{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Part III - D: Analyzing Changing Trends in Academia - Research Fields" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Research Field Dynamics\n", "The MAG dataset links keywords and their corresponding field of study. Moreover, the dataset provides us with hierarchical data that links these research fields with their parent research fields in up to 4 levels (L0-L3). In this notebook, we will use the research field data to better understand how various fields of study change over time. First, as in previous notebooks, let's load the required Python packages." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/michael/anaconda2/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "/home/michael/anaconda2/lib/python2.7/site-packages/entrypoints.py:171: DeprecationWarning: You passed a bytestring as `filenames`. This will not work on Python 3. Use `cp.read_file()` or switch to using Unicode strings across the board.\n", " cp.read(path)\n", "/home/michael/anaconda2/lib/python2.7/importlib/__init__.py:37: DeprecationWarning: The vega3 module is deprecated. Use vega instead.\n", " __import__(name)\n" ] } ], "source": [ "from configs import *\n", "import pandas as pd\n", "import numpy as np\n", "import altair as alt\n", "alt.renderers.enable('notebook')\n", "from visualization.visual_utils import *\n", "import turicreate.aggregate as agg\n", "FIELD_OF_STUDY_HIERARCHY = \"%s/FieldOfStudyHierarchy.sframe\" % SFRAMES_BASE_DIR\n", "\n", "def normalize_features_dict(feature_dict, start_year):\n", " d = {}\n", " feature_dict = {(y - start_year):v for y,v in feature_dict.iteritems()}\n", " return feature_dict\n", "\n", "def get_values_sum_by_year_dict(d, max_keys):\n", " d2 = {}\n", " for i in range(max_keys):\n", " d2[i] = sum([v for k,v in d.iteritems() if k <= i])\n", " return d2 \n", "\n", "fields_sf = tc.load_sframe(EXTENDED_PAPERS_SFRAME)[\"Paper ID\", \"Paper publish year\",\"Fields of study parent list names (L0)\", \n", " \"Fields of study parent list (L1)\", \"Fields of study parent list names (L1)\",\n", " \"Fields of study parent list (L2)\", \"Fields of study parent list names (L2)\",\n", " \"Ref Number\", \"Authors Number\", \"Total Citations by Year\"]\n", "fields_sf = fields_sf.rename({\"Paper publish year\": \"Year\"})\n", "fields_sf = filter_sframe_by_years(fields_sf, 1850, 2010)\n", "fields_sf = fields_sf[fields_sf[\"Fields of study parent list names (L0)\"] != None]\n", "fields_sf = fields_sf[fields_sf[\"Fields of study parent list names (L0)\"].apply(lambda l: len(l) <= 10)] # remove papers that belong to more than 10 fields\n", "fields_sf = fields_sf[fields_sf[\"Ref Number\"] >= 5]\n", "fields_sf.materialize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create SFrame with the information on all L0 fields of study." ] }, { "cell_type": "code", "execution_count": 2, "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", "
Paper IDYearAuthors NumberRef NumberTotal Citations by YearL0 Field
7CFE299E2009414{'2015': 10.0, '2014':
9.0, '2011': 3.0, '20 ...
Computer Science
7CFE299E2009414{'2015': 10.0, '2014':
9.0, '2011': 3.0, '20 ...
Sociology
7CFE299E2009414{'2015': 10.0, '2014':
9.0, '2011': 3.0, '20 ...
Mathematics
7CFE299E2009414{'2015': 10.0, '2014':
9.0, '2011': 3.0, '20 ...
Engineering
59BEBE1C200837NoneMathematics
5873C011200238{'2003': 1.0, '2006':
3.0, '2007': 3.0, '20 ...
Computer Science
5C66D743200929{'2015': 1.0, '2014':
1.0} ...
Computer Science
5C66D743200929{'2015': 1.0, '2014':
1.0} ...
Chemistry
584D8787200929NoneComputer Science
584D8787200929NoneSociology
\n", "[16006966 rows x 6 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ] }, "output_type": "execute_result", "metadata": {} } ], "source": [ "# Creating the L0 SFrame\n", "l0_sf = fields_sf[\"Paper ID\", \"Year\",\"Fields of study parent list names (L0)\", \"Authors Number\", \"Ref Number\",\"Total Citations by Year\"].stack(\"Fields of study parent list names (L0)\", new_column_name=\"L0 Field\")\n", "l0_sf = l0_sf[l0_sf[\"L0 Field\"] != None]\n", "l0_sf.materialize()\n", "l0_sf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's explore how the various trends change in each research field, and we will add an SFrame which includes all the L1 research fields under Biology." ] }, { "cell_type": "code", "execution_count": 3, "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", "
Paper IDYearFields of study parent
list names (L0) ...
Authors NumberRef NumberTotal Citations by YearL1 Field ID
5873C0112002[Computer Science]38{'2003': 1.0, '2006':
3.0, '2007': 3.0, '20 ...
0C19BFCD
59803B732006[Computer Science,
Chemistry, Biology, ...
46None033D6521
5ED460A92009[Computer Science,
Mathematics, Biology] ...
124None033D6521
7D75F10B2008[Computer Science,
Biology, Psychology] ...
210None0B170D53
8050742A2008[Geology, Mathematics,
Chemistry, Computer ...
220None033D6521
7F0016FA2008[Computer Science,
Medicine, Engineering, ...
35{'2015': 10.0, '2014':
8.0, '2009': 1.0, '20 ...
033D6521
66CAB1C02002[Computer Science,
Biology] ...
512None01207101
5F656C252009[Computer Science,
Mathematics, Biology] ...
314None00640F05
5F656C252009[Computer Science,
Mathematics, Biology] ...
314None033D6521
7D34E03C2007[Computer Science,
Physics, Mathematics, ...
35{'2015': 1.0, '2014':
1.0, '2013': 1.0, '20 ...
0390D066
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
L1 Field
Immunology
Genetics
Genetics
Biological system
Genetics
Genetics
Ecology
Agronomy
Genetics
Botany
\n", "[3774243 rows x 8 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ] }, "output_type": "execute_result", "metadata": {} } ], "source": [ "# Creating Biology L1 Sframe\n", "f_sf = tc.load_sframe(FIELDS_OF_STUDY_SFRAME)\n", "bio_id = f_sf[f_sf[\"Field of study name\"] == \"Biology\"][\"Field of study ID\"][0]\n", "h_sf = tc.load_sframe(FIELD_OF_STUDY_HIERARCHY)\n", "h_sf = h_sf[h_sf[\"Parent field of study ID\"] == bio_id]\n", "bio_l1_ids = set(h_sf[h_sf[\"Child field of study level\"] == \"L1\"][\"Child field of study ID\"])\n", "bio_l1_names_sf = f_sf[f_sf[\"Field of study ID\"].apply(lambda i: i in bio_l1_ids)]\n", "bio_l1_dict = {r[\"Field of study ID\"]: r[\"Field of study name\"] for r in bio_l1_names_sf}\n", "\n", "sf = fields_sf[\"Paper ID\", \"Year\",\"Fields of study parent list names (L0)\", \"Fields of study parent list (L1)\", \"Authors Number\", \"Ref Number\", \"Total Citations by Year\"]\n", "l1_bio_sframe = sf[sf[\"Fields of study parent list (L1)\"] != None]\n", "l1_bio_sframe = l1_bio_sframe.stack(\"Fields of study parent list (L1)\", new_column_name=\"L1 Field ID\" )\n", "l1_bio_sframe = l1_bio_sframe[l1_bio_sframe[\"L1 Field ID\"].apply(lambda i: i in bio_l1_ids)]\n", "l1_bio_sframe = l1_bio_sframe[l1_bio_sframe[\"L1 Field ID\"] != None]\n", "l1_bio_sframe[\"L1 Field\"] = l1_bio_sframe[\"L1 Field ID\"].apply(lambda i: bio_l1_dict[i])\n", "l1_bio_sframe" ] }, { "cell_type": "code", "execution_count": 4, "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", "
Paper IDYearAuthors NumberRef NumberTotal Citations by YearL2 Field IDL2 Field
5ED460A92009124None027301DCEpigenetics
8050742A2008220None0B470EAFGenomics
5C698B6E200528None027301DCEpigenetics
8178E2AA200657None093D58AFPlant breeding
7C55455E200666{'2007': 1.0, '2015':
7.0, '2014': 7.0, '20 ...
0AE98092Developmental biology
0856E642200725None0B470EAFGenomics
6FE194EC2010210None0B470EAFGenomics
7FBD2C552008319None027301DCEpigenetics
81112497200839None0B470EAFGenomics
5AE8B5952006317None027301DCEpigenetics
\n", "[1158261 rows x 7 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ] }, "output_type": "execute_result", "metadata": {} } ], "source": [ "# Creating Biology L2 Sframe for \n", "gen_id = f_sf[f_sf[\"Field of study name\"] == \"Genetics\"][\"Field of study ID\"][0]\n", "h_sf = tc.load_sframe(FIELD_OF_STUDY_HIERARCHY)\n", "h_sf = h_sf[h_sf[\"Parent field of study ID\"] == gen_id]\n", "gen_l2_ids = set(h_sf[h_sf[\"Child field of study level\"] == \"L2\"][\"Child field of study ID\"])\n", "gen_l2_names_sf = f_sf[f_sf[\"Field of study ID\"].apply(lambda i: i in gen_l2_ids)]\n", "gen_l2_dict = {r[\"Field of study ID\"]: r[\"Field of study name\"] for r in gen_l2_names_sf}\n", "\n", "sf = fields_sf[\"Paper ID\", \"Year\", \"Fields of study parent list (L2)\", \"Authors Number\", \"Ref Number\", \"Total Citations by Year\"]\n", "l2_gen_sframe = sf[sf[\"Fields of study parent list (L2)\"] != None]\n", "l2_gen_sframe = l2_gen_sframe.stack(\"Fields of study parent list (L2)\", new_column_name=\"L2 Field ID\" )\n", "l2_gen_sframe = l2_gen_sframe[l2_gen_sframe[\"L2 Field ID\"].apply(lambda i: i in gen_l2_ids)]\n", "l2_gen_sframe = l2_gen_sframe[l2_gen_sframe[\"L2 Field ID\"] != None]\n", "l2_gen_sframe[\"L2 Field\"] = l2_gen_sframe[\"L2 Field ID\"].apply(lambda i: gen_l2_dict[i])\n", "l2_gen_sframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Number of Papers over Time" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n" ] }, "output_type": "execute_result", "metadata": {} }, { "metadata": {} }, { "data": { "text/plain": [] }, "execution_count": 5, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l0_sf.groupby([\"Year\", \"L0 Field\"], {\"Number of Papers\": agg.COUNT()})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L0 Field\", \"Year\"])\n", "chart = alt.Chart(df).mark_line().encode(\n", " alt.X('Year:Q', axis=alt.Axis(format='d'), scale=alt.Scale(zero=False)),\n", " alt.Y('Number of Papers:Q', scale=alt.Scale(zero=False)),\n", " color=\"L0 Field\"\n", ")\n", "chart" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "c = sns.FacetGrid(df, col=\"L0 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Number of Papers\", alpha=.7).set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+-----------------------+------+------------------+\n", "| L0 Field | Year | Number of Papers |\n", "+-----------------------+------+------------------+\n", "| Political Science | 2010 | 728 |\n", "| Business | 2010 | 3271 |\n", "| Environmental science | 2010 | 3330 |\n", "| History | 2010 | 5684 |\n", "| Art | 2010 | 7800 |\n", "| Philosophy | 2010 | 12369 |\n", "| Geography | 2010 | 13784 |\n", "| Materials Science | 2010 | 39906 |\n", "| Geology | 2010 | 46771 |\n", "| Sociology | 2010 | 54722 |\n", "| Engineering | 2010 | 82027 |\n", "| Economics | 2010 | 89621 |\n", "| Psychology | 2010 | 90680 |\n", "| Chemistry | 2010 | 152047 |\n", "| Computer Science | 2010 | 182192 |\n", "| Mathematics | 2010 | 195244 |\n", "| Medicine | 2010 | 196543 |\n", "| Physics | 2010 | 221595 |\n", "| Biology | 2010 | 231756 |\n", "+-----------------------+------+------------------+\n", "[19 rows x 3 columns]\n", "\n" ] } ], "source": [ "g[g[\"Year\"] == 2010].sort(\"Number of Papers\").print_rows(30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can observe that some fields such as Medicine, Physics, and CS had a surge in the number of papers, while other fields such as Political Science, Art, and Philosophy only had limited growth. Let's see what the number of papers over time are for various Biology subfields." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l1_bio_sframe.groupby([\"Year\", \"L1 Field\"], {\"Number of Papers\": agg.COUNT()})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L1 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L1 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Number of Papers\", alpha=.7, color='g').set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above chart, we can observe that the various subfields of Biology have a large difference in the number of published papers. For example, in Genetics more than 114,532 papers were published in 2010, while in Virology the number of papers was only 2,597." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l2_gen_sframe.groupby([\"Year\", \"L2 Field\"], {\"Number of Papers\": agg.COUNT()})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L2 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L2 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Number of Papers\", alpha=.7, color=\"orange\").set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Number of Authors over Time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's measure the average number of authors over time for the various research fields." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l0_sf.groupby([\"Year\", \"L0 Field\"], {\"Average Number of Authors\": agg.AVG(\"Authors Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L0 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L0 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Number of Authors\", alpha=.7).set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can observe that across all research fields the average number of authors has increased sharply over the last century. However, while the average number of authors in Medicine and Biology is over 5 authors, in fields such as Political Science, Sociology, and Philosophy the average number of authors is about 3. Let's now observe how the average number of authors in Biology subfields has changed over time." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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c6051Y0REREREREREBpLIEJIKICvVDRERERERERERGcygGRhm9n+IDhXpALab2ROAn4XhnPun1DdPRERERERERGToISRbYz+3AX/s855LTXNERERERERERPobNIDhnPs5gJl9wjn3/fj3zOwTqW6YiIiIiIiIiIgnkRoY7x9g2QeS3A4RERERERERkUENVQPjRuBdwGlmFj+EpAg4meqGiYiIiIiIiIh4hqqB8VegGpgF/Efc8lZgZyobJSIiIiIiIiISb6gaGIeBw8BFo924mc0A7gJWEy38+SHn3LOj3Z6IiIiIiIiITE9DZWAAYGatnJp1JBvIAtqdc8UJbP/7wMPOuRvMLBvIH3VLRURERERERGTaGjaA4Zwrin9tZtcBFwy3npkVA5cRK/jpnOsBekbVShERERERERGZ1hKZhaQX59z9wGsT+OgyoA74qZm9aGZ3mVlB3w+Z2U1mttXMttbV1Y20OSIyAPUrkdRQ3xJJDfUtkdRQ35KpZtgAhpn9bdzjBjP7JqeGlAwlEzgP+KFz7lygHfhs3w85537knFvvnFtfXl4+0vaLyADUr0RSQ31LJDXUt0RSQ31Lppphh5AAb4l7HgIOAdcmsN5R4Khzbkvs9X0MEMAQERERERERERlOIjUwPth3mZmdD9QOs94JM6syszOdc/uAq4A9o26piIiIiIiIiExbiWRgAGBmZwN/B9wINAPrE1jt48A9sRlIKoB+wRARERERERERkeEMGcAwsyVEAxY3Eh0+sgRY75w7lMjGnXPbSSzQISIiIiIiIiIyqEGLeJrZX4GHgCzgBufcq4DWRIMXIiIiIiIiIiLJMtQsJHVAETAH8ErWJjL7iIiIiIiIiIhIUg0awHDOXQucA7wAfNnMKoFSM7tgvBonIiIiIiIiIgLD1MBwzjUDPwF+YmazgXcCt5vZIufcovFooIiIiIiIiIjIUENIenHO1Trn/o9z7mLg0hS2SURERERERESkl4QDGPGcc4eT3RARERERERERkcGMKoAhIiIiIiIiIjKehppG9Vuxn28fv+aIiIiIiIiIiPQ3VAbGm8wsC/iX8WqMiIiIiIiIiMhAhpqF5GGgHigwsxbAAOf9dM4Vj0P7REREREREREQGz8Bwzn3aOVcCPOicK3bOFcX/HMc2ioiIiIiIiMg0N1QGBgDOuWvNbA5wfmzRFudcXWqbJSIiIiIiIiJyyrCzkMSKeD4HvB14B/Ccmd2Q6oaJiIiIiIiIiHiGzcAA/g043zlXC2Bm5cDjwH2pbJiIiIiIiIiIiGfYDAwgwwtexJxMcD0RERERERERkaRIJAPjYTN7BLg39vqdwEOJbNzMDgGtQBgIOefWj6aRIiIiIiIiIjK9DZtJ4Zz7NPDfwBpgLfAj59xnRrCPK51z6xS8EBERERk55xzf3/x9nqp8yl+2r34fXaGuNLZKRERk/CWSgYFz7nfA71LcFhERERHpo7KpkscrH2fLsS1cuPBC6jvq+fxTn+fiRRfzyQs/me7miYiIjJuEAhhj4IBHzcwB/+2c+1HfD5jZTcBNAIsXL05xc0SmB/UrkdRQ35J02HBoAxmWQWtPKz/c+kNern+ZnMwc3rPmPeluWtKob4mkhvqWTDWpLsZ5iXPuPOCNwC1mdlnfDzjnfuScW++cW19eXp7i5ohMD+pXIqmhviXjLeIiPH34ac6ffz4XLriQpw49RVtPG5+79HPMyp+V7uYljfqWSGqob8lUM2QGhpkFgJ8750YV4nfOHY/9rDWz3wMXABtHsy0RERGR6WZ37W4aOhu4YukVvGreq6hpr2FR8SICGYF0N01ERGTcDZmB4ZwLA+Vmlj3SDZtZgZkVec+B1wO7R9VKERERkWlo89HNZGVksX7+evKy8lg6Y6mCFyIiMm0lUgPjELDJzP4ItHsLnXPfHWa9OcDvzczbz/91zj08ynaKiIiITHnOOSoaK1hWugyA5449x9o5a8nNzE1zy0RERNIvkQDG8dgjAyhKdMPOuQqi066KiIiISAJern+Z2x6/jc9d+jkWFC+gpr2GG86+Id3NEhERmRCGDWA4574M0WEgzrn24T4vIiIiIqNzrPUYAI9VPMaKmSsAOH/++elskoiIyIQx7CwkZnaRme0B9sZerzWzO1LeMhEREZFppra9FoBt1dv47d7f8qp5r2Jm/sw0t0pERGRiSGQa1duBNwAnAZxzO4B+06GKiIiIyNjUtteSHcgm4iIAfPT8j6a5RSIiIhNHIjUwcM5VxYpxesKpaY6IiIjI9FXXXseyGcs4q/wsVsxcweyC2elukoiIyISRSAZGlZldDDgzyzazW4kNJxERERGR5Kltr2V2wWw+dO6HuHTxpelujsi00hXq4hN//gTPHXsu3U0RmRKaupoIhoNJ3WYiAYybgVuABcAxYF3stYiIiIgkiXOO+s56ZV2IpMkL1S9Q0VShaYtFksA5x8ce+hi/funXSd1uIrOQ1APvTupeRURERKSXhs4GQpEQ5QXl6W6KyLS06cgmirKLWFW+Kt1NEZn0WrpbaO5uZk/dnqRuN5FZSJaZ2Z/MrM7Mas3sD2a2LKmtEBEREZlmwpEwncFO/7U3A4kyMETGXzAc5Pnjz3PhwgsJZATS3RyRSc87plU0VeCcS9p2ExlC8n+BXwPzgPnAb4B7k9YCERERkWnoFzt/wT/86R842XESgLqOOkABDJF02H5iO52hTi5ZdEm6myIyJXjHtLaeNv95MiQyC4k55+6Oe/0LM/tY0logMgFUNVfREexgxcwV9JlxR0REJOmcczx9+Gmau5v597/8OwEL0NDZACiAIZIOm6o2UZBVwNq5a9PdFJFJbW/dXo63Hqe1p9VftuPEDiqbKnnnqndSklsypu0PmoFhZmVmVgY8ZWafNbOlZrbEzG4DHhzTXkUmmAf2P8AXN3wx3c0QEZFpoqKxgrqOOtbNWccrDa/Q2tNKZ6iTuQVzVUBQZJyFIiG2HNvCBQsuIDMjkfu7IjKYX7/0a+7Yegcn2k6QHcjGMO568S4e2P+AH6gfi6F66DbAAd7t6I/EveeAr4557yITxMHGgywrXabsCxERGRfPHn0Ww/j0JZ+mtbuV+UXzCUaCSZ9uTkSGt7t2N209bVy86OJ0N0Vk0qtoqqAn3MO249uYWzAXh6OqpYprzriG00pPG/P2Bw1gOOfGvnWRSSAcCVPZVMmblr8p3U0REZFp4tmqZ1lVvorinGKKc4oByA5kkx3ITnPLRKafTUc2kZuZy3nzzkt3U0QmteauZj/L4kT7CdbPW09pXikt3S28+5zkTGw6bI6UmQWAa4Cl8Z93zn03KS0QSbOjLUfpCfdwetnp6W6KiIhMA0dbjnKk5Qg3nXdTupsiMu0559havZXz5p6nAKLIGFU0VvR6XV5QzofO/RDvW/s+inKKkrKPRGYh+RPwAWAmUBT3SIiZBczsRTN7YFQtFEmxAw0HADi9VAEMERFJvU1HNgEoXV1kAjjRdoL6jnoV7xRJAi+AsWzGMiBalDo3M5cZuTOSto9EqtQsdM6tGcM+PgHsBYrHsA2RlDnYeJDczFwWFC9Id1NERGQa2FS1ibNmncXM/JnpborItLerdhcA58w+J80tEZn8KhorKM8v57x551HRVJGSWbUSycD4s5m9fjQbN7OFRIef3DWa9UVSqbGzkf/e+t9sPrqZ02acRoYl0h1EZCQe3P8gDx94GOdcupsiKdAR7OCRA48k7d+3pbuFJyqe8F83dzX3ej0VVLdWU9lUySWLLkl3U2SaC4aDPLj/QSIu0mv5piObqG6tTlOrxt/Omp2U5paysHhhupsiMulVNFawrHQZK2etBGB+0fyk7yORK7bNwO/NrNPMWsys1cxaEtz+7cBtQGSwD5jZTWa21cy21tXVJbhZkbFp7W7l8099nocPPkxTVxPr569Pd5OSSv1KJoLGzkZ+tuNnbDu+bcrM8KO+1duzVc/yg+d/QG17bVK2t+HQBm7fcjvNXc0AbDy8kdu33E5rd+swa04eO2p2AHD+gvPT3JKJRX1r/O2s2cmd2+7klZOv+MuC4SDf/uu3eeiVh9LYsvHjnGNX7S7OmX3OlDlO9aW+JePlRNsJjrYe5axZZ3HBggv4zt98h+Vly5O+n0SGkPwHcBGwy43gFouZvRmodc5tM7MrBvucc+5HwI8A1q9fr1t0knLOOb63+Xscbz3Oly7/EmvmrJlyBy31K5kI7t55N6FIiA+d+6F0NyVp1Ld66wp1AdAT7knK9tp72gEIRoK9tuu9ngp21eyiLK+MeYXz0t2UCUV9a/x1BDuA3v2rpr2GiIvQHmxPV7PGxQ+e+wGvnHyFOYVzaOhsmHI3suKpb8l4ebLySQzj8qWXY2Z+FkayJZKB8QqweyTBi5hLgLea2SHgl8BrzewXI9yGyJh94y/f4A8v/8F/valqE88ff573rX0fa+eunXLBC5GJoLGzkccrHueaM65hXpEu1Kaq7nA3AKFIKCnb8y6aguHoBZV3YZWs7afTlqNbqGysZHfdblaXr9axR9LOC0CGI2F/mTd0xAsmTlUvVr9IRVMFm49u5j3nvIcrll6R7iaJTGrOOZ6sfJK1c9YyK39WSveVSAZGNbDBzP4MdHsLh5tG1Tn3L8C/AMQyMG51zr1n9E0VGbmuUBfPHn2Wtp42rl15LQB377ibZTOW8ZYVb0lz60SmHu+O+Ut1L+FwXLbksjS3SFKpO5TcAIZ3R9jbnvfTC2hMVu097Xxr07fIzcyltaeV1bNXp7tJInSGOoHe/fd463HgVF+cikKREHUdddxw1g288Yw3pqTIoMh0s//kfmraa3j3Oe9O+b4SCWBUxh7ZsYfIpHG46TAOx9HWo0D0oFXdVs07V72TQEYgza0TmXq+venbdAY7WTJjCTmBHJaVLkt3kySFkp2B0Tel3QtcTPYMjC3HthCMBAn2RH8fBTBkIvAzMNypDIypHMCIuAh17XVEXASHY2HxQgUvRJLkUNMhAFbNXpXyfQ0bwHDOfXmsO3HObQA2jHU7IiNV2VQJQENnA+097bT1tOFwOmCJpIBzjt21u2kPtlPVUsXKWSvJzEgkTi6TlZdxk+oMjPgLrMlo4+GNzM6fzWVLLmPLsS2a7UAmBC+AEd9/q9tiQ0imYA2MB/c/yE+2/4RPvPoTAMwpnJPmFolMHdVt1WRmZKZ8+AgkEMAws6eAfvUvnHOvTUmLRJKoorHCf36s9Zif7lxeUJ6uJolMWTXtNf5Jb2NXI1cvvzrNLZJUG+gCaCz6BjD6ZmJMRq3drWw/sZ3rV17P+9e9n/etfZ/qX8iEMFANDC8DwxteMpVsPrqZUCTExsMbAZhbODfNLRKZOqpbq5lbMJcMS6TE5tgksodbgU/HHp8HtgNbU9kokWSpaKygLK8MgGMtx/yp/pSBITI2wXCQjz74UZ4/9ry/7GDDQQBm50f716ry1KcRSnoluwaGVziwbwbGZB5Csv3EdsIuzEWLLgJQ8EImjL5DSEKRkH+eNBmLeNa213L3jruJuEi/97pCXeyp3wPAiydeJDMj0z8/FBnOkeYj3Ln1TkY+p8X0cbz1+LgVbR82gOGc2xb32OSc+2fg1ePQNpExibgIh5oOceGCCwlYgKMtR6nriM5/PR7pTSJTWW17LVUtVbxQ/YK/7GDjQQIW4GMXfIxV5atSNn2WTBzJnua0IxSrgRGeOjUwdtbsJD8rn9NLT093U0R66QxGsyy8DIyathocjnmF8+gOd/fKzJgMNh3ZxK/3/JrKxsp+7+2q2UUoEiIzI5NQJMTs/NnjcqdYpoatx7fy4CsP0trTmu6mTCjOOb6z6Tv85fBfqG6rZn7R/HHZ77A918zK4h6zzOwNgHKuZMI71nKM7nA3K2auYF7hPI62HKW2vZbS3FKyA6pHKzIWXjDwSPMRf9mBhgMsKVnCufPO5Zuv+yY5mTnpap6Mk1QV8ZxKGRi7anexqnyVCkfLhNN3CJg3fMQLto13Ic9jLcf41jPf8gOjI9XQ2QBEZ0Po64XqF8gJ5PCaxa8BNHxERibZ9Z6mir9W/ZWNRzby8x0/pzvczbzCCZKBAWwjOmRkG/As8Cng71PZKJFk2FS1CYA1c9YwQD+lAAAgAElEQVSwsHghVS1V1LTVaPiISBLUtccCGC3RAIZzjoONBzm9THeZp5NkDiGJuIh/QeXXvohM7gyMhs4GjrUe45zZ56S7KSL99B1C4gUwzph5BjD+dTB21uzkmapn/HaM1HABjNWzV/tDGxXAkJFQAKM/5xz37r4XiNZAAybUEJLTnHPLYj/PcM693jn3zHg0TmS0nHM8Wfkka2avobygnNNKT+Noy1EqmyoVwBBJAm+cdFNXE63drbxU9xIt3S0aNjLNeBkYyUg1j7/bOxkyMILhYK923bPzHp458gzOObaf2E4oEmJ37W5A06bKxNQ3A6O6rZqCrAL/4n6862B4RaBbu0eXpt/Y1QicCmAcajrEf275T463Hud423HOnXsuK2auADQDiYyMF8CYbMOqUuVE2wk+98TnONx8mHec/Q5/+XhlYAw6C4mZXTbUis65jclvjkhy7D+5n+q2at6xKtqpXnvaa/nl7l/S2tOqAIZIEnhDSAAONx/mf3f8L2V5ZVyx9Ir0NUrGXTJrYMQHMCZDDYzPPP4ZTi89nVsuuIW2njZ+9dKvOLv8bGbkzuDzT32eq067isrGSopzillWuizdzRXpx8uw8C7KqlurmVc4j/ysfGD8h5B4AZPR1hnwMjCqWqroDHbyp31/4rGKx/yMwXVz17G4ZDF/f+7fc/mSy5PTaJkWlIHR2z077+FA4wFuOf8W3nD6G3j68NPUd9SP2zXWUNOofnqAZQ5YCywENJhTJqzNRzeTmZHJxYsuBqKpgufNO49t1dsUwBBJgvqOembmzeRk50nu23Mfe+v38tH1H1V9mWkmmUNIBsrAmKhDSLpCXRxoOEB1WzU3r7+Z7Se244gOo3qp9iUAnqh8AsP44uVfVP0LmZD61rA53nqcM2aeQUFWATD+AYy2njYAWrpbEl6nurWaAw0HOG/eeTR2NTK/cD7H247zSsMrPHf8OQC212ynLK+MxSWLMTOuW3ldStovU5cCGL0dbDzImtlruHr51QBcc8Y17K3fO27HukGHkDjn3hL/AL4FZAHVgHq+TGgn2k4wp2COfxcBop0LYEHRgnQ1S2TKqGuv46xZZ5GXmce26m0sLVnK35z+N+luloyzZBbxHGoISbJmOUmWQ02HcDjaetrYW7+Xrcejs8t3hbp4ovIJ5hXO49ozr+XjF3ycV81/VZpbKzIwfxYSFyYUCVHTXsP8ovn+uZM3pGO8jHQIyZajW7jpgZv49l+/zf0v309HsIMLF15IZkYmd71wF01dTZw580wA1s5ZqymMZdSSPWX4ZNQT7uG3e35Le087x1qPcVrpaf571591PZ97zefGrS2JzEJylZltAL4KfNc5d6Fz7k8pb5nIGNR11FGeX95r2fkLzuf7V3+fNXPWpKlVIlODcy7axwrKWVyymJxADp+59DNkZgyV1CdTUTIDGPHj7f3AxQQdQuJN02gYW45uYVv1NpbNiA4TqW6r5qxZZ/Hh8z6soJ5MaH4Rz0i41xSqyRhCct+e+/jPLf85onVGOoTkUNMhAEpzS9lWvQ2AxSWLuXH1jVQ2VRKwALdefCsLihZoyIiMyXTIwDjeepx3/+7dvFz/8oDvv1j9Ij/b8TPu2XUPERfhtBmnDfi58TBoAMPMrjGzvwK3Av/qnLvSOffY+DVNpLeOYAeff/LznGg7MexnvYurvpaVLlMEXmSUvAN3S3cLwUiQ8vxybl5/M1+98qssLF6Y5tbJeHPO+XelvEDDWPSqgdFn6MhEO2msbKqkIKuAtXPW8od9f6Cpq4nrVl5HXmYeAGfOOjPNLRQZWigS8mcfCUVCVLdVAzC/aD4F2WMfQrK3bi8vnnhxROt4GRgDDSG5e8fd3PXCXb2WNXY1UpBVwBllZ3Cg4QAApXmlvO2st7G6fDUXLLiAuYVzufPNdyoTSsbEL+Lppm4Rzz11e2jpbuGnL/4U51y/973rr0cOPgLQKwNjvA11u+xPwFHgJPCZvhd9zrm3prBdIv0caT7C9prtvFT70pDTX4UiIRo7G/tlYIjI6HWFuvjgHz7Im894M69e+GoAygvKWV62PM0tk3QJRUI4oic5yTipG7CI5wSrgeGcI+zCVDRWcNqM0/jbs/6W7EA25y84nyuWXsFjFY+xq3aXZuORCc8bPgLR/utNXTq/aD5ZGVkELDCmAEZPuIeW7haccwnfOPIzMPoMIXHO8WjFoxRnF/da3tjZSFleGUtnLPXrXZTllRHICPDvV/07hm5YSXJMhwyMquYqAPbU72Fb9TbWz1/f631v9rmecA85gZy0TkU8VADjynFrhUgCvOJOzd3NA75f117HrY/dykde9REcbsAMDBEZncrGStp62vjlS7/kaMtRAAUJpzlv+AgkaQhJsP8QkomWgfGHfX/g3t33EgwHuXr51Zw771zOnXeu//6aOWs40nyEJSVL0thKkeF5w0cgloHRWk1eZh7FOcWYGflZ+WOaRrUn3ENPuIfucDe5mbkJrePXwOgzhKS6rZqmriYC1rtAYGNXI6W5pb3uBJfmlgKQYcOOkhdJ2LQIYLRUsbBoIc3dzWw6sqlfAKOmvQbDcDiWzlia1j42aADDOff0eDZEZDheRL65a+AAxs6anTR0NvDnV/4M6OJKJJkONh4EYH7hfJ6peoZZ+bNYUKyCuNOZd0IHyTmp6wx2kmEZZAeyJ+wsJE9VPuXflR5o/O8NZ9/Am1e8WbOOyIQXH8AIR8J0BDsoySnxsyUKsgr8aVZHw+u7Ld0tIw5g9B1C4s3s493I8jR0NrBy1kqWzlgKQMACFOf0ztIQSYZk1nuaqKqaq1hetpy6jjrqO+r7vV/TVsPaOWvZd3Jf2rNvU1ZxzcxygY1ATmw/9znnvpiq/cnUN1wGhjf+cUfNDgBlYIgk0cGGg5TklPD9N36fjmAHpbmlqiczzXn1LyA5NTDag+3+9I0TrQZGQ2cDABVNFbz97LdTmlvKZUsu6/e5zIxMCrMLx7t5IiPWNwMjGAn2KsQ81gwM7/+H1u7WhKav9zI2oH8AY0/dnug2w92EIiF2nNjBylkr/QyMeYXzyA5kU5RdpOOSpMRELSg9Ej3hHu7ddS/vWPUO8rLy+r1X017DladdScRFqGqp6vW+c46a9hrOmXMON73qJkrzSsez6f2ksmR8N/Ba51ybmWUBz5jZn51zm1O4T5nCvMj8YBkYrzS8AuCPyZ6VP2t8GiYyDRxsPMjysuXkZuYmfDdNprZkDyHpCHaQl5lHMBKcULOQVDVXcctDt3B66ekAXLbkMv+Or8hkFZ9d4U2jmhXI8pflZ+WPqQZGfAZGIrx9FWYX0tbT1qt2xkt1L/mfq2mr4ctPf5nrV15PT7jHr3mxpGSJal5IyvRE0jeE5HvPfo9FJYu44ewbxrSdffX7uG/vfZxedjqXLr6013vHWo7hcCwqXkRbT1u/ArxtPW10hjqZXTCbRSWLxtSOZEh48IqZFYxkwy7Ky/XKij36lzQVSZA/hGSADIxQJERlUyVF2UUAlOSUkB3IHtf2iXSFuiZ1dH4wwXCQI81H/As4EeidgZGsIp4F2QVkZmRGC4Q6NyEyMHbW7MThONB4gFn5s1TfQiY17yZQ3yEkwXCQrIxTAYyC7AI/qNDa3UrERUa0n8GyKQbS1tPmn+PNK5yHw/lZt209bVS3VbO0ZCkAR1uO4nD+tKneneB/XP+PfGT9R0bURpFEece7cCRMV6iLQ02H/My8vjqDnRxqOkRjZ2NS9r2jZoc/jGosvD7lFeOM52VcLCpZxKz8WXSGOnsFMGvaawCYUzBnzO1IhmEDGGZ2sZntAfbGXq81szsS2biZBcxsO1ALPOac2zKm1sq05g8hiR1846f4qWquoifcwxtOfwNAQumKIsn2qUc+xa9f+nW6m5F0h5sPE3ZhlpUuS3dTZAKJz8BIyhCSnnbys/LJysgiGA4SdmE/oy6dAYw9dXsoyyvj1QtezTVnXKMUdZm09tbt5b2/fy87a3b6AQzDCEVChCKhfkNIvEyIf3zwH/n+5u+PaF+JBjB6wj18+I8f5r499wHRAAacKuTpTd24YuYKAH+2lMPNh4FTRTvPmHmG/xmRZPO+z8FIkG8+800+/ueP8w9/+ocBs5S+uvGrfPzPH+emB25KWoHrvoVtR2PIAEZzFYaxoGgBM/NmAnCy4yQQDRp6w/TnFE6SAAbwPeANRKdTxTm3A+g/8HMAzrmwc24dsBC4wMxW9/2Mmd1kZlvNbGtdXV3iLZdpx+t4LT0tPPTKQ3z4jx/2/0PxOtZVy64iNzN32g8fUb9Kj7qOugEPDJNRQ2cDX9v4NZ458gyPHXwMiJ4gTnfqW6fEZ2AkawhJfla+n4ERv820BjDq93D2rLP5t8v+bcwpvDI49a3Ue6nuJRyO37z0Gz+AkZ+VT9iFCUaCvYaQzMybSUNXA83dzTR3N/PkoSf5a9VfE95XogGM2vZa2oPtfkaFNzWjl5HhBTC8ooFeAMNTlleWcJumK/WtsXHO+UOiwpEwjZ2NZGZk0hPu4XDT4X6f97IZukJd/QrPJuq5Y8/x5Q1fJuIiY9pOPG8o/kDnqQcaDrCweCFZgSxm5scCGJ0nCUfC3ProrfzX8/8FTKIMDADnXFWfRSPKFXXONQEbgKsHeO9Hzrn1zrn15eUquiiD86KPXaEuth7fSm1HLZuObAKgorGC3MxcFhQt4BOv/gRvP/vt6Wxq2qlfpUcwEux1UTdZNXY28tnHP8uWY1v49qZv89CBh7j2zGuV2YT6VjwvAyN+1pCx6Ah2UJAVHUISjAR7ZXUkI8NjNOrao9XYzy4/Oy37n07Ut1KvsrESgO012/3CmAVZBdEinuHeRTxn5c8iFAn5N4hyAjn81/P/RVNXk/8Z5xzHWo71249zLuEAhheg8IYHzyua12s9730vA7BvAGNG7oxhf+/pTn1rbLzgBZwqeOsNaTrSfKT3Z8NBmrqaWFAUnaVttHVktp/YztbqrX5/S2UGhnOOfSf3cebMM4FTNQRPdpzkcPNh2oPtZFgGRdlFFGSPqKJEyiQSwKgys4sBZ2bZZnYrseEkQzGzcjObEXueB7wOeHlMrZVpLT766B14Hz34KBCNdi4qXoSZceniS3WnWMadN14/fmrJyeqJyieobqvma1d+jfXz13Pu3HP5wLoPpLtZMsF433XvAmisOkLRDIysQNaIMjCC4SBf2/i1Ae+EjZV3rFEAQ6aCg40HWV2+mtzMXJ469BQQLZoZjsSKeMbVwPAuYvbWRU/5bzn/FjqDnfzguR/4Q3hfPPEiNz94M49XPN5rP/HDv+IDGM45qpqj90Rbu1tp6GzwAxQePwMjdsFW01ZDcU6xP7PcsdZTARPN+iPjoW+2YSgSYn7RfHIzc/2hTB5v+lGvVtJoZ/LxAhc1bdHaE95wrrHw2lLbXttrWyfaTtDa08qZs6IBDC+rqb6jnpfro5fuX3/t1/ni5RNnMtFEAhg3A7cAC4CjwLrY6+HMA54ys53A80RrYDww2oaKtAfb/Ui7N93e7rrdHGs55gcwRNLFi9DH1wWYrHbX7mZR8SLWzl3LFy7/Al+58iu97syJwKmTuvys/DEHMJxz/hCSrIws/y6XZ6jtn2g7wZZjW9hZs3NMbeirtbuVe3bdQ1lemWYdkUmvK9TF8dbjrJmzhjec/gYiLkJmRiY5mTl+f4sfQuIFDLwLmPPmncd717yXLce28GTlkwB+kcIfbv0hFY0V/rrxgfz4AMbmo5u55aFbqG2v5c6td/KlDV/qF8DwamB49c5OtJ1gbsFcP1BxsvMk+Vn5FGQVaDpvGRfx3+ewC9MT7iE7kM3i4sX9AudeAGNxyWJg9BkY3vffK54ZcZFeMweNRMRFcO5UYdzOUGevm8L7T+4HTtWZyQ5kU5xTTH1HPXvr9lKWV8bZ5Wf7AY6JYNgAhnOu3jn3bufcHOfcbOfce5xzJxNYb6dz7lzn3Brn3Grn3FeS02SZrlq7W/2ULIDrV14PwMbDG2nobJgQ0/rI9OWluE/2ISQRF2FP3R5Wz+5XskikFy9Yl4wMDG/qVK8GRjAc7LXNoWY58esjJThdY18NnQ3c9thtbDu+rVfq++2bb6euo47PXvJZAhmBUW1bZKI41HQIh2NZ6TLeeuZbybAMcgI5ZGZkEnGRfkNIyvOjAYx9J/eRlZFFcU4x1668ltXlq/nRCz+irr3Ov6DKCeTwuSc+x+7a3cDgAQxvBpHa9lpOtJ2gsqmSgw0H/f0GLEBZXhmz8mex7+Q+IHoBN7dwLlkZWf7nSnJKWF62fMKMx5epLf77HAwHCUaCZAeyWTJjyeAZGDOiGRijDWA0dkWDg/HDPfrWwegIdvC1jV/jkQOPDDlL0K2P3sovdv6i1/p1Hadqoew7uY+cQE6vGbZm5c3iZOdJXq5/mZUzV064QGEis5D85wCPr5rZtePRQBGI/ucRjASZXzTfX7Zu7jrmFMzhsYpogcGFxQvT1TwR/2Jrsg8hqWyspDPUyaryVeluikxwXrCuIHvsAQzvJC9+GtVEa2B4J2WjHSP8u72/Y2/9Xr656Zt86tFP8YH7P8DOmp08d/w5blx9I2eVnzWq7YpMJF6GxLLSZcwumM2VS6+kPL+cgAWiafGu9xCSwuxCsgPZdIe7mZU/CzMjwzL45IWfpDPYyaMHH6UzGA1gfOdvvkNxTjF3br0TOHUcDFiAlp5TAQzvoqmpq8lPkX+p7iVWl6/GMAqyCzAz1s5Zy86anYQiIWrba5lbOBczoyArOv6+JKeEf77on/nUxZ9K8V9NpH8GRjAczVZaUrIkWuQ2li0Bp77jY87AiNWE8YaQQP8AxoGGA2w5toUfPP8D7t5x94Dbae1u5ZWGVzjYeJD2YLufyRS/3f0n97O8bHmvQP3M/JkcbDzIifYTrJy1clS/QyolMoQkl+iwkVdijzVAGfD3ZnZ7Ctsm4vM6bXyQYlHJIlaVr/L/s9AQEkmnqTKExLuDtmq2AhgytJ5wDwELkJuZm7QARl5m3ohnIfEDGN0jD2C0dLfw8IGHOX/++RRkFVDXUUdHsIOvbvwqWRlZXL28X+1xkUmporGCwuxCv7bFxy74GN95/XcIZAR6XZR5zMzPwoif2W1O4RwKswtp6W6hM9RJwALML5rPuXPPpaGzATgVcJyZN5OW7hZ/vL13d7qpq4mm7mgAw+FYMmMJcwvn+gGKNXPW0NrTytbjWwm7sD91o3fxVZxT7GdqiKRafADDH26VkeUHKeILedZ31FOUXeRP7ztYAKO9p5199fsGfC8cCfvHM28ICfQ/xnlDuMryythVu2vAbXmBy4bOBtp62lg2I1oM18vsONZyjP0n97Nmzppe680rnEdDZwMBC7Bu7roBt51OiQxqXg681jkXAjCzHwKPAn8DDPzXEkkyr9POLphNZkYmJTkl5Gfls2r2Kp489CSZGZl+4SeRdPAOcJM9gLGrdhez82frxFCG1R3uJjuQ7c8aMhZecbGC7AKyAlnRWUhi2zQssQDGKDIwnqh4gu5wNx9c90Fm5s8kYAF+uv2nPPjKg7x26WspzikexW8jMvFUNFawbMYyPxU8MyPTf3gXZX1rHc3Kn8Wx1mP9jgcFWQV0BDvIsAzysvIwM4pzimnraSPiIv5xcGb+TGo7aukKdZGXlUdde/SG04m2E70uCucUzGH17NV+VsbaOWsBePjAw8Cpwp5eAKMktySpfxuRocSf13nDG7MCWf4wkcPNhzlnzjlANIBRnl9OXlYecGrq0r7+fODP3LPrHn51w6/IDmT3eq+lu8Uvghs/hKTvMc4LGK6ZvYbnjz+Pc67fUI+DjQeBaO2YgAU4a9ZZ7G/Yz5ZjW7hk8SXc//L9ZGZk8qYz3tRrvXed8y4uXnQxi0sWU5RTlMBfaXwlEsBYABQAXn5MATDfORc2s8l9pi6ThneCWphdSElOiZ9t4aW5zyucpzHKklZToQZGT7iH7Se2c9VpV6W7KTIJdIe6ycnM8S+AxsK7SzVQDQyvyCBEi312hjrJz8r31/VOEEeTgVHVUkVpbmmvGko3rr6R2vZabjj7hlH/PiITSTgS5lDTId684s393vOHkPSZhQROZV54mRie/Kx82oPtBDIC5GVGL9SKc4pxRAsFesdDb/3m7mbysvKo74xmYBxqOgRAbmYuXaEu5hbO5ZoV12BEL75m5s9kQdECtlVvA/Drn8UPIREZL/FDGLtCXQBkZWRRmltKYXZhrwyMuvY6/2ZrdiB70AyMhs4GQpEQzV3NfsFcT/xUxfG1KvoOIWnobCA7kM2KmSvYcHgDTV1NOJw//AvgYEM0gNHS3eLP2vN3q/6OX+z6BR/6w4cwM16/7PX9piMuyC6Y0Jm4iQQwvg1sN7MNgAGXAV83swLg8aFWFEmW+ADGe9e8l5n5MwGYXzSf0tzSXoVnRNJhMg8h6Qp18dyx58gJ5NAd7ubChRemu0kyCXSHu/0igEMV2UxE3wBGyJ0aQpKXmec/33BoA3duu5OfX/dzcjNzgbEV8axure6XvVeSW8IXLv/CqH8XkYnmaMtRgpEgp804rd978UO2+mZgDDSEBKL9tDPYSVZGVq8ABkQDid5x0As8nGg7wYzcGX5f9QIY588/n78c+QsLixeSYb1Htb9/7ft5uf5lXrPkNf45X/wQEpHxEp8t5BWuzQpkYWYsKVnSayaSuo46f9ptL1NpIF7AvamrqV8Aw6t/AdEhK4b5wcF4DZ0NzMyb6QfgNx7eyI9f/DEA71nzHt6x6h0caDjgrx+KhCjILuBtZ7+N1yx5DY9XPM7+k/t5+6q3j+rvkk7DBjCccz82s4eAC4gGMD7nnDsee/vTqWycTG3OOTYc2sDFiy4mJzNnyM96nbYou4irlp26O2xmfOXKr2gecEk7L0LfE+4ZMI1vIvvzK3/mJ9t/4g/N8lIhRYbSHToVwBiqyGYi4gMY/jSqsW3G19g43HyYjmAH9R31fk2kkQwh6Qx2cqT5iD8d3In2E5wzW993mdq8cfCnl53e771ARsAPOMTXwIBTU6n2vcAqyC6gtr2WzIxMP1XeSzNv6W7x++7ysuUAVDVX9QqCeBdo16+8nutWXse8onn92nXRoou4aNFF/fYLGkIi4yv+xpRXuNbLcFhcspiNhzfinKM73E17sN3vL/lZ+f7wyL6841V8sMLj1bbIsAwiLkJRThFdoa5+WYYNnQ3RDMJYVvrvXv4dAEtnLOXxisd584o3c7ztOGfNOou99XuBU0HA2QWzedc57xrFX2NiSKSIJ0AXUA00AMvN7LLUNUmmi6MtR/nu5u+y+ejmAd9v7W7l1kdvZfuJ7b0yMPpaOmOpxutL2sXXAJjoM5F0h7p5tupZf9qt5449B0QPpOvnre93F05kIN3h5A8hKciK1sDwxuRD7wwMb8yv9xPoNbf9cO34zZ7fcNvjt9Ha3UowHORkx0nmFfa/eBKZSioaK8gOZPeait6TmZHZKy0+3pkzz2RW/iyWlS7rtTw/K5+OYAedoU4/A6Mo+1QAwzsGlheUU5hdSFVLlV/AM/58rSyvjBUzVyT8e2gIiaSD933OzMg8lYER6ytLSpbQHmynobPBr/HiZS7lZ+X7n+/LC0bEz2Di8YIa3rGpIKuAwuzCfkH6xq5GyvLKKMsrIy8zj4bOBs6adRavP/31VLdV+zVkLlp4KhA4VW74JjKN6oeBjcAjwJdjP7+U2mbJdODNcTxYgZt9J/ex7+Q+vvHMN3jolYfIzcztNe5ZZCKJvwOdrABGV6iLcGRsqfkD2Xh4I19/5uvcvvl2Wrpb2FO/h+vOvI6rT7+aa1dqhmxJTHwGxlgDGN5xIC8rr18NjLysPEKufwCjJ9xDMBzslVbbN8W2rxerXyTiIhxoOEBtey0OpwLQMuVVNFawpGTJgLXCAhbwAxh9g9dLZizhp9f+lLK8sl7L/QBG8FQ9Gi8rIj6AkRPIYVHxIqqaq/yLu+Wly/3tjDSTQkNIJB2877M3dApO9RWvkOeR5iP9gnQFWQWjysBo6moiMyOT2QWz/f0WZRf129bJzpOU5ZVhZn5G4gULLuBV814FwN0776Y8v5wrll7hr+MFASe7RDIwPgGcDxx2zl0JnAvUDb2KyPC8qKP3n0HERbj/5fv9DuqNKcsJ5BCMBPnX1/zrpErLl+klPgMjGXUwnHPc/MDN3P/y/WPeVl+VTZUYxlOHnuK2x24j4iJcsvgSbrnglhHdDZPprSfcQ05mjj/kYyw6gh3+jCb+rAjhUxkY3nMvgNHY2cg3/vINbt98O209bX7xv6EKebZ2t/oV2fef3E91WzWAAhgypTnnqGiq6JdF4QlkBPxsvL5DSAbjFfHsDHWeGkISy8Bo7Wn1L/iyA9nRAEZLFXUddRjmD2MpzC4ccbZfWV4Zhvk1MUTGgx/AyMzvVQMD8KdSPdx82A9gxA8hGbQGRs+pGhh9NXU1MSN3ht+nBsrA6Ap10RXqojQvOl2rN4zkggUXMK9oHvMK5xGKhLjmjGuYkTvD72tTJQMjkf85upxzXWaGmeU45142szNT3jKZ8ryoo/efwSsnX+HHL/6YwuxCXrfsdRxuPsys/Fnc8aY7CGQE+k0zJDKRxGddDDYTyVOVT3Fa6WksnbF02O01dDZwsvMkVS1VyWqi73DTYc4oO4Mrll7B/7zwPxTnFCtwISPWHe5mVmAWgYwAYRceU+2XjmCHf2coKyMLh/MDgfE1MLwAxsnOk+xv2E9BVgE94R5m5s+kvqN+yEKeu2t343BkZmSy/+R+fzy9AhgyldV11NHW0zZoACM+iNB3CMlg8rPyibgITV1N/hCS3MxcMjMyae1uJScQrWuWHchmUckiHq14lIrGCkrzSv270zNyZgy6/cG8ZslrWFi8sF9GiEgqxWdgeDPpeNckxTnFzMidweGmw5QXlGOY/9sr9G4AACAASURBVP3Mz8qnI9Q/gBFxEf9m7UBDSJq6mpiRM8MPNuRn5eNw1LTV+J/xjoXevq487UqyA9m9MjEeOfgIrz/99ZgZZbll1HbUTqsAxlEzmwHcDzxmZo3A8WHWERmWd6LppS4ebTkK4EcwDzcdZknJEj+6LzKRxQ8hGSwD446td3Dl0iv56PkfHXZ73t3h+LH+yXK4+TAXLLiAt5z5FhaXLMbh+lWAFxlOd6jbz5oACLswmTa6+ikdwQ4/Fd3bnnfnKi8rj7AL0xPu8YeaHG05Skt3C209bWRmZLJy5krqO+qHLOS5o2YHOYEcXr3g1eys3cm8onnkBHL6TR8nMpVUNlYCcHpp/wKeEB1C4hlJBgZEMw+92YDMjOKcYpq7m/0hHl4GBsCWY1u4cMGFfv2K0fS7zIxMzph5xojXExmL7lA3hpGTmeNnjccH+5aULOFI8xHMjNK8Uv8YVpA98BCS9p52HA7oP4TEuWigYm7hXD/YUJBdgGEcDB70P9c3gLFu7jrWzV3nv/+eNe/hLSve4hfXnZk/c3oFMJxz18eefsnMngJKgIdT2iqZFryoo3eSGh/AiLgIVS1VrJ27Nm3tExmJXkNIBsjAcM7RHeoedDxkX8dbo3Firxr1aO2s2cnjFY/TFerikxd+kmA4SHN3sz/1sPqYjFZP5NQQEmDAaRgTNVAAwztRzM3MJRgO9grm7anbA0TvZPWEe5hXNI+dtTsHHUISioTYcmwLq2ev5uzys9l4ZCM7a3Yyt3CuhibKlHaw8SCG+WP1+4rvs4n23/hx9PE3mYqzi6MFcmPHw6xAlp9in5+Vz0fWf8Q/pilwKJNFMBIkO5BNVkZWr++2Z0nJEv4fe3ceH1dd73/89cm+p83SNl2S0gKlUPYCImURsKCyiSIqKnqvct1B7wWEKxfQn4qCXpfrvcrlCi4I3ouCCMgiQhEoAt1o6UIhbWibtE3aJM0+meT7++PMmUzSLJPJTGaSvJ+Pxzw6mTnLJ9P55pzzOZ/v9/tk9ZPkZuZSlts3SG1uRi4dwY6DqhMjE+0Du5D87vXfsbNlJ5cccclB04sf6DpAW6CN/Kz8gxIYA+Vk5JBTkBP+uTTX63blVx5OdMPecjOzNDPb4P/snFvhnHvYOZfaQ+zLhDCwAsO/YGtob6CupY7u3u7wRZZIqhupAiPQE8Dhhhy0dqC6Fq8Cwx/sNhq/2/A73tr/Fnvb9nLb87fx2NbHuHXFrbxS+word67khbdfoKbZG1tmqJNZkWhFDuIJjGkq1bZAWziB4Z8Y+seG3IxcHC5cnVeQVXDQyO7+aO1DVWA8V/McDe0NvO+w94W7S21r2ha+OywyWVU3VjOncE64UmKgyIE9R9OFxOd3IQFvKtUDXQfCd6zTLZ2yvDJOnXsqV59yNWV5ZeHEhaZClYliYLUh9G8rlcWVdAY72bJvS79ZdvxkwcBxMPxEe3F2cb8KjL1te/nt+t9yVtVZLF+4vK8CIzOfk2afRK/r5fq/XE9De0M4ETg9Z3pUv8PswtkUZxdPmlnmhv0tnHO9ZrbOzCqdc2+PV1AyNYTHwAjdZfMrMPa179NFlkw4I1Vg+BdjI82S4PMTege6DtDT20N6WjrB3iC/XPtLAj0BPnfS5/ot39LVwm/W/4a61jrmFs3lhR0v8MKOF5iRN4MfnPcDrn3qWlbUrODkOScDRDUOh8hwunr6n9SNZSDP9u728J0k/8TQT1L4F1572/YCXin8uj3r+q1fnl8e7n8fyTmvTPeBjQ8wv3g+S2cvBeCaU64hNzOXY2YeE3PMIhNBdWM1i8sWD/l+v4uyUXYhGfi8MKuQHQd20N3bTXZGdviu842n3xheZlrONLLSs5iZPzPq30EkmfwBq/sl+yIrMELXKp3BzvAAntDXNjqCHf0qH/xE+7yieWzetzlcofF289s4HO897L2YWbj7R15mHkfPPJpbzryFbz//bb7yxFcI9gYpyS2JukvIZUddxvKFy2P8BFJPNGmYCuB1M3sZCN86dM5dlLCoZErwu5B0Bjvpdb3hPv8NHQ3UNNVgmO6OyYQx0jSqflXGaLuQOBzNXc2U5JZw+wu38+LOFwHvYBSZ6feXf2PfG7R3tzMjbwaXHXUZx848luKcYs6sOpPfvf47Aj0BirKLwv2QRWLR09tDsDdIdkZ2fBIYwfZwKXpkF5KMtIzwYGl+AuPQkkNZt2cdpbml3lSOwQ7yM/MpzCoMV/b9reZv3LP2Ho6eeTTnLjiXHQd28NV3fDV8QXXOgnNijlVkomjpaqG+vZ73TX/fkMtEjoERdReSrCG6kGQXhSswhqrmyEzP5Mfn/7jfhZ5IKgv0BMhMy+z3nR5YgeErzzs4gdEWaOt3vuYn2ucWzWVD/QY6gt50xLtbdwN9A0tHjoEBXpffO959B9987psUZRfxlXd8JeoukAO7lEx00fylujWWDZvZPOBXwCygF7jTOfejWLYlk9OBgHei2d7dzt62vXT3dlNRUEFdax2v17/O3KK5ZGdkJzlKkeiMNI2qX4ExXBeSb6z4BmdWnckZVWdQ11rHjLwZ7G3fS2NHI8XZxby480VOmn2S1yVkx0ouXHRheN1dLbsA2HFgB02dTZxQcQLnH3p++P2z5p/F/a/fz6aGTXxkyUfU71/GxE/SRXYhGWsFht+vPpzACHoJDP+u1962vWSkZYS7Fs4unE1boI3qpmoKsgoozCqkJdBCXUsd33vxe2SnZ7OiZgXgnWyeOu/UmOMTmYi2NYUG8CwZfABPiG8XkqLsovA0qsOdv80pmhPVfkRSQaAnQHZ6/wqMyJkR8zLzKMsro6G9oV+iwm8nA7uQ+JW4/owhzZ3N4QRGVnpWuJuVP26F/y/AvOJ5/PyCnwNM6fO4EYedd86tALYDmaHnrwCro9h2EPhn59xi4B3AF8zsyDHEKpOIc67fGBi7DngXX8fO9AYU3LB3A4eWHJq0+ERGa6RpVEfqQtIZ7OSV2ld4bc9rNHY20tXTxVEzjgK8cTD8A+Dxs46nqriKF3e82G99vw2BV564qLT/bNdziuZw/WnX88PzfshHj/5oDL+hSB8/SRePCgznHB3dHYMO4pmZlhn+ub6tnuk50ynN807mKgoqmF04G/DuVM3In0FdS134ou3TJ3yaYG+Qp7c9zfGzjh9yDACRyeqt/d6sBYdMO2TIZcYyCwkcXIHhT68abTJEJNUFegIHj4ExoK34ifV+Y2BkDj4GxoGuAxgWTuT5A3nubt3NrPy+gaUrCiv4yXt+wgkVJ/Rb38ymdPICoqjAMLPPAFcBJcBCYA7wM2DY+kvnXB1QF3reYmabQutuHGPMkqL2d+znP17+Dz5+zMc5ZHr/g+WGvRu4a/VdpFs617zjGqblTKPX9QLeXTb/7vGxs47l8bcep8f1DDnll8h4O9B1gG89961+Awdmp2dz/bLrwwcrfwaGYG9w2AqM7t5ualtq+feV/06gJ8BHj/4op8w9JTxAYXNXc7g7yJHlR/LM9mdo7GgMJz7ys/I5bd5p3LfhPm+u8FCmflfLLkpyS2jsaMThWFS26KAYllUui+OnIpPRqtpV3L32bv7tzH9jdd1qHtv6WL/3T5lzClccc0U4SRdZgfHQ5ofYun/rQducljONr5/x9X53rCK1d7fjcAcN4ulXYPgXQnva9lCSWxIeK2N24ezwiWFBVgELpi9gze41bN23FcN41/x38eCmB6ltrVX1hUxJ25q2UZpbOuyAmbHMQhJZdTFwEE/wBmPPTlcFrUwOgyYw0g5OYKyqWzXoGBgDK29bA63kZ+WHj2X+YO17WvdQUVjRb1mNVza4ESswgC8ApwEHAJxzW4EZo9mJmc0Hjgf+Psh7V5nZq2b2an19/Wg2KymkM9jJN1Z8g1dqX+Hvuw76b+blXS/zVuNbvLH/DTbWbwxXXxRnF9MR7KChvYHMtEwWTF8QXkcVGLFTu4qvbY3b2NiwkbzMPGbkz2B6znQ279vMut19Awl293SHs+2DjoERUZWxqnYVm/dtprqpmpU7VwLe3WXwMvF+MsOfLaGxsy+BUZBVwClzT8Hh+u1/14FdLJy+kHlF88hIyxj2jpvEbrK3re7ebmqaa2jpamHljpXUt9czI38GM/Jn0BZo4+ltTwMRXUgiKjD+uv2vNHY2hpefkT+DnIwc1uxew7bGbUPu07/75CfjhqzAaK+nNLeU2YWzufSISzm96nTOPuRsLj/qcoqyizhk+iH0uB6ef/t5KgoqyM7I5pwF55CVnhUevFZS12RvW8nw1v63+p1XDWa4i7KhpKelhyuaIisw/IR+bWtt1NUcknhqW2NzRNkRLJmxZNhqpXMXnMuHjvxQv1lBhupC0hJooTCrkNmFs8lIy2BLwxacc+xu2x0e/0KGF02qtcs5F/BLVcwsA3DR7sDMCoDfA9c45w4MfN85dydwJ8DSpUuj3q6kjl7Xyx0v3kF1YzU5GTnUNNUctExDewPTcqbR1NlEe3d7OIExq2AWW/ZtCd9J9g9+hg3bZ1OGp3YVX/7B56oTr2LB9AX09PZw2f9dFp4tB7wLP/9u9HBdSMAbpwJgTuGccOKivt37t7mzOTy/96yCWeRn5tPY0RjO4BdkFXDItEMoyCpg3Z51nDn/TJxz1LbWctys4zh6xtHUtujkMVEme9uKPOFq727n0OmH8vUzvg7Ar9f9mgc2PUCv6w1/nweOgbG0YilXv+Pq8PZ2t+7mM3/6DDXNNQdVBd256k4CPQFOrzwd6Lv4iRwDIz8zv9/2y/LKSLM0PnX8p8Lb+dgxHwP6yuR3t+3m1LlexcUHFn+AcxecS1F2Ubw+IkmQyd62xlugJ8DOlp0jVh8NNbPCSPIy8+gMdvarwPCnM/bvWEtqUNsamyuPuxLwjlm+gcm+ecXz+PixH+/32nDTqBZmFZKTkcORZUeyqm4Vly6+lM5gp2bniVI0FRgrzOxGINfM3g38H/CnaDZuZpl4yYt7nXN/iD1MSWV3r7mbv+/6O5854TMcM+MY3m4+eMbdhvYG5hXNwzDau9vDU6j6DXVv297w1FqFWYXDzlkuMt78g49fYZGels68onn9vuuBngCZ6Zlkp2cP24UEYEfzjnCVhF9tEa7A6Gpif8d+stOzyc3IZXrO9H4VGPmZ+ZgZR884mtf2vAZ47SvQE2BO0Rzev/j9fOHkLyTgU5CpIDKB0dbd1q+ve1leGb2ul8aOxkHHwPCXiTQzfybZ6dmDHhe2NGxhTd2acPLOXzdyGtXM9Mx+2x9u5oKKworwccPvj5yelh4u0xWZSmqaauh1vaOqwIi2CwlAXob3t2FgBYbffpXAkMnGr8AwrF/ibyjZ6dnh655ILYGWcHerE2efSE1zDev3rgdQBUaUoklgfA2oB9YD/wQ8Bnx9pJXMK9n4H2CTc+4HYwlSUteft/6Zh7Y8xIWHX8iFiy6kaloVu1p2HTSYW317PeV55eRm5noJjNAUqn5DrWutC98hO2bmMbxj7jvG9xcRGYZ/8Im8mKssruxfgdHTTWZaJtkZ2XQFu/olLODgCoySnBLK88tp6GjAORe+iOsMdlLXUkdJbglmRkluCfs79vfrQgJw9Iyj2dO2h3vW3sM3VnwD6BvRWiRWkYOO+VO7+fwEQ0N7Q7jKaGC/4IEJBjPz2soglXlt3W3Ut9eHp44LJzBCd4EDPQEy0jKGTZBESrO0cOKialpVlL+xyORU3VgNMGICo19Z/CgG3szLzOvXxQu89u6f1ymBIZON/12PtlLJzMjLzDsogdHc2Ryeyv7EihMBeOSNRwAlMKIVTQLjYuBXzrnLnHMfdM79t3MumvKj04CPA2eb2drQ471jilZSyuq61fxs1c9YWrGUfzz+HwHvoq7H9fSbEaHX9bK/Yz9leWXkZebR1t0W7kIyI98bTmV/x/5w/+evLftauFxLJBX43Tci7zRVTauiob2BtoD3Xndvd7gCY2P9Ri5/4HK2N20PLx9ZldHc1cz03OmU5ZUR6AnQEmgJV2CAN/Caf9d4Ws60foN4+gmMY2d5M/b8ftPvyUzP5JxDzgmPmSESq8hBx9q728MlsNCXnKhvrx90GlUYPMEwMNnnaw204nBsqt/EtJxp4ZPCgX3y+yVI8oauwIC+izU/kSEyVVU3VpOXmTdiSfpYupBEHhN9/sxASmDIZOMfi0bz3c7LzAufJ4I361ZjZ2P4mqeyuJLyvHJer3+ddEtnZoG6kEQjmlqxi4AfmtlzwP3AE865EedKc849D0ztOV4msZqmGr77wnepLKrkutOuCx8A/ZPGt5vfDt8B29+xn17XS3l+OXkZeXR0d9ASaCE7PbvfyNh+NlIk1bR3tx90pznyu764fHFfBUZ6NtubtwPw5v43wyNIDxwXozS3NHyxV99WT0N7AzkZOXQGO6lvr+eIsiO85fJK2b9rP22BNjLSMsIHznlF81g2bxkLSxbygcUfmPJTakl8+AmM1kArHd0d/fq3R35fp+d6A5VlZ2RjPX3fvcESDFXFVTy97Wmv32+obNY5F04Mbt63uV/CYeBUddFWYIA30059W334Ikpkqnqr8S0WTFsw4rEhsgJjNF1ICrIKwhVbkZTAkMkqXIExikql/Mz8fhUY7d3tdPd2hxMYZsbNZ95MdWM1Mwtmqt1EacS/VM65T4XGsngP8FHgP83sKefcpxMenaSkps4mvrHiG+Rk5HDzWTf3y8DPKZpDmqVR01zD6XgDs/l3lsvyysjPyqetuy18Iht5cuw3ZpFU097dftCJWmVxJRCRwAgN4tnjesLL+NOhgtc1JN3Sw+9Pz50evtirb6+nvr2eRaWL2FC/ASBcgVGSW0KgJ8Du1t3h8S/AO+hdv+z6BP3GMlX5CYP9HftxuH4VGPmZ+eRk5NDQ3hBOdGSnZ4enxIahKzAAapprWDJjCeBVLPldDQM9gX7rRZ4cnlF1RvikMd3Sw4mToRwz8xiOmXnMqH5nkcmm1/WyvWk75y08b8Rl/faVZmmkWTSF2Z7Ll1we7g4cyR/IUxdiMtn4N2tH29UqMoExcNYt8Cp61e1xdKL6S+Wc6wb+jFeBsQqvW4lMQY0djdz8zM00dzVz0xk3HXSympWeRUVBRb8B2/xBCv0uJO3d7bQEWijILOiX/BhunnKRZGoL9B/MEAhPEemXxnf39HUh8dW11IWfdwY7KcgqCB/4SnJLwiX5b+1/i+7e7n5TB/sJjNLcUsBLlPjdR0QSKT8zP/x3O/J7b2aU55WHB40F72++fwc3PzN/0JJy/8Qs8rjgd4nyRR5L/AufdEvnvIXnhS+wSnJLRnWBJTJV1bbU0tXTNeL4F9B3UTaa6guA+dPmh7syRlIFhkxW/vnbaLtaDZbAGCkZL8Mb8UzAzM43s3uAN4EPAncBFQmOS1JQbUst1z51LbtadnHj6Tf2u9iKVFVc1W/ANv9EuDyvvC+BMUgFhrqQSKoaOJghhAYnLOobnLC7t28QT19kBUZXTxfZ6dnhO9oluSUUZxeTkZbBpoZNAP3alD+XuJ/IqG2tVQJDxkVeZl64cm7g974sr4z69vp+s5D4J3NDjU9RmltKfmZ+v+PCwEHNItctzinmundex6/f/2vMLHxhNdL4FyLiiXYAT4itLH44FYUVcd2eSKqItQLD7y4J0NjZCKjqfKyiuZXxSeAh4HDn3JXOuceiGQNDJpet+7Zy3VPX0RHs4NvnfJsTKk4YctmqaVXUtdaF79DVt9eTm5FLflY++ZmhLiQBbw7kyLt1asySqtoCbYP29a2aVhWuwPBnTPDvOpXmllLbWos/5nFnsJOcjJzwdvxZRspyy9iw1+s2cljpYeFpIEvzSvv9G+wNKoEh4yIvM4+GDi/xPPB7H05gBLswrN8gm0ONT+HPRBJZgeEPauafCA6cveT0qtPD42WMtH0R6a+6sZqMtAzmFc8bcVm/gmo0d5WHU5ZXRmVRpUriZdIZ7SwkMEwFRo4qMMZixASGc+7DzrmHnHNdAGZ2mpn9NPGhSapYU7eGG/96I9np2Xzv3O+NONNBZXElDsfOAzsBrwLDP/H0p1FtDbRSmF0YvlgDdSGR1NXe3X7QnWjwvuvNXc00dzbT3dtNVnpWuAvJafNOozPYSXOX10fYT2D4SQi/sqIsr4we18O75r+L2YWzw5VIAysw4OCLSZFEyM/MD3fxGPi9L88rp6mzibbuNrLSs/pVSAyXYKgq9pJ9fkLP374/yO1w64YrPPJVgSESjerGaiqLKqPqFuIvM9ouJENJszR++r6fctb8s+KyPZFUEcssJPlZ+QclMNIsLZygl9hE1ZnUzI4zs++Z2Xbg/wGbExqVpIxntj3DrStupaKggtuX386cojkjruOPJu+XCze0N4RLf/Mz8wn0BDjQdYDCrP4JjKLsogT8BiJj1x4cPIEROROJPwZGYXYhBVkFHF9xPNDXjWSwCgzwym2z0rP4xLGfAPoqkfz3s9KzKMzyDnSqwJDxEFkZN1gXEvC+1353KX+GHr90fDCVxZW0BFrC5bN+Se0RZUdg2LBTPeZk5GAYswpmxfYLiUwhzjmqG6tZWLIwquVjKYsXmYpi6W6Vl5lHd2833T3dgDeWYHF2scZzGqMh061mdjjwYeAjwD7gd4A55941TrFJkj246UF+sfYXHDPjGG48/cZ+o9EPp6Kwgoy0jHBpfX17PYdMOwToOxnucT0UZBWQkZZBZlommemZGvBJUtZQFRh+iWxNcw3B3iCZaZlcduRlvHvBu8Pf57qWOo4sP5KuYBcFeQXkZOSQkZYRTkp8/JiPc9Gii8IXhsXZxWSlZ/XbX2luqTfwrRIYMg4iK30OqsAIVUHsPLAzXG2UlZ7F98793rDl6pEDeZbkloS7kFy86GLOqDpj2AHNirKL+O653x1y3CUR6e/zJ30+PAD0SMJdSJTAEBlWrF1IwDuPLE4vpqmzSV3m42C4erHNwN+AC51zbwKY2VfGJSpJKuccv1jzCx7a8hDL5i3jq6d+dVSNNSMtg7mFc8N3pZs6m8InvZEnw37FRW5mrkrjJWU55+joPngQT/C6efiDEwZ6AmSlZ1GcU0xxTjHB3iBplnZQBcahJYfS3Nkcng51eu70fhdvi8oWEewNht8Hrxpje/P2qJOIImPRb+rUAd85v5pub9te5hT2VeQdVnrYsNuMrMw7btZx4QqM6bnTmVkwdPWFb3H54uiCF5nizIx3zntn1MvHuwuJyGQVSwWGf33T3t1OcY4SGPEy3F+rD+BVYDxjZo/jTaFqwywvk0CwN8gPX/ohK2pWcOHhF/KZEz7T70IqWpXFlWxu2NxvClXon8Dw7ybnpOeoMUvKau9ux+EGTWCYWbhvf3dvd78TwIy0DGbmz+xLYPR4CYxLF1/KpYsvHXJ/HzrqQ3BU/9f8gTxVgSHjwZ8dyrB+0wJD399yhxtV1VxxTjHF2cXhyry2QFu4Ak9EkifchSROg3iKTFaxDHgbWYEB3iwkc4vmxj+4KWbIDjjOuQedc5cDRwDPAl8BZprZf5nZ8nGKT8ZRR3cHtz57KytqVnDlsVfGnLwAr1x4b/tedhzYAfSd9EbezfMHsCnNK1XfZklZHcEO4OA70b6qaVVsa9oGHHxQm104O5zA6Ap29RvzZTT88TCUwJDx4H/X8zLzDjoGZGdkh7s/RU4ZHI2q4qrwTCRt3d7MPrEeY0QkPuI9jarIZBXrGBjgHfOcc6rAiJMR68Wcc23AvcC9ZlYCXAZ8DXgywbHJOGrqbOLWZ2+luqmaa065hnMWnDOm7fnlwqvrVgN9ZceDVWD86+n/qtJFSVl+X/3BKjDA+653BjuBgw9qswtns7F+I845OoOdB93Njpbfl1ldrWQ8+N/1ob5vZXlltARaRv19rppWxVPVT+GcG3JqYhEZX/5dZZ2HiQxvrGNgtHe3093brQRGHIxqCFTn3H7n3M+dc2cnKiAZf3UtdVz31HXsOLCDm864aczJC+gbsG1V7Spg8C4k/hgYxTnF6tsvKcsv+xsqgVFZXBl+PrCkvqKggo5gB/s69tHjemKuwJhXPA/DmJE/I6b1RUbD/64P9Z33/56PtgKjsriSzmAn9e31XgWG/u6LJF0sF2UiU1Es06hGJjDq2+uBvm7BEjulW6e4N/e/yS3P3kKv6+VbZ3+LRWWL4rLdmfkzyU7PZnfbbgqzCsMnupF33FQOLxOBn8AY6m5xZAJjsC4kANsavS4msSYwlsxYwj2X3BPuSiKSSCMlMPyKulFXYEQM5NkaaFUFhkgK0DSqItGJaRDPUKK+LdDG5obNABxWMvyg1zIyTUI7ha3dvZYbnr6B7PRsbn/37XFLXoA3uKF/Yeef7II34wh42UtNmyoTwUgVGMU5xeFywIEHtYrCCoDwGBmjvWMdSckLGS9+YmHIBEZoVqlYKjDAm0q1vbtdSWyRFKBZSESi4yf7RtNW/ONoR7CDTfWbKM4u1rh/cZCwBIaZ/cLM9prZhkTtQ2K3YvsKbl1xK7PyZ3H78tuZUzRn5JVGyT9Z9cuNwUtcZKRlhAeBE0l1/nSPQ13MAVQWed/1gRUYM/JnkGZpY67AEBlPUXchGWUFRn5WPqW5pdQ019DW3TZsmxKR8RHLzAoiU5F/k2o0N2Az0jLISs+iLdDGpoZNLC5brMGr4yCRFRj3AOcncPsSo4c2P8QdK+9gcdlibjv3toTd2fXLhSMTGOCdFCuBIRNFR7c3C8lwF1v+mC8DKzD8qVT9CgwlMGQiSNQYGOAdF8JdSDQGhkjSmRmGqQuJyAhinXI4NyOXutY66lrrOLL8yESENuUkrF7MOfecmc1P1Palv7eb3w4PmDmcHQd28FT1U5w27zS+eupXE9qNw7+o88uNffmZ+eEpVEXibVP9pnA/w3hYs3sNhg2bfPCTdYMd1CoKKli925uNRwkMmQjCs5AMkWDwuwXGDP+5RQAAIABJREFUcvyomlbFa2+8RrA3qC4kIikiIy1DFRgiI4h1yuH8zHzW7l4LwBFlR8Q9rqko6R3ezOwq4CqAysrKEZaWoWzdt5VfrP1FVMteePiFfPqET5NmiR0C5dCSQynOLubw0sP7vb5w+sKDkhoSX1O5Xa2uW839r98f121WFVcNW/K3ZMYSCrIKqCioOOi9I8uPZPXu1WSmZTIzf2Zc45LxNxXaVl5mHnMK5zB/2vxB3y/NK6WioKLfALbRWjJjCQ9tfgiAeUXzxhKmTDJToW2lqkOmHaL2OImpbcVHUXYRpbmlzCseXVupmlZF7c5apudMZ2HJwgRFN7WYcy5xG/cqMB5xzi2JZvmlS5e6V199NWHxTGbB3iDdPd0jLpdmaWMaSHCKm5Cd1qZau+ru6SbYG4zrNrPSs8Klg7HoDHaSZmkauHZoaltTSFewCxjboLYSlQnZrkBtS1Ke2pZEzTlHZ7CTzPRMDZY7sqjalj7FSSIjLUONQgSvG0eqlcKq64hIHyUuRERkqjCz8CyMEh+aRlVEREREREREUl4ip1G9D1gJLDKznWb2j4nal4iIiIiIiIhMbomcheQjidq2iIiIiIiIiEwt6kIiIiIiIiIiIilPCQwRERERERERSXkJnUZ1tMysHqiJYdUyoCHO4UxE+hz6JOKzaHDOnR/nbSbcGNoV6Dvl0+fQR20rRG0rLvQ59In3ZzEh2xXofDBO9Fl4dMyKoLYVF/osPElrWymVwIiVmb3qnFua7DiSTZ9DH30W8aHP0aPPoY8+i/jQ5+jR59BHn8XY6TPso8/Co88hPvQ59tFn4Unm56AuJCIiIiIiIiKS8pTAEBEREREREZGUN1kSGHcmO4AUoc+hjz6L+NDn6NHn0EefRXzoc/Toc+ijz2Ls9Bn20Wfh0ecQH/oc++iz8CTtc5gUY2CIiIiIiIiIyOQ2WSowRERERERERGQSUwJDRERERERERFKeEhgiIiIiIiIikvKUwBARERERERGRlKcEhoiIiIiIiIikPCUwRERERERERCTlKYEhIiIiIiIiIilPCQwRERERERERSXlKYIiIiIiIiIhIylMCQ0RERERERERSnhIYIiIiIiIiIpLylMAQERERERERkZSnBIaIiIiIiIiIpDwlMEREREREREQk5SmBISIiIiIiIiIpTwkMEREREREREUl5SmCIiIiIiIiISMpTAkNEREREREREUp4SGCIiIiIiIiKS8pTAEBEREREREZGUpwSGiIiIiIiIiKQ8JTBEREREREREJOUpgSEiIiIiIiIiKU8JjAQysx4zW2tm68xstZm9M/T6bDN7IMZtbjezsvhGCmb2DTM7d5j3LzGzI+O9X5FojaU9mdlSM/txFPv4spltMrN74xV3FPvs17ZGaosiozXGtnOWmT0yhn2/GON6t5jZv8S632G2O9/MPhrv7YrEKkHnivPNbEMcYvusmX1irNsRiacxHtOOM7P3jmHfcbsOM7PWeGxnKjLnXLJjmLTMrNU5VxB6fh5wo3PuzDFuczuw1DnXEIcQR7Pfe4BHnHMH/WEwswznXHA845GpJxHtaZB9bAbe45zbFuXyY/7uD9e2ROJhLG3HzM4C/sU5d0ECQxxsv7cArc65O+K83bNIwu8jMpQEnSvOxzuuLBl7hCKpZYzHtE/iXUd9McZ9bydO12GRv4eMjiowxk8R0Aj9M+NmlmNmd5vZejNbY2bvCr2ebmZ3hF5/zcy+FLGtL4UyjuvN7IjQ8vlm9gszeyW0nYtDr3/SzB4ysz+Z2TYz+6KZfTW0zEtmVhJa7h4z+2Do+W1mtjG03ztCmc2LgNtDGc+FZvasmX3bzFYA/xradmZo/aJQhjJzXD5ZmYpG257Cd5FDd3Z/EfoOV5vZl0Ov/wxYADxsZl8xs5JQ23kt1FaOiVj/TjN7EvjVKNrYZ0Ltc52Z/d7M8oZoW5Ft8SQzezG0zstmVmhmR4Werw3Fdth4fvAy4Y2q7UQapk2Um9lToePSz82sxkJ3qCziDpOZXRfa/jozuy302kHtYrjgzewyM9sQWv650Gt/M7PjIpZ5wcyOMbMzQ+1kbeh3KgRuA04PvfYV8461t4dieM3M/im0jbPMbIWZ/a+ZvRE6Ll4RanvrzWzhmP4XRAY32mPbJ83sj2b2uJltMbObI7aVbmb/bWavm9mTZpYbOsas9hcws8PMbFXoeb9zv9Br4UooMzvUzP5ifXe9F5pZhZk9F2pPG8zs9PH5mETCom4zZpYFfAO4PPSdvdyGvn4a7XXYoOeWofe+GmofG8zsmoG/gHluD72/3swuD72eZmb/GWrDj5jZY2b2QTM7x8wejFj/3Wb2h/h/tCnMOadHgh5AD7AW2Aw0AyeGXp8PbAg9/2fg7tDzI4C3gRzgc8DvgYzQeyWhf7cDXwo9/zxwV+j5t4GPhZ5PA94A8oFPAm8ChUB5KI7Phpb7d+Ca0PN7gA8CJcAW+qpzpkW+H/G7PQv8Z8TPdwOXhJ5fBXw/2Z+/HpPrMcb2dBbe3SiAW4AXgWygDNgHZIbe2w6UhZ7/BLg59PxsYG3E+quA3NDP0bax0ojf5f9FtOOBbctvi1lANXBS6PUiICMU1xWh17L8OPTQY6hHHNvOUG3iP4AbQs/PB1xEO2oN/fueULvLC/3sH9OGahe34FVKDPxd1gNzQs/949OVwA9Dzw8HXg09/xNwWuh5Qaj9hH+f0OtXAV8PPc8GXgUOCS3XBFSEXt8F3Bpa7mp/f3roMdbHGNvnJ4E6oBTIBTYAS0PrBoHjQuv8L33niM9EvP5t4EsMfe4XbofA34H3h57nAHmhuP419Fo6UJjsz1OPyf+IQ5v5j4htDXX9NNrrsFsY5NwSOBHvuJWPdxx6HTg+tI5/fPwA8FSoDc0MxVqBdy74GF7BwSy8RM0HAQv97uWh9X8LXJjs/5fxfKgCI7E6nHPHOeeOwDup+5WZ2YBllgG/BnDObQZq8E7AzgV+5kLl6c65/RHr+Fm2VXiNFWA58DUzW4uXXMgBKkPvPeOca3HO1eM19D+FXl8fsb7vANAJ3GVmlwLtw/x+v4t4fhfwqdDzT+ElNETiaSztaaBHnXNdzisB3It3wBgoclt/BUrNrDj03sPOuY6IZaNpY0tCd4rXA1cAR43w+y4C6pxzr4RiOBD6e7ASuNHMrgeqBsQhMph4tZ2h2sQy4P7Q648Tuhs2wLl4J5PtoeX8Y9po28ULwD1m9hm8kz2A/wMuMK/q7x/wkoD+sj8I3Qmb5gbv7rUc+ETo2Pl3vAtBv6rpFedcnXOuC3gLeDL0+mDHTpFYjbV9PuWc2xc6FvwhtCzANufc2tDzyPPFu4BPmVk6cDnexc+w537mVS/Ncc49GIqhM9SWXwlt6xbgaOdcy9g+CpGoxPN8cKjrp9Feh8Hg55bLgAedc23OudbQugMrlZYB9znnepxze4AVwEmh1//POdfrnNuNl3zEeVmLXwMfM7NpwKnAn4f7wCYbJTDGiXNuJV5GrnzAWwMbXOTrQw1Q0hX6twfvjpK//AdCDfo451ylc27TgOUBeiN+7o1Y348zCJyMl3W8BHh8yF8K2iLWewGYb2ZnAunOuTEPHiUylBja00CRbSKyHY20Lb9Ntg14PZo2dg/wRefc0cCteAfJ4Qz6N8A591u8bicdwBNmdvYI2xEJG2PbGapNRLvuYMe0exhFu3DOfRb4OjAPWGtmpaELqaeAi4EP4V2Q4Zy7Dfg03p3pl/xS30Hi+lLEsfMQ55yfqIj62CkSDzG2z4Htyv95qOPc7/Eqoi4AVoWSHyOd+w26f+fcc8AZeBVKvzYN+CnjLA7ng0NdP432Oizy9cj3Yj22Dvc6eDeKPwZ8BC/JMaXGIlQCY5yETpzS8UqKIj2Hd9cJMzscL+u3Be9Oz2fNLCP0XskIu3gCr0+WhZY/PsY4C4Bi59xjwDWA36+4Ba9Efji/Au5D1ReSYDG0p1hEbussoME5dyDGbYHXfupCd4mviHh9qLa1GZhtZieFYig0swwzWwBUO+d+DDwMHDOGmGSKGWPbGapNPI+XOMDMlgPTB9n1k8A/WGiMi4hj2lDtYqj4Fzrn/u6c+zegAS+RAd5d5R/jVU3sj1h2vXPuu3hdQ47g4Pb2BPA56xvD6XAzyx8pDpFEiLF9vtu88Wly8ZIPLwy3D+dcJ973/r8Ina8Nc+7nr3MA2Glml4SWzzZvHKcqYK9z7r+B/wFOiOkXF4lRDG1msGPAYNdPo70OG8pzwCWh9pIPvB/42yDLXB4ad6McLyn4Mt6x9QOhsTBm4nVtBMA5VwvU4iX074kxtglLdxASKzdUkgReFu1K51zPgCqn/wR+FiqfDQKfdM51mdldeKVOr5lZN/DfeP2Mh/JN4Ieh5Q2vj1Yso6wXAn80s5xQzF8JvX4/8N+hUtwPDrHuvXh9mO+LYb8iIxlLe4plf7cAd5vZa3jltFfGHLnnJrwS9Rq8EnT/ADpo23LOBUIDOf0kdGLagVfSeDle2WA3sBtvQCqR4cSr7dzC4G3iVuC+0Pd1BV6f/H6l5M65x80baPNVMwvg9eu9kaHbxVBuN2/gWgOeBtaFtr/KzA7QP4F+jXmDHfYAG/FKbHuBoJmtwzvp+xFeCfDq0LGzHu8iUGS8jLV9Po9XTn4o8Fvn3KvmzUIynHuBS+nrFjXUuV+kjwM/N7NvAN3AZXil8NeGjketgCowZDyMpc08Q1+Xke8w9PXTaK/DBuWcW23ebHMvh166yzm3ZsBiD+J1A1mHV/VxnXNut5n9HjgHb2ybN/COlc0R692LNw7GxtHGNdFpGlWJG/NmTrjYOffxZMciIiLjw8yygR7nXNDMTgX+yzl33EjrxTmG2Xj9l49wzvWO575FksVinBLSvJlFip1zNyUkMBGJCzMrcM61mlkpXhLktNB4GJjZfwBrnHP/k9Qgk0AVGBIXZvYTvD6V7012LCIiMq4qgf81szQgAHxmPHce6nf/LeCrSl6IDM+86RcX4s0kJCKp7ZHQQJ1ZwDcjkher8MZj++dkBpcsqsAQERERERERkZSnQTxFREREREREJOUpgSEiIiIiIiIiKS+lEhjnn3++wxt9VQ89UvExIald6TEBHhOS2pYeKf6YsNS29Ejxx4SltqVHij+iklIJjIaGhmSHIDLpqF2JJIbalkhiqG2JJIbalkwGKZXAEBEREREREREZjBIYIiIiIiIiIpLylMAQERERERERkZSnBIaIiIiIiIiIpDwlMEREREREREQk5SmBISIiIiIiIiIpTwkMEREREREREUl5SmCIiIiIiIiISMpTAkNEREREREREUp4SGCIiIiIiIiKS8pTAEBEREREREZGUpwSGiIiIiIiIiKQ8JTBEREREREREJOUpgSEiIiIiIiIiKU8JDBERERERERFJeUpgiIiIiIiIiEjKGzGBYWbfM7MiM8s0s6fNrMHMPjYewYmIiIiIiIiIQHQVGMudcweAC4CdwOHAtSOtZGaLzGxtxOOAmV0zxnhFREREREREZArKiGKZzNC/7wXuc87tN7MRV3LObQGOAzCzdGAX8GCMcYqIiIiIiIjIFBZNAuNhM9sMdACfN7NyoHOU+zkHeMs5VzPaAEVEREREREREhu1CYmZpwJ+AU4GlzrluoB24eJT7+TBwX0wRioiIiIiIiMiUN2wCwznXC3zfOdfonOsJvdbmnNsd7Q7MLAu4CPi/Id6/ysxeNbNX6+vrRxG6iAxF7UokMdS2RBJDbUskMdS2ZLKJZhDPJ83sAxbNwBeDew+w2jm3Z7A3nXN3OueWOueWlpeXx7gLEYmkdiWSGGpbIomhtiWSGGpbMtlEMwbGV4F8oMfMOgADnHOuKMp9fAR1HxERERERERGRMRgxgeGcK4x142aWB7wb+KdYtyEiIiIiIiIiEk0FBmZ2EXBG6MdnnXOPRLOec64dKI0xNhERERERERERIIoxMMzsNuBqYGPocXXoNRERERERERGRcRFNBcZ7geNCM5JgZr8E1gBfS2RgIiIiIiIiIiK+aGYhAZgW8bw4EYGIiIiIiIiIiAwlmgqM7wBrzOwZvBlIzgBuSGhUIiIiIiIiIiIRopmF5D4zexY4CS+Bcb1zbneiAxMRERERERER8UXbhSQNaAAagcPN7IwRlhcRERERERERiZsRKzDM7LvA5cDrQG/oZQc8l8C4RERERERERETCohkD4xJgkXOuK9HBiIiIiIiIiIgMJpouJNVAZqIDEREREREREREZypAVGGb2E7yuIu3AWjN7GghXYTjnvpz48EREREREREREhu9C8mro31XAwwPec4kJR0RERERERETkYEMmMJxzvwQws6udcz+KfM/Mrk50YCIiIiIiIiIivmjGwLhykNc+Gec4RERERERERESGNNwYGB8BPgocYmaRXUgKgX2JDkxERERERERExDfcGBgvAnVAGfD9iNdbgNcSGZSIiIiIiIiISKThxsCoAWqAU2PduJlNA+4CluAN/PkPzrmVsW5PRERERERERKam4SowADCzFvpmHckCMoE251xRFNv/EfC4c+6DZpYF5MUcqYiIiIiIiIhMWSMmMJxzhZE/m9klwMkjrWdmRcAZhAb8dM4FgEBMUYqIiIiIiIjIlBbNLCT9OOceAs6OYtEFQD1wt5mtMbO7zCx/4EJmdpWZvWpmr9bX1482HBEZhNqVSGKobYkkhtqWSGKobclkM2ICw8wujXh80Mxuo69LyXAygBOA/3LOHQ+0AV8buJBz7k7n3FLn3NLy8vLRxi8ig1C7EkkMtS2RxFDbEkkMtS2ZbEbsQgJcGPE8CGwHLo5ivZ3ATufc30M/P8AgCQwRERERERERkZFEMwbGpwa+ZmYnAXtHWG+3me0ws0XOuS3AOcDGmCMVERERERERkSkrmgoMAMzsSODDwEeAZmBpFKt9Cbg3NANJNXBQMkREREREREREZCTDJjDMrAovYfERvO4jVcBS59z2aDbunFtLdIkOEREREREREZEhDTmIp5m9CDwGZAIfdM6dCLREm7wQEREREREREYmX4WYhqQcKgZmAP2RtNLOPiIiIiIiIiIjE1ZAJDOfcxcDRwGrgVjPbBkw3s5PHKzgRERERERERERhhDAznXDPwC+AXZjYDuBz4oZnNc87NG48ARURERERERESG60LSj3Nur3PuJ865dwLLEhiTyLj7w6Y/cMNfbiDYG0x2KCIiIiIiIjKIqBMYkZxzNfEORCSZ1tStoTXQSkZa1DMLi4iIiIiIyDiKKYEhMpn09Pawed9mjppxVLJDERERERERmVC2N23nByt/QEtXS8L3Ndw0qt8N/XtZwqMQSaLqxmo6g50smbEk2aGIiIiIiIhMGHUtddz0zE08s/0Znn/7+YTvb7gKjPeaWSZwQ8KjEEmiDXs3AHBk+ZFJjkRERERERGTieHDzg3R0d1CSW8Irta8kfH/Ddfh/HGgA8s3sAGCA8/91zhUlPDqRcfB6/evMLphNSW5JskMRERERERGZMJo7m5mZP5NjZx3LE289QaAnQFZ6VsL2N2QFhnPuWudcMfCoc67IOVcY+W/CIhIZR4++8Siv1L7CcbOOS3YoIiIiIiIiE0p7dzt5mXmcNPskAj0BXtvzWkL3N+Igns65i81sppldEHqUJzQikXGydvdafrbqZ5xYcSJXHndlssMRmZQCPQH2tu1NdhgiIiIikgBt3W3kZ+WzZMYS8jPzuXvN3ezv2J+w/Y2YwAgN4vkycBnwIeBlM/tgwiISGSePvPEIxdnF3LDsBvIy85IdjsikEuwNctfqu/jEg5/gRy/9KNnhiIiIiEgCtHe3k5uRS2Z6JjeefiN72/dy8zM345xLyP6imUb168BJzrkrnXOfAE4GbkpINCLjZG/bXl7e9TLnLTyPzPTMZIcjMuncveZu/rjlj5xYcSIfOupDyQ5HRERkWNWN1Xz/xe/T3Nmc7FBEJpT27nbys/IBOGbmMXx+6efZ3ryddXvWJWR/0SQw0pxzkfW/+6JcDzPbbmbrzWytmb0aU4QiCfDoG48CcN6h5yU5EpHJwznHpvpN3PHiHTz8xsNcvOhirj3tWo6ddWyyQxMRERnWE28+wbM1z/L1v36dA10Hkh2OyITR1t3Wr5p9WeUyirOLeeSNRxKyv+FmIfE9bmZPAPeFfr4ceGwU+3iXc65h1JGJJMj+jv08svURzqg6gxn5M5IdjsiEFugJEOgJ0NDewL+v/Heqm6rJzcjl/Ue8nyuP1dgyIiIyMWzdv5UZeTOoba3l+bef572HvTfZIYmkvGBvkEBPoF8CIzM9k+ULl/PAxgfY3bqbWQWz4rrPERMYzrlrzexSYBneFKp3OucejGsUIuPovvX30dPbw8eO+ViyQxGZ8L654pus3bOWdEunOKeYL570Rc6cfyY5GTnJDk1ERCQqgZ4A25q2ccmiS1i+cDkVhRXJDkkk5fS6XtKsf0eMju4OAPIz8/u9/r7D3scft/yRX679Jdcvuz6ucURTgYFz7g/AH2LYvgOeNDMH/Nw5d+fABczsKuAqgMrKyhh2IRK91XWreeKtJ7jg8Aving1MJWpXMh52NO9g7Z61nDT7JGYXzuayIy+jOKc42WEllNqWSGKobUkyVTdWE+wNcnjp4ZMueaG2JfHw5v43ue6p6/jR+T9iXvG88Ott3W0AB02IUJpXymVHXsa96++l4OUCZhbM5NS5pzKnaM6YY4lqLIsxOM05dwLwHuALZnbGwAWcc3c655Y655aWl2uGVkmcnQd28v2V36eyuHLSl7arXcl4eOKtJ8hIy+DqU67m0yd8etInL0BtSyRR1LYkmd7Y9wYAi8oWJTmS+FPbknhYuWMl3b3dbGrY1O/19u524OAEBsD7j3g/R5QewbM1z/LLdb/ks49+lvV71o85lqgqMGLlnKsN/bvXzB7Em8HkuUTuU2QwWxq2cPOzN5ORlsHXln2N7IzsZIckMqEFegI8ve1p3jHnHVMicSEiIpPXloYtlOaWUpJbkuxQRFLSmt1rAHi7+W3AG7h9y74tBHuDAOFZSCJlZ2Rz+/LbAdjXvo+VO1eyuHzxmGMZtgLDzNLN7DexbNjM8s2s0H8OLAc2xLItkbH6zWu/ITsjmx+c9wPmFs1NdjgiE96aujW0Blo5d8G5yQ5FRERkTLY1bWPh9IXJDkMkJbV0tfDm/jcBqGmqAeDV2le59qlrWV23GoDcjNxht1GaV8oFh19ARtrY6yeGTWA453qAcjPLimHbM4HnzWwd8DLwqHPu8Ri2IzIm+9r3sW7POpYvWK5ZR0Ti5Lma5yjMKtQUqSIiMqE559jdujsuffNFJqN1e9bhcMwpnMPbB7wKjA17vboEP7ExWAVGokSTAtkOvGBmDwNt/ovOuR8Mt5JzrhrQma0k3TPbn8HhOPuQs5Mdisik0BXs4uXalzmz6sy4ZNJFRESSpaG9ge7ebmYXzk52KCIp6fW9r5Obkcs5h5zDr177Fa2B1vBYGDXNXkXGwFlIEimaM8/a0CMNKExsOCLx1et6+Uv1X1hctnjSjSotMt7e3P8mc4vmsnLHSjqDnZxeeXqyQxIRERmTutY6ACUwRIbQ1NlESW4J86fNB+Ct/W+xdf9WAPZ37AcgN3P4LiTxNGICwzl3K3jjWDjn2kZaXiSVPP/28+xq2cUVR1+R7FBEJrTqxmq+8sRXOLLsSHa37WbBtAUcPfPoZIclIiIyJrUttQBUFOhGl8hgWgOtFGQVUDWtCvCq2/3BOwEy0jLISo9lxInYjDiNqpmdamYbgU2hn481s/9MeGQiY9Trerlv/X1UFlWyrHJZssMRmdB+t+F3ZKVnsbFhI40djXzx5C+SZomeiVtERCSxaltqyUrPoiyvLNmhiKSktu42CrMKKc8rpzCrkGe2PwPA4jJvRpHBplBNpGi6kPwQOA94GMA5t87MzkhoVCJxcO9r97KzZSc3LLsBM0t2OCIT1paGLazcuZLLjryMWQWz6HE9HFZ6WLLDEhERGbPallpm5c/SuaLIEFq6WphTOAcz45azbuHX635NRloGswtns6lh07iOfwHRJTBwzu0Y0Kh7EhOOSHz8feff+d+N/8vyBcs5de6pyQ5HZML6S/Vf+OkrP6Ukt4SLFl1EcU5xskMSERGJm9qWWo1/ITKM1m6vCwnA4aWH882zvwnAQ5sfAsa/AiOa+t8dZvZOwJlZlpn9C6HuJCKpyDnHb9f/lnlF8/jcSZ9TRl0kRk2dTfx81c9ZXLaYn7znJ0peiIjIpOJPoaoEhsjgnHO0BdrCCYxI5XnlQGomMD4LfAGYA+wCjgv9LJKSNjVsorqpmosWXaQpHkXG4P4N99Pd080XT/4ihdmahEpERCaXt5vfpru3m7lFc5MdikhKautuw+EGT2DkJyeBEc0sJA2ApnCQCaGupY57X7uX/Mx8zpp/VrLDEZmw2gJtPPHWE7x7wbt1Z0pERCYF5xzP1TzHibNPpCCrgGe3P0uapXHynJOTHZpISmoNtAIMmsCYkT8DSMEKDDNbYGZ/MrN6M9trZn80swXjEZzIaLy25zU+++hnWb93PR9e8mFyMnKSHZLIhPXGvjcI9gY5rfK0ZIciIiISF5saNnHHyjt4aPND9Lpenq15lhMrTmRazrRkhyaSkvwExmCVuMXZxWSlZ1GYNb5VutHU1/8W+Cnw/tDPHwbuA05JVFAio9UZ7OTHf/8xM/Nn8p1zvkNpXmmyQxKZ0DY3bMYwDi89PNmhiIiIxMVfqv8CwEs7X2LJjCU0tDfwj8f/Y5KjEkldw1VgmBlfP/3rzCmaM64xRTMGhjnnfu2cC4YevwFcogMTGY3frv8te9r28OVTvqzkhUgcbGrYRFVx1biXBYqIiCRCZ7CTv739N/Iy86hpruHOVXdSnF2s7iMiwxgugQFwfMXx4a4k42XIBIaq6XMOAAAgAElEQVSZlZhZCfCMmX3NzOabWZWZXQc8On4higyvpqmGP275I8sXLGfJjCXJDkdkwnPOsWXfFo4oOyLZoYiIiMTFy7tepjPYyVUnXAXAjgM7+OjRHyUrPSvJkYmkrpauFmDoBEYyDNeFZBVepYU/B+U/RbzngG8mKiiR0fifNf9DfmY+Vx53ZbJDEZkU3m5+m/budhaXL052KCIiInFR3VhNRloG7zrkXTzyxiN0BjtZvnB5ssMSSWkjVWAkw5AJDOfcIeMZiEgs2gJtrN29lg8d9SGKsouSHY7IhNcZ7OTutXcDcGT5kUmORkREZPTu33A/a+rWcM6Cc8JJitqWWmblzyLN0rjpzJtIszQy0qIZDlBk6moNtJKVnpVSlUojtlozSwfeB8yPXN4594NodhBa/1Vgl3PugtjCFBnc+r3rcTiOn3V8skMRmfCcc3zvhe+xum41Xzzpi8wqmJXskEREREbtpZ0vUd1YzcaGjRxeejjzp82ntqU2PC14SW5JkiMUST2dwc6DZnFsCbSkVPUFRDeI55+ATwKlQGHEI1pXA5tGHZlIFNbuXktORg6LyhYlOxSRCe/lXS/zSu0rfOq4T3HeoeclOxwREZGYHOg6wLEzjwVgVe0qnHPUtdaFExgi0t+O5h1c/sDlbN23td/rbYE2CjJTK4ERTd3UXOfcMbFs3Mzm4lVvfAv4aizbEBnO2t1rWVK+RCWAImPU1NnEnavupLKokgsXXZjscGSKcs6b5MzMRlhSRGRozV3NLKtcRlNnE6vqVnHm/DMJ9ASUwBAZQk1zDb2ul1V1qzis9LDw662B1glZgfFnM4t1hJsfAtcBvTGuLzKkDXs3sKtlF8fNOi7ZoYhMSE2dTXznb9/hS499iWufvJbmrma+fMqXlRCUpHl518tc8Ycr6Ax2JjuUlHfnqjt5rua5ZIchknK6gl0EegIUZRexdPZSNtZv5K39bwFQUViR5OhEUtO+9n2Ad30VqSXQQmH2aDpfJF40CYyXgAfNrMPMDphZi5kdGGklM7sA2OucWzXCcleZ2atm9mp9fX2UYctUt3b3Wm565iYqCio4c/6ZyQ4n5ahdyUiCvUH++Yl/5tW6V8nPyqerp4tbz7pV3bFGoLaVWFv2baEl0EJTZ1OyQ0lpXcEuHt36KDuadyQ7lLhR25J4ae5qBqA4u5gTZ59Ij+vhT2/8CWBKVmCobUk09nfsB2Bzw2aCvcHw6xO1AuP7wKlAnnOuyDlX6JyLZrqH04CLzGw7cD9wtpn9ZuBCzrk7nXNLnXNLy8vLRxO7TGEPb3mYaTnT+P7y7zMtZ1qyw0k5alcykq37trK3fS9Xn3I1t517G796/684asZRyQ4r5altJVZDewMA7d3tSY4ktVU3VtPrejm05NBkhxI3alsSLwe6vPusRdlFLC5bzJzCOazbs47MtEzK86bed0ttS6LhJzC6errCFUsHug7Q0N7AzPyZyQztINEkMLYCG5zfMTVKzrkbnHNznXPzgQ8Df3XOfSyGGEX66Qp2sW7POk6de2rKlTSJTBTr964H0Aw+klLq27y7g0pgDO/N/W8C9OunLDKRPf/28zz+5uNx2VZkAiM9LZ0vnPQFAGYVzNL4OiJD2Nexj4oCr4vV6/WvA/DKrldwOE6ec3IyQztINB2d64BnzezPQJf/YrTTqIrE29rdawn0BFKuMYlMJOv3rGd+8XwlASWlqAJjaL9c+0sOmX4IZ1Sdwdb9WynJLdFUkDJpPPnWkzR2NHL+oeePeVvNnV4XkqJsr2D86JlHc8XRV5CbkTvmbYtMVvs79rNw+kKy0rN4aedLXLr4Ul7a+RJleWUsmL4g2eH1E00CY1vokRV6jJpz7lng2VjWFRnoldpXyM3IZcmMJckORWTCWV23mrqWOjY2bOS8hZoqVVKHc46GDi+B0RZoS3I0qWVb4zYe2PQAhpGTkcPWfVs5rETVFzJ5dAY76erpGnnBKPgVGMU5xeHXPrzkw3HZtshkE+gJkG7p7OvYx9LZS1kwfQG/eu1X7GjewZrdazjnkHNSrnJpxASGc+7W/8/efYfHVZ4JH/690zSaUbeK5Sobd+OGMQbbmBpaKEtLspBsEpKQ7JKlhb4JIZsAX0jiZMMSSrKBkA4EAklsHHoHY9ywLQl3W7Zk9VGZPvN+f4zO0YzqWHUkPfd1+UIe6cy8M/jonPOcpwzFQoRIxrpd63hl3yusmLRCJiUIcYxqWmu4/+37zQkPCwoXDPOKhGjnCXjMxmG+sG+YV5NaXt77MjaLjSlZU7j/7fuJRCPSwFqMKr6Qb0ADGBZlwW13D8jzCTGa3bz+Zubmz8Uf9pOXnsepU07lyW1P8r03vkcgEuCUyacM9xI76fUKUCn1GtCp/4XW+sxBWZEQ3Vi7ay0Pb3yYpcVL+fdl/z7cyxFiRNFa84sPf4HWmi8t+hLbq7ezaPyi4V6WECaj/wVIBka8UCTEa/tf4+SJJ/Mfy/6De9+6lx01O5iTP2e4lybEgPGFfQQjwQF5rqZAE5mOzJS7ayxEqglGghzwHKCypRKAvPQ8CtwFLChcwMfVH3PpnEtZVJR654rJ3MK+Je5rJ3A5EO7mZ4UYFO8eepdHP3qUZROW8e3V38aikuk/K4Qw7KjZwcbKjVyz+BounXspl8+7fLiXJESCGm97AEN6YLTbVLmJ5mAzZ08/m8y0TL5/xvfZWbOThUULh3tpQgwYf9hPIDxwGRjZadm9/6AQY1x1azWAGTwclz4OgK8v/Tqf1H3C2dPPTslAYDIlJB91eOgdpdQbg7QeITp5cuuTPL3zaWbmzeSWFbdI8EKIPvjz9j+T48zh07M+PdxLEaJLRgNPq7JKACPOu4feJcORYWZM2a12yZ4So44v7CMUDaG17vcFkyfgMRt4CiG6d7TlaMLfjcbQU3OmMjVn6nAsKSnJlJDEt7i2AEuB8YO2IiHi7G3Yy9M7n+asaWdx3bLrsFvtw70kIUac7dXb2XJ0C9csvgaHtU+9mIUYdLXeWhxWB7nOXFpDUkICEI6G+eDwB5w86WTp+yRGrUg0Yt4BDkQCOG3Ofj1fU6CJyVmTB2JpQoxqR1tjAQynzWn2wBgJkjkafkSsB4YiVjqyD/jKYC5KiIqmCt4++DZbqraQ6cjkayd8TYIXQvRBg6+BH737I4ozijl/5vnDvRwhulXTWkN+ej5Om3NMZ2BordlVv4sZeTPYXr2d1lArp0xKvSZqQhjKa8uZkDkhYSx3dWs1/rCfKdlTet3eaCwNsVT2/gYwPAEPxztlUp0YOVqCLVQ0VQx5b6OqlirsFjsrJ69kw+ENpNtHxqjhZEpIpg3FQoQwRKIRfvTOj9jbuBeAaxZfg9shnaSFOFZaa9a8t4aWYAv3fOqefp8UCjGYar215LvyieromA1gaK15ZOMjrN29lmUTllHTWoPT5mRJ8ZLhXpoQXdJac9erd3HlvCsTRpU+vvlxKpoqePCCB3t9jvgARiAcgLS+rWXb0W08/OHDNAeapYREjCjrdq3jD9v/wNNXPj2k2XZHW45S6C7kmiXXcPHsi4fsdfur209IKbW6pw211m8O/HKEiE0b2du4lxuW38CEzAnSaV2IPlq/Zz1bjm7h30/8d6blSixapLZaXy2LihbREmwxG4uNNS+Uv8Da3WtZXLSYjUc2kuHI4M5Vd0rpl0hZoWiIYCRIS7Al4fE6Xx1NwaaknqNjBkZfrd+9normCgDyXfl9fh4hhlpLsIVwNIwv5EvIZBpsR1uPMj5jPFlpWSMq6NdTiOfWLh7TwCJgEmAdlBWJMa28tpwntj7BkvFLOGvaWSnZ+VaIVBeKhPj9x7/n+fLnWVy0mPNnSOmISG2RaIQ6b52ZgTGaxqh6Q14e/OBBrl16LbnpuZ2+X+ut5eEPH+YLi77As2XPsrBwIf99xn+zr3Efuc7cLrcRIlUYk0M6ThBpCjQlvR/HZ1wFIn2bRBKJRthUtYmzpp3F+TPOZ3ru9D49jxDDwfh33xpqHfIAxuxxs4fs9QZKtwEMrfVF8X9XSq0C/guoBL45yOsSY1Cdt47vv/l98px5fOuUb0nwQog+er78ef5S+hfOmnYW1yy5RvYlkfIa/A1oNPmufFqCLXjDo6eEZG/DXt4+9Darpqxi5ZSVnb7/bOmzbDiygbK6MpoCTXxz2TdRSskFmBgRjAuvjpkTnoCHQCRAJBrBaun5nmenEpI+KKstoyXYwrIJy5idP/IuyMTYZuw/Q1k+2RpspSXYQlFG0ZC95kBJZgrJWcB3iGVf3Ke1fmnQVyXGHK01D254EF/Yx/87+/+R7ZT53UL0RTAS5Pny5zlh/AncePKNw70cIZJS01oDQIGrgOrWarwh74CMU0wFvpAPiF3QQaxp2t2v3c3KySs557hzeGnvS4x3j6eqtYoidxFLJywdzuUKcUzMDIy4zIlwNGyWlHhD3l7vKA9ECcmHRz7EqqzSL0aMSMZ+NFQBjKMtR/nj9j8CUOQeRQEMpdSniWVceID/0lq/M2SrEmNKOBrmd9t+x0eVH3HtCdcyKWvScC9JiBHr1X2v0uhv5PJ5lw/3UoRIWo03FsDId+XjsruI6uiAjFNMBcYJaVMg1g/g7YNvU9lSyTOlz/BM6TMA3Hn2nby671XmFczDoizDtlYhjpURuIjPnGgONJtf+8K91/T7wr5Oz9edqI7yk3d/wsWzLzYzLcLRMG8ceIOFRQtx2V3H/B6EGG7Gv/uhCmA8V/Ycr+1/jZWTV7KwaOGQvOZA6ikD429ABVAH3N7xLojWeuS0KhUpS2vNf7/x32yu2synpn+KC2ddONxLEmLEqmiq4PEtjzNn3BwWFC4Y7uUIkbRaby0QC2C47bGpU96Qd1QGMD48/CHTc6Zz0yk38c7Bd0izpTE9d7qUjIgRqasMDOPfOsTS1GkbJBeOhtlRvYNF4xclPMexZGDUemt58+CbuOwuM4Dx1oG3qPXWct2y6/r1XoQYLsZ+NFT9n+q8dUzOmswdq+4YktcbaD0FMM4YslWIXjUHmlm3ex1XzrtyVKTUGt448Aabqzbz1SVf5ZI5lwz3coQYkQ55DvHDd35IdWs1DquD21beNqp+T4jRr9ZbS7otHbfDbd5B9Ya85KXnDfPK+i8+gNESbKG0tpQr511JSU4JJTklw7s4IfrJCDjEBx6McimINSU0vHXgLda8v4ZHPv0IE7Mmmo8bZVbQew+Mel89ADtrdgKxG2HPlj7L5KzJLC2W8isxMhkBwPhspMHU4G8g1zlyG0T31MTzjaFciOjZhsMb+O2233LKpFOYnD15uJczIOp99Ty+5XFm5s0cUbOHhUg17xx6h4Oeg5w9/WwunHUhBe6C4V6SEMekprXGHHsYH8AYDeIDGJsqN6HRLJu4bJhXJcTA6KqEJD4DIz44UdEUG3F6tPUoE7MmEtVR9jfuP6YSkjpvHQAHmw7SHGimzlfHfs9+rlt2nQTuxYg11BkY9b76EZ2p22sTz75SSjmBN4G0ttd5Rmv93cF6vdHOSK8bqsjcYNvfuJ/vv/F9vCEv31n9HTnoCNEPO6p3UJJTwvXLrx/upQjRJ7XeWgrdhcDoC2AYx+2mQBM7a3aSbktn1rhZw7wqIQZGVyUkHn/XGRhHmo8A7UGIdw6+wwPvPsDKye3TeZLNwAAorS3lkOcQACdNPKmvb0GIYTeUPTC01rEMjBE8onswO0UFgDO11ouAxcB5SqmTB/H1RjUzgBEa+QGMtbvWctP6mwhEAtx35n3MyJsx3EsSYsQKR8OU1pZyfOHxw70UIfqsxtuegeF2xArmh+pO1GCLz8A42nKU4oxiadQpRg2jdCQhgBFXQhJ/QWYGMHyxAMbh5sMA7K7fbfa+6a0HRr2vHpvFhs1iY2fNTjZVbqIku2RUlJuJsWsox6i2BFsIR8MjuoQk6SOoUsp9LE+sY1ra/mpv+6OP5TlEOyOAEd/oaCSqbK7ksY8eY2HhQh664CFmjps53EsSgyCqozz20WNUNlcOyPOFo2Ee/vDhhDsvqeDZ0mfZUrVlyF83HA3z5oE32Vmzk0/qPiEQCTCvYN6Qr0OIgRCKhPAEPKO2hMS48dAUaOJo61GKMkbeyDohutNVCYnH78FhdQDt+7HWmiMtiRkYxvjko61HcdvdWJW19xISXx15zjxmj5vNa/tfY2ftThk9LEY84999fMbSYGnwNwCM6KBfrwEMpdQKpdROoLTt74uUUr9I5smVUlal1BagGnhJa/1BFz9zrVJqo1JqY01NzTEuf+wY6vE6g+XJrU9it9q58eQbyXZmD/dyRq3h3q/qvHX87ZO/8e6hdwfk+Y40H2Ht7rXDEizoyTM7n+HZ0meH/HX/8ck/+NG7P+L2l2/n7tfuBmB+wfwhX8dYNNz71mhk3K3NceYAoy+AYbyPQCRAZUulWSojEsm+NTJ1N4WkwFWAVVnNf/+egMe8CWdkYBjjkwHS7ek4rI6kMjDy0vO4dum1BMIBwtGwNO/shexbqc/Yj4biuGfcDBztJSQ/Bc4lNk4VrfVWYHUyT661jmitFwOTgJOUUp1ynLXWj2mtT9Ran1hQII3nujMaMjD+ueefvH3obf5l9r+M6J1mJBju/co4kTFGI/ZXV13OU0EgEqC8rpyojg7J6z1f9jzbq7fzj13/YPa42dy64lay0rKYkTtD9qkhMtz71mhkZCgYKeQjOYChte70eyr+fYSjYYrckoHRFdm3RibjeB+Ohs1jYVOgiay0LFx2l1kKZpSPOKwO89zAyMAASLelk2ZLIxAOEIqE0LrrpG0jgDE9dzr3nXUfn5v/OclA7IXsW6lNaz0gN6oD4QAPbXiI5kBzjz/X4Bv5GRhJNfHUWh/q0GQxciwvorVuVEq9DpwHbD+WbUXMSG7iGQgHeGrHUzy18ymWFi/lM/M/M9xLEoPMiCTH313pj1AklPC8qSCqowQjQYKRIAc9Bwd9HGJ1azW/2vwrLMpCVEf5/MLPs3rqalZMXkE4Gh7U1xZiMBkps0bgwqIsOG3OIUmlHWhP73yadbvX8euLf202p/aGvNgsNnM/lRISMZrEH5eDkSBOmxNPwENxRjH19nrzgswoKZ2XP4+9jXvRWiecIzhtThwWBy3BFr741y9yzZJrOHv62Z1er95Xz+LxiwGYnjud6bnTB/PtCTHoQtGQ+XV/Ahi76nfx4p4XWVK8hBWTV3T7c0YGxkgOYCSTgXFIKbUC0Eoph1LqFtrKSXqilCpQSuW0fZ0OnA2U9Wu1Y5hxgBhpTTz3N+7nP9f9J0/tfIozSs7grlPvwm61D/eyxCAb6AwM4/nif8kPt/i7rKU1vf5K7LfNlZuBWJp9XnqeeXCyWWw4bc5Bf30hBotxwmYEMIyvR2IGxuv7X6fWW0ujv9F8zBv2JmRdSAmJGE3iS0eMc1VPwEO2Mxu33W3ux0eaj2BRFuYWzKUp0ES9r55AJIBVWYFYCUmaLY3Klkqag83srNnZ6bX8YT+todYRfeElREfxQcD+NK82Mi96u1Zs8DfgtDlH9LljMgGMbwDXAROBCmITRa5LYrti4DWl1DbgQ2I9MP7e14WOdUbmxUjKwNjfuJ9b/nkLgUiAe8+8l5tPudls6iRGN+PifjRnYMSXc5XWDn4AY1PlJvJd+Tzy6Uf42bk/w2YZtCnYQgwp4wLHmD4C4LKNvADGkeYjHGo6ZH5t8IV8jM8Yb/5dAhhiNIk/LgciAbTWCSUkZgZGSyVF7iLz3395XTmAOYnOaXOSZk2jqqUKgIqmik6vNRruHAvRkREEtFvsSV/nvbbvNW5ef3NCBm5ToAnoPYuj3lc/oieQQBIlJFrrWuDqY31irfU2YElfFiU6G2k9MALhAA+88wAuu4ufnvtTOdiMMcYJTVOgiWAk2O/AVSr2wDDeo0Kxo3oHWms6lNoNmEg0wtajW1kxeQXp9nTS7emD8jpCDIeuMjDcDveIG6O64fAG8+vKlkrmF85Ha40v3B7AyHRkJrxPIUa6+ONyIBzAG/IS1VEzgGFkYnr8HnKcOea0obLaWFL2/IL5lNeVmz0wjNKxQ02HOh1XJYAhRiNjH8p15lLrq03qfHJ79XZ21e9ic+Vmlk1cBkBzsC0Do5cgSIOvYcTvQ8lMIfl5F3++r5S6ZCgWKGJGUgnJ5srNXL/ueg41HeLmU24e8TuJOHbxKaUDUUaSigEMI5i4bMIyqr3VbKrcNGiv9XH1x7SGWjmh+IRBew0hhosRqOhYQjLUGYdP7XiKV/a+0uftP6j4gMlZk7Eqq1nvb7yHQnchCiXZF2LUSSghiQRoCbYA7cE6IyDRHGwmKy2LcenjgPYAxvGFsf7+xhQSQ0uwxbyjbDACGMZzCDEaGNd4uem5Zn+13hiTfF7d96r5mLG/9HatOBoyMJIpIXESKxvZ1fZnIZAHfEUp9bNBXJuIM1KaeB5oPMAP3voBFmXhntPuMRstibElPqV0tAYwjJO2Tx33Kcalj+vTONVwNNxtp3VDa7CV/93wvxS6CmVUnBiVvCEvCkW6rT2zKH56QUfBSJBb/nkL5bXlA7qOF8pfYP2e9X3aVmvN7obdLB6/mCJ3kVlCYpbH2N1kODJkAokY0Q43HeaGdTeYgQToUEISDpgXURmOjIQSkuZgMxmODMa5YsGHXfW7sFvszBo3C2ibQmJNS3g9oySrtKYUf9jP0ZajABS4ZZKGGD2M80kjqJBMA2vj3PqDwx+Yx0ozgNHDtaI35KWypZJJWZP6tebhlkwAYwZwptb6Qa31g8Sacc4FLgXOGczFiXb+SFsAI4UzMBr9jfzwnR/isru4/+z7WTpBLrbGqvg7MvFj0voqJQMYbSdtbrubS2ZfwrbqbRz0HEx6+0g0wtf/9nWe3vl0l983AhtPbHmCGm8Nt6y4RUpHxKjkDXlJt6cnpMy67C684a7reGtaayivKzdr6AdCa7AVT8DD4ebDfdq+zleHP+xnUtYkijOLzQCGccx22V18YeEXuHDWhQO2ZiGG2r7Gfext3MvGIxvNx4KRoNmTKRgJmhkY8T0wtNa0BFvMrIzL5lxGOBqm0F1ItjObG5bfwFnTzzIzMOyWWLP3iqYKqluruf3l2/n7J3+nsqWSHGfOiG4+KERHZglJeiyAUVZbRq23lmAkyM8/+HlCwNBQ661les50QtEQH1d/DCTXxLOstgyNZn7h/IF+G0MqmS5wEwE34Gn7uxuYoLWOKKVSp6PeKGeWkKRgBkatt5a3DrzFX8v/SkuwhbtX302OM2e4lyWG0UBnYBjTR1IpgGFkRaXZ0lg0fhEQO9makj0lqe23V2+n2lvNhsMbEkYLv3XgLX677bfU++q5YfkNvLzvZc477jzmFswd+DchRApoDbV26gvR0xQS4/GeemTsrt/NtJxpWC3WpNZgBByaAk00B5rJTMtMajuD0XBwUtYkKpoq2FGzgzXvrTEv7Fx2F6dOPfWYnlOIVGMc27cd3cY5x8XuYQYiAbLSssypIsZxOsORgdvhJqIjeENe/GG/uV99ecmXWVK8xJxAYoxLTbPFMjBKcko46DlIRVMFWms0mv2N+6nz1lGcUTyk71mIwWaWkLRlYNz/9v2snLySS2Zfwkt7X2LWuFmcN+M88+eNaTzzCmIjiY2pV8n0wNhRvQOLsjAnf85gvZ0hkUwA4wFgi1LqdUABq4H7lFJu4OVBXJtoo7VO2Sae/rCfW1+61YwE3nPaPUzLnTbcyxLDzMjAyHRkDmgJSXxmx3Az1pJmTSMrLQsgYXSioTnQTFOgiYlZExMef+fQO0DsQqs50Mymyk2snrqaf+75J4FIgOy0bB549wEsysJlcy8b5HcjxPDxhXy4bIkBDLfdjT/sJ6qjWFRisqhxctZdmm2dt46b19/MrStuTTpoUNlSaX5d0VRxzAHDw02xzI1JWZMozijGH/bz2v7XUMSySqRxpxgNjGPxtqPbzEaD/rCfLEdbACMcMPfLzLT2hrVHW2OlH5mO9sBgVyXGRgnJuPRxRKIR9jXsM6eSHPIcwhPwsKho0eC9QSGGgVlCkt7el6K6tdrsc1HdWp3w83Xe2OPTc6cDsQa5kFwPjB01O5iRO2PEZzElM4Xk/5RSa4GTiAUw7tJaG/PBbh3MxYmYcDRMREeA1MvA+PP2P1PrreW+M+9jQdGC4V6OSBHG5JFCd2G/Rqk+8M4DFLgKzLuoxjjVVGBEzJ02J1lpWSgUDb6GTj/3xJYneK/iPX576W/N9xHVUd6reI9cZy4N/gZ+/O6P2VS1iay0LPZ79rO0eCmfnvlpbn3pVlZPXU1RhtTNi9GrNdSaMEIV2i/4vSEvGY6MhO8ZGRhGqnpHnoAHje4yoNid+LGnh5sPM7dgLj948wdMyprElxZ/KeFnozrK82XPc/7M882TwIqmCtJt6eQ6c5mQOQEAi7IQ1VEAKf8So4IRwGjwN3C4+TCTsiYRCAfMKTuBSGIPDLc9tl8bQYjeMpuMEpK89DymZE/hqZ1PYbPYUCgONR0iFA1RnCkZGGJ0Mc4njQk9FmWh1ltrBiqM3i8GI7AxPmM8brsbT6BDAKOba8VgJEh5XTkXzbpo4N/EEEumBwaAH6gE6oEZSqnVg7ck0ZGRdWFRlgHpgbG3YS+76nb1+3nKa8v5a/lfObPkTAleiASBcACH1UG+K79fPTC2V29nb8Pe1M7AsKVhtVjJSsvq8oKprLaM5mAzu+t3m4+V15bT6G/k6gVXo1BsqopNMPng8Ac0+huZljONmeNm8vCnH+abJ31zaN6QEMPEG/J2WUJifK8j4zjYXQmJsU13JShdOdJ8hLz0PGwWm1kOUlZbllDrbyivLefXW37Nu4feNR+raKpgUtYklFLMLZjL6VNP52snfK3T+xFiJIsv49x2dFvssWjQDEwEwrEpJOm2dGwWm3lH2egP1TEY2ZFRQpKXnsdnj/8sE3xpulAAACAASURBVDMnEo6GWT5xuVlKKiUkYrQxzidn5M3g1hW3csnsS2j0N5qZF0YGk8HIbM535ZOVloXH7yGqo2ZQv7tj38YjGwlHw+bkn5EsmTGqXwXeBNYD32v77z2DuywRz/iHnZ2WjT/s73VqQW9+8eEv+PkHP+/z9p/UfcLzZc/zg7d+QH56Pl854Sv9Wo8YfQKRAGnWNArdhdT6+lZCEoqEaPA34A/7U7KJpxFYNO7AGtkUHX/G6KK+9ehW8/EtVVtQKFZOWclxuccBsdTZ1/e/DsDUnKkAFGcWJ4yVE2I06iqAYWRkdHUiZvbA6KaExAhwHGsAY1JmrPyjoqmCSDRCU6CJiqaKTplfxkmlMSoVoKK5wuzq7rK7+NaKb3F6yelSQiJGFeMYnO/KZ2tV7JgWCAfMMspAJBDrIdNWKmLcUd7bsBdILCHpSnwGhsPq4LaVt3Ha1NO4aHb7HWPJwBCjjZGBkWZNY/XU1UzMnIhGmze+OpaQGAGMca5x5DhzaPQ30hpsRRO7PuwqAyMcDfPk1ieZlDlpVEy0SyYD4wZgGXBAa30GsATo/1gBkTTjQinXmYtG9+sutNaaA54DVDRXEI6Gk9qm3ldPg68BrTW/3fpbbvnnLfxq868AuPu0u80DlxCGQDgWwMh35eMNeY/pQsJgpMilagDDOOAYJ1zGQSTenvo9aDQWZTFP9iB252p67nQyHBl86rhPsWryKlZPXW1ekE3LkT4yYuxoDbWaqeYG44I/PssiHA0TjoZ7beLZ1wyMCZkTmJw1mcNNh80ylIiOmEFIg1EWZ5Sd+MN+ar21TMxM7HOT4cgwm/rGj4gVYqQyykMXFS3i4+qP0Tp2TmpkVgTCAXNcKrQHMPY17AN6LyExemDkpecBsRr/W1bcYgb6QTIwxOhjXNcZ55PGfrO7IRbAaPA3JJz/1nnryHRk4rA6yErLoinQlFC61VW2/vrd6zncfJgvLf5S0s2tU1kyAQy/1toPoJRK01qXAbMHd1ljV1fZFWYAoy0Vrz9lJFUtVfjDfsLRMJXNlb1mc9R567h+3fXc/vLtvHvoXZ7a+RRnTjuT3136O5645AkmZ0/u81rE6BWItJeQQN8mkRjb+MN+8w5oSgUwIgHsFrvZYDDHmWP2wGgNtvLwhw/z4ZEPAVg9ZTWltaUEI0GCkSBldWUsLFoIwAUzL+D2Vbcza9ws83myndnD8I6EGB7GGNV4XZWQPPDOA/zs/Z/12gPDuPuUbM+olmALzcFmJmROYGLWRCpbKs3aY2i/e2wwyuKMxp/7G/cDmBkY8RYULiDTkTkqThiFMAIYC4sWmqWRUR3FaXPisDrMMapGoMJhdZCdlk1Va1sPjF4yMIwSkvhmhhDLyMpLz8Ntdx/zhCAhUp0xitg4ToxzjUt4HBKzMOp8dYxLj/1Mdlo2noDHDGAUugrxhX34w37Ka8tpDbZS01rDb7b+hkVFizhp4klD+dYGTTJTSCqUUjnAX4GXlFINwJFethF9oLXm63//OqeXnM5VC64yHzcCGMZo0v5MIjngOWB+vb16O7e/fDufmf8Z/mXOv5iPVzRVsOHwBo40H6GstozWUCuegIc1769hQsYE/vOk/5STMdGjQDhAmi2NAlcBEDvhT3a8qMG4SPCFfWZ0OpUCGP6wP6GLc256Lo2BRrTWbK/eztrda4FYJH311NW8fuB1Pqn7hEg0QjgaNgMYhtnjYnHhkuySIXsPQgy3cDRMMBLsNgMjPoBx0HOQNGua+bPecM9jVpPNwIgPQDT4G4joSELPGuPucVltGZmOTPNE8kjzEbTWvH3wbWwWmzlOOd7nF36ec2ecm9Q6hEh1xs0J4/hl9IhJs6aRZk0zm3jGZxHmu/LxBDxYlbXXyQeLihZx1rSzmJzV+ebYjNwZ3ZaNCTGSGVnLBiM4AXBc7nGU15VztOWoGSSv9daaNwhznDkJAYzxGePZ27iX32/7PX8t/yvQXup8/fLrUUoNyXsabMlMIbm07ct7lFKvAdnAi4O6qjGqOdhMZUslf9z+R6blTOOUyafw8t6XzbvPxnzg/kwi2d+436zJfbb0WZqDzTyx5Qmy0rLQWnOk+QjPlj1LOBomOy2bNGsat624jX/s+gdbj27l6oVXS/BC9MrogTHQGRgp1cSzLUhjyHHmEIwE8Yf9ZvkLxE66jFFXBxoPUO+rx6IszC+Yn/B8U7KnkJ2WPeJncwtxLIyMwmSaeDb6G0m3p7ePUQ22mqMc4xnbJJutWFZbBsDs/NlmtkV5XTkQ26/3Ne4jFAlxz+v3MCd/jvm7qTXUSlOgiTcPvMmJxSd22aDQ7XB3mrAixEgVjATNY3txRrGZZZhmSyPNlmY28YzPksh35bOnYQ8ZjoxeL56KMoq48eQbu/zejSffaE71EWI0CUQSzyczHBlmRtO8gnmxAEZbI89AOMABzwEziJiVlkVUR82MwEJ3IQB7GvYwLn0cn575afY37ueUyaeY3xsNegxgKKUswDat9fEAWus3hmRVY5Qxx9dhdfDIR49Q4C7gfz74HwpdsX9wRgZGf0pIDjQeYHzGeKzKSkVzBbnOXKwWKz99/6fmz6yYtIKvn/h1swYR4Li843i/4n1OnXJqn19bjB3BSJAMRwZ56XkoVJ9GqRoXCYFIIGUzMOIj5sb+2eBvoM5bh0VZuHzu5SwqWmSmvh70HORw82Gm5UzrlDJvtVh56IKHpNmfGFOMO6qdmni2ZVkY3w9Hw7SGWglGgmbvC43GF/Z12vZYMzDKasuYmDmRrLQsitxF5mMAS8YvYcPhDXx45ENaQ62U1ZYR1VEKXYVUe6tZv2c9Df4GTis5rS9vX4gRJRQJmXX6C4sWsn7PeiB23mpkYDQHmxNKRYxMzN7KR3ojpSNitDICgwalFOPSx1HZUsmMvBnYLXZzlOr26u2Eo2GWjF8CYJYcH/LEejUZQYqDnoOU5JRw5fwrh/KtDJkee2BoraPAVqXUseV+ix61Blup99UD8Oftfzbv+BgTDM6fcT71vnrWvLcGgGpvLF3V7IHRdvcpHA1zzfPX8Oq+V3t8vU2Vm3jv0HtALANjavZUc8rBKZNO4Uef+hH3n3U/v7zol/zu0t9x56l3JgQvILZDXDz74lGTeiQGl5EOZ7VYyUvP61MGRnzQoznQDEBUR4lEIwO2zmRprTncdDjhMSPLxGBkSDX6G6n11pKXnse/Lfo3Fo1fhFKKKdlTOOg5yO763czMm9nl62Q7s7Fb7YP3RoRIMUaQoWOWgsPqwKIs5veNAH8oGkqY9tNVI8/eAhi+kI/vvPodDnkOobWmrLbMzHwqcBegUBxuPky6LZ0zp51Ja6iVBzc8GHu9UCu+sM8sF/lL6V9w292jpq5YiJ4YJSRAQhmkUULS6G8kqqMJ2UhGJqYEIIToWiAc6DRxzthv8l35FLgKzNLFLVVbsFvszC+MZfEaN8/2Ne7DZrGZ/TM8AY/5HKNRMk08i4EdSqlXlFIvGH9620gpNVkp9ZpSqlQptUMpdUP/lzs6PPbRY3zv9e/hD/v53ce/MwMQxgna2dPPJt+V36nzecceGEdbjlLjreGVva/0+Hr/t+n/WPP+Go40H+FIyxGm5kylJKcEgOWTlpPvyuf4wuMZnzFemgeKARGfDlfgKjD7WRyL+G2agk3m1wOZhbF211q2VG3p8WeiOsovPvwF3/jHNxJ+NhAOJNTzGvtno78xocGSYUr2FEprS2kNtTJzXNcBDCHGGiPI0DGLQimF2+5uD2AEPOb3jFRZ6HqUqjlGtZseGXsa9rDl6BY2VW6iqqUKT8BjBjDiTwBznDksHr+YZROW0RJsYW7+XPM5FhQuQKHwhrxcveBqGXcsxgSjiSfE9gGDUUJi3KyIn05X4B6YDAwhRquON8SgvQ9GXnoeuem55jFwc9Vm5hXMM/dDY1/bVb+LOePmJBxLjeyn0SiZAMb3gAuB/wZ+EvenN2HgW1rrucDJwHVKqXl9XehosrdhL1WtVWbAwphcYIxgzEvP45zp5wAkjI4ye2C0nZxVtcS6Ou+o2dHtOLnmQDMHmw7iD/u57aXbAFg1ZRWnTT2Ni2dd3KmRoBADIf6Xcb4rv289MHy15uhBozkRDGwA48mtT7Ju17oef+bRjY/y4p5Y25/4UagdaxbNEhJfrISkYwBjctZkIjqWPdJdBoYQY41x7OqqdCrdlm4GMOJHFLcEW8z9ratJJL31wKhoqgBiXd2NUpH43jNGGYlxzP3qCV9lYuZEvrLkK+Y6J2ROYHzGeEqyS7hg5gXJvl0hRrT4AEZueq7ZbNPIwDCO9ZKBIUTyOvZUg/ZswLz0PLLTsmn0N9Lga+CA54BZPgKxKSSGpROWJozsHs0ZGMk08XxDKTUVmKm1flkp5QJ67eKota4EKtu+blZKlQITgZ39XPOQCEfDlNWWMb9gfr/LJhr9jbQGW5mYNTHWKLPlCMFI0GzIYpSTNPobUSgyHZlcOvdSxmeMB2DN+7FSEiM7wighMQIYER3hmZ3PYFEW/nXBv2Kz2Hjv0Hv8fMPPuXrB1UDshOxo61GumHuFmX3xtaVf69f7EqI7wUiwPQPDXcCGIxu6bLYXr7y2nOPyjsNmseEP+2kJtjAzbya76nclNO6KD2BUNleSZkvrVPKUjJZgi9mErzsv7XmJtbvXcumcS9lRvYPS2lLze4FwwLzAgdj+qVBmBsaS4iUJz2WUbTmsjmOeyCLESFDTWkM4GqY4szjpbcwSEnvnRpduh7tTCYmhwFVglmu9deAtlFKcNPEkHFaHeYwMRUOEIiFsFhvbq7czJ38OdqudI82xQWpHW4+ilOq0Txa5i9hRs8Ms25yQOYFHLnwEgFl5s9hydAuF7kLuPu1u3Ha3NLYWY0YwEjSDhxCbGnKo6RAOqwOH1UEoGmu4HR+sMO4Cd9XkVoix4kDjAfY17jP/Pr9gPgXuAj468hF1vjomZE5I+PmLZl3E/IL5sVHEzmy212zncHOslPm4vPab2/GZ80uLlyYcj0ZzAKPXDAyl1NeAZ4BH2x6aSGykatKUUiXAEuCDLr53rVJqo1JqY03NsaeZD4YGXwP/9cp/cecrd/L6/tf7/XyPb36ce9+6F4jV9RsXYAcaYyNNjQCGJ+CJXQQphdPm5IxpZzA5uz267bK7sFlsZiOXqpYqHFYHWWlZPFP6DE/tfIod1TuAWF1uS7CF32z9DXaLne+e9l0um3MZ/7rgX/v9fkTqG879SmudUM+X78onGAnSHGzudptaby23vHQL7x56F4A6b2yKhzEyCtovcOIDGPe9dR+//OiXfVqnsR/Fp6Z3fB+/2fobji84ni8t/hJzC+ayq34X4WgY6DxG1aIs5KXnsbdhL76wr8sSEohlVckFz8iVisesVPHoR49y+8u3EwgnPy2ouxIS4zEjQ6PjfmpcFP3x4z/ywLsP8MN3fmhmU8X3vvCFfby671XuevUu/rnnnwBmP5ujLUepaKpgUuYkLKr9dMhoghZ/oWY4ofgE8tLzyHHmMClrkhnkEP0n+1bqi8/AgFgZslVZGecaZ14sKVTCtAPjDnL88VwMLdm3ht+Gwxv4yXs/Mf/8atOvqGyu5J437qGypbJTsCE3PZelE5YCsSyL5kCzmeEUf35ps9hw293kpedRklOSkIFhlG+NRsmUkFwHrASaALTWu4Ck57AopTKAvwA3aq073erUWj+mtT5Ra31iQcHwf9DlteXcuP5G9jTsIS89j+fKnkNr3a/nrPXWmg0JjdRVaJ89X+9vz8DISUs8YTJ+4TttTmwWG4uLFvN+xftoralsqaTIXcTlcy9n9ZTVWJWVLVVb2F2/m/K6ctx2N/6wn9njZjM5ezJfXvJlqdMdI4ZzvwpFQ2h0QgkJ9DxKtWM5ldGkLz4ibQQw4kepHm092qcJJ9CewdTxwigYCdLga8AT8OAJeDhl8ilYlIW5+XMJRoJm092OJSQA8wrmsalqE9A58p3rzKXQVZhQNyxGnlQ7ZqUSj99Dg7+BtbvWJr1NbwGM+AwMYwQ4tJ+YHWk5wuSsyUzKnMTGIxuBWNDCZoklmB70HOSxTY8BmN837mJVe6s56Dlo3igwGNmP8RlWhkvmXMJjFz4mDa0HgexbqS++iSfA4vGL+dMVfyLflc+1S6/l0Qsf5clLn0w4/lktVn59ya8597hzh2PJAtm3UsF5M87j0Qsf5dELH2VW3iyaAk1mBvD1J13PN078Rrfb5jhz0GjzxnfHrONpOdNYPWU1SqmECXdjOgMDCGitzVueSikbkNQVvVLKTix48Xut9bN9W+LQeWnPS9zxyh3YLXZ+fM6P+fyCz7OvcR9bj27tfeMeNPob8Yf9BMKBhEkGRgDDH/bjC/liAYwOd3ycNif5rnzzYnDF5BVUe6vZ27CXoy1HKc4o5rK5l3HryluZkz+HLVVbeKH8BZw2J3esugPA7FQrxFAw7r7GN/EEemzkadast6V+G1lJ8QEMI/3UyMDwh/34wj4z6HGsjABGc6A5oUTl6R1P88113zQDFVOzY6UfcwtiDfzeO/Qe4Wi4UwYGxLqyGxkaRiNAg1KKBy94ULKgxKhlNNR8pvSZpMd9e0NebBZbl9N34pt4NvobyU3PNQMT8c3J5hfM58QJJ7K9Zjv+sB9vyEueM3aC90L5C/hCPpZPXM626m34Qj6qWqpw2px4Q15qvDVmHb/BuHvcVXaFRVk6BS6FGCs6jnsEzOOg1WJlQuaELjOXHFaHBP3EmJaZlsmEzAnmPuINec1j5qSsSeaxrStGmcjehr04rI5OAf/7zrqPa5ZcA2BmYLjsri5vDIwWyQQw3lBK3QWkK6U+BTwN/K23jVTsN9X/AaVa6zX9W+bgCkfD/OLDX/DzDT9nQeECfnruTynJKeH0ktPJdebybGn/Yi/GHV5PwENFU4V5F+mA54D5M/W++i4DGACTMieZI+aWT1qORVl499C7VLVWmXeKIBYJ392wm9f2v8YFMy5g8fjF3L36bi6ZfUm/1i/EsTACDB0zMHrKlDAuUox0cSMoUZzRXktv1NQaz28EOer99T1mSdX76tlcubnT40YPGo1OaAS4r3EfTYEms3zMKP3IS89j9rjZPFP6DLe9dFuXXaPjm+J2LCEBzDIwIUYjb8hLSXYJTYEm/vZJr6cJQCzo0VX/C2grIQm1l5DkpOWYHdczHBnmhdO8gnksnbCUcDTMtqOxIIURQNxTv4dxrnGcP+N8gpEgr+x7hYiOsKhokfk6HTMwZuTNYGnxUsmWEqKDjiUkQohj53a4aQ21djtGvCPj2nBv417GpY/rFAxUSpmPWS1WHFYH+emjN/sCkgtg3AHUAB8DXwfWAt9OYruVwBeAM5VSW9r+pFyr7npfPXe9chfrdq/jirlXcM/p95gXSnarnYtmXcTmqs3sa9jXyzN1LaqjZoqQx+/hcPNhs4lmfCp8va/e7IHR0deWfo3rll0HxMblLChcwLrd6/CH/Z0CGBC7YDTu8i6buEw6P4shZfy7Nk5ycpw52Cy2HktIjF/i8Xdb48cZQucMDCOAEY6GuxylaHiu9Dm++/p3zfHDBiMDAxIbBBoN/t4++DaZjsyEoOJ9Z93HFXOvMBuLdrwTW5xRbAYuOmZgCDHaeUNeFo1fxLIJy3i29Nlup2N13Ka7u0Quuwtf2IfW2gzwZzmyzO8ZvxPm5M9hfsF8nDYnbx98G40298NqbzXFGcUsKFqAw+rg+bLngVgvC0PHDIx0ezr3nH7PMTUjFWIskACGEP1nTNjqqYQynjFppNHfmFTT+nRb+qjufwHJBTAuAZ7UWl+ptb5Ca/1LnURTCK3121prpbVeqLVe3PYn+cLYIVBWW8ZN629ib8Nebl95O19c/MWERl4A5888H6fNyXNlz/XpNZoDzei2iptGf6MZwDBOvIy7SUeaj+AP+7vMwJiSPYXZ+bPNv39+4efNO8bxAYyZeTNZOXklNyy/oVNquxBDpWMJiVKK/PT8HktIjACE8cu8wd9ArjM34Zd6xyaeRgAD6LGM5FDTITTaLNkyVLVUmXPpjSwprbWZmRGKhpiaPTUh0u2wOlg1ZZX5944ZGEoploxfQl56npzkiTElqqP4wj5cdhefX/h5WkOt/LWs937fvQUwwtEwoWgIjz8W4DeC/C67C7fdTY4zh/EZ47Fb7czNn8umylgPmvgA4viM8TisDi6ceSFVrbHApTGGzqqsEqgQIgnhaJiojsqxTYh+MiZs9TRGPF78ze1kAhgLixYmZBmORskEMC4GPlFK/VYp9em2Hhgj3ou7X+TOV+4kzZrGj8/5ccJFSbwMRwbnTD+HNw+82eMd5O7Ez66v8dZQ661lQuYEsznY9JzpAOZona4CGB3NyZ9jzp2fmDXRfNxqsXLHqjvMTAwhhkPHEhKIZQUlk4FhBDLqffXkOnMTnsPIJDICJPFBC6PpZ1cOeQ4BmD0tIHaxVeOtYda4WQBmllSdr45gJGiWeXQ17rQkp8Q8geuqFv6aJddw75n3drseIUYjo+eFy+5ieu50VkxawfPlz9Mc6H76EPQcwDDSar0hb6yExNleQuKyu5hfMJ/Tp55uBhmPyz3ODEbGNy8zStG+vOTL/OhTP+KWU26hOLMYt91NcUaxlHUJkQTj2C4BDCH6x2V3EdERGv2NKFTC5JCuZDoyzfYDyQQwblt5G5fOvXRA1pqqeg1gaK2/DMwg1vviKmCPUupXg72wwRKKhHhow0M89OFDLCxcyJpz15glHd25ZM4laDQvlL9wzK8XP+GgrLYMIKHJ0YTMCTisDvPiKpkABsBXlnyFe8+8t9PcYCGGm1FCEn9xX+AuOKYSkgZfA7npuSilzCCGkbVkzJmv89WZ23eXgREIB8zeG/FlYPsa9hGOhs0AhlFCUtlcCcDyicsBmJoztdNzWi1WZuXFtusq0ykzLVPGxYkxx6zlbcuUumrBVfjD/l57SLUGW3vMwIBYQDMQCZCdlm2m0rrsLv592b/zlRO+Yv789Nzp5tcJAYy4DIs5+XM4reQ0IBbwMJrzCiF6ForEjr3SxFaI/jGObbXeWtLt6b02uFVKmVkYXfVXG4uSycBAax0C1gF/Aj4iVlYy4hj9Ll7c8yJXzruS757+XfOiqCeF7kJWTV7Fi7tfTKqmN158bb0RwBifMd4MVOQ4cxiXPs7MwDBOznpjt9oTGgYKkSrMEpIOGRh1vrqEaR/xjP2qYwkJtAcJjH01PgPDeKy7DIwjzUfQaBTKDBI+V/oc3/rnt0izprFi8gqgPdBo9MW4aNZFlGSXdJvNNCd/Tqf3KMRY1rGWd2rOVE6dcip/++RvCcfBrrbrqYkntPelyXZmmxkY8aPiDPEBjBxnjnnHKr7UMt53T/8u/7HsP3p8X0KIGOPmhN3SeWKQECJ5xrGtxluT9KSQnLTYdWMyGRhjQa8BDKXUeUqpJ4DdwBXAr4ARVzBaWlPKjS/eyH7Pfu5YeQf/tujfOvW76Mmlcy/FF/axfs/6Y3pdo4TEaXNS2RK7u9sxgJHrzMUf9lOSXdJrNogQqa6rDIx8V76ZLteV+AyMSDRCU6DJHGFopNZ11QNjUuYk7BZ7txkYFU0VACwoXMB+z34e3/w4v97ya5ZPXM5jFz1GSU4JLrvLLCE50nwEm8XGnPw5PHjBg91mOBkBjK4uooQYi7pqRnbVgqsIRoI8s/OZ7rcL99wDA+ICGGnZLCxayOKixWYgI96EzAlmwNNtd5v7Z/w0o3gOq0PKR4RIklkeKhkYQvSLcT5b663FZUsugGFkYEgAIyaZK/gvAX8FZmmtv6i1Xqu1Dg/usgaO1poXd7/IXa/ehdPm5Mef+jErp6w85ueZkTeDhYULeaH8BcLR5N++J+BBocwu5y67i0xHpnl3OceZw+TsyeS78vnu6d/FbpXIthjZusrAKHDFuiF318gzvgeGJ+BBo7vNwIgPYOSl55HrzE3IwNhZs5Ob19/MVX+5inW716FQrJqyimAkyLNlz3LBjAu4Y9Ud5kEgOy3bvENc1VJFoasQq8Xa43tcNnEZNy6/UcYsCtHG6F8TH4yYmDWRM6edydrdaxOa7hq01r028YT2AEaOM4f5hfP5/pnf7zLwoJRiWs40c1vjeNvbiDohRO+kB4YQA8MIrtf56pLOwDAy9CWAEZNMD4zPaa3/qrUOACilViqlHhr8pfVfKBLifzf8Lw99+BCLihax5tw1Xda0J+uyuZdR56vjzQNvJr2N0TndyLgY7x6PUiohA+MbJ36Dhz/9cELNrhAjVccxqtBej270o+jIuPjxh/3UeWO9LYwMDCOA4bQ5sVls7QEMfz3jXOPITc/lSPMRHt/8OJXNlTy04SHqffWk29L5uPpjClwFLB6/GIfVwRVzr+AbJ34jod4wKy2LpkAT/rCffY37kppIYFEWzpp+Vq+BDiHGiu7GwX3u+M8RiUZ4asdTnbYJRAJEdbT7Jp5td6mM3jRdjRnvKD6AkW5L77Z8RAjRu0/qPuEHb/6AWm+tBDCEGCDGsS2qo0kH2CUDI1FSuZNKqcXEGnh+BtgH9NyVKwXUeeu4/+37Ka8r5zPzPsPVC68+ppKRrpxQfAJTs6fyXOlznFFyRq9NVyBWQhLfeMy4OFo0fhEnTTiJkpwSbBabpLGKUaOqpQq7xW5ODQHMedTdNfI0JhhA+93WjhkYdqudNGsawUgQf9iPN+Q1MzDeP/w+5XXlvLT3JZqDzdxyyi0UZRRx20u3MSlrEsWZxfzx8j92eeKVnZbN3sa9XL/ueqpaqrhi3hUD80EIMYaYTTw7nIyNzxjP2dPPZv2e9Vw+9/KE2fTdbWMwAhtG+WUyPaJOLzmdlmALGY4Mzpx2Zrf9NYQQvfOH/Xxw+AMumR1rZg8SwBCiv+KPeclmYCyfuBx/2C+ly226vWpWSs0CPgf8K1AH/BlQWuszhmht6+B7YgAAIABJREFUfbazZif3v30//rCfO1fdaTbq6y+lFJfOuZSfffAzNldt5oTiE3rdxhPwkJ3WnoFh1OIWugv5zmnfGZB1CZFKSmtKmZE3IyEo57a7cdqc3QYwWkOtKBQabfat6JiB4bA6sFvtBCNBczRqXnqeGY2ePW42n9R9QnFGMaumrMJqsXLjyTdS5C4yt+9KtjObWm8tmY5M7jvrPo4vPH4APgUhxpbuMjAAPjv/s7yy7xX+vOPPfPOkbya1DbSn2Tb4G3DanEnV3s8tmGtOFpFgpBD9E589memI3ZSQAIYQ/RM/NjXZAMai8YtYNH7RYC1pxOnptn8Z8BZwkdZ6N4BS6qYhWVUfaa1Zt3sdj330GEXuIu49816mZE8Z0Nc4reQ0ntz2JM+WPptcAMPvYUbeDDP1R9JZxWgWjATZ3bCbi2ddnPC4Uor89Pwee2DkpudS76vnUFMsOGEE/YyLGIfVgcPiIBAJ8MSWJ3Db3SwtXmqOYbxj1R0caT5CjjPHLO04c9qZva65OKOYdFs63zv9e8wcN7PP712Isaw1GAtCdjWZp8BdwLnHncuLu1/kinlXmMdBY/pQdydwNouNNGsagUjA7MAuhBg6RgCj1ltr7tsSwBCif+KPeckGMESinmoqLgeqgNeUUr9USp0F9F4zMUyCkSAPbniQhzc+zAnFJ7Dm3DUDHryA2AnVRbMuYuvRreZYxp40BhrJdnYuIRFiNNpTv4dwNGzeAY2X78rvMgPDaOSXn55vPke+K988SYrPwEizpfFexXtsq97GFxZ+gWxnNhfOupBfX/xr8l35LCxaeMz7/RXzruDxSx6X4IUQ/eAL+3DZXd2WVn5m/mewWqz8afufEraBnk/gjO8l0/9CCDGwHFYHWWlZ1LTWtE8hkfHhQvSL1WI19yMJYPRNtwEMrfVzWuvPAnOA14GbgCKl1MNKqXOGaH1JqfXWcufLd/LS3pf43PzP8Z3V3xnUruPnzzgfp83Js6U9twLx+D14Q14K3YWcUHwC5x13njl+UYjRqLS2FIC5+Z0DGAXuAmp9nQMY/rAfjTbv9FS1VjEho318qdkDw2Ln/BnnMy9/HhfPupjzZ54PxLI7+rO/93d7IUQsm6KnfhN56XlcMOMCXt33KoebDpvbQJIBjCT6XwghBl5+en5CE0+ZlidE/xnnndKnqW+SmULSqrX+vdb6QmASsAW4Y9BXlqQd1Tu48cUbOdh0kLtW3cXVC69Oqrlmf7gdbs477jzeOvgW1a3V3f7cQc9BAKZmTyXbmc11J10nqXdiVNtZs5PijOIu75bmu/Jp8DV0GkNs1MHHN/ebkNk5gOGwOrho9kV874zv8bWlX+t3U14hxMDpaRyq4Yp5V5BmS+MPH//B3AZ6PoGTDAwhhleBuyAhgCEZGEL0n9EHQzIw+uaYrgC01vVa60e11r0Xlg8yrTX/+OQf/Ner/0WGI4M156zhlMmnDNnrXzw7VuP/QvkL3f6MGcDox+hWIUYKrTVltWVdZl8AFLgK0GhzTKrBuIiJHyMcX2q1eupqvrjoi0k18BNCDI9kAhjZzmwunHkhbx18iwONB3pt4gntwQ2jJ44QYmjlu/Kp8dbIGFUhBpBxbJMARt+MyFuYwUiQ//ngf3jko0c4ofgEfnLOT5icPXlI11DgLmD1lNWs37PeTIPt6IDnABmODHMcpBCjWVVLFZ6Ap8v+F9CeYVHjTWzk2RqK7T8JAYyM9gDGpKxJMk1AiBTXGmpNqhTrsrmX4bQ5+cPHfzD3/Z7GwkkJiRDDq8BVQGuoFU/AA0gAQ4iBYBzbpIS5b0ZcAKPWW8sdL9/BK/teGZJ+Fz25dO6l+MN+1u1e1+X3DzQeYErWlEEvaREiFfTU/wISu5nHM+7C5qXnmWUh8SUkQojU5w15E0bDdSczLZNLZl/CuxXvsr16O06bs8dyMOMkTzIwhBgexs2HI81HsFlsck4rxAAwjm3JHDdFZ4MWwFBK/VopVa2U2j5Qz7m9ejs3vngjFU0VfPvUbw9Jv4ueTM+dzuKixfztk78RioQSvqe15oDngJSPiDGjtKYUl93V7RSQ3gIYbrvb/IUu44aFGFm8IW/SNxP+Zc6/4La7+bj6414bmBnPKT0whBgexrH7cNNh6X8hxAAxm3hKBkafDGYGxhPAeQPxRFpr/lb+N7796rdj/S7OXcPyScsH4qn77bK5l1Hvq+eNA28kPN7gb6A11MrUbAlgiLGhtLaUOePmdBtUdNqcZDgyqGlNLCGJr4N32Vzku/Kl34UQI0wyPTAMboeby+ZeBvRe/2vcnZIMDCGGhxnAaD4s5SNCDBDj2Cc9MPrGNlhPrLV+UylVMhDP9eTWJ3mm9BmWT1zOTSfflFLRqsXjF1OSXcL/fPA//PyDn5uPazQgDTzF6LN211oe2fhIp8c1mlVTVvW4baGrkLW71yaUXRn7itvhJsORQYYjY2AXLIQYVKFIiFA0dEwnYhfPvpjny5/vdX/PTMsEJIAhxHAxyjujOmpOBRNC9E+GIwOFkgBGHw1aACNZSqlrgWsBpkzpOvX81Kmn4rQ5+cz8z6Rc7Z1SiptOuYn3Dr3X6Xsuu6vbfgBCDKZk9qu+mpE3g8/O/2ynx60WK+fPOL/Hbb96wlfZdnRbp8eLMopw2V1848RvSPaFSGmDuW+NVBrNVcdfxfGFxye9jdPm5Durv9Prz51Rcga5zlwJYIwBsm+lJpvFxrdO+RaHPIeYnT97uJcj+kD2rdRz7nHnMjV7qmQ19ZHSWg/ek8cyMP6utU7qrObEE0/UGzduHLT1CNFPqRU9S5LsV2IEkH1LiIE3IvcrkH1LpDzZt4QYHEntWyNuCokQQgghhBBCCCHGHglgCCGEEEIIIYQQIuUN5hjVPwLvAbOVUhVKqa8M1msJIYQQQgghhBBidBvMKST/OljPLYQQQgghhBBCiLFFSkiEEEIIIYQQQgiR8iSAIYQQQgghhBBCiJQ3qGNUj5VSqgY40IdN84HaAV7OSCSfQ7vB+CxqtdbnDfBzDrp+7Fcg/6YM8jm0k32rjexbA0I+h3YD/VmMyP0K5HxwgMhnESPHrDiybw0I+Sxihm3fSqkARl8ppTZqrU8c7nUMN/kc2slnMTDkc4yRz6GdfBYDQz7HGPkc2sln0X/yGbaTzyJGPoeBIZ9jO/ksYobzc5ASEiGEEEIIIYQQQqQ8CWAIIYQQQgghhBAi5Y2WAMZjw72AFCGfQzv5LAaGfI4x8jm0k89iYMjnGCOfQzv5LPpPPsN28lnEyOcwMORzbCefRcywfQ6jogeGEEIIIYQQQgghRrfRkoEhhBBCCCGEEEKIUUwCGEIIIYQQQgghhEh5EsAQQgghhBBCCCFEypMAhhBCCCGEEEIIIVKeBDCEEEIIIYQQQgiR8iSAIYQQQgghhBBCiJQnAQwhhBBCCCGEEEKkPAlgCCGEEEIIIYQQIuVJAEMIIYQQQgghhBApTwIYQgghhBBCCCGESHkSwBBCCCGEEEIIIUTKkwCGEEIIIYQQQgghUp4EMIQQQgghhBBCCJHyJIAhhBBCCCGEEEKIlCcBDCGEEEIIIYQQQqQ8CWAIIYQQQgghhBAi5UkAQwghhBBCCCGEEClPAhhCCCGEEEIIIYRIeRLAEEIIIYQQQgghRMqTAIYQQgghhBBCCCFSngQwhBBCCCGEEEIIkfIkgCGEEEIIIYQQQoiUJwGMFKWUiiiltiiltiqlNimlVvTy8yVKqauGan1CDCal1Hil1J+UUnuUUjuVUmuVUrOGe12pSCl1j1LqluFehxh9+rIfKqVa2v5bopTa3sX3T1dK/b2bbdcqpXKSeX4hxoK4c0Hjzx19eI5u9zkhRqL+7hdKqf1KqfwBWMfFfdkn27bt8hgpkmMb7gWIbvm01osBlFLnAvcDp/Xw8yXAVcAfBn9pQgwepZQCngN+o7X+XNtji4Ei4JMhXofSWke7+b5Vax1JhbUIMdCGYz/UWl8wGM8rxAhmngsKIUzDvl8opWxa6xeAF4ZzHWOVZGCMDFlAA8ROKpVSP1JKbVdKfayU+mzbz/w/4NS2SORNbZG9t9qyN8wMjrZI/OtKqWeUUmVKqd+3PedZSqnnjBdUSn1KKfXskL9TIeAMIKS1fsR4QGu9RWv9llIqQyn1Stu/6Y+VUpeAGckuVUr9Uim1Qyn1T6VUetv3ZiilXo7LZjqu7fFblVIfKqW2KaW+1+F5fgFsAibHL6wtan+3Uupt4Eql1HFKqReVUh+17W9z2n7uyrZ9dKtS6s22x6xt+67xml9ve7y392SuRSl1XtvPbVVKvRK3tHlt+/VepdT1g/D/RIw93e6H0PX+cwyylFLPqVhWxyNKKUvbc5p3xZRSN7ftQ9uVUjd2fILujoVKKYtS6hdtvwf+rmJZHVfIMU6MJkqpZUqpd9uOBRuUUplKKadS6vG2/WGzUuqMLrbLU0r9tW2/fV8ptbDt8QKl1Ettx5dHlVIHlFL5SqnvK6VuiNv+XjnGiFTVdgz5Xtz5lHFONq7tvHCzUupRQMVt0+WxRin1b237yVal1G/bHntCKbVGKfUa8EOl1JeUUv8b972ft+2Xe5VSV7Q93uWxqsO6u9x3lVIupdRTbev4s1LqA6XUiUqpryilfhq3/deUUmsG51NNUVpr+ZOCf4AIsAUoAzzA0rbHLwdeAqzE7oQdBIqB04G/x23vApxtX88ENrZ9fXrb800iFsB6D1hFbGcuAwrafu4PwEXD/TnIn7H3B7ge+Gk337MBWW1f5wO72/7tlgBhYHHb954CPt/29QfApW1fO9v2jXOAx9q2tQB/B1a3PU8UOLmb198P3Bb391eAmW1fLwdebfv6Y2Bi29c5bf+9Fvh229dpwEZgWi/vyVwLUAAc+v/s3Xd4XPWV//H3V5oZSaNmWZZx7wVsigGbBPBC6C1Oo2VTyS4hCUnIbjYky25+m2TzbPruwiabbBqkEe/GBJIAAQIEcGzTDO69ypJlW82qI2na9/fHnTuWLGk0KjMjjT6v55lH0rR7BLq+d84953yBubGfJ8a+fhnYEHvPSUAD4M30/0fdxvZtgP2wz/0n9lhb7OscYHsfr30b0AnMix3HngVuiT12OPY3fGFsHyoEioAdwPmnvX9/x8JbgD/G4pqCk/y/BR3jdBuDN06dC7q32wEfcBBYEXtOSew48g/AQ7H7zoztE/l0Oz8Evgt8Kfb9lcDm2PffA+6LfX89YGP74hzgzdj9OcABoDzT/110G9+3vvaL2P2HgU/Hvr8b+Ens+/8C/iX2/U3d/r77PNYAS4E9wKTYa9zzrZ/Fjne5sZ/vAL7X7bE1sf1kCbA/dn9/x6o5xI6RCfbdzwE/jN1/Ns557vJYvAeInevhnAOek+n/L+m8qYVk9OreQnIx8AtjzNk4yYbV1ildP2GMeQlYAbSc9nov8D3jlPxGgO59y69Za6tj770ZmGOtXRfLMH7AGPMQcDHwoRT+fiJDYYCvGWMuw/lwPx3ngABwyFq7Ofb9G8AcY0wxTiLhMQBrbSeAMeZanA9hm2LPL8JJ9B0BKq21rySI4f9i71EEXAKsMSaezM+LfV0P/MwY8xvAvcp7LXCum5UHSmPbrE7wO3WP5a3AWmvtodjv0tgtpiettV1AlzGmNvb66gS/g8hw9Lf/rE3y9a9Zaw8CGGNW4xzXHun2+ErgMWtte+w5jwJ/1W177nP6OhauBNZYp93qeOxKGdZaq2OcjEG9SuWNMecAx6y1rwNYa1ti96/ESVBgrd1tjKmk57kfOPvHzbHn/Dl2Zbo0dv+7Y/c/bYw5Gfv+sDGmwRhzPs5xZZO1tiFFv6tIshK1kLjnXG8A74l9f5n7vbX2Sffvm/6PNRZ4xFpbH3tN9/OtNbb/9uHfxY49O40x7nlcf8eqrd1e19++uxJ4IHb/dmPM1tj37caYPwNvN8bswklkbOsnpqykBMYYYK192ThltRV0K3sawN8DJ4DzcLKBnd0e6+r2fYRTfwcPAY/HnrvGWhseTtwiQ7QD54ppX96Psx9caK0NGWMO42SpofffdQH97y8G+Lq19oc97jRmDtA+QHzu4zlAU18HUWvtx40xb8HJ9G+OJRINzpWBZ07b5h0JfqfusRicg2pf+tunRYYq0X7Y5/4zCKf/HZ/+czLHuUT7dn90jJNs0N+xYKj7jR3gtT/BudI8BXgwiW2IZJJ7PnT6udBg9plE51uJzhG7n4uZ074mMpTj2U+Af8KpLHwoiW1kFc3AGANiPVy5OKXha4HbjdNPX4GTVXwNaAWKu72sFCdDHwU+GHt9QtbaGqAG+CJOKZRIJvwZyDPGfNS9I9bveznO33Vt7IP+FcDsRG8UuzJVbYx5V+x98owxfuAZ4G9iVRQYY6YbYyYPJsjYex8yxtwaew9jjDkv9v18a+2r1tp/AepxZmk8A3zCGOONPWeRMaZwEL/Ty8Dlxpi5sddPHEy8IoOUaD8c7v5zkTFmrnFmX9wOrDvt8bXAu2L9v4U4V4b/0sdz+joWrgNuNs4sjDNwyucBHeMka+wGphljVgAYZ/6FB2efeH/svkXALJwy+O66P+dtQH3sWLYOuC12/7VAWbfXPIbTVrICZ98XGWu6/93fwKm/7/6ONc8DtxljymOvGc75Vn/Hqv7i677vdt8vlwDnuC+w1r6Kc275PmD1MOIbk3SVbvQqiLV3gJOB+7C1NmKcIWQXA1twsoOft9YeN8Y0AGFjzBacE7PvA7+Nfbh6gYGvKrsexukR3jmCv4tI0mKl3u8G7jfO8lSdOH2Nf4dzVfhxY8xGTs2IGcgHgR8aY/4VCAG3Wmv/ZIw5C3g51v7RBnwAJ2M/GO8HfmCM+SJO29b/4uyb3zbGLMTZd5+P3beVWD+xcTZaB7wLZ58b8Hey1tYZY+4CHo198KsFrhlkvCJJSbQfWmv39bP/1Cb59i/jDJ4+B+fE7bHuD1pr3zTG/IxTJ3k/sdZuoqf+joW/Ba4CtuOslvIqztwnl45xMpZ0PxcEeNpa+4/GGQT4XeMMq+4ArsY57/sfY8w2nF75O6y1Xd1aHMGZmfRQrBQ9AHw4dv9XgNWx930JOIZzYQxrbTDWitWUoHReJJ363C8SPN/9+34T5+/7CCQ+1hhj/g14yRgTwWlfvGOIsfZ3rJrT7Tn97bvfB34e21834ZxHdj+e/QZn9ttJxhljbX8VMjIeGWea7iZr7U8zHYuIiMhgGWOKrLVtsatnrwGXWmuPxx7TMU7kNMaYPCBirQ0bZ+7aD7rNYcvBWQnrVmvtvkzGKTKeGGNyceZbdBpnBb3ngUXW2mDs8Sdwhm0/n+h9spEqMCTOGPMGTqXGP2Q6FhERkSF6whgzAWe1hq92S17oGCfSt1nAb2LJiiDwUYiXrT+BM+hQyQuR9PIDL8Rajw3wiVhF1ASc5PyW8Zi8AFVgiIiIiIiIiMgYoCGeIiIiIiIiIjLqKYEhIiIiIiIiIqPeqEpgXH/99RZnQqtuuo3G25ik/Uq3MXAbk7Rv6TbKb2OW9i3dRvltzNK+pdsovyVlVCUw6uvrMx2CSNbRfiWSGtq3RFJD+5ZIamjfkmwwqhIYIiIiIiIiIiJ9UQJDREREREREREY9JTBEREREREREZNRTAkNERERERERERj0lMERERERERERk1FMCQ0REUuZXW3/Fw1sfznQYIiIiIpIFlMAQEZGUiNooT+9/mprWmkyHIiIiIiJZQAkMERFJid31u2nuauatM96a6VBEREREJAsogSEiIinxSvUreHI8XDjtwkyHIiIiIiJZQAkMEREZcdZaXql+hfPOOA+/15/pcEREREQkCyiBISIiI25n3U6OtR3jkpmXZDoUEREREckSSmCIiGSxquYq9tTvSft2H931KCV5JVw++/K0b1tEREREspMSGCIiWezX237Nd1/7blq3Wd1SzWs1r3HTwpvI8+SlddsiIiIikr2UwBARyWLBSJD2UHtat7mxZiMA1y+4Pq3bFREREZHspgSGiEgWi9gIHaGOtG6zrr2OfE8+Zfllad2uiIiIiGQ3JTBERLJYJBqhI9yBtTZt26wP1FPhr8AYk7ZtioiIiEj2GzCBYYz5ljGmxBjjNcY8b4ypN8Z8IB3BiYjI8ERshKiNEoqG0rbNukAdk/yT0rY9ERERERkfkqnAuNZa2wK8HagGFgH3pjQqEREZEZFoBIDOcGfKt/PAKw9w8ORB6gJ1VPgrUro9ERERERl/PEk8xxv7eiOw2lrbmExZsDFmMfB/3e6aB/yLtfb+QUcpIiJDErFOAqMj1EFJXknKtlPTWsNzh56jwFtAU2cTFYVKYIiIiIjIyEomgfEHY8xuoAO42xhTAQx4Kc9auwdYBmCMyQWOAo8NI1YRERkktwKjI5zaQZ41rTUAvHb0NQC1kIiIiIjIiEvYQmKMyQEeBy4GlltrQ0AAeOcgt3MVcMBaWzmkKEVEZEjcCoxUt5AcbT0KwIn2E4ASGCIiIiIy8hImMKy1UeDfrbUnrXXOgq217dba44PcznuB1X09YIy5yxiz0Rizsa6ubpBvKyJ90X4lrnA0DKQ+gVHdUt3j52ydgaF9SyQ1tG+JpIb2Lck2yQzx/JMx5mYzxPXwjDE+4B3Amr4et9b+yFq73Fq7vKIiO094RdJN+5W4ojYKQCAUSOl2alpryPfkx3/O1goM7VsiqaF9SyQ1tG9JtkkmgfFZnORD0BjTYoxpNca0DGIbNwBvWmtPDClCEREZsnStQnK09SgXTbsIg6HYV0yeJy+l2xMRERGR8WfAIZ7W2uJhbuOv6ad9REREUisdMzDag+00dTYxr2weh5oO4c3xDvwiEREREZFBSmYVEowx7wAui/34orX2iSRf5weuAT42tPBERGQ4ui+jmiruCiTTS6bz4fM+jMWmbFsiIiIiMn4NmMAwxnwDWAE8HLvrM8aYldbafxzotdbaAFA+vBBFRGSoUr2M6utHX2fNTmfE0fTi6cwsnZmS7YiIiIiIJFOBcSOwLLYiCcaYnwObgAETGCIiklmpbiH52eaf0dzVzNsXvp3pJdNTsg0REREREUhuiCfAhG7fl6YiEBERGXnuMqqpaCFpD7ZzpOUIqxat4mPLP0aOSfaQIiIiIiIyeMlUYHwd2GSMeQEwOLMw7ktpVCIiMiLcZVRT0UKyu343AGdVnDXi7y0iIiIicrpkViFZbYx5EWcOhgG+YK09nurARERk+FK5jOru+t0YDIvKF434e4uIiIiInC7Zet8coB44CSwyxlw2wPNFRCTDrLUpXYVkV/0u5k6YS74nf8TfW0RERETkdMmsQvJN4HZgBxCN3W2BtSmMS0REhsltH4GRr8CIRCPsadjDVXOvGtH3FRERERHpTzIzMN4FLLbWdqU6GBERGTlu9QWM/AyMrSe20hnu5Nwzzh3R9xURERER6U8yLSQHAW+qAxERkZHlzr+AkU9gvFT5EoXeQpZPWz6i7ysiIiIi0p9+KzCMMd/FaRUJAJuNMc8D8SoMa+09qQ9PRESGyq3AMJgRbSEJRoJsqNrAylkr8eX6Rux9RUREREQSSdRCsjH29Q3gD6c9ZlMTjoiIjBS3AsPv9RMIBbDWYowZ9vu+eexNOsIdXD778mG/l4iIiIhIsvpNYFhrfw5gjPmMtfaB7o8ZYz6T6sBERGR43AqMIl8R7aF2gpEgeZ68Ib/f8bbjTPJP4kTbCQAWTFwwInGKiIiIiCQjmRkYH+7jvjtGOA4RERlhbgVGka8IGN5KJJ3hTj75x0/y3MHnaA22YjD4vf4RiVNEREREJBmJZmD8NfA+YK4xpnsLSTHQkOrARERkeNwKjEJvIeAM8iyldEjv1drVSjAS5ETbCQKhAEW+ohFpRxERERERSVaiGRgbgGPAJODfu93fCmxNZVAiIjJ8p1dgdISGvhJJe6gdgNZgKx2hjvh7ioiIiIikS6IZGJVAJXDxUN/cGDMB+AlwNs7gz7+x1r481PcTEZHkdZ+BAcNrIQmEAgC0dLXQFe6i2Fc8/ABFRERERAYhUQUGAMaYVk6tOuIDvEC7tbYkifd/AHjaWnuLMcYHqGFaRCRN3AqMQt+pFpKh6p7ACEaClOQlcwgQERERERk5AyYwrLU9LrMZY94FXDTQ64wxJcBlxAZ+WmuDQHBIUYqIyKClqgIjHA0zrXja8AMUERERERmEZFYh6cFa+zvgyiSeOg+oAx4yxmwyxvzEGFN4+pOMMXcZYzYaYzbW1dUNNhwR6YP2K4ERnoERdGZgtHS10BpsHbctJNq3RFJD+5ZIamjfkmwzYALDGPOebrdbjDHf4FRLSSIe4ALgB9ba84F24B9Pf5K19kfW2uXW2uUVFRWDjV9E+qD9SqB3BcZwWki6D/FsD7aP2yGe2rdEUkP7lkhqaN+SbDNgCwmwqtv3YeAw8M4kXlcNVFtrX439/Ah9JDBERCQ14jMwYsuojkQLSdRGAcZtAkNEREREMieZGRgfOf0+Y8wKoHaA1x03xlQZYxZba/cAVwE7hxypiIgMiluBUeAtwGBGpIXEVZw3PltIRERERCRzkqnAAMAYswR4L/DXQDOwPImXfRp4OLYCyUGgVzJERERSw63AyDW5+L3+EVmFxDVeZ2CIiIiISOYkTGAYY2bjJCz+Gqd9ZDaw3Fp7OJk3t9ZuJrlEh4iIjDC3AiM3J5d8T/6wWkjcGRgutZCIiIiISLr1O8TTGLMB+CPgBW6x1l4ItCabvBARkcwKR8MAeHI85Hvyh9VC0hHqoLygPP6zEhgiIiIikm6JViGpA4qBMwB3ZG0yq4+IiMgo4A7cHIkWkvZQO1OKpsR/1gwMEREREUm3fhMY1tp3AucAbwJfMcYcAsqMMRelKzgRERk6dwZGjskZfgtJsJ0KfwU5xjlsqAJDRERERNItUQUG1tpma+2D1tprgLcA/wLcb4ypSkt0IiKtVhfRAAAgAElEQVQyZO4MjJFoIQmEAxT6Cin2FZPvyceTk/QMaBERERGREZEwgdGdtbbWWvtda+0lwMoUxiQiIiMgvgpJTi4FnoIhV2BYawmEAhR6CynJK9EKJCIiIiKSEUknMLqz1laOdCAiIjKy3AqMHJNDgbdgyDMwuiJdRG0Uv9dPsa9Y7SMio8Du+t00BBoyHYaIiEhaDSmBISIio1+8AsM4y6gONYHRHnSWUC30FbJq8Srefea7RyxGERk8ay1ffvHL/GbHbzIdioiISFolWkb1m7Gvt6YvHBERGSndl1Et8BTQFe7C2sEvJhUIBQDwe/2snLWSK+ZeMaJxisjgtHS10B5qZ1rxtEyHIiIiklaJKjBuNMZ4gfvSFYyIiIyc+DKqOU4FhsXSFeka9Pu4CYxCb+GIxiciQ1PTWgOgBIaIiIwJgVCAgycPxi+uDUeiBMbTQD1wrjGmxRjT2v3rsLcsIiIpdfoMDGBIK5G0h5wWEr/XP3LBiciQKYEhIiJjyfba7Xzm6c+wv3H/sN+r3wSGtfZea20p8KS1tsRaW9z967C3LCIiKXV6Cwkw6JVITrSd4PWjrwPODAwRybya1hpyTA5nFJ2R6VBEREQGVNnkrAEyq3TWsN/LM9ATrLXvNMacAayI3fWqtbZu2FsWEZGUcod4Ggz5nnyAQQ/y/MHGH/DGsTfw5fqYWDBxxGMUkcGraa3hjMIz8OQMeBonIiKScUeaj1DhrxiRat4BVyGJDfF8DbgVuA14zRhzy7C3LCIiKRW1UXJNLsaYeAvJYCswattruXDqhfzy3b/U8qkio0RNa43aR0REZNRp6mwiFAn1ur+yuZLZpbNHZBvJLKP6RWCFtfbD1toPARcB/29Eti4iIikTjobJzckFiLeQDHYGRmNHI1OLpmr+hcgoYa2lpk0JDBERGV1q22u56/G7+PW2X/e4PxKNUNVSxewJ6Utg5Fhra7v93JDk60REJIMiNkKucRIYQ2kh6Qx30h5qp9xfnpL4RGTwTnaepDPcydSiqZkORUREBHCS69999bt0hDvYUbejx2PH2o4RjoZHrAIjmebJp40xzwCrYz/fDvwxmTc3xhwGWoEIELbWLh9KkCIiMnhRGz1VgTGEFpKGQAOAZl+IjCI7ap0Tw+kl0zMciYiIiOPp/U+z+cRmJvsnc+DkASLRSPwc1B3gOVIVGMkM8bzXGPMeYCVggB9Zax8bxDausNbWDzVAEREZmnA0HK/AGEoLSWNHIwDlBarAEBkNTrSd4Psbv8/cCXM5e/LZmQ5HRESEmtYafrrppyw7YxlXz7ua77z8HY40H2FW6SweePUB9jfux2CYUTJjRLaX1Phqa+2jwKMjskUREUmL7tnvobSQNHQ4FRhqIREZHX6+5edEohHuW3kfvlxfpsMREZF+dIQ6+Ptn/p7PXvxZFpUvynQ4KfXYrscwxvCZt34mPsBzb8Netp7YyguHX8Dv9bOofNGIHbdSvf6WBf5kjLHAD621Pzr9CcaYu4C7AGbNGv66sCKi/Uoc3WdgeHI8GAxd4a6kX68Wkt60b0mmBEIBXj36KlfPvZqpxdk3/0L7lkhqaN/KjIaOBo62HqWyqTLrExjH244zq2QWk/yTsNZS7CvmpcqX2Ne4jxXTVvDFy76IwYzY9lI9jPNSa+0FwA3AJ40xl53+BGvtj6y1y621yysqKlIcjsj4oP1KwJmB4clx8tTGGPI8eXRFkk9gNHY0ku/J1wok3Wjfkkx5ueplgpEgb5vztkyHkhLat0RSQ/tWZgQjQcBp5812DR0NTPJPApzzzYUTF7KtdhvFvmI+vvzj5JgcjBm5BEbCCgxjTC7wc2vtB4by5tbamtjXWmPMYzhLsK4dynuJiMjghKNhcsypPHVebt7gKjA6GjT/QiTDrLVsqNrAH/b8gTMKz+DMSWdmOiQRERmA20oxHhIY9YF6lk1ZFv/5tqW3sXTyUt6x+B3xFuaRlDCBYa2NGGMqjDE+a21wMG9sjCnEWYK1Nfb9tcC/DiNWEREZhEj0VAsJOAkM94pAMhoCSmCIZNqanWv45dZfkmtyuXvF3SN6FUtERFIjFB0fCYxAKEBHuCNegQGwdPJSlk5emrJtJjMD4zCw3hjzB6DdvdNa+x8DvO4M4LHYgdYD/Npa+/QQ4xQRkUGK2Ei8hQQYUgtJKg9AIpLY4abDrN6+mpUzV/IPl/xDj/1ZRERGL7cCI2IjGY4ktdx5ad0TGKmWzJGwJnbLAYqTfWNr7UHgvCHGJSIiw9R9FRIYXAuJtZbGzkZVYIhkiLWW77/+fQq9hdy94m4lL0RExpDxUoFRH6gHSOv54oBHQ2vtV8BpCbHWtg/0fBERGR0iNtJzBoYn+RaSmtYawtEwU4qmpCo8EUng5eqX2VW/i09f9GmK85K+fiQiIqOAW4Hhfh3L2oJtNHY0Mqu09yo2DR1OBUa5P30JjAFXITHGXGyM2Qnsiv18njHm+ymPTEREhiUS7dlC4sv1Jd1Csr12OwBnTz47JbGJSP+aOpv46Zs/ZXbpbK6ed3WmwxERkUFyKzDGegtJ1Eb50gtf4p6n7mHria29HncrMCYWTExbTMkso3o/cB3QAGCt3QL0Wg5VZCzb37if14++TtRGMx2KyIiJ2N5DPLvCXbR0tfDw1ocT/r3vqNvBhPwJTCuelo5QRSQmGAny5Re/TFNXE/e85Z4eVVQiIjI2ZMsqJI/veZy9jXsp8hXxtb98LZ6wcDUEGijNK8WX60tbTEkdFa21VafdNbZTSSKn+c2O33D/q/cTiepPW7JHJNq7haQr0sXrR1/nf3f8L0dbjvb5Omst22q3cXbF2VrxQCTNdtXt4sDJA3xqxadYVL4o0+GIiMgQZMsMjDU713DBlAv4+lVfpz3UzoaqDT0erw/Up31eWjIJjCpjzCWANcb4jDGfI9ZOIpINGgINvHr0Va6Zdw3eXG+mwxEZMb1WIcl1EhiBUAA4dXA9XV2gjvpAvdpHRDKgLdgGwNyyuRmOREREhiobKjCCkSDNXc0snbyUmaUzmVE8g401G3s8pz5Qn9YVSCC5BMbHgU8C04GjwLLYzyJZ4ZkDzxC1Ua5fcH2mQxEZUb1WIfE4LSQd4Q6g/8FSO2p3AGgJVZEMaA8589KLfEUZjkRERIYqGyowTnacBE7Nt1g+bTnbarfRGe4EoDPcyfH246MvgWGtrbfWvt9ae4a1tsJa+wFrbUM6ghNJtbr2Op7c9yQXTLlAqy1I1ulzBkaki45QLIHRTwXG3oa95Hvy+5w2LSKp1R50EhiF3sIMRyIiIkPlrvo2lhMYjR2NwKkExorpKwhHw2w5vgWAR3Y+Qme4kyvmXpHWuJJZhWSeMeZxY0ydMabWGPN7Y8y8dAQnkkqd4U7+9aV/JRwNc+cFd2Y6HJER11cFRjgajpeo93dQ3duwlwVlCzQ8UCQD2oJt5Jgc8j35mQ5FRESGKBtaSNwlUt0ExpKKJRR4CthQtYH6QD2P7X6My2dfzpmTzkxrXMmcnf4a+A0wFZgGrAFWpzIokXT47c7fcrj5MF+49AvMLJ2Z6XBERlxfFRjgLNEIfbeQhKNhDjYdZGH5wvQEKSI9tAXbKPQWaoCuiMgYlo0tJJ4cD5fPvpx1Vev42eafEbVRPnTeh9IeVzIJDGOt/aW1Nhy7/QqwqQ5MJJVq22t5dPejXDbrMi6YekGmwxFJidMrMNwlrpq7moG+W0gONx0mHA1r9QORDGkPtWv+hYjIGJcNFRiNHY14cjwU+4rj992w8AaCkSAvVb7ElXOuZHLh5LTH1W8Cwxgz0RgzEXjBGPOPxpg5xpjZxpjPA0+mL0SRkROOhvnmum9y1+N3Ya3lw8s+nOmQRFKmVwWGp2cFRl8H1X0N+wCUwBBJEWste+r3YG3f14Lag+2afyEiMsZlQwVGQ0cDE/Mn9qgInFc2j8XlizEYbllyS0bi8iR47A2cSgs34o91e8wCX01VUCKp8qM3fsS6qnWsWrSKq+ddnZGsoUi6ROxpMzBiLSQnO52SwL5aSPY27KUkr4QKf0V6ghQZZ/Y07OHeZ+/lg+d+kNuW3tbr8fZQO4U+JTBEMsFay+rtq7lizhVMLZ6a6XBkDHPPsSLRSIYjGbqTHSfj7SPdfXLFJznaejRj+0i/CQxrrRYgl6yyoWoDT+1/ivec+R4+cv5HMh2OSMpFoj0rMNwWEnf5q75aSE60n2BG8Qz134ukyOGmwwD8etuvWT5tOfPKes5Fbwu2aQUgkQx589ibrN6+milFU5TAkGFxz7H6W/FtNIjaaMKB7Q0dDcws6T0ncG7ZXOaWZS5VkMwqJLnGmHcYY+4xxnzWvaUjOJGR0hnu5Mdv/pg5pXMyMmxGJBN6VWDEWkhcoUiIh7c+zD8//8/x+1q6WijNL01bjCLjTXVLNb5cH36vn8d2Pdbr8faQWkhEMuXRXY9SXlDOZbMvy3QoMsa5y6iOxgqMDVUbuON3d3Dzb26msqmy3+c1djT2WYGRaYlaSFyPA53ANiA62A0YY3KBjcBRa+3bB/t6keE40XaCnXU7eXLfk9QH6rn36nt7fKATyWanV2C4LSSuUDTE/+74XwCOthxlesl0Wrpa0r4clsh4Ut1SzYziGUwunMy+xn29Hm8LtqmFRCQDDjQeYGvtVj6y7CN4cpL5iCTSv9E8xPOV6lfiS6RWt1Qze8LsXs8JRoK0h9rHbAJjhrX23GFs4zPALqBkGO8hMmjbTmzjiy98kaiNUuGv4J6L7mFJxZJMhyWSNslUYEwvns7R1qM8c+AZPrLsI7R0tVCSp3+uRVKluqWaxeWLmVU6i1eOvkIgFMDv9QPOPhmMBLUKiUgGPLLzEfxeP9fNvy7ToUgWcBMXo7GFpD5Qz2T/ZGoDtbQF2/p8TmNHI8CoTGAks4zqU8aYa4fy5saYGcBNwE+G8nqRobLW8uCmBykvKOe/rv8vfrzqx1wz/5pMhyWSVslUYLgfnJ47+BzNXc1EbITSPLWQiKRCMBKktr2WGSUzWDBxAQAHTx6MPx4IBQDUQiKSZtUt1ayvWs9NC29SBZQM2vG24zy267Eeq0uN5haS+kB9fIZFa7C13+fA2E1gvAI8ZozpMMa0GGNajTEtSb7//cDnSdB6Yoy5yxiz0Rizsa6uLsm3FUlsfdV69p/czwfO/QBzy+aOu7YR7VcSiUaw2B5lsH1VYLgH2NZgKztqdwCoAiMB7VsyHDWtNVhsjwSGu3QxEL8SNh4rMLRvSaZYa3l468N4c728c/E7Mx3OiNO+lXprK9fy4OYHqQuc+u8bX0bVjq4WEmst9YF6phVPw5Pj6bcCo7qlGoDpJdPTGV5Skklg/DtwMeC31pZYa4uttQOe3Rpj3g7UWmvfSPQ8a+2PrLXLrbXLKyq0bJ8Mn7WWR3c9yoziGbxtztsyHU5GaL8S98DpzfXG7+urAiMYCTKtaBpw6kqwEhj9074lw9H9hLA0v5QKfwX7G/fHH3dPJMfjFWDtW5IJ1lp+seUXrKtax61Lbs3KIdbat1LPrZ470nwkft9onYHR0tVCKBqiwl9Bsa+43wTGoZOH8Hv9VPhH399MMgmMfcB2270mJjmXAu8wxhwG/he40hjzq0G+h8igHG05yu763exr3MeqxasSLg0kks3cA6c3p1sCo48KjK5IF9OKnQTGgZMHACUwRFIlnsAodq5oLZi4gN31u+MnuO2hdkAtJCLpYK3lV1t/xSO7HuHGBTdy+9LbMx2SjFHtQeff7u4resQrMEZZAsNtDZnkn0SRr4jWrr5bSA43HWZ26WyMMekMLynJDPE8BrxojHkK6HLvtNb+R6IXWWvvA+4DMMa8DfictfYDQw9VpH9uBv2RXY/gyfHg9/q5cu6VmQ5LJGP6qsDonsxwnxOMBJlcOBlPjieewMjGK1Aio8GO2h3MLJkZTyZePvtyXq5+mR9u/CF3r7g7fhI8HltIRNLJWstPN/2U3+/5PdfNv46PL//4qPygJmODW4FR2Tz2Ehh9VWBYa6lsruTy2ZenO7ykJJPAOBS7+WI3kVHn8b2P88iuR1g5cyW17bVcPPNi8j35mQ5LJGP6qsAwxuDL9cXnXrgzMPI8eUzMn0htoBZQBYZIKnSFu9hRt4MbF94Yv+/SWZdy68lbWbNzDd5cLzNKZgDjs4VEJF2aOpv43mvf49Wjr7Jq0So+esFHlbyQYYknMLpXYIzSFhJ3TkdFodNC4iY0uqsP1NMeau9zedXRYMAEhrX2K8PdiLX2ReDF4b6PSH+ePfAsi8sX8/lLP6+DkAh9V2CAMwcjGAniyfHEKzDycvOoKKygNlCLN8fba1aGiAzf9trthKIhLph6QY/7P3juBwlGgvx+z+8p9hUDaiERSZXjbcf53J8+RyAU4KMXfJRVi1bpvFGGzW3/q26tJmqj5JicHhUY1tpR83dWH6jHk+OhNK+UIl8Rh5oO9XrO4abDAMydMDfN0SVnwASGMeYFoNf8C2ut6vNlVDjacpTDzYe58/w7R80/DiKZ5lZZnN42kufJozXYSkleCR2hDgB8uT4m+ScBTvuI9iORkbfp+CZ8uT7Onnx2j/uNMdx5wZ0U+Yp4eNvDeHI8+HJV8Coy0sLRMN9a/y3C0TD/ed1/jtqryzL2uOdTwUiQ423HmVY8LV6BARC10R7L2mdSXXsd5QXlGGMozivucxlVN4Exq3RWmqNLTjItJJ/r9n0+cDMwumphZFzbULUBgEtmXpLhSERGD/fAefoHIbe6osRXEr9i4Mv1xadMl/jUPiKSCm/UvMHSiqX9JiduX3o7bcE2DjQeUBJRJAX+b/v/sa9xH/etvE/JCxlR7aF2ZpbMpKqlisqmSqYUTSFiI+R78ukMdxKOhsnNGR0JjIaOhvg5X5GvKB6fJ8dJC0RtlBcOv8Cc0jmjtp0xmRaS05dBXW+MeSlF8YgkLRQJ8fC2h/nTgT+xuHwxFYWjb5kfkUxJ1EJiMBT5imjoaHDu8+TFKzA0/0JkeKy1bDmxhdmlsznaepSOUAezSmdR3VrNDQtv6Pd1biWGiIy8yqZK1uxcw5VzrtQFLxlxgVCAZVOWOQmM5sp4q2CBpyCeIMgjM+25rV2t5Hny8OX62FC1gYMnD/LWGW8FTg2Mbg+2xwe4v3T4JapaqvjCpV/ISLzJSKaFZGK3H3OAC4EpKYtIJEl/3PdHfrvrtyyfupwPnKsFbkS6c4dG9dVC4vf68eZ6e1RgFOY7WXYlMESG5/Wa1/nq2q/GfzYY3rH4HQAsn7Y8U2GJjDtRG6U+UM/kwsk8uOlBCn2F/O0Ff5vpsCTLWGsJhAKU5ZcxpXAKR5qPxC8iuQsKZHKQ5+f+9DnOqjiLa+dfy9fXfZ15E+Zx29LbAOJzl1q6WijJK8EYw5qda5g3YR6Xzrw0YzEPJJkWkjdwZmAYnNaRQ4D2fsmornAXj+x6hHMmn8OX3valTIcjMuq4MzDckkCXL9dHgbcAb443PjXbl+uLVzBpCVWR4Xl6/9OU5ZexatEq8j358aUapxVNY1rxtEyHJzJuPLH3CR7c9CBfv+rrbDq+iduW3qYkvYy4rkgXFkuhr5DZE2ZT2VQZPwcr8BQAmUtg1AfqqWmrobGzEXCqcL95zTfjiRW3AuPBTQ9yvO0437rmW1S1VPGRZR8Z1a2MOQM9wVo711o7L/Z1obX2WmvtunQEJ9KfJ/Y+QVNnE+87532ZDkVkVOpvBka+Jx+/x6nAcA+oebl5p2Zg6OROZEDdh7MBNHc2A87J4saajVwz7xpuXXorqxavYuWslQCsmL4i7XGKjGdrK9cSsRG+s+E7WKxaRyQl2oNONavf62dW6SyOth6lM9wZvw8gYiMDvk9bsI1P//HT8QGaI2Fvw14AOsOdPH/oeS6aflE8eQGnEhgbj22kurU6PldwXtm8EYshFfpNYBhjLkt0S2eQIt2daDvB6u2rWTFtRa9p7iLi6G8Gxu1Lb+ejF360R2uJN9dLcV4xf/eWv+PqeVenNU6RseZY6zFue+Q2nt7/NABHmo/wwcc+yEuHX+KP+/4IwLXzr40//z1nvQdfro+/mvVXGYlXZDyqa69jT8MefLk+agO1TCmcMmqXhJSxza1m9Xv9zC6dTcRG4kmIAq9TgXF60rsv7qqKe+r3DCsed+YGwJ76PfElU4Fex6HivOIeP7vHsPll84cVQ6olaiG5t4/7LHAeMAMYHaNUZVwJR8M88OoDGGO4e8XdmQ5HZNRyD5anz8BYWL4QcK5MudyVSa6ad1WaohMZu7ac2EI4GuZ/Nv4PM0pmcKT5CBbLz7b8jJauFv5q1l9xRtEZ8efPK5vHmlvXkGMGLHoVkRHiXkn+6AUf5b9f/28umXnJqC6Jl7HLTWAUegsp95cDsL9xPzC4FpKWrhYAmruahxXPPz3/TyypWMKdF9zJnoY9zC+bz+Lyxbxw+AUunHZhj+e6MzBcB5sOMsk/qVdiY7TpN4FhrV3V/WdjzErgn4FjwKdSHJdIL9Za/n3Dv7Otdht/95a/i6+aICK9uRUY/S3Z2D2x0d9zRKS3nXU7KckrIT83n9XbVlNRWEGuyaU+UI8v18cdy+7o9RolL0TSJxAK8OS+J5k7YS7Xzb8Ob45XLVySMu5AdL/Xz/Ti6eSYnFMJjFgFRjItJG4Cw/06VEdbj1LsKyYSjbCvcR/Xzb+ODy/7MLcsuaXX+Z67TKov18e8CfPY3bB71FdfQHKrkFwF/D+c6ouvWWufTXlUIn3YWLORdVXr+PB5H9aVYpEBuBUYpw/xdHVvLVECQyR5u+t3s7RiKdOKp/G73b+jvK2cC6ZewOTCycyZMEdLeotkkLWWB155gBPtJ/i3K/8NY4zOGSWlureQeHO9TCua1qsCI5kWkpFIYISjYQKhACc7T1LVUkUwEmRx+WJ8uT58Bb3P9XJMDoXeQqdKY9JidjfsHvXzLyBBAsMYcxNOxUUz8M/W2vVpi0qkD88dfI7SvFLedea7Mh2KyKjnTsA+fQaGq3sFRp4nM2uTi4w1TZ1NHGs7xg0LbmBh+UJ+u+u31AZquWb+Nbz37PdmOjyRcW9jzUY2VG/gjvPu0Jw0SYt4C0msmmH2hNmsr3I+Ng+mAqM12AoML4HhDhRt7GjkRNsJgAFXv7p1ya3MLZtLJOrEuGDigiFvP10SVWA8DlQDDcAXTu8bs9a+I4VxicQFI0GaO5t5reY1blp4U79XlEXklPgQz5y+Exjd9yNVYIgkZ2fdTgCWVCxhwcQFFHoLaQ+1s6h8UYYjExFrLb/Y8gumFk3lnWe+M9PhyDjhJjDcaotZpbNOJTAGMQOjtWv4CYzuSZDjbccBBmy5v3nJzYCz/9y38j6WT1s+5O2nS6JPglekLQqRBO79070cbDoIoBUSRJIUioTw5Hj6HVqmFhKRwdtRu8PpFS6bR25OLudPOZ91VetYOHFhpkMTGfdePfoqh5sPc+8l9+pil6RN92VUAWaXzo4/NphVSOJDPDuHPsTTTYJYLAdOHsCT42FC/oSkXmuMGTNLDSca4vlSOgMR6UtVcxUHmw7y1ulvZUnFEuZMmJPpkETGhFA01G/1BWiIp0gy9jbsZd2Rddyx7A5yTA6bjm/i7Iqz4wnA953zPpZNWTbqJ7aLjAfba7fjy/Vx6cxLMx2KjCMd4Q4KPAXxC0azJ3RLYHiGMMQzOPwKDHBWQikvKM/K1XdSlp40xuQDa4G82HYesdZ+KVXbk+y0vmo9BsMnVnyCiQUTMx2OyJgRioT6nX8BpyowckyOrlSJ9OPFwy/y+N7HqfBXcPHMi6lqqeLa+dfGH59ZOpOZpTMzGKGIuA6dPMSc0jnk5uRmOhQZR9qD7fH5FwBTi6biyfEQjobjFRiDWUa1M9xJMBIc0sUltwIDoLqlmqUVSwf9HmNBKtf16gKutNaeBywDrjfGvDWF25MstKFqA2dNOkvJC5FBSrYCQ9UXIv2rD9QD8Iutv+APe/4AwPlTzs9kSCLSB2stB5sOjokVFCS7BEIB/B5//OfcnFxmFM8ABjkDI9hKrnGSb0Odg9G9AsNiKfeXD+l9RrukExjGmMKBn3WKdbTFfvTGbnYw75GtAqEATZ1NCZ9jreVY67E0RTT6NHc288ONP+RQ06Ex048lMpqEIqGEyQm3AkMJDJH+1QfqmVM6h7zcPB7b/RgTCyYyq3RWpsOSLHKs9RjW6vR4uOoD9bQF25hbNjfToUgWCEfDbK/dzpbjW+K3I81H+nxuIBSIz79wuW0kyVZgWGtpDbYytWgqMIwERlcrhlMtIxX+7FzWe8AEhjHmEmPMTmBX7OfzjDHfT+bNjTG5xpjNQC3wrLX21T6ec5cxZqMxZmNdXd0gwx+bHtr0EP/60r8mfM4bx97gY098jLr28fHfpLs3at7gk3/8JE/tf4rr5l/H9Quuz3RIY8543K+kp2AkmLA1RBUYQ6N9a3xwB67VB+pZWL6Q71z7HeaXzefquVdnZT/xaDAe962jLUe564m74qvbyNAdPOkMe1cFRm/jcd8arqf2PcV9z9/HF1/4Yvx2z1P30BHq6PXcjnBHrwTG4vLF5HvyKfQ61/8HSmB0hDsIR8NML5kOJB7k+fiex3nt6Gt9PtYabKUkryS+3YFWIBmrkqnA+E/gOpzlVLHWbgEuS+bNrbURa+0yYAZwkTGm14LM1tofWWuXW2uXV1RkZ5bodE2dTZzsPJnwOY0djVgsjR2NaYpqdHij5g2+uvarlOWXcf/19/Opiz5Fnicv02GNOeNxv5KeBmwhiVVg5OVq/xoM7VvZ75XqV7jtkdt4o+YNmjqbqPBXMKVoCvdffz8fPO+DmQ4va43Hfau5y/mQMtA5oQzsUNMhDEbD3vswHvet4dpeu50KfwXfuOobfOOqb3DbktuI2EiPFg1XMBLsNXPsxoU38j83/U/SFRju7IqZJc5MpUQVGKu3ryQg1oMAACAASURBVOZ3u3/X475wNExzZzOtXa0U+4opyy8DsjeBkdTkNmtt1WlXHAYepdrz9U3GmBeB64Htg3ltNgpFQwMup9MV7gJOrS08Huyq28XX132d2aWz+dpVX+sxEEdEBmfAFhJVYIj0srt+N99c/03C0TBrK9disVl7AiiZF4wEgVPnfDJ41lqe2v8Uzx54lmnF08j35Gc6JBnjrLXsrN/J+VPOZ+lkZwimm2xsD7bDaR9P+hq4mZuTS7m/nLagM01hoASGm7CYUTKjx/ZO1x5spzXYyqGmQ1hr4xWBq7et5qn9TzG7dDbFecV4c7xUt1Zn7fErmQqMKmPMJYA1xviMMZ8j1k6SiDGmwhgzIfZ9AXA1sHtY0WaJUCREVyTxwaoz3AmMnwRGVXMVX3npK5QXlPOVK76i5IXIMIWiya1CogSGyCl/PvRnvDleJvsns/HYRgAqCnXFUlLDvZg10Dmh9G9X/S5+sPEH+L1+3nfO+zIdjmSBE+0naOps4sxJZ8bvc1tE+vpcFor0X/HqtvJGoomv/bsJjKnFUzGYfiswjrU58xHbgm00dDTE73+95nVag63sbdxLka+ICfkTgPFdgfFx4AFgOlAN/An4ZBKvmwr83BiTi5Mo+Y219omhBppNkqrAiIyvCoxfb/s1AF+98qvxnU5Ehi4UCVHkK+r3cfdgqxYSkVMOnTzEvLJ5TCyYyF+O/AXI3hNAybxQNJbAUAXGkD29/2kKPAV8+9pvq/pCRsSuOuc6/ZKKJfH73JkSfX0uC9twvxeM3ASGu6/3x21NKc0rpSSvpN8ExvG24/HvD508xCT/JFq6WjjUdAhwqkFK8kooLyin0FtISV5Jwu2OVQMmMKy19cD7B/vG1tqtgNYa60MwEiRiI0SikX7Xqs72CoymziY2HdvE2+a8jbZgG68cfYUbFtzA5MLJmQ5NJCsMVIHhHlRVgSHisNZyuPkwV8+9mnJ/uRIYknJuWbkqMIamtauVdUfWcc28a5S8kBGzq34XBZ6CHitOJarACEaC/VZguMuiJttCUpJXQmleaa8ZiI/veZxHdz/KdfOvi993qOkQK6avYOuJrT2eW+Qr4uYlN3Pl3Cuzduj0gAkMY8x/9XF3M7DRWvv7kQ8p+7nVF6FoqN8EhpuNbw+1py2udPr1tl/z1P6nePPYm0wunEw4Guba+ddmOiyRrJHogApqIZGxb9OxTXhzvZw9udd88CE53nacznAnc8vmUl5QDjhX3fTBSFLFnYHhfpX+PXfwOTpCHaxavIpNxzbRGmzl8T2PE4qGuGHhDZkOT7LIrrpdLC5fTI45NWnBTWD09bksFOn/gpExhlyTO2ALibv8aaGvkBklMzjcdLjH4xuqNlAfqGdt5VpK80op8BRw6KRTdbHl+BYKPAXML5vP9rrtlOSV4Pf6e62Mkk2SaSHJB84E1sR+vhnYAfytMeYKa+3fpSq4bNW9ZLC/E6NsbiGx1vJ6zetMLJjIi5UvArBw4kJNjhYZQYkOqKAhnjL2/XzLz/F7/Xztqq+NyPu5yzDOnTCXcr+TwKjwa/6FpE58BoZaSBIKR8M8tPkhOkIdzCqdxb+8+C+Ak2C895J7df4oIyYQClDZXMklMy/pcX/CGRgDrPrmyfEM2ELS0tVCka+IHJPDrNJZvFz9cnw4aDASZHeDM0ayqqWKM8vPpKygLN42sq12G2dPPpvZpbPZXrc9YftwtkgmgbEAuNJaGwYwxvwAZw7GNcC2FMaWtdw/4kR/zNm8CsnhpsPUB+q556J7WFi+kCPNR1g4cWGmwxLJKmEbVgWGZLXWrlastSP2fu4yjLMnzMab46U0r1TtI5JS8QtaaiFJaMvxLfES+2+s/wb5nnz+7cp/Y2rRVIrzijMcnWSTvQ17sVjOqjirx/2+XB+5JrfX57JINELURgds2U1miKc7r2L2hNlYLNUt1cwrm8euul2Eo2E8OR7C0TBTi6cyrXgar1S/QkOggaOtR7lizhXxFUyKfdm/TySTwJiOs2CMu55LITDNWhsxxuhf3CFIJuPuHszag9nXQvJ6zesALJ+2nLKCMmXORVJgoAoMdwZGnkdDPGVsagu1jej7HTp5iBklM+JJvU9f9GkNlZaU0jKqyfnLkb9Q6C1katFU9p/czzsXv5NF5YsyHZZkoZ11OzGYXn9fxhj8Xn+vz2VuEjLRxSA38ZBI9wSGO3ujsqmSeWXz2HpiKzkmh6vnXs3TB55mStEUFk5ciMXypwN/AmBe2TyWVCxh5cyV8aVfs1kyy6h+C9hsjHnIGPMzYBPwHWNMIfBcKoPLVslUYGTrEM9ddbt4av9TLJy4kLKCskyHI5K1+lqXvDu1kMhYFo6GCYQCQ54T1djRyMaajdS11wHO/rKzfmePasC3zHgLiyctHpF4RfrifqjRDIz+tXa18nL1y1wy8xJuXnIzBZ4C3rH4HZkOS7LUrrpdzC6d3ef8CL/XT0e4o8d97kXp4baQtAZb45UT04qn4cnxcKT5CABbTmxh4cSFXDzzYgCmFk2NJ1ieOfAMAPMnzqfQV8gXVn6BiQUTk/lVx7QBExjW2p8ClwC/i91WWmt/Yq1tt9bem+oAs1FSFRgDtJC0Bdv4/e7f9yqffXr/09QH6kco0pH1zP5n+MJzXyCHHD524ccyHY5IVhuoJ1MtJDKWuVfBAqHAoNtI6gP1/M3v/4avvPQV/uPl/wCcAWltwTaumnfViMcq0p/4+aBaSPr14zd/TFe4i1WLVrFy1kpW37xaK9ZJSkRtlD0Ne3osn9pdobew3wqMRBWv/Q3xjNooj+16jLZgW48KDE+Oh2lF06hsruRE2wn2NOzhoukXsWzKMj654pNcMvMSivOKmVo0lYaOBibkTxgXSYvukqnAAOgEjgGNwAJjzGWpCym7WWtHpALjlepX+Mmmn1DVUhW/r7Wrlf9+/b959sCzIxjx8Flr+dXWX/G917/HBVMv4Hs3fk9XtURSKJmezLzcPC6ceiFnTTqr3+eIjFZtQad9xGIHXam4q24XERvh/Cnns6NuB02dTTyz/xmmFE7hnMnnpCJckT51H+oup4QiIf7z5f/k/Y++nxcOv8CtS25lbtlcgH5X7xMZrsqmSjrCHZw56cw+H/d7/b2ON8lUYHhzvX22kOyo3cGDmx9kQ9UGpwKj2zyX2RNmU9lUyQuHXwDgijlXkGNyuH7B9fHW38Xlzmep+WXzB/FbZodkllG9E/gMMAPYDLwVeBm4MrWhZafuf8DJzMAIhPs+MXN3oObOZih17mvqbAIYVRUYURvlW+u/xfqq9Vwz7xruXnF3vPdeRFIjfkUgwQHVGMOX3/blNEUkMrJag63x79tD7RT6CpN+7b7GfXhzvHzovA+x6fgmfrHlF2yv286Hzv0QxphUhCvSp/gMDFVgxB08eZAHNz3IlhNbuHz25cwomcEtS27JdFgyDuyq3wXQa4Cny+/19/qMlWwFRl8JDHd71S3VBCPBeAUGwFmTzuIvR/7Cmp1rOHfyuVQU9l4Ra1H5Il6sfFEJjH58BlgBvGKtvcIYcybwldSGlb26V10MpwLDfby5qzl+n/t9Q0fDsOMcKT/b/DPWV63nI8s+wrvPfLdODkXSIH5FIMEBVWQsa+06lcBoC7YNqqR8X8M+5pXNY37ZfKYWTeXZg88y2T+ZGxfemIpQRfo1XpZRXVu5liUVSwZc1Wdt5Vq+veHb5Hvyueeie7hm/jVpilAEdtfvpiy/jDMKz+jz8aFWYPhyfX0mKXfVOQkMdwnv7gmMty96OyfaT/D7Pb/vdz84e/LZAP1WjGSzZFpIOq21nQDGmDxr7W5A9f9D5P6hQ+KhTe4feme4s8++qY6QM0SmufNUAsOtwGgIDC+B0dLVEl+uajiqmqt4bPdj3LjgRt5z1nuUvBBJk2QqMETGMreF5PTvBxK1Ufaf3M+CiQswxnDpzEsxGP7hkn8YVBWHyEgYD8uoVjZV8u0N3+bHb/w44fOCkSAPbX6IBWULeOidDyl5IWm3s24nZ006q9/PK36vv9fgaPezXKILRmUFZZzsONnjPmstuxt2A30nMIwx3HnBnfx41Y+5fPblfb7v3LK5/PDtP2T5tOUD/GbZJ5kKjGpjzAScAZ7PGmNOAjWpDSt7da+66C+BYa0lGAk6w2JC7XSEOyjyFfV4jjsFt0cFRmf/FRjHWo/xx31/5I5ldwzYP/jNdd+kK9LFd679DuFomFyTO6jkw/MHn6c4r5hjrccAVPonkmaqwJBs16OFJMnlxvc27OVI8xE6w53x1Ubee/Z7uWLuFfFl60TSaTwM8Xx6/9MAvFz9Mq8dfY2tJ7Zyy5JbmJA/gT31e1hbuRZjDDWtNdQH6vnsWz/b65xXJNUaOxo50X6Cmxbe1O9zCn2F8cHR7ueiZC4YlReUs7dhb4/7qluqaQu2kWty48czdxWS7qYUTUkY97TiaQkfz1YDJjCste+OfftlY8wLOBMXnk5pVFksmQoM90BWll9Ge6idQCjQO4GRoAKjNdjaawnF3+76Lc8ceIYr5l7BvLJ5vbZ5suMkL1e/zLXzr2V3w26CkSCbj2/ma3/5Gp+66FNcNju5ua3rjqzj/lfvpzSvlLkT5jKtaFqffVsikjrJrEsuMpZ1byFJdinVb677JrWBWgAWljsJjDxPnpIXkjHuv9XZuoxqZ7iTPx/+M+edcR7ba7fz1bVfBWB91Xoq/BXsqt+FL9dHrsnFl+vjpoU3cc4ZGqQr6be73qmG6G8FEnAqMCI2Qigaip9fubMtEp1vTfJPormrucdnM3d75085n43HNgI9KzAksYQJDGNMDrDVWns2gLX2pbRElcWSqcBweyEnFkykurXaubp0WmWrOwOje6tH92qMhkADU4unxrez7sg6wCnl6yuBsWbnGh7f+zjeHG88rm+s+wYd4Q7WVq5NmMDYdGwTURtlcuFkHnj1AcoLymnoaGDzic3cuEA9xSLp5iZKNTBXspV75SpiI0m1kNQH6qkN1LK4fDET8icwo2RGGqIUSSzbZ2Cs2bGGQCjA+855H+uPrGdPwx5uX3o7v9r6K6I2ygfP/SCrFq2iwFuQ6VBlnNtdvxtvjrfPz0guv9cPOFV/vgInEeF+Zkp0vuXOfmnsaIxXVNS01uDJ8XDelPOUwBiChGe31tqoMWaLMWaWtfZIuoLKZoOqwCgoA/oe5BlfhaSPFhJwTtbK/eXc/eTdlOSVxK9QVTZX8pM3f0IoEuITKz4BOD3BboJjzc41AEz2T6Y2UIsv18fm45tpD7ZTF6hjzoQ5vWL53mvfoy5Qx8SCieTl5vGda7/D55/9PHWBOpZNWZbcfxgRGTGagSHZrjXYyiT/JGrba5NqIXGvdn3swo/Fqy9EMs39tzpiI4Sj4SEnnX+55ZecOelMVkxfMZLhDcvrR1/nNzt/wzXzrmFJxZIeV7ZHU5wi4My/WDBxQcLWWzeBEQgF4p/RkmnZLfeXA85nMzeB0dTZRGleaY8B1GqdSl4yQzynAjuMMc8bY/7g3lIdWLbqnrToL4HhVldMLJgI9J3AiK9CcloLifua+kA9de11nGg/wb7GfZQXlDOrZBaHTh7iuYPP8WLli3SGO7nvufu4/5X7Odl5Ek+Oh2Ntxyj0FvKBcz9AobeQuy64i65IF5995rN8+qlPxwfNdN9mbaCWAm8BjR2NfO6SzzHJP4mbFt5Eviefc884dxj/tURkKJIZKiUylrUF2yjJK+lzqJrr1epX2Xx8M+BMe/fl+phbNjedYYoklMw5YTKe2PcEG6o2DPp1URtlY81GrLUDPnfz8c08svOReJzPH3yeh7c+3O/zf7HlF8wsmcnHl3980HGJpFMwEuTAyQMJ20cACr1OOXz3z2XJtOyWFzgJjO6LLDR1NjEhf0K8OqPQWzjgjEI5JZlU75CWTDXGzAR+AUwBosCPrLUPDOW9sslgWkjK8vuvwOhziGdXM/MmzKOxo5GGjgbqAnUA3Hn+nZxzxjn8dudvWV+1noh1VjV5cu+TbK/bDnVQ4CnguvnX8bs9v2PhxIVcMfcKLp9zOeFomB+9+SNq2mowGNbsWMMXVn4hvs099XsA+Oe/+mcq/BXxtpX3nPUerp1/raa6i2RAMj2ZImNZa1crRb4iCr2F/baQPLjpQdpCbfz0HT9lV/0uFk1cpLaq/8/encfXVZX7H/88mccmHdJ0TCcKbRkKpYCFUiZBZRAQvICoINMVROHHRRQVr6AXQdHrVRlFGbyIiheQQRCoQIECpYVOdB5SOjdDk2Ye1++PvffJSZrhJM3JOUm+79frvHKys/fa6+ycdfY+z37WWhJXwrNy6xrrQnd4u8M5R01DTejGVncs2r6I/3rrv/jpaT8NTcnYnpqGGu5ZeA/ldeW8tuk1bj/5dv6w9A9UN1RzwYwLSEtKC72GhVsXMm7IOArLC7l29rU6D0nc21i6kcbmRqaPmN7pekFXp1YBjAimUQ2CFMXVxaFl5XXlrQIY6j7SPZEM4vmmmU0ApjrnXjOzDCCSEFEj8B/OuQ/NLBtYYmavOudWHWCdo6ausY7UpNSo7iOSLiTBSShIOWrv7lIwiOe+un2h0XDLass4atRRZCZnUlJdQk5qDgBzxs9hZOZIJuROYMEnC0JlPL3maVISU7hwujcadEFOgRfA8NNrEyyBlMQUzjzoTKobqhmSOoT/W/1/fG/+9xg/ZDxXHHUFa0vWkmiJTBsxrdVJyszITt1/NF0Rib5ITqgi/VlFfQWjskaRlZLVbgCj2TWzp3oPjc2N/HHZH9m0dxMXTL8gBjUV6Vj4Ta2ezkRS31SPw4VubHXHxtKNoZ/tBTDKa8v504o/UVFfQXldOVcedSWPL3ucW167JTQG28o9K0PTOD6z5hmeWPEEQ1KHkJSQxIkFJ/boNYn0Fuccza650+yGVUXeV9NpI6Z1WlaQgRH+vSzUZbeTjNf05HQykjNazRJZVltGQU4BQ9OGkpSQpABGN3UZwDCzq4FrgGHAFGAs8ABwWmfbOed2Ajv95xVmttrfNi4DGMt3L+eut+/iztPubHech94SUQZGU/sZGM2umTvevINzDzmXmsYaDMPhqKivCKXR5qTlhAbRzE7NxrBQt5IJORMAmJgzkb21eymvK2fWqFlccvglADQ1N3H+tPM5bVLrf+2Vs64EvMa2YMsCKuoqeGnDS6wpXkOCJTApd5Ii7CJxRF1IpD/bU7WHn771U0prS0PLEi2R/5jzHxw68lDA60KSlZJFVkpWu2NgFFcXh8YUeG7dc6QlpXFCwQl99hpEOvPA4geYlDsp9B5tbG7sciDPt7a8xcKtC1tlwULLTa/gxlZ3bC7bDHjjo7XnubXP8Y8N/wBg7vi5nDftPBqbG3ls2WOMHzKe3VW7eW/bezy39jmOH388r2x8hbSkNPbV7WPOuDm6kSUxVVxdzHde/Q6XHnEpp046tdXfVhet5vFlj3PHKXewtmQto7NGk5OW02l5QVb5r9//NVvKtnDJ4ZdEfMNoePpwNpZu5OZXbua6Y64LjYFhZgxPH64ARjdFkkv5DeBY4H0A59x6MxvZ+SatmdlE4KigjDZ/uwYvQEJBQeymMpuUOwkz47eLfsvPT/95aH7f3tadDIzs1GwSLTEUwCipLmHJziVMzJ1IbWMtwzOGU1xdTHlteShlPEhH2l25m8zkTIamDw2lzE7I9QIYM0fNZHflbt7b/h6zRs8K7TcxIZErjrqiw7rnpuXy+3N/D3iDM931zl3UN9VrppE4FC/tSmIj6FqmE2LvU9uKrqr6Km5/43ZKako4YfwJoXPxa5teY8nOJRw68lCcc1TWV5Kdmk1mSiY7KnbsV86uyl0AXDPrGspqy/jc1M+Rm5bbp69Fumcwta2FWxeyt2Yv9U31ZCZnhqZY7Myy3ct4e+vbXFl9ZSjtHFpucvUkA6OwrLDVz3BNzU28tvk1jh59NJcefmlo5p7zpp3Hnqo9nFhwIn/9+K/8c+M/Afho10cA3HL8LZTVloWyMiT2BlPbCheMPbFgy4L9AhgLtixgZdFKSmpKvJkbs0Z3WV5eRh4XH3oxr256lY92feQFMCLIwAjqsnS3NybTwq0LaWhuCJ2Trp51ta7XuimSQTzrnHOhT1UzSwK6Hu2nZf0s4P+AG51z+9r+3Tn3kHNutnNudl5eXqTF9rrs1GyuOuoq1pas5aUNL0VtP8EbPTUxtcsxMFITU8lIzgidnIILspLqEhqaGxiV6Y1kW15XTlltGQA5qTlMzJ3IJ/s+YWflTvIyWo5pfmY+Vx11Fececm5ooJrwAEZ3HDP2GG6bdxvZKdl8atynelSGRE+8tCuJjaKqIpISkkJZXNJ71Laip6m5iZ+98zO2V2zn1rm38s3jvsn1x17P9cdez9jssXxS7k2GVt1QjcORnZJNZnJmu90sg/Pl0WOO5pLDL1Hwoh8YTG2rqqGKqoYqGpobyE7xshS66kISXAsGM+oEgpte3RkD4+nVT/PB9g/YXbWb5IRktpRvodk1t1rnw50fUlpTyhlTzmDq8Kmh/v9JCUlcd8x1HJ5/eGimuVMmnsLorNEMTRvKnPFzOOeQc0JjoknsDaa2Fc7MmFswl6W7llJRV9Hqb6uLVwNeu6puqI5o/Bkz49IjLmXqsKmhjKdQxmsXGRjhQcfVRd6+g/PSceOOY3pe5+NvSGuRZGC8aWbfA9LN7HTgOuD5SAo3s2S84MUTzrmne17NvnHyxJOZv3k+jy17jE+N+1So60VvCjIwMlMyu+xCkpaU1m4AY3fVbgBGZY1iZdFK9tXtC5Wbm5bL1OFTaWxuZE3xGuaMmxMq18w4d9q5AJw59UwmD53M+JzxPX4tR446kie+8ETUslVEpGeKqosYljZMbVP6DeccDy55kA93fci3jv0WM0fNbPX3gpwCNpRuAFpnGGWmtD+I567KXSRaYugOnEi8aGxupL6pnuqGahqaGkJTJ3bVhSS4FlxdtJq5BXNDy4PMi/YGfO9o/48ufTTU9ffYscfyztZ32Fmxk7FDxgLeuBb3fnAvuWm5HDv22A7LOnXSqZTWlHLpEZfS1NxETWONBsqVuDJvwjyeXvM0C7cu5DMHfQbwgn1B96nqhmqqGyMLYAQyU1oC5w1NDSQlJHV5vRUEMLJTsllb4k2A0FWXFelYJBkY3wWKgBXAvwP/AH7Q1Ubm/Sd/D6x2zv3yQCrZV8yM6465joamBn635HdR2UcQtMhM7iSAEWRgJKV6d5f8/r1BAGNn5U6A0FzC5bXl7K3dC3iNYcrQKYA3r3heZvuR1tSk1P0uEHtCX5BE4k9xdXGHbV8kHj239jle2vASF06/kNOnnL7f3yfkTmBX1S5qG2sprfHGxhiWPoyslCxqG2tD3SgDOyt2MjJzpKalk7gT3Lmtbqimobkh1K++qwyM4FowuHPctrwgA6OoqqjTcnZX7sbhQvs7ZeIpQMt4GCv3rOS2128jNTGVH530o04DEkPTh3L10VeTkZxBdmo2IzO71cNcJOomD53M6KzRvPXJW6Fl60rWhTKOquqrqKqv6tasieE3lxuaGyIaMP2zB32Wmz51E7PHzA61PWUG9lwkAYxzgcedc190zl3onPudi2TCaDgB+Apwqpkt9R9xP1jCmOwxXHzYxby99W0W71jc6+UHF1mdBTCCk1BHXUiC7iL5WfkkWiJF1UXsrNhJgiWQl5HHqKxRoZFyw7uQiMjgUFRV1CpdUSSevb/tfX7/0e85ftzxfHXmV9tdJxiEemv51lYBjKDfcDAjQmB31e5QkF8kngTXdJX1lTQ2N7Z0IYkwA2PT3k2t1g0yMOqa6lhfsp4rnrsiNKtCe4KbYJnJmWSnZHPU6KNItEReWv8Sr216jTvfupP8zHzuOeMepgyb0vMXKhIHzIx5E+axfPfy0PenoAsHeO2wrql7UxgH382cczQ0NUQ0YPrwjOGcMukUxmSPCS1TAKPnIglgfB5YZ2Z/NLOz/DEwuuSce9s5Z865I5xzR/qPfxxYdfvGF6Z/gfFDxnP/B/f3aF7tzgRjYHTVhSQpIYnEhMRWAYyg60ggMzmTMdlj+KT8E7bt28aozFEkJyZjZhw07CAA3YUVGWScc5TWlip4Kf3CxtKN/Hzhz5k6bCo3zbmpw6y+YBDqT8o/aRXACLp67q3Z22r9nZU7IxqUTaSvBannFfVen/xQF5KuxsBorCYnNYcm18TGvRtDy8OvU4PZRD7c+eF+2xdXF7Np7yZ2VngBjDtOuYPb5t1GSmIK1xx9DauLV/M/7/8PuWm5/OdJ/6kZRGTAOLHgRByOdz55B/CymHJSve4bxdXFAN3rQpKcicNR21gbcQZGIDyAoYE7e67LAIZz7mvAQcBTwJeAjWb2cLQrFktJCUlcf+z17Knew5MrnuzVsuub6jGM9KT0TruQpCWlAV6go20GRiA9OZ2CnIJQACMYIRpg6rCpALoLKzLI7K3dS2Nzo9q+xL3i6mLuWHAHQ1KH8IN5PyA1KbXDdUdljSIlMYUt5VsorSklJTGFjOSM0EC1pTWlPLr0UR5f9jgVdRVU1lcqA0PiUnBNF6SwdzQGhnOuVdeo6obq0M2pPVV7QsvDp08Nlq/YvaJVWYVlhdz48o3cOv9Wtu7bSnpSOlOHTQ0NHHjm1DO5/6z7ufvTd3PvmfdqAE4ZUCbkTqBgSAELtizAOcea4jUcPfpooGcBjGBA22Acm+4EMILAenZKtsaLOQCRZGDgnGsAXgL+DCzB61YyoM3Im8FnpnyGZ9c+y6a9m3qt3CDVKCUxpdMuJKmJ3oVcelI6VQ1V1DTUUF5XzrjsliBFepIXwNhVuYttFa0DGMePP54ZI2a0WiYiA19wMlb2lcSz2sZa7njzDmoaavjPk/6Toemdz5iTYAmMyx7HlrItlFSXhAapHZ7hDdJZWlPKgi0LeGrVU/z3K2zongAAIABJREFUe/8NwGEjD4v66xDprraDbQZ979teEz675lmue/E6nHM456hpqAld05VUl4TWC58+NQhgrCtdFwqIOOe4/c3bqWqoorqhmoVbFzI6a/R+2U75WfnMyJuhsc1kQDpxwomsKl7F0l1LqWqo4oj8I0hKSKKo2hszprsZGOC15fqm+oi6kASC4KC6jxyYLgMYZvZZM3sU2ABcCDwMDIrQ7GUzLyM7JZt7F9273/RSPRWkGnUVwAjPwKhprAllXxwy4pDQekEGhsOL0rfKwBg+lbtPvztUjogMDkEAQxkYEq+aXTM/e+dnbCnfwnfnfjfUPaQrE3InsKV8C3tr94a6jgQXgXuq9oTe+x/s+IAzJntTP4rEm2AwzkBGcgaG7deFpLCskJ2VOympKQlNHTw8fThpSWmhblTQOgMjGMAzmIkOvME5i6uLuWzmZYA3i094GrvIYHBiwYkA/P6j3wMwPW86GckZoTYTBCUiEQQ7goF4u5OBkZWSRXZKdqgLi/RMJBkYlwPPAgc75y5zzv3DOdfYxTYDQnZqNlfPupp1pet4af1LvVJmJBkYRdVFobTYjOQMGpsb2bpvKwCHDG8JYKQlpVGQUxD6XdkWIhKcjDUGhsSrhz98mA92fMC/H/3vzBo9K+LtJuRMoKSmhK37toYCGEkJSeSk5rCuZB0Ox+zRszlk+CFcfuTlUaq9yIEJz5gASE5IJjUpdb8uJMF0wYVlhaFtMlMyGZ4+nJKalgyM8DEwiqqLyEzOJMESWLlnJQAf7fwI8KaTnJgzEUBdRGTQGTtkLJNzJ7OlfAs5qTmMzhpNZnImxTXd70ISrFvVUBXxIJ7hTiw4sVvnPtlfJGNgXOyce9Y5VwdgZieY2b3Rr1p8mDdhHkeNOorHlj3WKmWvpxqaG0hJSCElMSU0oGc45xxbyrcwMXci0NJItpR5AzMF/R+Dv43JHkOiedPEKYAhIkXVRaQkpoT6VYvEkxfWvcDz657n3EPO5cyp3ZuYLAjYl9WWhbqOgDeY57rSdQCcP/187jnjHg1AKHGrbQZGcmIyqYmp+2VgBDMmFJYVhrbJSM5gePrw1hkYYQGRompvBqqRGSNDs40s3bWUgiEFDEsfxhH5RwBogFsZlOZNmAfAtBHTMLNWEyX0JIBR3VBNY3NjtzIwAK495lq+eOgXu7WNtBbRGBhmdqSZ/czMCoGfAGuiWqs4YmZcO/tamlwTDy156IDLC8/AaGxu3K9ryu6q3dQ21oYCGEFK07Z920i0xNAFnGGkJqaSlJDEmOwxDEkdogs2EaG4upi8jDz1Y5a4s3jHYh5a8hDHjT2OK466otvbh3c1CbIUwQtgBBehIzNHHnhFRaKo7RgYKYkppCelU1FX0Wp5eAZG+Jes4RnDW4+B0VATupEVTMs6LH0YpTWl1DfV83HRxxw1+iiA0F3f4BpTZDA5ccKJJFgCh488HGgdtOjWGBgprcfASElM6d2KSpc6HP7UzA4GLgYuAUqAvwDmnDulj+oWN0Znj+biQy/m8eWPs2j7Io4de2yPywofAwO8QZvCx6kIMi3aZmBs27eNoelDSU1KDa0ffEGZM25O6EQnIoNbcXWxxr+QuFNYVsjd79zNpNxJ3Hz8zSRYRPdPWsnLyCMtKY3axtpQFxIg9Nwwvfclbi3esZiVe1a2GrMCvC4kk4dOZn3p+tAy5xzltd513ZayLaEARmZyphecqC3FOYeZUdNYw9D0oaExYLJSskhKSGJz2WbWlayjobmBmfkzAS+Ace+Z97bqfiwyWIzMHMl9Z95HflY+0DpoEQQlIhHqQlJf5X2v62YXEjlwnV1BrAFOA85xzs11zv0GaOqbasWf86efT8GQAh5Y/ECr/obdFYxWGx7ACFdYVgi0pMoGjWRH5Q6GpfmDlqXmtmp0X5n5Fa4/9voe10lEBo6i6iKNfyFxpbSmlNvfvJ3M5Ex+eNIPezy4tJkxIcfLwmjbhQS8gWs1LZ3Eqw2lG3h69dOU1Za1agPJiclMz5vO7qrdoa4hNY01NDQ3kJqYyraKbeyr2we0dCFpbG4MLattrG2VkZSd2pKBEQwAH8reNVPwQga1sUPGhs4TwXepREvsVjeQ9KR0DOvRNKrSOzoLYFwA7AJeN7PfmdlpwKDNSU5KSOL6Y6+nqLqIJ5Y/0eNygjd6eACjrLYsdJIpLCskPzM/NMdw0LgamxtD08zlpOWQlqjZRUSktcbmRvbW7NVdaIkbtY21/PjNH1NZX8kPT/phq8BDTwRfvtrLwMjPzD+gskWiKT8zH4djc9nmVkHm5IRkpo+YDhCaOSTIvjhs5GE0NjeGsjMykjNC7/et+7aytXwrNQ01rQIYWSlZDE0fSk1jDVvKtmDYAbc7kYEo6KafkZzRrW63ZkZ6cnqPplGV3tFhAMM594xz7iJgGvAG8P+AfDO738zO6KP6xZXpedP57JTP8ve1f2fT3k09KiNINQoPYDyw+AFuefUWGpoaWg3gCa1Tmoaneyeg8UPGh9KfREQCpTWlOBx5mcrAkNhzzvGLhb9g496N3HL8LUweOvmAy5yRN4P0pPRWQbpQAEPnRYljo7JGAbCzcic5qTmhu8DJiclMGTaF5IRkVhetBloG8AwG3VxVtApoGQMD4O537uY7r32H6oZqMlMyQ9eVQ1KHhK4X1xSvUWaSSAeCm8TdGf8ifNvqhmoaXfcH8ZQDF8ksJFXOuSecc2cD44ClwHejXrM4ddmRl5GTlsNvF/12vwE4IxGMVhukD1bVV7Fp7yb21u7lzyv/zLZ925iUOym0fnijCjIwrj3mWr5/4vcP8JWIyEAT9IFWBobEg0eWPsJ729/j6llXc8zYY3qlzNMmncYj5z7SKgU/CGBoAE+JZ0EAA7ybU8H1XXJCMkkJSUwdNpXVxV4AIxjX7NC8QzGMzWWbMYy0pLTQ+72stoyK+gqKqotIT0onPcnL3A0yMAA27N2gzCSRDgRtMMjE6Na2SRktXUiUgdHnujWKlnOu1Dn3oHPu1GhVKN5lpWRx9ayrWV+6nhfXvdjt7YNUoyANdm3J2lD3kb+u+itZKVmcdfBZofWDExK0ZGCkJKaQmpR6IC9DRAagIIChMTAk1l7e8DLPrHmGs6aexdkHn91r5ZrZfoOtjc4aTVpSGlOHTe21/Yj0tty03FCWREZyBhlJfgDD//IzI28GG/duDHUtBm+slzHZY2h2zaE09/DuUwAOR1pSWuh6MTslO3S92NjcqMCeSAd6IwOjvqleGRgx0P1hwIUTC07k6NFH8/jyx0NfGCIVjIExJnsM6UnpvL75dRyOI/OPBODrs79OblpuaP3EhMTQnaYgoi4i0p6iqiJAGRgSW0t3LeX+xfdz9OijuXrW1VGf0jc7NZs/feFPzB4zO6r7ETkQZsaoTC8LIyM5I/SlKQhqTBsxjcbmRjaUbgiNgZGTmsP4IeND24A3JtvIjJGhmUUA0pPTQ2OnZadmt7peVABDpH1BMLwnAYzMlEyqGrxZSDSNat9TAKMHzIxrZ19Ls2vmoSUPdbru4h2LWwU5gjEwzIwpQ6ewrnQd4AUuHjz7QeZNmLdfGUHDaht1FxEJV1RdRGZyZuhCVqSvfVL+CT99+6cUDCnglhNuITEhsU/2G5xXReJZ0I0kM7l1FxLwAhgAq4tWU15XTmZyZquM3fA09ztPu5Pvnfi9UKZFelJ66GZXdko2mcktY2JobBiR9oW6kHRjCtVAelI6lfWVNLtmdSGJgagFMMzsD2a2x8xWRmsfsZSflc8lh13Cu9ve5f1t77e7zvZ927njzTt4YPEDoWXhqUZThk0BvJPXqKxRjMke0245QZqhAhgi0pni6mJ1H5GYKast4/Y3bic1MZUfnvTDHt3VEhnIggBGenJ66EtT8OUnJy2HMVljWF28mrLaMnJSc4CWmXfCA9P5WflkJGeEphVOT04Ptbfs1GzMLDQziTIwRNoXtJnw7vqRykzJDHX10iC5fS+aGRiPAp+NYvkxd96085iYM5EHljxATUPNfn9/ds2zOBzvb3+fbfu2AV5/xCAqftCwgwBvVpHO7lJlpmSSYAmhk5mISHuKqorUfURior6pnp8s+AlldWXcNu82zYQj0o7OMjDAm+1uTfEaymvLyUnzrvnG54wPbdPWhFwvgJGWlBbKwMhKyQI0vbBIVw4kAyMjOYOaRu+7n7qQ9L2ohYyccwvMbGK0yo8HSQlJfOPYb3DLq7dw19t3MWloy+whzjnmb57P8eOOZ/HOxfzm/d8wPW86tY21oWh7EMAITkAdSU9KZ2jaUKXHikinimuKOXj4wbGuhvQDjy19DIfrtfLWl6xnXck6bp17K1OHazBNkfYEAYxgDAzDWt3Amj5iOvM3z2dd6brQ2GjjhozDsHYzmkIZGP4sJEkJSaQmeoO8D0sfRoIlKKgt0oEDHcQzoEE8+17Mc17M7BrgGoCCgoIY16b7po2YxkWHXsTTa55mZVHr3jIZyRlcfuTljBsyjmfXPsuGvRtISkhi8tDJAIzNHsv0EdM5Zkzn08sdnn+4+jBKt/T3diXd19jcSFNzk+58R9lAaVvPr3u+VwMYCZbA1bOuZs74Ob1WpgwuA6VtdWbq8KmMyx7H5KGTMTN2VOxo9fejRh9FTmoONY01HDryUMC7uztn3Bxm5M3Yr7zD8w9nbPZYJuROoKy2jMr6ytDNrpn5M2lqbuqzcWgkfg2GttUTQ9OGctDQg3p04+egYQeRlpRGgiWEunlJ3zHneu8CZr/CvQyMF5xzh0Wy/uzZs93ixYujVh+RA9QvU2DUrgaXZtdMgvW78ZnVtkR6X79sV6C2JXFPbUskOiJqW/3uKldERDrWD4MXIiIiIiIR0ZWuiIiIiIiIiMS9aE6j+iTwLnCImW0zsyujtS8RERERERERGdiiOQvJJdEqW0REREREREQGF3UhEREREREREZG4pwCGiIiIiIiIiMS9qE6j2l1mVgRs6cGmI4DiXq5Of6Tj0CIax6LYOffZXi4z6g6gXYHeUwEdhxZqWz61rV6h49Cit49Fv2xXoOvBXqJj4dE5K4zaVq/QsfDErG3FVQCjp8xssXNudqzrEWs6Di10LHqHjqNHx6GFjkXv0HH06Di00LE4cDqGLXQsPDoOvUPHsYWOhSeWx0FdSEREREREREQk7imAISIiIiIiIiJxb6AEMB6KdQXihI5DCx2L3qHj6NFxaKFj0Tt0HD06Di10LA6cjmELHQuPjkPv0HFsoWPhidlxGBBjYIiIiIiIiIjIwDZQMjBEREREREREZABTAENERERERERE4p4CGCIiIiIiIiIS9xTAEBEREREREZG4pwCGiIiIiIiIiMQ9BTBEREREREREJO4pgCEiIiIiIiIicU8BDBERERERERGJewpgiIiIiIiIiEjcUwBDREREREREROKeAhgiIiIiIiIiEvcUwBARERERERGRuKcAhoiIiIiIiIjEPQUwRERERERERCTuKYAhIiIiIiIiInFPAQwRERERERERiXsKYIiIiIiIiIhI3FMAQ0RERERERETingIYIiIiIiIiIhL3FMAQERERERERkbinAIaIiIiIiIiIxD0FMEREREREREQk7imAISIiIiIiIiJxTwGMMGbWZGZLwx7f7WE5Xzezr/Z2/XqTmeWa2XURrlvZzbK/F/Z8opmt7GC9O8zs090pW1rTe7bDdbv1npX4ZWYnm9nxsa5HPOvFz4FCMxvRxTqXm9mYsN8fNrMZPdlfb/Lr9dsO/rawi207PE+JxFo77Xuimc02s193ss3JZvZCX9ZTJBbaax+9UOYbZjb7AMvo9LwjByYp1hWIMzXOuSMPtBDn3APtLTezJOdc44GW30tygeuA+6JQ9veAO7tayTn3wyjse7DRe7YHzMwAc841H3CtIttfonOuqS/2NQCdDFQCuhjoWK98DkTocmAlsAPAOXdVNHfWG59BzjkFwKQ/a699FwKLo7XDODv3i3SmL89/EdN5J7qUgREB/67U7Wb2oZmtMLNpZpbgL88NW2+DmeWb2Y/M7GZ/2RtmdqeZvQncYGYTzGy+mS33fxb46z1qZr82s4VmtsnMLvSXn2xmb5rZX81snZndZWaXmtkivy5T/PXyzOz/zOwD/3GCv/xHZvYHvx6bzOxbfnXvAqb40cqfm1mWX5/gNZ4bwXH5sl+PpWb2oJklmtldQLq/7Al/1UQz+52ZfWxmr5hZethrDl7nMf5rX+aXmW1mh4aVv9zMpvbCv3NQ0Hu23WMy0cxWm9l9wIfAeDM7w8ze9ct4ysyy/HXvMrNV/mu+x1/W2XG4MGw/lWHH4XUz+xOwwl/2VX/7ZWb2x86OQ5u6X25mz5rZ82a22cyuN7ObzOwjM3vPzIb5613tl7HMLzOji/9Vh8fQzG4zszVm9qqZPRn2/phiZi+b2RIze8vMpoXt437/NW8ys5P8/+NqM3s0rNyOjnl779mJwNeB/+f/30/s7H8sLczsc2b217DfTzaz5/3nl/jHeKWZ3d3Otq0yEszsZr9dXgjMBp7w/x/pFnanqqNyzazSzP7Lf1++Z2b5/vJzzOx9/338WtjyH5nZQ2b2CvC4/z47Mqy8d8zsiHZe9nj/vbnWzP4zfP/+TzPvs2OlX8+L2nntaWb2iP/3j8zsFH95hnmfacvN7C9+vWeb2ZVm9t9h219tZr/s+j8k0nMWlmHhf9YGd58/MrNsf7UsM/ub/zn+hJmZv/7R5p2jl5jZP81stL88/Nz/ffPONcn+34b4n9HJsXi9It3Ryed4R8vTzezPwec7kN5Bue1dG+ab2TP++W2Z+RmjFpYJbGbfNu/abLmZ3e4vC65J2/t+dJB/Tlxm3jXRlI7KGbScc3r4D6AJWBr2uMhfXgh8039+HfCw//x/gK/5z48DXvOf/wi42X/+BnBf2D6eBy7zn18BPOs/fxR4Ci+oNAPY4C8/GSgDRgOpwHbgdv9vNwC/8p//CZjrPy8AVofVZaG/7QigBEgGJgIrw+qVBAzxn48ANuDdoQaobOdYTfdfS7L/+33AV9uu7++nETjS//2vwJfDXvOFQAqwCTjGXz7Er89vgEv9ZSlAeqzfI/H20Hu2W+/ZiUAz8KmwbRYAmf7v3wF+CAwD1oaVlRvBcbgwbD+VYcehCpjk/36oX+4I//dhnR2HNnW/3H992UAeUA583f/bfwM3+s+Hh23zE1reAx39r9o9hnhfUpfincSzgfW0vD/mA1PD3kP/CtvHn/3tzwX2AYf7+1wCHNnRMe/iPfujYN96RP454P9vPwk71vcDXwbG+Mvz/HX+BZwX9j8Ywf5t7WbgR2GfD7PD/vaG/37prFwHnOM//xnwA//5UFra2VXAL8L+50vwP/OBy2j53DgYWNxBG9kJDPfftyuDetLSJi8AXgUSgXy/vqPDXy/wH8Aj/vNp/jpp/jF40F9+GN55bTaQCWyk5Vy4EDg81u8JPQbOo037fsZfdjLwgv/8eeAE/3mW3/5OxjtPjMP7DH4XmIt3Ll0I5PnrXwT8wX/+Bq3P/Y+EteFrgvaphx7x9OigfXT0Od7R8pvC2sERwed7m/10dG34F1quwRKBHP95cN45A3gI79ooAXgBmEfn34/eB873n6cBGR2VE+vjH6uHupC01lka0tP+zyXAF/znf8H7wvMIcLH/e3vCl88J2/6PeBdzgWedl9K+KrgT5fvAObcTwMw2Aq/4y1cAp/jPPw3M8APsAEPCovAvOufqgDoz24N34daWAXea2Ty8L3lj/fV2dfCaTgOOBj7w95kO7Olg3c3OuaX+8yV4jTbcIcBO59wHAM65ff5rfRfvLsA44Gnn3PoOyh/M9J6N/D0LsMU5957//FN4X+bf8euQgneRtw+oBR42sxfxThJdHYeOLHLObfafnwr8zTlXDOCcK/WXt3scnHMVbcp63V9WYWbleBet4B3T4G70YWb2E7zuNlnAP8O2b+9/1dExnAv83TlXA2Atd+6zgOOBp8Lqmxq2j+edc87MVgC7nXNB5snHeO1+HO0f80B771npWrufA2b2MnCOmf0NOAu4Be99+IZzrshf5wm8i6lnD7AOx3RSbj0t7WgJcLr/fBzwF/8OcAqwOay854L3H17w7TYz+zZe8PDRDurwqnOuxN//03jv4/A0+7nAk87rzrXbv9N8DLC8zTq/AXDOrTGzLXhBk7l4AWCccyvNbLn/vMrM/gWcbWar8QIZK7o6WCLd0FWK/DvAL/0297Rzbpv/+brIObcNwMyW4n0Gl+EF4F7110nEC/wFws/9D+N9ZjwLfA24uldejUjvaq99dPY53t7yecCv/eXLg8/3Njq6NjwV+Kq/bRNe4DDcGf7jI//3LGAqXvBkv+9H/nXwWOfcM36ZteBlr3ZQzoKuDtBApABG5Or8n020HLd3gYPMLA84D++OZ3uqOinXtbMP8L5YtLe8Oez35rC6JABzwi74vEK8E1T49uH1D3cp3p2zo51zDWZWiBf164gBjznnbu1knfbq38T+qVlG6+MAgHPuT2b2Pt6F9z/N7Crn3L8i2J949J7dX/jrMrwvPJe0XcnMjsUL0l0MXI93gmorOA6N/msJxtZI6WR/+73P6eA4tCOSY/oo3h2zZWZ2Od5duPa2D/5XHR3D8P9l27qWdXIxHV6ntvVNwvtftnvM22zf0f9cuucvwDeAUrygYkWQRt6F0Hva11W7go7fMwANzr+VROv/7W+AXzrnnjOzk/EyLwKhtuOcqzazV/Eye/4NL/OhPW3bV9vfI3ntHa3T2bYP4439tAYvOCzSZ5xzd/lfqM4E3rOWwdHbO48a8LFzbk4HxYW3u3f8NPeTgETnnAa6lf6iJ5/j7V2ftfzRucYIrw3b2+dPnXMPtlrodZFt7/tRZ3Xfr5zBSmNgHAD/guwZ4Jd4ad8lEWy2EO+ND96Xh7d7qTqv4DUmACysv3AHKvBSwwM5wB7/S8wpwIQutp8PXGhmI/39DTOzYJuGbvaTXAOMMbNj/LKyzSzJzCYDm5xzvwaeo+Uus/TQIH/PtvUecIKZHeTvP8PMDvazDHKcc/8AbsTr+gAdH4dCvGwk8L5gdfTenw/8m5kN9/c3zF/e3ePQmWxgp9/+Lo1g/Y6O4dt4d+7T/ONxFoSyozab2Rf9upqZzexG/do95l1s0/b/LpF7A5iFd+c0uLP6PnCSmY0ws0TgEuDNNtvtBkaa2XAzSwXODvtbR/+PSMptKwevixl43UQ68zDeHbIPwrKX2jrdPxel4wVo32nz9wXAReaN15SHd9dtUTvrXArgvzcL8NKG38YLnmDerCuHBxs4594HxgNfAp7s4nWI9Cozm+KcW+Gcuxsv42haJ6uvBfLMbI6/bbKZHdrJ+o/jvacVmJP+pKPP8UiWH0Y73zc6uTacD1zrr5NoZkPabPpP4AprGe9rbPDdqT3+ddY2MzvPXz/VvPHMulXOQKcARmvB4JPB464ItvkLXr/ijlLx2/oW8DU/PekreGMC9IZvAbPNG9hlFd7Adx3yv7i+Y95gZj8HnvC3X4zXiNd0sf0q4AfAK/5reRWvLzF4fbSWW8sgnp1yztXj9cP8jZkt88tK85et9FMfp+GdSKU1vWcjfM+2U14RXr/5J/3X9h7e+ywbeMFf9ibw/8Lq295x+B3eF7dFeGNCtJu94pz7GPgv4E3/fR4M9Net49CF2/C+SL5KZMej3WPod+d6DliG161jMS1pkZcCV/qv4WO8oE1EOjnmnXkeON80iGdn2v0c8NNZXwA+5//E79p1K/A63v/3Q+fc38MLc841AHfgvZdeoPV76VHgAX8/6WHbdFluO36E1x3pLaC4sxWdc0vwUng7+yL1Nl73rqXA/znn2s7S8Axed5FleGN03OKca9vl7D68gadX4H1GXu53Z7sP74vfcryxW5bTOlX4r8A7zrm9nb0OkSi40T8vLgNqgJc6WtG/3roQuNtffylet8COPIE3Vo0Cc9KfdPY53t7y+/EGvV2O122qbWAbOr42vAE4xS9zCd54ZyHOuVfwxjp711/nb3R9U+YrwLf8fS0ERvWwnAErGIhEREQkxMyynHOVfuR/AXCNc+7DWNdLBiczG4OXUTLN9dH0x232n4g3vkWteSPCzwcO9r8QYt6MEP/tnJvf13UTiRbzZh461zn3lVjXRUQkoD7GIiLSnof8VPk0vPFuFLyQmDCzr+JlL90Ui+CFLwN43e+eZcC1zrl686alXgQsU/BCBhIz+w1e9taZsa6LiEg4ZWCIiIiIiIiISNzTGBgiIiIiIiIiEvcUwBARERERERGRuBdXAYzPfvazDm8eXj30iMdHv6R2pUc/ePRLalt6xPmj31Lb0iPOH/2W2pYecf6ISFwFMIqLO51FTUR6QO1KJDrUtkSiQ21LJDrUtmQgiKsAhoiIiIiIiIhIexTAEBEREREREZG4pwCGiIiIiIiIiMQ9BTBEREREREREJO4pgCEiIiIiIiIicU8BDBERERERERGJewpgiIiIiIiIiEjcUwBDREREREREROKeAhgiIiIiIiIiEvcUwBARERERERGRuKcAhoiIiIiIiIjEPQUwRERERERERCTuKYAhIiIiIiIiInFPAQwRERERERERiXsKYIiIiIiIiIhI3FMAQ0RERERERETiXpcBDDP7mZkNMbNkM5tvZsVm9uW+qJyIiIiIiIiICESWgXGGc24fcDawDTgY+HZXG5nZIWa2NOyxz8xuPMD6ioiIiIiIiMgglBTBOsn+zzOBJ51zpWbW5UbOubXAkQBmlghsB57pYT1FREREREREZBCLJIDxnJmtAWqA68wsD6jt5n5OAzY657Z0t4IiIiIiIiIiIp12ITGzBOB5YA4w2znXAFQD53ZzPxcDT3awj2vMbLGZLS4qKupmsSLSHrUrkehQ2xKJDrUtkehQ25KBptMAhnOhofFpAAAgAElEQVSuGfiFc26vc67JX1blnNsV6Q7MLAX4PPBUB/t4yDk32zk3Oy8vrxtVF5GOqF2JRIfalkh0qG2JRIfalgw0kQzi+YqZXWCRDHzRvs8BHzrndvdwexEREREREREZ5CIZA+MmIBNoMrMawADnnBsS4T4uoYPuIyIiIiIiIiIikegygOGcy+5p4WaWAZwO/HtPyxARERERERERiSQDAzP7PDDP//UN59wLkWznnKsGhvewbiIiIiIiIiIiQARjYJjZXcANwCr/cYO/TERERERERESkT0SSgXEmcKQ/Iwlm9hjwEfDdaFZMRERERERERCQQySwkALlhz3OiURERERERERERkY5EkoHxU+AjM3sdbwaSecCtUa2ViIiIiIiIiEiYSGYhedLM3gCOwQtgfMc5tyvaFRMRERERERERCUTahSQBKAb2Ageb2bwu1hcRERERERER6TVdZmCY2d3ARcDHQLO/2AELolgvEREREREREZGQSMbAOA84xDlXF+3KiIiIiIiIiIi0J5IuJJuA5GhXRERERERERESkIx1mYJjZb/C6ilQDS81sPhDKwnDOfSv61RMRERERERER6bwLyWL/5xLguTZ/c9GpjoiIiIiIiIjI/joMYDjnHgMwsxucc/8T/jczuyHaFRMRERERERERCUQyBsZl7Sy7vJfrISIiIiIiIiLSoc7GwLgE+BIwyczCu5BkAyXRrpiIiIiIiIiISKCzMTAWAjuBEcAvwpZXAMujWSkRERERERERkXCdjYGxBdgCzOlp4WaWCzwMHIY38OcVzrl3e1qeiIiIiIiIiAxOnWVgAGBmFbTMOpICJANVzrkhEZT/P8DLzrkLzSwFyOhxTUVERERERERk0OoygOGcyw7/3czOA47tajszGwLMwx/w0zlXD9T3qJYiIiIiIiIiMqhFMgtJK865Z4FTI1h1MlAEPGJmH5nZw2aW2XYlM7vGzBab2eKioqLuVkdE2qF2JRIdalsi0aG2JRIdalsy0HQZwDCzL4Q9LjSzu2jpUtKZJGAWcL9z7iigCvhu25Wccw8552Y752bn5eV1t/4i0g61K5HoUNsSiQ61LZHoUNuSgabLLiTAOWHPG4FC4NwIttsGbHPOve///jfaCWCIiIiIiIiIiHQlkjEwvtZ2mZkdA+zpYrtdZrbVzA5xzq0FTgNW9bimIiIiIiIiIjJoRZKBAYCZzQAuBi4ByoHZEWz2TeAJfwaSTcB+wRARERERERERka50GsAwswl4AYtL8LqPTABmO+cKIyncObeUyAIdIiIiIiIiIiId6nAQTzNbCPwDSAYudM4dDVREGrwQEREREREREektnc1CUgRkA/lAMGRtJLOPiIiIiIiIiIj0qg4DGM65c4HDgQ+B281sMzDUzI7tq8qJiIiIiIiIiEAXY2A458qBPwB/MLORwEXAr8xsvHNufF9UUERERERERESksy4krTjn9jjnfuOcOx6YG8U6iYiIiIiIiIi0EnEAI5xzbktvV0REREREREREpCM9CmCIiIiIiIiIiPSlzqZRvdv/+cW+q46IiIiIiIiIyP46y8A408ySgVv7qjIiIiIiIiIiIu3pbBaSl4FiINPM9gEGuOCnc25IH9RPRERERERERKTjDAzn3LedcznAi865Ic657PCffVhHERERERERERnkOsvAAMA5d66Z5QPH+Ived84VRbdaIiIiIiIiIiItupyFxB/EcxHwReDfgEVmdmG0KyYiIiIiIiIiEugyAwP4AXCMc24PgJnlAa8Bf4tmxUREREREREREApEEMBKC4IWvhAgyNwDMrBCoAJqARufc7G7XUEREREREREQGvUgCGC+b2T+BJ/3fLwL+0Y19nOKcK+52zUREREREREREfJEM4vltM/sCMBdvCtWHnHPPRL1mIiIiIiIiIiK+SDIwcM49DTzdg/Id8IqZOeBB59xDbVcws2uAawAKCgp6sAsRaUvtSiQ61LZEokNtSyQ61LZkoIloLIsDcIJzbhbwOeAbZjav7QrOuYecc7Odc7Pz8vKiXB2RwUHtSiQ61LZEokNtSyQ61LZkoIlqAMM5t8P/uQd4Bjg2mvsTERERERERkYGp0wCGmSWa2f/2pGAzyzSz7OA5cAawsidliYiIiIiIiMjg1ukYGM65JjPLM7MU51x9N8vOB54xs2A/f3LOvdzDeoqIiIiIiIjIIBbJIJ6FwDtm9hxQFSx0zv2ys42cc5uAmQdUOxERERERERERIgtg7PAfCUB2dKsjIiIiIiIiIrK/LgMYzrnbwRvHwjlX1dX6IiIiIiIiIiK9rctZSMxsjpmtAlb7v880s/uiXjMRERGRQezFdS/y4zd/TFNzU6yrIiIiEhcimUb1V8BngBIA59wyYF40KyUiIiIymBVXF/OHpX9g0Y5F/Gvzv2JdHRERkbgQyRgYOOe2+rOJBHQrQERERCRK/rjsjzjnmJAzgSdWPMFJE09iVdEqnl3zLHWNddz4qRvJz8qPdTVFRET6VCQZGFvN7HjAmVmKmd2M351ERERERHqXc463t77NaZNO45qjr6GkpoQ3C9/ksaWPsa5kHetL13PfB/fhnIt1VUVERPpUJAGMrwPfAMYC24Ej/d9FREREpJftrd1LfVM9E3MncvjIwxmbPZa/fPwXNuzdwEWHXsRlMy/jw10f8tYnb8W6qiIiIn2qywCGc67YOXepcy7fOZfnnPuyc66kLyonIiIiMtjsrNgJwKisUZgZZ0w5g91Vu0mwBOZNmMdZB5/F9BHTKaoqinFNRUREuranag93vnUnFXUVB1xWJLOQTDaz582syMz2mNnfzWzyAe9ZRERERPazq3IXAKOzRwNw6qRTSbREjhp1FEPTh5JgCdz16bu4YMYFsaymiIhIl7aWb+Xbr36b5buXs6dqzwGXF8kgnn8C7gXO93+/GHgSOO6A9y4iIiIireyq3IVhjMwcCUBuWi4/mPcDxmaPDa2TYJH0AhaR7mp2zWpfIr3ot4t+S1NzE3d/+m4m5E444PIiaZ3mnPujc67Rf/wvoFGjRERERHpo/qb5rCleQ1V9FQ9/+DCV9ZWhv+2s3EleRh5JCS33mWaPmR3KyBCR6Kiqr+Krz3yVBVsWxLoqIgPCxtKNrCpexRdnfLFXghfQSQaGmQ3zn75uZt8F/owXuLgIeLFX9i4iIiIyyDS7Zu5bfB8jM0Yyt2Auf1/7d/Iz8znnkHMALwNDwQqRvvfetvcorysnP1NTFIv0xPxN8zlo2EGhYMXz654nLSmNT0/+dK/to7MMjCXAYryAxb8DrwNvANcCX+u1GoiIiIgMIjsqdlDfVM+2im08teopABZuXRj6+87KnYzOUgBDpK+9s/Ud8jLyOHj4wbGuiki/s33fdn71/q/45bu/xDlHYVkhb255k9MmnUZmSmav7afDDAzn3KRe24uIiIiIAFBYVghAWlIatY21HDHyCFbsWUF5bTnJicnsq9tHfpbuAIv0pcr6Sj7a9RHnHHwOZhbr6oj0Oy+u9zppbCrbxEsbXuK1Ta+RmZzJlw7/Uq/up8tBPM0sETgLmBi+vnPul5HswN9+MbDdOXd2z6opIiIiMjBs3ruZBEvghuNuYOWelZwx5QxuePkGFmxZwKisUQDKwBDpY/M3zaexuZG5BXNjXRWRfqemoYb5m+czr2AehWWF3L/4fgBunXsrQ1KH9Oq+IpmF5HmgFlgBNPdgHzcAq4HerbmIiIhIP7S5bDPjsscxt2Aucwvm4pxjcu5kHvrwIRIsgVGZozgi/4hYV1Nk0Fi5ZyWPLnuUWaNmMXXY1FhXR6Tfeb3wdaobqvn8IZ8nPTmdlXtWMn3EdCYN7f1OHZEEMMY553p0FjWzcXjZG/8F3NSTMkRExBsZvTf7D4pI7BSWFTIjb0bodzPj7tPv5unVT7Onag9XzbqKrJSsGNZQZHB5cPGD5GXkccsJt6j7iEg3Oed4Yd0LHDT0IA4efjBmRkFOQdT2F8k0qi+Z2Rk9LP9XwC30LHNDRESAdSXr+NLTX2JP1Z5YV0VEDlBlfSVF1UVMzJ3YanlaUhpfOvxL3PipGxW8EOlDuyp3UVheyFlTz9KNApEeWLlnJVv3beWsg8/qkwBgJAGM94BnzKzGzPaZWYWZ7etqIzM7G9jjnFvSxXrXmNliM1tcVFQUYbVFpDNqVwNLcXUxza6ZstqyWFdl0FPbkgO1fd92