vy5YtE/7+/sLZ2VmMGDHCMC4tLU34+/uLgIAA8fHHH4stW7aIt99+W6jVajFy5MjbHk8hhAgICBC+vr6iSZMm4rPPPhObNm0STz/9tAAgFi9ebBg3efJkYW9vL7Kysoxe/8orrwiNRiMyMzOrfI9du3YJAKJ9+/Zi/fr1VY5NTk4WL7/8sgAgfvrpJ8PvU3Z2tqFWb29vERwcLD777DOxbds2sW/fvmofg7Vr1woA4uWXXxaxsbFiy5YtIiYmRkyYMMEwZty4ccLOzk4sXbpUbNu2TWzcuFG8++67Yvny5bc9jqtXrzb8bj733HPi999/FytXrhQeHh7C399fXLt2zTD2yy+/FDKZTAwePFj89NNPYsOGDWLgwIFCoVCILVu2GMbpf1cDAgLE9OnTxebNm8XPP/9s9LObjR07VgAQ0dHR4o8//hAxMTGicePGwt/fX1y+fLnCfkePHm2o09fXV3h5eYkePXrc9nOS5WIAI5LIrQEsJiZGABDff/+90biFCxcKACI2Ntawzd7e3igUVKWsrEyUlpaK+++/XzzyyCNGP6tJAPPx8RGFhYWG7Tk5OcLV1VU88MADRp+nJgHMy8tL5OXlGbb9/PPPAoBo06aNUdhatmyZACASEhIM23r06CEAiF9++cVov2PGjBFyuVxcuHCh0s+j1WpFaWmpmDt3rnBzczO8z5EjRwQAMX36dKPx+gBx87EeN26ccHBwqPAeS5YsEQAMYbgqAQEBQiaTibi4OKPtvXv3Fk5OTiI/P18IIcSZM2eEXC4X77//vmFMYWGhcHNzE6NGjbrtewghxNy5c4VKpRIABAARFBQkxo8fL+Lj443GLV68WAAQ586dq7RWhUIhTpw4YbS9uscgOjpauLi43LbOsLAwMXjw4Dt+nlvpA9itv9f//POPACDeeecdIYQQ+fn5wtXVVQwaNMhonFarFa1btxYdOnQwbNP/rr755psV3u/W3+Njx44JAOLFF180Grd3714BQMyaNUsIIcS1a9eERqOpsk4GMOvFU5BEZmLr1q2wt7fH448/brRdf/rr1tMlVYmJiUG7du2g0WigVCphY2ODv/76C8eOHbvr2h599FFoNBrDc0dHRwwaNAg7d+6scMqvunr16gV7e3vD85YtWwIA+vXrZ3SqR7/9woULRq93dHTEQw89ZLRt2LBh0Ol02Llzp2Hb1q1b8cADD8DZ2RkKhQI2NjZ48803ceXKFWRkZAAAduzYAQAYMmSI0f4ef/xxKJXGS2U3btyIXr16wcfHB2VlZYZHv379jPZ1O61atULr1q0r1J6Tk4P//vsPABAcHIyBAwdixYoVhtOl33zzDa5cuYLo6Og7vscbb7yBpKQkfPbZZxg3bhwcHBwQExODyMjIO57eu1lERASaN29utK26x6BDhw7IysrCU089hV9++QWZmZkV9t+hQwf8/vvvmDFjBrZv347CwsJq1wYATz/9tNHzLl26ICAgANu2bQNQfpHB1atXMWLECKNadTodHnzwQezfvx/5+flG+3jsscfu+L76/d96erpDhw5o2bKl4b/XPXv2oKioqMo6yXoxgBGZiStXrsDLy6vCOhMPDw8olUrDup7bWbp0KV544QV07NgR69atw7///ov9+/fjwQcfrPEX2828vLwq3VZSUoK8vLy72qerq6vRc5VKddvtRUVFRts9PT2rrFN/rPbt24c+ffoAAD755BP8888/2L9/P1577TUAMBwT/fhb96lUKuHm5ma07dKlS9iwYQNsbGyMHq1atQKASkNGVXXernYAmDhxIk6dOoXNmzcDAP73v/+hc+fOaNeu3R3fQ/95Ro0ahZiYGCQkJGDHjh1QqVSYOHFitV4PVL6OrLrHYPjw4fjss89w4cIFPPbYY/Dw8EDHjh0NnwcAPvjgA0yfPh0///wzevXqBVdXVwwePBinTp2qVn1VHUv9cbx06RKA8jB9a70LFy6EEAJXr16942e+1e3W2fn4+Bh+rv/f2/2Zk3XiVZBEZsLNzQ179+6FEMIohGVkZKCsrAzu7u533MdXX32Fnj174qOPPjLanpubW6va0tPTK92mUqng4OAAANBoNEYXC+hVJ5DcDf0X6601ATCEpm+//RY2NjbYuHGj0QzerT3U9OMvXboEX19fw/aysrIKwdfd3R0RERGYN29epXX5+PjcsfaqjufNtQDAfffdh7CwMHz44YdwcHDAf//9h6+++uqO+6/Kvffeiz59+uDnn39GRkYGPDw87viaynpf1eQYjBo1CqNGjUJ+fj527tyJt956CwMHDsTJkycREBAAe3t7zJkzB3PmzMGlS5cMs2GDBg3C8ePH71hfVceyadOmhloBYPny5VVecXxr8K5Ovy/9n1NaWlqFqyMvXrxoeF/9uKrqrOzCFbIOnAEjMhP3338/8vLyKoSDL774wvBzPbVaXemMlkwmg1qtNtqWkJBQoQdZTf30009GM1C5ubnYsGEDunfvDoVCAaD8irmMjAyjYFRSUoI///yzVu9dldzcXPz6669G27755hvI5XLce++9AMqPh1KpNNQIlM96ffnll0av04//7rvvjLb/+OOPFa7qGzhwIA4fPox77rkHUVFRFR7VCWBHjhxBfHx8hdodHR0rzG5NmDABv/32G2bOnAlPT0888cQTd9z/pUuXKm01odVqcerUKdjZ2Rl6ful/X2oyQ3o3x8De3h79+vXDa6+9hpKSEhw5cqTCGE9PT4wcORJPPfUUTpw4gYKCgjvW8vXXXxs93717Ny5cuGC4Mrhr165wcXHB0aNHK601KirKMMtaE/fddx8AVAjE+/fvx7Fjxwz/vXbq1AkajabKOsl6cQaMyEw8++yz+N///ocRI0bg/PnzCA8Px65duzB//nz0798fDzzwgGFseHg4tm/fjg0bNsDb2xuOjo5o0aIFBg4ciLfffhtvvfUWevTogRMnTmDu3LkICgqqUYuEWykUCvTu3dvQQ2rhwoXIyckxtCQAgCeffBJvvvkmhg4dildeeQVFRUX44IMP7nqN2J24ubnhhRdeQFJSEpo3b45Nmzbhk08+wQsvvIAmTZoAAAYMGIClS5di2LBhGDt2LK5cuYIlS5ZUCKmtWrXCU089hffeew8KhQL33Xcfjhw5gvfeew/Ozs6Gtg0AMHfuXGzevBldunTBhAkT0KJFCxQVFeH8+fPYtGkTYmJi7tgvysfHBw899BBmz54Nb29vfPXVV9i8eTMWLlwIOzs7o7HPPPMMZs6ciZ07d+L111+vVlj48ssv8fHHH2PYsGFo3749nJ2dkZKSgk8//RRHjhzBm2++adhPeHg4AOD//u//MGLECNjY2KBFixZwdHSscv/VPQZjxoyBra0tunbtCm9vb6Snp2PBggVwdnZG+/btAQAdO3bEwIEDERERgUaNGuHYsWP48ssv0blz5wrHojIHDhzA888/jyeeeALJycl47bXX4OvrixdffBEA4ODggOXLl2PEiBG4evUqHn/8cXh4eODy5cuIj4/H5cuXK8wYV0eLFi0wduxYLF++HHK5HP369cP58+fxxhtvwN/fH5MnTwYANGrUCNOmTcM777xjVOfs2bN5CtLaSXwRAJHVuvUqSCGEuHLlihg/frzw9vYWSqVSBAQEiJkzZ4qioiKjcXFxcaJr167Czs7O6Eqq4uJiMW3aNOHr6ys0Go1o166d+Pnnnyu9QhE1uApy4cKFYs6cOcLPz0+oVCrRtm1b8eeff1YYv2nTJtGmTRtha2srgoODxYcffljlVZC3tovQv9fNrRiEEGLbtm0CgPjhhx8M23r06CFatWoltm/fLqKiooRarRbe3t5i1qxZorS01Oj1n332mWjRooVQq9UiODhYLFiwQKxatarClX9FRUViypQpwsPDQ2g0GtGpUyexZ88e4ezsLCZPnmy0z8uXL4sJEyaIoKAgYWNjI1xdXUVkZKR47bXXjK7srExAQIAYMGCA+PHHH0WrVq2ESqUSgYGBYunSpVW+ZuTIkUKpVIqUlJTb7lvv6NGjYurUqSIqKko0btxYKJVK0ahRI9GjRw/x5ZdfVhg/c+ZM4ePjI+RyuQBgaFmir7Uy1TkGn3/+uejVq5fw9PQUKpVK+Pj4iCFDhhhd0TpjxgwRFRUlGjVqZPgzmjx58m3bbAhx4yrI2NhYMXz4cOHi4mJoz3Lq1KkK43fs2CEGDBggXF1dhY2NjfD19RUDBgww+r3S/67e3ELi1p/dTKvVioULF4rmzZsLGxsb4e7uLp555hmRnJxsNE6n04kFCxYIf39/oVKpREREhNiwYYPo0aMHr4K0YjIhbulGSER03fnz5xEUFITFixdj2rRpUpdj0LNnT2RmZuLw4cP1+j67d+9G165d8fXXX2PYsGH1+l5VKSkpQWBgILp164bvv/9ekhrM0Zo1azBq1Cjs378fUVFRUpdDVGM8BUlEBGDz5s3Ys2cPIiMjYWtri/j4eLz77rto1qwZHn30UZPXc/nyZZw4cQKrV6/GpUuXMGPGDJPXQET1hwGMiAiAk5MTYmNjsWzZMuTm5sLd3R39+vXDggULjK6gNJXffvsNo0aNgre3N1asWFHt1hNE1DDwFCQRERGRibENBREREZGJMYARERERmRgDGBEREZGJcRG+mdLpdLh48SIcHR2rdVsMIiIikp4QArm5ufDx8TFq4nwrBjAzdfHiRfj7+0tdBhEREd2F5OTk294VgwHMTOlvA5KcnAwnJyeJqyEiIqLqyMnJgb+//21v5wUwgJkt/WlHJycnBjAiIqIG5k7Lh7gIn4iIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBrB6tWLECQUFB0Gg0iIyMxN9//y11SURERGQGGMDqyXfffYdJkybhtddew6FDh9C9e3f069cPSUlJUpdGREREEpMJIYTURViijh07ol27dvjoo48M21q2bInBgwdjwYIFd3x9Tk4OnJ2dkZ2dzZtxA7iSV4zCUq3UZZAZkstk8HbW3PHGt0REemVaHf4+lYleIR51vu/qfn8r6/ydCSUlJTh48CBmzJhhtL1Pnz7YvXt3pa8pLi5GcXGx4XlOTk691thQFJVqMWfDEazdlyx1KWTGOgS54rOR7eGg5l9pRHR7V/NL8PLa//DP6Sv4cFhbDIzwkaQO/m1VDzIzM6HVauHp6Wm03dPTE+np6ZW+ZsGCBZgzZ44pymswLmYV4oWvDiI+JRsAoFbyjDlVVKrVYd+5q3huzX58PqoDbFUKqUsiIjN19GIOxn55ACnXCmGnUkApl+57hQGsHt16SkQIUeVpkpkzZ2LKlCmG5zk5OfD396/X+szZ7tOZiF57CFfzS+BiZ4PlT7VF92aNpS6LzFBCShae/mQv9p27irFfHsAnz0ZBY8MQRkTGNsRfxCs/xqOoVIcmrnb45NkotPBylKweTinUA3d3dygUigqzXRkZGRVmxfTUajWcnJyMHtZICIGVO8/gmVV7cTW/BGG+TtgQ3Y3hi6oU4eeC1aPaw9ZGgb9PZSL6m/9QqtVJXRYRmQmtTuDd34/j5bWHUFSqQ/dm7vg1uquk4QtgAKsXKpUKkZGR2Lx5s9H2zZs3o0uXLhJVZf7yissQ/c0hzN90HDoBPB7phx/Hd4G/q53UpZGZiwp0xaoRUVAp5dhyLAOTvo1DGUMYkdXLLijFqDX7EbPjDABgXI9grBnVAS52Kokr4ynIejNlyhQMHz4cUVFR6Ny5M1auXImkpCSMHz9e6tLM0pnLeRj/5UGcysiDjUKGtwa1wtMdm/DKNqq2Lk3d8fHwSIz94gB+S0yD2kaOJY+3hlzO3yEia3TyUi7GfHEAF64UQGMjx6LHW+Oh1tIsuK8MA1g9efLJJ3HlyhXMnTsXaWlpCAsLw6ZNmxAQECB1aWbnzyPpmPp9PPKKy+DppMaKpyMRGdBI6rKoAerVwgPLn2qHl775Dz/9lwqNjQLzBocxyBNZmT8Op2HK9/EoKNHC18UWK5+NRCsfZ6nLMsI+YGbKGvqAaXUC728+iQ+3nQZQ3krgw2Ft4eGokbgyauh+iUvFpO/iIATwXNcgvDGwJUMYkRXQ6QTe33ISy7eWf690uccNHw5rB1d7051yZB8wMmvX8ksw8bs47Dx5GUD5l+TM/iGwUXBZItXew218UVyqw6vrEvDZP+dgp1JgWt8WUpdFRPUop6gUk7+Nw1/HMwAAo7sFYWa/ECjN9HuFAYxM7nBqNsZ/dRAp1wqhsZFj4WMReLiNr9RlkYUZ0t4fRWVavPnLEXy47TQ0NnJE39dM6rKIqB6czsjD2C8P4OzlfKiUcrz7aDgebecndVm3xQBGJrXuYApmrU9EcZkOAW52iHkmEi29LfMUK0nv2c6BKCrVYv6m41gSexIaGwWe7x4sdVlEVIe2HL2ESd/FIa+4DN7OGnw8PBIRfi5Sl3VHDGBkEiVlOrzz21F8secCAKBXi8ZY9mRbONvZSFwZWbqx996DwhId3t9yEu/8dgwaGwWe6cSLYYgaOp1O4MNtp7F080kA5euIVzzdDu4Oaokrqx4GMKp3l3KK8OLX/+HghWsAgEkPNMOE+5qxPQCZzIT7m6KwVIuYHWfw+s+HobFR4PFI8z49QURVyysuw5Tv4hB79BIA4NnOAXhjYGiDWkfMAEb1at+5q3jpm/9wObcYjhollj3ZBve3rPxuAET1RSaTYfqDLVBUqsWa3efx6o/xUCvlGGRGPYGIqHrOZeZj7BcHcCojDyqFHO8MDsOQ9g3v1n0MYFQvhBD4fPd5vPPbMZTpBEK8HBHzTCQC3e2lLo2slEwmw5sDQ1FUqsW3+5Mx+bs4qJVy9GnlJXVpRFRN205kYMLaQ8gtKu8bGfNMJNo2aZh9IxvOXB01GIUlWkz+Lg6zNxxFmU7godY++OnFLgxfJDm5XIZ5j4RjcBsflOkEor85hB3XW6EQkfkSQmDF9tN4bs1+5BaVoV0TF2yI7tZgwxfAGTCqY0lXCjDuq4M4lpYDhVyGWf1b4rmugWyCSWZDIZdhyROtUVymw++H0zH2iwNYM6oDOt/jJnVpRFSJgpIyvPJDAn5LTAMAPNWhCWY/FAq1UiFxZbXDGTCqM9tOZGDg8r9xLC0H7g4qfP18R4zuFsTwRWZHqZDj/4a2xX0hHigu02H05/sNF4kQkflIulKAR1fsxm+JabBRyDDvkTAseDS8wYcvgAGM6oBOJ/DBX6fw3Jr9yCkqQ9smLtjwcjd0CuaMApkvlVKOFU+3Q7em7igo0WLk6n04nJotdVlEdN2uU5l46H+7cDw9F+4OanwzphOe7mg5LWQYwKhWsgtLMfbLA1i6+SSEAJ7u2ATfju0Eb2dbqUsjuiONjQIrn41E+8BGyC0qw/BVe3EiPVfqsoismhACn+w8i2c/24usglK09nfBhpe7on2gq9Sl1SkGMLprJ9Jz8fCHu7DlWAZUSjkWPR6BeY9YxtQwWQ87lRKfjWyP1n7OuFZQiqc/3Yuzl/OkLovIKhWWaDHpuzjM23QMOgE8HumH7yz0H/UMYHRXNsRfxOD//YPzVwrg62KLdeO7YEhUw+vDQgQAjhobfP5cB7T0dkJmXjGe/nQvkq8WSF0WkVVJuVaAx2N245e4i1DIZZjzUCssfjwCGhvL/Ec9AxjVSJlWh3c2HsXLaw+hsFSLbk3dseHlbgj3c5a6NKJacbFT4cvRHdDUwwFp2UUY9um/SMsulLosIquw58wVPPThPzhyMQeu9ip8NbojRnSx7CvoGcCo2jLzivHMqr34dNc5AMALPe/B5891gKu9SuLKiOqGu4MaXz/fEQFudki+WoinP9mLjNwiqcsislhCCKz55xyeWbUXV/NL0MrHCRte7mYVbWEYwKhaDiVdw8APduHfs1dhr1Ig5pl2mP5gCBS8nyNZGE8nDb5+viN8XWxxNjMfwz/dh6v5JVKXRWRxikq1mPZDAmZvOAqtTmBwGx/8OL4LfF0sb71XZRjA6LaEEPhmbxKe/PhfpOcU4Z7G9vgluiseDPOWujSieuPXyA5fP98RHo5qnLiUi2c/24vswlKpyyKyGGnZhXjy4z1Y918K5DLg9QEt8f6TbWCrssz1XpVhAKMqFZVqMX1dAmatT0SJVoe+rTzx80td0dTDUerSiOpdoLs9vhnTEW72KhxOzcHI1fuQV1wmdVlEDd7+81cxaPkuxKdkw8XOBl881xHPdw+26PVelWEAo0qlZhViyMd78P2B8n+dTH8wBDHPRMJRYyN1aUQm09TDEV+O7ghnWxscSsrC85/vR2GJVuqyiBokIQS++vcCnlr5LzLzShDi5YgN0d3QrZm71KVJggGMKvjndCYGLd+FhJRsNLIrvzz/hZ73WN2/TogAINTHCV881wEOaiX+PXsV4746iOIyhjCimigu02LW+kS8/vNhlOkEBkR446cXu8Df1U7q0iTDAEYGQgjE7DiD4devRgnzLb8apXuzxlKXRiSp1v4uWD2qPWxtFNh58jKivzmEUq1O6rKIGoSMnCI8tfJfrN2XDNn1MyofPtUWdiql1KVJigGMAAB5xWV48ev/8O7vxw3dh38c3wV+jaz3XydEN2sf6IpPR0RBpZRj89FLmPxdHLQ6IXVZRGbtv6RrGLh8F/5LyoKTRonVI9vzjMp1DGCE0xl5GPy/f/D74XTYKGR4Z3CYRXcfJrpbXZu64+NnImGjkGFjQhqmr0uAjiGMqFLf7U/C0I//RUZuMZp7OuDX6G7o2cJD6rLMBgOYlfvjcDoG/+8fnM7Ig6eTGt+N64xnOgXwXydEVegV4oEPhraFQi7DjwdT8OavhyEEQxiRXkmZDm/8fBjT1924gv6nF7si0N1e6tLMinWfgLViWp3Ae7EnsGL7GQBAhyBX/G9YOzR2VEtcGZH56xfujffKdJj8fRy++jcJGqUCrw1oyX+4kNW7nFuMl77+D/vOXwUATO3dHC/1ago5m3ZXwABmha7ll2DCt4fw96lMAMDobkGY0S8ENgpOiBJV1+C2vigu02L6ukR8uuscbFUKTO3TQuqyiCSTkJKFcV8eRFp2ERzVSrz/ZBs8EOopdVlmiwHMyhxOzca4Lw8iNasQtjYKvPtYOB5u4yt1WUQN0pPtm6CoVIe3fj2C5VtPQ2OjwEu9mkpdFpHJrTuYgpnrE1FSpkNwY3usHB6Fph4OUpdl1hjArIgQAq//fBipWYUIcLPDx8MjEeLlJHVZRA3aiC6BKCrVYsHvx7H4zxPQ2CgwuluQ1GURmcyHW09hSexJAMD9IR54f2gbOLFp9x3xnJMVkclk+L+hbfBwGx/8Gt2N4YuojozrcQ8mPdAMAPD2xqP4eu8FiSsiMo0zl/OwbMspAMDL9zXFJ89GMXxVE2fArEyAmz3+b2hbqcsgsjgT72+GwlItPt5xFq//fBgapQKPRfpJXRZRvVr4+3GU6QTuC/HgGsga4gwYEVEdkMlkmPFgCEZ0DoAQwCs/xuO3hDSpyyKqN/vOXUXs0UuQy4CZ/UKkLqfBYQAjIqojMpkMbw1qhSej/KETwMRvD2HL0UtSl0VU53Q6gXm/HQVQfjFKM09HiStqeBjAiIjqkFwuw/xHw/FwGx+U6QRe/Po//H3qstRlEdWpjYlpiE/Jhp1Kgcm9m0ldToPEAEZEVMcUchnee6I1HmzlhRKtDmO+OIC9Z69IXRZRnSgu02LRH8cBAON73AMPR43EFTVMDGBERPVAqZDjg6faoleLxigq1eG5NftxKOma1GUR1doXuy8g5VohPJ3UeL47W67cLQYwIqJ6olLK8dEzkehyjxvyS7QY8dk+HE7Nlrosort2Lb8Ey7eWt52Y2rsF7FRspnC3GMCIiOqRxkaBT0dEISqgEXKKyvDsZ/tw8lKu1GUR3ZXlW08jp6gMIV6ObLNSSwxgRET1zE6lxOpR7dHazxlX80vw9Kd7cS4zX+qyiGrkwpV8fPnveQDArP4toeANtmuFAYyIyAQcNTb4/LkOCPFyxOXcYrz49X9Sl0RUI4v+OIFSrUD3Zu64t3ljqctp8BjAiIhMxMVOhS+e6wAAOJaWgyt5xRJXRFQ9By9cw2+JaZDJyme/qPYYwIiITMjDSYNgd3sAQCIX5FMDIITA/E3HAABPRPqhpTfvI1wXGMCIiEwsws8ZAJCYwgBG5u+Pw+k4eOEabG0UmNKb93usKwxgREQmFu7nAgCIZwAjM1dSpsO715uujukeBC9nNl2tKwxgREQmZpgBS82SthCiO/h67wVcuFIAdwc1xva4R+pyLAoDGBGRibXycYJcBlzKKcalnCKpyyGqVHZhKf7vr/Kmq1N6N4eDmk1X6xIDGBGRidmplGjm4QgASOBpSDJTK7adRlZBKZp5OGBIFJuu1jUGMCIiCYQbFuJnSVsIUSWSrxZg9T/nAQAz+4dAqWBcqGs8okREEmh9PYAlsBUFmaElsSdQotWhyz1u6NXCQ+pyLBIDGBGRBPRXQiakZEMIIW0xRDeJT87CL3EXDU1XZTLecqg+MIAREUkgxMsRSrkMV/NLkJpVKHU5RADKm67Ou9509ZE2vgjzdZa4IsvFAEZEJAGNjQIh3uUL8dmQlczFlmMZ2HfuKtRKOab2ZdPV+sQARkQkkXBfFwBsyErmoVSrw4Lfy2e/RncLgq+LrcQVWTYGMCIiibAhK5mTb/cl4ezlfLjZq/BCTzZdrW8MYEREEtEHMC7EJ6nlFpVi2ZbypqsTH2gGR42NxBVZPgYwIiKJNPd0hEopR25RGc5fKZC6HLJiMTvO4Ep+CYLd7fFUhyZSl2MVGMCIiCRio5Aj1NsJAJDAhqwkkYtZhfj073MAgBn9QmDDpqsmwaNMRCSh1oaO+FyIT9JYEnsCxWU6dAh0Re9QT6nLsRoMYEREErq5ISuRqR1Ozcb6Q6kAgFkD2HTVlBjAiIgkpF+If/hiNrQ6LsQn0xFCYP6mYxACeKi1D9r4u0hdklVhACMiktA9jR1gp1KgoESLs5fzpC6HrMj2E5ex+8wVqBRyvMKmqybHAEZEJCGFXIYwn/JZMDZkJVMp0+ow//oth0Z2DYS/q53EFVkfBjAiIomFGxbiZ0lbCFmNHw6m4FRGHlzsbPBSz6ZSl2OVrCqABQYGQiaTGT1mzJhhNCYpKQmDBg2Cvb093N3dMWHCBJSUlBiNSUxMRI8ePWBrawtfX1/MnTu3QhPFHTt2IDIyEhqNBsHBwYiJian3z0dEDZOhIWsqZ8Co/uUXl+G92JMAgAn3NYOzHZuuSkEpdQGmNnfuXIwZM8bw3MHBwfD/tVotBgwYgMaNG2PXrl24cuUKRowYASEEli9fDgDIyclB79690atXL+zfvx8nT57EyJEjYW9vj6lTpwIAzp07h/79+2PMmDH46quv8M8//+DFF19E48aN8dhjj5n2AxOR2Yu4fiXk0Ys5KNXq2IeJ6tXHO88iM68YAW52eKZTgNTlWC2rC2COjo7w8vKq9GexsbE4evQokpOT4ePjAwB47733MHLkSMybNw9OTk74+uuvUVRUhDVr1kCtViMsLAwnT57E0qVLMWXKFMhkMsTExKBJkyZYtmwZAKBly5Y4cOAAlixZwgBGRBUEuNrBUaNEblEZTl7KRavra8KI6tqlnCJ8svMsAGD6gyFQKRn2pWJ1R37hwoVwc3NDmzZtMG/ePKPTi3v27EFYWJghfAFA3759UVxcjIMHDxrG9OjRA2q12mjMxYsXcf78ecOYPn36GL1v3759ceDAAZSWllZaV3FxMXJycoweRGQd5HIZwn3ZkJXq39LYkygs1aJdExf0C6t8MoJMw6oC2MSJE/Htt99i27ZtiI6OxrJly/Diiy8afp6eng5PT+MuwI0aNYJKpUJ6enqVY/TP7zSmrKwMmZmZlda2YMECODs7Gx7+/v61+7BE1KDoT0NyHRjVl+PpOfj+YDIA4LUBoWy6KrEGH8Bmz55dYWH9rY8DBw4AACZPnowePXogIiICzz//PGJiYrBq1SpcuXLFsL/KfiGFEEbbbx2jX4Bf0zE3mzlzJrKzsw2P5OTkmhwGImrgDAvxeSUk1ZMFm45DCKB/uBciAxpJXY7Va/BrwKKjozF06NDbjgkMDKx0e6dOnQAAp0+fhpubG7y8vLB3716jMdeuXUNpaalhRsvLy8sw06WXkZEBAHcco1Qq4ebmVmktarXa6LQmEVkX/SnIE+m5KCrVQmOjkLgisiQ7T17GjpOXYaOQ4dW+IVKXQ7CAAObu7g53d/e7eu2hQ4cAAN7e3gCAzp07Y968eUhLSzNsi42NhVqtRmRkpGHMrFmzUFJSApVKZRjj4+NjCHqdO3fGhg0bjN4rNjYWUVFRsLHh5b5EVJFfI1u42qtwNb8EJ9Jz0Zq3haE6otUJQ9PV4Z0CEehuL3FFBFjAKcjq2rNnD95//33ExcXh3Llz+P777zFu3Dg89NBDaNKkCQCgT58+CA0NxfDhw3Ho0CH89ddfmDZtGsaMGQMnJycAwLBhw6BWqzFy5EgcPnwY69evx/z58w1XQALA+PHjceHCBUyZMgXHjh3DZ599hlWrVmHatGmSfX4iMm8y2Y2F+DwNSXVp3X8pOJ6eC0eNEi/fx6ar5sJqApharcZ3332Hnj17IjQ0FG+++SbGjBmDtWvXGsYoFAr89ttv0Gg06Nq1K4YMGYLBgwdjyZIlhjHOzs7YvHkzUlJSEBUVhRdffBFTpkzBlClTDGOCgoKwadMmbN++HW3atMHbb7+NDz74gC0oiOi2bqwD40J8qhuFJVq8F3sCAPDyfU3RyF4lcUWkJxO3tnAns5CTkwNnZ2dkZ2cbZt+IyLJtPnoJY744gBAvR/wx6V6pyyELsPyvU3hv80n4NbLFlik9uLbQBKr7/W01M2BEROZOPwN28lIuCkrKJK6GGrrLucWI2XEGAPDqgyEMX2aGAYyIyEx4Omng4aiGTpTfloioNpZtOYn8Ei1a+zljUIS31OXQLRjAiIjMiKEhK9eBUS2cupSLb/eX95Oc1b8lm66aIQYwIiIzwoasVBfe/f04tDqBPqGe6Bhcef9JkhYDGBGRGQnXBzDekoju0u4zmfjreAYUchmm92PTVXPFAEZEZEYirvcCO3s5H7lFpRJXQw2N7qamq093bIJ7GjtIXBFVhQGMiMiMuDmo4etiCwBI5CwY1dAv8ak4nJoDB7USE+9vJnU5dBsMYEREZka/DiyRC/GpBopKtVj8R3nT1Rd73QM3B95f2JwxgBERmRnDlZCcAaMaWP3PeVzMLoKPswbPdQ2Suhy6AwYwIiIzwyshqaau5BVjxbbTAIBpfVuw6WoDwABGRGRmwnzKA1jy1UJcyy+RuBpqCD746xRyi8vQyscJg9v4Sl0OVQMDGBGRmXG2s0Ggmx0ALsSnOzt7OQ9f700CALzWvyXkcjZdbQgYwIiIzJB+HRgDGN3Jwj+Oo0wncF+IB7o0dZe6HKomBjAiIjOkXwcWn5wlbSFk1vadu4o/j1yCXAbMZNPVBoUBjIjIDIVfb8jKGTCqihAC8643XR3aoQmaeTpKXBHVBAMYEZEZCvN1hkwGpGUXISO3SOpyyAxtTEhDfHIW7FQKTHqATVcbGgYwIiIzZK9Woun128iwISvdqrhMi4V/HAcAjO9xDzwcNRJXRDXFAEZEZKYMN+ZmAKNbfLH7AlKuFcLTSY3nu7PpakPEAEZEZKZa80pIqkRWQQmWbz0FAJjauwXsVEqJK6K7wQBGRGSmwm/qiC+EkLgaMhfLt55GTlEZQrwc8Vikn9Tl0F1iACMiMlOh3k5QymXIzCtBWjYX4hNw4Uo+vthzHgAwq39LKNh0tcFiACMiMlMaGwWaX28twHVgBACL/jiBUq3Avc0b497mjaUuh2qBAYyIyIzxxtykd/DCNfyWmAYZm65aBAYwIiIzpl8HxoX41k0IgfnXm64+EemHlt5OEldEtcUARkRkxvRXQiakZHMhvhX743A6Dl64BlsbBab0biF1OVQHGMCIiMxYc09HqBRyZBeWIulqgdTlkARKynSGpqtj7g2GlzObrloCBjAiIjOmUsrR0psL8a3Z13sv4PyVArg7qDHu3mCpy6E6wgBGRGTmItiQ1WplF5bi//4qb7o6pXdz2KvZdNVSMIAREZk5/UL8+OQsaQshk1ux/TSyCkrRzMMBQ6LYdNWSMIAREZk5fSuKw6nZ0Om4EN9aJF8twOp/zgMAZvYPgVLBr2xLwj9NIiIz17SxA2xtFMgv0eJsZr7U5ZCJLIk9gZIyHbrc44ZeLTykLofqGAMYEZGZUyrkaOVT3vcpMTVL2mLIJBJSsvBL3EXIZOW3HJLJeMshS8MARkTUANxYB8aF+JZOCIF5v5U3XX2krS/CfJ0lrojqAwMYEVED0JpXQlqNLccysPfcVaiVckzrw6arlooBjIioAdDPgB25mI0yrU7iaqi+lGp1WPB7+ezX6G5B8HGxlbgiqi8MYEREDUCQmz0c1EoUlepwKiNP6nKonny7PxlnL+fDzV6FF3reI3U5VI8YwIiIGgC5XIYw3+sL8dkR32J9vOMMAGDiA83gqLGRuBqqTwxgREQNhOHG3LwS0iJl5BQh5Voh5DLgsXZsumrpGMCIiBoI/Tow3hPSMun/XJt6OPCWQ1aAAYyIqIGI8HUBABxLy0FxmVbaYqjOJaRkAbhx70+ybAxgREQNhL+rLVzsbFCqFTiZzoX4lib++gxYaz/2/bIGDGBERA2ETCZD+PWmnPHXZ0vIMgghOANmZRjAiIgaEP2NuXklpGVJuVaIawWlsFHIEOLtKHU5ZAIMYEREDUiE4UpIBjBLop/RDPFyglqpkLYYMgkGMCKiBkQ/A3byUi4KS7gQ31Lor4CM4Povq8EARkTUgHg5aeDuoIZWJ3A0LUfqcqiOxCdnAbjR640sHwMYEVEDIpPJDFfJJXIhvkXQ6QQOXz+lHOHPGTBrwQBGRNTAsCGrZTmbmYf8Ei1sbRRo2thB6nLIRBjAiIgaGP06IS7EtwzxyeV/jmG+TlAq+LVsLfgnTUTUwIRf74h/5nIe8orLpC2Gao39v6wTAxgRUQPT2FENH2cNhIBh7RA1XPG8AtIqMYARETVA4WzIahFKynSGq1k5A2ZdGMCIiBogNmS1DCcv5aKkTAcnjRKBbnZSl0MmxABGRNQARbAVhUWIv2n9l0wmk7YYMikGMCKiBkh/U+7zVwqQXVAqcTV0txKSuf7LWjGAERE1QC52KgRcP2WVyNOQDZb+FDLXf1kfBjAiogZKPwuWkJolbSF0VwpLtDh5KRcA0Jod8K0OAxgRUQNlaMiazBmwhuhoWja0OoHGjmp4OWmkLodMjAGMiKiB0jdk5SnIhknfAb+1nzMX4FshBjAiogYqzNcJMhmQmlWIzLxiqcuhGmIHfOvGAEZE1EA5amwQ7G4PgA1ZGyL9zdTDeQWkVWIAIyJqwAwNWRnAGpTswlKczcwHALTmDJhVYgAjImrADA1ZeSVkg6K/h6dfI1u42qskroakUOsANnLkSOzcubMuaiEiohrSB7D4lGwIISSuhqpLP2PJ2S/rVesAlpubiz59+qBZs2aYP38+UlNT66KuGps3bx66dOkCOzs7uLi4VDomKSkJgwYNgr29Pdzd3TFhwgSUlJQYjUlMTESPHj1ga2sLX19fzJ07t8Jfajt27EBkZCQ0Gg2Cg4MRExNT4b3WrVuH0NBQqNVqhIaGYv369XX2WYmI9EK9naGQy3A5txiXcrgQv6G4sQCf67+sVa0D2Lp165Camoro6Gj88MMPCAwMRL9+/fDjjz+itNR0t8coKSnBE088gRdeeKHSn2u1WgwYMAD5+fnYtWsXvv32W6xbtw5Tp041jMnJyUHv3r3h4+OD/fv3Y/ny5ViyZAmWLl1qGHPu3Dn0798f3bt3x6FDhzBr1ixMmDAB69atM4zZs2cPnnzySQwfPhzx8fEYPnw4hgwZgr1799bfASAiq2SrUqCZhwOAG1/qZP70M2C8AtKKiTr233//iejoaKHRaIS7u7uYNGmSOHnyZF2/TZVWr14tnJ2dK2zftGmTkMvlIjU11bBt7dq1Qq1Wi+zsbCGEECtWrBDOzs6iqKjIMGbBggXCx8dH6HQ6IYQQr776qggJCTHa97hx40SnTp0Mz4cMGSIefPBBozF9+/YVQ4cOrfbnyM7OFgAMtRERVeWVH+JEwPSNYvEfx6Uuharhcm6RCJi+UQTO2Chyi0qlLofqWHW/v+t0EX5aWhpiY2MRGxsLhUKB/v3748iRIwgNDcX7779fl29VY3v27EFYWBh8fHwM2/r27Yvi4mIcPHjQMKZHjx5Qq9VGYy5evIjz588bxvTp08do33379sWBAwcMM35Vjdm9e3eV9RUXFyMnJ8foQURUHeH6KyHZkLVB0M9U3tPYAQ5qpbTFkGRqHcBKS0uxbt06DBw4EAEBAfjhhx8wefJkpKWl4fPPP0dsbCy+/PJLzJ07ty7qvWvp6enw9PQ02taoUSOoVCqkp6dXOUb//E5jysrKkJmZedsx+n1UZsGCBXB2djY8/P397+JTEpE1aq2/EjIliwvxGwB9B/wIX67/sma1DmDe3t4YM2YMAgICsG/fPhw4cADjx4+Ho6OjYUzfvn2rXBh/O7Nnz4ZMJrvt48CBA9XeX2W3ehBCGG2/dYz+L7O6GHO7W03MnDkT2dnZhkdycvKdPg4REQCghZcjbBQyXCsoRcq1QqnLoTvgAnwCgFrPfb7//vt44oknoNFUfSPRRo0a4dy5czXed3R0NIYOHXrbMYGBgdXal5eXV4VF8NeuXUNpaalhtsrLy6vCLFVGRgYA3HGMUqmEm5vbbcfcOit2M7VabXTqk4ioutRKBUK8nJCYmo2ElGz4u9pJXRJVQQhxYwG+v4u0xZCkah3Ahg8fDgA4evQokpKSKrR1eOihh+563+7u7nB3d69VfXqdO3fGvHnzkJaWBm9vbwBAbGws1Go1IiMjDWNmzZqFkpISqFQqwxgfHx9D0OvcuTM2bNhgtO/Y2FhERUXBxsbGMGbz5s2YPHmy0ZguXbrUyWchIrpVhJ9zeQBLzcKACG+py6EqpGYV4kp+CZRyGUK9naQuhyRU6wB29uxZPPLII0hMTIRMJqtwOk6r1db2LaolKSkJV69eRVJSErRaLeLi4gAATZs2hYODA/r06YPQ0FAMHz4cixcvxtWrVzFt2jSMGTMGTk7l/xEMGzYMc+bMwciRIzFr1iycOnUK8+fPx5tvvmn4POPHj8eHH36IKVOmYMyYMdizZw9WrVqFtWvXGmqZOHEi7r33XixcuBAPP/wwfvnlF2zZsgW7du0yybEgIusT4eeMr/cCCclciG/O9PfsbOHlCI2NQuJqSFK1vdxy4MCB4uGHHxYZGRnCwcFBHD16VPz999+iQ4cOYufOnbXdfbWNGDFCAKjw2LZtm2HMhQsXxIABA4Stra1wdXUV0dHRRi0nhBAiISFBdO/eXajVauHl5SVmz55taEGht337dtG2bVuhUqlEYGCg+OijjyrU88MPP4gWLVoIGxsbERISItatW1ejz8M2FERUE0dSs0XA9I0i7M0/hFaru/MLSBILNh0TAdM3ihnrEqQuhepJdb+/ZULU7pIZd3d3bN26FREREXB2dsa+ffvQokULbN26FVOnTsWhQ4dqHRKtUU5ODpydnZGdnW2YoSMiqkqZVodWb/2J4jIdtk7tgeDGDlKXRJUY9sm/2H3mCt59NBxDOzSRuhyqB9X9/q71VZBarRYODuX/obu7u+PixYsAgICAAJw4caK2uyciompQKuRo5VP+l30i+4GZJZ1OGE5BsgM+1TqAhYWFISEhAQDQsWNHLFq0CP/88w/mzp2L4ODgWhdIRETVo/9Sj+c6MLN07ko+covLoFbK0dyTM5TWrtaL8F9//XXk5+cDAN555x0MHDgQ3bt3h5ubG7777rtaF0hERNWj7yuVmJolbSFUKX3/r1Y+TlAq6vRGNNQA1TqA9e3b1/D/g4ODcfToUVy9ehWNGjW6beNRIiKqW/oAdjg1B1qdgELOv4PNiaEDPk8/EurgFGRlXF1dGb6IiEwsyN0B9ioFCku1OJ2RJ3U5dAv9DFhrf3bAp7ucAZsyZUq1xy5duvRu3oKIiGpIIZchzNcZe89dRUJKFlp4Od75RWQSZVodjlzMAcAZMCp3VwHs1tYSBw8ehFarRYsWLQAAJ0+ehEKhMHSYJyIi04jwKw9gianZeCLKX+py6LqTl/JQXKaDo1qJIDd7qcshM3BXAWzbtm2G/7906VI4Ojri888/R6NGjQCU32Nx1KhR6N69e91USURE1RKuvxIyhVdCmhP96cdwP2fIuTaPUAdrwN577z0sWLDAEL6A8ptvv/POO3jvvfdqu3siIqqBCN/y9UXH0nJQUqaTuBrSi2f/L7pFrQNYTk4OLl26VGF7RkYGcnNza7t7IiKqgQA3OzhplCgp0+HkJf4dbC4MC/D9uACfytU6gD3yyCMYNWoUfvzxR6SkpCAlJQU//vgjRo8ejUcffbQuaiQiomqSyWSGWZYEnoY0C0WlWpxILw/D4QxgdF2t+4DFxMRg2rRpeOaZZ1BaWlq+U6USo0ePxuLFi2tdIBER1Uy4nzN2nc683pCV9xuU2tG0HJTpBNzsVfB1sZW6HDITtQ5gdnZ2WLFiBRYvXowzZ85ACIGmTZvC3p5XeRARSUF/moszYOYhITkLQPkVquyRSXp3fQpy1qxZ2Ldvn+G5vb09IiIi0Lp1a4YvIiIJ6a+EPJGei6JSrbTFkCEIcwE+3eyuA1haWhoGDhwIb29vjB07Fr/99huKi4vrsjYiIroLPs4auNmrUKYTOJaWI3U5Vi8htTyAsQM+3eyuA9jq1atx6dIlfP/993BxccHUqVPh7u6ORx99FGvWrEFmZmZd1klERNVUvhBff2NunoaUUl5xGc5cLr8tFGfA6Ga1ugpSJpOhe/fuWLRoEY4fP459+/ahU6dO+OSTT+Dr64t7770XS5YsQWpqal3VS0RE1WBoyJrMACalxJRsCAH4utjC3UEtdTlkRur0ZtwtW7bEq6++in/++QcpKSkYMWIE/v77b6xdu7Yu34aIiO5A35C1/EpIkoq+/1cE20/QLWp8FeS1a9cghICrqysuX76MnTt3okWLFggLCzMa17hxY4wePRqjR4+us2KJiKh69F/4pzPykF9cBnt1rS96p7vABfhUlRrNgH366aeIiopCZGQkPvroIzzyyCP466+/MHToUKxcubK+aiQiohrycNLAy0kDnQCOXORCfKnEcwaMqlCjfxItX74cR44cQUFBAZo0aYJz586hcePGyMnJwb333ouxY8fWV51ERFRD4X7OSD9ahISULHQIcpW6HKtzJa8YKdcKAQBhvgxgZKxGM2AKhQIajQaurq5o2rQpGjduDABwcnJiczkiIjPTmldCSkrffiLY3R7OtjYSV0PmpkYBTKlUoqioCACwY8cOw3bedJuIyPzor4RMZEd8SSQa1n9x9osqqlEA27p1K9Tq8stonZ1v/EIVFhZi1apVdVsZERHVSvj1015nM/ORXVgqcTXW58YVkC6S1kHmqUYBzMHBodJTjR4eHmjXrl2dFUVERLXnaq+Cv2v5zZ+P8DSkSQkhEJ/CDvhUtVpfl5yVlYVVq1YhPT0dQUFBaNOmDe8HSURkJiJ8XZB8tRAJqdno0tRd6nKsRnpOES7nFkMhlyHUmwGMKqp1AHv00UeRmJiI9u3b4/fff8fJkyeh0+kQHByMNm3a4Pvvv6+LOomI6C6E+znjt8Q0w+kwMg39HQiaezrCVqWQuBoyR7UOYHv37sWOHTsQFRUFACguLsaRI0cQHx+P+Pj4WhdIRER3T78APIEL8U3KsP6L7SeoCrUOYGFhYZDLbywlU6vVaNeuHdeEERGZAX3/qZRrhbiaXwJXe5XEFVkHQwd8rv+iKtT6XpALFy7EG2+8YWhPQURE5sNJY4Ng9/I1uTwNaRpCCMOxbs0rIKkKtQ5gQUFByM3NRcuWLTFr1iz88ssvSEpKqovaiIioDoTrG7LyNKRJnL9SgJyiMqiUcrTwcpS6HDJTtQ5gjz32GJKTk9GrVy/s27cPo0ePRlBQENzc3HDffffVRY1ERFQL+j5UCWxFYRL62a9QbyfYKGr9NUsWqtZrwI4ePYp///0XERERhm1JSUk4dOgQ4uLiart7IiKqpRsL8bOkLcRK6Nd/tWYHfLqNWgew9u3bIy8vz2hbkyZN0KRJEzz88MO13T0REdVSKx8nyGXApZxiXMopgqeTRuqSLBo74FN11HpudNKkSZg9ezauXbtWF/UQEVEds1Mp0cyjfC0S14HVrzKtDodTcwCwAz7dXq1nwB577DEAQLNmzfDQQw+hU6dOaNu2LSIiIgz3jSQiImmF+znjxKVcJKRk4YFQT6nLsVinL+ehsFQLe5UCwe4OUpdDZqzWAezcuXOIi4tDfHw84uLisHDhQpw/fx4KhQIhISFISEioizqJiKgWIvyc8ePBFC7Er2cJ1zvgh/k6Qy6veO9kIr1aB7CAgAAEBAQYrffKzc1FXFwcwxcRkZnQr0dKTMmGEAIyGcNBfYjX9//yd5G0DjJ/tQ5glXF0dET37t3RvXv3+tg9ERHVUIiXI5RyGa7klyA1qxB+jeykLskiGTrg8wpIugM2KCEisgIaG4WhKSgX4teP4jItjqdfX4DPKyDpDhjAiIisBBuy1q/jabko1Qo0srOBXyNbqcshM8cARkRkJdiQtX7d3P+La+zoThjAiIisRLivPoCVL8SnuhXPDvhUAwxgRERWooWXI1RKOXKLynDhSoHU5VgcdsCnmmAAIyKyEjYKOUK9nQBwHVhdyy8uw+mM8tvy8QpIqg4GMCIiK2JYB5acJW0hFuZwajZ0AvBy0sCD99qkamAAIyKyIrwSsn6w/xfVFAMYEZEV0QeEI6nZ0Oq4EL+usAM+1RQDGBGRFbmnsQPsVArkl2hx9nKe1OVYjMRUzoBRzTCAERFZEYVchjCfG+0oqPayCkoMV5VG+LpIWww1GAxgRERWJvz6LE0i14HVCX2QDXSzg7OdjcTVUEPBAEZEZGX0p8ni2RG/TrD/F90NBjAiIiujDwpHL+agVKuTthgLEM8rIOkuMIAREVmZAFc7OGqUKC7T4dQlLsSvLc6A0d1gACMisjJyueym+0JmSVtMA3cppwiXcoohlwFhvk5Sl0MNCAMYEZEV0i/EZ0PW2om/fkeBZh6OsFMppS2GGhQGMCIiK9T6+umyRLaiqBX2/6K7xQBGRGSF9Kcgj6fnoLhMK3E1DZdhAT474FMNMYAREVkhv0a2aGRng1KtwPG0XKnLaZCEEIY1dK05A0Y1xABGRGSFZDIZb8xdS8lXC5FVUAqVQo4QLy7Ap5phACMislL6dUsJ1xeSU83oG9m29HaESsmvU6oZ/sYQEVkp/Tow3pLo7uhPP4bz9CPdBQYwIiIr1fr6wvGTl3JRWMKF+DV1owO+i7SFUINkMQFs3rx56NKlC+zs7ODi4lLpGJlMVuERExNjNCYxMRE9evSAra0tfH19MXfuXAghjMbs2LEDkZGR0Gg0CA4OrrAPAFi3bh1CQ0OhVqsRGhqK9evX19lnJSKqC55OGng4qqETwNE0zoLVhFYncPj6zGFrBjC6CxYTwEpKSvDEE0/ghRdeuO241atXIy0tzfAYMWKE4Wc5OTno3bs3fHx8sH//fixfvhxLlizB0qVLDWPOnTuH/v37o3v37jh06BBmzZqFCRMmYN26dYYxe/bswZNPPonhw4cjPj4ew4cPx5AhQ7B37966/+BERLVguDF3MgNYTZy5nIeCEi3sVAo09XCQuhxqgCymbe+cOXMAAGvWrLntOBcXF3h5eVX6s6+//hpFRUVYs2YN1Go1wsLCcPLkSSxduhRTpkwxzJg1adIEy5YtAwC0bNkSBw4cwJIlS/DYY48BAJYtW4bevXtj5syZAICZM2dix44dWLZsGdauXVs3H5iIqA5E+Llgy7EMrgOroYTrpx/DfJyhkMskroYaIouZAauu6OhouLu7o3379oiJiYFOpzP8bM+ePejRowfUarVhW9++fXHx4kWcP3/eMKZPnz5G++zbty8OHDiA0tLS247ZvXt3PX0qIqK7Y7glEe8JWSM3bsDNBfh0dyxmBqw63n77bdx///2wtbXFX3/9halTpyIzMxOvv/46ACA9PR2BgYFGr/H09DT8LCgoCOnp6YZtN48pKytDZmYmvL29qxyTnp5eZW3FxcUoLi42PM/JyanNRyUiqpaI61dCns3MR25RKRw1NhJX1DCwAz7VllnPgM2ePbvShfM3Pw4cOFDt/b3++uvo3Lkz2rRpg6lTp2Lu3LlYvHix0RiZzHgqWb8A/+btdzvm1m03W7BgAZydnQ0Pf3//an8uIqK75eaghq+LLYQADqfyH37VUVKmw7GL5ceKHfDpbpn1DFh0dDSGDh162zG3zljVRKdOnZCTk4NLly7B09MTXl5eFWapMjIyANyYCatqjFKphJub223H3DordrOZM2diypQphuc5OTkMYURkEhF+zkjNKkRiahY63+MmdTlm70R6Lkq0Ojjb2qCJq53U5VADZdYBzN3dHe7u7vW2/0OHDkGj0RjaVnTu3BmzZs1CSUkJVCoVACA2NhY+Pj6GoNe5c2ds2LDBaD+xsbGIioqCjY2NYczmzZsxefJkozFdunSpsha1Wm209oyIyFTC/Zzx++F0w2k1ur34m9Z/3e7MBtHtmPUpyJpISkpCXFwckpKSoNVqERcXh7i4OOTl5QEANmzYgE8++QSHDx/GmTNn8Omnn+K1117D2LFjDcFn2LBhUKvVGDlyJA4fPoz169dj/vz5hisgAWD8+PG4cOECpkyZgmPHjuGzzz7DqlWrMG3aNEMtEydORGxsLBYuXIjjx49j4cKF2LJlCyZNmmTy40JEdCf6PlaJDGDVwgX4VCeEhRgxYoQAUOGxbds2IYQQv//+u2jTpo1wcHAQdnZ2IiwsTCxbtkyUlpYa7SchIUF0795dqNVq4eXlJWbPni10Op3RmO3bt4u2bdsKlUolAgMDxUcffVShnh9++EG0aNFC2NjYiJCQELFu3boafZ7s7GwBQGRnZ9fsQBAR1VBWfokImL5RBEzfKK7lF0tdjtnr+/4OETB9o/jjcJrUpZAZqu73t0yIW9q8k1nIycmBs7MzsrOz4eTkJHU5RGThei7ehvNXCvDFcx1wb/PGUpdjtgpLtGj11h/QCeDfmffDy1kjdUlkZqr7/W0xpyCJiOju6e9nyIast3fkYjZ0AvBwVDN8Ua0wgBERkWE9Exuy3h5vwE11hQGMiIgQ7qsPYJwBux19QGX/L6otBjAiIkIrX2fIZEBadhEycoukLsdsJbADPtURBjAiIoKDWommjR0AAIe5DqxS2YWlOJeZD+DGjCHR3WIAIyIiADduzB2fzABWGX2fNH9XW7jaqySuhho6BjAiIgJw48bcvBKycjc64LtIWgdZBgYwIiICcGNdU0JKNtgisiL9DBgX4FNdYAAjIiIAQKi3ExRyGTLzipGWzYX4t0rgDBjVIQYwIiICAGhsFGju6QiA7ShudTm3GBeziyCTAWFcgE91gAGMiIgM9KfXElOzpC3EzOhnv5o2doCDWiltMWQRGMCIiMgg3I8NWSvDDvhU1xjAiIjIIMLXBUD5lZBciH+DoQO+P08/Ut1gACMiIoMWXo5QKeTIKihF8tVCqcsxC0IIw4wgG7BSXWEAIyIiA5VSjpbe1xficx0YACDlWiGu5pdAKZehpbeT1OWQhWAAIyIiI1wHZkx/HEK8HaGxUUhcDVkKBjAiIjKiX2iuX/dk7fQzgVyAT3WJAYyIiIxEXJ8BO5yaA52OC/ETktkBn+oeAxgRERlp2tgBGhs58orLcDYzX+pyJKXTCRxOZQsKqnsMYEREZESpkCPMhw1ZAeBsZj5yi8ugsZGjmYeD1OWQBWEAIyKiCrgQv5x+HVyYjzOUCn5lUt3hbxMREVUQwQAG4MbnD+f6L6pjDGBERFSBfr3TkYvZKNPqpC1GQvH6Dvhc/0V1jAGMiIgqCHKzh4NaiaJSHU5fzpO6HEmUanU4ejEHwI0ZQaK6wgBGREQVyOUyhPmWd33Xt2GwNicv5aK4TAdHjRKBbvZSl0MWhgGMiIgqpT/tZq23JNKv/4rwc4ZcLpO4GrI0DGBERFQp/cLzRCtdiK+/ApL9v6g+MIAREVGlInxdAADH0nJRUmZ9C/Hj2QGf6hEDGBERVcrf1RYudjYo0epwIj1X6nJMqqhUixOXyj8zZ8CoPjCAERFRpWQyGcJ9r/cDs7J1YEcu5kCrE3B3UMPbWSN1OWSBGMCIiKhKhoasVnYl5I31X86QybgAn+oeAxgREVUp/Po6sIRUawtgN66AJKoPDGBERFSl1v7lAeTkpVwUlWolrsZ02AGf6hsDGBERVcnLSQN3BzW0OoGjaTlSl2MSuUWlOHs5HwBnwKj+MIAREVGVZDLZTevAsqQtxkQSr59u9XWxhZuDWuJqyFIxgBER0W0ZApiVrAPTr//Sn34lqg8MYEREdFsRVtYRnx3wyRQYwIiI6LYi/FwgkwGnMvLw79krUpdT7/Qd8Ln+i+oTAxgREd2Wu4MaQ9s3AQBMX5eAwhLLvRrySl4xUrMKAQBhvgxgVH8YwIiI6I5m9g+Bt7MGF64UYEnsCanLqTf69V/Bje3hpLGRuBqyZAxgRER0R04aG8x/NBwA8Nk/53DwwlWJK6of7P9FpsIARkRE1dKrhQcea+cHIYBXfkywyMasieyATybCAEZERNX25sBQeDiqcfZyPpZtOSV1OXVKCIF4QwBzkbYYsngMYEREVG3OdjaY90j5qciVO88g3oKas6ZlFyEzrxhKuQytfJykLocsHAMYERHVSO9QTzzU2gc6AbzyYzyKyyzjVKS+/1dzT0dobBTSFkMWjwGMiIhqbPZDreDuoMLJS3n439bTUpdTJ+LZAZ9MiAGMiIhqzNVehbkPhwEAVmw/gyMXG36XfHbAJ1NiACMiorvSP9wb/cK8UKYTeOWHBJRqdVKXdNd0OmHoARbOBqxkAgxgRER01+Y+HAYXOxscTctBzPYzUpdz185fyUduURnUSjlaeDlKXQ5ZAQYwIiK6a40d1Zg9qBUA4IOtp3AiPVfiiu6OfvYr1McJNgp+NVL9428ZERHVysNtfPBASw+UagVe/TEeZQ3wVKQ+gLEDPpkKAxgREdWKTCbDvEfC4ahRIj4lG5/uOid1STV2YwE+13+RaTCAERFRrXk6afDGwFAAwNLNJ3Hmcp7EFVVfmVaHwxfZAZ9MiwGMiIjqxBORfri3eWOUlOnw6o8J0OqE1CVVy6mMPBSV6uCoViLY3V7qcshKMIAREVGdkMlkWPBoOBzUShy8cA1rdp+XuqRq0Z9+DPN1hlwuk7YYshoMYEREVGd8XWwxs38IAGDxn8dx4Uq+xBXd2Y0bcHP9F5kOAxgREdWpYR2aoMs9bigqLT8VqTPzU5HsgE9SYAAjIqI6JZPJ8O6jEbC1UWDvuav4eu8FqUuqUlGpFsfTynuXcQaMTIkBjIiI6lwTNztMf7AFAGDB78eRfLVA4ooqdzw9F2U6AVd7Ffwa2UpdDlkRBjAiIqoXz3YORPvARigo0WLW+kQIYX6nIm/u/yWTcQE+mQ4DGBER1Qu5XIZFj7eGWinH36cy8f2BZKlLqiA+mf2/SBoMYEREVG+C3O0xrU/5qch3Nh5DWnahxBUZ08+Ateb6LzIxBjAiIqpXz3ULQht/F+QWl2HWT+ZzKjKvuAynr3fs5wwYmRoDGBER1SuFXIbFj0dApZBj24nLWH8oVeqSAACHU7MhBODjrEFjR7XU5ZCVsYgAdv78eYwePRpBQUGwtbXFPffcg7feegslJSVG45KSkjBo0CDY29vD3d0dEyZMqDAmMTERPXr0gK2tLXx9fTF37twK/1rbsWMHIiMjodFoEBwcjJiYmAo1rVu3DqGhoVCr1QgNDcX69evr/oMTETUQzTwdMfGBZgCAORuOIiOnSOKKbpx+DOfpR5KARQSw48ePQ6fT4eOPP8aRI0fw/vvvIyYmBrNmzTKM0Wq1GDBgAPLz87Fr1y58++23WLduHaZOnWoYk5OTg969e8PHxwf79+/H8uXLsWTJEixdutQw5ty5c+jfvz+6d++OQ4cOYdasWZgwYQLWrVtnGLNnzx48+eSTGD58OOLj4zF8+HAMGTIEe/fuNc0BISIyQ2PvDUaYrxOyC0vx+s+HJT8VeaMDvoukdZCVEhZq0aJFIigoyPB806ZNQi6Xi9TUVMO2tWvXCrVaLbKzs4UQQqxYsUI4OzuLoqIiw5gFCxYIHx8fodPphBBCvPrqqyIkJMTovcaNGyc6depkeD5kyBDx4IMPGo3p27evGDp0aLXrz87OFgAMtRERWYKjF7NF01m/iYDpG8Wvcal3fkE96rbwLxEwfaP4++RlSesgy1Ld72+LmAGrTHZ2NlxdXQ3P9+zZg7CwMPj4+Bi29e3bF8XFxTh48KBhTI8ePaBWq43GXLx4EefPnzeM6dOnj9F79e3bFwcOHEBpaeltx+zevbvKeouLi5GTk2P0ICKyNC29nfBSr6YAgLd+PYIrecWS1HEtvwTJV8uvyOQpSJKCRQawM2fOYPny5Rg/frxhW3p6Ojw9PY3GNWrUCCqVCunp6VWO0T+/05iysjJkZmbedox+H5VZsGABnJ2dDQ9/f/+afGQiogbjxZ5NEeLliKv5JXjr1yOS1JCQWn76McjdHs62NpLUQNbNrAPY7NmzIZPJbvs4cOCA0WsuXryIBx98EE888QSef/55o59V1uVYCGG0/dYx4voahboYc7suyzNnzkR2drbhkZxsfg0LiYjqgkopx+LHW0Mhl2FjQhr+OFz1P07rS0JyFgDe/5Gko5S6gNuJjo7G0KFDbzsmMDDQ8P8vXryIXr16oXPnzli5cqXROC8vrwqL4K9du4bS0lLDbJWXl1eFWaqMjAwAuOMYpVIJNze32465dVbsZmq12ujUJxGRJQv3c8a4e4OxYvsZvP7zYXQMckUje5XJ3p8L8ElqZj0D5u7ujpCQkNs+NBoNACA1NRU9e/ZEu3btsHr1asjlxh+tc+fOOHz4MNLS0gzbYmNjoVarERkZaRizc+dOo9YUsbGx8PHxMQS9zp07Y/PmzUb7jo2NRVRUFGxsbG47pkuXLnVzYIiILMCE+5uhqYcDMvOK8fbGoyZ9b3bAJ6mZdQCrrosXL6Jnz57w9/fHkiVLcPnyZaSnpxvNQvXp0wehoaEYPnw4Dh06hL/++gvTpk3DmDFj4OTkBAAYNmwY1Go1Ro4cicOHD2P9+vWYP38+pkyZYjh9OH78eFy4cAFTpkzBsWPH8Nlnn2HVqlWYNm2a4b0mTpyI2NhYLFy4EMePH8fChQuxZcsWTJo0yaTHhYjInGlsFFj8eATkMuCnQ6nYevySSd43PbsIGbnFkMuAUB8nk7wnUQUmuCKz3q1evVoAqPRxswsXLogBAwYIW1tb4erqKqKjo41aTgghREJCgujevbtQq9XCy8tLzJ4929CCQm/79u2ibdu2QqVSicDAQPHRRx9VqOmHH34QLVq0EDY2NiIkJESsW7euRp+JbSiIyFq8s/GICJi+UXSYt1lkFZTU+/v9cThNBEzfKPq+v6Pe34usT3W/v2VCmMlNuchITk4OnJ2dkZ2dbZihIyKyREWlWvT7v79xLjMfT0b5Y+HjEfX6fov/PI7/bTuDIVF+WPR463p9L7I+1f3+tohTkERE1HBpbBRY9HgEZDLguwPJ2Hnycr2+XwIX4JMZYAAjIiLJtQ90xYjOgQCAmT8lIq+4rF7eRwiBxOs9wFozgJGEGMCIiMgsvPpgC/i72iI1qxDv/n6sXt4j6WoBsgpKoVLI0cLLsV7eg6g6GMCIiMgs2KmUWPho+fqvr/5Nwu4zmXX+Hvr+Xy19nKBS8iuQpMPfPiIiMhtdmrpjWMcmAIAZ6xJRUFK3pyL1HfDZ/4ukxgBGRERmZWa/EPg4a5B0tQCL/zxRp/vmAnwyFwxgRERkVhw1NljwWPmpyDW7z+PA+at1sl+tTuDwRX0A4wwYSYsBjIiIzE6P5o3xRKQfhABe/TEBRaXaWu/zdEYeCkq0sFMpcE9jhzqokujuMYAREZFZen1gKDwc1TibmY/3N5+s9f7ir9//MczXGQq5rNb7I6oNBjAiIjJLzrY2mP9IOADgk7/PIu76Avq7lZii7//F048kPQYwIiIyWw+EemJwGx/oBPDKD/EoLrv7U5EJ12fAuACfzAEDGBERmbW3BrWCu4MKpzLy8OHW03e1j5IyHY6l5QJgB3wyDwxgRERk1hrZq/D2w2EAgBXbz+Dw9VsJ1cTx9ByUaHVoZGcDf1fbui6RqMYYwIiIyOz1C/fGgHBvaHUCr/yYgJIyXY1er++AH+7nApmMC/BJegxgRETUIMx5uBUa2dngWFoOYnacqdFr9R3wI3y5AJ/MAwMYERE1CO4Oasx+qBUAYPnWUzienlPt197ogM8ARuaBAYyIiBqMh1r7oHeoJ0q1Aq/8kIAy7Z1PRRaUlOFUxvUF+P4u9VwhUfUwgBERUYMhk8kwb3AYnDRKJKZm45O/z93xNUcu5kAnAE8nNTydNCaokujOGMCIiKhB8XDS4M1B5aci399yEqcz8m47Pl6//ovtJ8iMMIAREVGD81g7X/Rs0RglZTq8+mM8tDpR5dgEdsAnM8QARkREDY5MJsP8R8LhoFbiv6QsrP6n6lOR7IBP5ogBjIiIGiQfF1u8NqAlAGBJ7Amcz8yvMCa7oBTnrxQA4BWQZF4YwIiIqMEa2t4fXZu6oahUh1fXJUB3y6nIhNQsAECAmx1c7FQSVEhUOQYwIiJqsGQyGd59NAJ2KgX2nbuKr/ZeMPq5fv1XOBuwkplhACMiogbN39UO0x8MAQC8+/txJF8tMPxMfwUkb8BN5oYBjIiIGrzhnQLQIcgVBSVazPwpEUKUn4pkB3wyVwxgRETU4MnlMix6LAIaGzl2nc7Et/uTkZFThPScIshlQBhPQZKZYQAjIiKLEOhuj2l9WgAA5v12DH8evQQAaOrhAHu1UsrSiCpgACMiIosxqmsQ2jVxQV5xGd7ecBQA+3+ReWIAIyIii6GQy7Do8dZQKeUouX6jbnbAJ3PEAEZERBalqYcDJj3QzPCcM2BkjnhSnIiILM7Y7sGIT85CfrEWoT5OUpdDVAEDGBERWRylQo6Ph0dJXQZRlXgKkoiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITIwBjIiIiMjEGMCIiIiITEwpdQFUOSEEACAnJ0fiSoiIiKi69N/b+u/xqjCAmanc3FwAgL+/v8SVEBERUU3l5ubC2dm5yp/LxJ0iGklCp9Ph4sWLcHR0hEwmq7P95uTkwN/fH8nJyXBycqqz/VJFPNamweNsGjzOpsHjbBr1eZyFEMjNzYWPjw/k8qpXenEGzEzJ5XL4+fnV2/6dnJz4H7eJ8FibBo+zafA4mwaPs2nU13G+3cyXHhfhExEREZkYAxgRERGRiTGAWRm1Wo233noLarVa6lIsHo+1afA4mwaPs2nwOJuGORxnLsInIiIiMjHOgBERERGZGAMYERERkYkxgBERERGZGAMYERERkYkxgFmZFStWICgoCBqNBpGRkfj777+lLsmiLFiwAO3bt4ejoyM8PDwwePBgnDhxQuqyLN6CBQsgk8kwadIkqUuxSKmpqXjmmWfg5uYGOzs7tGnTBgcPHpS6LItSVlaG119/HUFBQbC1tUVwcDDmzp0LnU4ndWkN2s6dOzFo0CD4+PhAJpPh559/Nvq5EAKzZ8+Gj48PbG1t0bNnTxw5csQktTGAWZHvvvsOkyZNwmuvvYZDhw6he/fu6NevH5KSkqQuzWLs2LEDL730Ev79919s3rwZZWVl6NOnD/Lz86UuzWLt378fK1euREREhNSlWKRr166ha9eusLGxwe+//46jR4/ivffeg4uLi9SlWZSFCxciJiYGH374IY4dO4ZFixZh8eLFWL58udSlNWj5+flo3bo1Pvzww0p/vmjRIixduhQffvgh9u/fDy8vL/Tu3dtwP+Z6JchqdOjQQYwfP95oW0hIiJgxY4ZEFVm+jIwMAUDs2LFD6lIsUm5urmjWrJnYvHmz6NGjh5g4caLUJVmc6dOni27dukldhsUbMGCAeO6554y2Pfroo+KZZ56RqCLLA0CsX7/e8Fyn0wkvLy/x7rvvGrYVFRUJZ2dnERMTU+/1cAbMSpSUlODgwYPo06eP0fY+ffpg9+7dElVl+bKzswEArq6uEldimV566SUMGDAADzzwgNSlWKxff/0VUVFReOKJJ+Dh4YG2bdvik08+kbosi9OtWzf89ddfOHnyJAAgPj4eu3btQv/+/SWuzHKdO3cO6enpRt+LarUaPXr0MMn3Im/GbSUyMzOh1Wrh6elptN3T0xPp6ekSVWXZhBCYMmUKunXrhrCwMKnLsTjffvst/vvvP+zfv1/qUiza2bNn8dFHH2HKlCmYNWsW9u3bhwkTJkCtVuPZZ5+VujyLMX36dGRnZyMkJAQKhQJarRbz5s3DU089JXVpFkv/3VfZ9+KFCxfq/f0ZwKyMTCYzei6EqLCN6kZ0dDQSEhKwa9cuqUuxOMnJyZg4cSJiY2Oh0WikLsei6XQ6REVFYf78+QCAtm3b4siRI/joo48YwOrQd999h6+++grffPMNWrVqhbi4OEyaNAk+Pj4YMWKE1OVZNKm+FxnArIS7uzsUCkWF2a6MjIwK6Z9q7+WXX8avv/6KnTt3ws/PT+pyLM7BgweRkZGByMhIwzatVoudO3fiww8/RHFxMRQKhYQVWg5vb2+EhoYabWvZsiXWrVsnUUWW6ZVXXsGMGTMwdOhQAEB4eDguXLiABQsWMIDVEy8vLwDlM2He3t6G7ab6XuQaMCuhUqkQGRmJzZs3G23fvHkzunTpIlFVlkcIgejoaPz000/YunUrgoKCpC7JIt1///1ITExEXFyc4REVFYWnn34acXFxDF91qGvXrhVaqZw8eRIBAQESVWSZCgoKIJcbfyUrFAq2oahHQUFB8PLyMvpeLCkpwY4dO0zyvcgZMCsyZcoUDB8+HFFRUejcuTNWrlyJpKQkjB8/XurSLMZLL72Eb775Br/88gscHR0NM47Ozs6wtbWVuDrL4ejoWGFdnb29Pdzc3Ljero5NnjwZXbp0wfz58zFkyBDs27cPK1euxMqVK6UuzaIMGjQI8+bNQ5MmTdCqVSscOnQIS5cuxXPPPSd1aQ1aXl4eTp8+bXh+7tw5xMXFwdXVFU2aNMGkSZMwf/58NGvWDM2aNcP8+fNhZ2eHYcOG1X9x9X6dJZmV//3vfyIgIECoVCrRrl07tkeoYwAqfaxevVrq0iwe21DUnw0bNoiwsDChVqtFSEiIWLlypdQlWZycnBwxceJE0aRJE6HRaERwcLB47bXXRHFxsdSlNWjbtm2r9O/kESNGCCHKW1G89dZbwsvLS6jVanHvvfeKxMREk9QmE0KI+o95RERERKTHNWBEREREJsYARkRERGRiDGBEREREJsYARkRERGRiDGBEREREJsYARkRERGRiDGBEREREJsYARkRERGRiDGBEREREJsYARkRkxrRaLW/ITGSBGMCIiOpQz549ER0djejoaLi4uMDNzQ2vv/469Hd9KykpwauvvgpfX1/Y29ujY8eO2L59u+H1a9asgYuLCzZu3IjQ0FCo1WpcuHBBok9DRPWFAYyIqI59/vnnUCqV2Lt3Lz744AO8//77+PTTTwEAo0aNwj///INvv/0WCQkJeOKJJ/Dggw/i1KlThtcXFBRgwYIF+PTTT3HkyBF4eHhI9VGIqJ7wZtxERHWoZ8+eyMjIwJEjRyCTyQAAM2bMwK+//ooNGzagWbNmSElJgY+Pj+E1DzzwADp06ID58+djzZo1GDVqFOLi4tC6dWupPgYR1TOl1AUQEVmaTp06GcIXAHTu3BnvvfceDhw4ACEEmjdvbjS+uLgYbm5uhucqlQoREREmq5eITI8BjIjIhBQKBQ4ePAiFQmG03cHBwfD/bW1tjQIcEVkeBjAiojr277//VnjerFkztG3bFlqtFhkZGejevbtE1RGROeAifCKiOpacnIwpU6bgxIkTWLt2LZYvX46JEyeiefPmePrpp/Hss8/ip59+wrlz57B//34sXLgQmzZtkrpsIjIhzoAREdWxZ599FoWFhejQoQMUCgVefvlljB07FgCwevVqvPPOO5g6dSpSU1Ph5uaGzp07o3///hJXTUSmxKsgiYjqUM+ePdGmTRssW7ZM6lKIyIzxFCQRERGRiTGAEREREZkYT0ESERERmRhnwIiIiIhMjAGMiIiIyMQYwIiIiIhMjAGMiIiIyMQYwIiIiIhMjAGMiIiIyMQYwIiIiIhMjAGMiIiIyMQYwIiIiIhM7P8BHUhxPoU7Bf8AAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.groupby('per').sum()['q'].plot()\n", "plt.title('Total pumpage by Stress period')\n", @@ -770,77 +350,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "FloPy is using the following executable to run the model: ../../../../../../software/modflow_exes/mf6\n", - " MODFLOW 6\n", - " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", - " VERSION 6.4.2 06/28/2023\n", - "\n", - " MODFLOW 6 compiled Jun 28 2023 18:34:54 with Intel(R) Fortran Intel(R) 64\n", - " Compiler Classic for applications running on Intel(R) 64, Version 2021.7.0\n", - " Build 20220726_000000\n", - "\n", - "This software has been approved for release by the U.S. Geological \n", - "Survey (USGS). Although the software has been subjected to rigorous \n", - "review, the USGS reserves the right to update the software as needed \n", - "pursuant to further analysis and review. No warranty, expressed or \n", - "implied, is made by the USGS or the U.S. Government as to the \n", - "functionality of the software and related material nor shall the \n", - "fact of release constitute any such warranty. Furthermore, the \n", - "software is released on condition that neither the USGS nor the U.S. \n", - "Government shall be held liable for any damages resulting from its \n", - "authorized or unauthorized use. Also refer to the USGS Water \n", - "Resources Software User Rights Notice for complete use, copyright, \n", - "and distribution information.\n", - "\n", - " \n", - " Run start date and time (yyyy/mm/dd hh:mm:ss): 2024/01/29 16:36:47\n", - " \n", - " Writing simulation list file: mfsim.lst\n", - " Using Simulation name file: mfsim.nam\n", - " \n", - " Solving: Stress period: 1 Time step: 1\n", - " Solving: Stress period: 2 Time step: 1\n", - " Solving: Stress period: 3 Time step: 1\n", - " Solving: Stress period: 4 Time step: 1\n", - " Solving: Stress period: 5 Time step: 1\n", - " Solving: Stress period: 6 Time step: 1\n", - " Solving: Stress period: 7 Time step: 1\n", - " Solving: Stress period: 8 Time step: 1\n", - " Solving: Stress period: 9 Time step: 1\n", - " Solving: Stress period: 10 Time step: 1\n", - " Solving: Stress period: 11 Time step: 1\n", - " Solving: Stress period: 12 Time step: 1\n", - " Solving: Stress period: 13 Time step: 1\n", - " \n", - " Run end date and time (yyyy/mm/dd hh:mm:ss): 2024/01/29 16:36:50\n", - " Elapsed run time: 2.952 Seconds\n", - " \n", - "\n", - "WARNING REPORT:\n", - "\n", - " 1. OPTIONS BLOCK VARIABLE 'UNIT_CONVERSION' IN FILE 'pleasant.sfr' WAS\n", - " DEPRECATED IN VERSION 6.4.2. SETTING UNIT_CONVERSION DIRECTLY.\n", - " Normal termination of simulation.\n" - ] - }, - { - "data": { - "text/plain": [ - "(True, [])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sim.run_simulation()" ] @@ -861,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -892,20 +404,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "levels=np.arange(280, 315, 2)\n", "\n", @@ -932,20 +433,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "levels=np.arange(280, 315, 1)\n", "new_extent = (554500, 557500, 388500, 392000)\n", @@ -974,18 +464,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/aleaf/mambaforge/envs/pyclass/lib/python3.11/site-packages/pyproj/crs/crs.py:1293: UserWarning: You will likely lose important projection information when converting to a PROJ string from another format. See: https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems\n", - " proj = self._crs.to_proj4(version=version)\n" - ] - } - ], + "outputs": [], "source": [ "from flopy.export.utils import export_array\n", "\n", @@ -1023,20 +504,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABMIAAAGsCAYAAAA/sQstAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADmsklEQVR4nOzdeXhcddk+8Hv2yTrZtyZt0z3daQul7IUWLFCQxSIgAvICiuirwKs/UARUBHn1VQSpoggoYAGhyiLVAqVssqSFrum+ZJk9mcxkm/38/jhzJttMMsuZJcn9ua5ebZKTMydpMnPOfZ7n+SoEQRBAREREREREREQ0zikzfQBERERERERERETpwCCMiIiIiIiIiIgmBAZhREREREREREQ0ITAIIyIiIiIiIiKiCYFBGBERERERERERTQgMwoiIiIiIiIiIaEJgEEZERERERERERBOCOtMHkIhgMAij0YiCggIoFIpMHw4REREREREREWWQIAjo6upCTU0NlMrodV9jMggzGo2oq6vL9GEQEREREREREVEWaWlpQW1tbdSPj8kgrKCgAID4xRUWFmb4aIiIiIiIiIiIKJNcLhfq6urCmVE0YzIIk9ohCwsLGYQREREREREREREAjDpCi8PyiYiIiIiIiIhoQmAQRkREREREREREEwKDMCIiIiIiIiIimhAYhBERERERERER0YTAIIyIiIiIiIiIiCYEBmFERERERERERDQhMAgjIiIiIiIiIqIJgUEYERERERERERFNCHEFYevXr8fChQtRWFiIwsJCrFixAm+88Ub44wqFIuKf//3f/w1vc9ZZZw37+Je//GX5viIiIiIiIiIiIqII1PFsXFtbiwcffBAzZswAADz99NO4+OKL8dlnn2HevHkwmUyDtn/jjTdwww034LLLLhv0/htvvBE//vGPw2/n5OQkevxEREREREREREQxiSsIW7t27aC377//fqxfvx4fffQR5s2bh6qqqkEf/8c//oGVK1di2rRpg96fm5s7bFsiIiIiIiIiIqJUSnhGWCAQwIYNG9DT04MVK1YM+7jFYsHrr7+OG264YdjHnn32WZSVlWHevHm444470NXVNeJjeTweuFyuQX+IiIiIiIiIiIjiEVdFGADs2rULK1asgNvtRn5+PjZu3Ii5c+cO2+7pp59GQUEBLr300kHvv/rqq1FfX4+qqirs3r0bd955J3bs2IHNmzdHfcwHHngA9913X7yHSkREREREREREFKYQBEGI5xO8Xi+am5vR2dmJl156CX/84x+xdevWYWHYnDlzsHr1ajzyyCMj7m/btm1YtmwZtm3bhiVLlkTcxuPxwOPxhN92uVyoq6uD0+lEYWFhPIdPRERERERERETjjMvlgsFgGDUrirsiTKvVhoflL1u2DJ9++ikefvhh/P73vw9v895772H//v14/vnnR93fkiVLoNFocPDgwahBmE6ng06ni/dQiYiIiIiIiIiIwhKeESYRBGFQtRYAPPHEE1i6dCkWLVo06ufv2bMHPp8P1dXVyR4KERERERERERFRVHFVhN11111Ys2YN6urq0NXVhQ0bNuCdd97Bpk2bwtu4XC68+OKL+OUvfzns8w8fPoxnn30W559/PsrKyrB3717cfvvtOOGEE3Dqqacm/9UQERERERERERFFEVcQZrFYcM0118BkMsFgMGDhwoXYtGkTVq9eHd5mw4YNEAQBV1555bDP12q1eOutt/Dwww+ju7sbdXV1uOCCC3DPPfdApVIl/9UQERERERERERFFEfew/GwQ6wA0IiIiIiIiIiIa/2LNipKeEUZERERERERERDQWMAgjIiIiIiIiIqIJgUEYERERERERERFNCAzCiIiIiIiIiIhoQmAQRkREREREREREEwKDMCIiIiIiIiIimhAYhBERERERERER0YTAIIyIiIiIiIiIiCYEBmFERERERERERDQhMAgjIiIiIiIiIqIJgUEYERERERERERFNCAzCiIiIiIiIiIhoQmAQRkREREREREREEwKDMCIiIiIiIiIimhAYhBERERERERER0YSgzvQBEBFNJO3t7fB6vUntQ6vVorS0VKYjIiIiIiIimjgYhBERpUl7ezseffRRWfZ16623MgwjIiIiIiKKE4MwIqI0kSrBLrnkEpSXlye0D5vNho0bN8JoNA6rLGOlGBERERER0cgYhBERDRBv62Jvby9yc3Nj2tZutwMAysvLUV1dndDxOZ1OAMDLL78c8eOsFCMiIiIiIoqOQRgRUYicrYsj6ezsTDgI8/l8AICVK1di5syZ4fdLlWLJzh8jIiIiIiIazxiEERGFxNu6ePDgQWzZsmVYKDXa9n6/P+ljLS4ujhimSVVncmPbJRERERERjQcMwoho3Eh2RcZ4Wxel7aOFUtG2T4XRWiblwLZLIiIiIiIa6xiEEdG4IGdbYzKti5kSrWVSDmy7JCIiIiKi8YJBGBGNOZEqv6Rqq2RWZJSzdTFTYq1OSwTbLomIiIiIaKxjEEZEY8polV8ajSbhICiVrYtjGdsuiYiIiIhovGAQRkRjSrSB9uOhmitbuVwuAMCpp56KefPmybpvtl0SEREREVE6MQgjojFp6EB7VnOljtvtBiC2MI612WlEREREREQDKTN9AEREREREREREROnAIIyIiIiIiIiIiCYEBmFERERERERERDQhcEYYEaVEe3t7SgagcxYYERERERERJYpBGBHJrr29HY8++mhKH6Ozs5OD24mIiIiIiCguDMKISHZSJdgll1yC8vJyWfd98OBBbNmyBX6/X9b9EhERERER0fjHIIyIUqa8vFz2qi22RhIREREREVGiOCyfiIiIiIiIiIgmBAZhREREREREREQ0ITAIIyLZ9fT0DPqbiIiIiIiIKBswCCMi2fX19Q36m4iIiIiIiCgbMAgjIiIiIiIiIqIJIa4gbP369Vi4cCEKCwtRWFiIFStW4I033gh//LrrroNCoRj05+STTx60D4/Hg29961soKytDXl4eLrroIrS2tsrz1RAREREREREREUURVxBWW1uLBx98EI2NjWhsbMTZZ5+Niy++GHv27Alv84UvfAEmkyn855///OegfXznO9/Bxo0bsWHDBrz//vvo7u7GhRdeiEAgIM9XREREREREREREFIE6no3Xrl076O37778f69evx0cffYR58+YBAHQ6HaqqqiJ+vtPpxBNPPIG//OUvWLVqFQDgmWeeQV1dHd58802cd955ET/P4/HA4/GE33a5XPEcNhERERERERERUeIzwgKBADZs2ICenh6sWLEi/P533nkHFRUVmDVrFm688UZYrdbwx7Zt2wafz4dzzz03/L6amhrMnz8fH374YdTHeuCBB2AwGMJ/6urqEj1sIiIiIiIiIiKaoOKqCAOAXbt2YcWKFXC73cjPz8fGjRsxd+5cAMCaNWvwpS99CVOmTMHRo0dx99134+yzz8a2bdug0+lgNpuh1WpRXFw8aJ+VlZUwm81RH/POO+/EbbfdFn7b5XIxDCMiGkfsdvuw92m1WpSWlmbgaIiIiIiIaLyKOwibPXs2Pv/8c3R2duKll17Ctddei61bt2Lu3Lm44oorwtvNnz8fy5Ytw5QpU/D666/j0ksvjbpPQRCgUCiiflyn00Gn08V7qERElOWcTicA4OWXX4748VtvvZVhGBERERERySbuIEyr1WLGjBkAgGXLluHTTz/Fww8/jN///vfDtq2ursaUKVNw8OBBAEBVVRW8Xi8cDsegqjCr1YpTTjkl0a+BiIjGKJ/PBwBYuXIlZs6cGX6/zWbDxo0b4fV6M3VoREREREQ0DsUdhA0lCMKgQfYDtbe3o6WlBdXV1QCApUuXQqPRYPPmzVi3bh0AwGQyYffu3XjooYeSPRQiilN7e3tKggaHwyH7Pml8Ky4uDr9WEBERERERpUpcQdhdd92FNWvWoK6uDl1dXdiwYQPeeecdbNq0Cd3d3bj33ntx2WWXobq6GseOHcNdd92FsrIyXHLJJQAAg8GAG264AbfffjtKS0tRUlKCO+64AwsWLAivIklE6dHe3o5HH300pY/R1dWV0v0TERERERERxSOuIMxiseCaa66ByWSCwWDAwoULsWnTJqxevRp9fX3YtWsX/vznP6OzsxPV1dVYuXIlnn/+eRQUFIT38atf/QpqtRrr1q1DX18fzjnnHDz11FNQqVSyf3FEFJ1UCXbJJZegvLxc1n1v374djY2N8Pv9su6XiIiIiIiIKBlxBWFPPPFE1I/l5OTgX//616j70Ov1eOSRR/DII4/E89BElCLl5eWyt6QNDL+JiIiIiIiIsoUy0wdARERERERERESUDgzCiIiIiIiIiIhoQmAQRkREREREREREEwKDMCIiIiIiIiIimhAYhBERERERERER0YTAIIyIiIiIiIiIiCYEBmFERERERERERDQhMAgjIiIiIiIiIqIJQZ3pAyCi6Nrb2+H1epPeT29vL3Jzcwe9z263J71fIiIiIiIiorGEQRhRlmpvb8ejjz6a8sfp7OxEdXV1yh+HiIiIiIiIKNMYhBFlKakS7JJLLkF5eXnC+zl48CC2bNmClStXYubMmcPe7/f7kz5WolSRo3JRq9WitLRUhqMhIiIiIqKxjkEYUZYrLy9PqmJLChKKi4sH7YetkZTNnE4nAODll1+WZX+33norwzAiIiIiImIQRkRE2cfn8wHAsErGeNlsNmzcuFGWWXtERERERDT2MQgjIqKsNbSSMdvIsaBFpMUsALZ0EhERERGlAoMwIiKiBKRjQQu2dBIRERERyYtBGFGaxVpBwhleRPKJ9fcpniosORa0iLaYBVs6iYiIiIhSg0EYUZLiaY1yOp14/vnn49p/Z2dnVreGEWWzRIbur1u3DkVFRaNuJ4VrySxoEW0xCyIiIiIiSg0GYURJSLQ1avXq1aivrx9xG6lSxO/3J3p4RBNePEP3jx49is2bN+OFF16I6zFSGVanqjKU88eIiIiIaKJiEEaUhHhbo6Rwq6CgYNQLZ7ZGEsknloor6Xcu1pUqUxlWJ1LJFi/OHyMiIiKiiYhBGJEMYm2NYrhFlP1ibVNM5e9zPJVs8eL8MSIiIiKayBiEERERZSnODiMiIiIikheDMJrQ4hl0HwkrvCgRzc3NGflcIiIiIiKiiY5BGE0IkQKvRFZwjIYrO44vsYZN0naxbn/48GEAQGNjIxobGxM7uJC+vr6kPp+IiIiIiGgiYhBG495oKzvGsoJjNFzZMfskUzGVaFAV7/YLFy7EjBkzYt7+rbcK4fcrsHx5N1yuo2hsbEROTk7Mn09EREREREQiBmE07kVb2TGeFRyjYWvkyMxmM3bt2iXrPqNVYclZbRVrUNXc3IzGxkYsW7YMkydPjnn7GTNmYMGCBTEfzwUXAC0twKefAkVFATQ2Ng77+tkySURERERENDoGYZQ1kp3XFY0UVg1d2ZEhVupI/49NTU1oampKyWNEC7zirbYaKJGgqrGxEZMnT45r+3j19op/5+YC3d194f1E2hdbJomIiIiIiKJjEEZZobm5GU8++WRKH4NzvCJLpJKot1cBjQZQqwUoFMM/3tHRAQBoaGhAQ0NDsoc4SLQqrESrrYZKtposFQYGYYGA2BIZ7eu32WyyV+GZzWZZ90dERERERJQpDMIoZqmq2AKAY8eOAQBWrlyJmTNnyrpvzvGKzO12A0islfDee38EQIHbb/8FCgp6om5XXFycVCgVTbQqrGwMsZIVDAJSkVduLtDVJf576NcvVYLJ0RoajcfjScl+KTNSWRWr1WpRWlqasv0TERERESWKQRjFZLSB83JRq9WyV22xBTIyvV4PYHhl0WgCAeDee8UysIsuOh/FxYFh20gtkTqdTp6DncBCeSUAMQiLRhqeH+//Zyz4/zm+OJ1OAMDLL7+c0sdZt24dioqKwm8zHCMiIiKibMAgbJyRq2qrt7cXuQOuuqUwaejAebls374djY2NrNrKgHjmWwHAwKKgRYvmwmAYvo3D4UjZbLCJRmqLBIBYFoqM9/8zFvz/HF98Ph+A1FTgAsDRo0exefNmvPDCC8M+duuttzIMIyIiIqKMYhA2jqSjakuj0aRkzlZBQYHs+6TUCF1DAwA0mswdx0QhBWE6HaBSZfZYaHyQ2mj1en1Kns+lGycDgzabzYaNGzemrL2eiIiIiChWDMIyIJ6qraGVWSORq2pLmqk18CKGc7ZIwiAsvQYOyieSgzQf0D2w7zYFiouLhwVtcrSqs8WSiIiIiJLBICzNxkLVlnShMvAihnO2SDIwCFPzGSTlpCAsLy+zxwGIq0fKvSJlIquW0tgj91wytlgSERERUaJ4GRtFpKqteKqzoomnaitSZVYs27Nqi1JJCsLUakChyOyxTAQ9oUU5M1kRJq0WKQ3NTwWpXY/GJ7nmkrHFkoiIiIiSxSAsgmyp2opUmRXL9kSpJAVhbItMj2xojZRWi2xoaEBDQ4Os+25ubkZjY2N41Usa32J9PSMiIiIiSpUxHYSZzWb0SOUSMopUtRVvdVY0rNqisY5BWHplQxAmqaqqkn1FSgBobGwc1iLJlkkiIiIiIkqFMR2EPfnkk9Dr9Snb/8CqrXirs6Jh1RaNdQzC0iubgrBUkFoiGxsb0djYGPXjREREREREchjTQdjatWtRX18v+35ZtUXjkVwVNwzC0mu8B2FSS+SyZcswefLk8PvZMklERERERKkQVxC2fv16rF+/HseOHQMAzJs3Dz/60Y+wZs0a+Hw+/PCHP8Q///lPHDlyBAaDAatWrcKDDz6Impqa8D7OOussbN26ddB+r7jiCmzYsCHug8/JyUnJrBFWbVE2SbZF7PDhwwDkq7hhEJZe4z0Ik0yePHlY22Wkn1ciIPbXaa1Wy9UliYiIiGiQuIKw2tpaPPjgg5gxYwYA4Omnn8bFF1+Mzz77DLW1tdi+fTvuvvtuLFq0CA6HA9/5zndw0UUXDbuYufHGG/HjH/84/Haid/zdbndCn0c0Fkg/39ECrHgtXLgw/LsLJF5xM3DVSEq9iRKERZNsEMxZY+OL0+kEALz88ssxf86tt97KMIyIiIiIwuK6lF27du2gt++//36sX78eH330EW644QZs3rx50McfeeQRnHTSSWhubh7U8pKbm4uqqqokDpto/JPm3w1tGYuXFHjNmDFDloobVoSl10QNwkabHZbo/mhs84WegGJZuMZms2Hjxo3wer3pODQiIiIiGiMSrukIBAJ48cUX0dPTgxUrVkTcxul0QqFQoKioaND7n332WTzzzDOorKzEmjVrcM8996CgoCDqY3k8Hng8nvDbLpcr0cMmGnMitYzFS84WM2l0HoOw9JCCsLy8zB5HukWbHRYvzhobn+JZuCaecQdspSQiIiIa/+IOwnbt2oUVK1bA7XYjPz8fGzduxNy5c4dt53a78f/+3//DVVddhcLCwvD7r776atTX16Oqqgq7d+/GnXfeiR07dgyrJhvogQcewH333RfvoRJRCrAiLL16esS/J1pFmESuIDiWFkm2UY4vibRRAmylJCIiIhrv4g7CZs+ejc8//xydnZ146aWXcO2112Lr1q2DwjCfz4cvf/nLCAaDeOyxxwZ9/o033hj+9/z58zFz5kwsW7YM27dvx5IlSyI+5p133onbbrst/LbL5UJdXV28h05EMmAQll4TtTVSLiO1WD711FcBAJdf/jfk5/cO+xwa2+JpowTYSklEREQ0UcQdhGm12vDA7WXLluHTTz/Fww8/jN///vcAxBPPdevW4ejRo3j77bcHVYNFsmTJEmg0Ghw8eDBqEKbT6aDT6eI9VCJKAQZh6cUgLDnRWiwFAbj33noAwAUXXIjSUn+4jdJms2HXrl2j7psVZGNDPG2URERERDT+Jb3umyAI4fldUgh28OBBbNmyJabWgj179sDn8/EklWiMYBCWXgzC5DG0xXJg0c8JJzTAYEh8QD8ryIiIiIiIxo64grC77roLa9asQV1dHbq6urBhwwa888472LRpE/x+Py6//HJs374dr732GgKBAMxmMwCgpKQEWq0Whw8fxrPPPovzzz8fZWVl2Lt3L26//XaccMIJOPXUU1PyBRKRvBiEpReDsNRwu/v/LRUcxzugn4P4x6d4hutHw6H7RERERNkrriDMYrHgmmuugclkgsFgwMKFC7Fp0yasXr0ax44dwyuvvAIAWLx48aDP27JlC8466yxotVq89dZbePjhh9Hd3Y26ujpccMEFuOeee6BSqWT7oogodRiEpReDsNSIFIRJ4hnQH+sg/mjYXpk9Eh2uHw2H7hMRERFlp7iCsCeeeCLqx6ZOnQpBEEb8/Lq6OmzdujWehySiLMMgLL0YhKVGqKMfOh2gUCS2j0RbKUfaF2VOvMP1o+HQfSIiIqLslvSMMCKaWBiEpReDsNSQKsKSWYcl3lbKSKIN6GelWObINVx/aIsl2yWJiIiIsgODMCKKC4Ow9OrpEf/Oy8vscYw3UhCm1ye/r3haKYcaraqMlWJjz0gtluvWrUNRUVFKHpdBGxEREVFsGIQRUVykIEzNZ4+0kCrCOI9dXnIGYcmIVlUWrVJMDtJCNpQakVosjx49is2bN+OFF15I6WNff/31CVcnEhEREU0UvJQlorj4/eLfrAhLPUHoD8JYESYvaUZYpoMwydCqMjnnj0Xjkb4JlBIDWyylNslk549Fc/DgQWzZsiVcjSa39vb2iDPPWIVGREREYxGDMCKKC1sj08frBYJB8d+cESYvOWaEpZIc88eiaWpqQlNTE3TZ+sWPY3LNHxtKCtocDgdMJpOs+3Y6nXj++eejfpyrYxIREdFYwyCMiOLCICx9pPlgAIMwuWVLa+Rokpk/Fo3D4UBTU5Os+6TM6u7uBgBs2bIFW7ZsScljrF69GvX19eG3uTomERERjVUMwogoLgzC0kdqi9Ro+P2W21gJwuR2yy3A/v1zMH/+55k+FJKRNJds2bJlWLJkiaz7ltouCwoKUlLNFq3tMhq2YxIREVGyGIQRUVwYhKWPFISxGkx+2TYjLF1eeQVoa6vAjBlsixyPUhFWSW2XiX58JKO1XUbDdkwiIiJKBoMwIooLg7D0kVojOShfftk+IyxVpMIblSoIs9ks+4qUgLjiJY1/0mD+l19+Oel9DW27jCbedsx4q82iYRUaERHR+MIgjIjiIgVhWm1mj2MiYEVY6kzU1khp1VelMhAemp8q0sqXND5J7ZjJrISZyrbL9vZ2PProo7Ltj1VoRERE4weDMCIZxFoBIW0Xy/bZWlUh3VxnEJZ6rAhLnYnaGikF2UplEA0NDWhoaJD9MZqbm9HY2AibzRauOMvW5zNKXjIrYSbaVhnL50nbXHLJJSgvL0/ocQAuCkBERDQejekg7KKLZqWkrcXnm4O+vu/ihRfU2LNH/v3T+OEOlZU0NjaisbEx5s+LZ/tsq6qQrgXYGpl6rAhLncmTgS98AVi0KNNHkl5SEKZSBVFVVSX7ipRA/3NWpOe5bHs+o7ElkXZMjUaTkiH/RERENHaN6SDMbk/VlbgGgAb79gmorRXfY7HMQyAwDz/9KVBZmfie49lPvI8p1zEyCIydPlROsmzZMkyePHnU7aVKiVi2l7bNycmR5Vjlwoqw9GEQljqXXy7+mWgGtkamivScNfB5LlKVWCJYWTaxxdOOKbVd+qUf+iRFqkLj7DAiIqKxaUwHYZXlTqg1Stn3azLnIhhUIhhUoK1Neq/4OH4/BrwvEfHsJ97HlOsYUxcERmOxnIZA4LSU7D8dwd7kyZNjrqxobGyMeft4qszShTPC0oetkSQnQQACofxLpQqm/PEGPs+NVCWWCFaWTWyxtGMms5rlQKNVoa1btw5FRUWyPNZADNmIiIhSZ0wHYe/9+zeYPr1O9v2ecMplMJr00KjVUKrEcMlqzUEgqIBKKaCiIvETcIs1B8GgAkqlgMpR9jNw21ge0xrn9tGYzXkpDAKjSeX+hwd7gDzhXiqr9rK1Mo8VYenDijCSkxRiA+KMsHSKVCWWiGytlKXxK1oV2tGjR7F582a88MILKXtsDugnokyKd+Xd3t5e5Mpw0hppP6m+OSDXKsOR8MZGdhrTQViq/Ovv67G3aS8aGhpQUVEBALBarcPelwir1Yo9TXtC+xk5CbFaLdiztynmxxx8jImXVS0/dV0oCNQMCgLlCNmiSeX+Iwd7gDzhWyqr9iIHePGKFr4lGgRKN9nvuAP40Y8ib+P1LofbvRh//asC+/YlfuwTnRSEsSKM5DCwQyyVrZEjiad6NprGxsZwi6TTqcLhwzoUFAQwc6Zn0HZsoyQ5Da1CkyrOklk1MxoO6CeiTJN75V05pOrmQDq+Vt7YyD4MwmiYVzc+gr1NTSMEgfL3Rh5vPo5DR49g6tR6TJkyRdZ9n3bqFTCackIVfqrw+20DqvzKEwzf4t1HPNtbogZ48YoWviUXBDoc4p/IdAB0OHgwuRAvkmgBXrZW0CVDao1kRRjJIRAASkoAj8efltbIVBjaYnngwAw899zVqK424uab/zri5xClQjKrZkbTG7oLIv1NRJRuUhAf68q70lzGZG8ORNpPqm8OxPu1xoM3NrIXgzAa917e+BvsDlfW9ScnVqsFe5v2JVXlZ7VasSuOfVitVuzd24Q5DQ2oHCVQPOe0dTCZB1fmJcI+IHwrGxC+9b8fKCuP/WTb5dLB71Miv8ALrTZyVYnVIleIF0m0AC/5CrpUL1AR7/ah0TR48klAGk8zHgM/So+CAqC9HXj33Q+xZUtmKsKSNbTF8q23CvHcc0BFhQGXXnrpoG3jHdDPCjLKFgzCiChblJeXxxT2S1Wyyd4ckGs/iYj1a6XxgUEYUZZ67uVHsKdpfyg0S7wd12K1oqlpePhmsVqwZ2/y+4/kvNMuhdWSC5VKBZVK3qeZdpsegYACKhVQWt4f7NkskRa5iFeqF6hIrAqvu1v8I0rdzLtoxvpiFjT+SC2W0s9McXHesJbLRAf0s4KMiIiIaHxjEEZEsnv8uV/h4NEWTJ06VfZWV4vVGjHAu/iML8Ji0kGt0UClTKyCrt2Wg0AAw0K2WLYviWH7DltOKMQTYtre1amDu0+D/EIPcvPEgc32qIFfKhecGJuLWQAM2sa76mpg7Vog0tixeAf0cxA/ERER0cTAIIyIxoXH//Y4mpr2JVXhZrFaB8zHGz19sQ6qqht9e8ugdtzRt7/tulV467V6/Pfdn2Ld9U0AgMvPvABWkx4ajRrKAYHf4JDNPeq+49Fu0yEYUEKZin1bclIc7I3eMhsIAMEg0NGR2lbXSBjUJefMM8U/I4lnQP/AQfyJYoslERGR/KS2ybGy39EeQ45VNrkiZeIYhNGEYbfb4Xb3X8R3h3rNbHYb+tyJtcJ09/erEcmur1d8is7J7V/u77EX/4S9EQI/qVIu2ZVtIxEXs2hOyWIWV591HqwmHTQazZBgT49gQJF0+BY9aIskPa2ug6W/1ZWrukaWaCtlNIcOHQr/m+EYERFlg/b29pgGt6cjHIqVMzQ092VpYG6KmEwm2WeEpePYuSJlYhiEZYjNZkdf38gXd1LIYrfb4I4hqOnffnDgE69IAVH/++zoS2Lf0XSGlh/s7OyUfd8ulwuAuGqHzWYb8lEF7DY77LZknuwV8Pl8SXw+UWTdLi0AIL9g/K4086sX/hyx1VWcbZdchR8AXHPWubCZtRCCeng9GqhUwqCPK5UCvB4VFEoBfp9yQPjmGXXfHTZdePviGLaPpN2ih5D2VtfUreoKjN0qt3hbKaM5fPgwduzYgZ07d2Lnzp2DPjYwHJN0dyvhdiuRmxtAbq4w7OOxMJvNCX0eERFNHO3t7Xj00Ufj+pzOzs6MD5CXrrOSXZEymu3bt6OxsTElBQ7Rjl2OVTYTWZEy1iAUGP/VZmM6CGvvsEOjkX8J+EgBVDgIstmSGqQrhTJ2uw12+9BQJjKbzQ5bHEFN5MAnfkMDoiAAq80Gqwz7jqaz04HOTkdK9l1aWorCwsLw293d3bDa7CgrL0N+fn5C++zu7obZ1o7e3l5YrdZRt5fuCrik5QBH4Ipj20T2k+x+KXHOGL/3jg4VAMAvmGG1WuL6XBL94oVnsGfvPuz78Kt47S8n4cpv7oWzQ4eAXwGfVwl9bgAf/HsSFq+w4qt3vBrXAhUWqxW7QlV4sbTGRvJfZ6+E3ayFWq2BasDqsA4ZQrZooodvchle5TaWZr7F00oZzY4dOwYFaiOFY1u3noEtW1Zi6dJtWLv2taQe1+OR92eFiIiyQzwBRjRSldcll1yC8vLyEbeVghq/3z/idumUqpUkCwoKZN/nUEOPXc7VMWOt3nM6nXj++efj2vd4rjYb00GYzW5Hb29qLgoFCMNCHwECbHYbbDEGWCMpKRkcykQiBjU2lMcY1PRvX55wsDNwPwMDou7ublhsNpSXJR4ajcTR2YmOTgeKiopRVFQk676lY6+oqBg0l8lqtcBqs6O8rDzhVrI2YxvMtnYYjUYYjcaYPy/27ZVx7zuSIBRoNZoAo2nIRxRwdHTEvB9BABSK0bebaC2jMQdbocrHWP9PnaEgzGZvQlPTwNYqBTqG/L8xIBtZUVkPLrjqEK765t5hHysweNFh1WfgqID7N2zA3r37QmHa4Iq43U370TCnARVJ9kYKAhDwK6BQAAqlgK+fczo6rHqoU7CqKwB0WHURgrb0zXyTxBu+yR2yDQ3UhoZjktbWSmzZAsyePQWXXnppQo/V1NSEpqYmOBwO7Nq1K6njHurIkRYcOjQNr7/ejWBwF6QOZjnbPWPdVyKPyZlvRDTWJVLJNRKNRjNq+JJNrZEUWaJtl6tXr0Z9ff2I2yRSbTbWjOkgrKysFFWVJbLvNxwElQ0Ogmx2G8rKkg+ZbHYrKisrRh2WLQY14mPGEtRYrdbwcccyiHu0xx0YEFmtVlhsNpSVJx4ajUYMwopkn0FktVpgSVEVm0atAQDU1NTAYDCMur3T6URbmxE1NTUoHGV7l9OJFqM5pm1H349p2DE6OjrQarbBaLHCaIlczWYxVcHcVoOZDfuQm9cLAPB6tNDqYnlSVMLlcsESQ6VcPNJRyRZrqNTRIQZbJqMRppjDSgUqKytRUjL6c5e7T3yuWbCwBpWT8sTHdDhgNltgtYh/BlPC52ebbiTzTmxB0KNEl1ODAoMPwVAxsVIJnHiWCYL8xcVZwWHT4fP3K9B6qAB+nxKFJV5c/6M30I3PUjLzDQC+teo0tJu1UGvUUCnFMLfTrg1XuBnKEj+pckQM2aKJN3yLPWQbSaQATgrZ6urU2LNn8GBc6Z5YXV0ZFiwoS+gxpdZIKRCTU09PDp555nsAgL6++zB0Ud5I7Z6xOnz4MID457LF8piJ7juaZLoBiIiSIYURsVRyjSQbq7wocfG2jEr//wUFBRlvd80GYzoIKy0pw+TJdbLvVwqUyssHB0E2u1idlWzIZLPLGwxQ5hkMhpgDwrY2IwoNhthaqYzm0LZJho9GU8RjbDXbooZ42z6qx+ZXTsLH78/EnHlG3Pjfb+K9txpgKOrFeWt3oKLKFfXhrFYrbO0OdHR0DKtckocS/iiBTzKVUQ5HBwQo0GY0oW1Y9Vw0ClTEGGw5nU60GU0oKSkZ9XnE41bB6xGD1qnTC1BQ2F+xZDZbUD3k/83pdKK1zYzentjadOMxHir8Kmq6UFHRH4gPvJifvVD8GZX525Zxuz8uxWM/WIKiUjdmL+mARheEuTkPL/z2S5hzWg1qvn0gJY9797MvYVeomq0ylARZLBbsCb8v8eez7557CtrNGqg1GqiGJjJDOOMM3+IL2UYSKYAbOWSrqQH+8hfgmWcSe0Sv9wy43ctRXu7H3/8ub7/r9u1i4K5SBXH55f0VayO1e8Zr4cKFmDFjxqjbJfKYse47mubmZjQ2NsJmsw2qtmOlGBGlW3l5eVIBBqu8xqdY2yv5/z/YmA7CiCh5YkA2PJR5962TcdYqK/7w3Dv49g3n4aVnz8G0GZ3YtX0ydm5rwKNPvYGCwsgXl31uN2ztDpSVlaEsiTtXkbicTrS0mdHT0zuo2szhEMOM+KqzIokv2DK2icFWrDOiYg3YpEH5CoWAvPzhoZ9hSEDqD90VkqOVNjKxwk+aVSaXbGjpdHZoodUFMn0Ysnv6wQW49v/twvJVgwepX3jzcdx7zWVoPejAzNkZOrgE/b+//B279u7H7NkNKC2qhkIBKFUCVOrhQ+YtVgv2NO0bFMiN5HvnLUe7RQONWg2lauSQbSSuUACnUAkwlIm/l51WbYrnsokLIPT0CFizRt5Kebd7DgAgGFQMm50Wrd0zVlLINGPGjJjnssX6mInsO5LRVhNlpRgRyW3oPDAGGETyYxBGRBHt21OGG275DADQ1lyIW7/3CVauPg4AuPW6L2DHtkqctrJlxH3k5+cnX802hBT4RA68xLbD4hhCrEicTidajfEFW8a2WCvH4tPlDK0YWegd1ooUiVoTX5tuPKxWKyztDnR0tKOjo13WfYuiV/jJJeBXwONWQqkU52QpFOL7tLogfvG95Vh6uhmnrElFgJg5Kk0QGu3gns9AKO9TqQJQKBJboTDTuuzF+GjfbJgPToZCAZRUuXHieWbUz49epRqL2//8CnaHFz9I/HnLYrVid3jum/g8ctf5y+CwaKBWq6FSqZI6zkhSG7SJzy2CgEHVbFILqEoFVFYmFhyKLaOnxz2XLdYFDeRoiYy2mujASrE77zRi9+4crF3biRUrkq+gZbUZ0cQ10jywbFjBkWi8YBBGRMO4nFpU13RhxmwHgkHgrHOP4axVx8PD8o2tBaif0ZmRY5MCn0itgUajCcUlJUldxLbG3BKZWq5QRViBIb55SvG06caqz90HS7sDZWXlKC9PbIZRNFJL59AKP6lSLNmKMenz/7N5FhyWyTAUe6BUCdBog1Cqgqis6UXrkQKc/oWRQ92x6MSzzfj7H2bCaddhxkIHNNog+nrUePmPZ0Kt9cFQ2gOxkmjsOLyjAm8/fjaKSrXwdBdAowtAEICHbjgRX7juGC7+xuFMH2JE//3U69izV1r8QP45mz9YswSdVm1KgjanVQdBUAAYGrLJsQBCfHPZ0rFqaDRDw7eBlWL/+Ec9mppqEAx+CJMp+fBt6GMQUXaRYwXHaCKt7MjZXulhNptlX3BmrN/YkKMaUavVZuXKkwzCiGiYnFw/7rj7PwDEWUo33ro9vFrk8aOFCAQVmFTXlcEjHN4aCADGLAmx5NDlFAOKaO2nmZCfn5/UjMRIfD7xpC5ahV/yra7ifl5/djH8njzMW2ZHt0uLgF8Bn1cJXU4Ah/cWI6+gvyIt1vAtG9o6oxEE4LKvH0BlbQ9efWoGjv2oMDwsf/ayAzjv5mdRUl0KQP4FZ1LpnQ3z0XDWR7j4BjcqKyrx5D3zsOJCI256cBd+efNSfL61HIvPTM3iKNnspt9txIHDLaifOlX2BRB+sOpE2JsNUCiDMJT3Px+52jWhGWxAYWliz1NOW7yVbKlbNTSaaOHbwEqxt9+uRVMTsHz5IlxySWJtogO1tLTg008/DT8GEWUPuVdwjGbgyo4TsTVyYICU6jBJCjVTseCMZKzd2Eh0Rcpobr311qwLwxiEEdEwGk0Q02Z2ht/W54j9VMEg8P6WyTjx5PHVQpaNpNbIgkJPho8ktTQa8WUoWoXf0PfHS6w4M6FikhXLz27DKecNHxDfYbsc3T0d6HAksgqoEn5f8ndoh4ZqyYZsCoUYhp12YRtOu3BwwnD8+HEcOOICkF0nJLFQaYJQKvvbPbs6tHBY9VCpBag1Ajy98rcdTnQXf/8TPPHN1Siu6cZP3+yvdrJYLeEqt0QXQLj/4kVwWNWhuWyj/9+5bJoUrhoaTeTwbeBKoDU14kqgM2bUYsGCJJYcHeDTTz+Fw+GAyST/DZ5svTtPNBbItYJjNGO9+iuZ0OrZZ0tx6JAW1dUlEecyJrNK8Uikhb0aGhpw4MAKHDyox+rVLixa1Jv0vqU2+rF2YyPeFSmjsdls2LhxY8oqKJPBIIyIYqZUAld/bTd6e/jUkWrhICzO1sixKlqFX6T3x0OaKTdr2Vvo8XrQ1HRs2DbTF7+NvmATLOYOAMq4FktobjOjp7cHlgQXEXB0OEZYqVQBXxInwlIVZyS9rjwEAyNskKVqpjlwYM8MHN1px96OWvi8SlROFk9UfV4l1JrgKHugePm9YqCUiu/tfz2+GXvC89RG/z3/2SUL0SkFZ8qRg7OuDnW4Yq2gJPEZhC57tPCtPyCTrs2+9S3ge99L+KHCvN5ZcLu/i9//vhs33/x48juMIBvvzhONJcmu4BhNtlV/xRpsHT4sjiaItrBILJ5++iaYzbPxla98grPPrg2v+CvnKsUjKS4uht1eh23bgAsuKEcS66wM0tjYOOz7KL2dTHCYjrbLWFekHE2kn+ve3l7k5uYmve+hurpi61ri1SwRDeL1KtFyzICikj4UFHqhHTJsu6Ndj5JSd4aObuLocoVaIydIEJYq0ky5087tQp9rMvp6JmPKLBvcvVrYzQUoLOrDV77ZAaASTqcerUZzaLGE0S/K5VupU4nKIeGbtHCDRp34y7QgIDzXDxD/loblP//j/8Y3/+8N1E9L4rAz4NzrdqD5x/V44vtno6TCj+t/vBvTFjjh8yhx+iWtmDI3uYH5mRIMAFAgpoUx0i2vyIO6pbswabom04eCG37/JvbuEYOzstIKKJTRA1+r1RreNpm5iT+/fL4YvmkGh28DAzLpRneoqEAG4iqgWq0GN910k1w7BZDdd+dp7Gtubo6rotlgMCS86qwk2rwuVj4mx+0Wz/XjDbYWLlwYDrDidfrpnThyZB+OHm3GjBkXDZrLmOwqxSORWiJ1Oh1+/Wt59z3aysPJBIdDHyNWsQRocoVscrdYxkL62R0NgzAiGuT1jTPx6weWY9Wao5hc78T0mQ5UVndj8lQXjh0pwq3Xr8Hmj5/J9GGOe1ptAJU13SitSL4sm4CjexZi019PgfFYAW7+4Wf4z5uT8NGbNejr0eAHj36Asy4Uh+W3Gs0x71OOlTqlxQJKSkqGXay3Gk1wuhJvkfzk39PhcWug1gSgUApQKsVVIgOKMrh7cqFUj83qqeWXb8J1dx9HZUVlOOzT6II4Ze3YmBEoCMCe90rhsOpwwjk2uNq12PavSihVAk6+yITSmuy60VA1oxMrbvoIDQ0NAOSdERgrl10DbU7/z2vb3hJsb5qCnAI/lp5vRX4SFV+juf6xtyMGag+tm49OqwoatQZKlbwJZle7GkJQAadThxNPlLfiJBisQHf3VLz8sh47dsi6a5rg2tvb8eSTT8b9eclUJ442r4uVj4nT6/UAhq+YG43UAjhjxoyYVvWNprzcj7a2yNXwsa4YHC+Hw5Gy2WCjrTycTLg3cPXiWIb8R6va+/zzhXA6DWhoaEJFxeDKrWRnm0VrsZRagJNtvYzk/fffj2k7BmFENMj7WyZj/iIbaie78PH7k7DplRnQ5/gxZ54dRw4Wo2H+xBtEnQlf+fpufOXruzN9GOPGC4+dghv/XxOqJ/fg1otX4/r/2Ym7Hv4Pju4z4Jf/7yQsOCnxn2uxfTPxgKC1bXj45vMnX232x/uuR0mNBbkFPQgEVBCCCkBQQKWpQ68rHwrl2KwI6ekswK536/B5TzUEQQFDmQdzTuxAceXYmKe3dUMtPnqlGj2dGhzeXoR2Yw5Kq93ocWpw8NNiXHHXflRP78n0YWaV5+6egyVfsGLKChNMO2fhk/cXoX6hB61783FsZyEuuu0IiqvS+/9/3aNvo2nvvpSsBPqj1UvQ3Z4rw3yzSFQACmGzBeTeMU1wUlXWypUrUVxcPOr2DocDW7ZsSao6Mdq8rvFa+ZhslU487XjSNvGET8lWNo1nkb6PjY2NSYV7o1WbRTO0au/VV+uxbVs+LrhgOs49V6ysl3u22dAWS6lVUq7Wy4Hy8/Nj2o5BGBENMnVaJ5YsN+HUM1tx/Td2oMulxfZPqnDsSBH+9Nhi/O9jb2b6EIniJgjA3CXtKCjyorDEg1VfPA4AqJ/jhNetglIhICBk+CAH0KgHVJsVJlZtVjfTiav/pxHT5lkHvd9mt+OnX7kF6hiGk2ebY7vLsenhc6HT5qJ+rhsqlQCHRY8n7p6PdbcdwKqrjmOU0VEZt/eDUqy+7jiWnmfF/ZefhFMuMWHl1WJF4mPfWoS2A/kMwoZQKAQUhYKuY/85AWdduxcnny/+wj5+y3zYjuekPQhLpdyiPvj9fqhVaqhk/j0VBAGCx4vycj3EUIxIXjNnzozpwtZkMmHLli2yPGa0eV2pmLfV0iI+X/f0pO95OtE2xWji2c9YW+1wIolWbRZNtKo9KeuaOnXKoLlokWabxSsdc8wSxSCMiAa56dvbodOLd4oFASgo9OLMVc04E83461PzcdIpst+eJko5d58GgdBw+JVrm6HR9ldD+LxKaPVB+LLwXM9QaEBFZWLVZmuvbUNhYSkqKgcPUepzu7HwnA8QQAesFvmrQpJp5xzNi79cgWUXv4YvXIlBVXi9XWr8+MsnY85JHZg8O7YhqZmi1gTh84itdNqcIHIK+tv6lAoBau3YbFlNJbVWQKdZB0M9oM3tg0oTgLQqZDCogEqdRSm2DK78xSYcO9iMqVOnYsqUKbLu+xfXzEOXSQGTSUBlZf/PXkeHSvxeqhRIdKSa1SrOIVSpENM+Ur19PPuQY9/xPmYq9y3XY8azH6u1Cn7/3bj//th+hsQ23e/ihRfUePPNxFrbowVd6ZhLZLVaE56FFa942xSjiacdb6yudjgRJVu199prgMcDFBb2vy/RarNosjFQZRBGRGEejxLvbZmM996ejKuu34XZcwdP/r3+65+jqoaVCjT2nHjW4fCMrBu+17/ikLNDi9x8P7S6AHqy7zU6Ked++Rh6u9XocamRV+iH36dAp10Hd5+AZRdsgasHcO1LZsj/SJQpW/o9p7AbwOCy99wCP1RqAUpF9gci1TN6cODTYliP50GpErDn/TJUT+9Br0sDp12HPEPq5l2NVau+1oxXfz0NljY3Sqa2oXHjIii9XXDZtdDmBGCoGD/VYKnW1a5FV1cOoi2qFQwm344Z7z5SvX08+5Bj3/E+Zir3LddjxrYfBQAFfL5YH1Ns021pceHxx5NbHbWzs3NQRVi0uURy2L59OxobG1P2GicZWEmTSJtiNPG047HVcWKINOY23mqzaEYLVFNRMWaxxLaSe1xB2Pr167F+/XocO3YMADBv3jz86Ec/wpo1awCI5db33XcfHn/8cTgcDixfvhy//e1vMW/evPA+PB4P7rjjDvz1r39FX18fzjnnHDz22GOora2N51CIKAX+975T4PGo4WjX4/WNM7FzuwtP/X4xamq78IP738MVX92b6UMkSshV3/4AhcViBdHAlRR1+gB++qet0IzDKpx920vwu7sXo9upwe0Pf4qX1s/G9q2VUChX4cLv/B6LT+tCeVmZ7I/rdDnR3GZGT29P+GREqhJLtlps8vxj2LX5VFRXWqFdqoFKE4Tfp8SHr9RAqw+MiRBp7TeP4PXf1ePAJ8X48g/2ob01B7/79iL0uDT4yj1NmLG0M9OHmHWmLOzCunsO4JXfVODQp1OhhB6bWkrQcFoHLrvrEAzl42sOkKS7uxvWGE/oY6Uv7IHP54NKpYJS0T/kv8ephRBUQK1WoKIiylKco2BFWHyPmcp9Z6YiTIDfL8T8M+Tz+dDX14eaGkXCq6NKA7ejhVKpmD9UUFAAADCbzTENKI9XtIHmQHZW1cghGMyOVZNT8X86MOjp6wPa2wEp9vD51Ni1KwcWC7BkCTBg8fCsIVf4OjTwGunnPBE2WynKy9sBpGjVyNraWjz44IPhMtCnn34aF198MT777DPMmzcPDz30EP7v//4PTz31FGbNmoWf/vSnWL16Nfbv3x9+0vjOd76DV199FRs2bEBpaSluv/12XHjhhdi2bZvscxCIKD6ffVqNh377JqbPcuDUedfj4nX7cc/Pt+K5J+fj+T/Pwx13/wcqVfZXXBCNRDHg/FyfG4A+d3wOjf7djxbjK7fvgUIJ/Pj6U3H9Xbvwwz/+B/9+OYgXf3sBlq98I+G2y5H4Qhckwwf9K5Ma/g8ACy9oQmDT6Xj+gZV4wpEHtVqA36/AwtNt+Mb/7hgzA/Mv+PpRXPD1owgGgUkze7BwZWwrHE1kFVP6sPb7n0ZcwXG8CfjF5yS73S77jKNTvrEPSh8wY8YMTJo0Kfz+7q5u+D/+D2666SbZgwOaGEwmM77926exdOkSFOQXjLq9xWqB6tAOXHrppaiuTuxCe9UqA1paFuOxx3IQWsgZAODzzUFfn9h2uWdPQruOShrA39TUlLKVBoHBA83Ha5tid7fYkjdwYU8hA5cZQ/9PAwElBAFQy7i6dl9fH3btAp59Fnj4YaC3V4mPPz4Jjz02FRUVYlXWhg1Afb1sDxlVPIslJGu0Fsuhg/sTcfy4Fh6PArNmieeA27Zti+nz4grC1q5dO+jt+++/H+vXr8dHH32EuXPn4te//jV+8IMf4NJLLwUgBmWVlZV47rnncPPNN8PpdOKJJ57AX/7yF6xatQoA8Mwzz6Curg5vvvkmzjvvvIiP6/F44PH0n9y6XK54DpuIYtDaXICgoMD0WQ74fErk5vvwvXs+BADMX2TFlWsvRXeXFoaisXGhORYNrFQiSlbAp8Di061QawTocvw4+zJxgYDZS1vg6T0lZY+rUYunFgMH/TtdTrS2mZMa/i/tp+e0bbjsmw7U1FSgt0sNr1uJfIMPam3ks+dYq9BSOdtsqE6rFsd2G+Aw6REMKFBQ4sWskzpQVJH5yqZgEICArFt0oKdTjUMfV+HoZ3no2V+NSfU6TF/Wifzi1LYnZYJKLX7zy8rKZK/adDqdMDebwgtyEGXKH+8+E932s4eFWPEwmXIQDCoitPpqAGiwb58AuZuOvN7T4XafhPJyP/7+d/l7XaMNNB+PbYrvvw98+9vAddcBV1wBTJ+e/vNgmw04flxc5bShoQH5+YuweXMhurtVOOOMLixe3JvU/geGmMeOAVKR786dOWhpqcP69W9h7twa/OUvpbjjDj3uvTf2n6l4w6pEFl1ItgoxWotltJ/zRJSVAQPv37S2tsb0eQnPCAsEAnjxxRfR09ODFStW4OjRozCbzTj33HPD2+h0Opx55pn48MMPcfPNN2Pbtm3w+XyDtqmpqcH8+fPx4YcfRg3CHnjgAdx3332JHioRxeDIwWLMXySuLmc25uOa/+qfo9Tp0EOnCzAESzGGYCQnn0+JYFABQMCys81QKPuDIiGohDLF1Z2GQgMqB1SctbaZQ+9LvJLnyM4K/POXC7GxqxhX/+hDfPDyLDT9R7zKueGhNzH7pP6Byw6HA0CkyrSRKOH3pba98sgOA569bw6CAQUmzeyGUi2g06zHM/c14NLvHsQZV7RmNISyHc/Ff/5ejaXnWVA2OTvacI7vLMDzP5kFv98HjaEVwc4CHPu0CC/+dCYuuu0Ilq21RG2rkYZmJyrS5wd8g5+sPX1KWI/morDcK2ubZn5+fkqqNs1IbDA5kZy6O/UjzquLjfi7qFAIMJT0/+45O7QQBAWCQUUK5rLpAOig13uSvoCPJpHQy+8HQveh4PeLNzW0WpkPTGYHDojnvs3NwJ13AmecAdTXiwcdaUZaKuZJvfZaEZ5/vgaXXAK43fV44YXZEARg6lTgD3+owB13ABddlNxjSK2B+/YZYLcbsGtXM7ZtCyAnR8C+fR9h3z7g2LEGHDkyEy+//Erc+z906FBM21mt4nVeJhZLiNRiKVe4m2gRc9xB2K5du7BixQq43W7k5+dj48aNmDt3Lj78UKwcqRzygl1ZWYnjx8W70GazGVqtFsXFxcO2MZvNUR/zzjvvxG233RZ+2+Vyoa6uLt5DJ6IRnHFOM045U1wSum6KC1+9sT8I+8eLszFzTke0TyUZ+HwK/P3Z2bCZc9GwsB1nnNccbkPdt6sEU6Y7kTNOW/jS7Td3L8W/XpyGr3x7N668JXVtDZlWP8cJT58KWl0Qtz7wWfj9ro5cqLVeKJRjby7ai79cjqUXvwKNzosn/t+1WP6lN3D9Vx+D+eAUvPyb83HB7e9Dox8YRChQWVmJkuLRB284XU60tJqhTrQ0Yej+BgQo0r+dLieeuXs6Vn1tG2avGBzOubs1ePzW1SiddhiV9fGFN93d3eG/LRZrUsfd1FiLTb+bit3v5WPyfBtqT3DCq9Ohs3PwMSUbMMWzr2fvWYizb9qGkhkH0dZqCrdGdndo8NiNCzF9qROltYNngvijtugmQhEevg0A//ztFMw9N/R/asnBn/97IXxuFVztGlxyxxEsW2tN+bybTX+ow7k3tGTFXB3KTs3NzbL8nhoMhqSGZUeTX+SG3++DWq2BKsEf5EAwCL/fh6LSAH64fl/4/T/9xhx02lVQa2Lft88r3jxSa4IjjgFxdaohBBVwODQJV5sFBpzOKRSD52PF29YZDIqVVe+9B6xZA1RWii12drsY4KxYkdgxpkNHh1gRduONwP33A88/D6jVFSgtnY++vt3IyRkclMg1T2qg7dtPgFpdE/p3HsrKgN/9TvzYk08Cr76aXBA2sDVw504Pduw4HXfcYcShQzNQWtoebg0UhGIAOeHOulgcPnwYO3bswM6dO7Fz587RPyGkvLyciyUggSBs9uzZ+Pzzz9HZ2YmXXnoJ1157LbZu3Rr+uGJISYMgCMPeN9Ro2+h0Ouh0ungPlYjipA4tQT+wRc/rVUKlCuL8i2O720CJ+fNvF2Lbf6qhVgex9V9TYGzJx7rrm6DRBvGT20/Hz//wNmqnJHXblEK6XVq4HDoE/OP7CvL7j30S8f1avQ8XffcJKJWlET+ezQRBhZo5RzB5agXef1rA2ut7odE1oKEB+PRFA2bPng1drhiAOJ1OtBpNKCkuGXaTLpoWmJO+cHQ4xJsG0Wakud19sHbuQ3Df8DIFj+9UHD12GB0eWwKPrILNboctyZlSLS0KTD/zEyy46G1s33ABPvvXShTVzYH1lM9Q2XAYap13QPWqEh2OxG+SRP9eDebuOw021264je0AFOjo6H/MQLAB7R12BLSD21d6esQVjmtqamCItCRWjJxOJ9paTdAMCEiP7SzErDPFsr2tT83HqetMWHGpBU6bFn/+/mzMONGJkhr5Kqg/+FsVgoJY+yIAUKkEfPC3KuQW+qBQAqddbmZFMQ3S3t6O2554TpZ9LVB6cOutt6K0VN7XjP/6yVbs370PDQ1zUFGRWOWj1WpBU5O4D6B/HzfdtxVNe/ahpqY65t//v/76ZBzYUYW1132GJWcej7rdL76zGj3OPPj9qVoFdHhb50jh2LvvAj/+sXje/umnQG4u4HaLA9lvv12stBoy3Sil4qna2r17EpYu7cH+/Z24/HLgwgsV+MMfFNi48Qz85z/n4aGHzFi4sC9cnZTsCoaR6PUG/OMf4r8Vik4Eg1bs2iX2L+7bV4reXi127Uq8itZmE1/Ply1bhkWLZqKqKgilchGKi7sgCEcxY8ZcLFiwAG+/LQ7MX7Agvt+zHTt2xPx9GanKS5rNNvS1JNkqvFRU8UXT2oq4wum4gzCtVhseaLZs2TJ8+umnePjhh/H9738fgFj1NXDIptVqDZ+AVlVVwev1wuFwDKoKs1qtOOWU1M0rIaL4DHwS1GiCuOnbn0XfmGTxxsvT8YeNr6O41IOjBw34/k1nQ5/jx2Vf3Q+FQkBBYeZnB40Xnl7xAlafO/5mC8VCn+tDfrELwNgLwvxeJQRBCYPBgJPOs6OqqhxqjXj2plRoUV1dDo2uv9Kt1Rj7yavcFUSVlZUoCS0B5XT2z0ibu8IF07YvYFLVIZTVdUGlCSDgU2HH5qkwFGswb2EtCkrjmwtls9tgtDhQXlaGsrLypI6873A9vMXFOOHEKTjhxN1ot3+Erc/VYd/r52Hni3qce8vnWLD6OBwOB4wmKywWS8xLlUc2+HsVSfOyHlgbz0fh6Z/DrTiM1r5OHD/YjZZPFiKgcOJYy17oHJHaOBXIzc1NerB+W6tpUEDq8/rgdIpBW6cpD7NPFrsapLZIuYc9/+PhqZix1InC0tDrgALwexVo258PQeB8SRpOGv5dP3Uq9Dn6hPfj7nMDzfvD+8tWQ29gdHRIrfEmGGN8HXB2LgIAWG0taGraF3U7rX45goEAVCoV1Or4LqV7e1QQggqoVAJ8PiWUSjHh9vuUyMv3Qa0RorR1Rp951t0ttkIWFQEuF+DzicPnP/lE/NiVV4ofAxJbRCDWICORVQAPHLgEeXmfw+s9Cp9PBY0mgEmTgFtvBdzur2LRohmYPx/h/cqxguFQdXVAY+NxbNx4MerqWnDoUDGampwoLW3HwYNKzJ27Fy+/vDfpxykvL8dJJ83CF78ovr1rlw0vvrgfPt9cAMB//3fi+47n+9LY2Ai/X/zZAMTXjrw84OWXxUrFdevEKsPRhtzHa2j7ZioCssmTgZ//HOGfmdEkPCNMIggCPB4P6uvrUVVVhc2bN+OEE04AID4Jb926FT//+c8BAEuXLoVGo8HmzZuxbt06AIDJZMLu3bvx0EMPJXsoRMMEAjwzTBZPrtMj4FeiuNSDYBCon+nEI8/+GzdftgZVk3rg9aqQm5/dJ6FjibtPfOnT6dlqOtZMnWdD0C8Gmdf+qP/E1NWuhT7HD1USKzypBw75T7KCqKXNhJKSElRWDJ+Rdu19bfj3k1Pw94dOQ1e7FiqNAL9Pifln2PH1X+1HWW0hgMK4HrPP3QdYHMjPz09qBhsA6DVFMBTrUFlZAZ9XfAGYteo/uPhbnbDsnoeAvyD8dRlNVtRUJ/79EgNC6XsV/bi/+tM2bP5jHd789Xno6VRDpREgBFWYfpIZV9y3E4bKqRH3PbSSKxFSS+TAgLTLeQoaX61GfrkOrnYN7PZ2+FViRZqnL4CODjsC6sTnq0mtrpJbHtuNVx6eihMv6MQJq8Xl4Q9tM2DdXYegSvpMnsazktKSmFZwjKaruwve9BV0xK3/BkbkwKuysmLEkH2gj3Ti92nylCo0NER/LSm//XW0m+2YWj8VU6ZMiflYBQG45+YT8OPH+28uP/aT2bjl7v04diAfL/1pCm5/cA9+8q05cNhV0Gg0UIZ6Jp2O0WeehYpgAQyvVOv/WOyLCFgs8xAIzINCISAvr2fkjQEAUwCcjYqKADZujG1Y+eLFOpSVLUVh4Qnh9zU3N+OTTxpx1VXdMQcaySgqAm66qRn/93/d2L9/BQKBfBiN9SgsdONHP7Jh7tw5AOYkvP+hVVi7d4utrFu21KC5+Vy43aVQqYBFi+T5emKxdWsh/vAHYMoUsXqwtBR48UVArwesVuDEE4Hc3MhD7uM1WvtmrPPNYjF58iw89VQAc+fGdkMwrpfPu+66C2vWrEFdXR26urqwYcMGvPPOO9i0aRMUCgW+853v4Gc/+xlmzpyJmTNn4mc/+xlyc3Nx1VVXARB7zG+44QbcfvvtKC0tRUlJCe644w4sWLAgvIokkZxOP+2rsNl0uO1/7kNDQ6aPZuzg3eX08vkUKK/qxfHDhZgy3QVBACprevCrP2/G1y8/HwG/AhpNBtaTHqc87lBFWM7ErAgby75y93vYtXd4wKDL9eP2xxtlGTJvMBhGDGVi0dI2cgXC6V9qxTnXNEOlFtDXpYLPo0JuYfSVL9OpekYPiqvFtj7NgOMRBGDh2cPbLg2G5BZAaB3leyU58+o2LLhwG/bu2YdpUxagpKgSOYU+qNT5APIjfk5ba/JD4aUgbWBAajujE+2mEnS26lA87QgO7DuGAkc7/F41AsqFOHJsP/QdsVw4jkSJQOgif+qCbnzjt3vwj4fr8fmbZfjSnWLlBV+naaLrv4ExuAXS6XTC2Dr8hsRIlApxDE9paSEqK6LfKHP3udGO+FvQPW4ldDkB9PWqkJMbgM2sg8MuPmbNlF50d4lfy80/3Ir9u5rQ0NAQfi2697sN6GwXZ54ph8w883mV8HrF6rJgqABAqwtCoRTg6VNBrQlCpxeDvVgCtX7i4wgC0NUV+82Znh4Ba9YUj77hAMGg+EehAGy2eQgG1+BnPxPnnQGJVbLFShAAnU7AySd/gjvvzMMZZ5wR+ogeQJEsjyFVVH30EfDgg2Llntmci/b2eiiVuXj+eeC73wW+8x1ZHm5UBw7o8de/AhdfLK646PMBnZ1iZdinn4qrd+bmitvKUYW3Y8cOTJ16GgyGOtTVeeHzKfDKK10wGvfB798T13yzkXg8N+HKK5/CX/5yVUzbxxWEWSwWXHPNNTCZTDAYDFi4cCE2bdqE1atXAwC+973voa+vD7fccgscDgeWL1+Of//73ygo6L8T8atf/QpqtRrr1q1DX18fzjnnHDz11FNQqbJsnW4aF1paCtHVpQvdyUj8jthEs27NZSg0ePHDn72L+unyDUSmyJRK4Ov/sx3+0Mwq6eKmfqYTDz7+Nn5x98kZPLrxxyNVhE2wIOyNZ+vx0b9r0HByHkrnZPEt/gTocoLQ5YyNqslD2w14/mez4bTrcP0De7DluTrsebcUUADf/O3nmHtq5hYmEQRgzgpH+G2fVwGfR4lgQJnR0OXYzgK89MBMuOwKzL+iB00vnohj26ugUgm44eE9mL4s9a9TBoMh3GJ5+f/YYbVa0bR3X6girgKA+LEF/7cTQHIzbGx2G+ymDqgGtF1pdAIu/94RHPjUgMe/PVds8U7w/8Tn1qF5TymcbYWYucSV1LESZQPx93Nw4GWMMwj3+8RzMLUmNQvJqFQC5i114KU/TUF1XR9ajuRh0XLx+b7bpR5xQP837hTDsWgzz/buqMbnjXU45czDyCvw4B8bFsPYWoRzLtiLU846HN73bx44HV1OLZQqFZSKkeekdneJoZlCCRgMo6+m3BlXyDYS8bgGz2CLvZItEb29J6O390T8+tcqfO1rYovdqlXAvHnyPs7jjwOrVwPf/Cawa9ch3HKLE7fcUoXzzy/ANdcAs2YB558v72NG8vWvW1FXVwmzGfiv/wLmzBHDuRkzxMULgkHIGjgePToVzz13Cg4ezMFDDwHvvAN0dHRh9+65uOACC267zQO9PvkbgRs2FGHdugsxbdpW3HTT6NvHFYQ98cQTI35coVDg3nvvxb333ht1G71ej0ceeQSPPPJIPA9NFDenU4uuLvFOS1mZDQzCYmO35WD7J+LqKf/72OYMH83EoFIJWLJi+Mq5ggCcsNyCZ//9jwwc1fjl7hNvvOhyJlZrZPP+Qnz87xoUV7WgNPEqf0rShvvn4Iv/fQgafRDrb12ES+84iFse2YFD24rwt1/MxLTFTujzMvOzKYVdlqO5aN5TAIdFB5ezBB1dOSjL0aKiPDNVSC8/OANrbjkGV3cHXrrvS1h1cxO+8dhhHG404J+/nYqb1++CVp++VVAFAfD2qWA7MBXe43NQUFCIwnIvpi9xQpeb/HH0uftgR+RAdNaJTtyyfjdMh/MSXjHSfrQOrz1zOupmd+P2J+S5E0+UqGQWKJFz9dqAX3xyU6lTU5mr0Qo4e60Zr/21Fnu3F2H2IifOvVRst/b7lDj/iujthCO1gAoCoNDuwwmnAD0eBbrdCpx6bv9MpwMH+rdd/cV9cQ0xVASBmTNnYNKkSaNu+6PvzYWjQxXzKqCCAPT0iAGgQgH4fEooFOLsNABQKAUUhQK4zk65QrZotAAAvz+It98Wq6R++Uvg7rvFFS3l0NzcDLu9Fl1d3di1qxPNzc1wuWpx5IgOBgOQkwM4HKPvRw4KhbiIwmuvAd/4BvC97wHt7cDs2al5vPfeOw133WXCDTdMw9SpwL33AkuXHsPLL7+Mf/7zdqhU+ZBj9FtJCbBgwQKYzbG15nKyAI1bra1iGW9RcQ/0evlWbxrvPn5ffLGbM8+OklL3KFtTKikUYhtfp0OHyure0T+BYuLuFV/6JlprpPR1a3QT6+vONsGAArOXO6DRBaHPC2DFxeJFzYylnfD0qDLe7nZ0RyH+ub4eXR0a1M3phscnwHpsGp7913ScdKEdF377iCxhTzwCfiVmLXegvdMKtc6L+auOAyjH9GVOeHrS31HQvLsAz/xwEfzBHkya4Yc+R4dOiw7P3zcTl915GAvPbpf9MQN+4OjOQnSaxRt8RZUeBANIqB04r1S82rK16jkKgTLG7/NDANBmNKEtjoVNhlIA8PmSf11LdUUYABQW+3DVLUcBhAaSh9okK2rcqKiJfs4drQVUYrPk49jhUlhNhVCpgzAU9WH6bBsqqgavNu50OmFsM8Y0C9PpdMLUaoRaHducxW/e/g727W2KeRVQh0OLh/+3Aff+bAcAoNOhwcsvTMGFl3yAVzdq0NmxFHd8/wgA4O4754khm0YNlRwzEAbo7lbDHwpBFQrg4EHAaBS7Nb71LeCuuwCdLvH9e72z4XZ/F/n53Vi8+CO88EIVdu/eg+7uAvj9alRXi1W5Hg+QH7nLPyV8PuDCC4GVK8VQ7KWXgC99KTWPpVAIyMkRA9jp0wfPQ1OrBdlegz74IL7tGYTRuCUFYTXVaYrXx4n/vCfWHK84vSXDRzJx+HwKdDl1UKuDUKmE8MBvfU4AH22dhCd+vRh/fuOVDB/l+CAIQLtFHABaXDaxAnKXQ7zjmW9IfIh3NnH3qvD1k1ZBpRLw2EdvQpeT3nAmUX6vMjzHZdE5ViiU/XfnAwEllKrMfh2b/zQZc09tx8prxDuqFosVu/fuQ0NDA/5292rsfLscJ16YzCqR8Qv4FBAE8XtWOfcQBnb0BAMKKEdoKUqFF34yE2u+8ym6FB+gYU4DKkIz0jqMOvzh23MxY1kncgvlq+o7urMAz/5oJvJLfCgJzW9zmHVw2rS46p6DmLE0vvbGvOJOQCHA3aNGT6ca+cUMxyn91JqRw51YOJ1OmIwmaDTJX9JKYYg6hTNZ247nYPsHpbCb9BAAVFS7MXlGD+ae0DnscQdWu0n/NhgMqKgcHDId2l+Aza/WwutVosupgVYXRF6+Hx9umYOLrmjGqWfZBm1vbDPGPAvT1Br/CsqxVumZjYUAPLBaxdeTY0dK0dqshtPpRHmFG8ePnBbe9tbvbsG+PWLIFuvMt1g99tvZ2LWrEO4+Hfx+sSVz4MIDnqRPFbUAtOjpKUBjYzl6epTYtWsxBEGAVtuHBx7wYfHiXZg/vwRqdTd27Yp9zIO08mKsKzAO3E6jEc+JtVrgN78BbrkFqKoSP5ZotXE0gqCAJhQwX389MGkSIC027fUqINeErB//GLjhhti3ZxBG41Zri9gKWV3NGVfxCAdhZ8RWVkrJ2/lpJZ54eDGmzXJApRaQk+uDXh9AeVUPPn2/BiXl4yO4yAbdLg36esW7mxU1yQ6zHltcHeItzbxxEoQFfAr0dYn/lyPNVsk2Uxc64fcpoANw5Q/3h9/vsmuhy/GnrC0nVkoVoIpyIajRBpNamTNRNbO74XOLZ+aL1m2CUiWuftPVroE2J5D2ICwYAEomdaFryDViSY0HEOQvr3rxwWm49oH9qGsY/JzVuj8Pz907E//z3Odx3VFXaQIoLO2Dy54LW5se+cXdo38SUYqIoUzi4YYpiWqygSbP6EFhsQ/63NhC7O7ublgtsd8UsLQW4v1NtfD7lVDAC5upAK5OPz7ZWoO6GXqs/crnUCqBjlB/3MCVagFxcpbPPzy03vxaDU4+3YaTzxAH+G94cirOPNcCnT6Av/x+Oiqq3Jg5p2vY58Uq1mDL4eiAIiDA1GKEqWX0AM3r1aKgIB+//vlSFBQ64PPqUF3zCUwtRvR010Or7YbFah10DHK2wkpKSw1QIB86bQ8UShUCAQ30ugDUagFd3Rrodf6kFqzqdGogCEoEgwrYbAOr6xTo68vD4cNBnHXWFAgC8JvfxDvGZwqA05Gf342bb/5DzJ916NAhGI0afPZZHg4e1EGlAmprvVixohtVVWI7aqzhWiwaGpqg188EAHzlK+L7LBagtzcHZWV+FMg0vei558Q2z1gxCKNxS6oIq65hRVisnJ06HDssrvRy0inx3wWixOz+rBwHdpfg1HNaYDXlocOWg55uLQ7vL8ZHW2twytkpGYgwIVnb8gAAhcWemE92x4twRVjR+AjCvKHVPxUKAcoMh0fx+NqDkSfQ6nIDuPV3n8uy8mUy5p3ejl3vlAEApi5woau3D13WEnzSNBO9Lg1KJ6W/Zf6rD+4DAHRZB79fmxPA1369R/a716Opa+jGB39tgKGhFb56JXweBTy9Knz89yoUlHplrygJ+JSonTM8uK+d3ROeaxSv4qoeuOy5sLfmoH4+gzAa2cGDB2G3j7xSoiNdA45S5OYBNyZGEgiI5w52mx12W+yrRx78fAm6e9tx0upNAIAjuxcAUOCEc3bik39/AX9/xoCGEz8GIIZelZWVKCkpASAGQOZmI3p7eoaFbx73FPj89vD7zcYpONDkRsMCM7zeWpjaumAotoT3Eyu/3w+FAJjajDC1xXZNoBhy3KOZNq0dTXu1cHTkorLShcVL+tDeUQmbyYspUz7G/t37wtsqAwLMzW0wQ95z4srSJtRPXYW2tunQatW4/ur9mD/XAb9fgbffrcGSRXaUlSZeFnbXfQvR4VBBo9YgKKjgdqsRCIrzzgAFBEEZ16qckfT0FOCxx+4adbv2dhWCQQAQoFQKEARAEMTZbAqFgGBQCZ3ODY3GDylk27BBhaampA4PJ564DVOnTgEABAaceufm9uGhh1pQX1+U3AMMEIjj1J5BGI1bbW1ivFxT3ZnZAxlDvJ7+C8uCwrGxAtt4UFLeh0u+sh9X3zT8AvmpRxbCZs7NwFGNT1aj+L2caNVgQH9FWL6hD+MhCutxindW8wy+tAchqaDLDUCX4XBWEIAVl5hQUOrFW0/X4fXf1kMQAnD3rcTUhZ1Y98MDqJmZPb87utxg2ueVAcC6Hx3Ey78sx/uPfBXv/UoHlVps0Zx/Vjuu+ukBaGVu0y2v68Omx+tw2pfMKCgR79b3ONX44G9VKK7yJDRfpbiqB8d3l8Peph/0/lgCj5EYDAZMnpzcqpmUPTxuD/YEdNj95ocxf47b7UZB/uASj1f+VIe2o3lY982jKK0a22MJVKE+rrLyMpSXlcX8ee3Ha6BV6dHQIK5WYz1SD3evBg0NXtiOaNHbU4eGBmc49CopKQm3L440LF+lK8XHH+TCYnWhy1kMl6sbjs49aGqyweVaDJP5KATV4Ooev2/0VSBHm0s2lNPphKlFPG6pXXw0vb15EIIlmDuvF0tP9EJafbesfB8mTapCUVHDgH23xTTbLBFFxbvQeqQR8+cbMH1aHQBxdtWqs9qSPr/4769vxr7de9DQ0IAnnz8PK0604MTFVnz/vqVwduUgV++DVgd0dWmRm+uLq8K906kNV5tZrbHNcpMMDIwGrp/gdufCPeB+V0fH6D8roxEEwOFQ4cUXgX37xHZMtboQHo826X0PtHAh8Mc/iqtvxoJBGI1bLa2h1siazsweyBgkpKC1g6I76XQjFi61RvzYvBNsUCrHTrVLtrOFgrDyCbb4gCAMrgjrGwcFIN2hICy/KPmTNBJJgUpVfQ+ue2AvDBVeNB/twI7tzZh/whTUTC3N7AFmCbVWwBnX7UHlir9h5rR5KC6qRDCgQE6hPyWh7JX3HMLrj03Gzy47AUJQAYVS/J1edHY7rr73YEL7LKkWnwTsrWIQ5va4sUetw473Yg88Ilnk9+DWW29FaSl/VsaDQFC8Wo4lDHE6nTC2mhAMDg+CP3uvFLa2HDi+1Dbmg7BE1dY78MmWaXj3nzOhUgmwthViwUniGBJ3nwa5edFvQI8USs2a1YHXX5qEbe9fCqVSwAWX7cSMOaXw+8rhWO7C3IWlKCoRz32kYflqTeyhicFgiGn4PYCYWiIljZ+UYltjKXS6IA4fLsChgwW4YK34/djWuBLt9jxcvq6/gs3U0haakRZbyBarI0fzsenf5TCb9Ni5z4OrvmTB9HqxlfTBXy3G176yH1WV8tw+7OlVY/lSC3TaIH743Vfx7zd9+Hz/xfifb+zGH56dh1u/thPFhtgLEe782QnocKih0aihjKGc3NWlQTCogAAFCvK8UIeq6bt6NMjR+UPtoFrk6H3o7VMjKCjQ0aFCbW3CXzIslnnw++fhvvsUUKsFBAJiyBgM1iEY/B42bPDhyJHE9z/Q+vXApZcChw+fHtP2DMJo3AoPy2cQFjOFgoFLugkCUFndi+0fVeKjrZNw7sVHIAgKHNxbgkKDB8tONXFFLxlZjWJrZMWkiRWE9XapEfCLV+h5hW7YxkMQ1ikFe6xeldPeD0qw+YkpsBzNxRdvP4Ttm+ux9/3zscmjx3UPNWHJF2yj72Sca9mbj7/eNw/dztNR/INd2PSrWTjwcRG0+gBu+PVeTFkgzy/YwBlEZ32tDWd9DXB3ixewggDkFPjQ5wf64li7QGqNKq4WK/tsoSAsGBDDi2QGl/f1uYFD++H18ndyvIk1DDG2RpnXFTq9VGS49VsOgUAAyoCADrMNHeb4ng9Lqqw4sGsufF4dZsz/BAr1fuzbJY4WVGmd2L+7P0jq6OgI/3ukYfkAcM2NNnQ6nCgt90CtVgIQt7noSz1QKgsB9LfeGduMMbVIpmIe10A7Pi/BzFkunL3KjLa2HLy4oR7/fK0WZ51thD+gQUFBetrw//a3esyZ3YRl899Dh/Ns/PHPc3HdVQcwe6YTgYBC1lVE/X4l7O16TKruRTCoQF31QVRX78Dv/rIIVnsO9Nr4qsK/81//QtPu3WhoaIhpzp7FakHTnj04aLwGhkI9Tl1qRIupAP/5rBpXrt2PqvJe/OSR5bjmkr34xR8Ww9mVB78faEuqG7X/7pA04s7n67+wOXpUiepqyDYwHwC6umK7QcogjMalQEABY6g1srqqE/axPbYgfRi4pJ1CAfzzb9Px7r8nw9hSgM4OPTo79Pho6ySYWvNx0+2f4dpv7hxTw8CzmWWCtka6HGJbpC7HD61+fKwQ190ZqggzjN2KsN3vluKT16sw80QHTr88O+YyvvbINJx/y1FUTOnFQ19ehjOv3YmZX3waZTnL8e/fnIppJzhRVJm5oCPgU+Gle1cgv1CDK3+8H2pt+p8bN/58Ok6/ZheOH2vD3+5diwu/3YKv/V8T9n9UhNcfmYqbf7sn6oIDsQj4QzOI7HbY7XY4jRX47MXzAQBLrngNe/+5EvbDk6HJdePk61+EoSZyRXE0SgAF5Z3iY7QObo2Mp/pjqO7uLvgPxddeyVbKiUFaKXc8nMuEWyPLylBeXh7X51ZX5KB+mgPlVV0oKlUCEFv/Zs9WQKUyADCgo6MDVqMFVpP4R6JA5GH5xw7n4bW/1cFi0qO80oO1X2pB/QwxjP/lffNw7TcOo6JKDJV8cc79UgDw+VJzzuDo0GL1eWLl1aRJfbjuhoP43aNzUFZeA7c7F/kF7Sl53KF6e9VYsOAojEfcOOWkvZg1U48nn52F22/dJa6qKOMCMacuN8Ph1GFSdW94RteCua3IyyvG48/OS9vvx3mnf47XtqzE/z6+DGp1EDes242q8l54vUosXWBBscGD/Nxe+GJooR2N25OPoKCCQhFEYZ74c9jdq0cgqID4aqSA2Zz0wwwRW6rGIIzGJbM5D4GAEipVEOUVLgZhCRAEsBIpTV57cSYu/co+rFp7DBeeuA5fvOoANn7wN3R3aXDbtaux/PQ2zDsh8Zkt1M/aFgrCJlhFmKtDrJ4qLB4/lRpSEJY3hlsjj+8pxPt/E3sOsiUICwaB+oVO5BX5kV/sw/xzjuNIK1A+1QW/T2zLyyS/R4v9odWNr/rpvlG2TtEx+BSYtswMb/5B7H8tiGUXikHU7JM78drDU4Ekq6tV6gEX2mVleOap07Hq+oPw9Gjw7p+vxulf2YsFZ+/CgY+qsf31tfjyTz6Ied/i/CETtPk2rLxmN4qremAxWeHqSr76w+32YK9Sh51bY2+vXBhkK+VEEBhHQZgkPz8fFRWxt+nt+awIH7xVAVenBgoFcOo5Vpx0ug1KFbD+57Nx5nlmzF0s/h5ajZZB1ZlOpxOmVhM06uGX7i8/NwUnnWrHCSd14P23K/DU+hm45qbDmDG7C4Hg4IomTbjFcvRZW+JjGqHRpCYuUKsFtLXmYvKUHgSDQFGRD1+59jD+8lQ9WprLUFT0JoDUz8j1+ZVwOcVugWBQgaWL2+H3K/HbP8xFe4ceWq18QdgFqwfPapOus1Yss2Dh3HZZH2skOq0fN125C51dOpQWucPHodUGsebMY1AogO9e/0807dqd9Fw2p9OJv7xyDpYtcOGcU7ux70gp3vl0MmztKnS61HB7C1CQ55VlrICzW4ccnQ9KRRe6YjjNZxBG41J4UP6krnH1optqA1sjGYSlj8+rxIw5YlpbWtGHVWuPAgDyC3xQKARo0vTCOBFIrZGVNRMtCBMrwgpLxs9slvHQGikN/M81ZE+VnrdPFb5oXbrGArVGrE5yOp1w9wbR6TLDLfhkbZuJdV9OpxNBn3jqqlIHocrQWWzArwzP0qxfYh30WhkMyBcW5ufno6KyEkJAj1PXCgC8+OCvKpxzpRdAJSouDuLjv+VGbJWKxuf3Q1AAVkcLDA0tCAJoCo0ZU0CRVPVHMI55UkColfLIfuzZswfFxcUxPYbb7YZerx99wwT2Ice+I+nr68PBgwcxc+ZM5OTkyL7/SMedbSs4Ss8pyjSfk4/23JLIuW53d2Ktz1veqMIJyzuw4iwrdjaW4PUXa8UFSlbaEPArkDNksZShbZCmKG2nPd1qnHyGDWq1gPMuMqK8yo0//246vn1nE4SgApoIrX1i5efoIZ6pNXU3aL505VEoQ/MOlUrxJkxtXS9WnrMPx4+dBJ0uPa+Ly0+ywdGZDw0QrtJavswGv1+JP/55dtp+ZvNy03ceYLQU45lXToDJmofaqm586fwDmFQldkr89NHl+OY1n4e3NRgMqIzjNSaSk+f+HR/u/jr++UERcvV+3Hr1NuRrD+Dzz/bD7r4Ml622QBdnW2gk3394Fbp7tPjCyf/Bi2+Pvj2DMBqXWlvEXvjaWleGj2RsYfCVGV3O/lVTvnjVfpSU9Q/l7HJpkc8VPGUhCIDNJFWETazWSKdUEVYyfn6Wwq2RY7girFda+bIwe76Gxats4RtIa791FG1tHgAKHD3QCb/gxKGje6HSSCesCvj9iR+73+8HBAWMbSYY26LMFhr6Od4SAIAmxpUZkw3sIn1++eQ+ePvEU+gvfPszKBTiBWVXuwbanIDsA/OltjIAmLF08PEEg/G9cIcrQqoH3+V3Op0wtZlkqf6Itb3SbrdjZ5wVZEjlNWkK960QABxsSc3ORzjuSCs4ZkIwzUHYSKssDuXp08Npq4BK44M+txd5htGfM9QQZ4XFo9ulwYKlDihVwOLlHTCUePGXx6ajurYPPp8S+gRXDfb5lOiwa1FR5UEwCCw5qQMBvwKP/3oW2m26tFUZxWvSpMED6KVQbNr0dqy74tcoLJyFgbPNUuWitc04ftyE4wfEt6VroVNPtmDRgnZoZZwRli1eeftEnHWyBYvn2vD2h3V45M+L8fWrdmJqbRcCAQVUKgFynpXk6V349lWvIievFoX54nmoxQJo1R4sm/UOOjvlWQlUrezDDRdtwtOvnxXb9rI8KlGWkQbl107qyvCRjF3i3W5W06XDTXd8htJKsULpkqsPhN/f5dKgoNCLwqLxU8WTSS6HFp7QxetEWzWyy5H+ijCnyxnx33KRVo0sGMPtnr1d4s9jbqE8d4K7u7thscQ3L2qo5V+2otsDdFvEi5KeXjE0rp1cjut++RnyisR1yZ1OJ1qNJqjV8S3ZPtBIK6FF4nQ60dkiXpRodSNfNPr9fghQoM1oQtsoF8KxGDgr5bpfNMFqHX6ZoM0J4LpfyN+uaSj3wt2tgj4/gCt/dCj8fle7BhpdYhdp4l3+wRUhphjDSLnEW0EmrnhnQk114gP9nU4njKbh+3A6nTAaTUktFhCN3WaH3WYPzZQqk3Xf4e9JTeSvJ9IKjpmw6NQOuHtVyMlPT9VLLM8tnfYcbH5hPnpcOhSX94gV+LoAtNMcaFhqjFqNb7fZ4WizhWeFxUoIAua2HBQW+RAIAPUzu/Gl64/hxaemovV4LvIS/N4sW2GH1ZyDiipPOEw68RSxve/p9dPH1MrjUgilVidfHSSH/LzsqdaWU59bi9OWGaFSCbjkvMOoKu/F755diO/d3AgBgFrGuWgA4Owpwx9eOg8dXcWYPbUDV5zfBL/fB4VCgd///QqsWfoYNOrkz+X6+tywW7bj7IWNeCmGiQEMwmhcamkV737V1jIIi8fAijBh7Lxujnlnn388/O+BZfpabRC/ePJN5BdkT7XIWCa1RRaX9UGb4MVjqgytOpF7tSZnhBlhA1ekk1OHw4GgoERrmxmtbeYhH+uI8lmxGRio9UitkWN4WH5/a2RyX0MgEIAgKGC1tcNqS8WAYQUMJVpMmjT4grLVaErqZ3XQSmgxDmj3e8W2pNECoPCFcBKhiXSMxjYTNJrRAz9dbhC6XPmD2Zt+3RTx/Vp9ANc9uF+WxxAEcSGCTIjn/9/YZkq6VcdoirwPozH0/gQXC4jG3eeG3WYPzZSSd99A//dkaIvsaJVQ6XTVd4+kdP/RXkNH+v988dE5mLPYifo5HVAogN5uNWwmPT7YNBdOaw0u+mpLxHMFd58bDsS/eu6qi4zhUEqlElsBGxY64XUr8Yf/mxWxhTEWF32pddDb4blTZ9iwcIkDmgwsKEKj+8emE2CxzEJJmQmVsY+ak4XPr4KzS4uSIrGKcMUSEwJBBR5+8gQ4nHpoZA7CPtxzKU454RhOXrIfmz+oxy/+tBxXny+2b6vUejQ0zIJGhvDz3zt0mDlzNhyOwzFtP6aDMJfLBas1uTufkUhPngOfVFO9hCzJS5oRxtbI+CiSHPBLyRsYRur0Aej02XFXbDyIdVB+PPOKkiVWrQBtRiPajENncSiSDo4kVuMcAIBK2wGXy4WgoExhaAIASlRWVqKkWGxjczg6YDRbYQr9SY4CHR0dcITWj/AprLBYhwd64dfyGKvR5K5ai3QOMfQxXKFvvy9ogzWJSq6+PrHFpKy8DOVl8a1iNhqn04nWNhM0Qyq/fH4fIABGoxHGYT+78VDGNZdKmhGm0HhHPAccdCGc5HyTkdo2U3F+GOsMIn1eEPq85IO3He+U4O+PLkTxlDrMX5ii9j2iFBitBdI/wnNLu0WHMy80DwuKVl5kxk9uWYSzLjSjrFq+KuoTTxv8eitVby06yYFfPPkp9DG2e8cj0SozSr1dTXXodOXB7f1X2h977owWtJoKUFLUX0V42jIjgkEF/vTCPNmrCD2+XJy8cD8qSyvwlYv24M3/TMGTf1+Fs+fvhFqlQkVFhSzh2y1f3oXqsiJ4vfkxbT+mgzCj2QinK/5EPhYCBLQZ29BmbBv0/o6OJO9mRwjZRtuW4heeEVbHirBEsTWSxhupIqyiJvJ8ML/fj4CgQGubCa0xtwgpknpd6OkRj6WmpgaGwv6qlQ6HA21mK4yhP8lqaz4FANDlPg5bewcANUpKS2SvfADE167mNjNKiksGtV4ZzdakVx9yODrQZrLBbLGi0y4OYrJ2HICiqTni9sE0/39KxxipJU+skht8LM6O8wEApvZDCET5GmKnQo4+J65VzEbj8yogdlYN//5JwVgy/6dOpxOtreaY51L5fH74feLj+oM92Ns0WhuiInyhLLfwBbjJCKMpFQOllQik6NiH0miDcJjy0ds1G8EAgzAaO6K1QDqdThhbTVCP8NxSVefGP/9ai1WXmpBXIP6uBQOAu1eFYECBwpLUVxtLNz9TEYKNFS/8dSrM5hyc+wUj5jRk9tr3mRfPRl9fMa67+gBmTEtdMUUwCHR1iwtcGPL7AMQW3MjlwpXbB53/ST+HZ5zUhhPmWqGWeZafP6CF29t/M23ViuPo7nbhX5/cDL+gh0opz8//pIr4FrIY00FYdVU1Jk2S984nID55thnbBp3cdXQ4YDSbYDSbYTSbR9nDyIIQ0NzWBrS1jbqtMo6TcgZn/VpbWRGWCA7Lp/HMIlWERVkxUh3HsuKAGFYZTVaYzeKfxCmQm5s3rK2lTQqOCpOfV/NKUAxHZsw2oLysHEarA4WFhbKGJoO0RX6dFNtUknvMNpMNNTU18PeJJ45zF1ajYkresO2cTida2kwxfw8dofDRZBH/JEcxqCLO6XKipdU87Gfrb27xa2hYUI2KqcO/hljZ7DaYzI64Z9aM5uWfz8TW587CvAu3oGFO5BuPsa4+Fk1ra+znVBqNGgGvGIAWFGnQMGdO1G2dTifa2szh32u5SfvV++fi7/ddgLwiD276w2ZZ9m2z22A3dUAV5djbjTp0tWtQVOlFUUXyFWGzTnRCn+eFuzsfrftKUVWd9C6J0ipSe60xyiqLknVfP4pX/1yHx++fhdx8PyonuZGT58fR/QWYtdCZdSMUxqu9e4rQfDwfp58h/6iGeNnsBnQ48lM+Hqa7R4NAUHy9zs93I91B2EgK8uUPgCuLj+JoayWm1PW/Xq1YuB+mNhP+s++yjF1/jukgLJUn8W3GtmFPqkazKem72eJw2baY9tPh6ECzyYRjZiOOmWO726hXKGWrWhureno06OgQL3gnTeqCd+zOUU67ga2RnBGWGc/+fh5e2TALa684iK98fXemD2dcCVeEjdIaGde8GlNyVU7SwHFNlAteQ2HybV0A4O4WT7LqpuYgPz8fsDqS3mcm5ecVoa9bXABgyvQCFJboI27X0maK63soR/jodImthEMr4lpgHhQaBYOAu0ecc1ZXXwhDeeSvIRZia6T8/6e9TjWEoBIqbfa01wRCFWF5BapR/1/bogSyiYg2gygvrwCebi20eqBCpkEvfe4+2BH9XG7zn2rxyauVOP8bx7HqutFvqo5GrREw8yQzdm2ZjB3vlGPyvMQG/o/180caf0b7mVxxvg3mZgMsrYWwWvKhgICGEw9izhITot0PibV1OVO2fVSK7R+XYN6iTpxyVmo6p+QSDAImYw4AoKY284sYud3ia3JOTmpf8zpDq8XrtT1Qq8Z/4Hr6ghcxu74BwODXyIa6D7D61D4oFKlfHTSSMR2EZUKydz4BoDUcso2+n2ZT7OGbw+GAzWJBq8WMVktyJ3/qIZVo8bR0JkLOFxVpPlhBgQcGgwe27H4NyCoclp95xuYC7NtVhlPObh19Y4qL1ShVhEVujUxUslVOrWkYaJyJVSNTqa9bG/53nkwrLkrE4CzJ1/kYWjHdPWoIQfFJV65VI+UmDfPX5mb+AkUS8Iqnromulhiv/hlEkWahpa71ciTS/Bbp5ycRQ8/nahd0Y9eWyTjwSS32rtwIhTKx/SqgiGvmG5EcC24M5ff7oQwA5hYTzC0jPx97fHoUVwdRMbX/zvn+Ue5DKiEuUpKoLW9UYfe2Yiw/w4aTzrAnvJ9IWo7l4pMPypFf4M/6IMxm1cPnU0GjCaC83J3RYxEEwO0Rzy1yc1I