gKjeneqP1LYkVhZtXwTAsWOPjXFNokNtS6Khoq6Chz98mLe2vMW9H9xLdko28ybM65N9R9KF5BfAHGCFc851o+wTgM+b2ZlAGjDEzP7XOffl8JWccw8BDwHMnj27O+WLSAfUrgaWpuamVj8ldtS25EDVNdUBkJGcEeOaxBe1LelrK3av4NGlj1LbWMv4IeMZnT0wB85V25JoeG7tc/x97d8ByErJ4rZ5t5GSmNIn+44kgLEeWNnN4AXOuVuBWwHM7GTg5rbBCxER6Vpjc2OrnyLSf9U1egGM1MTUGNdEZHD71+Z/sa50HQAXTr8wxrUR6T/qm+p5acNLHD36aD49+dNMGTqlTwOAkQQwdgJvmNlLQF2wMNJpVEVE5MA0uaZWP0Wk/2pobgAgOTE5xjURGdw+LvqYmfkzmZk/k9OnnB7r6oj0C3WNdfxt1d8oryvn/GnnM3PUzD6vQyQBjM3+I8V/dJtz7g3gjZ5sKyIy2CkDQ2TgqG+qB+izVFsR2V9pTSk7K3dy5tQzOW/aebGujki/sKNiB9//1/cpri7miJFHxGy67y4DGM652/uiIiIi0j6NgSEycCiAIRJ7q4pWAXBo3qExrolI/1BeW8735n+PhuYGfnzKj5mZPzNmUw53GcAws9eB/ca/cM6dGpUaiYhIK8rAEBk4FMAQia3K+kre3fouaUlpTB46OdbVEYlrj3z0CDPyZlBSU0JJTQn3nH4Ph4w4JKZ1iqQLyc1hz9OACwBdRYuI9JFm1wxoDAyRgUABDJHYKaoq4psvfZOqhiqOG3sciQmJsa6SSNxqaGrgmTXPsGLPCkZkjGBkxkgOHn5wrKsVUReSJW0WvWNmb0apPiIi0kaQeaEuJCL9XxDASE7QIJ4ife2ZNc9Q21jL7SffzmEjD4t1dUTi2q7KXTgc60vXs6V8CydNOClm3UbCJXS1gpkNC3uMMLPPAKP6oG4iIkJL5oW6kIj0fw1NDSRaou78ivSB+qZ6vvvad1m4dSH76vbxz43/5OSJJzNr9CxlQYl0Ydu+baHn9U31HDnqyBjWpkUkXUiW4I2BYXhdRzYDV0azUiIi0iKUgaEuJCL9Xl1TnaZQlbizs2InJTUlAy4rYfPezXxc9DHrS9czJmsMDU0NXDD9glhXS6Rf2F6xHYCx2WPZXrGdmfl9P2VqeyLpQjKpLyoiIiLtC7qO9McMjJqGGhITEnWnS8TX0NRAamJqrKsh0spTq55i2a5l/P7c38e6Kr2qsKwQgIzkDEprS/nBvB8wPmd8bCsl0k9s27eNoWlD+dqRX2NN8Rpy0nJiXSWgkwCGmc3rbEPn3ILer46IiLTVX8fAqG+q5ycLfoKZ8eNTfhwX/SZFYq2+qV4ZGBJ3qhuqqWuqi3U1el1hWSHpSek8cNYDmBkZyRmxrpJIv7F933bGZo/luHHHcdy442JdnZDOMjC+3c4yB8wExgHqvCki0gf64xgYzjnufvtuVuxZwU1zblLwQsRX31RPSoIykiS+1DXW0dDcEOtq9LrCskIm5k4kMyUz1lURiWvNrpm3P3mbE8afEBqjaXvFdk4Yf0KMa7a/DgfxdM6dE/4A7gaSgZ3AeX1VQRGRwS7IvOhPY2C8v/19Fu1YxJVHXcnJE0+OdXVE4kZ9U726VEncqW+qD82QM1A459hctpmJuRNjXRWRuLdw60J+vvDnLNq+CIB9dfuoqK9g7JCxMa7Z/rocA8PMTgNuw8u+uNM592rUayUiIiFB5kU8ZmB8Uv4JTc1NTBraMlySc46nPn6KUZmjOPvgs2NYO5H409DcoACGxJ26pjoamxtxzg2YjLmSmhKqGqoUwBCJwOIdiwFYV7KOaSOm8fCHDwMwbsi4WFarXR1mYJjZWWa2ELgZ+L5z7hQFL0RE+l6QeRGPY2D8YuEvuGfhPa2WfVz0MetK1/GF6V/QVJEibdQ11imAIXGnrtEb/yIeA+XdUV5bznUvXsc/1v+DjaUbAZiUq/kIRNpqam7i5Q0vhwKXQQBjfel6Hv7wYRZuW8i5h5zLrNGzYlzT/XWWgfE8sA0oAb7TNhrrnPt8FOslIiK+eJ1Gtby2nE1lmwCorK8kKyULgEXbF5GckMxpk0+LZfVE4lJDcwOZyeqPL/ElGMCzvw8y+9za59i6bysPLnmQ7JRsslOyW2UIiojno10fce8H95KTmsOIjBGU15WTk5rDhtINOBynTDyFq2ZdFetqtquzAMYpfVYLERHpULxOo7p89/LQ8zXFa5g9ZjYAq4pWMXXYVN1lFmlHfVM9uWm5sa6GSCtBACPezjPdUVVfxQvrX+CYMcdQVFVEbWMtPzzph6QlpcW6aiJxJ8hQ2l6xnS3lWzCM86adx2PLHgPguLHxM+tIWx0GMJxzb/ZlRUREpH3xOo3q0l1LSU9Kp66pjtVFqzly1JE0u2Y27t3IeYdorGeR/8/efcfHVd/5/n99RqNuSVZzkXvFNgYM2ARI6JALhLQb0pObtoG0TbZkN5vdm0LKJuTuJnfTSDakkNzsZpMs1b+EOBCwgVBsXDBYRrh3W8XqZYq+vz/OnOMZaWSNbJWR9H4+HnrgOXPKV4O+c875nM/3801HRTwlG/lDSMbzTCT/sf0/6Ix28p7z38Oc0jmYGeHQoOX+RCalPSe9DNpDrYdo7WllTukcVtes5p5t95CXk8eqGavGuIUDG7FebWYFwAYgP3Gc3zrnvjBSxxMRmaiydRrVbce3ccH0C2jobGD9/vU8WPcgF824iFhvjOXVy8e6eSJZSQEMyUZ+BkY0Pj4DGM8feZ4H6x7k9Utfz8LyhWPdHJGs5wcwDrcepr6znvOnn8+c0jkUhAu4YPoF5Ifzx7iFAxvJsGQPcK1zrt3McoEnzez3zrlnRvCYIiITTjbWwNh4eCPHO45z64pbOdBygIfqHsIw/nzozwAsr1IAQyQdBTAk2/S63uA8Mx6nUo31xvj+xu8zt3Qu71/1/rFujkjW64h0cKzjGIaxp3kPkXiEBVMXkBPK4fNXfp7pU6aPdRNPa8BZSPoysyFVnHKe9sTL3MSPG8o+ZHL6zUu/4bG9j411M0RGzY76HXzy959kf/P+tO9nWw2MSDzCD5//IbNLZnP9wut5zdzXsLxqOXdefydFuUXMLplNSX7JWDdTJCspgCHZ4OmDT/OLbb8AUoMW43EIySN7HuFE5wk+eOEH1bcmgUf2PMK9tfeOdTPGtb3NewG4YPoFQf/3M5fOm34e04qnjVnbMjFoAMPMLjezHUBt4vUFZvb9THZuZjlmthU4AfzROfdsmnVuM7NNZrapvr5+iM2XiWjd7nU8dfCpsW7GuKZ+Nb5E4hH2Nu+lI9qR9v1sm0b1D7v+wPGO43x0zUcJh8KsqF7BN274Bsurl/PFq77IJ1/1ybFu4ohR35KzFe2N6iYrDfWt0fXkgSdZt2cdcKr+BYy/ISTx3jj/9dJ/cU7lOVk53WM2mGh96097/6QHnUP0h11/4FO//xTN3c3AqeEjV867MlhnPM3Wk0kGxreA/4E3nSrOuW3AlafdIsE5F3fOrQJmA5eY2co06/y7c261c251dXV15i2XCasj2pE1T5rHK/Wr8cUvMjbQhWO2DSFZv389C6cu5Pzp5/d7b3n18gld/0J9S86Gn6qvAEZ/6lujqyvWFZxz/PoXMP4yMI60HaGhs4Gbl9yMmY11c7LSROtbzd3N4+7vdKxtPbaVPc17+NL6L9ET62FH/Q4qCytZOc27Na8qqqI0v3SMW5m5jIaQOOcO9lk0pKto51wz8Dhw41C2k8nHOUdntHNcjsEUOVO5oVxg4AvHbBpCcrTtKC83vsxV868a66aIjDv+uc3v8yJjpSPSEZxzxmMGxssNL1NbX8v+Fm/o5YKp4+fpsZydlp4W3ScM0bH2Y5QXlPNK0ys8vOthNh/dzOqa1UyfMp1wKDzu+k8mRTwPmtnlgDOzPOCTJIaTnI6ZVQNR51yzmRUC1wN3nlVrZcKL9kaJu/i4OYGKDIfcnEQAY7AMjDEcQuKcY/fJ3aytWwukph2KSGb8Pq4MDBlrndFOovEozrmszcA42HKQn2/7Oe9Y+Q4WVSwKljd1NfGFx79AWX4ZV867EsOYVTprDFsqoyXeG6etp41QQcZlHCc95xxH249y1byr2Nmwk/+3/f/RHevmklmXELIQ71z5ThaVLxp8R1kkkwDGR4B/A2YBh4B1wMcz2G4mcI+Z5eBlevzaObf2TBsqk0NHxKsBkE0nUJGR5t/MDJiBMUbTqDZ2NlJeWM7ek3u5Y/0dnOw+CcDlsy+nqqhqVNsiMhH4Tw0VwJCx1hntxOGIu3hKBkY2Pdn+3Su/45nDz7DxyEY+d+XnuGjmRWw+upl7a++lI9pBR7SDrce2UlNSoz41SbRF2nA4PegcgvZIOx3RDmpKapg3dR53bbqLvJw8Lph+AQBvO/dtY9zCoRs0gOGcawDePdQdO+deAC48k0bJ5NUZ7QTGTwqjyHAIhpBkUQ2M7lg3t6+9nVtX3MqRtiNE4hH+9rK/ZWnlUmZMmTFq7RCZSBTAkGzRGfOut2K9sdQMjCy5/nLOsfHIRs6bdh4nOk5wb+297G3eyz3b7sEwrl9wPY/sfYSdjTu5fPblY91cGSV+EcqxetAZjUcJh8Ljqt7K0fajAMyYMoOV01by4y0/5oLpF5Afzh/jlp25QQMYZvbtNItbgE3OuQeGv0kymQUBDGVgyCQSDCHJohoYR9qO0BPvYW3dWnriPVw17yqunn/1qB1fZCJSAEOygV9vDLy/yWycRvVQ6yGOdxzn1hW30trTyi9e+AW7T+5m1fRVfOY1n6EgXMCTB5+kO9bN3LK5Y91cGSWtPa0AwfCn0QwkdEY7ed/97+PvL/971sxaM2rHPVvH2o8BMLNkJsV5xXz5mi9TWVg5xq06O5kMICoAVgGvJH7OByqAD5nZ/x3BtskkpACGTEZ+BsZAqbujNY3qya6TOOcAONx6GPCKZXXHuhW8kAmrPdLOVzZ8hQMtB0b8WApgSDboiffQ63oB70Ywm4p4RuNRvrT+S3zrmW8BsLpmNdcuuBbD6Ih28PaVb2dK3hTCoTDLKpcBMG/qvLFssowiPwPDH/402sfujnVzpO3IqB43E0/sf4KvPfG14BoOvFmvHt/3OPubvUK3fvbsiuoVTJ8yfUzaOVwyqYGxGLjWORcDMLO78Opg3ABsH8G2ySTUEU3UwMiSFEaR0ZBxEc8RPFlH4hFuW3sbl866lL+57G843OYFMGYUzyDmYpxbfe6IHVtkLK2tW8uzh58lN5TLZ17zmRE9VjALSY5mIZGx4z8sAu+BUTYV8Xzu8HNsPLKRkIU4p/KcoN7Sq+e8mtae1pRz0bnTzmXr8a3MK1MAY7Jo6W4J/h3rjQXT0I+G7lg34E1BnE16XS/3bLuH4x3HaehsoLrYmyr3if1P8K9P/yvhUJjKwsoJFTjP5P/6LKAYb9gIiX/XOOfiZtYz8GYiQ6cMDJmMBp1GdRQyMBo7G+mOdfP4/sdZWL6QI21HqCqq4vNXfZ5ob3RcjfcUSef+nfdTml/KtQuuDZZ1x7p58OUHCYfC/PnQnznRcYJpxdNGrA1+H8/PGb9jj2X88wumQ/ZlYPxxzx+pKqri2zd+m5CdShT/+1f/PUDKueh1S15HRWEFs0tnj3o7ZWz4GRjgBYQLwgWjdmy/nyQHALPBM4ee4XjHcQDqGuuCAMbDux4GvEDPzCkzx6x9IyGTISTfALaa2U/N7GfAFuBfzKwYeGQkGyeTT/KYTJHJIieUg2GDZmCMZA2Mpq4mAMoLyvlt7W851HqImik1zCmbw8LyhSN2XJHRsm73OtbvW5+ybP2+9bRF2vibS/8G8GY9GEn+BbAyMGQsnW0Ghl9/YLg1dDaw+ehmrltwHSX5JRTnFQfvmVm/QHpJfgmvXfRaBdgnkZaeUxkYox1sCzIwotmVgfHQyw8xrWga4VCYusY61u1exy9f+CUv1r/IrctvpaKwggXlC8a6mcMqk1lIfmxmvwMuAQz4R+ecP/jn70aycTL5+CfVWG9s1IvziIylvJy8QYt4juQQksauRgD+x6L/wa9e+hWtPa3ctPimETueyGjrinX1S/092HqQgnABV8y7gvt23se+5n0j2ga/j0+kVF4Zf1ICGEkZGHk5eRk9QLpt7W3csuQW3rLiLcPWJuccd228i5CFuGHhDcO2X5lYkjMwRjtbOxuHkLT1tPFS/Uu8Y+U72Hx0M88efpYjO4/gcIRDYd647I289dy3TrhzTiYZGADdwFGgCVhsZleOXJNkMks+qY7mjAsiYy03J3fUMjCOth3lG099IzgZw6kMjOsXXk+O5QBQU1IzLMcTyQZd0a5+T86au5spyy8DoDS/NKhwP1JUxFOyQboMjLycPHJDuYOeZ6LxKA2dDTxx4Ilha09HpIO7Nt3Fc0ee40MXfmjcFxiUkZNcA+NsMjCccylDqTIx2hkY8d4499Xed9p2bj22FYfj4pkXs7RyKYfbDmNmfPmaL3Pn9XcytWAqRblFo1orZDQMGsAws78ANgB/AO5I/PeLI9ssmaySO6mGkchkkhvKTfs0wTmHw0vV7ZuB8cNNP+TFEy8O+VibjmziiQNP8MLxF4JlTV1N5OXkMa14WlAkbVbJrCHvWyQbOefoinX1G7vc0t3C1IKpAJTkldDW0zai7VAAQ7JBcj+IxCP0xHrIz8k/bSDd5z993hXBih4AACAASURBVH1yNye7Tp51W7pj3Xzi95/g97t+z+uXvp5blt5y1vuUiaulpyX4/jybDIynDz3N++5/35CCGGebgRGJR/jm09/k+SPPZ7T+iyde5Cdbf8Lj+x7v997h1sM8vOthnj/6PFPyprCkcglLKpYAcPnsy1k1YxVLK5eeUTvHg0wyMD4FrAH2O+euAS4E6ke0VTJpKQNDJqvcUG7aoF1y0CK5T7T1tLH2lbU8d/i5IR/LL/aUHPxo7GyksrASM+PS2ZcCqDCaTBjR3ii9rpfueHfK8ubu5lMBjPwS2iIjF8DYdGQTrzS+Apwq3CsyFvwZ38B7ih2JR8gP55MXGnwISfJ12uajm4d03LaeNu6rvS/lXPbUgado6Gzg81d+ntsuvk1Dh+W0WnpaqC7yilSeTQZGfUc9PfGelCEpg/EDGIMV8WzraUu7zt6Te3ls32Pcsf4OPvvIZ/nm098Masn0ut6U7BKAlxtfBmBnw85++1pbt5bvbfwef9r7Jy6ccSEhC7FqxioWTl3I2859W8a/03iVSQCj2znXDWBm+c65ncA5I9ssmaz6pjWKTBYDPflKvtBLnoXEn4c8eRhIpo61HwNSAxhNXU1UFFYAcNOSm7jz+juZWTKxqlbL5OWn/PYbQtLTnJKB0RHtGJHZfmK9Mb7+5NdZt2cdAPlhzUIiYyfdEJIgA2OQa6/kPvT80cyeJPs27N/AT7b+hKcPPh0sW7d7HbNKZrG6ZvWQ9iWTTyQeoTPaGUytezb3Cf61U3ukPeNt/GK3gw0huWP9HXzn2e/0W36i4wQAq2tWc6LjBI/te4zWnlbivXG+suEr3Lb2tpSMED9wkS6Acaj1EIYFw0cAygvL+beb/m3CFexMJ5MAxiEzmwrcD/zRzB4AjgyyjcgZ6ftUQGSyGGgIiX8zFbJQSjbG0fajQOYBjK5oF5/43SfYsH8Dx9u9DIxdTbuCC9nGLi8DAyAcCrOiesWZ/zIiWcZP+Y32RoOgoP/Ey6+BUZJfAgztgjZTu5p2pcz0oAwMGUvpinjm5+R756E0114nOk4EhT79vlReUD7kIYx+kdzf7/o9AAdaDrCjYQc3LLxBmRcyKL9GkZ+BcTZDzf3v4+T7jsFkMoSkPdJOXWMdh1oP9XvPD2B8+vJP86GLPgR4M+/84oVfsPHIRjqjnWw5tgXwhj3ubNhJOBTmWMexftkZh9oOccXcK/jqtV9NmRp8shg0gOGce7Nzrtk590Xgc8CPgTeNdMNkcuqMdmJ4JzHVwJDJZLAMjPyc/JRsjKNtXgAj02JSa+vWsr9lfzBf+JzSOTgctfW1OOdo7GoMMjBEJprkQJ/fZ9p62nC4lAwMYESGkfS90dPNmoyl5GutaO+pISTpMjCcc/zVw3/F/TvvB071n/OmncfJ7pNDqoOxt3kvANtPbOfJA0/ylQ1foTi3mOsWXjccv5ZMcP5wjyAD4ywedPoBubOtgdH3XmVH/Q4cjoauhmDZL7b9grV1aznRcYLi3GKKcouCIExDZwOP73ucS2ouoSSvJBgWfLT9KG2RNq6ad1WwX/9Y3bFuGjobmFM2h/Onnz8pzyenDWCYWcjMgrOuc269c+5B55zuLGVEdEY7g6dgGkIik8lA06j6WRd5OXlnPISkK9rFfTvvA+CF4y/QFevi6vlXk2M5vHjiRTqjnUTiEQUwZMJKDvT5fca/GE6ugQGMSCHPF0+8yJzSOVw7/1pK80uHff8iQ9ER6Th1rRVPnYWk701htDdKW6QtmKnKz944d5pX7HnPyT0ZHdM5x77mfVw590rycvK486k7Odl9kjuuviPogyKn42chVBcnamAMwxCSM8nA6I5145yjqauJd/33u3jqwFPBOn6wuj3STnesm/qOen6z4zc8vOthTnScYFrxNOBUEOZI2xEauxpZUrmE1TWr2XRkE72uNxg28rolryMcCvONP3+DDz7wQbpj3cH132SuU3baOVWcc71mts3M5jrnDoxWo2Ty8se2tfa0agiJTCq5ody0wYjkDAyHo9f1ErJQMIQk+UnAnpN7mF48neK84pR9/GTLT2iLtHHZ7Mt4+pA39nhu2VyWVi5l+4ntQfphZVHliPxuImMtOWXe7zMtPd7F8EhnYMR747xU/xLXzr+Wj6z+yLDuW+RMdEY7Kcsv8661er0hJP7ff98nyn7f8f/r9x9/tqo9J/dwcc3Fgx7zWPsxeuI9rJqxiv91wf/iUOshZpXOYsaUGcP2e8nENqwZGIkhJEOqgRE7NQywK9bFxsMb6Yn38OSBJ3n13FcD/YujP77vcRyOg60HicQjzC2bC3jnnXAoHKw/c8pMZpfO5rF9j7Hx8EYe2PkAFYUVLKpYxPULrmd/y35qG2p5Yv8TFIQLgMk9U1wmNTBmAi+Z2aNm9qD/M9hGZjbHzB4zs1oze8nMPnX2zZWJrNf10hXrCsYjKwNDJpOBiqf5WRd+0T8/oNE3AyPeG+fv/vh3PPDyA4D3tOsjaz/C7Q/dzsO7H+bW5bdy85Kbg/1OK57Gymkr2dW0i8NthwGUgSETVrohJKOVgbHl2Ba6Y92cN/08zGxSpvtKdumMdgZ/934GRn44fQ0MP8U+CGAk+k9VURXTi6dnnIHhDx+ZP3U+06dM5+KaixW8kCHxg87BLCRncZ9wNkNIwOsHfhHbLce2EO+N0x3rZvfJ3ayo8mqIHWs/xro96yjKLaLX9XK0/WiQgWFmVBZW8lL9SwDMmDKD1TWrmVUyi68+8VX2NO/h9otvJ2QhPn7Jx7nz+juZWzqXh3c9HFyz1ZTUnPHvP95lEsC4A7gF+BLwr0k/g4kBf+ucWw5cCnzczFQVTgbknxSTT6oik8Vg06jm53gBjHhvnLaetuApsd9vOqIdROKRYIaRnngPh9sO0xHt4JKaS3jP+e9hUfmiYL/Ti6dz3rTziLs499beGywTmYiSM5X8f/cLYCSeQPuF4oZDNB7lR8//iJlTZnLJrEuGbb8iZ6Mj2hEMZYrEI8EQkryc/tOoDpSBURAuYFH5oowDGPua92FY8ARaZKhaulvIy8kL/nbP5j4h0ylR020DXqbe1mNbqSyspCPaQV1jHXtP7qXX9QbZGM8efpamribeuuKtwXZ+AAO8QIw/hGVmyUwKwgV89dqvMrt0NlfOvZLLZl8WrGtm3Lj4Ruqa6tiwfwPVRdWTejarTIp4rgf2AbmJf28EBp342Tl31Dm3OfHvNqAWmLy5LjIo/0ukrOBUBsbTB59OKVwoMlHl5uSm/VsPhpAkZWD4QYqqoqrgYtJ/atzY2Qic6k/vPu/dfO6qz5ETyqEkv4QZxTOYkjeF4rxillcvJ8dyqG2o5cq5VwbjSkVGS3esm01HNp31fp47/Nxp68Ek18Dw+0ZzdzMhCzElbwoARblF5FjOGQ8hqa2vDTKjfGvr1nKk/QgfWf0R8nLyzmi/Ir54b5w/7PoDD+x8IJhN6kx0xboozi0mHAoT640Fs5CEQ+F+T7X7BjA6o53k5+STE8phQfkCjrYfzaiYdF1jHTUlNZP6pmuyeLnhZf64+4/Dvt+WHm/WqHDIq4CQaQbGwZaDwQw4vr5DSLpj3Ww8vDHt9vua93Gw5SA98Z6g+O2Wo1voinXxnvPfQ8hCbDqyKTiGP63pM4eeAeDq+VdTnOsN7U0OYPjDdotyi4IAemVRJd+7+Xt8+vJP98vWu3bBtcwvm8/B1oOTevgIZBDAMLMPA78FfphYNAtvStWMmdl84ELg2TTv3WZmm8xsU319/VB2KxOMf9Hop7HvbtrNPz/5z6zft34smzUuqV+NP4NNo+pnYPS63uAmacHUBcFNm99/Gru8AIZ/QVmYW5iyvzWz1gRjlwvCBSypWEJ+Tj4fuPADw/0rTUjqW8PrkT2PcMf6O2jobBh85QHsa97Hlzd8mScPPDngOskZGMlFPKcWTA0uEs2MKXlTgmDgC8df4GDLwYza0Ot6+dKGL3Hnk3finAO8YVwP73qYldUruWjmRWf0u00m6luD23x0M9/d+F3u3nI3v9z+yzPeT0ekg6LcoqB4dDCEJM1Qxr6ZF13RruC8smDqAhwu7ZSRyVp7Wtl6bCuvmvWqM26znLnR7lsP1T3EXZvuCqYNHS7+d7YfDM50tsIfbPoB39/4/ZRlwRCSRAbEvbX38qUNX+o3XSnAd5/7Lj/Y9AO6Y93BQ1Y/8H7Z7Ms4p/Icthzbwr7mfRTlFlFTUkNpfiknu09SUVhBVVEVC6YuAPpnYIBX/yI5WDHQUMPivGL+5bX/wttWvI03nPOGjH73iSqTISQfB14NtAI4514Bpp12iyRmNgX4b+CvnHP98jKdc//unFvtnFtdXa2nf5NZfYf3pTpzykzg1I3Y7pO7x6xN45X61fiTm5N+CEm6DIyj7UcxjAVTFxDtjRLrjQU3XQ2dDTjngovNwnBqAOO2i2/jf1/5v4PXH13zUb5w1ReColhyeupbw8t/iux//5+JHfU7gPS1K5xzxHvjKU+Ik2tg+DWXfCV5JbRF2nh0z6P805/+ie88952M2rC7aTftkXb2NO9h81EvSXVnw06OtB/h+oXXn9HvNdmobw2utqGWHMthZfXKfk+UMxXvjdMT76E4r5jcUG4wC1VxbnHaGhjpMjD884p/M5buRjUSj3C07Sg9Ma/IYdzFuWbBNWfUZjk7o9233r/q/ZgZ92y9Z1j329LdJwMjwyEkxzuO9xsa6Gdg+DUw/IBEugy84x3HaehsoDvWTXlBOeDdm1QUVlCcV8wF0y9gV9MudtTvYF7ZPMyMqkLvmmpJxRIAFlV4Q3iTAxj+dZd/35OJ/HA+773gvayZtSbjbSai085CktDjnIskPaEIAy6TnZtZLl7w4pfOuXvPuJUyKfhP4GaWeB3Zj4JmOr5SZDzLy8lLezJOnkbVf32k7QiVRZXBONCeWE9w0u2J99AR7RgwA6OvheULh+13EBkq/3u/vrOe5Sw/o334082lG8v82L7H+MmWn3Dp7EuD8f3BLCSJi+FkJfkl1DXW8eeDf6YgXMDOhp209bRRkl/CZx/5LIsqFvEXF/1Fv+NsPbYV8OppfPOZbxIOhcnPyacgXBCMhxY5W7X1tSwsX8iSyiU8VPcQ8d44OaGcIe3D7yeF4UJyc3KDa63kjIx06wcZGLGuIIDhDzus7+wfgLxr4108svcRwqEwheFC5pXNY/7U+UNqq4xPVUVV/M9l/5NfvfQrbll6C8urz+y7va/mnmbmTfUCBP7wp8E452jsauw3fXUQwIh20NLdwq6mXUD/80g0HqW5u5nucDe5oVzmlM5hL3vpiHYEWRXnTz+fX730K/a17OOmxTcB3mewp3kPSyuXAt50qNOKp6W0ww9gqJjt0GWSgbHezP4RKDSzG4DfAA8NtpF5EY8fA7XOuW+eXTNlMmjobCAcCgcpVX614T0n9wQpuSIT1UBDSJKnUfVfH2k7Qs2UmiA40RXrSnn63NDZMGAGhkg28W98zmYIiZ+B4acCJ9vXvI+WnhYOthykNL+UkIVSMjD8Ap6+0vxS6jvrCVmIT1/2aRyOLce2cLj1MC/Wv8hj+x6j1/X2O86249uYXzaf2y66jZlTZrKschlNXU1cO//aYMo7kbMR641R11THiuoVzCubF2TjDZV/g+ZnYPjXWkW5Rd4Qkr6zkCT6VSQeIdYboyvaRVFukbeP3GIKw4VpMzD2t+xnXtk8blx0I7HeWMosWDLxvWXFW6gorOBHm380LNfwzrmUoHO6grPpNHc3E+uN9ZttJHkIyZZjW3CJZ/N9Axh+Nnh3rJv2SDvlheXBe/4D13OqzgkeMvlBOj844WdgzCyZ2W/Yh5+NMZlnEzlTmWRg/APwIWA7cDvwO+DuDLZ7NfBeYLuZbU0s+0fn3O/OpKEy8dV31lNRUBGkyvsV4rtiXRxrPxZ8UYhMRP7TBOdcythH/2bJ7xfx3jhH249y+ezLgxujrmhXStpjY2djcBL2LzRFspEfwDjTISRNXU0c7/CGoaTLwPDPIwdaD1BeUE5huDAI7rVGWoPxzD6/oOclsy5hzaw1lOSV8PyR54PCua09rbzc8DILyhcE/S8Sj7Cjfgc3L7mZK+ZdwRXzrgC8J3dDfTouMpC9J/cSiUdYVrUseGJ7oOUAs0tnD2k/yeeG3FBu0Ef8gEa0N5pyHkruV13RLjqjnUHxQTOjuqg6bf890XGCV816Fbevvp3bV98+9F9YxrWCcAHvu+B9fOuZb/H4vsfPevhQV6yLaG80CDoP9NCnL/8c0xPvIdYb44ebfsjrlr4upYjn5qObMQyH63ceSf7bdrhgCAmcCjzk5eSxrHIZL5x4IQhg1JTUEA6FWVyxeMC2zZ86n7+85C+Dc4ZkLpMAxhuBnzvnfjSUHTvnngQ02blkrKGzgWnF04Kxbf5TAfCyMBTAkInMj95He6MpsxX0zcBo6WmhtaeVmpKaILuiO9adkoHR2NUYFP8cbAiJyFiJ9cY42XUSSJ+Cngl/+EjIQqcNYLRH2plVMouuWBdd0S4i8YhXkK3PEBI/vfe6BdcRshAXzbyI5448R0lDCfPK5nGo9RB3b76b3Sd3c/vFt3Pj4hv58eYfE+2Nsrpmdcq+cnNyz+h3EkmntqEWgOVVy5mSNwXD2N+8n8vnXD6k/fgZFX7GxYnOEymvweub/r+T+1VntDNlCAl4T5H79t9IPEJLT0vKeH+ZfK6Zfw1r69Zyz7Z7uGzOZWeVjeYPdfKDzumyhdJJzu471HqIh3c/TFVRFZF4hHAoTCQeYfuJ7SyuWMwrTa/0y9Tomx1Yml8aBDuSMydW16xmZ+NO5pXNA+CmJTdxcc3FlOSXDNg2M+O1i1476O8g/WUyhOQNQJ2Z/cLMXpeogSEy7Oo76qkqqiLHcjCM7lg3IQuRYzlDqoPx7KFn2d00cOHPSDwS3NyJZAv/YrHvCTmYhSSRgeHPiuDPGQ7ek4n2SDvTiqZhWMoQEmVgSLZq6moK0nbPdAhJbX0tuaFcFpUv6nfhCaRUlC8MFwYZGH0vhn3nTTuPi2ZcxMU13jR4b1n+FgrCBRxtP8p1C67j3OpzqWuqw8z40eYf8eUNX+Z3u37HW5a/hVUzVp3R7yCSidr6WqYVTaOyqJL8cD4zpsxgf8v+Ie/HH0LlF+30Z+XxMzIgdXrKvgGMzmhnynmlurg6GELy9MGned/976OusQ5AAYxJzsz48EUfprGrkXtrz64Uov9Q0w86Z5yBkZRB4ReN9oeFVBR4sx42dDawctpKoH8mX9/gXEG4IHgwlFx88/XnvJ67XncXxXnedKl5OXlDzo6SzA0awHDOfQBYjFf74l3AbjPLZAiJSMZ6XS9N3U1UFVVhZsHNXHFuMXNK5wwpgPH9Td/n1y/9esD3P73u0/x4y4+D1yc6TqS98BUZTf6FY9+iVH0zMA62egGMmpJTNTC6Y9209rRSXljO1IKpXgAj2oVhwXYi2cYPWkwrmnbmAYyGWhZXLKY0vzRlqlRfc09z8O+CcIEXwIh2BZkZfTMw1sxawx3X3BFkAi4oX8B3b/ouH1v9MW5achNvWvYmVs9czXdv+i4l+SXsqN/Bu1a+i/dd8L4zar9IJpxz1DbUsqxqWbBsbtlc9jcPPYDRNwPDV5xbnDaQnjYDIzc1A6Mt0sb+5v3832f/L01dTazftx44VeRTJq/l1ct5zZzX8N+1/31WtY78oHPKEJIhZmD4ww39ZRWFFcF7/vTyfQMYDZ0N5NipoYD+eQRIyQwPh8IK2I2iTDIwcM5Fgd8DvwKexxtWIjJs/CI7/snOv5kryi1iYflC9jSnBjCcc2kLqflFfvwvqb5ivTH2Ne9jw/4NOOdwzvHpdZ8+q/nURYaDf+HYtyhV31lI/AyMGVNmpAwhaY+0MyVvCpWFlTR2NtIV66IgXJB2LnGRbOBfRC6vXk5LT0tGBdmSReIRdp/czYrqFRTnFvcLRPvnA19hbiEF4QK6Yl3BlHp9K9OnU5xXzE1LbqIgXMCaWWv4wtVfYFbpLL538/f42Zt+xjvPe6f6mYyohs4GGrsaU2ZzmFc2jyPtRzKeStKXXAMjebjiQBkYHZGOIOOiPdJOJB5JzcBIFF7/2pNfwzByLIdnDz8LKANDPB+48AM4585qWtUg6Jw8hCSDDIyUAEZ7agDDr+UCsKRyCQXhgrQBjDmlcwiZd8ucH86nMFxIRWGFCjSPoUEDGGZ2o5n9DNgF3IpXwFPFCGRY+SleftXe5AyMheULaepqCr68AB6qe4gPPfihfpWNO6OdxF08bUVsOJWy3NLTQl1jHfua93Gy+yRH24ZeyVtkOKW7cISkDIzEEJJDbYeoLKwkLycvpYhna08rpfmlVBZV0tDZQGe0U/UvJKv53/vLq7ybssbOxiFtv6tpF7HeGMurllOUW0RnLPXCsz3SHgQAITGEJNfLwPDTkfvOQjIUU/Km6AJWRkVy/QvfvKnz6HW9HG47PKR9JQcw/Ewj/3VQi6lPBkZloXej56feJ9fA8B88HW47zJuXvZk5pXM42X0Sw1KecMvkNa14Gm9e9mYe3/84Lze8fEb76DuEZKCp5/uq76ynONcb1jFQBkZZfhnlBeUU5Rb1m82qvqOe6VOmB+eKgnABpfmlzC7R8JCxlEkGxvuB+4Glzrn3Oed+55wbfOJdkSHwv0yCAEafDAwgZRjJ80eep6GzoV+gwv+Ca4u0pS3oljwW7tnDz7L9xHbAC2yIjKVBa2AkhoI0djYG/cS/eeqOddMe9TIwKgorONl9kq5ol6ZQlazmX1jOKZsTvB6K2nrvpm5Z1TIvgNHnO98PevsXqYW5hRTlFqXUwMgkA0NkrNXW11IQLghmOACCYoFDHUbSEekgx3LIy8kLrrXCoTC5ObmnzkPJNTBinUGWhR9k7DuEBLwbypuX3MyiikWA93Q7OUAik9utK26lvKD8jKdVbe5uThn2lBvKzShrr6Gzgbllc4FTGRj+rG3+uWFh+ULMjKJw//NIQ1cDVUVVwewjBeECPvmqT/KJSz4x5N9Bhs+g3yzOuXckvzazVwPvcs59fMRaJZOOH8DwT5L+U4Ci3CIWlC8AvADGRTMvwjlHXZNXIOpAywGmT5ke7MdPCwavtkXyyd5fBl6g5M8H/xxUEG7qVgBDxpZ/ITnQEBI/AyN5Gi8/gNEeaacz2klJnlftui3SRnukXQU8Jas1dHoXhv73/lCnUq1tqKVmSg1lBWUU5RYRiUeI9cb6zWS1pGIJzx5+lsJw6hCScCisPiLjQm1DLUsrlqZMyzurdBY5lsOBlgND2pdfhNPMgmst/wl1uvNQ8rSp6TIwygvKKc4t5toF11KSX8Ki8kU8uvfRoF+LgBf0eu/57+Xbz32bJw48wZXzrhzS9i3dLSk1i3JzcvvVPYr3xvnm099MGTbS1NXEmpo11DbU9hte7mcWLSr3gm7FecV0RjtZt3sdhnHFvCtoj7T3C2DMKp01pLbL8MuoBoaZrTKzb5jZPuArwM4RbZVMOvWd9eTn5DMlbwpw6iRanFfMlLwpTCuaFmRgHG0/SnukHfCmREqWPN7ZD1Z8+9lvs273uuA4AO857z0cbjvMxiMbg+00M4mMJf9CcqAinsljlcsLvRNpTsh7iub/XZfklwTvHWk7ogwMyWr+zFP+zdFQCrw559jZsDOoCeAHIpKfnvkZGEsqlgDeBXRyEc/S/FLVrpCs1x3rZm/z3pT6F+BlTdSU1Ax5JpLkWUT8p9n+a38GBX9abuccXdEuKgsrMSxtBkZOKIfv3fw9PnjhBwGCrFnVv5C+rlt4HQunLuSnW39KT6xnSNs2dzenDPkLh8L9MlY3H93MhgMbgkB2OBRm1YxVXLvgWoB+AY+ZJTO5efHNwft+Jt9DLz/E2rq1QVC9uqg6uLZSYfTsMGAGhpktBd4BvBNoBP4LMOfcNaPUNplE/Cdx/sWkf1L1b8AWli8MAhj++LmQhfo9eUjOwDjefpydDTv5454/8krjK7x20Wup76inLL+M6xZex/YT23l076Msr1pObUMtzd3NKQV9REZTutRd6D+EBFIrZxeEC4KTbEleSZCVUd9ZH2QviWSjhq4GllYuJS8nj7L8siEFMI62H6WlpyWYlcG/8eqMdgbDQoIARmUigBEupDivmGhvlBMdJ/rNQCKSjeoa6+h1vSn1L3zzyuaxq2nXkPaXEsAIpQYw/KCD3xe7Yl04HMV5xRTmFgYZGH0zl5KvnRaWLyRkoZQpJkXAu27/8MUf5rOPfpb7d97P21e+PeNtW3tamTFlRvA6Lyev3/XSI3seoSy/jDtvuDNl+JJzjnAo3O8BUUG4gI+u+Wjwuii3iIbOBpq6mghZKGV4u5+Bodpi2eF0GRg7geuA1zvnXuOc+w6gR9QyIho6G1LSDf0vHv+idEH5Ao60HSESj1DXWEdBuIAVVSuCKSV9fspwOBTmRMcJ7t95PwD7WvbR3N1MfWd9cJyPrP4If3HhX/D6pa8HVAdDxlZQxDN++iKekFp4sCCnIMg2Ss7AcDhlYEjWisQjtPa0BgUAq4qqhlQDw69/saJ6BZA+A6OluwXDOG/aebx52Zu5uOZiFkz1gno7GnYogCHjQnKtl77mTZ3HsY5jdMe6M95fZ7Tz1JCRpILp4AXHDQvOKckFP4tyizjWfgzoP/1wssLcQr523dd4wzlvyLhNMnmsnLaSy2dfzm92/GZI193NPakZGH2nUW3taeW5I89x9fyr+9VeMbO010N9izAX5RbR2NVIR7SDtkhbkOVdXVzN4orFlBeUB5niMrZOF8B4C3AMeMzMfmRm1wHKtZQRUd9ZHxQmhNQaGACzSmbhcBxvP05dYx2Lyxczb+o8DrYeTCkG1NrTSl5OHjOKZ/DC8Rf488E/s2r6KgC2HdvGiY4TwQVzQbiANy57YxDRVQBDxtJg06gmZ2D4TwIgNdf7eQAAIABJREFU8cSgy3tKUJJXkpKdoScFkq36Fm6uLqoeUgZGbUOtVwC01CsA6p8rOiIdNHU18bk/fY6NRzZSml9Kbk4uH7zwg1QUVrCiegWGEeuNBdPxiWSz2oZa5pbODR7oJPOLE/rTa2eiI9rRLwPDP1eEQ2HKC8uDvpgcwCgMFxLtjVJVVBXUDxvIiuoVlOSXZNwmmVw+cOEHiLs4P9/284zW96fETi663Hca1cf3PU6sN8b1C69Puw8/SGdJt7J9h4P0LQa9s2FnMJvOZXMu4+dv/nnKcF4ZOwMGMJxz9znn3g4sAx4H/hqYbmZ3mdlrR6l9MgnEemOc7DqZEsDom9Y4s8RLRTzUeoh9LftYVLGIOaVz6Ix2crL7ZLCdP5Xk9CnT2dO8h+K8Yv76sr9mSt4UthzbQn1nfb9xmX7qowIYMpYGm0Y1XQ0M8AJxsd5YMJtD8pMxFSiUbNV36uzq4uohZ2Asq1oWDDtMzsD4zrPfYevxrew+uTsl2AdeVt/iisXA6Z8ii2SDvrVe+vJnIhlKIc90NTD8mzuAqsKqIIDREfGmlPQzMAAunnmxasfIWZkxZQZvPOeNPLr3UV5pfGXQ9dsibThcSgZG3yEkj+x5hMXli/sV7/f5f7/Ti08V/k/ObIXUfgBeAKO8sFyz6WShQYt4Ouc6nHO/dM7dAswGtgL/MOItk0mjqasJh0sJLPQ9qfpjKbce20okHmFe2bxg6r3kE7dfpdj/gvro6o9SUVjBBdMv4JlDz9Ad6+5XGbssvwzDFMCQMXW6aVRDFko5gfatgQFw/cLrKQgXkJuTG8xGoiEkkq36zjxVVVRFZ7Qz7fTXfXVEOjjQeiAlpd4/V6zbvY5NRzdx46IbCVkobZbFymkrAZSBIVnvYOtBOqIdaetfgPdwJzeUO6RCnulqYCRndyQP5+qIegGM4tzilACGyNl627lvoyy/jLs33z3otKp+gf7k7+xwKBxkrO45uYe9zXu5YdENA+6j7wNRSJ+BkexE5wnNppOlMpqFxOeca3LO/dA5d+1INUgmn75P4qB/BkZJfgkleSU8c/gZwEub9Ctd1zXWBdu19HgpZrcsvYWPrf4YV8y9AoC3rnhrEGn1h5D4ckI5TC2YqgCGjKmBMjDiLh5U0/YlPzkuzC3EMF635HXBMhWbkmzn3yD5GXD+938mw0h2NngTofn1L+DUuWLjkY2U5ZfxsTUf4zOv/gzvWPmOftufN+08gJR0ZJFs5Ne/GCgDI2Qh5pTOyTgDwzmXNgMjOdhdXewN53LOsffkXgBqSmooyi0ix3K4YMYFZ/z7iPiKcot47/nvZUfDDp46+NRp1/ULMg9UA+MPu/5Abij3tFOzBgGMxAPRcCicMi1x8jrJw0yS700keygnRsZc37HQ0H9qL/C+dOqavGDF3LK5FOYWMqd0DjvqdwTrtPa0MqtkFnPK5gQZGgCLKhbx7Ru/zfr961lTs6ZfGyoKKxTAkDHlDxFJV8Qzx3KCE21JXknQPwCunn81iysWpzxVKC8s50DrAWVgSNZq6GygLL8s+Lv3n3LVd9QH4/oH4o9LXlq5NFjmnysczqtzYcblcy5Pu/3508/nhoU3cNHMi4bjVxEZMbUNtZTll512Ro95U+ex/cT2jPYXiUeIu3iQceH3v+QMjOqianriPbRH2qltqGV2yWxK8ku4Zv41LK5YrKGJMmxuWHQDa+vW8tMtP+WSWZcMWF/CL9Cf/PAmLycPh+Nw62HW7VnHNfOvOW2BTf9v3K/fkm46VH+d8sJyel0vzd3NCmBkqSFlYAyFmf3EzE6Y2YsjdQyZGPwnccmZEX0zMODUl860omnBk+UV1SvY2bAzSD9r6WkZMC24rKCMN5zzhpSbP58CGDLWTjeNanIGRt8x/ZfPuZy3nfu2lGXKwJBs13fmqaFkYOyo38GCqQtSKsjn5uQGfWSgdHtffjifT77qk/3qIYlkm50NO1NqvaQzt2wuDZ0NQb2K00kuygnpr7X8vljfWZ9Sf+NVs1/FrStuPbNfRCQNf1rVE50neGDnAwOulzYDI3HN9O/P/zvhUJj3nP+e0x7L/xuvLKokLyevX/2L5HWqi6qD85OGkGSnEQtgAD8DbhzB/csE0dDZQHFucb+LUUh9KuA/YZ43dV6wbHnVcjqiHRxsPUgkHqE71n1GacEVhRU0dSuAIWPHv/lKl4ERshAh876ukwt4DsRfRxkYkq3qO1JnnvKnbxwsgBHvjVPXVJcyfMTn18FIN92kyHjT0t3C4bbDgwbkhlLIs18AI022q98vtx3bRlukbdDji5yN86efz6tmvYpf7/g1J7tOpl3HnxI7eWYbP/i2+dhm3rrirSm1wdIJhqTneUPSC3IKBlynqqgq6AfKwMhOIzaExDm3wczmj9T+Zfxqj7TT63qD18faj/WLcAZTeyXdgPkZGP7JGk5dqG45uiUYl3kmAYzVNauZWjAV55yqa8uYyLEcDKMt0kZrT2uwvDvW7Y3VNG8ISd8MjHT8dZTqK4OJxqN0xbpG/bj1nfUpY+lzQjlUFFZwpO1Iyt9/XwdaDtAd605bE6Aot4iOaAeLKhaNSJtFRlqsNxYEGbYe2woMXP/C5z/UqWusY1bprNOu62e8+sE+P3CefK7ws2HX71+f0fFFztYHL/wgH//dx7ln