7n7fTJZ6T5eRMnBE+yigvVwV5fQDkCcJe3ToTb31cjwXTYquwZxA2BsRTnWCzWJKfwdLRAbPFgjaLGW0DAjUBAlqNbWg1Jn/3MZpAIPmTp7YBK0ay1Y/Gmp7uULVDCkqTJ7pYh+WPN4LQv2pkQYkX7nGw/kKvUzyJzC30QaUem6l9r1MKdAJpC3Xi1esKBWF5bgDZ8YIqVYRp9en5nkVrmZZWk0xV6+VIlKEO2GAC3wK/3w9BBbRZjWiz9gd76kolNPoz4OnORz5Ow+Q58S+k4XQ6YWo1obe3B9YIC1hE2p4mrtEG3cdKAQwLX6PNDpO4+9R49/VZ2P95NUqruqHT+6HT+1A92Ym5y4zIyY1+Dmaz2dFhtiXVin78UD52by/GjAb5R7gEQwG5UuY5T6nQ1iqel1XX9EGZYPgul0BAjWBQPIjcFFeEOUMVYbn6zAdhf311FgRBgdWnNaO8pC/Th5OUPrcGHc5c9Lpjq7BnEDYOyVG1Zh4SqEWamyYnm80Ou90GlSr5H8kWzgdLwoAXTSE7LnomGikIy2UQBiD5CyXp8x0OF2yhijCV7jis1uEnH+P1oszdq4LfK56wG0o8cGf3DeKY9IbupuYbxm7vuxQy5Rqy93e9p1N8Tdbm9gHIzezBhARCq0Zq0ryibqRzq5FWk5RDd3c3rJbhgZLbLd4c7XL1Rvz4SMILdFQPHy5e1XAQLZ8tQPOO6Vi2Mv6LfJ/fB0EBtJlMaDPF9r2JFGJks/3bCmE36rH4jA7kGcbOcaeT9Fo6sLMg0o3p/sViIodVsT6WyWiKuuBGtGKCZx6dhpy8AK777jEEAwp0uTSwtObg8w9notNWjUuvPw5dlLC9r8+NDiT3QupoF4OQ4jL5q7QDAfGbrRoLQVjoBuWkLGiL9HrF8ESpFKDTpfb1xSHdzMuCIOzdj2vR3avF6ctSV+iSLurQypPBYGyvXwzCKKqhJ32R5qbJpa/PDbvdJp70xXAXcST79y8CAJSUWGG1WsbtxW0qsDUy83p7pIqwsXuBL4fEVnCMLAgl9u/rgd+vgkIRhMn+Gayd0U5yFPBloNUplVwd4gmXRheALsXl/unSEzqJzC/K3hBpNFJFWG5B9v68SWGdJi+LgrDQylOaNFWEZULAHwAUAuztNtjbh19wd7pqAUyHzdaOpv1NCTyCAnl5ecNmrE2avw8tny3AjndK8cVvH4u7QiO8kmh1bMHGaCFGNtrwf9PRbtSjcnIfZizK/EVsNom1wqu9rRolNSYoFGIQmpebl9QKxiajKeoMv2isbTm47IZjmDJj8KiENeva8Ivvz8PR/fmYsyh1N9QddvE1rLhU/nO9YCgIk1qos5kxFITVZEGlfnev+JxVkO9LeUdRZ5ZUhHm8SnT3isdSUpye1lS3R4V7Hj0dELw4d9FeWfetUYvnuH4/gzAaQwIBPwICYLHZYElyqNfevecCAFTqA9i9t/8EcegiAgzIKBv1hGYfTfTWyHhXcIxGHEZvhkYxCwBQVN6LeQtmRd+2Lfrg+rHK5RB/pgpLPOOmXVyqCMsbw0FYT5ZXhAlCf1gnVoRlh3BFWJa2k8pBpRZP4svKylBeNnx1dOP7xTgCoLS4HA1zGuLa90gtnRUzjkKX64PTrsOx3QWYtjCxizSDIfYFKkxpmJEop/xCH9qNevT1jK/XCTlIP1NVlTWwHp0Frc4PbY4fWr0fWl0Auhw/gkFg06Pn4Lu/3SQGoS0mqJMIQv1+PxQBwNRigmnILLCRqg0LS7zY+UnxsCAMALxeJYrLUnczUhAGVISlIAgLBMdQRVirOMtpUhYEYRbbZADAtPrUdxQ5Q+cwuRmeEdbRKS5UoNf5katPz005n18Fo1Xs3lIo5H0d14QqwvwCgzAaQ6SWyPLycpSVlSW1r76+qQCAhYs0aGhogMPhgMlsgdlihTnCEjA+f3ZehGTC4IqwcXLFPMb0sjVyEDmqUFuNZni6qwEA1bXuEQfbJ1t9lo2kirDC4vFTZdhfETZ2v6Y+V6giLEsH5Xt6VAgGxJIgcUZYdpgIFWGS/Pz8iCtR5hWELl5y8hJaqTJaS6dKHcDMZWbsfrcOO94pTTgIG8+kcyOlIvtDhkzx99Xg1ceXYfFpHfD7FFBrg9BoBeTk+eHuVSEnXwhXgA0Nr+IVbRaYNK8uWrXhuhuP4vnf1+Pum05AVW0fyqvdMBR7YTPrUVbpQWlF6haW6e1Ww+sRL9SLS+V/nHBFWJYHYYEAYDaJz2WTauVdxCgRVnsdAGDmtNQXSkgVYTkZrgizO8R20NKivrTdKPX5xfMKpSIo+/OotAKnP8AgjMag/Pz8pC96bdZSAMDcuYrwvkzm4YsIOJ1OGI1G9Pb0wmqNskbyKMZbVZliwBMSWyMzg8PyU6PdLN59Kp+U+ZOtdHN1SBVhYzc0Gqp/RtjY/T2RVmTMLczOr0E6PrU2AJUme46xf1j++GjzTUR41cgUfAvmnNIWDsIuvjX+9shExHoulQ3nXNICBYrE56SPSbF876VtujpyUFTmxZlfNKHLoUFPlxrdnRr4fUq0HsmTfaVfIHTTbEgVoqk1eshWWOTHf33vIJoP52Hv9iL09qhhPJ6LGfNcOGW1FUnMwR+VVA2WX+iDRiv/yfZYaY20WnPg9yuh1QZQmoJZafEQBMBiCwVhM1JfETZ4Rlh+yh8vmo5OMQgrKUrfzS5/eIZd6m5mxZrpMQijcUUQgNZWcQnW2trBKfvQmWc+vw8CgDajEW3DlkSPhwI+X/ZcJNDYFuuw/GjzMFJxodDd3S37PtPNbhZPNCpqMl9+n25SRVhBcWZPNOUUDsLGcGukNH8rWwdu94Yq1vT53qxqqQ1OgNbI0UgXuNLqcHKatsgKXa4fnVYdmvfmY+r81D3/J7pq4NBRF/FI9jVSCH3PFROkIszv9wOCWEUY6+IQutxenHq+BZV1faidPvg1t6zGjca3k+v8SFYgAOz8uARvvDAJp55rxZp1bfh4SxnUM4OYNqc7pSEYMLAtMjWvyWOlNdLY2j8fLNMrRjoc+XB78qFSBVA/JbVVWoIwYNXInMwGYe2hIKw0TfPBgP75XWqV/HdyguHn59jODxiE0bhit+fC41FDoRBQXTPyE1l4qGsSM4icTidajCZoNJqEPj/bsDUy83pHqQjz+/0QoIh44SBAIUOwG40SgUDqLtjjHXQbL6kibCIGYV2hGWGG8VQRFrqbmjeGK8J6w62R2fk19HSKz0U5hdn1c+MPtUZqcyZuECZVI6UiCFNrg5h/qgPbNpfj8y1lKQ3CorW1RdPR4YDFbIHFaoUlwUp+iT/BRVG++I1j6O1WY9L0sfFakuxraTwrO0rz52rqezBnfuR5v5V1fVj1pVSco8Rux0cl+PTdMpx9kQn7dhTh2IF8+H1KmFtzUFDkw7XfOQRDceqel1M5KB8AgqF8IdtbI8MrRmbBfLDmFrFQoqaqHVpNal9bevvU8IXCoBx9Zm80tzvE1tTScVIRFhTiq4ZkEEbjSmtr6GK3sgdabWy/YJGWRI9HS4TVaqLJhrL+kbA1MjHx/v9H2z7gV8DjFp+We/vaYLUOf2GSTkqrI7T6traZkh4uH4nNbofF1h6e5SenkYI9OVdwDAdhE7A10hlqjSwYRzPCertCrSVjeEaYVBGWrTPCpKAupyC7vsf9FWHZ0RqZiZtGqWyNBIBFK9uxbXN5uD0y1RWB8cyCtJgtMQdnkYhjMUzo6emBxWIZ9P5YzF6a+rYpOSRSyRWNAkBuXt6w1sNIjG0mKJRAboH4w2k36aBQiKvj5uQFUD0l8wtvmFpyMWlqL04+246jBwrQ06XGf/3PQQDA849PxUdvleO8y1MX1qVyUD4ABKSgIctbI8MVYbVZEIQ1i4uSTK5NLmCPhaNTDEJz9B6oVZl9/c9Ia2RoRlhKK8LAIIwmoLZQEFZbm54TFakl0mg0whhHFY4jhrJ+V5aHZtkqmbAx3vZCR4cDAGAyGmGK8f9fgBJtRhPaIrSB9Hbnhv99vGUXVKZoLxIK5OXmDhv63tpmkmW4/FB9bjcstnZ0d3fDarWM/glxGC3Yk2sFx4ldERYall/C1shs0hNakTFbV43sdUoVYdn1c5Otw/JjPfGWQypbIwFgzvJO6HIC6O5Uw96mR3lt9iyWACS3iIq0iqDRZILRNPx12B9llcGxJt5qu2icTidMcb4WW829eO2JanRac5Ff7IZW50dOvg+TZ7dj6lwbVGohvO9MsJt1aFgsPrZKJeCEFf3n5CqVgNz81P4MONpDFWEpmoslPS8os3yOXTZVhLWEKsIm19oQ+4SpxHS6QnNbCzL/vNoRbo1MX0DtDy3Co1KmsCIsxtZ1BmE0rrRFmQ+WKlJLZKxVOB0dHTCarTBZxD+jU8CfxlUtB7dGpu1hZSG1OcQTSkWmiHMfClRUVqKkpGTULZ1OJ1qN5mGhj8RqFH9+NVo/5i2YFXUfRqMJ6jS24wb8fgiCAjabHTabPQWPoIwa7MkhEFCiwyYu0V2RBSdc6RYelj+OKsL6XGO/NbIv2yvCQkGdviC7vsfSsPxsC8LSSRFqeZKGYstNqwviG7/ag+ppvdDljq/vs7SKYE318FUGjUYTenp7YJH5ho80ZzMVN5Oi3cCT3jYYDKiMoZJrJKYYX4v9fj8UAeDV3y9DUUUrqmbaAIUAb18OLG1l+PzdOZi+pBczl26DYkC1Urpnvmm0QRSFqrFWXmhCTl7/TUdLWw7mntCZ8PHEIm0VYVncGun3K8IrRma6IqynRw2rrQgAMHmSFYC8N5OHcoZGOxQWZLY6UhAAuxSEpbU1MlQRpk5BRVh4oQjOCKMJqH9QfnpL1+NprzSarTEFZ06nE21GE9TqNM4fG5SgJ3+C3d3dnfQcj6GiVcpJdz+jhUyxEIMqU8z7kOZhlJSUhJcCH02r0SyemEb4eenqKAYA5Bf4In5cEs9QYTmoQt/bsvIylJeVy7pvKRxMZbDX7TBACCqhUgdRXJ75O3Dp5nJIq0ZmV2VPMnpcUmtkdoU08ejJ9hlhUkVYQXb93ARCrZHaCT0sX/xbSOG3IJWzwbLB0IAo0cH9sVIAsNvtsNtTcTMp+nEnOgstEdJ5WE9nFW64ay8USgXEr9wDoA2C0Ibffn8VVl/iRW6BFw6HAxajBVaTFVZT4ueKCiCuMQpX3XI0/O/y6v7nN69HCV1OABU1qT1PSPWw/LGwaqTFokcgoIRO70dpir4PsTp0WOwYKMxvR35+6s8RO0OD8gvzMxuE9fRq4PWKv7MlhvS3RrIijEhm0oywSZPSUxGWqFiDs0jtc2NBMBCaDZGykz5l1Eq5aCFTrFqNptA+Ygu2kp29MVBvjCtGZkp+fn5S8/SiaTWaZd/nQM52MWAsr+7N6jukqSKtGjleKsIEAejrGj8VYdn6NUgzzLJtRli4NTInO2aEZYI0BDtVrZETkVythJHY7XbYrXaUlZWhvFzeFRPDA+prIlS4tZnCX1e6BIMK5Bf6YTzYgCVnDK706ulSQ61WoX5Gcfh9FmPyM9/ibd2MRqUScO1/H4JGm7rzBEEYMCy/LEXD8sOtkdl7vhOeD1bTl/FViY8dE68dy8ta0/J4jlBFWEGGgzBpxciCfE/Mc7XlEK4I46qRRPKSKsImpbkiLJWSnRXmGqVsfiC5WiOVobWny8rKUFYubwWRy+lES5s5vZVyadIzyoqRlBhnu9i2Wj4B54MB/atGjpeKMJ9bh2DoRGosD8sPzwjL1tbIztCw/CxbNTIQHpY/cSvCpNfqVLRGpnPOZjYuIBTPjbBYufvcsMMeupkkf9uVUZoPOqQFUs4bdbFSKgWs/vJuvPf6IrzzSjVqpvaipMIDrT6I5gN5mDZ3+I3qZNs3Y23dHI1KLSDVY7V6e1TwesRHKUrRSs5joTWyrU0cVzEpCwblS7PKSopSPygfGFARluEZYR0ZaIsEAJ9UEZbCVSMVrAijiaitLTQsvy67K8JiIVU8xTuIPzJFlP0oB81m8PuU4X/bbDa4PYk9OfaE5mHk5+cnVZ0VVVtqK4gyJdsrwsYqp128+zwRB+W7e1XhlUjHS0WYp0ecK6LRBaAdo3OivG4l/F7xYihrWyOzvSJsIgdhoQtcQcaKML/fD0EFtFmNaLMmcc6hBNosRrRZYtuHEorwAPuxwNqqR36RD7n5g6sZggHg8K5CzFw8fm7EJmryrA7MWXAAexuLcHRfAYzHcuF1K7HolA4sX5Wa1tCxojM0KD+vwJey9u5wRVgWt0aGK8KyYG6r0SiGckWFtrQ8ntMlzQjL7NfenoEVI4H0VIRxRhhNOB6PChZzPoD0zwhLBaniqaamBoVJlOm7nE60GE3D5pI5OjpgNNtgs1hgCy0h7vf33ws7uP8A8vJ7En5cQAl/YOK2riRCqgjLzcvOC+OxyhWqCKuYlMzP89gkVYOpNUHkpHglrHTxhFZXzc/SlsJY9IbmgymUAvT52fk8KQ3Lzyn0IluiMEHoH5avncitkeFVI+XbZ7g1sDr2OZt+rxLqAS01TqcTxlZjzAsIOZ1OmFtM4QH2Y8HTP5mJa+8+GA7COixaFJV5oVACf/tNPb776C7ox9kCA/Ha11iNpk+m45zLTDjpnKPY+Z9i6PRB1M3Mrtfgo/vzkZPnR0WNOzx3L9U67OJrckmKVowExkpFWGjFyNrM/kz4/QqYzOLNtSKDFUDxyJ8gg/4ZYW54MjiKsd0hft3prgjzp7AiLBBkRRhNUCaTGILp9T6Ulma271pOhUnOvAIAhOZeDZ3vZDTbBgVt0pMTAMyYORuGosS+j3a7DWZbB9Sq1BWZx9LqOdawIiw1pBlhE7EiTJoPVlDsyfgcDrl4esWTt2ydrRWLXqe0YqQva/9fpGPUF2RPEBbwKYFQ68NErgiTLtpT0RopttgNPlcI+AHVkCuGgB94/Pa5uOL/HUbJgIHjxlZjXLM6zS1jaxaqQgnkFfTfVHjhV9NwzZ2HkGfwQ5cTgM+jnNBB2LFd8+F21KB2Rg8+eKMC298thd2ig/l4DuobunHlt48MWqUxk557bBpaj+bh5jv3Y/GKxFeujIcjVBFWlKIVI4EBw/KzNAjz+xWwWsRqpEkZrgizWsWh/VqND/l5TqQ6CBOE/hlhhQV9sGUwCOtvjUzvNXO4IkyZgoowDsuniaq1JTQfbFJX1l5YZKOBQVtgwEl1RXkZiooTu2PldvcBttScVPh94sWvyWiEaVirpyLqEP2xgDPCUkOaETYhg7DwfLBsiTKS5w5VhOWN5flgLikIy94qvf5VI71wZckCgj5P/82VsdoWKwdtrngB4elN9UQjYNe7xSiu9KJ2tli5YW/TQakESqo9KCz14vBnhSipTk9LUTZQqYLo7VYhzxBaZfJILuxGPfIM3QgGFPD0qVBQnL2/16nWaalE/cxOXHhNNx7/8SxodEF88yf7AABP/+8MbH+3FKeuSc8sppF4PUoYm8WbKpNnpO8JziFVhKUwCJOqYlRZ2hppNuUgEFAiJ8eP4gyfm7SF2iLLyp1puXZ0u1XwhsYiFOT3IZPPnOHWyOIMtUaq5X8NFzgsnyYqaT7YpNqxPx8sGwhCdqaJao14cVY9pPXC6XTCaDSN6SH6PawISwmXNCNsArZGujpCQdg4mQ8G9M8IG8utkX0uaVB+dn4NAb8C7u5Qa2SBF8iSIMwfCsIUyiBUmiy5yMvAYeQXiT833Y7Uv97t/aAEpTXucBC2/+MitBv1uOjW45ixxIWD2ww48fyJE4RVTe3DJ/+qwNJz7Di8swCVU/rwwWsV2L6lFDXTeqGbwC27AODuyUNJlVihr88NYPGp/TdF1eog9LnZ8f1pO5aLYECJAoM3Zas3RtJfEZa61shg6FucrRVhxrb++WCZLlwwGsVjqShPT1dJZ2g+WI7eD502s78L7Rkalh9ujUxFRVh4Rlhs26epI5oo9VpbQ4Pyx8F8sEwZ2FOdzKqR6SC1Xkh/5F7uPBN6u8XQghVh8vF5Veh2ij8bE7MiLFSCP05WjAQAT49UETZ2f0+kaqtcQ3ZWjkhBHSC2RmYLnye0YqQ+Oy6mB0njBV1+ifiz39OZ+iBszskOWI7nhN8uqfZg+7/L0GnVQqEQYp7FMl588RvHYT6eg998Zx52/6cY199zAFPndqO3S42zrzBO6GowAAj41dDnij+fZ15kxpRZ/Sm63aJHcXl2vBYdPyRWAk2Z2ZPWMKazXTzPK57ArZH988Eyf04mHUt5eWdaHk+aD1ZkyOzvQTCogMOZoSAsPCw/dTPClKmoCHvggQfw8ssvY9++fcjJycEpp5yCn//855g9e3Z4G0WUZ5OHHnoI//M//wMAOOuss7B169ZBH7/iiiuwYcOGeA6HaJC2VrE1spYVYQnL9J2ZiY6tkfLrsIonuxqdH4YU3oHNVuO5ImxMzwgLBU15WVoRJh2fPs8PlTp7LqakijB1hu+kZ1p/RZgagpDa1+5pi7rw7yfr0GHSoaTag+N787HgjA489YPZ6HWqcf2D+1L34FEkMxM02XmiOXkB3HDfAbg6NOhyaHB4ZyHKqt2YudiJ8kkT7zVmqOVrX8WkaTMAVGDKrP4qbI9biZxcP0oqsuO16PhBca7wlDS2RQJAR3sahuWHWyNT9hBJycYVI9NVESbNBysqzOzvQVePOBtNoRBQVJje563+YfmpmxGWkmH5W7duxTe/+U2ceOKJ8Pv9+MEPfoBzzz0Xe/fuRV6e+INkMg0eevnGG2/ghhtuwGWXXTbo/TfeeCN+/OMfh9/OyckBUTJaW6UZYawIk0O2tkaOZ/3D8rPjRHE8sJvFStHSyok5O7ArPCNs/FygSRVhY7k1sjfLZ4SFK9ayrOpOmhGm0U3wIKxY/H8JBpTo61IhtzB134+CEh9O+aIZT941G8aDeZiz3IEbf7kPvS4VtDlBqNPYour3+yEogTazCW3mxIfsK0L7SoTPq8DbL9Tgw1crEQgokJvvhwAgN9+Phac5sHyNFflZWumZDmqtL2J4rlYLuO57h7Jmtt/xQ6EgbGb6gjBBADo5LL+/IizDQdjAFSPLKzrhSsPoOqdUEVaU2XOyzi4xtyk2uNO+uqg/vKqp/M8F/a2RKQjCNm3aNOjtJ598EhUVFdi2bRvOOOMMAEBVVdWgbf7xj39g5cqVmDZt2qD35+bmDtuWKBlSa+SkOlaEJWpgUJDtrZHjESvC5NcuBWFVE/N5wRleNXL8hKvjoiLMGZoRlqVfQ/j4siyoC1eETfAgTK0VoM/zw92jRrdDi9zC1K76deqlFsxe3oncAj96nBq89UwN9n9cBK9bhRPOsWPuqQ6U16W+vUatFn8ua6qrEx6H4HQ6YWozhfcVrzf/Ogmmozn479/sRkll//Oqw6rFsz+fjqIKD5ae3Z7QvrNZLJV0I22jUgtZU13q7lPC3BoalD89fbND+3pV8LjF57BUtkYGwkFDdny/B/L5FLBaxO99TYZbI6UVI3W6AAyGnrQEYZ1ZUhHW6RKDsHS3RQKAzx96HU9hRZgSaRiWLz3hlZSURPy4xWLB66+/jqeffnrYx5599lk888wzqKysxJo1a3DPPfegoKAg4n48Hg88nv7k1OVixQ8NJgj9FWGcEZYcnd4Pj1sNjyf1q1HRYD1dYhCWn0UzecY6u1l8XiitypJp32kmVYQZxmNF2LhYNTI7gzCpIizbwkZWhPXLL/GFgjA1Kqak/vFy8gN49sczcfizQtQv6MK8Ux2omNKHA58W4fkHpuPWx/YkvO9Y2xWl7QwGAyorKxN+PFNb4tVkXR0azFzsGhSCAUBxhRcVtW502rQJ7zsb+f1+KAKAqcUEU0ts37dEq+3SpeVIHoSgAkWlHhhK0vcc57CLIUhegQ9aXeoq4+KtikknsykHwaACubl+FGX4NVxaMbKmuhfKNHUMOLJkRpgUhJVkIAgLV4QpU7lqZAoqwgY9kCDgtttuw2mnnYb58+dH3Obpp59GQUEBLr300kHvv/rqq1FfX4+qqirs3r0bd955J3bs2IHNmzdH3M8DDzyA++67L9FDpQnA5dShJzRofNKkiVn5IZe8PB88bnV4cDulT09XaFh+QXZdfI5lUkVYWeXEfF5wsSIsK/WvGpmdF4zh1s0sa/HqrwjLruPKhPwiH+wtOWlZOTLgB95+tgaVU/tww0P7Bq3I1bCiE/d/6QR0WuM/Z/D7fAm1OmYyaCkq96J5fz4szU5oc4Lwe5XwupVoO5yLbqcG8091ZOzYUiFchVczehWe0+mEMVRt5+5V4uBOA6qn9qKsKrtuxDSH2yLTu5K0Iw2D8oH+1shsrAiT2iJratO7SEEk0oqRNWlcUdwpVYQZJm5FWCA0I0ytlv+GljQfTxFjyJZwEHbrrbdi586deP/996Nu86c//QlXX3019Hr9oPffeOON4X/Pnz8fM2fOxLJly7B9+3YsWbJk2H7uvPNO3HbbbeG3XS4X6urqEj10GoektsjS0l7k5vIEORk5uT6gPQc9Pak/uabBulziSRIrwuRjt0zs1khXeEbY+PmZcocrwsZuENa/amR2fg29naFh/ll2fD62RoZJc8LSEYSp1MDBxiJcceehYcvSd3VoUDGlD31daqjy49uvWiMeeywhCzA4aMmUs75kwqY/12L99xpQMdkNfa4ffp8SvV1qLD/PhrkndWbs2FLJYDCgIoYqPGOo2q7lcB5+d+8clFS48ZM/f5bqw4tLeMXIdA/KD1WEFadwUD7Q3xqZjTPCpEH5mZ4PBgyYVZbGFcU7XVlSEdYlfu2lxaltq4/EF1o1MhUVYeHWyFRWhH3rW9/CK6+8gnfffRe1tbURt3nvvfewf/9+PP/886Pub8mSJdBoNDh48GDEIEyn00Gn0yVyqDRB9A/Kn5gXu3LKyxNPrnsZhKVduDUyw7MDxpOJPiNMqggrLM6uO/LJ8I6DijCp4iov2yvCsqx10+cRT1s1E3zVSADIS2MQBgAlVW7s/aAYZZPcaDfqYTqci2O7CrDr3RKcdIEV1dN7YbUktm+DwYCKithaHY1JtDUONLQdU3o7ljbN5RebsOwCBUxHiuDzqKDP86F6mvh5lghzhrq7M9ean+wqmYl+vum4eKFdPSX9F9qjCQ/KT3MQ1pmuirAsbo1sawu1I2ZBECatGFmTziAsayrCxN+BjLRGShVhqZgRlsrWSEEQ8K1vfQsbN27EO++8g/r6+qjbPvHEE1i6dCkWLVo06n737NkDn8+H6urqeA6HKCwchHE+WNJyQ0EYK8LSKxBQoLeHrZFyk1aNLKvqAjCx5t553Uq4e8WX+fFSERbwK+DtE4OwsTwjrDfUGpmTZUGTpCc8zD+7gjoOy++XzoowADj3a634cGMlfnLZUtTO7kZRuRdFlV5c/8B+TJk3dmYw+v1+QAEYzSYYh7ZjKgCjyQSjKXrYJgSBgE8DtS70u6sB3F6gfbcKPR3FUOs8yDUMv/GiABAIpO/3ye/3QxEETK0mmFqTCw8VAHxxtqP2B2GZDzwG6u1WwdoWGpQ/I1OtkempCMvG1kijVIWV4UH5A1eMnDSpB71p+FHweFXoc4uvrUWFHnRl8JK10xWqCMvIjLBQRVgqV41UpKA18pvf/Caee+45/OMf/0BBQQHMZjMA8U5OTk5OeDuXy4UXX3wRv/zlL4ft4/Dhw3j22Wdx/vnno6ysDHv37sXtt9+OE044Aaeeemo8h0MU1tYmXuzW1k7Mqg855eWLF5esCEsvacVIgK2RcnH3qtDVKb42icPyE1tlbKyS2iKVqiDysjRwiVffgNmF2VpNFYve8DD67PwaerO0dTPgC91J1qZu0PRYke4grGZGL9Z+8zgu+tZxcR6YAOQV+ZFn8CPgB8xHc6HIUY6+owyLtvKk0+mE0WgadUXKfR9X4/0X5+DS736KskndEIKAQgn4vEps+9c0uHo0WPrlpkGfY7fbYbfaoVKlr6UzntleI3E6nTC1mqCJsx3VdFx87c22irDmw6HZSJVu5Kf5NUQalp/6GWHi39nWGunzKmC1iOOSMt0aabX1rxhZWuJJSxDW1S3+Tuh0fuj1gYwFYYGgCt2hyvrMDMtPfUVYrNWQcT2rrV+/HgBw1llnDXr/k08+ieuuuy789oYNGyAIAq688sph+9BqtXjrrbfw8MMPo7u7G3V1dbjg/7d37+FtlWe68G+dLOtgyedT7BwIAQIJkFAKpBTSUlIoFDrtDFD4KHSYlH1tSMsQvpkybTfQa3bTstvS2enQPZ2PSU9A2e2UgU5bSigESgmUSYBAjk7I2XYcnyTLOkvv98c6SE6cxJal9b6S7t915YJYK9KyrSUt3et5nveaa/DAAw/A4aiuq/VUPIf1GWFd3awImymzIizCIMxKRltkjTtd0tWEqslAn3bFq6Y2Dm9d5bQGTtXYiNEWmZQ+lLZYxvW2glpfEg6nWif5U5VJ2xAfN4blqxU0GcYVDeqy+gm0vQRXksuNv0H73YxbFIQBgNur/dxbZ0/88ORwAm/8ZyvaFsQAr2W7MyOTzbzq7e075YqU4/N8GDwUwB+fugBX3nIY88/NXYAdX2LDhl+0oq1teMK/icfjGBwYLO43MEUzXWETQEEVZapWhB2Q1BYJ5FWElXhGmBEGOBRrjezr80IIG3z+FAKSL7KYLZod0ePmHpZKeEwLn+oDcs/JorEABGxwOTMI+K2/8J5rjcwCRc7CjBlhtlJUhAkxtQPqC1/4Ar7whS9Melt3dzdefvnl6Tws0SlxRljxeM0ZYVw10kqRMNsii21AP9EJNg1XTBA0HaFh7TlVSStGxsa0IMwbKN9gMzaWO/Xy1KkVNBmM1k3VKsKyCg+BhsW75NeP6zELg7DNzzcjPu7Asr/QhoEd2efBeMiJ084bQ1NnAu+/1YbZFd7cYbMLLL50GB/7bC+eeHg+rv2bAzj3Um2lSJc7i3RazpvNiWaeyTAerkFED9PbZ6tVEZYblG9tW6QQwMhQ6SvChAAy5gWDkj1MQfp6tSCoszMq/ZxMxoqRZhAmeVB+JFYPQKsGk/F7yLVGZoofhGUtGJZPpJpDB7UgrIszwmaMw/LliIxxxchiG9BPdALNlbWc/VSNmStGlm9odCyjIqycgzBj/pbbl4bTpWCgAyA6alSEqRWEGcuuq1QRZtOrLgSs/UQhoyIslbRj75Y6MwhLRB34w09n4bTzdmDhJSN4/dfzKj4Iq6nNIhZxYu7ZEfzVPXvxy3+ah773vWidHUPPW0HMP/fE56GRSAQDha4ocALDwyMnnQWWnuZsr2I4elg7J29qj8Ndq86xCgD7e7SKsNkWV4TFog4k4loyVeogzKDajLA+vUq/vUN+OHq4V8aKkdpjNtTLPX8Zj2mt0jLaIoFjKsKKLFcRNrXtGYRR2ctkbOjr097YZnFG2IxxWL4c5oqRDMKKZqA3VxFWjYwVI4MVMigfAKJ6RZinjI+TmH6sexWtBgPyKsIC6WJfsJ0RoWBFmHHCLSz+vG/MCBsPuZDNwpL2ngUXhPD6M63m31u6Y9i+sQEHtvnRv9eDtnkhs321UtV6M2Zb9oLzw7jzm9vxf797Gt56uQndZ4zjI391gjBKAINHBzF4tPgtkjYAbW2taGxsNL8WCoXQe7jPnBVmpaP63F7V2iIjYSeGBrQZVVZXhBnzwXz+VEnHXxiD8gH1Vo3s1yvCOhQIwnoPW79ipFERJj8IqwcANDVICsKMijB7puiF1LkZYSVojSRSUX+/D5mMHU5nBm1t1r6xVSJWhMlhtEb6FZ0ZVI4G9NWJgk3VWREW0oOwSqoIi1ZQRZhqbYeGZNyOlL46o7c+hTGFPsuarZFOdapMjGXaRdbaijBfvfb8yWZsiIWd8NWXPlht7EggnbZj+8Z61PoyePN3LVjx+UN4Zu0cDOz34Lp7/4zoFD+AlKuG1gRuWr3H/HtjWxL/7Vs7TvpvjDCqpbkZzS3NRd0fY5h9Y2Pj8TPPDs9stchC5YIw+YFHvgN6W2TrrBg8Pmsj/tx8sFIPys8LwhS6YAAA/foqjbIrwo5dMdIqoTFjQL0arZFN9XJ+D/kVYcU+C2JrJFWdw/p8sM7OiHJlwOXI69PepFkRZi2jNdJXxpUuqjFaI6s1CAsPG62RlfOciurHiTdQvt+TuWKkoqF3VA/q7I4san0ZpYKwXGukQu/1RkWYxbvkdAl46tKIjTkRGXFZEoQBwF/csxfP/X/dSMYd6D4zgg99uh8f+9whOGsEBo4MYvtWS3ZDGrsDaGyf+PpjVOSdqjLP7/ejrXVmg+snU8gw+1Ia0FsjO2Yr9OIBYF+PAoPym0obgmTyAnmVPhNls0B/n14RZmEV1mSOXTHSKiG2RgIAUnkzwooehJVyWD6Rig7pK0bOmsX5YMXg87MiTAazIozD8ovGGJYfaK7u1siKqggLl39FWHQs13aoImPFSG8gLX2g8bFUHJZvzgiTsEv++pQZhLXNs+bq/mnnjeEL39mOyKgLNbUZeANaZY0Qcn4GKjDCL6tWn1OZECpXhBlBmPXdI1YMygeOqQhTqDVyZNiNZNIBhyOL5hY5AYxBxoqRABAKq9Ua2SwpCMuUckaYHgTbpvjc50s2lT1zxchuzgcrBnNGWISrRlppPKLPCCvjShfVsCJMO4aDDMKUYlSEqdoaGQ0b+6deUGfMn2JrpMbfqD2HIhYOzAcAZ41AfWvSDMEAbVaaasEpWS8R9SIWccNmE2jvVisIM1eMXCChImzQaI0s7XuXEYTZbEKpYLZPrwZrbYvDIXk1SxkrRgphU2ZGmLlqpKQZYfkVYcVmtkZOcfqYQocIUWEO6xVhXDGyODgjTA6jIoytkcUxPubCuN5GV+3D8iuqNdIIwsr4OMmvuFJRdFTdGWZmRZhClQ42Sa2RQG5OmNVBGNGJhI+2AACa2hOoUWjFyNCwC6NDbtjsAl3zKrciLJNV7zUSAPp61WiLBOSsGBlPeJHJOmCzCdQH5Z2/JJJOJFPa70LajDD9fbyUFWF2tkZStTAqwrq4YmRRcNVIOYwZYVw1sjiMQfn+QAw1tdX5Mw2ZM8LKt3rqWGYQFizf7ylmtkaqFzQBeRVhCu5fVm+pcChYEVb05a+mwKwIG+X7tZW2vxnE6NEanLEkjKaO8n0tKoXQoLYYgGorRu7X2yLbu2Ko9Vj/+mF1RZhK88GA3Hyw9nb5VYIyVowcj2lFG4G6JJwSfzej+pyyWncSnlo5a0Ibw/JLUhEm2BpJVeawOSOMQVgxsCJMjvExvTWSM8KKwmiLbGqv3teFyqwI0z5MeOrK98OnWRGmYOshkFvV0qfg/pltPyp9yNPPpKW0RrIiTIr1j8/Ckw+fjv3b/bJ3RTlhZYMwvS1SwqB8ISysCNOzBZXmKAJAf592TtbRWZ0rRkZjWtGG7LbI0bB2HNQHrK+KNKT11khnCVYYnm5FGIMwKnu5ijC2RhaDsWpkNMoTayuZw/I5I6wojuhX/JqrNAiLRx1IxLRAo5JmhI3rFWG+Mq4IM1ZlVHfVSHVnmJkzwkrQUlEooyIsK6MirEGv4JYQhL32dBt+/NUzMHCg1vLHls3p0n7Z6RSHoh0rF4TJr/zJZw7KlzAfLB51IBHXBmOVfFi+qq2RRkVYh9znhawVI8ejigVhdXKCsGwWyGb1IMxZwoowGyvCqAqMj7swMqK9uDIIKw6uGimH0RrJGWHFYVaEtVl/0quCsRHt+eR0ZeHxq1fZU6jYmBaEecr4OInq1Z8eVWeEhdVd1TKT1tt+nOp8yDNnhMmoCNODsDEJQdhbLzTj7T804/23A5Y/tmzOGi2ITSX5MSqfEGq2RgoB7O8xKsKsDwCGB/ULOP4UatylDfEzZmtkSR9mWmIxB0ZHtJ9Be4fc50Wffm7Y0W7tipFmRZjki3hGa6SsijCjGgwAHCWoCDNn5DEIo2pwWF+iuS6QQEDi8MFKYswIi0Vd5hsqlZ5ZEcbWyKIY6NVOequ1NTLXFpmomJXcEnE7UgmjmqoCKsIUrLgCcjPMPHXqBWEqV4RJmRFmVoRZP/J37iLttXXfu3WWP7ZsTpf2/Eun+DEqXyTkRiruUW7FyPCoC2OhGtjsArPmWh/EjAzp88FKXA0G5C0oolBrpDEfLBBMwueTM5fKMDikVbC2tlr7/BzXg7BGVSrCZAVh6dxrprOUq0ZOMWTjKziVNa4YWXzGjDAAiEW5noZVxiP6jDC2RhaFMSy/WlsjK3FQ/rg+ENxmz8DtUzNEmorcMHr1giZA9SBMvQ95NmNGmJBXESZjRtjcxdpr696qDML01shkhVxlKJKj+qiShtZxuGrUOUZ792vnAy0d8ZJXZE1mVA/C6q0IwvQgwKFQa6RKg/KPHtWCsObmuKWPq9yMMEmtkam8irBSXNAyKrPZGklVwZgPxkH5xVPjzphJOtsjrWNUhLE1sjhYEVZ5g/IjIe0YcftiZVvlJkR+66GaYV48onIQpl5FmFEKJiTsklkRFnIha3GhxRy9Imxgv9dcYKFasCJsckf1Lo2WWWpdnO7drwUxnbPltOUN64PyG0u8YiSQa42c6qp5VjDmg3VYuErjiRgVYc0W/C7yGRVhDQ2ygzCjNVLO7yJjrBhpz8JegvM4Y0YYWyOpKhw6yEH5xWaz5arCxhmEWSKVtCMR1z5I1LEibMaEyM0Iq9aKsHAFV4S5vfKvKhcqGXWaYY6Kw+iBXFCnZhDGirB8vnrtdySyNvP3ZhV/fRqterCw773qqgozqp3SnBE2wdHD2jl5i2IXp3sPaOcDnZLmlllaEWbOCFPnNbJfPx+TPSgfAAb1eW3WV4Rpr5EyZ4QJoUBrpLFipLM0V46yrAijamLMCJvVpdabbrnzmgPzayTvSXUw2iKB3M+eChceqTFXTGxqq87XBqMiLFiJFWF++VeVCxWLaN+Dw5VFTa1KVU05MZUrwvSryfYSnUQXIv+EW1j82dPhFPAEZLZHaouR7H/Pb/ljy1Tj0crvEnF+jMo3oJ+TtypXEaYHYbIqwgYtrAjLqnexoL9frwiTHIQJAQwOWt8amUw6kExpPwOZM8Ii4y6k0tr7u7TWSP093Fmiqm7j+T/Viki+glNZO8QZYSXhZUWYpYy2yFpvCk6FVkMrV0ZbZH1THDVuuYNZZTFnhEkuwy+mSEivCPPJv6pcqJi+Oqw3kFK2vZMzwqYn/4RbRntkndQ5Ydq51953q2vlyFojCIsqtDSfZEKoWRGWzQJ9ZkWYnPcOKRVhirRGZrO5IEx2Rdj4uBNxvfuiucm6c6NQWPv+3TUpeDzyzkmHRrUQsNY9VrKKrFMpeUWY2RrJYflUBQ4fMloj1XnTrQRGa2Q0wiDMCpEx7edcx/lgRWG0RbbOknPFSwUVOSPMaI30lXFFmB6E+YLqhUyA9qElrnAQZswXUWlGWH6eaQzqtZKvXv7A/ANb/cio93QpGbeXQdixQkM1SERdsNmyaOqIyN4dU2jIi0TcAaczi9ZOOUFMbtVI62aEqXKxYHDQjXTKDqczi+YWa9sRj98XLQgKBhOoqbHuPSSkz+UK1MkNAof1IMzvGZW2D2YQVqL3cHPVSLZGUqXLZvNaIxW6+lQJWBFmrdygfLZFFoMZhCkwmFWW8IgRhFVORdh4JVSEhbXfi0/R+WCJqMOcdaViECYUbPtBfkWYhIf3N8oLwtrmxlDrTyMZd6B3j8/yx5fFCMLiMQZhhj59IL2/YcRcTEAFA3qVWnt3DA4Jv67ImBNxfVRDg4WrRtoVeWr292nnY21tMdglpw5HB+UMyjcqwmQNqDcMjWjfv88TkrYPaf1ilqtEFWHG+QtbI6niDQ56kUg4YbMJdHQyCCsmn097s+aqkdYY16tE/ByUXxQDh7UPZK2d1VwRpj2nKmpG2KjeQlzOFWFG6F2vZhBmtEU6XVm43Op8mDXkKsLUCcLyW1ylrBypD8yXEYTZ7cDcc7Tzr31bqmdgfi0rwo5zcLf2vhtoHpS8JxMd6dWel7Lmg+3aqgVxHV1RuC2YC2msHqtKa2R/r94WKakaL585KL/J2so0IwgLBOT+DJQIwvSKMEeJZ4SxNZIqnlEN1tYesbTEtRqwIsxaRmukj62RRZFrjSzfwGSmcq2RlVMRZswIqynjirCo4hVhMX3lwdq6tJIzzMz5N6oOy5fRGqk/l6Iha1eNNBjtkdW0cqTboz3/4gzCTO+90QAAaJ27T+6OHMOoCJO1YuSOd+oBAGeda034oFprZG5QvvzzscEhLQhqsbhFMzymnZMG6+T+DJRojTSH5Zfm+ZnN6hfLplifzSCMytahg5wPVirmjDCuGmmJiFERxtbIojCG5bdVaWukEHnD8ispCGNFWMmpPCgfyAVhNkU+5AHHVIRJeHyvPm8uGpZz4coMwt6tniCMFWETjY06sXebXnl1+m7JezOR9CDs3SAA4KxzRy15PKM10qHIa2SffmFS9qB8ABg8qrdGSqoIC0qeEZarCBuVtg9p/T3c5Sz+ogHZvOtjNjsrwqjCHT7E+WClwoowa7E1srgGDlf3sPzYuBPppPYBrZKG5VfCjDCzIkzVICyiB2F+RYMw/WqyUhVhdrkVYUYQNi6pImzOORHYbALDfbUYG66Vsg9WM4flx/gxCgC2/rkBQtjQPmcU3oA65+TZjB2D/X4AQOds6983ho/W4EivBza7wJnnWLO6vVkRpkhrZF+fXhGmQmvkkNwZYUHZM8JGFWiNNN7DSxDUGitGAhyWT1XgkLlipDVvLtXE6+eqkVbKDcuvnNBClmwWONpX3cPyjflg7tq0WblQCSph1choyFg1UtEgzKgICygahCnW9gMc2xpp/eObrZFhOUFYrS+DjvnaMXl4R6OUfbCa8brK1kjNlo3a7/3MpX2S92SisdEGZNIOuD0ZNLRYXx29fUs9AGDu/Ag8Pmvei832cQVeI6PjDoT19zzZFWFC5FaNbG6WVBEmcUZYNguMhLQLcSqsGlmKYfnZvAtRNgZhVOnMFSMZhBVdrjWSQZgVjBlhfgZhMzY6WItU0gGbTaC5vXwDk5nIzQerrOdTJVSExVSvCAur3hppDMtXpyIM+a2REj57egNGa6ScIAwA5ugD8/t66qXtg5XcHi3USCUcyKh5qFgmmbBjxyat/e+MJf2S92ai0GAzAKCjOyplxUKzLfK8Ucse0xwWrkBFmDEfLBhMwuORe1EuEnEikdCC6yYLWyMzGRvGIloAJ3NG2GjYjWzWDrs9C0+tvKrNlDkjrLRBGIflU8XLVYSpU4ZdKbz6qpFsjbSGURHGGWEzZwzKb2qLwemSfyIoQ6gCB+Vns0BEv7Ls9pdvwBkbU7wiTPXWSNUrwoSE1kgjCAvJe7+efXYEANDb0yBtH6zkzqu0TcSquyps51sBJBMONLQk0D5HXsvVZEKDLQDkzAcTAtixRQvCFlo0KB9Q6zUypL9nNzbJPxc5qleD1dcn4LLw3DAUdkEIO2y2DPw+eT8HYz5YwB+dcttgKRgVYc5SVITlt0ZOMQhmEEZly5gRxtbI4mNFmLWMGWFsjZw5Y1B+a2d1zgcDcq2RlVQRFos4zflLbm/5VoQpPyNMb430KtsaqV5FmC3vTFpGa6QxIyw25kRWUtGFEYT176mX8jOwmqtGmHPqqj0Ie/d1rS1y8cUjyq00GxrSg7DZ1gdhfQc9CI/WwFWTwWlnWnfBXqXWyDF9AY86BS7yymqLHBnV3vO9tRGpVXrGipH1kueUpS2qCMMUwz55ddREM3Tf323EwYMBzJ2r1hWoSpAbls9VI61gtkYG5J8slLvcoPzyrRqaKbM1skH+VdhiMVaMdLnTcNaoGdJMhblqpKoVYXp7Xa2irZGZtF7t4JT/Ic8wYdVIiRVhgBaG+eqt/921zY3C5c4gGXMhMthk+ePL4PZmEA3bq3pOWDYLvPeGVgW4+JJhyXtzPKM1snOO9RdPjPlgC84OW1qBpFJrZESvMFah2yEXhFl7XjQ8ogdhHrlFG8ag/IaA3IvEllWEMQijSvfXd7wjexcqFivCrBUxVo1kRdiMHTErwqo5CKu8ijBjPpg3UL7hXiblQDKmfR/KVoQp3xqpXkUYoLVHCmEDJHz2dDgF3L40EuNOjIfkBGEOJ9B11jj2vhPAyKFOAGo+f4qp1pNBNOxCooqDsAO7/AgP16DWm8aCc8MYVigLSyXtiIxqIZ2M1kijLfKsxdZerFepIiw3/1b+64EZhFk4HwzIVYT5vJKDML01MqhKEFaKijD9uW+ziSlXp7I1koiOY6wayRlh1jBaI/2BygkuZDErwqq6NbLyZoQZK0aWcxCWjGqDg212oewwenPVSAX3L5sBINSZf5PPaI+U1RboU2Bg/uyFWnvkyKEOaftgJbdXb42s4iBsy0YtaDr7A6PKzeQ82lcHIezw+hMIWHzhIZMBdm3V5hhbOR9Me2zjNdLSh53UmB6E1fnlX/gxgrCWFkmtkZIrwqqiNdI4P5jGDDQGYUR0HFaEWcsYlu9ToHy83BnD8qu5NTLEijAlJca1IMwXTElZwWwqVJ4RZlztBdSsCAMmtmZYyZgTFg3LHJivzUGqmiBMXwUvXsUzwsz5YJeMSN6T4w3oC2q1do5ZPrvswPt+xGNOeP0pdM2z9qJcVn9pdCjQGmkGYQqM/Rgc1AIp6yvC9PN7j9yF3YyKMFVaI12laI0soC1Y0VMxIpLJWDUyGmEQVmpC5JePV05wIQuH5VdqRZh+MlnOQVhEC2lVnQ8G5IKwWgVbI435YIB6FWHQd01WRVhu5Uj5FWHh/lZkUopNTS8BY+XIRLQ6P0oN9rnRt88Lu13gnAsVDMIO60HYLOsrcXr0arAFC8csv+iRUWjVyIj+fuKXXBEmBDA4JGlYviozwkaMijDJQZheEeYoZUUYgzAimgmfL9caKeS/l1a0ZMKBdEq7oszWyJnJZGwY6teqbtqquCLMmBEWrKCKsIheEeYp42MkOV4+QZiKrZH5QZijBFeTZ8JmnHhLqwjTq7gltkY2zUqgti6JbMaJgf1BafthlVo9CKvWYfnv6m2Rpy8Ow1snabnSkxg4rK0sLyUI26YHYWdb/9hZpYIwNWaEjY25kEw6YLMJNFp8gXDYmBEmMQhLpW0IR7T9kN4aWcKKMHOhCLZGEtFMeLzam1Y2a0cyUZ0neVYx2iJtNmGu1kmFGTriQSZjh8OZRYPFcyBUwoowNRmtkV5FB+UD5dQaKf9DXj67UREmabe8CswIs9mAjtO1yqDengZp+2EVozWyWmeEbdmot0VerNCE/DxGRVibxUFYNgvs3qGFcKfLCML0MICtkTnGfLCG+qSlK3gKkTcsX2IQZswHq3Fl4PXIPYdKlXJGGFsjqRoIIe9ks1rkBzIcmF9axhUzn1/duUHlwhiU39IRVWLFJBmyWSA8YswIK9/Q6FjmjLC68v2eknkzwlSUSduQiKq7amRGP4GGLWsOp1eGIq2RxnEiS8fpowCAvt31UvfDCkZFWKIKZ4SNh53Y854WNKk4Hyw27kB4WD8fmGXtbKa+g15EIy64azOYbfF8MECd1sh02oZYTHs/kT0s/+ignLbIaMyJZFJ7fZDZGmm0RTbWxy2fl3esjLFqZAkqwgRbI6ka2Gzan3TahlE9aaficjgEaj0cmG+F3KD88m35UoU5KL+zetsix8MuZPUTjUBD5TynjNZIb7B8g7CE0RqpaEVYPJL7QK9ia2Q2bXzAU6stEsi1RgpJrZG+oPwZYQDQuUALRfp2V0FFWBW3Rm77r3pkszZ0zI2iuUO91+Te/dpFB48/DI/X2tfbXXpb5GlnjsHhtD6MMipnZV8MjES01yKt20Hu+4kxKL/J6vlgeiW7x5OA0ynvZzCsB2FNDfI7JdL687OkFWHTaI2U+45JNEXvvN2Kt95qR0tLFIFAAvPmjWLDS3MwcNSHe1e/IXv3KpLPl0I85sI4B+aX1PgYV4wsFg7Kz7VFenwp1NSqFxgUKlJBFWF+RYMwoy3SVZuBw8L2kakyZoTZ7Oo9r23SWyPlzwgDgA49CBs8VId41I5ar3q/q2LJDcuvviBs04YmAOq2Rfbt1y461Dcftfyxd0ucDwbkzUmS3BqZ63ZIS+92MFojrV4xclgflB+si1n6uMca0lsjm+rlB2GptPZ66SxBUFvIc59BGJWFH607D88/fxqu/sQejI7UIlgfx+sbu1BfH4fLlcWlHz6AJUuOyN7NiuL1pTA0CETHa2TvSkWL6EEYB+XPnNEa2VrFg/LHzLbIyno+GTPCvMEEyvWjtTEjTNWKsJh+Bd+rYDUYkKt0sKlcEZaVNSxfjYowf0MCnmAYsVAAh3b6cfoSuSullVKtR3seVltF2GC/G1v/rFX8XfQx64OmqejVg7Bg86CljyuE3EH5gDrD8sfC+nwwBS7yGkFYi8WzY435YIGA5CDMaI1UqSLMWfwFNko+I2zNmjW48MILUVdXh9bWVnzqU5/Czp07J2xz++23w2azTfhz8cUXT9gmkUhg1apVaG5uhs/nw3XXXYdDhw5NZ1eoyvy/f78R808bhd+XxJfueQM33rgNNptAe3sEPbsazZ54Kh5v3sqRVDqxcX0mj8Xl+5WIFWFAqAIH5QP5M8LKN+BLRNReNTIWVnfFSCDvA57KFWGyZoQF5Q/LN9R39QIADmz3S96T0nJX6YywV/+zDULYcNbSUbR1y/9gPZlcEGZtUHe0vxahkRo4nVnMPT1i6WMbVGmNHIuoE4TlZoRZe15kBGH1soMwhSrC0uaw/OI/P7Ni+q2R0wrCXn75Zdx11114/fXXsX79eqTTaaxYsQLj4xM/dFx11VXo6+sz//z2t7+dcPs999yDp59+Gj//+c/x6quvIhKJ4Nprr0Umo97yu6SGzs4IfvbE07DZBZ5//jR88KJe1Afj+Or/+CP+9/d/j6VL+2XvYsXx+TgjzAoJfVXO2lq+/s2UWRFWxTPCwsMVXhFWxqtGJs0ZYWoGTUZrZK2iQVgmZVSEqfdaaQZhkh4/t2qk/Pfrhll9ACo/CKutwhlhyYQdrz3XCgC47Dp1z7tlBWFGNdjcBRHUuOWk4rn2MCkPb4ro7yd+yUGYEMDQkBZIWd0amasIk3tOaqwaqcaMMO2J6SrBsPxCKsKmdenoueeem/D3devWobW1FZs2bcJll11mft3tdqO9vX3S+wiFQnjsscfw05/+FB/72McAAD/72c/Q3d2NF154AR//+Mens0tURQLBJD532xY8+fgifGvNMmzb1mKWecp+wa9ErAizRlIPwty1an74LCdHjIqwKm6NDFdgRVg6ZUNcr5z0BhKAnAvtM5ZQfNXIcmmNVLIiTHJrpPGcio05kUkDDomFYQ1dehC2o7KDsGqcEbZpQxOiYy40tsWx6IPqrRYJAGOjTm2mpE0g0DgEwLqFG2S3RQJAVr9OILsizJgRJrsiLBR2IZVywGYTaLT4vGhEH1URlFwRNpy3aqRsRkWYowQjDixfNTIUCgEAGhsbJ3x9w4YNaG1txRlnnIGVK1diYGDAvG3Tpk1IpVJYsWKF+bXOzk4sWrQIr7322qSPk0gkEA6HJ/yh6jRvXggr73wLw8O1WPahgwjWV86HPdX4/FpFCSvCSiuuLy9dw4qwGUkl7Rg5qr3ZV3NrpFERFqygijCjLRIo79bIpOIzwqKKt0aaw/JVnBEmuTUy/3dmBJqy1M/SKoWG+2oRGZHfqlkqbo8RhFXHlVghgFee1YocPnzNEdgVzf+MarDGlnE4Xda+lhlB2OkL5X1OzagyI0wPwvyS30+M+WCNjQk4LV7Fc3hU/rD8WNyBaFz7XVR6RVimgFUjC371FkLg3nvvxaWXXopFixaZX7/66qvx+OOP48UXX8R3vvMdvPnmm/joRz+KREILLPr7+1FTU4OGhokJfVtbG/r7Jy+zXbNmDYLBoPmnu7u70N2mMicE0NISxbf+14v47vfWy96dimZWhHHVyJIyK8LcDMJm4mifB0LYUFObRn1T9QbklTgjzFwxMpCSfnJfqEzahlRcOyFXtSIsPqZ4EJZRedVIvSIMcirCHE6g1mcMzJf7nu2qTaBx1hiAyq4KM1sjq2RG2OE9DTi42w+nK4tLrho49T+QxAjCWmdZG0aNDNZg8EgtbHaB+WeNWfrY+Yz2MIfkVSONIKzOL/f9bvConBUjATWG5RuD8r2eFGoV+JxhBGHOElzQKvmw/Hx33303tmzZgieffHLC12+88UZcc801WLRoET75yU/id7/7HXbt2oXf/OY3J70/IQRstslPIO6//36EQiHzz8GDBwvdbSpz+U+R1tYoRkfdGBz0yNuhCpabEcZVI0vJmBHGirCZMQfld0RxgreSqpCbEVY5Qdh4SPuefMHyrQaLhbUTYptNwBtQMwgzKolUDcKyekuFXcWKMP1sWlZFGKDOypEA0Hm61ja3f1ud5D0pnWprjXzzhdMAABcsH4Q/qOZrBAD07jOCMGvDqJ7tWjVY97xxeLzyzudUqQhTZUbY4JCcQfmplA1j+qrw9RJnhKk0HwwobWtkISFwQe+Wq1atwrPPPotXXnkFXV1dJ922o6MDc+bMQU9PDwCgvb0dyWQSIyMjE6rCBgYGsGzZsknvw+12w+12F7KrVAG2vNOK3l4/WtuiCAQS8HpTcLmyaGmJ4p++90GEw25857svyN7NisMZYdZIxlkRVgxHezkoH8ifEVa+odGxIqN6i4WilVRTEQ1rJ8S1/qSyLUUx1SvCVG6NNGeEydsHbyCN4V41Vo7sOH0U7708GweroCIsk7YjlbTBVVOe1apTER/3YusbswCoPSQfyKsI67K2Imy3AvPBgLxZioq0RtZJvvAzaK4YaW0QNBrSzsVcziy8XnnnY4Mj6qwYCZR4WH4Bq0ZO691SCIFVq1bh6aefxoYNGzBv3rxT/puhoSEcPHgQHR0dAIALLrgALpcL69evxw033AAA6Ovrw3vvvYeHH354OrtDVeLrD30Y27c3Y+HCQdhsQDCYQH1DHGeeOYQXX5iH2z7/juxdrEhcNdIaZkWYW80Pn+ViwAjCZlXvfDAgf0ZYJVWEVUAQpp8UewLqBpQxxWeEZVVujdT/awzrlcGrHx/jClSEdSzQKsIObPdDCFRkla4xIwwAkjEHXDVqHjfFsPft85DN2DH3rDHMOUPd91ghJrZGDo9a99jmoHyJ88EAIJnUgwaX3NdJY1i+3y97RpicFSON+WD19Qmpr39GRZgKg/IBIJUuZWukdt+2UlWE3XXXXXjiiSfwzDPPoK6uzpzpFQwG4fF4EIlE8OCDD+Izn/kMOjo6sG/fPvzDP/wDmpub8Rd/8RfmtnfccQdWr16NpqYmNDY24r777sPixYvNVSSJ8mUydqz55ov44EW92Le3HgcOBLB/Xz0OHQxg69YWnHnmkOxdrEisCLNGMqG9DNd6WBE2E2ZrJCvCAFRaRZgW7vnry/d7iuqtkd6AugGl2Rop+YPLiRgVYWquGqn9V0gswvAZrZEKVIS1zQ3B7sgiMurCcL8bTR3qPu8L5XACrposUkk74lGH+fOvRAe2nQ0A+PC1aleDDR+tQSLmgMOZRWNbxLIgLDLmRO9BLYCTOSgfAGL6Akwy2zOFAMYiaqwaaVaEtVgbBBkrRjZIXtTNmBGmSmtkxpgR5swCRX4rL2RG2LTeLX/wgx8AAJYvXz7h6+vWrcPtt98Oh8OBd999Fz/5yU8wOjqKjo4OfOQjH8FTTz2FurrcnIBHHnkETqcTN9xwA2KxGK644gr86Ec/gsOhaL8ASXXtJ3vQ3BxDe/s42tvHcfElh83bXt4wG7NncxXRUvD6uGqkFYxBuzVsjZyRgcPGVeDqDcIyGWBstPJmhBnD8lUdMj8VMb01UumKMKM1MqDmB/qs2Rqp3mtlrjVSYkVYwAjC5L9nO2uymHV6FAd3+nFwu78igzBAmxOWStqRqOCB+YmYE+HBZgDAwgtCkvfm5Iz5YG2z4pauELh7u/YZt6M7ijrJgWhMn1nnkXhxNZl0IJ3SAg+ZQVg2mz8jzOIgTK8Ia5B8AW9oVJujrUoQll8Rli12EKYf8iVtjTwZj8eD3//+96e8n9raWqxduxZr166dzsNTlbrjb942///YEvs7Vr6NbgZhJeHzszXSClw1sjiOmBVh6rZtlFpktMZszaor4+qpY5kzwurLNwgzKsI8CleERRVvjTRnhClYEWaQWRGm0rB8AOheGMHBnX7s3+7H+R+tzMp9tzeDyKgL8WjBa48pr29vPQAbAo1RBBrVfg3u09siO+dYe0GsZ2sQgPz5YAAQN4Iwr7zX8fGIPh/LlUGNW97rdShUg3TaDrtdoLHB2vdeIwiz+nGPNTyi74cirZH5M8ISRX45KWRYfuW+clNFSCbtePaZM/DBD/w17v/7j2B83IXvPfJBPPzNS/Dulhbc+rl3Ze9ixTJbIyNcNbKUcqtGqvnhs1wMcFi+2RbpDybhdFXO4GZj1ciynhFmtkaqG1DGVV810hwCrV4QZjfOpmUGYfpQahVaIwFg9lkRANqcsEpljDSo5JUje9+vBwDMmj8id0emwJgP1jnX4iBMkflgQK4irFZia+T4uH4uUpeWOh/LqAZraEjA6qazXEWYvCBMCLVWjcxmbebF2pKsGimm3xrJIIyU9tKLc/HE44vwP7/xEmIxF/72Syuwb289/vSnbnz1Hz6CgwcCsnexYnFYvjWSce1DCyvCCpeIORDST3iqOwirvLZIIL8iTN0Q6VRyrZHq/m64amThlGqNVKQibM7ZWhB2aKcf2Qp9e3PrYUO8ooOwBgBA57xRuTtyCtkssG+nFrpaWREWj9lxYK9WkX665IqwdNqGVEp7LnolBmHRce39Tv58MC2MarF4PhiQq8SSGYSFIzVIpR2w2QQag/KDMKMaDCjRqpH6sPzptEYyCCOl9fQ04uxzjuLKFXvR1BxFPO7E9/7383jm1/8XF1zYh5/8ZLHsXaxYHJZvjVxFWIV+UrDAQJ92FdjjTcEfLN+wZKZCFTgoH6iMGWHRMbWH5aeSNqT01yJVg7Cswq2RRtVDVoFh+cYqq7K1zYmixpNBIubAkf0e2btTEkbVTSXPCDODsNPUrgh750+zMdDrgceXxunnWBdIvb+zDiJrQ3NbHI3Nct9743nPQ7fEc8rxqBpB2NGj+nwwi1eMBICRUfnD8o2VKwN1SUtn5p1IJpN7fpZm1UjjHIFBGFWIPbsbMC/vKtQ11/aY/+9wZNGoQKlnpWJFmDWScb2MnUFYwfIH5cssw5ftjPOH8eX/8zpu+tJ22btSXMIGm12UdUVYNKR2a2Qy5kBTVwy++iRqfWoGYRmFWyNhU6giTJHWSLsD6D5Tb4/cUZntkUZFWKW2Ro6NOBEa9AIQSleECQG89MxZAICrbzoEb51151O7jLZIBeaDGW2RNe6M1OAj1xopuSJM0qB8IYDRkPxh+eaKkYrNBwMAh6P4z09j+H7JhuUTWS1YnzCDsL9Z+RY8ntwJ+rb3WnDrbVsk7Vnl87AizBLGsPwat5ofPsvBAAflAwCaO+K47LpDsnej6P7x6VfNE5yjg3L3pVB1TTH4W4bgb1TjhPRYvmAa//iH12TvxknZbICrNg2HU73XSpsKM8KCagVhgDYnbM/bQRzc7sdFnzgqe3eKzu2p7NbI/bu0ALOuaQhuj3rHnWE8FER42AuHM4vLr+239LGN+WCnKzAfzF+Xxt98cRfSablXBD906W5c9Ylx8+KFLCs+dhhnnRlC1yxrzw2zWRtuvakHI6NuNNQnMCRprZChEbVWjMxktddJpyNTkovWWXP+GIMwqhAPPvSK+f8dHbkXsljMCX8giTPOHJaxW1XBqAhLJpxIpexwuRS8Cl8B4saMMFaEFWzuGSHcfPdWzJozJntXqETsZV6/fuP/+BPe27YTCxYuBNAqe3fK0odu6MOC5W9j67adAM6SvTsTGCf1cleN1N6z4xEnMmnAocAZfvdCrSJs//Y6yXtSGrUVXhG2X6/ka+zsk7wnJzdypB2ANhvMVWPdQZhO2bFvl/bcVqEizOPN4KJL5V8tstsBn0/+OW1XVxRdXdbPjXU4BD7yYfnHTJ0/iTNPG8GcWfKfmwCQTmsncs4SVIMBQKaAGWEKvE0STZ/LlcHa7z+HmhqGM6VizAgDgFjUCVcVz14qJaM1sobD8gu2cMkQFi6RdMmNiKqeTYHWSI8/V7ETG3PC3yC/gmeOHoT17vYinbTBaWFIYQW3VzsHjVfojLD9+vD5xg75H+pPZmSgDQAw+3RrK396DzQhnbYjUJ9Ea4caVTdEhmUX9GPZBdZWSJ6MMburVLM0jRlh01k1kkEYlSWt972yTqhUU1OTgdOZQTrtQHTchQCDsJLiqpFEROXpnp+8A9gAe4mudE+FwwnU+tOIR5yIhl1KBGGNHQn4gimMh1w4vNtnriRZKSq5IkyI/CCsF0C91P05mZF+rSKs2+IgbGSwDnZHFgvODlf1fFKiqfB741j5l2/DXaJRMEJvjWRFGBHNmM2mVYWFQw7OCSuhF7Y9LrWdhoiIZkaVSidfMIV4xInxkBqn9zYbMHthBNtfb8CB7f6KC8KMC7KiApsThvrdGA+7YHdkEWw9ClWDMCHyKsLmWxuEnXfR+/j4dQLRcTWONyKVuV1pXHbhwZLdvzksnxVhRFQMnV1jqAskkUmX+YAexfFKIhERzdT1f7sPEEDr7JjsXTGZQVgFrhyZ0Fsia/2VV9FtVIO1zwnB4VT3+wsPe5CI+mCzZzFrnvUL5rhrs3DXsmOCSDZzRhiDMCIqht/98UnZu0BERERTsOgy9RYQmn2WVgV2YHvlBWHxcT0I86obFBXKGJTfedqI5D05ub79QQBAa+eYpYPyiUgtxoywo8NexBNT62RimQcRERERERXdbH1g/sB+D2KRypqlFY9q9QS1Pvnz2Ipt/65yCcLqAQAdc0el7gcRydXcoK0Qun1vC77/y/9nSv+GQRgRERERERVdXWMKzbNiEMKGN37TKnt3isqsCPNU1pCwTAY42OMDAHTOVzsI6zeCsDmjUveDiOT60PkHsermNzCrNYzm+qm9bjEIIyIiIiKikrjsr/oAAFtebpK8J8UV11eLrLSKsP4DXiTjDtR602juUHuBg8/8tzfx0c/+FAuX9sneFSKSyGYDLjynD/9z1Yv4q4/8fkr/hkEYERERERGVxJkfHAUAHNzpQyZdOavDVOqMMGM+2OwzxmFT/JNiTW0GLV2HEWiIy94VIlKA3Q74vFNbMEbxlzciIiIiIipXLV1xePxppBIO9O7xyt6doslVhFVYELbTCMLUrgYjIpoJrhpJREREREQlYbcD888PY2zYhVS8cq7BJ6IVWhG2U5sPNucsBmFEVLkYhBERERERUcncsWYHbJXTFQkgrzWygirCkgk7et/Xg7AzI0gJyTtERFQilXNZhoiIiIiIlFNpIZgQea2RFVQRdmiPF9msDXUNSTS0JGXvDhFRyTAIIyIiIiIimqJkzA4htHSvkirCjEH5c86MVFx4SUSUj0EYERERERHRFBnVYHa7gMudlbw3xXNgVy4IIyKqZAzCiIiIiIiIpih/PlglVU7t28EgjIiqA4MwIiIiIiKiKYrHjPlgacl7UjyJmB3DR9wAgNlnjkveGyKi0uKqkURERERERFPU0JLEX93zPhzOyllW0e3J4n/9x5vo3++BP1A5AR8R0WQYhBEREREREU1RoCmFD3/qiOzdKLoadxazz2A1GBFVPrZGEhERERERERFRVWAQRkREREREREREVYFBGBERERERERERVQUGYUREREREREREVBUYhBERERERERERUVVgEEZERERERERERFWBQRgREREREREREVUFBmFERERERERERFQVGIQREREREREREVFVYBBGRERERERERERVgUEYERERERERERFVBQZhRERERERERERUFRiEERERERERERFRVWAQRkREREREREREVWFaQdiaNWtw4YUXoq6uDq2trfjUpz6FnTt3mrenUin8/d//PRYvXgyfz4fOzk587nOfQ29v74T7Wb58OWw224Q/N910U3G+IyIiIiIiIiIioklMKwh7+eWXcdddd+H111/H+vXrkU6nsWLFCoyPjwMAotEoNm/ejK997WvYvHkzfvWrX2HXrl247rrrjruvlStXoq+vz/zzL//yL8X5joiIiIiIiIiIiCbhnM7Gzz333IS/r1u3Dq2trdi0aRMuu+wyBINBrF+/fsI2a9euxQc/+EEcOHAAs2fPNr/u9XrR3t4+g10nIiIiIiIiIiKauhnNCAuFQgCAxsbGk25js9lQX18/4euPP/44mpubcc455+C+++7D2NjYCe8jkUggHA5P+ENERERERERERDQd06oIyyeEwL333otLL70UixYtmnSbeDyOL3/5y7j55psRCATMr99yyy2YN28e2tvb8d577+H+++/HO++8c1w1mWHNmjV46KGHCt1VIiIiIiIiIiKiwoOwu+++G1u2bMGrr7466e2pVAo33XQTstksHn300Qm3rVy50vz/RYsWYcGCBfjABz6AzZs3Y+nSpcfd1/333497773X/Hs4HEZ3d3ehu05ERERERERERFWooCBs1apVePbZZ/HKK6+gq6vruNtTqRRuuOEG7N27Fy+++OKEarDJLF26FC6XCz09PZMGYW63G263u5BdJSIiIiIiIiIiAjDNIEwIgVWrVuHpp5/Ghg0bMG/evOO2MUKwnp4evPTSS2hqajrl/W7duhWpVAodHR3T2R0iIiIiIiIiIqIpm1YQdtddd+GJJ57AM888g7q6OvT39wMAgsEgPB4P0uk0/vIv/xKbN2/Gf/7nfyKTyZjbNDY2oqamBnv27MHjjz+OT3ziE2hubsa2bduwevVqLFmyBB/60IeK/x0SERERERERERFhmkHYD37wAwDA8uXLJ3x93bp1uP3223Ho0CE8++yzAIDzzz9/wjYvvfQSli9fjpqaGvzhD3/AP/3TPyESiaC7uxvXXHMNHnjgATgcjsK/EyIiIiIiIiIiopOYdmvkycydO/eU23R3d+Pll1+ezsMSERERERERERHNmF32DhAREREREREREVmBQRgREREREREREVUFBmFERERERERERFQVGIQREREREREREVFVYBBGRERERERERERVgUEYERERERERERFVBQZhRERERERERERUFRiEERERERERERFRVWAQRkREREREREREVYFBGBERERERERERVQUGYUREREREREREVBUYhBERERERERERUVVgEEZERERERERERFWBQRgREREREREREVUFBmFERERERERERFQVGIQREREREREREVFVYBBGRERERERERERVgUEYERERERERERFVBQZhRERERERERERUFRiEERERERERERFRVWAQRkREREREREREVYFBGBERERERERERVQUGYUREREREREREVBUYhBERERERERERUVVgEEZERERERERERFWBQRgREREREREREVUFBmFERERERERERFQVGIQREREREREREVFVcMregZlIpVOIRCJFv99YLKb/N45IZMz8fwCIx2Mzesx4PDbzHSQiIiIiIiIiomkr6yDs8X/3obY2U4J7rgewBH/aBADZvK8txeubAUDM4L4b8cGle5FIJk4ZqMX00CwezwVyJxOPx2ewX0REREREREREla2sg7DPf/7zqKurK8l9R6NReL3eU35tukKhEJ56Cvjz5qls3QSgCe+8NdV7b8bSpfuQTCQQGZtB1ZpeERePxcz7iedVyY2NnTqUm65kMlH0+yQiIiIiIiIiylfWQVh7ezsCgYDs3ZiWjo4O3H333Ugmk1PafjrhmxGybZ5SyHYyzQCaj7kf7Wtvzfi+T2QWzl3Si1QqNaXqt+kwKuVi8RjG8qrwYmxTJSIiIiIiIqoqZR2ElaumpqaS3O90Q7aTKVVF3In09/fj2WeBLVOufpsOLcR797j7bsaiJfuQSCQwVmAFXW6eXGxK92FsT0RERERERETWYxBWYUoVspVaR0cHZs+eXZQQbzKThXhGBd17MwrftJBt+5TvowlnnL8fySnMiIubM+ImVrJNl3k/ea2uxt+JiIiIiIiIqgmDMFKG1SFesSroCmlf3fU2cOpFFxoBNKLnbSC3aEMhGgA04P23ASB/cYl6zD3vAJLJxIyCtskkE9rPNJlMFlxtdyIM8IiIiIiIiKhQDMKoqqkevhWrHfVkFXH73gGA1IwfYyKtUu7QOwBQ7IUQ/Og4F8cFeMWooItzbhwREREREVFFYxBGZDFV2leLOVNuMqWaKacFeE+hbwsA5AdXXgAL0b8FAKIF3rsHLedqFW1TWR01HtMWYojH4xibwiIPxsIN8SnOlJv8MRnWERERERERFYpBGFEVUyWUm46TBXgzDd+MkO3oFgAYn8K/cAM4E4PvAsBUgq0aAAsw8i4AhAvcSxfqFwPJYxZ5MAKyWDxe9JVXk4liV/URERERERHJMa0gbM2aNfjVr36FHTt2wOPxYNmyZfjWt76FM88809xGCIGHHnoIP/zhDzEyMoKLLroI//zP/4xzzjnH3CaRSOC+++7Dk08+iVgshiuuuAKPPvoourq6ivedEVHFUmnl1emGb8UK6za/CwChvFucAObj3fcAYLTg+5+cB55zAJEVp1zkYbpieYs5lCLYi+lVeERERERERMA0g7CXX34Zd911Fy688EKk02l85StfwYoVK7Bt2zb4fD4AwMMPP4zvfve7+NGPfoQzzjgD//iP/4grr7wSO3fuRF1dHQDgnnvuwa9//Wv8/Oc/R1NTE1avXo1rr70WmzZtgsPhKP53SUQ0RapXyZWyIu5EjPBtx1YAGCr6/QOzsXNrFsDRY77ejd3b0tiNgRndu/3s4yvoJjPd8M0I2TiXjoiIiIiofEwrCHvuuecm/H3dunVobW3Fpk2bcNlll0EIge9973v4yle+gk9/+tMAgB//+Mdoa2vDE088gTvvvBOhUAiPPfYYfvrTn+JjH/sYAOBnP/sZuru78cILL+DjH/94kb41IqLKpPoiD9N1ogCvGMGeEeLt3pYA0H/K7W3oxP7tCexH35Tu34l2HNwRx0EcLnwnzwISySQieXPpciFbfErz6qYjkWSrKxERERFVrxnNCAuFtLacxsZGAMDevXvR39+PFStWmNu43W5cfvnleO2113DnnXdi06ZNSKVSE7bp7OzEokWL8Nprr00ahCUSCSTyZtSEw4XO1iEiokKoXil3IqVeqbVYra6HdkRw6Jg5c1604MjOCI5Maf7cNC0oTasrkNfuGs+1uxZjVdf8+yEiIiIiKlTBQZgQAvfeey8uvfRSLFq0CADQ369dbW9ra5uwbVtbG/bv329uU1NTg4aGhuO2Mf79sdasWYOHHnqo0F0lIqIqpnKIJ7PVdbQnjNGCF204uSYEEd49gjBGzK+1IIDInmFEMDyzOz8NSCYTpwzUcuHb1Krq4vmtrgWu6pr/uERERESkpoKDsLvvvhtbtmzBq6++etxtNpttwt+FEMd97Vgn2+b+++/Hvffea/49HA6ju7u7gL0mIiJSS6W1ugKTh3jFbHUdf38A41OYHTcLPiT3DqB/inPmZsODzL4jOIojM9pPzNHDumMq4mKxWEmq8Er5uyQiIiKqNAUFYatWrcKzzz6LV155ZcJKj+3t7QC0qq+Ojg7z6wMDA2aVWHt7O5LJJEZGRiZUhQ0MDGDZsmWTPp7b7Ybb7S5kV4mIiOgYKlfJnYzqra5ALqzL7O/FEHrNr89HDXCwF6N5XysWDwB0ahcVi76yq7mIRAyRvEq5WBHCPfO+Y1NcoCLGVWCJiIho5qYVhAkhsGrVKjz99NPYsGED5s2bN+H2efPmob29HevXr8eSJUsAaFcpX375ZXzrW98CAFxwwQVwuVxYv349brjhBgBAX18f3nvvPTz88MPF+J6IiIioQqke4p0orCtVqyuQC9/QewjjOFTU+64FcDbsQN8BxHDA/LoXwCLYgCP7kcD+gu7bD+BcADi6FynsPeX2AQBotiOZTJ6y3TVepAUnjPs5NvAzQjwiIiIqP9MKwu666y488cQTeOaZZ1BXV2fO9AoGg/B4PLDZbLjnnnvwjW98AwsWLMCCBQvwjW98A16vFzfffLO57R133IHVq1ejqakJjY2NuO+++7B48WJzFUkiIiKiclVp7a6lXNl1OvcRCoWAp54CBncjc4ptgwCWAMDwHmSxp+D9qzfu5+2J99MAYF/QiUQyMaFSrhiSiaT532Lfd4wz7IiIiKYXhP3gBz8AACxfvnzC19etW4fbb78dAPB3f/d3iMVi+O///b9jZGQEF110EZ5//nnU1dWZ2z/yyCNwOp244YYbEIvFcMUVV+BHP/oRHA7HzL4bIiIioiqkeqVcMZS6NXY692OGcm/tQnbGjzBRm/4Hu/cju7uwarsTaQCwz1NzXFWdWfl2TAvsdJgrxsamtjpsnK2xREQkybRbI0/FZrPhwQcfxIMPPnjCbWpra7F27VqsXbt2Og9PRERERFVMlcBPVhXeTJkB3tYdEwK8egDnA8COXaestjsR8z56diHTc+rtgwDOA4DdO5HePbXt4XBPqTX2RHKBXxyRvPuIFamVdjKJRKKo90dERDNX8KqRRERERETVSpVQbjpOFuBZ3eo63e3NEK9nO9IF7l8A+ly693ci9f4kX9+7E6lTj6ublmYAfXAjK7IYm0Ll23TEY6UN9ozgkIio0jAIIyIiIiKqEuUY4AHFq8Ir5cy7yZgB3sEeJA9OoVRuGvwAFjkBHNyJxMFjvu4CcGgnEjNYP8MHAHAjkUxOCNomM93wrRgLWjCoI6JCMQgjIiIiIiLllWOIV86LWZgr0h7ajvgpAjUfgHNqAfTtRLzv1PftBXC2F8CRnYgdKWz/PAAmC+pi5mqvU5s/Nx3JZEL/b3LCSrLFYqxIm1/lF2PgR1R0DMKIiIiIiIhKpBwDPKD0C1TMNKwzg7r+7Yj2577uAXBWHYChnRgfKvjuJxUAEGgAENuHsff3FffOAdQAWNAMYGwXwnqG59JvmUpl3snkAsLYKUO8GBezoArHIIyIiIiIiIiOo3KIV+qZdydSyvue7P7NwG9sB0IzKHBzApjfDiDeg9HDJ2/TdQA4rRNAsgcjU6jws+uPkEgmCl55FsitPpu/gu1kXyumZKI01ZqkNgZhREREREREVHZUDuqKpZjttdMJ8aa7mMVTTz0FkdyF4YHC988GYO4cANk9GBrcY359zmmAwPsYHHn/hP+2UK5a7b/ZbLboq8aecqXaWAxjBbbYxvWqvXgsPqWFOOKs2puAQRgRERERERGRolQP/Eod1pWyCs8M8XAARyMHinvnNUD32Q5kcAADsbz79gDdi5xI4xAGCl3Rwg90n+dGGr0YSPeeevug9p9kInnK4MwIzYq18mw8HsNYXjVfPD691tvpSOlz/E7FJoQQRX1kC4TDYQSDQYRCIQQCAdm7Q0RERERERERlaGhoqCwXtCikaq/SxeNxfPOb3zxlVsQgjIiIiIiIiIiogk0n8CtWFV4pg8DJ7Nu3D8uWLTtlVsTWSCIiIiIiIiKiCqZ6i20x+Hy+KW1nL/F+EBERERERERERKYFBGBERERERERERVQUGYUREREREREREVBUYhBERERERERERUVVgEEZERERERERERFWBQRgREREREREREVUFp+wdKIQQAgAQDocl7wkREREREREREclmZERGZnQiZRmEjY2NAQC6u7sl7wkREREREREREalibGwMwWDwhLfbxKmiMgVls1n09vairq4ONptN9u6Q4sLhMLq7u3Hw4EEEAgHZu0NEeXh8EqmNxyiRunh8EqmNx6j1hBAYGxtDZ2cn7PYTTwIry4owu92Orq4u2btBZSYQCPAFiEhRPD6J1MZjlEhdPD6J1MZj1FonqwQzcFg+ERERERERERFVBQZhRERERERERERUFRiEUcVzu9144IEH4Ha7Ze8KER2DxyeR2niMEqmLxyeR2niMqqssh+UTERERERERERFNFyvCiIiIiIiIiIioKjAIIyIiIiIiIiKiqsAgjIiIiIiIiIiIqgKDMCIiIiIiIiIiqgoMwoiIiIiIiIiIqCowCCOpHnzwQdhstgl/2tvbzdtvv/32426/+OKLJ9zHnXfeifnz58Pj8aClpQXXX389duzYMWGbkZER3HrrrQgGgwgGg7j11lsxOjo6YZsDBw7gk5/8JHw+H5qbm/HFL34RyWRywjbvvvsuLr/8cng8HsyaNQtf//rXwYVXqZIV4xg1CCFw9dVXw2az4T/+4z8m3MZjlGj6inF8Ll++/Lhtbrrppgnb8PgkKkyx3kM3btyIj370o/D5fKivr8fy5csRi8XM23mMEk3fTI/Pffv2HXe78ecXv/iFuR2PTzU5Ze8A0TnnnIMXXnjB/LvD4Zhw+1VXXYV169aZf6+pqZlw+wUXXIBbbrkFs2fPxvDwMB588EGsWLECe/fuNe/r5ptvxqFDh/Dcc88BAL7whS/g1ltvxa9//WsAQCaTwTXXXIOWlha8+uqrGBoawm233QYhBNauXQsACIfDuPLKK/GRj3wEb775Jnbt2oXbb78dPp8Pq1evLv4PhkgRMz1GDd/73vdgs9kmvY3HKFFhinF8rly5El//+tfNv3s8ngm38/gkKtxMj9GNGzfiqquuwv3334+1a9eipqYG77zzDuz2XD0Dj1Giwszk+Ozu7kZfX9+E7X/4wx/i4YcfxtVXX21+jcenogSRRA888IA477zzTnj7bbfdJq6//vpp3ec777wjAIjdu3cLIYTYtm2bACBef/11c5uNGzcKAGLHjh1CCCF++9vfCrvdLg4fPmxu8+STTwq32y1CoZAQQohHH31UBINBEY/HzW3WrFkjOjs7RTabndY+EpWLYh2jb7/9tujq6hJ9fX0CgHj66afN23iMEhWmGMfn5ZdfLr70pS+d8HYen0SFK8YxetFFF4mvfvWrJ7ydxyhRYUrxOfT8888Xf/3Xf23+ncenutgaSdL19PSgs7MT8+bNw0033YT3339/wu0bNmxAa2srzjjjDKxcuRIDAwMnvK/x8XGsW7cO8+bNQ3d3NwDtSlowGMRFF11kbnfxxRcjGAzitddeM7dZtGgROjs7zW0+/vGPI5FIYNOmTeY2l19+Odxu94Rtent7sW/fvhn/HIhUNdNjNBqN4rOf/Sy+//3vTyg5N/AYJSpcMd5DH3/8cTQ3N+Occ87Bfffdh7GxMfM2Hp9EMzOTY3RgYABvvPEGWltbsWzZMrS1teHyyy/Hq6++am7DY5SocMX8HLpp0ya8/fbbuOOOO8yv8fhUF4Mwkuqiiy7CT37yE/z+97/Hv/7rv6K/vx/Lli3D0NAQAODqq6/G448/jhdffBHf+c538Oabb+KjH/0oEonEhPt59NFH4ff74ff78dxzz2H9+vVm6Wp/fz9aW1uPe+zW1lb09/eb27S1tU24vaGhATU1NSfdxvi7sQ1RpSnGMfq3f/u3WLZsGa6//vpJH4PHKFFhinF83nLLLXjyySexYcMGfO1rX8O///u/49Of/rR5O49PosLN9Bg1PpQ/+OCDWLlyJZ577jksXboUV1xxBXp6egDwGCUqVLE+hxoee+wxLFy4EMuWLTO/xuNTXZwRRlLl908vXrwYl1xyCebPn48f//jHuPfee3HjjTeaty9atAgf+MAHMGfOHPzmN7+ZcKJ+yy234Morr0RfXx++/e1v44YbbsCf/vQn1NbWAsCkc4mEEBO+Xsg2Qh9QeKK5R0TlbqbH6LPPPosXX3wRb7311kkfh8co0fQV4z105cqVE7ZZsGABPvCBD2Dz5s1YunQpAB6fRIWa6TGazWYBaAtDff7znwcALFmyBH/4wx/wb//2b1izZg0AHqNEhSjW51AAiMVieOKJJ/C1r33tuMfh8akmVoSRUnw+HxYvXmxe5TpWR0cH5syZc9ztwWAQCxYswGWXXYZf/vKX2LFjB55++mkAQHt7O44cOXLcfR09etRM0tvb249L00dGRpBKpU66jVEee2xCT1SppnuMvvjii9izZw/q6+vhdDrhdGrXXz7zmc9g+fLlAHiMEhVLoe+h+ZYuXQqXy2Vuw+OTqHime4x2dHQAAM4+++wJ2y1cuBAHDhwAwGOUqFhm8h76y1/+EtFoFJ/73OcmfJ3Hp7oYhJFSEokEtm/fbr7xH2toaAgHDx484e0GIYRZtnrJJZcgFArhz3/+s3n7G2+8gVAoZJauXnLJJXjvvfcmrPzx/PPPw+1244ILLjC3eeWVVyYsZfv888+js7MTc+fOLej7JSo30z1Gv/zlL2PLli14++23zT8A8Mgjj5ir8PAYJSqOYryHbt26FalUytyGxydR8Uz3GJ07dy46Ozuxc+fOCdvt2rULc+bMAcBjlKhYZvIe+thjj+G6665DS0vLhK/z+FSY9fP5iXJWr14tNmzYIN5//33x+uuvi2uvvVbU1dWJffv2ibGxMbF69Wrx2muvib1794qXXnpJXHLJJWLWrFkiHA4LIYTYs2eP+MY3viH+67/+S+zfv1+89tpr4vrrrxeNjY3iyJEj5uNcddVV4txzzxUbN24UGzduFIsXLxbXXnuteXs6nRaLFi0SV1xxhdi8ebN44YUXRFdXl7j77rvNbUZHR0VbW5v47Gc/K959913xq1/9SgQCAfHtb3/buh8YkcVmeoxOBsesGikEj1GiQsz0+Ny9e7d46KGHxJtvvin27t0rfvOb34izzjpLLFmyRKTTafNxeHwSFaYY76GPPPKICAQC4he/+IXo6ekRX/3qV0Vtba25OroQPEaJClGsc9yenh5hs9nE7373u0kfh8enmhiEkVQ33nij6OjoEC6XS3R2dopPf/rTYuvWrUIIIaLRqFixYoVoaWkRLpdLzJ49W9x2223iwIED5r8/fPiwuPrqq0Vra6twuVyiq6tL3HzzzeZytIahoSFxyy23iLq6OlFXVyduueUWMTIyMmGb/fv3i2uuuUZ4PB7R2Ngo7r777glL1AohxJYtW8SHP/xh4Xa7RXt7u3jwwQe5ZC1VtJkeo5OZLAjjMUo0fTM9Pg8cOCAuu+wy0djYKGpqasT8+fPFF7/4RTE0NDThcXh8EhWmWO+ha9asEV1dXcLr9YpLLrlE/PGPf5xwO49Roukr1vF5//33i66uLpHJZCZ9HB6farIJoU9ZIyIiIiIiIiIiqmCcEUZERERERERERFWBQRgREREREREREVUFBmFERERERERERFQVGIQREREREREREVFVYBBGRERERERERERVgUEYERERERERERFVBQZhRERERERERERUFRiEERERERERERFRVWAQRkREREREREREVYFBGBERERERERERVQUGYUREREREREREVBX+f8X5Ns37QE8nAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "xs_line = [(552400, 393000), (552400 + 5000, 393000 - 4000)]\n", @@ -1066,216 +536,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    time00400037_UWSP00400037_UWSP.100400037_UWSP.200400037_UWSP.300400041_UWSP00400041_UWSP.100400041_UWSP.200400041_UWSP.310019264_LK...YH229.2YH229.3YQ987YQ987.1YQ987.2YQ987.3YS864YS864.1YS864.2YS864.3
    01.0310.161509310.152440310.146632309.972583294.571188294.533753294.507520294.460828287.057064...301.671867301.833545302.314533302.324774302.335628302.712518312.448733312.427510312.400785312.395162
    132.0310.114717310.114717310.108406309.932164294.496467294.460880294.436082294.403306287.002266...301.609129301.772555302.230838302.244670302.258673302.652591312.387007312.383407312.353905312.348160
    261.0310.078745310.078745310.072239309.894409294.432037294.396652294.372019294.340104286.969376...301.559509301.721138302.179090302.193726302.208416302.605806312.345221312.339465312.307319312.299521
    392.0310.051664310.051664310.048010309.878756294.459305294.424027294.399453294.367593287.008239...301.576502301.736277302.211276302.221966302.233239302.614153312.367330312.340335312.309477312.304597
    4122.0310.100468310.085611310.082751309.915603294.568056294.532587294.507949294.476668287.084117...301.647729301.809016302.261779302.269823302.278917302.655915312.416061312.379106312.355470312.358140
    \n", - "

    5 rows × 550 columns

    \n", - "
    " - ], - "text/plain": [ - " time 00400037_UWSP 00400037_UWSP.1 00400037_UWSP.2 00400037_UWSP.3 \\\n", - "0 1.0 310.161509 310.152440 310.146632 309.972583 \n", - "1 32.0 310.114717 310.114717 310.108406 309.932164 \n", - "2 61.0 310.078745 310.078745 310.072239 309.894409 \n", - "3 92.0 310.051664 310.051664 310.048010 309.878756 \n", - "4 122.0 310.100468 310.085611 310.082751 309.915603 \n", - "\n", - " 00400041_UWSP 00400041_UWSP.1 00400041_UWSP.2 00400041_UWSP.3 \\\n", - "0 294.571188 294.533753 294.507520 294.460828 \n", - "1 294.496467 294.460880 294.436082 294.403306 \n", - "2 294.432037 294.396652 294.372019 294.340104 \n", - "3 294.459305 294.424027 294.399453 294.367593 \n", - "4 294.568056 294.532587 294.507949 294.476668 \n", - "\n", - " 10019264_LK ... YH229.2 YH229.3 YQ987 YQ987.1 \\\n", - "0 287.057064 ... 301.671867 301.833545 302.314533 302.324774 \n", - "1 287.002266 ... 301.609129 301.772555 302.230838 302.244670 \n", - "2 286.969376 ... 301.559509 301.721138 302.179090 302.193726 \n", - "3 287.008239 ... 301.576502 301.736277 302.211276 302.221966 \n", - "4 287.084117 ... 301.647729 301.809016 302.261779 302.269823 \n", - "\n", - " YQ987.2 YQ987.3 YS864 YS864.1 YS864.2 YS864.3 \n", - "0 302.335628 302.712518 312.448733 312.427510 312.400785 312.395162 \n", - "1 302.258673 302.652591 312.387007 312.383407 312.353905 312.348160 \n", - "2 302.208416 302.605806 312.345221 312.339465 312.307319 312.299521 \n", - "3 302.233239 302.614153 312.367330 312.340335 312.309477 312.304597 \n", - "4 302.278917 302.655915 312.416061 312.379106 312.355470 312.358140 \n", - "\n", - "[5 rows x 550 columns]" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "headobs = pd.read_csv(sim_ws / 'pleasant.head.obs')\n", "headobs.head()" @@ -1290,41 +553,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['DIS',\n", - " 'IC',\n", - " 'NPF',\n", - " 'STO',\n", - " 'RCHA_0',\n", - " 'OC',\n", - " 'CHD_OBS',\n", - " 'CHD_0',\n", - " 'SFR_OBS',\n", - " 'SFR_0',\n", - " 'LAK_OBS',\n", - " 'LAK_LAKTAB',\n", - " 'LAK_0',\n", - " 'WEL_0',\n", - " 'OBS_3']" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.get_package_list()" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1355,105 +593,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    timeEASTWESTNORTHSOUTH
    time
    1.01.0-34777.2804076212.36458717421.976405-9693.429003
    32.032.0-34508.2417616363.31675017572.839997-9487.079654
    61.061.0-34204.5759466300.56099917485.626670-9557.938536
    92.092.0-34234.7759645908.64586817351.380660-9853.127093
    122.0122.0-34721.8892135359.08208417203.878073-10100.990732
    \n", - "
    " - ], - "text/plain": [ - " time EAST WEST NORTH SOUTH\n", - "time \n", - "1.0 1.0 -34777.280407 6212.364587 17421.976405 -9693.429003\n", - "32.0 32.0 -34508.241761 6363.316750 17572.839997 -9487.079654\n", - "61.0 61.0 -34204.575946 6300.560999 17485.626670 -9557.938536\n", - "92.0 92.0 -34234.775964 5908.645868 17351.380660 -9853.127093\n", - "122.0 122.0 -34721.889213 5359.082084 17203.878073 -10100.990732" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df = pd.read_csv(sim_ws / 'pleasant.chd.obs.output.csv')\n", "df.index = df['time']\n", @@ -1472,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1481,195 +623,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    STO-SS_INSTO-SY_INWEL_INRCHA_INCHD_INSFR_INLAK_INTOTAL_INSTO-SS_OUTSTO-SY_OUTWEL_OUTRCHA_OUTCHD_OUTSFR_OUTLAK_OUTTOTAL_OUTIN-OUTPERCENT_DISCREPANCY
    2011-12-310.00000.0000000.033188.86718823435.904297349.6383063680.28418060654.6953120.0000000.0000002383.0227050.044272.27343811781.0693362217.93481460654.2968750.3960000.0
    2012-01-316.708125877.7343750.03485.81079123184.136719518.5637823719.99438556792.9492190.241800156.2151950.0000000.043243.30078111221.0087892172.37646556793.144531-0.195200-0.0
    2012-02-296.550624792.7226560.03771.58544923037.080078680.1945803735.31201256023.4453120.00113120.5849000.0000000.043013.40625010831.5830082157.96484456023.539062-0.094266-0.0
    2012-03-310.51493190.2346190.030861.95117223084.673828687.0036013648.99755961473.3750001.2632004260.6743160.0000000.043912.55078111090.9638672208.05444361473.503906-0.129200-0.0
    2012-04-300.00000.0000000.064854.59375022838.197266377.5620123493.94287191564.2968759.28480032114.6699220.0000000.045098.11718812015.6855472326.49389691564.2500000.0449940.0
    \n", - "
    " - ], - "text/plain": [ - " STO-SS_IN STO-SY_IN WEL_IN RCHA_IN CHD_IN \\\n", - "2011-12-31 0.0000 0.000000 0.0 33188.867188 23435.904297 \n", - "2012-01-31 6.7081 25877.734375 0.0 3485.810791 23184.136719 \n", - "2012-02-29 6.5506 24792.722656 0.0 3771.585449 23037.080078 \n", - "2012-03-31 0.5149 3190.234619 0.0 30861.951172 23084.673828 \n", - "2012-04-30 0.0000 0.000000 0.0 64854.593750 22838.197266 \n", - "\n", - " SFR_IN LAK_IN TOTAL_IN STO-SS_OUT STO-SY_OUT \\\n", - "2011-12-31 349.638306 3680.284180 60654.695312 0.000000 0.000000 \n", - "2012-01-31 518.563782 3719.994385 56792.949219 0.241800 156.215195 \n", - "2012-02-29 680.194580 3735.312012 56023.445312 0.001131 20.584900 \n", - "2012-03-31 687.003601 3648.997559 61473.375000 1.263200 4260.674316 \n", - "2012-04-30 377.562012 3493.942871 91564.296875 9.284800 32114.669922 \n", - "\n", - " WEL_OUT RCHA_OUT CHD_OUT SFR_OUT LAK_OUT \\\n", - "2011-12-31 2383.022705 0.0 44272.273438 11781.069336 2217.934814 \n", - "2012-01-31 0.000000 0.0 43243.300781 11221.008789 2172.376465 \n", - "2012-02-29 0.000000 0.0 43013.406250 10831.583008 2157.964844 \n", - "2012-03-31 0.000000 0.0 43912.550781 11090.963867 2208.054443 \n", - "2012-04-30 0.000000 0.0 45098.117188 12015.685547 2326.493896 \n", - "\n", - " TOTAL_OUT IN-OUT PERCENT_DISCREPANCY \n", - "2011-12-31 60654.296875 0.396000 0.0 \n", - "2012-01-31 56793.144531 -0.195200 -0.0 \n", - "2012-02-29 56023.539062 -0.094266 -0.0 \n", - "2012-03-31 61473.503906 -0.129200 -0.0 \n", - "2012-04-30 91564.250000 0.044994 0.0 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "mfl = Mf6ListBudget(sim_ws / 'pleasant.list')\n", "flux, vol = mfl.get_dataframes(start_datetime='2011-12-30')\n", @@ -1678,24 +634,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['STO-SS_IN', 'STO-SY_IN', 'WEL_IN', 'RCHA_IN', 'CHD_IN', 'SFR_IN',\n", - " 'LAK_IN', 'TOTAL_IN', 'STO-SS_OUT', 'STO-SY_OUT', 'WEL_OUT', 'RCHA_OUT',\n", - " 'CHD_OUT', 'SFR_OUT', 'LAK_OUT', 'TOTAL_OUT', 'IN-OUT',\n", - " 'PERCENT_DISCREPANCY'],\n", - " dtype='object')" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "flux.columns" ] @@ -1709,30 +650,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkUAAAGtCAYAAAAYgQCzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAun0lEQVR4nO3da3hU5b338e9wmhAhEYgkRANEUYQiWohiYlFQTgoKShXlUC1CpSoUqFUOWpBaUqxVN0VELAe7NwJtEYstUCMKW0sQzCbIxhSrBaGSFMGYUFGO63nBw2zGhJNmCIfv57rmxdzrvtf818pk1m/uWWsmFARBgCRJ0hmuSmUXIEmSdDIwFEmSJGEokiRJAgxFkiRJgKFIkiQJMBRJkiQBhiJJkiQAqlV2AZVh//79bNmyhdq1axMKhSq7HEmSdAyCIGDHjh2kpqZSpUrFz+uckaFoy5YtpKWlVXYZkiTpa9i8eTPnnXdeha/3jAxFtWvXBg7s1ISEhEquRpIkHYvS0lLS0tIix/GKdkaGooMfmSUkJBiKJEk6xcTq1BdPtJYkScJQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkScIJC0eTJk0lPTycuLo7WrVvz5ptvHrH/smXLaN26NXFxcZx//vlMmTLlsH3nzJlDKBSiR48eFVy1JEk6k8Q8FM2dO5ehQ4cyevRoVq9eTdu2bbn++uvZtGlTuf03bNjADTfcQNu2bVm9ejWjRo1iyJAhzJs3r0zfjz76iAceeIC2bdvGejMkSdJpLhQEQRDLB2jTpg2tWrXi2WefjbQ1a9aMHj16kJ2dXab/Qw89xIIFCygoKIi0DRo0iDVr1pCbmxtp27dvH9dccw3f//73efPNN/nss894+eWXj6mm0tJSEhMTKSkpISEh4etvnCRJOmFiffyO6UzR7t27ycvLo1OnTlHtnTp1Yvny5eWOyc3NLdO/c+fOvPPOO+zZsyfSNm7cOM455xzuvvvuo9axa9cuSktLo26SJEmHimko2rZtG/v27SM5OTmqPTk5maKionLHFBUVldt/7969bNu2DYC//vWvTJs2jeeff/6Y6sjOziYxMTFyS0tL+xpbI0mSTmcn5ETrUCgUdT8IgjJtR+t/sH3Hjh307duX559/nqSkpGN6/JEjR1JSUhK5bd68+Ti3QJIkne6qxXLlSUlJVK1atcys0NatW8vMBh2UkpJSbv9q1apRr1491q1bx8aNG7nxxhsjy/fv3w9AtWrVWL9+PRdccEHU+HA4TDgcrohNkiRJp6mYzhTVqFGD1q1bk5OTE9Wek5NDVlZWuWMyMzPL9H/11VfJyMigevXqXHzxxaxdu5b8/PzI7aabbqJ9+/bk5+f70ZgkSfpaYjpTBDB8+HD69etHRkYGmZmZTJ06lU2bNjFo0CDgwEdbH3/8Mb/97W+BA1eaTZo0ieHDhzNw4EByc3OZNm0as2fPBiAuLo4WLVpEPcbZZ58NUKZdkiTpWMU8FPXq1Yvt27czbtw4CgsLadGiBQsXLqRRo0YAFBYWRn1nUXp6OgsXLmTYsGE888wzpKamMnHiRHr27BnrUiVJ0hks5t9TdDLye4okSTr1nNLfUyRJknSqMBRJkiRhKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEnKBQNHnyZNLT04mLi6N169a8+eabR+y/bNkyWrduTVxcHOeffz5TpkyJWv7888/Ttm1b6tSpQ506dejQoQMrV66M5SZIkqTTXMxD0dy5cxk6dCijR49m9erVtG3bluuvv55NmzaV23/Dhg3ccMMNtG3bltWrVzNq1CiGDBnCvHnzIn2WLl3KHXfcwRtvvEFubi4NGzakU6dOfPzxx7HeHEmSdJoKBUEQxPIB2rRpQ6tWrXj22Wcjbc2aNaNHjx5kZ2eX6f/QQw+xYMECCgoKIm2DBg1izZo15ObmlvsY+/bto06dOkyaNInvfe97R62ptLSUxMRESkpKSEhI+BpbJUmSTrRYH79jOlO0e/du8vLy6NSpU1R7p06dWL58ebljcnNzy/Tv3Lkz77zzDnv27Cl3zM6dO9mzZw9169Ytd/muXbsoLS2NukmSJB0qpqFo27Zt7Nu3j+Tk5Kj25ORkioqKyh1TVFRUbv+9e/eybdu2cseMGDGCc889lw4dOpS7PDs7m8TExMgtLS3ta2yNJEk6nZ2QE61DoVDU/SAIyrQdrX957QCPP/44s2fP5qWXXiIuLq7c9Y0cOZKSkpLIbfPmzce7CZIk6TRXLZYrT0pKomrVqmVmhbZu3VpmNuiglJSUcvtXq1aNevXqRbU/8cQTjB8/ntdee42WLVseto5wOEw4HP6aWyFJks4EMZ0pqlGjBq1btyYnJyeqPScnh6ysrHLHZGZmlun/6quvkpGRQfXq1SNtv/zlL/nZz37G4sWLycjIqPjiJUnSGSXmH58NHz6c3/zmN0yfPp2CggKGDRvGpk2bGDRoEHDgo61DrxgbNGgQH330EcOHD6egoIDp06czbdo0HnjggUifxx9/nIcffpjp06fTuHFjioqKKCoq4t///nesN0eSJJ2mYvrxGUCvXr3Yvn0748aNo7CwkBYtWrBw4UIaNWoEQGFhYdR3FqWnp7Nw4UKGDRvGM888Q2pqKhMnTqRnz56RPpMnT2b37t1897vfjXqsMWPGMHbs2FhvkiRJOg3F/HuKTkZ+T5EkSaeeU/p7iiRJkk4VhiJJkiQMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZKAExSKJk+eTHp6OnFxcbRu3Zo333zziP2XLVtG69atiYuL4/zzz2fKlCll+sybN4/mzZsTDodp3rw58+fPj1X5kiTpDBDzUDR37lyGDh3K6NGjWb16NW3btuX6669n06ZN5fbfsGEDN9xwA23btmX16tWMGjWKIUOGMG/evEif3NxcevXqRb9+/VizZg39+vXjtttu4+2334715kiSpNNUKAiCIJYP0KZNG1q1asWzzz4baWvWrBk9evQgOzu7TP+HHnqIBQsWUFBQEGkbNGgQa9asITc3F4BevXpRWlrKokWLIn26dOlCnTp1mD179lFrKi0tJTExkcJPtpOQkPBNNk+SJJ0gpaWlNDinHiUlJTE5fler8DUeYvfu3eTl5TFixIio9k6dOrF8+fJyx+Tm5tKpU6eots6dOzNt2jT27NlD9erVyc3NZdiwYWX6PP300+Wuc9euXezatStyv7S0FIArfr6EKuH4490sSZJUCfbv2hnT9cf047Nt27axb98+kpOTo9qTk5MpKioqd0xRUVG5/ffu3cu2bduO2Odw68zOziYxMTFyS0tL+7qbJEmSTlMxnSk6KBQKRd0PgqBM29H6f7X9eNY5cuRIhg8fHrlfWlpKWloaK0df58dnkiSdIkpLS2nwdOzWH9NQlJSURNWqVcvM4GzdurXMTM9BKSkp5favVq0a9erVO2Kfw60zHA4TDofLtMfXqEZ8jROSCyVJ0je0N8bH7Jh+fFajRg1at25NTk5OVHtOTg5ZWVnljsnMzCzT/9VXXyUjI4Pq1asfsc/h1ilJknQ0MZ8mGT58OP369SMjI4PMzEymTp3Kpk2bGDRoEHDgo62PP/6Y3/72t8CBK80mTZrE8OHDGThwILm5uUybNi3qqrIf/ehHXH311UyYMIHu3bvzxz/+kddee4233nor1psjSZJOUzEPRb169WL79u2MGzeOwsJCWrRowcKFC2nUqBEAhYWFUd9ZlJ6ezsKFCxk2bBjPPPMMqampTJw4kZ49e0b6ZGVlMWfOHB5++GEeeeQRLrjgAubOnUubNm1ivTmSJOk0FfPvKToZHfyeolh9z4EkSap4sT5++9tnkiRJGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkIMahqLi4mH79+pGYmEhiYiL9+vXjs88+O+KYIAgYO3Ysqamp1KxZk3bt2rFu3brI8k8//ZTBgwfTtGlT4uPjadiwIUOGDKGkpCSWmyJJkk5zMQ1FvXv3Jj8/n8WLF7N48WLy8/Pp16/fEcc8/vjjPPnkk0yaNIlVq1aRkpJCx44d2bFjBwBbtmxhy5YtPPHEE6xdu5aZM2eyePFi7r777lhuiiRJOs2FgiAIYrHigoICmjdvzooVK2jTpg0AK1asIDMzk7/97W80bdq0zJggCEhNTWXo0KE89NBDAOzatYvk5GQmTJjAPffcU+5j/f73v6dv3758/vnnVKtW7ai1lZaWkpiYSElJCQkJCd9gKyVJ0okS6+N3zGaKcnNzSUxMjAQigCuvvJLExESWL19e7pgNGzZQVFREp06dIm3hcJhrrrnmsGOAyM45XCDatWsXpaWlUTdJkqRDxSwUFRUVUb9+/TLt9evXp6io6LBjAJKTk6Pak5OTDztm+/bt/OxnPzvsLBJAdnZ25LymxMRE0tLSjnUzJEnSGeK4Q9HYsWMJhUJHvL3zzjsAhEKhMuODICi3/VBfXX64MaWlpXTt2pXmzZszZsyYw65v5MiRlJSURG6bN28+lk2VJElnkKOfgPMV999/P7fffvsR+zRu3Jh3332Xf/3rX2WWffLJJ2Vmgg5KSUkBDswYNWjQINK+devWMmN27NhBly5dqFWrFvPnz6d69eqHrSccDhMOh49YsyRJOrMddyhKSkoiKSnpqP0yMzMpKSlh5cqVXHHFFQC8/fbblJSUkJWVVe6Y9PR0UlJSyMnJ4dvf/jYAu3fvZtmyZUyYMCHSr7S0lM6dOxMOh1mwYAFxcXHHuxmSJElRYnZOUbNmzejSpQsDBw5kxYoVrFixgoEDB9KtW7eoK88uvvhi5s+fDxz42Gzo0KGMHz+e+fPn87//+7/cddddxMfH07t3b+DADFGnTp34/PPPmTZtGqWlpRQVFVFUVMS+fftitTmSJOk0d9wzRcdj1qxZDBkyJHI12U033cSkSZOi+qxfvz7qixcffPBBvvjiC+69916Ki4tp06YNr776KrVr1wYgLy+Pt99+G4AmTZpErWvDhg00btw4hlskSZJOVzH7nqKTmd9TJEnSqeeU/Z4iSZKkU4mhSJIkCUORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBBiKJEmSAEORJEkSYCiSJEkCDEWSJEmAoUiSJAkwFEmSJAGGIkmSJMBQJEmSBMQ4FBUXF9OvXz8SExNJTEykX79+fPbZZ0ccEwQBY8eOJTU1lZo1a9KuXTvWrVt32L7XX389oVCIl19+ueI3QJIknTFiGop69+5Nfn4+ixcvZvHixeTn59OvX78jjnn88cd58sknmTRpEqtWrSIlJYWOHTuyY8eOMn2ffvppQqFQrMqXJElnkGqxWnFBQQGLFy9mxYoVtGnTBoDnn3+ezMxM1q9fT9OmTcuMCYKAp59+mtGjR3PLLbcA8MILL5CcnMyLL77IPffcE+m7Zs0annzySVatWkWDBg1itRmSJOkMEbOZotzcXBITEyOBCODKK68kMTGR5cuXlztmw4YNFBUV0alTp0hbOBzmmmuuiRqzc+dO7rjjDiZNmkRKSspRa9m1axelpaVRN0mSpEPFLBQVFRVRv379Mu3169enqKjosGMAkpOTo9qTk5OjxgwbNoysrCy6d+9+TLVkZ2dHzmtKTEwkLS3tWDdDkiSdIY47FI0dO5ZQKHTE2zvvvANQ7vk+QRAc9Tygry4/dMyCBQt4/fXXefrpp4+55pEjR1JSUhK5bd68+ZjHSpKkM8Nxn1N0//33c/vttx+xT+PGjXn33Xf517/+VWbZJ598UmYm6KCDH4UVFRVFnSe0devWyJjXX3+dDz/8kLPPPjtqbM+ePWnbti1Lly4ts95wOEw4HD5izZIk6cx23KEoKSmJpKSko/bLzMykpKSElStXcsUVVwDw9ttvU1JSQlZWVrlj0tPTSUlJIScnh29/+9sA7N69m2XLljFhwgQARowYwYABA6LGXXLJJTz11FPceOONx7s5kiRJQAyvPmvWrBldunRh4MCBPPfccwD84Ac/oFu3blFXnl188cVkZ2dz8803EwqFGDp0KOPHj+fCCy/kwgsvZPz48cTHx9O7d2/gwGxSeSdXN2zYkPT09FhtjiRJOs3FLBQBzJo1iyFDhkSuJrvpppuYNGlSVJ/169dTUlISuf/ggw/yxRdfcO+991JcXEybNm149dVXqV27dixLlSRJZ7hQEARBZRdxopWWlpKYmEhJSQkJCQmVXY4kSToGsT5++9tnkiRJGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAQ5EkSRJgKJIkSQIMRZIkSYChSJIkCTAUSZIkAYYiSZIkwFAkSZIEGIokSZIAqFbZBVSGIAgAKC0treRKJEnSsTp43D54HK9oZ2Qo2rFjBwBpaWmVXIkkSTpeO3bsIDExscLXGwpiFbdOYvv37+eiiy4iLy+PUChU2eUcVmlpKWlpaWzevJmEhITKLuewLr/8clatWlXZZRzRqVAjnBp1WmPFORXqtMaKcyrUebLXGAQBrVu35v3336dKlYo/A+iMnCmqUqUKNWrUiEnKjIWEhISTOhRVrVr1pK4PTo0a4dSo0xorzqlQpzVWnFOhzlOhxho1asQkEMEZfKL1fffdV9klnDZOhX15KtQIp0ad1lhxToU6rbHinAp1nuk1npEfn50qSktLSUxMpKSk5KRP7pIknerO2JmiU0E4HGbMmDGEw+HKLkWSpNOeM0WSJEk4UyRJkgQYihQDoVCIl19+ubLLkE5J/v9Ilee0CUV33XUXoVCIUChE9erVSU5OpmPHjkyfPp39+/dXdnmnnEP356G3Dz74oLJLizhY46BBg8osu/feewmFQtx1110nvrDDWL58OVWrVqVLly6VXUrEqbYP4UDNPXr0qOwyjtnJWu/J+Hw81NatW7nnnnto2LAh4XCYlJQUOnfuTG5ubmWXVsbmzZu5++67SU1NpUaNGjRq1Igf/ehHbN++/ZjGL126lFAoxGeffVbhtR38H//FL34R1f7yyy+fNN/TdzIdv0+bUATQpUsXCgsL2bhxI4sWLaJ9+/b86Ec/olu3buzdu7eyyzvlHNyfh97S09Mru6woaWlpzJkzhy+++CLS9uWXXzJ79mwaNmz4jda9Z8+eb1pelOnTpzN48GDeeustNm3a9I3WtW/fvgp7sYjlPtTJqyKfj7HQs2dP1qxZwwsvvMD777/PggULaNeuHZ9++mlllxblH//4BxkZGbz//vvMnj2bDz74gClTprBkyRIyMzNPinrj4uKYMGECxcXFlV3KYZ0sx+/TKhQdfDdx7rnn0qpVK0aNGsUf//hHFi1axMyZMwEoKSnhBz/4AfXr1ychIYFrr72WNWvWRK1nwYIFZGRkEBcXR1JSErfcckuF13qyvns81MH9eeitatWqvPLKK7Ru3Zq4uDjOP/98Hn300TJP2sLCQq6//npq1qxJeno6v//972NSY6tWrWjYsCEvvfRSpO2ll14iLS2Nb3/725G2xYsX853vfIezzz6bevXq0a1bNz788MPI8o0bNxIKhfjd735Hu3btiIuL47/+678qrM7PP/+c3/3ud/zwhz+kW7dukecj/N+7xD//+c9ceumlxMXF0aZNG9auXRvpM3PmTM4++2z+9Kc/0bx5c8LhMB999FGF1FZR+/Daa6/l/vvvj1r39u3bCYfDvP766xVS61c1btyYp59+OqrtsssuY+zYsZH7oVCI3/zmN9x8883Ex8dz4YUXsmDBgpjUczTHUu+JcKTn48Hn2qHKm1V47LHHqF+/PrVr12bAgAGMGDGCyy67rELq++yzz3jrrbeYMGEC7du3p1GjRlxxxRWMHDmSrl27Akd/LR87diyXXXYZzz33HGlpacTHx3PrrbdW+GzMfffdR40aNXj11Ve55ppraNiwIddffz2vvfYaH3/8MaNHjwZg165dPPjgg6SlpREOh7nwwguZNm0aGzdupH379gDUqVMnJrOzHTp0ICUlhezs7MP2mTdvHt/61rcIh8M0btyYX/3qV5FlI0eO5MorrywzpmXLlowZM6ZCajxZjt+nVSgqz7XXXsull17KSy+9RBAEdO3alaKiIhYuXEheXh6tWrXiuuuui6T5P//5z9xyyy107dqV1atXs2TJEjIyMip5K04ef/nLX+jbty9Dhgzhvffe47nnnmPmzJn8/Oc/j+r3yCOPRN7p9e3blzvuuIOCgoKY1PT973+fGTNmRO5Pnz6d/v37R/X5/PPPGT58OKtWrWLJkiVUqVKFm2++ucxsy0MPPcSQIUMoKCigc+fOFVbj3Llzadq0KU2bNqVv377MmDGjzA8a/uQnP+GJJ55g1apV1K9fn5tuuilqtmrnzp1kZ2fzm9/8hnXr1lG/fv0Kq68i9uGAAQN48cUX2bVrV2TMrFmzSE1NjbzoV5ZHH32U2267jXfffZcbbriBPn36nBTv4CvLsTwfj2TWrFn8/Oc/Z8KECeTl5dGwYUOeffbZCquvVq1a1KpVi5dffjnq+XTQsbyWA3zwwQf87ne/45VXXmHx4sXk5+dX6Bf/ffrpp/zlL3/h3nvvpWbNmlHLUlJS6NOnD3PnziUIAr73ve8xZ84cJk6cSEFBAVOmTKFWrVqkpaUxb948ANavX09hYSH/8R//UWE1woFvqR4/fjy//vWv+ec//1lmeV5eHrfddhu33347a9euZezYsTzyyCORMNKnTx/efvvtqDdB69atY+3atfTp06dCaz1UpRy/g9PEnXfeGXTv3r3cZb169QqaNWsWLFmyJEhISAi+/PLLqOUXXHBB8NxzzwVBEASZmZlBnz59Yl1uVL2LFi0KrrrqqiAxMTGoW7du0LVr1+CDDz6I9N2wYUMABPPmzQvatWsX1KxZM2jZsmWwfPnymNZXtWrV4Kyzzorcvvvd7wZt27YNxo8fH9X3P//zP4MGDRpE7gPBoEGDovq0adMm+OEPf1jhNXbv3j345JNPgnA4HGzYsCHYuHFjEBcXF3zyySdB9+7dgzvvvLPcsVu3bg2AYO3atUEQ/N8+fvrppyu0xoOysrIi696zZ0+QlJQU5OTkBEEQBG+88UYABHPmzIn03759e1CzZs1g7ty5QRAEwYwZMwIgyM/Pr9C6KnIffvnll0HdunUjNQdBEFx22WXB2LFjY1JzEARBo0aNgqeeeipq+aWXXhqMGTMmch8IHn744cj9f//730EoFAoWLVpUoXUdztepd/78+TGt6UjPxxkzZgSJiYlR/efPnx8cerho06ZNcN9990X1ueqqq4JLL720wmr8wx/+ENSpUyeIi4sLsrKygpEjRwZr1qwJgiA4ptfyMWPGBFWrVg02b94cWb5o0aKgSpUqQWFhYYXUuGLFiiP+vZ588skACN5+++0AiOzjrzr4GlBcXFwhdR3q0OfflVdeGfTv3z8Igui/ae/evYOOHTtGjfvJT34SNG/ePHK/ZcuWwbhx4yL3R44cGVx++eUVXuNXnejj92k/UwQH3lWEQiHy8vL497//Tb169SLvRGrVqsWGDRsiCTg/P5/rrrvuhNZ3rLMYo0eP5oEHHiA/P5+LLrqIO+64I6aftbZv3578/PzIbeLEieTl5TFu3Lio/Tdw4EAKCwvZuXNnZGxmZmbUujIzM2M2U5SUlETXrl154YUXmDFjBl27diUpKSmqz4cffkjv3r05//zzSUhIiJwb9dVzKWIxK7h+/XpWrlzJ7bffDkC1atXo1asX06dPj+p36D6rW7cuTZs2jdpnNWrUoGXLlhVeH1TMPgyHw/Tt2zeyXfn5+axZs+akOFH70P121llnUbt2bbZu3VqJFVWeY30+Hm0dV1xxRVTbV+9/Uz179mTLli0sWLCAzp07s3TpUlq1asXMmTOP6bUcoGHDhpx33nmR+5mZmezfv5/169dXaK2HE/z/2bcNGzZQtWpVrrnmmhPyuIczYcIEXnjhBd57772o9oKCAq666qqotquuuoq///3v7Nu3DzgwWzRr1izgwHbNnj07prNEB53o4/cZ8YOwBQUFpKens3//fho0aMDSpUvL9Dn4GfpXp0BPhJ49e0bdnzZtGvXr1+e9996jRYsWkfYHHngg8nn6o48+yre+9S0++OADLr744pjUddZZZ9GkSZOotv379/Poo4+W+zltXFzcEdcXyysd+vfvHzmf5Zlnnimz/MYbbyQtLY3nn3+e1NRU9u/fT4sWLdi9e3dUv7POOqvCa5s2bRp79+7l3HPPjbQFQUD16tWPeuLjofusZs2aJ/0+HDBgAJdddhn//Oc/mT59Otdddx2NGjWKWc1VqlQp87FPeSfIV69ePep+KBSqlKtSj7XeWDra8/FYa/zqc/GrYypCXFwcHTt2pGPHjvz0pz9lwIABjBkzhnvvvfeor+XlOVhzRf0fNWnShFAoxHvvvVfuOaJ/+9vfqFOnDvHx8RXyeN/U1VdfTefOnRk1alTUm5WDweNQX/179u7dmxEjRvA///M/fPHFF2zevDkSrGPpRB+/T/uZotdff521a9fSs2dPWrVqRVFREdWqVaNJkyZRt4Pvilu2bMmSJUtOaI3HOotx6LvdBg0aAJzwd7utWrVi/fr1ZfZfkyZNon61eMWKFVHjVqxYEbPwBgeuXNi9eze7d+8ucy7Q9u3bKSgo4OGHH+a6666jWbNmJ+wqjL179/Lb3/6WX/3qV1GzbmvWrKFRo0aRd14Qvc+Ki4t5//33Y7rPvqoi9uEll1xCRkYGzz//PC+++GKZ85Iq2jnnnENhYWHkfmlpKRs2bIjpY34TlV3vsTwfzznnHHbs2MHnn38eGZefnx+1nqZNm7Jy5cqotnfeeSfm9Tdv3pzPP//8mF7L4cBr6JYtWyL3c3NzqVKlChdddFGF1FOvXj06duzI5MmTo67eBCgqKmLWrFn06tWLSy65hP3797Ns2bJy11OjRg2AyKxMLP3iF7/glVdeYfny5ZG25s2b89Zbb0X1W758ORdddBFVq1YF4LzzzuPqq69m1qxZzJo1iw4dOpCcnBzTWivj+H1azRTt2rWLoqIi9u3bx7/+9S8WL15MdnY23bp143vf+x5VqlQhMzOTHj16MGHCBJo2bcqWLVtYuHAhPXr0ICMjgzFjxnDddddxwQUXcPvtt7N3714WLVrEgw8+GLO6j3UW49B3uwdT/Yl+t/vTn/6Ubt26kZaWxq233kqVKlV49913Wbt2LY899lik3+9//3syMjL4zne+w6xZs1i5ciXTpk2LWV1Vq1aNfNR08J/4oDp16lCvXj2mTp1KgwYN2LRpEyNGjIhZLYf605/+RHFxMXfffTeJiYlRy7773e8ybdo0nnrqKQDGjRtHvXr1SE5OZvTo0SQlJZ3QKxQrah8OGDCA+++/n/j4eG6++eaY1nzttdcyc+ZMbrzxRurUqcMjjzxSpvaTSWXXeyzPxyVLlhAfH8+oUaMYPHgwK1eujLo6DWDw4MEMHDiQjIwMsrKymDt3Lu+++y7nn39+hdS5fft2br31Vvr370/Lli2pXbs277zzDo8//jjdu3enQ4cOR30thwMzTXfeeSdPPPEEpaWlDBkyhNtuu42UlJQKqRNg0qRJZGVl0blzZx577DHS09NZt24dP/nJTzj33HP5+c9/Tt26dbnzzjvp378/EydO5NJLL+Wjjz5i69at3HbbbTRq1IhQKMSf/vQnbrjhBmrWrEmtWrUqrMZDXXLJJfTp04df//rXkbYf//jHXH755fzsZz+jV69e5ObmMmnSJCZPnhw1tk+fPowdO5bdu3dHXrcqyklz/P5GZySdRO68884ACICgWrVqwTnnnBN06NAhmD59erBv375Iv9LS0mDw4MFBampqUL169SAtLS3o06dPsGnTpkifefPmBZdddllQo0aNICkpKbjllltiUm/37t2Dbdu2BUDw3//935Flb775ZtTJewdPAl69enWkT3FxcQAEb7zxRoXXdmh95Vm8eHGQlZUV1KxZM0hISAiuuOKKYOrUqZHlQPDMM88EHTt2DMLhcNCoUaNg9uzZJ7TGIAiiThLOyckJmjVrFoTD4aBly5bB0qVLj7qPK0K3bt2CG264odxleXl5ARD86le/CoDglVdeCb71rW8FNWrUCC6//PKok6rLO/m1IlTkPjxox44dQXx8fHDvvfdWeL1BEAT9+vULevbsGQRBEJSUlAS33XZbkJCQEKSlpQUzZ848phOXExMTgxkzZsSkvljUW1GO5fmYl5cXzJ8/P2jSpEkQFxcXdOvWLZg6dWrw1cPFuHHjgqSkpKBWrVpB//79gyFDhgRXXnllhdT55ZdfBiNGjAhatWoVJCYmBvHx8UHTpk2Dhx9+ONi5c2cQBEd/LR8zZkxw6aWXBpMnTw5SU1ODuLi44JZbbgk+/fTTCqnxUBs3bgzuuuuuICUlJVLL4MGDg23btkX6fPHFF8GwYcOCBg0aBDVq1AiaNGkSTJ8+PbJ83LhxQUpKShAKhQ57ccPXUd7/+MaNG4NwOBz1N/3DH/4QNG/ePKhevXrQsGHD4Je//GWZdRUXFwfhcDiIj48PduzYUaE1nizH79MmFJ1qDj5R9+3bF9SrVy/o27dv8Pe//z1YsmRJcPnll1d6KNKJE8srTyrDpk2bgipVqgR5eXkxWX/nzp3LXPl0MjvV6v26OnToEPTt27eyy4g4GIqk43FafXx2Ktm/fz/VqlWjSpUqzJkzhyFDhtCiRQuaNm3KxIkTadeuXWWXKB2XPXv2UFhYyIgRI7jyyitp1apVha6/uLiY5cuXs3Tp0nJ/luRkc6rVezx27tzJlClT6Ny5M1WrVmX27Nm89tpr5OTkVHZp0jdiKKokW7dujVzZ1aFDhzKXSAaHnPnfuHHjMlcCnH322TG52kP6uv7617/Svn17LrroIv7whz9U+Pr79+/PqlWr+PGPf0z37t0rfP0V7VSr93iEQiEWLlzIY489xq5du2jatCnz5s2jQ4cOlV2a9I2EAo+sJ9TBd489e/Zkzpw5J/1PfUiSdKZwpugEO53fPUqSdCpzpkiSJIkz4MsbJUmSjoWhSJIkCUORJEkSYCiKqezsbC6//HJq165N/fr16dGjR5lfZw6CgLFjx5KamkrNmjVp164d69ati+ozdepU2rVrR0JCAqFQiM8++yxq+caNG7n77rtJT0+nZs2aXHDBBYwZM6bMz4RIkqTDMxTF0LJly7jvvvtYsWIFOTk57N27l06dOkX90OLjjz/Ok08+yaRJk1i1ahUpKSl07NiRHTt2RPrs3LmTLl26MGrUqHIf529/+xv79+/nueeeY926dTz11FNMmTLlsP0lSVJZXn12An3yySfUr1+fZcuWcfXVVxMEAampqQwdOpSHHnoIOPCjeMnJyUyYMIF77rknavzSpUtp3749xcXFnH322Ud8rF/+8pc8++yz/OMf/4jV5kiSdFpxpugEKikpAaBu3boAbNiwgaKiIjp16hTpEw6Hueaaa1i+fPk3fqyDjyNJko7OUHSCBEHA8OHD+c53vkOLFi0AKCoqAiA5OTmqb3JycmTZ1/Hhhx/y61//+rT7vSVJkmLJb7Q+Qe6//37effdd3nrrrTLLQqFQ1P0gCMq0HastW7bQpUsXbr31VgYMGPC11iFJ0pnImaITYPDgwSxYsIA33niD8847L9KekpICUGZWaOvWrWVmj47Fli1baN++PZmZmUydOvWbFS1J0hnGUBRDQRBw//3389JLL/H666+Tnp4etTw9PZ2UlBRycnIibbt372bZsmVkZWUd12N9/PHHtGvXjlatWjFjxgyqVPFPK0nS8fDjsxi67777ePHFF/njH/9I7dq1IzNCiYmJ1KxZk1AoxNChQxk/fjwXXnghF154IePHjyc+Pp7evXtH1lNUVERRUREffPABAGvXrqV27do0bNiQunXrsmXLFtq1a0fDhg154okn+OSTTyJjD85GSZKkI/OS/Bg63HlBM2bM4K677gIOzCY9+uijPPfccxQXF9OmTRueeeaZyMnYAGPHjuXRRx897HpmzpzJ97///XIfyz+vJEnHxlAkSZKE5xRJkiQBhiJJkiTAUCRJkgQYiiRJkgBDkSRJEmAokiRJAgxFkiRJgKFIkiQJMBRJkiQBhiJJkiTAUCRJkgTA/wMBMR488KYabwAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "flux['PERCENT_DISCREPANCY'].plot()" ] @@ -1748,30 +668,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "in_cols = ['STO-SS_IN', 'STO-SY_IN', 'WEL_IN', 'RCHA_IN', 'CHD_IN', 'SFR_IN', 'LAK_IN']\n", @@ -1802,22 +701,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/04_Modelgrid_and_intersection.ipynb b/notebooks/part1_flopy/04_Modelgrid_and_intersection.ipynb index 24280b6..3dc9dde 100644 --- a/notebooks/part1_flopy/04_Modelgrid_and_intersection.ipynb +++ b/notebooks/part1_flopy/04_Modelgrid_and_intersection.ipynb @@ -242,9 +242,7 @@ "cell_type": "code", "execution_count": null, "id": "6313fa4b", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [] }, @@ -1375,9 +1373,7 @@ "cell_type": "code", "execution_count": null, "id": "fb26d180", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "sim.write_simulation()\n", @@ -1430,22 +1426,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/05-unstructured-grids.ipynb b/notebooks/part1_flopy/05-unstructured-grids.ipynb index b0cebaf..25230b1 100644 --- a/notebooks/part1_flopy/05-unstructured-grids.ipynb +++ b/notebooks/part1_flopy/05-unstructured-grids.ipynb @@ -453,22 +453,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.11" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/06-Project-structured.ipynb b/notebooks/part1_flopy/06-Project-structured.ipynb index 56afab5..26ada01 100644 --- a/notebooks/part1_flopy/06-Project-structured.ipynb +++ b/notebooks/part1_flopy/06-Project-structured.ipynb @@ -881,22 +881,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/07-stream_capture_voronoi.ipynb b/notebooks/part1_flopy/07-stream_capture_voronoi.ipynb index 2184bd7..aaa56fa 100644 --- a/notebooks/part1_flopy/07-stream_capture_voronoi.ipynb +++ b/notebooks/part1_flopy/07-stream_capture_voronoi.ipynb @@ -652,22 +652,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/08_Modflow-setup-demo.ipynb b/notebooks/part1_flopy/08_Modflow-setup-demo.ipynb index f4e7a93..80f859e 100644 --- a/notebooks/part1_flopy/08_Modflow-setup-demo.ipynb +++ b/notebooks/part1_flopy/08_Modflow-setup-demo.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -64,314 +64,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading configuration file data/pleasant_lgr_parent.yml...\n", - "loading parent model /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/pleasant.nam...\n", - "loading simulation...\n", - " loading simulation name file...\n", - " loading tdis package...\n", - " loading model gwf6...\n", - " loading package dis...\n", - " loading package ic...\n", - " loading package npf...\n", - " loading package sto...\n", - " loading package rch...\n", - " loading package oc...\n", - " loading package chd...\n", - " loading package sfr...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - " loading package lak...\n", - " loading package wel...\n", - " loading package obs...\n", - " skipping package ims6...\n", - "finished in 0.60s\n", - "\n", - "\n", - "validating configuration...\n", - "DIS package\n", - "done with validation.\n", - "\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.04s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "\n", - "Setting up DIS package...\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/dem40m.tif...\n", - "finished in 0.02s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm0.tif...\n", - "finished in 0.03s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm1.tif...\n", - "finished in 0.03s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm2.tif...\n", - "finished in 0.03s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm3.tif...\n", - "finished in 0.03s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.02s\n", - "\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.04s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.02s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.03s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n", - "finished in 0.66s\n", - "\n", - "\n", - "validating configuration...\n", - "DIS package\n", - "done with validation.\n", - "\n", - "setting up model grid...\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "filtering on bounding box 553200.0, 388000.0, 558400.0, 392800.0...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-inset_grid.json\n", - "finished in 0.12s\n", - "\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.03s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n" - ] - } - ], + "outputs": [], "source": [ "m = MF6model(cfg='data/pleasant_lgr_parent.yml')\n", "m.setup_grid()" @@ -386,52 +81,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5 layer(s), 24 row(s), 26 column(s)\n", - "delr: [200.00...200.00] meters\n", - "delc: [200.00...200.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 553200.0; yll: 388000.0; rotation: 0.0\n", - "Bounds: (553200.0, 558400.0, 388000.0, 392800.0)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.modelgrid" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "70 row(s), 80 column(s)\n", - "delr: [40.00...40.00] meters\n", - "delc: [40.00...40.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 554200.0; yll: 389000.0; rotation: 0.0\n", - "Bounds: (554200.0, 557400.0, 389000.0, 391800.0)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.inset['plsnt-lgr-inset'].modelgrid" ] @@ -446,20 +107,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Path.cwd()" ] @@ -474,24 +124,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "creating shapely Polygons of grid cells...\n", - "finished in 0.02s\n", - "\n", - "writing postproc/shps/plsnt-lgr-parent_grid.shp... Done\n", - "creating shapely Polygons of grid cells...\n", - "finished in 0.13s\n", - "\n", - "writing postproc/shps/plsnt-lgr-inset_grid.shp... Done\n" - ] - } - ], + "outputs": [], "source": [ "m.modelgrid.write_shapefile('postproc/shps/plsnt-lgr-parent_grid.shp')\n", "m.inset['plsnt-lgr-inset'].modelgrid.write_shapefile('postproc/shps/plsnt-lgr-inset_grid.shp')" @@ -506,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -522,1025 +157,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading configuration file data/pleasant_lgr_parent.yml...\n", - "\n", - "Setting up plsnt-lgr-parent model from configuration in pleasant_lgr_parent.yml\n", - "loading parent model /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/pleasant.nam...\n", - "loading simulation...\n", - " loading simulation name file...\n", - " loading tdis package...\n", - " loading model gwf6...\n", - " loading package dis...\n", - " loading package ic...\n", - " loading package npf...\n", - " loading package sto...\n", - " loading package rch...\n", - " loading package oc...\n", - " loading package chd...\n", - " loading package sfr...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - " loading package lak...\n", - " loading package wel...\n", - " loading package obs...\n", - " skipping package ims6...\n", - "finished in 0.39s\n", - "\n", - "\n", - "validating configuration...\n", - "DIS package\n", - "done with validation.\n", - "\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.02s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "\n", - "Setting up DIS package...\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/dem40m.tif...\n", - "finished in 0.02s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm0.tif...\n", - "finished in 0.02s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm1.tif...\n", - "finished in 0.03s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm2.tif...\n", - "finished in 0.02s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm3.tif...\n", - "finished in 0.02s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.02s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.02s\n", - "\n", - "loading configuration file /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant_lgr_inset.yml...\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n", - "finished in 0.42s\n", - "\n", - "\n", - "validating configuration...\n", - "DIS package\n", - "done with validation.\n", - "\n", - "setting up model grid...\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "filtering on bounding box 553200.0, 388000.0, 558400.0, 392800.0...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-inset_grid.json\n", - "finished in 0.06s\n", - "\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.02s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n", - "\n", - "Setting up TDIS package...\n", - "finished in 0.00s\n", - "\n", - "\n", - "Setting up IMS package...\n", - "finished in 0.00s\n", - "\n", - "\n", - "Setting up IC package...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_strt_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_strt_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_strt_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_strt_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_strt_004.dat, took 0.00s\n", - "finished in 2.48s\n", - "\n", - "\n", - "Setting up NPF package...\n", - "wrote ./external/plsnt-lgr-parent_k_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k33_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k33_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k33_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k33_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_k33_004.dat, took 0.00s\n", - "finished in 0.82s\n", - "\n", - "\n", - "Setting up STO package...\n", - "wrote ./external/plsnt-lgr-parent_sy_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_sy_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_sy_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_sy_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_sy_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_ss_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_ss_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_ss_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_ss_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_ss_004.dat, took 0.00s\n", - "finished in 0.90s\n", - "\n", - "\n", - "Setting up RCH package...\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_005.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_006.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_007.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_008.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_009.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_010.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_011.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_rch_012.dat, took 0.00s\n", - "finished in 0.30s\n", - "\n", - "\n", - "Setting up OC package...\n", - "finished in 0.00s\n", - "\n", - "\n", - "Setting up CHD package...\n", - "\n", - "getting perimeter cells...\n", - "creating shapely Polygons of grid cells...\n", - "finished in 0.02s\n", - "\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/boundary_cells.shp\n", - "perimeter cells took 0.17s\n", - "\n", - "Calculating 3D interpolation weights...\n", - "finished in 1.41s\n", - "\n", - "\n", - "getting perimeter heads...\n", - "for stress period 0, took 0.01s\n", - "for stress period 1, took 0.00s\n", - "for stress period 2, took 0.00s\n", - "for stress period 3, took 0.00s\n", - "for stress period 4, took 0.00s\n", - "for stress period 5, took 0.00s\n", - "for stress period 6, took 0.00s\n", - "for stress period 7, took 0.00s\n", - "for stress period 8, took 0.00s\n", - "for stress period 9, took 0.00s\n", - "for stress period 10, took 0.00s\n", - "for stress period 11, took 0.00s\n", - "for stress period 12, took 0.00s\n", - "getting perimeter heads took 0.07s\n", - "\n", - "finished in 1.77s\n", - "\n", - "\n", - "Setting up SFR package...\n", - "\n", - "loading NHDPlus v2 hydrography data...\n", - "for basins:\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/NHDPlusAttributes/PlusFlow.dbf...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "\n", - "load finished in 0.07s\n", - "\n", - "Getting routing information from NHDPlus Plusflow table...\n", - "finished in 0.01s\n", - "\n", - "\n", - "SFRmaker version 0.11.2\n", - "\n", - "Creating sfr dataset...\n", - "\n", - "Creating grid class instance from flopy Grid instance...\n", - "grid class created in 0.02s\n", - "\n", - "Model grid information\n", - "structured grid\n", - "nnodes: 624\n", - "nlay: 1\n", - "nrow: 24\n", - "ncol: 26\n", - "model length units: undefined\n", - "crs: EPSG:3070\n", - "bounds: 553200.00, 388000.00, 558400.00, 392800.00\n", - "active area defined by: isfr array\n", - "\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr\n", - "Pleasant Lake test case version 0.1.post254.dev0+g65d11f9\n", - "Parent model: /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake//pleasant\n", - "5 layer(s), 24 row(s), 26 column(s)\n", - "delr: [200.00...200.00] meters\n", - "delc: [200.00...200.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 553200.0; yll: 388000.0; rotation: 0.0\n", - "Bounds: (553200.0, 558400.0, 388000.0, 392800.0)\n", - "Packages: dis ic npf sto rcha_0 oc chd_0 obs_0\n", - "13 period(s):\n", - " per start_datetime end_datetime perlen steady nstp\n", - " 0 2012-01-01 2012-01-01 1.0 True 1\n", - " 1 2012-01-01 2012-02-01 31.0 False 1\n", - " 2 2012-02-01 2012-03-01 29.0 False 1\n", - " ...\n", - " 12 2012-12-01 2013-01-01 31.0 False 1\n", - "\n", - "reprojecting hydrography from\n", - "EPSG:4269\n", - "to\n", - "EPSG:3070\n", - "\n", - "\n", - "Culling hydrography to active area...\n", - "simplification tolerance: 2000.00\n", - "starting lines: 2\n", - "remaining lines: 2\n", - "finished in 0.00s\n", - "\n", - "\n", - "Intersecting 2 flowlines with 624 grid cells...\n", - "Intersecting 2 features...\n", - "2\n", - "finished in 0.01s\n", - "\n", - "Setting up reach data... (may take a few minutes for large grids)\n", - "finished in 0.00s\n", - "\n", - "Computing widths...\n", - "\n", - "Dropping 0 reaches with length < 10.00 meters...\n", - "\n", - "Repairing routing connections...\n", - "enforcing best segment numbering...\n", - "\n", - "Setting up segment data...\n", - "Model grid information\n", - "structured grid\n", - "nnodes: 624\n", - "nlay: 1\n", - "nrow: 24\n", - "ncol: 26\n", - "model length units: undefined\n", - "crs: EPSG:3070\n", - "bounds: 553200.00, 388000.00, 558400.00, 392800.00\n", - "active area defined by: isfr array\n", - "\n", - "\n", - "Time to create sfr dataset: 0.25s\n", - "\n", - "running rasterstats.zonal_stats on buffered LineStrings...\n", - "finished in 0.05s\n", - "\n", - "\n", - "Smoothing elevations...\n", - "finished in 0.00s\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/plsnt-lgr-parent_sfr_reach_data.csv\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/plsnt-lgr-parent_sfr_segment_data.csv\n", - "converting segment data to period data...\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-parent_sfr_cells.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-parent_sfr_outlets.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-parent_sfr_lines.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-parent_sfr_routing.shp... Done\n", - "No period data to export!\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-parent_sfr_observations.shp... Done\n", - "No non-zero values of flow to export!\n", - "Warning: BAS6 package not found. Cannot check for reaches in inactive cells. Converted SFR package may not run with MODFLOW 6.\n", - "converting reach and segment data to package data...\n", - "converting segment data to period data...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-parent_top.dat.original, shape=(24, 26), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.01s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-parent_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent_grid.json\n", - "finished in 0.02s\n", - "\n", - "wrote ./external/plsnt-lgr-parent_irch.dat, took 0.00s\n", - "finished in 0.90s\n", - "\n", - "\n", - "Setting up LAK package...\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-parent_lakarr_004.dat, took 0.00s\n", - "lakes_shapefile not specified, or no lakes in model area\n", - "\n", - "Setting up WEL package...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "finished in 0.14s\n", - "\n", - "\n", - "Setting up OBS package...\n", - "Reading observation files...\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/nwis_heads_info_file.csv\n", - " observation type col: obs_type\n", - " observation label column: obsprefix\n", - " observation label column: obsprefix\n", - " x location col: x\n", - " y location col: y\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/lake_sites.csv\n", - " observation type col: obs_type\n", - " observation label column: obsprefix\n", - " observation label column: obsprefix\n", - " x location col: x\n", - " y location col: y\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/wdnr_gw_sites.csv\n", - " observation type col: obs_type\n", - " observation label column: obsprefix\n", - " observation label column: obsprefix\n", - " x location col: x\n", - " y location col: y\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/uwsp_heads.csv\n", - " observation type col: obs_type\n", - " observation label column: obsnme\n", - " observation label column: obsnme\n", - " x location col: x\n", - " y location col: y\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/wgnhs_head_targets.csv\n", - " observation type col: obs_type\n", - " observation label column: common_name\n", - " observation label column: common_name\n", - " x location col: x\n", - " y location col: y\n", - "\n", - "Culling observations to model area...\n", - "Culling observations to cells allowed by iobs_domain...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "finished in 0.05s\n", - "\n", - "\n", - "Setting up DIS package...\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/dem40m.tif...\n", - "finished in 0.02s\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm0.tif...\n", - "finished in 0.02s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm1.tif...\n", - "finished in 0.02s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm2.tif...\n", - "finished in 0.03s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm3.tif...\n", - "finished in 0.02s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.25s\n", - "caching data in /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.15s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.15s\n", - "loading external/plsnt-lgr-inset_top.dat.original, shape=(70, 80), took 0.01s\n", - "computing cell thicknesses...\n", - "finished in 0.11s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_004.dat, took 0.00s\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.11s\n", - "\n", - "setting up model grid...\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "filtering on bounding box 553200.0, 388000.0, 558400.0, 392800.0...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-inset_grid.json\n", - "finished in 0.06s\n", - "\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.14s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.16s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-inset_top.dat.original, shape=(70, 80), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.10s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "filtering on bounding box 553200.0, 388000.0, 558400.0, 392800.0...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-inset_grid.json\n", - "finished in 0.06s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_irch.dat, took 0.00s\n", - "finished in 1.94s\n", - "\n", - "\n", - "Setting up IC package...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_strt_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_strt_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_strt_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_strt_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_strt_004.dat, took 0.00s\n", - "finished in 1.03s\n", - "\n", - "\n", - "Setting up NPF package...\n", - "wrote ./external/plsnt-lgr-inset_k_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k33_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k33_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k33_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k33_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_k33_004.dat, took 0.00s\n", - "finished in 0.31s\n", - "\n", - "\n", - "Setting up STO package...\n", - "wrote ./external/plsnt-lgr-inset_sy_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_sy_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_sy_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_sy_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_sy_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_ss_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_ss_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_ss_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_ss_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_ss_004.dat, took 0.00s\n", - "finished in 0.41s\n", - "\n", - "\n", - "Setting up RCH package...\n", - "wrote ./external/plsnt-lgr-inset_irch.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_005.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_006.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_007.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_008.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_009.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_010.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_011.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_rch_012.dat, took 0.00s\n", - "finished in 0.24s\n", - "\n", - "\n", - "Setting up OC package...\n", - "finished in 0.00s\n", - "\n", - "\n", - "Setting up SFR package...\n", - "\n", - "loading NHDPlus v2 hydrography data...\n", - "for basins:\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/NHDPlusAttributes/PlusFlow.dbf...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "\n", - "load finished in 0.04s\n", - "\n", - "Getting routing information from NHDPlus Plusflow table...\n", - "finished in 0.01s\n", - "\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.16s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.13s\n", - "\n", - "SFRmaker version 0.11.2\n", - "\n", - "Creating sfr dataset...\n", - "\n", - "Creating grid class instance from flopy Grid instance...\n", - "grid class created in 0.14s\n", - "\n", - "Model grid information\n", - "structured grid\n", - "nnodes: 5,600\n", - "nlay: 1\n", - "nrow: 70\n", - "ncol: 80\n", - "model length units: undefined\n", - "crs: EPSG:3070\n", - "bounds: 554200.00, 389000.00, 557400.00, 391800.00\n", - "active area defined by: isfr array\n", - "\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr\n", - "plsnt-lgr-inset model version 0.post254.dev0+g65d11f9\n", - "Parent model: ./plsnt-lgr-parent\n", - "5 layer(s), 70 row(s), 80 column(s)\n", - "delr: [40.00...40.00] meters\n", - "delc: [40.00...40.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 554200.0; yll: 389000.0; rotation: 0.0\n", - "Bounds: (554200.0, 557400.0, 389000.0, 391800.0)\n", - "Packages: dis ic npf sto rcha_0 oc\n", - "13 period(s):\n", - " per start_datetime end_datetime perlen steady nstp\n", - " 0 2012-01-01 2012-01-01 1.0 True 1\n", - " 1 2012-01-01 2012-02-01 31.0 False 1\n", - " 2 2012-02-01 2012-03-01 29.0 False 1\n", - " ...\n", - " 12 2012-12-01 2013-01-01 31.0 False 1\n", - "\n", - "reprojecting hydrography from\n", - "EPSG:4269\n", - "to\n", - "EPSG:3070\n", - "\n", - "\n", - "Culling hydrography to active area...\n", - "simplification tolerance: 2000.00\n", - "starting lines: 2\n", - "remaining lines: 2\n", - "finished in 0.00s\n", - "\n", - "\n", - "Intersecting 2 flowlines with 5,600 grid cells...\n", - "Intersecting 2 features...\n", - "2\n", - "finished in 0.10s\n", - "\n", - "Setting up reach data... (may take a few minutes for large grids)\n", - "finished in 0.01s\n", - "\n", - "Computing widths...\n", - "\n", - "Dropping 1 reaches with length < 2.00 meters...\n", - "\n", - "Repairing routing connections...\n", - "enforcing best segment numbering...\n", - "\n", - "Setting up segment data...\n", - "Model grid information\n", - "structured grid\n", - "nnodes: 5,600\n", - "nlay: 1\n", - "nrow: 70\n", - "ncol: 80\n", - "model length units: undefined\n", - "crs: EPSG:3070\n", - "bounds: 554200.00, 389000.00, 557400.00, 391800.00\n", - "active area defined by: isfr array\n", - "\n", - "\n", - "Time to create sfr dataset: 0.47s\n", - "\n", - "running rasterstats.zonal_stats on buffered LineStrings...\n", - "finished in 0.08s\n", - "\n", - "\n", - "Smoothing elevations...\n", - "finished in 0.00s\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/plsnt-lgr-inset_sfr_reach_data.csv\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/plsnt-lgr-inset_sfr_segment_data.csv\n", - "converting segment data to period data...\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_sfr_cells.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_sfr_outlets.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_sfr_lines.shp... Done\n", - "writing /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_sfr_routing.shp... Done\n", - "No period data to export!\n", - "No observations to export!\n", - "No non-zero values of flow to export!\n", - "Warning: BAS6 package not found. Cannot check for reaches in inactive cells. Converted SFR package may not run with MODFLOW 6.\n", - "converting reach and segment data to package data...\n", - "converting segment data to period data...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "(re)setting the idomain array...\n", - "computing cell thicknesses...\n", - "finished in 0.09s\n", - "\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.13s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.13s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_004.dat, took 0.00s\n", - "loading external/plsnt-lgr-inset_top.dat.original, shape=(70, 80), took 0.00s\n", - "computing cell thicknesses...\n", - "finished in 0.10s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_botm_004.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_top.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_000.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_001.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_002.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_003.dat, took 0.00s\n", - "wrote ./external/plsnt-lgr-inset_idomain_004.dat, took 0.00s\n", - "setting up model grid...\n", - "\n", - "reading /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/shps/all_lakes.shp...\n", - "filtering on bounding box 553200.0, 388000.0, 558400.0, 392800.0...\n", - "--> building dataframe... (may take a while for large shapefiles)\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-inset_grid.json\n", - "finished in 0.17s\n", - "\n", - "wrote ./external/plsnt-lgr-inset_irch.dat, took 0.00s\n", - "finished in 2.14s\n", - "\n", - "\n", - "Setting up LAK package...\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.14s\n", - "reading data from /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/pleasant_bathymetry.tif...\n", - "finished in 0.13s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_000.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_004.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_000.dat, took 0.01s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_001.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_002.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_003.dat, took 0.00s\n", - "wrote original-arrays/plsnt-lgr-inset_lakarr_004.dat, took 0.00s\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/tables/plsnt-lgr-inset_lak_lookup.csv\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_lak_polygons.shp\n", - "setting up lakebed leakance zones...\n", - "finished in 0.02s\n", - "wrote original-arrays/plsnt-lgr-inset_lakzones.dat, took 0.00s\n", - "creating shapely Polygons of grid cells...\n", - "finished in 0.13s\n", - "\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/postproc/shps/plsnt-lgr-inset_lak_cells.shp\n", - "setting up tabfiles...\n", - "wrote ./external/600059060_stage_area_volume.dat\n", - "finished in 0.86s\n", - "\n", - "\n", - "Setting up WEL package...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "WEL package:\n", - "No input specified or package configuration file input not understood. See the Configuration File Gallery in the online docs for example input Note that direct input to basic stress period packages is currently not supported.\n", - "\n", - "Setting up OBS package...\n", - "Reading observation files...\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/lake_sites.csv\n", - " observation type col: obs_type\n", - " observation label column: obsprefix\n", - " observation label column: obsprefix\n", - " x location col: x\n", - " y location col: y\n", - "/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/tables/wdnr_gw_sites.csv\n", - " observation type col: obs_type\n", - " observation label column: obsprefix\n", - " observation label column: obsprefix\n", - " x location col: x\n", - " y location col: y\n", - "\n", - "Culling observations to model area...\n", - "Culling observations to cells allowed by iobs_domain...\n", - "getting i, j locations...\n", - "finished in 0.00s\n", - "\n", - "dropped 1 of 80 observations in cells with bcs.\n", - "finished in 0.02s\n", - "\n", - "\n", - "Setting up the simulation water mover package...\n", - "finished in 0.00s\n", - "\n", - "finished setting up model in 15.87s\n", - "\n", - "Pleasant Lake test case version 0.1.post254.dev0+g65d11f9\n", - "Parent model: /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake//pleasant\n", - "5 layer(s), 24 row(s), 26 column(s)\n", - "delr: [200.00...200.00] meters\n", - "delc: [200.00...200.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 553200.0; yll: 388000.0; rotation: 0.0\n", - "Bounds: (553200.0, 558400.0, 388000.0, 392800.0)\n", - "Packages: dis ic npf sto rcha_0 oc chd_0 obs_0 sfr_0 wel_0 obs_1 obs_2\n", - "13 period(s):\n", - " per start_datetime end_datetime perlen steady nstp\n", - " 0 2012-01-01 2012-01-01 1.0 True 1\n", - " 1 2012-01-01 2012-02-01 31.0 False 1\n", - " 2 2012-02-01 2012-03-01 29.0 False 1\n", - " ...\n", - " 12 2012-12-01 2013-01-01 31.0 False 1\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "m = MF6model.setup_from_yaml('data/pleasant_lgr_parent.yml')" ] @@ -1554,36 +173,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Pleasant Lake test case version 0.1.post254.dev0+g65d11f9\n", - "Parent model: /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake//pleasant\n", - "5 layer(s), 24 row(s), 26 column(s)\n", - "delr: [200.00...200.00] meters\n", - "delc: [200.00...200.00] meters\n", - "CRS: EPSG:3070\n", - "length units: meters\n", - "xll: 553200.0; yll: 388000.0; rotation: 0.0\n", - "Bounds: (553200.0, 558400.0, 388000.0, 392800.0)\n", - "Packages: dis ic npf sto rcha_0 oc chd_0 obs_0 sfr_0 wel_0 obs_1 obs_2\n", - "13 period(s):\n", - " per start_datetime end_datetime perlen steady nstp\n", - " 0 2012-01-01 2012-01-01 1.0 True 1\n", - " 1 2012-01-01 2012-02-01 31.0 False 1\n", - " 2 2012-02-01 2012-03-01 29.0 False 1\n", - " ...\n", - " 12 2012-12-01 2013-01-01 31.0 False 1" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m" ] @@ -1597,20 +189,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['metadata', 'simulation', 'model', 'parent', 'postprocessing', 'setup_grid', 'dis', 'tdis', 'ic', 'npf', 'sto', 'rch', 'sfr', 'high_k_lakes', 'lak', 'mvr', 'chd', 'drn', 'ghb', 'riv', 'wel', 'oc', 'obs', 'ims', 'mfsetup_options', 'filename', 'maw', 'external_files', 'intermediate_data', 'grid'])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.cfg.keys()" ] @@ -1624,47 +205,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "defaultdict(dict,\n", - " {'remake_top': True,\n", - " 'options': {'length_units': 'meters'},\n", - " 'dimensions': {'nlay': 5, 'nrow': 24, 'ncol': 26},\n", - " 'griddata': {'top': [{'filename': './external/plsnt-lgr-parent_top.dat'}],\n", - " 'botm': [{'filename': './external/plsnt-lgr-parent_botm_000.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_botm_001.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_botm_002.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_botm_003.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_botm_004.dat'}],\n", - " 'idomain': [{'filename': './external/plsnt-lgr-parent_idomain_000.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_idomain_001.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_idomain_002.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_idomain_003.dat'},\n", - " {'filename': './external/plsnt-lgr-parent_idomain_004.dat'}]},\n", - " 'top_filename_fmt': 'top.dat',\n", - " 'botm_filename_fmt': 'botm_{:03d}.dat',\n", - " 'idomain_filename_fmt': 'idomain_{:03d}.dat',\n", - " 'minimum_layer_thickness': 1,\n", - " 'drop_thin_cells': True,\n", - " 'source_data': {'top': {'filename': '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/dem40m.tif',\n", - " 'elevation_units': 'meters'},\n", - " 'botm': {'filenames': {1: '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm0.tif',\n", - " 2: '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm1.tif',\n", - " 3: '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm2.tif',\n", - " 4: '/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lake/source_data/rasters/botm3.tif'}}},\n", - " 'nlay': {internal}\n", - " (4)})" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.cfg['dis']" ] @@ -1678,36 +221,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'plsnt-lgr-inset': plsnt-lgr-inset model version 0.post254.dev0+g65d11f9\n", - " Parent model: ./plsnt-lgr-parent\n", - " 5 layer(s), 70 row(s), 80 column(s)\n", - " delr: [40.00...40.00] meters\n", - " delc: [40.00...40.00] meters\n", - " CRS: EPSG:3070\n", - " length units: meters\n", - " xll: 554200.0; yll: 389000.0; rotation: 0.0\n", - " Bounds: (554200.0, 557400.0, 389000.0, 391800.0)\n", - " Packages: dis ic npf sto rcha_0 oc sfr_0 lak_0 obs_0 obs_1\n", - " 13 period(s):\n", - " per start_datetime end_datetime perlen steady nstp\n", - " 0 2012-01-01 2012-01-01 1.0 True 1\n", - " 1 2012-01-01 2012-02-01 31.0 False 1\n", - " 2 2012-02-01 2012-03-01 29.0 False 1\n", - " ...\n", - " 12 2012-12-01 2013-01-01 31.0 False 1}" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.inset" ] @@ -1721,30 +237,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Northing, in WTM meters (epsg: 3070)')" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "inset = m.inset['plsnt-lgr-inset']\n", "\n", @@ -1788,140 +283,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "writing simulation...\n", - " writing simulation name file...\n", - " writing simulation tdis package...\n", - " writing solution package ims_-1...\n", - " writing package pleasant-lgr.mvr...\n", - " writing package pleasant-lgr.gwfgwf...\n", - " writing model plsnt-lgr-parent...\n", - " writing model name file...\n", - " writing package dis...\n", - " writing package ic...\n", - " writing package npf...\n", - " writing package sto...\n", - " writing package rcha_0...\n", - " writing package oc...\n", - " writing package chd_0...\n", - "INFORMATION: maxbound in ('gwf6', 'chd', 'dimensions') changed to 247 based on size of stress_period_data\n", - " writing package obs_0...\n", - " writing package sfr_0...\n", - " writing package wel_0...\n", - "INFORMATION: maxbound in ('gwf6', 'wel', 'dimensions') changed to 5 based on size of stress_period_data\n", - " writing package obs_1...\n", - " writing package obs_2...\n", - " writing model plsnt-lgr-inset...\n", - " writing model name file...\n", - " writing package dis...\n", - " writing package ic...\n", - " writing package npf...\n", - " writing package sto...\n", - " writing package rcha_0...\n", - " writing package oc...\n", - " writing package sfr_0...\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - "WARNING: Unable to resolve dimension of ('gwf6', 'sfr', 'connectiondata', 'connectiondata', 'ic') based on shape \"nconifno\".\n", - " writing package lak_0...\n", - " writing package obs_0...\n", - " writing package obs_1...\n", - "SFRmaker v. 0.11.2\n", - "\n", - "Running Flopy v. 3.5.0 diagnostics...\n", - "passed.\n", - "\n", - "Checking for continuity in segment and reach numbering...\n", - "passed.\n", - "\n", - "Checking for increasing segment numbers in downstream direction...\n", - "passed.\n", - "\n", - "Checking for circular routing...\n", - "passed.\n", - "\n", - "Checking reach connections for proximity...\n", - "2 segments with non-adjacent reaches found.\n", - "At segments:\n", - "1 2\n", - "\n", - "2 segments with non-adjacent reaches found.\n", - "At segments:\n", - "1 2\n", - "\n", - "\n", - "Checking for model cells with multiple non-zero SFR conductances...\n", - "passed.\n", - "\n", - "Checking for streambed tops of less than -10...\n", - "passed.\n", - "\n", - "Checking for streambed tops of greater than 15000...\n", - "passed.\n", - "\n", - "Checking segment_data for downstream rises in streambed elevation...\n", - "Segment elevup and elevdn not specified for nstrm=-15 and isfropt=1\n", - "passed.\n", - "\n", - "Checking reach_data for downstream rises in streambed elevation...\n", - "4 reaches encountered with strtop < strtop of downstream reach.\n", - "Elevation rises:\n", - "k i j iseg ireach strtop strtopdn d_strtop reachID diff\n", - "4 19 15 2 1 290.3638610839844 294.76507568359375 4.401214599609375 7 -4.401214599609375\n", - "4 19 16 2 2 290.3638610839844 293.5867614746094 3.222900390625 8 -3.222900390625\n", - "4 20 16 2 3 290.3638610839844 292.6883850097656 2.32452392578125 9 -2.32452392578125\n", - "4 21 16 2 4 290.3638610839844 292.11285400390625 1.748992919921875 10 -1.748992919921875\n", - "\n", - "\n", - "Checking reach_data for inconsistencies between streambed elevations and the model grid...\n", - "passed.\n", - "\n", - "Checking segment_data for inconsistencies between segment end elevations and the model grid...\n", - "Segment elevup and elevdn not specified for nstrm=-15 and isfropt=1\n", - "passed.\n", - "\n", - "Checking for streambed slopes of less than 0.0001...\n", - "passed.\n", - "\n", - "Checking for streambed slopes of greater than 1.0...\n", - "passed.\n", - "\n", - "wrote plsnt-lgr-parent_SFR.chk\n", - "wrote plsnt-lgr-parent.sfr.obs\n", - "converting reach and segment data to package data...\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/external/plsnt-lgr-parent_packagedata.dat\n", - "wrote /Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr/plsnt-lgr-parent.sfr\n" - ] - } - ], + "outputs": [], "source": [ "m.write_input()" ] @@ -1937,79 +301,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "FloPy is using the following executable to run the model: ../../../../../../software/modflow_exes/mf6\n", - " MODFLOW 6\n", - " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", - " VERSION 6.4.2 06/28/2023\n", - "\n", - " MODFLOW 6 compiled Jun 28 2023 18:34:54 with Intel(R) Fortran Intel(R) 64\n", - " Compiler Classic for applications running on Intel(R) 64, Version 2021.7.0\n", - " Build 20220726_000000\n", - "\n", - "This software has been approved for release by the U.S. Geological \n", - "Survey (USGS). Although the software has been subjected to rigorous \n", - "review, the USGS reserves the right to update the software as needed \n", - "pursuant to further analysis and review. No warranty, expressed or \n", - "implied, is made by the USGS or the U.S. Government as to the \n", - "functionality of the software and related material nor shall the \n", - "fact of release constitute any such warranty. Furthermore, the \n", - "software is released on condition that neither the USGS nor the U.S. \n", - "Government shall be held liable for any damages resulting from its \n", - "authorized or unauthorized use. Also refer to the USGS Water \n", - "Resources Software User Rights Notice for complete use, copyright, \n", - "and distribution information.\n", - "\n", - " \n", - " Run start date and time (yyyy/mm/dd hh:mm:ss): 2024/01/29 21:49:16\n", - " \n", - " Writing simulation list file: mfsim.lst\n", - " Using Simulation name file: mfsim.nam\n", - " \n", - " Solving: Stress period: 1 Time step: 1\n", - " Solving: Stress period: 2 Time step: 1\n", - " Solving: Stress period: 3 Time step: 1\n", - " Solving: Stress period: 4 Time step: 1\n", - " Solving: Stress period: 5 Time step: 1\n", - " Solving: Stress period: 6 Time step: 1\n", - " Solving: Stress period: 7 Time step: 1\n", - " Solving: Stress period: 8 Time step: 1\n", - " Solving: Stress period: 9 Time step: 1\n", - " Solving: Stress period: 10 Time step: 1\n", - " Solving: Stress period: 11 Time step: 1\n", - " Solving: Stress period: 12 Time step: 1\n", - " Solving: Stress period: 13 Time step: 1\n", - " \n", - " Run end date and time (yyyy/mm/dd hh:mm:ss): 2024/01/29 21:49:21\n", - " Elapsed run time: 5.093 Seconds\n", - " \n", - "\n", - "WARNING REPORT:\n", - "\n", - " 1. OPTIONS BLOCK VARIABLE 'UNIT_CONVERSION' IN FILE 'plsnt-lgr-parent.sfr'\n", - " WAS DEPRECATED IN VERSION 6.4.2. SETTING UNIT_CONVERSION DIRECTLY.\n", - " 2. OPTIONS BLOCK VARIABLE 'UNIT_CONVERSION' IN FILE 'plsnt-lgr-inset.sfr'\n", - " WAS DEPRECATED IN VERSION 6.4.2. SETTING UNIT_CONVERSION DIRECTLY.\n", - " Normal termination of simulation.\n" - ] - }, - { - "data": { - "text/plain": [ - "(True, [])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "m.simulation.run_simulation()" ] @@ -2023,20 +317,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/Users/aleaf/Documents/Python_course/python-for-hydrology/notebooks/part1_flopy/data/pleasant-lgr')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Path.cwd()" ] @@ -2050,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2095,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2134,30 +417,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'Easting, in Wisconsin Transverse Mercator (meters)')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams['axes.labelsize'] = 10\n", "plt.rcParams['xtick.labelsize'] = 10\n", @@ -2221,22 +483,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.11.7" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/09-gwt-voronoi-demo.ipynb b/notebooks/part1_flopy/09-gwt-voronoi-demo.ipynb index 30e9de2..b01d523 100644 --- a/notebooks/part1_flopy/09-gwt-voronoi-demo.ipynb +++ b/notebooks/part1_flopy/09-gwt-voronoi-demo.ipynb @@ -418,22 +418,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.11" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/10_modpath-demo.ipynb b/notebooks/part1_flopy/10_modpath-demo.ipynb index 260b9c7..8c51f8c 100644 --- a/notebooks/part1_flopy/10_modpath-demo.ipynb +++ b/notebooks/part1_flopy/10_modpath-demo.ipynb @@ -440,22 +440,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/02-Building-Post-Processing-MODFLOW6__solutions.ipynb b/notebooks/part1_flopy/solutions/02-Building-Post-Processing-MODFLOW6__solutions.ipynb index 906cd3f..17866c0 100644 --- a/notebooks/part1_flopy/solutions/02-Building-Post-Processing-MODFLOW6__solutions.ipynb +++ b/notebooks/part1_flopy/solutions/02-Building-Post-Processing-MODFLOW6__solutions.ipynb @@ -427,22 +427,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/03_Loading_and_visualizing_models-solutions.ipynb b/notebooks/part1_flopy/solutions/03_Loading_and_visualizing_models-solutions.ipynb index 974565c..ec658d5 100644 --- a/notebooks/part1_flopy/solutions/03_Loading_and_visualizing_models-solutions.ipynb +++ b/notebooks/part1_flopy/solutions/03_Loading_and_visualizing_models-solutions.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -73,42 +73,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading simulation...\n", - " loading simulation name file...\n", - " loading tdis package...\n", - " loading model gwf6...\n", - " loading package dis...\n", - " loading package ic...\n", - " loading package npf...\n", - " loading package sto...\n", - " loading package rch...\n", - " loading package oc...\n", - " loading package chd...\n", - " loading package sfr...\n", - " loading package lak...\n", - " loading package wel...\n", - " loading package obs...\n", - " loading ims package pleasant...\n" - ] - }, - { - "data": { - "text/plain": [ - "dict_keys(['pleasant'])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sim_ws = Path('../data/pleasant-lake/')\n", "sim = flopy.mf6.MFSimulation.load('pleasant', sim_ws=str(sim_ws), exe_name='mf6',\n", @@ -119,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -137,54 +104,18 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "xll:552400.0; yll:387200.0; rotation:0.0; units:meters; lenuni:2" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "m.modelgrid" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['DIS',\n", - " 'IC',\n", - " 'NPF',\n", - " 'STO',\n", - " 'RCHA_0',\n", - " 'OC',\n", - " 'CHD_OBS',\n", - " 'CHD_0',\n", - " 'SFR_OBS',\n", - " 'SFR_0',\n", - " 'LAK_OBS',\n", - " 'LAK_LAKTAB',\n", - " 'LAK_0',\n", - " 'WEL_0',\n", - " 'OBS_3']" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "m.get_package_list()" ] @@ -198,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -215,32 +146,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "pmv = flopy.plot.PlotMapView(m, ax=ax)\n", @@ -253,22 +161,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "pmv = flopy.plot.PlotMapView(m, ax=ax)\n", @@ -285,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -311,32 +206,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "xs = flopy.plot.PlotCrossSection(model=m, line={\"row\": 30}, ax=ax)\n", @@ -355,32 +227,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "xs_line = [(552400, 393000), (552400 + 5000, 393000 - 4000)]\n", @@ -415,32 +264,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "rch_inches = m.rcha.recharge.array[:, 0, :, :].mean(axis=(1, 2)) * 12 * 365.25 / .3048 \n", "fig, ax = plt.subplots()\n", @@ -450,23 +276,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 34681.345768 , 3936.71297726, 4173.97054668, 32372.63194945,\n", - " 67273.4195892 , 111815.619908 , 857.271577 , 564.02517632,\n", - " 1314.61455638, 504.22246896, 9767.05138672, 4700.137398 ,\n", - " 3202.62911 ])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "m.rcha.recharge.array[:, 0, :, :].sum(axis=(1, 2)) * 100**2" ] @@ -483,90 +295,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    cellidqboundnameper
    0(2, 24, 2)-396.867pleasant_2-13-20
    1(2, 17, 2)-409.900pleasant_2-9-20
    2(3, 23, 44)0.000pleasant_3-12-230
    3(3, 25, 26)0.000pleasant_3-13-140
    4(3, 24, 54)-878.654pleasant_3-13-280
    \n", - "
    " - ], - "text/plain": [ - " cellid q boundname per\n", - "0 (2, 24, 2) -396.867 pleasant_2-13-2 0\n", - "1 (2, 17, 2) -409.900 pleasant_2-9-2 0\n", - "2 (3, 23, 44) 0.000 pleasant_3-12-23 0\n", - "3 (3, 25, 26) 0.000 pleasant_3-13-14 0\n", - "4 (3, 24, 54) -878.654 pleasant_3-13-28 0" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "dfs = []\n", "for kper, ra in m.wel.stress_period_data.data.items():\n", @@ -586,32 +317,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, '$m^3$/day')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.groupby('per').sum()['q'].plot()\n", "plt.title('Total pumpage by Stress period')\n", @@ -628,32 +336,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.groupby('boundname').get_group('pleasant_2-13-2').plot(x='per')" ] @@ -669,114 +354,9 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    cellidqboundnameper
    0(2, 24, 2)0.0000pleasant_2-13-21
    0(2, 24, 2)0.0000pleasant_2-13-24
    0(2, 24, 2)-926.7360pleasant_2-13-25
    0(2, 24, 2)-4428.3600pleasant_2-13-26
    0(2, 24, 2)-5699.1800pleasant_2-13-27
    0(2, 24, 2)-1027.5000pleasant_2-13-28
    0(2, 24, 2)-99.1399pleasant_2-13-29
    0(2, 24, 2)0.0000pleasant_2-13-210
    \n", - "
    " - ], - "text/plain": [ - " cellid q boundname per\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 1\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 4\n", - "0 (2, 24, 2) -926.7360 pleasant_2-13-2 5\n", - "0 (2, 24, 2) -4428.3600 pleasant_2-13-2 6\n", - "0 (2, 24, 2) -5699.1800 pleasant_2-13-2 7\n", - "0 (2, 24, 2) -1027.5000 pleasant_2-13-2 8\n", - "0 (2, 24, 2) -99.1399 pleasant_2-13-2 9\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 10" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "rates = df.groupby('boundname').get_group('pleasant_2-13-2')[1:]\n", "rates" @@ -791,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -808,140 +388,18 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    cellidqboundnameperdays
    0(2, 24, 2)0.0000pleasant_2-13-2131
    0(2, 24, 2)0.0000pleasant_2-13-2430
    0(2, 24, 2)-926.7360pleasant_2-13-2531
    0(2, 24, 2)-4428.3600pleasant_2-13-2630
    0(2, 24, 2)-5699.1800pleasant_2-13-2731
    0(2, 24, 2)-1027.5000pleasant_2-13-2831
    0(2, 24, 2)-99.1399pleasant_2-13-2930
    0(2, 24, 2)0.0000pleasant_2-13-21031
    \n", - "
    " - ], - "text/plain": [ - " cellid q boundname per days\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 1 31\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 4 30\n", - "0 (2, 24, 2) -926.7360 pleasant_2-13-2 5 31\n", - "0 (2, 24, 2) -4428.3600 pleasant_2-13-2 6 30\n", - "0 (2, 24, 2) -5699.1800 pleasant_2-13-2 7 31\n", - "0 (2, 24, 2) -1027.5000 pleasant_2-13-2 8 31\n", - "0 (2, 24, 2) -99.1399 pleasant_2-13-2 9 30\n", - "0 (2, 24, 2) 0.0000 pleasant_2-13-2 10 31" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "rates" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-98,557,525.66559602\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "rates['gallons'] = rates['q'] * rates['days'] * 264.172\n", "print(f\"{rates['gallons'].sum():,}\")" @@ -958,72 +416,9 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "FloPy is using the following executable to run the model: /Users/aleaf/Documents/software/modflow_exes/mf6\n", - " MODFLOW 6\n", - " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", - " VERSION 6.3.0 03/04/2022\n", - "\n", - " MODFLOW 6 compiled Mar 07 2022 13:50:09 with Intel(R) Fortran Intel(R) 64\n", - " Compiler Classic for applications running on Intel(R) 64, Version 2021.5.0\n", - " Build 20211109_000000\n", - "\n", - "This software has been approved for release by the U.S. Geological \n", - "Survey (USGS). Although the software has been subjected to rigorous \n", - "review, the USGS reserves the right to update the software as needed \n", - "pursuant to further analysis and review. No warranty, expressed or \n", - "implied, is made by the USGS or the U.S. Government as to the \n", - "functionality of the software and related material nor shall the \n", - "fact of release constitute any such warranty. Furthermore, the \n", - "software is released on condition that neither the USGS nor the U.S. \n", - "Government shall be held liable for any damages resulting from its \n", - "authorized or unauthorized use. Also refer to the USGS Water \n", - "Resources Software User Rights Notice for complete use, copyright, \n", - "and distribution information.\n", - "\n", - " \n", - " Run start date and time (yyyy/mm/dd hh:mm:ss): 2022/09/27 14:43:59\n", - " \n", - " Writing simulation list file: mfsim.lst\n", - " Using Simulation name file: mfsim.nam\n", - " \n", - " Solving: Stress period: 1 Time step: 1\n", - " Solving: Stress period: 2 Time step: 1\n", - " Solving: Stress period: 3 Time step: 1\n", - " Solving: Stress period: 4 Time step: 1\n", - " Solving: Stress period: 5 Time step: 1\n", - " Solving: Stress period: 6 Time step: 1\n", - " Solving: Stress period: 7 Time step: 1\n", - " Solving: Stress period: 8 Time step: 1\n", - " Solving: Stress period: 9 Time step: 1\n", - " Solving: Stress period: 10 Time step: 1\n", - " Solving: Stress period: 11 Time step: 1\n", - " Solving: Stress period: 12 Time step: 1\n", - " Solving: Stress period: 13 Time step: 1\n", - " \n", - " Run end date and time (yyyy/mm/dd hh:mm:ss): 2022/09/27 14:44:02\n", - " Elapsed run time: 3.032 Seconds\n", - " \n", - " Normal termination of simulation.\n" - ] - }, - { - "data": { - "text/plain": [ - "(True, [])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sim.run_simulation()" ] @@ -1044,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1076,22 +471,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "levels=np.arange(280, 315, 2)\n", "\n", @@ -1118,32 +500,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.imshow((wt - m.dis.top.array) > 0)" ] @@ -1157,22 +516,9 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "levels=np.arange(280, 315, 1)\n", "\n", @@ -1200,17 +546,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "wrote 03-output/water_table.tif\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from flopy.export.utils import export_array\n", "\n", @@ -1242,20 +580,9 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(11.12014959999999, -76.35339083710636)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "op = wt - m.dis.top.array\n", "op.max(), op.min()" @@ -1270,32 +597,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.imshow(op); plt.colorbar()" ] @@ -1309,17 +613,9 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "wrote 03-output/op.tif\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "export_array(m.modelgrid, str(output_folder / 'op.tif'), op)" ] @@ -1335,22 +631,9 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "xs = flopy.plot.PlotCrossSection(model=m, line={\"row\": 62}, ax=ax)\n", @@ -1367,22 +650,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(15, 5))\n", "xs_line = [(552400, 393000), (552400 + 5000, 393000 - 4000)]\n", @@ -1412,216 +682,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    time00400037_UWSP00400037_UWSP.100400037_UWSP.200400037_UWSP.300400041_UWSP00400041_UWSP.100400041_UWSP.200400041_UWSP.310019264_LK...YH229.2YH229.3YQ987YQ987.1YQ987.2YQ987.3YS864YS864.1YS864.2YS864.3
    01.0310.161422310.152352310.146544309.972492294.571159294.533723294.507490294.460797287.057054...301.671795301.833466302.314101302.324338302.335189302.712131312.448693312.427470312.400746312.395123
    132.0310.114629310.114629310.108318309.932072294.496437294.460850294.436052294.403275287.002256...301.609058301.772477302.230422302.244252302.258253302.652221312.386967312.383367312.353865312.348120
    261.0310.078657310.078657310.072151309.894317294.432007294.396621294.371988294.340073286.969366...301.559439301.721060302.178692302.193327302.208016302.605453312.345180312.339425312.307278312.299481
    392.0310.051576310.051576310.047922309.878663294.459274294.423997294.399422294.367561287.008230...301.576431301.736199302.210899302.221587302.232860302.613816312.367289312.340294312.309436312.304556
    4122.0310.100379310.085522310.082663309.915511294.568026294.532556294.507918294.476636287.084108...301.647658301.808939302.261422302.269464302.278558302.655595312.416020312.379065312.355429312.358100
    \n", - "

    5 rows × 550 columns

    \n", - "
    " - ], - "text/plain": [ - " time 00400037_UWSP 00400037_UWSP.1 00400037_UWSP.2 00400037_UWSP.3 \\\n", - "0 1.0 310.161422 310.152352 310.146544 309.972492 \n", - "1 32.0 310.114629 310.114629 310.108318 309.932072 \n", - "2 61.0 310.078657 310.078657 310.072151 309.894317 \n", - "3 92.0 310.051576 310.051576 310.047922 309.878663 \n", - "4 122.0 310.100379 310.085522 310.082663 309.915511 \n", - "\n", - " 00400041_UWSP 00400041_UWSP.1 00400041_UWSP.2 00400041_UWSP.3 \\\n", - "0 294.571159 294.533723 294.507490 294.460797 \n", - "1 294.496437 294.460850 294.436052 294.403275 \n", - "2 294.432007 294.396621 294.371988 294.340073 \n", - "3 294.459274 294.423997 294.399422 294.367561 \n", - "4 294.568026 294.532556 294.507918 294.476636 \n", - "\n", - " 10019264_LK ... YH229.2 YH229.3 YQ987 YQ987.1 \\\n", - "0 287.057054 ... 301.671795 301.833466 302.314101 302.324338 \n", - "1 287.002256 ... 301.609058 301.772477 302.230422 302.244252 \n", - "2 286.969366 ... 301.559439 301.721060 302.178692 302.193327 \n", - "3 287.008230 ... 301.576431 301.736199 302.210899 302.221587 \n", - "4 287.084108 ... 301.647658 301.808939 302.261422 302.269464 \n", - "\n", - " YQ987.2 YQ987.3 YS864 YS864.1 YS864.2 YS864.3 \n", - "0 302.335189 302.712131 312.448693 312.427470 312.400746 312.395123 \n", - "1 302.258253 302.652221 312.386967 312.383367 312.353865 312.348120 \n", - "2 302.208016 302.605453 312.345180 312.339425 312.307278 312.299481 \n", - "3 302.232860 302.613816 312.367289 312.340294 312.309436 312.304556 \n", - "4 302.278558 302.655595 312.416020 312.379065 312.355429 312.358100 \n", - "\n", - "[5 rows x 550 columns]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "headobs = pd.read_csv(sim_ws / 'pleasant.head.obs')\n", "headobs.head()" @@ -1636,41 +699,16 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['DIS',\n", - " 'IC',\n", - " 'NPF',\n", - " 'STO',\n", - " 'RCHA_0',\n", - " 'OC',\n", - " 'CHD_OBS',\n", - " 'CHD_0',\n", - " 'SFR_OBS',\n", - " 'SFR_0',\n", - " 'LAK_OBS',\n", - " 'LAK_LAKTAB',\n", - " 'LAK_0',\n", - " 'WEL_0',\n", - " 'OBS_3']" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "m.get_package_list()" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1701,105 +739,9 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    timeEASTWESTNORTHSOUTH
    time
    1.01.0-34776.9799956212.52007417422.170596-9693.241645
    32.032.0-34507.9405416363.47392017573.039240-9486.894578
    61.061.0-34204.2759776300.71940017485.827311-9557.753224
    92.092.0-34234.4747955908.80518517351.582991-9852.941049
    122.0122.0-34721.5856085359.24417817204.082203-10100.805310
    \n", - "
    " - ], - "text/plain": [ - " time EAST WEST NORTH SOUTH\n", - "time \n", - "1.0 1.0 -34776.979995 6212.520074 17422.170596 -9693.241645\n", - "32.0 32.0 -34507.940541 6363.473920 17573.039240 -9486.894578\n", - "61.0 61.0 -34204.275977 6300.719400 17485.827311 -9557.753224\n", - "92.0 92.0 -34234.474795 5908.805185 17351.582991 -9852.941049\n", - "122.0 122.0 -34721.585608 5359.244178 17204.082203 -10100.805310" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df = pd.read_csv(sim_ws / 'pleasant.chd.obs.output.csv')\n", "df.index = df['time']\n", @@ -1818,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1827,195 +769,9 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    STO-SS_INSTO-SY_INWEL_INRCHA_INCHD_INSFR_INLAK_INTOTAL_INSTO-SS_OUTSTO-SY_OUTWEL_OUTRCHA_OUTCHD_OUTSFR_OUTLAK_OUTTOTAL_OUTIN-OUTPERCENT_DISCREPANCY
    2011-12-310.00000.0000000.033188.86718823436.253906349.6427923679.42358460654.1875000.0000000.0000002383.0227050.044271.78515611780.5468752218.52661160653.8789060.3077000.0
    2012-01-316.708025877.6250000.03485.81079123184.494141518.5961303719.20312556792.4375000.241800156.2151950.0000000.043242.81640611220.5126952172.85546956792.640625-0.204400-0.0
    2012-02-296.550524792.4589840.03771.58544923037.439453680.2274783734.60937556022.8710940.00113120.5848010.0000000.043012.92187510831.0927732158.37451256022.976562-0.104200-0.0
    2012-03-310.51483190.0546880.030861.95117223085.035156687.0358283648.39599661472.9882811.2633004260.8779300.0000000.043912.06250011090.4804692208.43408261473.117188-0.129400-0.0
    2012-04-300.00000.0000000.064854.59375022838.562500377.5661933493.39770591564.1250009.28490032115.1562500.0000000.045097.62890612015.1796882326.82812591564.0781250.0449160.0
    \n", - "
    " - ], - "text/plain": [ - " STO-SS_IN STO-SY_IN WEL_IN RCHA_IN CHD_IN \\\n", - "2011-12-31 0.0000 0.000000 0.0 33188.867188 23436.253906 \n", - "2012-01-31 6.7080 25877.625000 0.0 3485.810791 23184.494141 \n", - "2012-02-29 6.5505 24792.458984 0.0 3771.585449 23037.439453 \n", - "2012-03-31 0.5148 3190.054688 0.0 30861.951172 23085.035156 \n", - "2012-04-30 0.0000 0.000000 0.0 64854.593750 22838.562500 \n", - "\n", - " SFR_IN LAK_IN TOTAL_IN STO-SS_OUT STO-SY_OUT \\\n", - "2011-12-31 349.642792 3679.423584 60654.187500 0.000000 0.000000 \n", - "2012-01-31 518.596130 3719.203125 56792.437500 0.241800 156.215195 \n", - "2012-02-29 680.227478 3734.609375 56022.871094 0.001131 20.584801 \n", - "2012-03-31 687.035828 3648.395996 61472.988281 1.263300 4260.877930 \n", - "2012-04-30 377.566193 3493.397705 91564.125000 9.284900 32115.156250 \n", - "\n", - " WEL_OUT RCHA_OUT CHD_OUT SFR_OUT LAK_OUT \\\n", - "2011-12-31 2383.022705 0.0 44271.785156 11780.546875 2218.526611 \n", - "2012-01-31 0.000000 0.0 43242.816406 11220.512695 2172.855469 \n", - "2012-02-29 0.000000 0.0 43012.921875 10831.092773 2158.374512 \n", - "2012-03-31 0.000000 0.0 43912.062500 11090.480469 2208.434082 \n", - "2012-04-30 0.000000 0.0 45097.628906 12015.179688 2326.828125 \n", - "\n", - " TOTAL_OUT IN-OUT PERCENT_DISCREPANCY \n", - "2011-12-31 60653.878906 0.307700 0.0 \n", - "2012-01-31 56792.640625 -0.204400 -0.0 \n", - "2012-02-29 56022.976562 -0.104200 -0.0 \n", - "2012-03-31 61473.117188 -0.129400 -0.0 \n", - "2012-04-30 91564.078125 0.044916 0.0 " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "mfl = Mf6ListBudget(sim_ws / 'pleasant.list')\n", "flux, vol = mfl.get_dataframes(start_datetime='2011-12-30')\n", @@ -2024,24 +780,9 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['STO-SS_IN', 'STO-SY_IN', 'WEL_IN', 'RCHA_IN', 'CHD_IN', 'SFR_IN',\n", - " 'LAK_IN', 'TOTAL_IN', 'STO-SS_OUT', 'STO-SY_OUT', 'WEL_OUT', 'RCHA_OUT',\n", - " 'CHD_OUT', 'SFR_OUT', 'LAK_OUT', 'TOTAL_OUT', 'IN-OUT',\n", - " 'PERCENT_DISCREPANCY'],\n", - " dtype='object')" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "flux.columns" ] @@ -2055,32 +796,9 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "flux['PERCENT_DISCREPANCY'].plot()" ] @@ -2096,32 +814,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "in_cols = ['STO-SS_IN', 'STO-SY_IN', 'WEL_IN', 'RCHA_IN', 'CHD_IN', 'SFR_IN', 'LAK_IN']\n", @@ -2152,22 +847,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.5" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/04_Modelgrid_and_intersection.ipynb b/notebooks/part1_flopy/solutions/04_Modelgrid_and_intersection.ipynb index 7fdea36..e7c2ca0 100644 --- a/notebooks/part1_flopy/solutions/04_Modelgrid_and_intersection.ipynb +++ b/notebooks/part1_flopy/solutions/04_Modelgrid_and_intersection.ipynb @@ -246,9 +246,7 @@ "cell_type": "code", "execution_count": null, "id": "6313fa4b", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "conv = 3.28084\n", @@ -1292,9 +1290,7 @@ "cell_type": "code", "execution_count": null, "id": "87b4a83b", - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "flw_main = nldi.navigate_byid(\n", @@ -1507,9 +1503,7 @@ "cell_type": "code", "execution_count": null, "id": "fb26d180", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "sim.write_simulation()\n", @@ -1562,22 +1556,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/06-Project-quadtree.ipynb b/notebooks/part1_flopy/solutions/06-Project-quadtree.ipynb index 7958b5e..8629dd1 100644 --- a/notebooks/part1_flopy/solutions/06-Project-quadtree.ipynb +++ b/notebooks/part1_flopy/solutions/06-Project-quadtree.ipynb @@ -1215,22 +1215,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/06-Project-structured_completed.ipynb b/notebooks/part1_flopy/solutions/06-Project-structured_completed.ipynb index ace318e..53980b9 100644 --- a/notebooks/part1_flopy/solutions/06-Project-structured_completed.ipynb +++ b/notebooks/part1_flopy/solutions/06-Project-structured_completed.ipynb @@ -955,22 +955,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/06-Project-voronoi.ipynb b/notebooks/part1_flopy/solutions/06-Project-voronoi.ipynb index a89ae81..7bca1d3 100644 --- a/notebooks/part1_flopy/solutions/06-Project-voronoi.ipynb +++ b/notebooks/part1_flopy/solutions/06-Project-voronoi.ipynb @@ -1228,22 +1228,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4, diff --git a/notebooks/part1_flopy/solutions/07-stream_capture_voronoi.ipynb b/notebooks/part1_flopy/solutions/07-stream_capture_voronoi.ipynb index 1b0a566..7d824e4 100644 --- a/notebooks/part1_flopy/solutions/07-stream_capture_voronoi.ipynb +++ b/notebooks/part1_flopy/solutions/07-stream_capture_voronoi.ipynb @@ -468,9 +468,7 @@ "cell_type": "code", "execution_count": null, "id": "5484122e", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "%%timeit -r 5 # the timeit special function will run the folling code a few times and indicate how long \n", @@ -719,22 +717,8 @@ } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" + "name": "python" } }, "nbformat": 4,