2z188MIP9nu/vrOekvyS4EEOnAq+VRdV86Zlbxr0GH1r6qW71k8OYPj3KQpgZCfVwJBR90+P/hN7mvekLLuk5pKU18V5xYRD4ZST6uzS2QApUyTVlNR4VYy33B0sy+QGr69LZ1/KpbMvHfJ2IsPFzCjMLeSBlx/ggZdTUylrptRgZhSECzI6mfoXoMlPK0TSee7wc3z9qa+PybH7DuGYXjydDQc2sOHAhkG3TZdlUZpfytSCqQOOoxbJdntO7uFv1/1t8DocCgfT/g6kuqiaotwi7t5yd8q10On4tQL8QEZybYHygnLycvLYfXI3JXklzCo5fVBE5GzVlNRwy5JbuP/l+3l076Np15lfNj/ltf+A8/2r3p/Rd77/N16WX8bUgqnBFPXJ/BncphdPx+ENTZ8+ZXq/9WTs2WBT15zVzr0MjLXOuZWnWec24DaAuXPnXrx/f+ZTQcn4tGH/hn5P2C6ccWHKk4O2njYOth5MSRN2zrHxyEYumnlRyowMtfW17D65G/CK8lw9/+q0dS6GwbhJzVC/Gp+2HdvGwdaD/ZYvKl/E8url1NbXMqt01qBZRrHeGFuPbWV1zeqRaupwU98aI0fbjvL80edH/bjhUJgr5l6RMkxwX/M+XjwxeNmsqqKqtAHn/c37yc3JDbL1ZPz0K5h4fetMNHc38+SBJ4PXs0tns2rGqkG32358e8ZTqRaGC7lmwTWELESv6+X5I8+zumZ1yhPprce2cqj1EAvLF6YdriXqW8MtGo+yYf+GATMCz6k8hyWVS4LX3bFuth/f3u9vdyA9sR521O/gwpkXcrj1ML2uN6XYv2/rsa1BgHxnw86M+p8Mq4z61pgHMJKtXr3abdq0acTaI3KWxtUJy6d+JeOA+pbI8BuX/QrUtyTrqW+JjIyM+tZIFvEUERERERERERkWIzmN6n8CTwPnmNkhM/vQSB1LRERERERERCa2kZyF5J0jtW8RERERERERmVw0hEREREREREREsp4CGCIiIiIiIiKS9UZ0FpKhMrN64Ezm9qkCGoa5OeORPodTRuKzaHDO3TjM+xxxZ9GvQH9TPn0Op6hvJahvDQt9DqcM92cxLvsV6HpwmOiz8OiclUR9a1jos/CMWd/KqgDGmTKzTc651WPdjrGmz+EUfRbDQ5+jR5/DKfoshoc+R48+h1P0WZw9fYan6LPw6HMYHvocT9Fn4RnLz0FDSEREREREREQk6ymAISIiIiIiIiJZb6IEMP59rBuQJfQ5nKLPYnjoc/ToczhFn8Xw0Ofo0edwij6Ls6fP8BR9Fh59DsNDn+Mp+iw8Y/Y5TIgaGCIiIiIiIiIysU2UDAwRERERERERmcAUwBARERERERGRrKcAhoiIiIiIiIhkPQUwRERERERERCTrKYAhIiIiIiIiIllPAQwRERERERERyXoKYIiIiIiIiIhI1lMAQ0RERERERESyngIYIiIiIiIiIpL1FMAQERERERERkaynAIaIiIiIiIiIZD0FMEREREREREQk6ymAISIiIiIiIiJZTwEMEREREREREcl6CmCIiIiIiIiISNZTAENEREREREREsp4CGCIiIiIiIiKS9RTAEBEREREREZGspwCGiIiIiIiIiGQ9BTBEREREREREJOspgCEiIiIiIiIiWU8BDBERERERERHJegpgiIiIiIiIiEjWUwAjS5jZdDP7DzPbY2bPm9nTZvbmYT7G+82sJun13Wa2YjiPITKazKx9rNtwOmY238xeHOt2iAyFmTkz+0XS67CZ1ZvZ2sTrN5jZPwzTsdL2YTP7kpldP8i2j5vZ6uFoh8hoG81+Nkg71I8kqwzWN06z3fvN7LvD3JYvmtmnz2L7AdtkZn8eZFtdQw4gPNYNEDAzA+4H7nHOvSuxbB7whmE+1PuBF4EjAM65vxjm/YuIyPjXAaw0s0LnXBdwA3DYf9M59yDwYCY7SpzfzDnXO5QGOOc+P5T1RcahYetnp3OmfVBkDJ22b2QzMws752KZrOucu3yk2zNRKQMjO1wLRJxzP/AXOOf2O+e+Y2Y5ZvZ/zGyjmb1gZrcDmNnViaj5b81sp5n9MnGSwswuNrP1iUyOP5jZTDO7FVgN/NLMtppZYXLU3cxuNLPNZrbNzB5NLLsqse5WM9tiZiWj/smIZCDRH9ab2a/NrM7Mvm5m7zaz58xsu5ktSqz3MzO7y8weS2Q7XWVmPzGzWjP7WdL+2pP+fav/XmL7b5vZnxPb35pYbol++mLieG9P08YCM/tp4v0tZnZNYnlRot0vmNl/mdmzZrbazD5kZt9K2v7DZvbNkfoMRfr4PfC6xL/fCfyn/0byEyXzsgfvS5w7tpnZ5YmnRrVm9n1gMzDHzN6Z+Nt/0czuTD6Qmf1r4vzzqJlVJ5b9LKl/XZfoM9sT/TW/b2MH2n+iH9Ulznc/MrPvmlmJme01s9zEOqVmts9/LTKKMu1nac89iff+Luka8Y7EsnR98C4z22RmL/nr9aV+JFnkdH2jwszuT/zNP2Nm5/fd2Myqzey/E31jo5m9OrF8StK12Atm9pbE8rTXfX32+eHEvrYl9l2UWP4zM/ummT0G3Nl3O7z+97CZvWxmX0jaX3viv7qGHCIFMLLDuXgnmHQ+BLQ459YAa4APm9mCxHsXAn8FrAAWAq9OnDi+A9zqnLsY+AnwVefcb4FNwLudc6sSEU3A6+TAj4C3OOcuAN6aeOvTwMedc6uAK4BgG5EsdAHwKeA84L3AUufcJcDdwF8mrVeOFzT8a+Ah4Ft4ffA8M1uVwXFmAq8BbgG+nlj2P4FViTZcD/wfM5vZZ7uPAzjnzsM7Gd9jZgXAx4CTzrnzgS8DFyfW/xXwhqSLwQ8AP82gfSLD4VfAOxJ/o+cDzw6w3reB9Ylzx0XAS4nl5wA/d85dCETxLuquxesna8zsTYn1ioHNzrmLgPXAF5J3njj+z4C3J/pOGPhon3Vq0u0/sfxzwKV4T/CWATjn2oDHOXVx/A7gv51z0Uw/HJFhkmk/gzTnHjN7LbAEuATvb/9iM7sysX7QB51z+4F/cs6tThznqr43fepHkmVO1zfuALYkrpv+Efh5mu3/DfhW4v7pLXjXguD9Lbc4585LbP+nIbTpXufcmsT5rhbvHs23FLjeOfe3aba7BHg3Xr96q/UfsqVryCFSACMLmdn3EtG9jcBrgf9lZlvxOm8l3skK4Dnn3KFEWuBWYD7eCWsl8MfENv8bmD3IIS8FNjjn9gI455oSy58CvmlmnwSmZpoSJTJGNjrnjjrneoDdwLrE8u14fcP3kHPOJZYfd85tT/Shl/qsN5D7nXO9zrkdwPTEstcA/+mcizvnjuPdiK3ps91rgF8AOOd2AvvxTnivwTvR4Jx7EXgh8e8OvBPrLWa2DMh1zm3P6JMQOUvOuRfw+sM7gd+dZtVrgbsS28Sdcy2J5fudc88k/r0GeNw5V584j/wS8G+yeoH/Svz7/+H1h2TnAHudc3WJ1/ckbesbaP+X4AVXmhI3Vb9J2uZuvAs6mGAXdjJ+DKGfQfpzz2sTP1vwHoQt49Q1YnIfBHibmW1OrHsu3sOvZOpHkjUG6RvJ11N/AirNrKzPOtcD303cCz0IlJqXSX498L2k45wcQrNWmtkTZrYdLyBxbtJ7v3HOxQfY7o/OucbEw+N76X+e0zXkEKkGRnZ4CS86CIBz7uNmVoWXMXEA+Evn3B+SNzCzq4GepEVxvP+fBrzknLtsCMc3wPVd6Jz7upn9f8DNwDNmdn2i04hko+T+0Jv0upfU77qeNOv0XS+5PxSc5jjW57+nM9A6p9v2brynCzvRhaGMvgeBfwGuxgueD0VH0r8z6R++vueiEelbzrmnEmn2VwE5iQs/kbGQaT8b6NzzNefcD5NXNLP5JPXBRObup4E1zrmTifT4vuc29SPJNgP1jXR/k33PHSHgsuSMcwhqwvS75+H0132+nwFvcs5tM7P3J9rl60i3wQBtG5XzHBP4GlIZGNnhT0CBmSWnxRYl/vsH4KNJYwyXmlnxafb1MlBtZpcl1s81Mz9C2Aakq2PxNF464YLENhWJ/y5KPJ2+Ey+YsuzMfj2Rcee4mS03sxCQyWxAG4C3m1ezphrvqdVzadZ5N3j9GJiL11+fBN6WWL4CbwgMAM65Z4E5wLtIGv8pMkp+AnxpkKc2j5IY0pH4+y9Ns86zeOeYKjPLwXuitj7xXgjwx/O/C68/JNsJzDezxYnX703adrD9P5dYXm5mYZIeFCT8HK9fTagLOxl3MulnA/kD8EEzmwJgZrPMbFqa9UrxbrBazGw6cFOaddSPJNsM1DeSr6euBhqcc6191lkHfMJ/kTREuO/y8sQ/M7nuKwGOJu7J3j2E3+MG8+p2FAJvwstw7/v76BpyCBTAyAKJdPY34Z0g9prZc3hpsp/Bi57tADabN5XODzlN5oxzLoJ3MXinmW3DG1riV7n9GfADSxTxTNqmHrgNuDexjZ/O+1eJgjLb8Opf/H64fmeRLPcPwFq84OLRDNa/Dy9tb1tim793zh3rs873gZxE6uF/Ae9PDHf5Pl7Q8QW8Pv8C0JK03a+Bp4aY5ihy1hJDFP9tkNU+BVyT+Lt+ntSUWn8/R4HPAo/h9ZHNzrkHEm93AOea2fN4w1G+1GfbbrzU9N8kjtEL/KDPOmn375w7DPwz3o3ZI3jn0uS+9Uu8mjgT6sJOxpcM+9lA264D/gN4OtE/fkuaB1XOuW14Q0dewrsp7HsDpX4kWec0feOLwOrEddPXgfelWeeT/jpmtgP4SGL5V4DypPubaxLLM7nu+xxeP/gjXnA9U0/iDf/YilcnZlOf93UNOUTm3TuLiMhYSDzpynXOdZs3W8qjeAVII4n31+IVonp0LNspMh6Z2RTnXHviyfF9wE+cc/cl3rsVeKNz7r1j2kiRLKd+JJKdJus1pGpgiIiMrSLgsURKogEfdc5FzGwqXgrhtol24hEZRV80s+vxxjSvA+4HMLPv4KXR3zyGbRMZL9SPRLLTpLyGVAaGiIiIiIiIiGQ91cAQERERERERkaynAIaIiIiIiIiIZL2sCmDceOONDm9uXP3oJxt/xiX1K/2Mg59xSX1LP1n+M26pb+kny3/GLfUt/WT5T0ayKoDR0NAw1k0QmXDUr0RGhvqWyMhQ3xIZGepbMhFkVQBDRERERERERCQdBTBEREREREREJOspgCEiIiIiIiIiWU8BDBERERERERHJegpgiIiIiIiIiEjWUwBDRERERERERLKeAhgiIiIiIiIikvUUwBARERERERGRrKcAhoiIiIiIiIhkPQUwRERERERERCTrKYAhIiIiIiIiIllPAQwRERERERERyXoKYIiIiIiIiIhI1lMAQ0RERERERESyngIYIiIiIiIiIpL1FMAQERERERERkaw3aADDzL5hZqVmlmtmj5pZg5m9ZzQaJyIiIiIiIiICmWVgvNY51wrcAhwClgJ/N6KtEhERERERERFJkkkAIzfx35uB/3TONWWyYzM7x8y2Jv20mtlfnXFLRURERERERGTSCmewzoNmthPoAj5mZtVA92AbOedeBlYBmFkOcBi47yzaKiIiIiIiIiKT1GkzMMwsBDwEXAasds5FgU7gjUM8znXAbufc/jNqpYiIiIiIiIhMaqcNYDjneoF/dc6ddM7FE8s6nHPHhnicdwD/me4NM7vNzDaZ2ab6+voh7lZE0lG/EhkZ6lsiI0N9S2RkqG/JRJNJDYx1ZvYWM7MzOYCZ5QFvAH6T7n3n3L8751Y751ZXV1efySFEpA/1K5GRob4lMjLUt0RGhvqWTDSZ1MD4G6AYiJtZF2CAc86VZniMm4DNzrnjZ9hGEREREREREZnkBg1gOOdKzvIY72SA4SMiIiIiIiIiIpnIJAMDM3sDcGXi5ePOubUZblcE3ADcfmbNExERERERERHJIIBhZl8H1gC/TCz6lJm9xjn3D4Nt65zrBCrProkiIiIiIiIiMtllkoFxM7AqMSMJZnYPsAUYNIAhIiIiIiIiIjIcMpmFBGBq0r/LRqIhIiIiIiIiIiIDySQD42vAFjN7DG8GkiuBz45oq0REREREREREkmQyC8l/mtnjeHUwDPiMc+7YSDdMRERERERERMSX6RCSENAAnASWmtmVg6wvIiIiIiIiIjJsMpmF5E7g7cBLQG9isQM2jGC7REREREREREQCmdTAeBNwjnOuZ6QbIyIiIiIiIiKSTiZDSPYAuSPdEBERERERERGRgQyYgWFm38EbKvL/s3ff4XHVV8LHv7/RSDPqXbZsWe694wIGAzHFYDoskCVA2OwmvFl4l02yhJCEkMCmsQm7kEbIGzZhA8mGJBACBkwzzYDBvQlLtixZstqojUbTy+/9Y3THGnXLkq7K+TyPHkujO/ee8ePrmXvu+Z3jAfYopd4AYlUYWuu7hj88IYQQY9nhxsPYrXamZ003OxQhhBBCCDHG9bWEZEfHnzuBv3X5nR6ecIQQQownT+x+AoXioYsfMjsUIYQQQghhApffRUVrBXNz52K32k9rX70uIdFaP6m1fhLIMr7v9Fj2aR1VCCHEuBeKhDjacpR5ufPMDkUIIYQQQpjkkOMQ33jzG1Q5q057XwPpgXFbD4/9w2kfWQghxLh23HmcQDggCQwhhBBCiAnshOsEAFPSp5z2vvrqgXET8BlgplKq8xKSdKDptI8shBBiXCttKgWQBIYQQgghxARW46ohw5ZBalLqae+rrx4Y7wO1QB7wcKfHXcC+0z6yEEKIca20qZT0pHQKUgvMDkUIIYQQQpikxlXDlLTTr76APhIYWutKoBJYN9idK6WygF8DS4g2/vxHrfUHg92fEEKIsaO0qZR5ufNQSpkdihBCCCGEMEmNq4blk5YPyb76qsAAQCnl4uTUkSQgEXBrrTMGsP9HgVe01tcrpZKAlEFHKoQQYsxwB9wcdx5nXdGgc+BCCCGEEGKM84V8NHmbmJoxdUj2128CQ2ud3vlnpdQ1wNr+nqeUygDOo6Php9Y6AAQGFaUQQogx5a2Kt9Bo1k7t9+1CCCGEEEKMU7WuWmBoGnjCwKaQxNFa/xW4YACbzgIcwG+UUruVUr9WSnXr2qGUul0ptUMptcPhcJxqOEKIHsh5JcykteaVI68wO3s2c3Pnmh3OkJJzS4jhIeeWEMNDzi1hthpXDTCCCQyl1HWdvq5XSv2Qk0tK+mIFzgAe01qvBNzAvV030lr/Smu9Wmu9Oj8//1TjF2JIVDmrKG0qReuB/NMe/eS8EmYqaSyhwlnBpjmbzA5lyMm5JcTwkHNLiOEh55Ywm5HAKEwrHJL99buEBLiy0/choAK4egDPqwaqtdbbO37+Mz0kMIQYDV4sfZGtFVv54/V/NDsUIcY0d8DNIx8+Qk5yDufPON/scIQQQgghhImOtR4jJzmH5MTkIdnfQHpgfK7rY0qpNUBDP8+rU0pVKaXma60PAxcChwYdqRDD6EjzEWZnz5ZpCUKcpsd3Pk6Du4HvX/h97Fa72eEIIYQQQgiTuANutp/YzoUzLxyyfQ6kAgMApdQi4O+BmwAnsHoAT/sX4OmOCSTlQLdkiBBmC0VCHGs9xuVzLzc7FCHGNIfbwduVb3P1/KtZlL/I7HCEEEIIIYSJ3q58m0A4wMbZG4dsn30mMJRS04kmLG4iunxkOrBaa10xkJ1rrfcwsESHEKapclYRjASZkzPH7FCEGNNeKnsJrTVXzruy/42FEEIIIcS49urRV5mVNYvZ2bOHbJ+9NvFUSr0PvAQkAtdrrVcBroEmL4QYK440HwGQBIYQp6HZ28yWo1tYV7SO/FRpEiaEEEIIMZE5fU6Othzl3OnnDuky/b6mkDiAdGASYHwaHR8jGoTo5EjzEZKtyUM22keIicYdcPPtrd8mGAly09KbzA5HCCGEEEKYrKSxBIDF+YuHdL+9JjC01lcDS4FdwANKqWNAtlJq7ZBGIISJ9tTtYU/dHmngKcQg+UN+Hnz7Qapd1Xzz3G8yI2uG2SEJIYQQQgiTHXIcwmqxMjtn6JaPQD89MLTWTuC/gf9WShUAnwYeUUpN01pPG9JIhBhhH534iH9/599JUAlcOV/W7AsxGL/c8UtKGku455x7WDF5hdnhCCGEEEKIUaDEUcLcnLkkJSQN6X4HPIVEa90A/BT4aUdzTyHGtBdLXyQ3OZfHr3gcm9VmdjhCjDnugJu3Kt/isrmXsb54vdnhCCGEEEKIUSAQDnCk5QhXzbtqyPc94ARGZ1rryqEORIiRVOOqYXfdbm4etOpeAAAgAElEQVReerMkL4QYpG1V2whFQkM621sIIYQQQowtWmsOOQ6hlKLF28L2E9sJRUIsyl805McaVAJDiLHu+U+ex6IsQzqTWIiJZuuxrUxNnyoTfIQQQgghJrAdNTt48J0HYz/bEmxcMvsSVk1ZNeTH6jWBoZR6SGv9NaXUDVrrPw35kYUwSUVrBS8feZlNczaRk5xjdjhCjEkuv4sDjgPcvPRmaYArhBBCCDGB7avfR6IlkfvOu48sexZFGUVD3vvC0NcY1cuUUonA14flyEKYQGvNr3b+irSkNG5ZdovZ4QgxZpW3lAOwMG+hyZEIIYQQQggzHXQcZH7ufM4oPINZ2bOGLXkBfScwXgEagWVKqTallKvzn8MWkRDD6KDjIPsb9vP3S/6edFu62eEIMWYZCYyZ2TNNjkQIIYQQQpjFG/RypPkIiwsWj8jxek1gaK2/qrXOBDZrrTO01umd/xyR6IQYYn8+9GcybZlcMvsSs0MRYkw71nqM3ORcMmzydiCEEEIIMVF90vgJGs2SgiUjcrx+m3hqra9WSk0C1nQ8tF1r7RjesIQYejtrdrKzdiefXfZZmTwixGk61nKMmVlSfSGEEEIIMZEdaDiARVlYkLdgRI7X1xISAJRSNwAfATcANwIfKaWuH+7AhBhKx53HeWjbQ8zMmsmV8680OxwhxqQPqz/kuPM4wXCQqrYqWT4ihBBCCDGBaa35oPoDFuUtwm61j8gxBzJG9T5gjda6AUAplQ+8Dvx5OAMTYig9ve9prBYr959//4idXEKMJ1XOKr737vcAWJy/mLAOMyt7lslRCSGEEEIIM2itqWitoKqtiitWXzFixx1IAsNiJC86NDGAyg0ApVQF4ALCQEhrvfqUIxTiNHmCHnbU7mDjrI3kpeSZHY4QY9K7x99Fobhu4XVsLtsMIAkMIYQQQogJ6HDjYb619VtMSZ+CRVk4Z9o5I3bsgSQwXlFKbQH+0PHzp4GXTuEYG7TWjaccmRBDZHv1dgLhAOdNP8/sUIQYs947/h5LCpbwDyv+gWsWXENlayVT0qeYHZYQQgghhBhhW45uwRvycrTlKKsKV5FpzxyxYw+kiedXlVLXAesBBfxKa/3csEcmxBB5p/Id8lPyR6yxjBDjTWVrZbQ8cF60PDDLnkXW5CyToxJi4mnzt9HibWF61nSzQxFCCDFBBcIBtlVtY8OMDSwpWMLCvIUjevyBVGCgtX4WeHYQ+9fAq0opDTyutf7VIPYhxKA1eZrYVbeL6xZch1LK7HDEGOFwO7jjpTt4eOPDFGcWmx2OqbTW/HrXr0lKSOLsaWebHY4QE1aTp4l7X78Xh8fBnWvuZH/DflZOXsmGmRvMDk0IIcQEsqNmB56ghwtmXsCKyStG/PgD6mVxGs7RWp8BbALuVEp1q+FXSt2ulNqhlNrhcMh0VjG0Xit/jYiOcMmcS8wOZUTJeXV6Gj2N+EI+6trrzA7FdM+WPMue+j3cfsbtZNml6kLOLWGW7737PVr9rUzLmMZPPvoJ7x1/j1Zfq9lhDRk5t4QYHnJuiaGkteavn/yVnOQclk1aZkoMw5rA0FrXdPzZADwHrO1hm19prVdrrVfn5+cPZzhigonoCFuObmHl5JVMTptsdjgjSs6r0xOKhOL+nKi2V2/nyb1Psn7aejbO3mh2OKOCnFvCDC3eFsqay7hpyU384KIfcNvy2/jlFb/k2oXXmh3akJFzS4jhIeeWGEofVH9ASWMJNy25CYsa7lqInvV5VKVUglLqqcHsWCmVqpRKN74HNgIHBrMvIQbjhcMv0Ohp5LK5l5kdihhjwjoMTOwERiAc4Mcf/Ji5OXP50llfkiVYQpiotKkUgIV5C0lLSuP6RddTkFpgclRCCCEmEpffxRO7nqA4o5iLZ11sWhx99sDQWoeVUvlKqSStdeAU9z0JeK7jQ68V+L3W+pVBxinEKSlvKee3e3/LmVPP5MypZ5odjhhjwhFJYFS3VeML+bh24bXYrDazwxFiQittKsWiLMzOmW12KEIIISagcCTMQ9seotnXzPcv+D4JlgTTYhlIE88KYJtS6m+A23hQa/2ffT1Ja10OLD+t6IQYhFAkxCMfPkKGLYO7zrxL7hyLUxbREeBkImMiqm6rBqAoo8jkSISYmB77+DGWFCzh3OnncrjpMDMyZ5CUkGR2WEIIISag946/x976vdy19i4W5o/s1JGuBrJwpQZ4sWPb9E5fQoxKz3/yPMdaj/HFVV8kw5ZhdjhiDDIqL4KRoMmRmKe6rRqFYkr6FLNDEWLC0VrzavmrvHzkZbTWlDWXMT9vvtlhCTFufdL4CWVNZWaHIcSo9eaxN8lPyeeiWReZHUr/FRha6wcg2sdCa+3ub3shzFTeUs5T+5/irKlnsW7aOrPDEWOU0QNjoldgTEqdJHd8hTBBe6CdUCTE4abDVLRW4Al6mJ8rCQwhhsvPP/o5Sil+suknZocixKjT7G1md91ublh0w6iobO+3AkMptU4pdQgo6fh5uVLqF8MemRCnyBfy8dB7D5Fhy+BfzvwXs8MRY5ixhGSi98CQ5SNCmKPZ2wxEm+k+ufdJAJZOWmpmSEKMW1pratprqGitwOV38fS+pznRdsLssIQYNd6tfBeNZsPMDWaHAgxsCckjwCVAE4DWei9w3nAGJcRgvHLkFWraa/i3df8mS0fEaZnoY1QjOsIJ1wmmZU4zOxQhJqQWX0vs+521O1k+ablMHRFimDR5mwiEA2g0fzjwB/734P9S1izLSYQw7KvfR1F60ai5sTWg4a1a66ouD03cumoxKgXDQZ775DmWFixl2aRlZocjxriJPoXE4XYQCAdGzRuVEBNNizeawLAlRCcAmTmuTojxrsZVE/v+xdIXSU9K5+xpZ5sYkRCjy9GWo8zJmWN2GDEDSWBUKaXOBrRSKkkpdTcdy0mEGC3eOPYGzd5mblx8o9mhiHHA6IExURMYxp0nSWAIYQ5jCcnZ084mPSldejoJMYyMBEZhWiEazQUzL5D+T0J0cPqcNHmbmJU9y+xQYgaSwPgicCcwFTgBrOj4WYhRwRv08vT+p1mQu4Dlk2Ryrzh9E60Hhjvg5vlPnscT9PB2xdv814f/RV5K3qh6sxJiImnxtWC32rljzR38ZNNP5GJKiGFU46oh0ZLIBTMvAODSOZeaHJEQo8fRlqMAzM6ZbXIkJw1kCkkjcPMIxCLEoPzp0J9o9bXyrfO+NSo644qxz0hcGJUY492Wo1v4zZ7f8MyhZ2jzt7E4fzH3rr8Xu9VudmhCTEgt3hay7dnYrXY5D4UYBturt9PkbeKiWRdR46phctpkrllwDasKV0n1oRCdlLeUA4yqm1r9JjCUUrOAR4GzAA18AHxZa10+zLEJ0S+tNa8ceYVzpp3DvNx5ZocjxomJ1gPjQMMBcpJzSE9KZ+Osjdy87Gasln7fHoQQw6TZ20y2PdvsMIQYlyI6wk8/+ilOv5PnSp4jpEPMzp6N3Wpnbu5cs8MTYlQ52nyUSamTSEtKMzuUmIEsIfk98AxQCEwB/gT8YTiDEmKgqtuqcQVcrJ6y2uxQxDgykXpgaK055DjE6sLV/Oyyn3HbitskeSGEyVp8LeQk55gdhhDj0sGGgzj9Tq5dcC2t/lYaPY1MSZ9idlhCjEpHW44yO3v0LB+BgSUwlNb6d1rrUMfXU0QrMYQw3UHHQQAW5S8yORIxnkykCoxKZyXuoJslBUvMDkUI0aHF10J2slRgCDEc3jv+HkkJSXxm6We4e93dKBQzs2aaHZYQo051WzW17bWj7jNir7fZlFJG6n+rUupe4H+JJi4+DWwegdiE6NchxyEybZkUphWaHYoYRyZSBcaBhgMALC5YbHIkQggAf8iPJ+iRJSRCDIOIjvBB9QesLlyN3WrnzKIz+e+r/1sqnoTowftV7wOMuklYfdUJ7ySasDC6Iv6fTr/TwL8PV1BCDFSJo4RF+YukeacYUkYFhvHneBQMB7nntXsoby0nLyWP/JR8s0MSQnByhKpcUAkx9I47j9Pia+HMojNjj+Wl5JkYkRCj17bj21iYt3DUnSO9JjC01lJLJUa1GlcNde46Lp93udmhiHHGGKMajARNjmT4fHTiI460HOGS2Zdw/vTzJQkoxCjR4msBIMueZXIkQox9DreDj058xPri9WTaMylrKgNgQd4CkyMTYvTaWbOTZ0uepby1nM+v/LzZ4XQzkCkkCcDlwIzO22ut/3P4whKiby6/iwfffpDUxFTOnna22eGIcSY2RnUcV2C8Xv46eSl53LHmDixqIO2QhBAjocHdAEBBaoHJkQgxtu2s2ckDbz+ARlPRWsGda++ktKmU1MRUWXosRB82l23maMtRzpp6Fp+a8Smzw+lmIJ9aXwD+AcgF0jt9DYhSKkEptVsp9eKgIhSiB0/vf5p6dz3fOu9b8iFPDLnx3gOj2dvMztqdXDDjAkleCDHKSAJDiKHxWvlrZNmzWD9tPW9WvEmbv43SplLm5c6TqkMheqG15nDTYdYVreOb532TTHum2SF1M5BZeUVa62WncYx/BUqAjNPYhxAxoUiIdyrfYV3ROmk8KIbFeJ9CsuXIFjSaC2ddaHYoQogu6tvrybJnYbPazA5FiDErFAmxq3YX500/j6vnX817Ve/xbMmzVDgruGHqDWaHJ8SoVddeR5u/jfl5880OpVcDufX2slJq42B2rpQqIrr85NeDeb4QPdlduxtXwDUqS5rE6BQMB3ns48do87cNaPvxXIERCAfYXLaZNVPWyNx7IUZQg7uB9kB7v9vVu+uZlDppBCISYvw62HAQb8jLmilrmJY5jXVF6/hLyV+I6AjzcueZHZ4Qo1ZpUykA83PHdgLjQ+A5pZRXKdWmlHIppQZ2FQCPAPcAkd42UErdrpTaoZTa4XA4BrhbMZG9VfEW6UnpnFF4htmhjFpyXsWraK3gpSMvxUaG9ic2hUSPnx4YvpCP//vS/+VLr3wJp9/JtQuuNTukMUnOLTFY9715H0/uebLf7RrcDRNy+YicW2IofVzzMYmWRJZPXg7AV9Z9hWUFy0i0JE64BIacW2IgGj2NfP31r/NS2UvYEmwUZxabHVKvBpLAeBhYB6RorTO01ula636XgyilrgAatNY7+9pOa/0rrfVqrfXq/HwZ4yf6VuuqZVvVNj4141NYLQNZATUxyXkVz5gmMtCKCiNxEQyPnykkLxx+gUpnJd6QlyX5S1hSsMTskMYkObfEYER0hLr2OqraqvrdzuFxTMgKDDm3xFAJR8K8d/w9Vkxegd1qB8ButfPAhgd4/IrHJ9yEHzm3xEC8VfEWBxwHONR4iLk5c0mwJJgdUq8GcgVYBhzQWutT3Pc5wFVKqcsAO5ChlHpKa33LqQYpBETfkJ7a9xQJlgSuX3S92eGIMcRIRAx0qsh4qsCoa6/jQMMBnv3kWdZMWcP9599vdkhCTDitvlY0mnp3PVprdtbu5IzCM7o10W32NhOKhJiUNvESGEIMlV21u2jyNvF/Vv2fuMetFiv5qXIBL0Rn33rzWyzMX8ieuj1My5hGQWoB5xafa3ZYfRpIAqMWeEsp9TLgNx7sb4yq1vrrwNcBlFKfAu6W5IUYrJfKXuKxHY8BcMOiG8hJzjE5IjGWDLYCYzz0wPiPbf9BWXMZFmXh5qU3mx2OEBNSs7cZgCZPE3vq9vDA2w9w55o7uXTOpXHb1bfXAzKBRIjT8cqRV8iyZ7Fm6hqzQxFiVGv2NrOnfg8HHAcIR8LctOQmblp6k9lh9WsgCYxjHV9JHV9CjCitNX/95K9Mz5zOFfOu4IKZF5gdkhhjjAqMAScwxskUktKmUsqay7ht+W1cNOuiCVc2K8RoYSQwNJoPqz8E4OWyl7lk9iVx4xyNEaoTcQmJEKdLa83fDv+Nj2s+5vpF18tSYyH6UeIoAU5+3j2z6Ewzwxmwfs9srfUDp3sQrfVbwFunux8xMR10HKS2vZYvn/VlSV6IQRlsBcZYX0LyUtlL2K12Lpt7GSmJKWaHI8SEZSQwALaf2A5AeWs5pU2lcaPq6t3RCgwpcxeif1prXAEXGbYMDjce5vGdj1PWXMaZU8/khkUyKlWInlQ5q8iwZZBpz+SQ4xBJCUlct+A6dtXuYmbWTLPDG5B+m3gqpbYqpd7s+jUSwQkB8Hr56yRbkzln2jlmhyLGqFgPjAEmJIwKjLHaxFNrzfOfPM/Wiq1cMOMCSV4IYbImT9PJ771NLMxbSGpiKg9/8HDsDpjT5+TlIy8zI3MGSQlS8CpEf947/h63/fU2al21PPzBwzR5m7hr7V1889xvkpyYbHZ4Qow6Wmu+8eY3+MF7P0BrzSHHIebnzufmZTfz8CUPx1UEjmYDmUJyN/DVjq9vAXuAHcMZlBCGYDjI+1Xvs754PTarzexwxBg1kSowtNY8sfsJfr3716ydspbPLv+s2SEJMSH97fDf2FW7C4gmLTJtmbGS9gV5C7j//PuJ6Aj3v3U/bf42Hv7gYdoD7Xxl3VfMDFuIMaPSWUkoEuLxnY9T217LLUtv4eLZF4+ZizAhRprD46DV18pBx0Hernyb8tZyFucvNjusU9ZvAkNrvbPT1zat9VeAsbFARox5BxoO4A15WVe0zuxQxBg2kXpg/O3w33j+8PNcOe9KvnHuN0hNSjU7JCEmnIiO8OTeJ3mx9EUguoQkPyWf/JTo0pCZWTNZlL+I+8+/H1/Ix/fe+R6763bzuRWfY2b22CjhFcJsDrcDgJ21O7FarJw97WyTIxJidCtrKgOiY4Uf/uBhIjrCysKVJkd16vrtgaGU6jzuwQKsAiYPW0RCdLL9xHZsCTaWT15udihiDAuEA8ApjFEdo1NIAuEAzxx6hjMmn8EXzviC3IUSwiS1rloC4QDVbdXAyQRGWlIate21zMiaAUBxZjFrpqzh45qPmZYxjU1zNpkYtRBjS6OnEYuyENERVheuloS9EP040nyEBJXAN9Z/g49rPmZ98XoW5S8yO6xTNpD2vDsBDSggRHQiyT8NZ1BCbD22lQ+qP+CTxk9YOXmlrAcWp+WUl5B0JDoiOoLWeswkAt6tfJc2fxt/t+jvxkzMQoxHx1qPAVDXXkcwHKTZ28z83GizzoSGBIoyimLbfnrxp9lTt4fbV91OgiXBlHiFGIscHgdrp6wlrMNcu/Bas8MRYtQ70nyE6ZnTWVm4ckxWXhgGMoVEahnFiHrm4DP8bt/vSEpIIhAOsG6aLB8Rp6fzEpI3yt/ghdIXeOTSR7pt9+DbD7Iof1Fc74tQJERiQuKIxTpY++v385eSvzAtYxpLC5aaHY4QQ8YX8nHn5jv517P+lWWTlpkdzoAca4kmMDSaqrYqnH4nuSm5nD/9fFZNWRX3f8r8vPk8c8MzMvJRiFOgtabR08i6onV8buXnzA5HiFFPa82RliOcXTT2l1r1+m6plDqvrydqrd8Z+nDERPdJ4yc8te8pzp9+PnedeRfHWo4xL3ee2WGJMc6owAjrMBWtFRxtOYo/5O/WGLasuYxka3LcUpOxkMDYdnwbP9z2Q2wJNv5t3b9J9YUYV1q8LTR4GqhsrRw7CYzWY1gtVkKREPvr9wOQk5xDYXohhemF3baX5IUQp8bpdxKMBGXksBADVNdeR3ugnTk5c8wO5bT19Y751R4e08ByoAiQOkcxpHwhHz//6OfkpuRy55o7SUpIYn7efLPDEuNA5woMrTQAroCrWwLDH/ITioS6VWCMdi8feZlJqZP4+WU/l2k9YtzxhXzAyUTkWFDRWsEZk8/go5qP2Fa1DSDWwFMIcfqMBp5yXgkxMH87/DcsysKKySvMDuW09TqFRGt9Zecv4CEgEagFrhmpAMXE0Ohp5J7X7qHSWckdq++Q+d1iSHXugWF83+Zvi9tGa40/7CcQDnSrwBjNGtwN7Kvfx0WzLpLkhRiXjASG0Yx3tHMH3Dg8DhbmLyQ3OZeSxhKy7FksnSRLu4QYKg5PRwJDKjCE6Fetq5aXj7zMxlkbe6wCHGv6HaOqlLpQKfUW8O/Af2qtz9JavzDskYkJ5Zc7fkltey3fPv/brJm6xuxwxDjTuQLDSEi4/K64bcI6TERHogmMThUYnb8fbfwhP3/Y/wc0mgtmXmB2OEIMi1gFRnhsVGBUtFYAMCNrRqxZ5yWzL5FlIkIMQjgS5gfv/oBDjkNxjzd6GgHIS8kzIywhxoxQJMSj2x8lMSGRm5beZHY4Q6KvHhiXA98EnMA3tdbbRiwqMaGUNpWy/cR2bl56M6umrDI7HDEOdR6jGiaakOhageEP+YFotUZYh2Oj2bpeNIUiIbxBL+m29BGIvHfN3mbuee0e6t31bJqziYLUAlPjEWK4eENeYPRXYJxoO0FaUhrHnccBmJ45neLMYvY37OfSOZeaHJ0QY5PD4+D96vcpSC2IG/focDtISkgiPcnc92IhRrv/t/P/cdBxkK+e/VVyknPMDmdI9HU74AWgGmgCvta1KZzW+qphjEtMIE/ve5oMWwZXz7/a7FDEONXTGFVXIL4Cwx/uSGCEg4QjYWwJNrwhb7cKjD8e+CMvlL7Azy77mWl3fnwhHw+89QBOv5PvXfC9MdPYUIjBMJKLozmBUdFawd2v3s3aqWvJtGWSbE0mLyWPGxbdwPri9XKXWIhBqm+vB+CE6wQA3qCXzWWb+bjmY/JT8qVptRA9CEfCeENePEEPLx95mSvmXsF50/uczzGm9JXA2DBiUYgJq6ypjF11u7ht+W3S90IMGyNxEYqE0ESbePZWgWEsIbFZowmMrj0wHB4H7qCbRz98lAc3PDiiH56qnFXkp+bzbMmzlLeW8+3zvy3JCzHuGRUYo7WJpzvg5rvvfBd/2M9Bx0GK0osozixGKUV2cjbZydlmhyjEmNXgbgCiFU4n2k7wzTe/SZO3iZzkHC6edbHJ0QkxOv3p0J94tuRZzig8A4C/W/R3Jkc0tHpNYGit3x7JQMTE9OdDfyY1MZXL5l5mdihiHDOWgYR1ONags1sCI9xpCUkkjD3RDnRv4ukJegDYU7+HffX7WD55+bDGbghHwnzl1a9QlF7ECdcJzi46m9VTVo/IsYUw02CbeDp9ThIsCaQlpQ1HWDy550kybBk0ehppcDewYcYGtlZspT3QznnF4+dOlxBD4XDjYdoD7ae8VLjeHa3AqHPXseXoFlp8Lfzo4h+xIG/BcIQpxLhwpPkI3pCXbVXbOLvo7HFXBThsHaWUUnbgHcDWcZw/a62/PVzHE2OL1poXS1/kg+oPuHHxjaQkppgdkhjHjAufYDhIREeA7k08Y9t09MAwJnp0nkgC0QTGtIxpVLVVUdZcNmIJjHp3Pb6QjyMtR1Aobl5284gcVwizDbaJ5wNvP0BhWiFfPaenqfCn75Wjr9AeaEehuHTOpVw651K2VmwlEA5QnFk8LMcUYqx6at9TODyOU09gdCwhiegIb1e+zezs2ZK8EKIf1W3VTE2fSjAc5LqF15kdzpAbzpbYfuACrXW7UioReE8p9bLW+sNhPKYYI545+AxP7X+KtVPWcv2i680OR4xzRul5WIdjFRV9LiGJhLFb7XHPNXiCHgpSCwiGgxxpPjLcocecaIuu/71x0Y3kp+bLBZKYMGIJjFNYQuIOuDnSfIRk6/AsTfQGvbQH2sm2Z2NRFm5ddispiSnYrXZ8IZ+cn0J0Ue+upz3QPqjnJVuT8Ya8NHubObf43GGITojxIxQJUddex3ULr+PWZbeOyz4x/Y5RNSilUk9lxzrK+J8qseNLn8o+xPhU2lTK7w/8nvOKz+O+8+6LXSgKMVx6HKPaVxNPHSYpIQk4WYFR4ihBa40n6CE1MZXZObM52nx0pF4C1W3VAFyz4BqZaCAmFG+w5ykkDe6G2CjFrg43HUajh63xp7Eu//NnfJ5fX/Vr0m3pJFgSmJczD4DpWdOH5bhi4nL5XbEJN/2pclbFVRkedx7vVnXY2XHn8UElFwYqoiM4PA7aA+1ofWqXAvXu+rheT50nkQghuqtvryesw0xNnzoukxcwgASGUupspdQhoKTj5+VKqV8MZOdKqQSl1B6gAXhNa729h21uV0rtUErtcDgcpxi+GGvq2+v54Xs/JDc5lzvW3DFuTyyzyXkVL1aBEQnHkhlOnzNuG+NCJxAOENERbAnRJSShSIgjzUe45/V7ONBwAHfQTUpiCrOzZ1PnrhvWD32dnXCdIMOWYfr41olOzq2RZyQXuyYjHvnwEX7xcc8fR0ocJT0+Z6gYCYyC1AKslpPFrGunrqUwrZDc5NxhOe54JudW3/586M/c89o9/SYAtNZ87fWv8adDf4r9fO/r9/LHg3/s9Tn3vn4vz5Y8O6TxdtbsbY410XYH3QN+XjAcpNnbzJycOWTaMgFJYAyGnFvjnzvgpqK1Ajg5sacoo8jEiIbXQCow/gu4hOg4VbTWe4EBdafSWoe11iuAImCtUmpJD9v8Smu9Wmu9Oj8/f+CRizHH5Xfx9Te+jjfk5b7z7iM16ZSKesQpkPMqXucxqr1WYHQsITHGpho9MEKREE2eJgAaPY14gp5oAiNnNgDlLeX9Hj8QDvDXT/4aO8ZgnGg7wdT0qYN+vhgacm6NPKMCo2sPjDZ/W+zc7KqkcegSGIFwgJ9s/wkvHH4BdyB68eXwRC8CClIL4ra9av5VPH7F45KcHwQ5t/rW6GnEHXRT117X53YOjwNXwBVLrnuCHlwBV6yXRFehSAhXwEWrr3XIYzZ0PnZflSBddT7PpmVMozCtkCx71pDHN97JuTX+/fHgH/nyli/j9DljS46nZozfz4wD6oGhta7q8mYc7m3bXp7fqpR6C7gUOHAqzxXjx58O/YlGTyM/3vhjZmXPMjscMYF0XkJiJDOMEanG3VPjLq+hcwWGsQa/xddCIByIVWAAHG0+2u8o0/31+3li9xMEw0FuWHzDoF7DCdcJmToiJqTeppAEwjq/f/IAACAASURBVIEe+2KEI2EONx3u8TmDUdZUxmvlrwGwrWobP7jwBzS4G7BarGTb40ekSuJCDBejb9Nx53EK0wt73a6ytRI4OUHLSAI0eXtO9hkJQiM5NxyMSSIQfR19xR/3vI7ER0FqAbevun3UjlIWwmxHm48SioR4u/JtqtuqybRlDtsErtFgIBUYVUqpswGtlEpSSt1Nx3KSviil8pVSWR3fJwMXAZ+cVrRizGr0NPJi6YtsmLGBebnzzA5HTDBdm3gqohcZnRt5dq2OiPXA0OHYnSzjzldKYgqZ9kyy7dlUOiv7Pb5xnOc+eS72YbGrnsqCy5rKqHXV4gl6aPG1SAWGmJB6a+LpD/u7NeOF6AWbL+Qj0ZJIIHL6CQxjuci1C67loOMgbx57kwZ3A/kp+ZKwECPGqBrs7z3H+L2RvHO4owmMZm9zj9sbo8GNP4dD5wqMnpZdHm0+So2rJu590Bfy8czBZ7AoC0UZRczMnimfH4XogdaaY63HAHi9/HUqWivG/efFgVRgfBF4FJgKVAOvAncO4HmFwJNKqQSiiZJntNYvDjZQMTbVt9dzrPUYT+x6AqVk9KMwR+cRqcFIkEx7Jq2+Vlx+FznJOUAPFRgdS0iC4WCPCQyAvJS8XkvYOzM+eLoCLrYc3cI1C66J/e7NY2/yu32/w+V38bPLfka2PRtfyEcwEuSrr32VsA4zLWMaML7LAYXoTW8VGP6Qn0A4gD/kj52vcPJCLMuedUrr7XtjJDBuXnozhxyH+M2e35CbnEt+ipRii5FjJOuMCoveGI0+jcpDo9Fti6+FiI5gUfH3Lo1zZFgTGO56FAqN7nbj4NHtj/Lu8XcBsFvtFGcU8/Vzv85jHz/GQcdB7j77blk2IkQPAuEAm0s3s3bqWlwBF9MypsUSGZ9e/GmToxte/SYwtNaNwClfdWqt9wErBxOUGB9KHCXc+8a9RHSE3ORcvrvhu93WCwsxnPbV7yPTlhkrpQ1HohUYBSkFtPpa+6zAMJaQ9FSBYfRvyU3OpcZV028cLr8LhSIvJa/b6NU/H/ozoUgIf9hPaVMp++v3s61qGysnr0Sj+fTiT3Og4QCTUyfL3ScxIXlDPU8hMZKOroCr1wRGi6/ltI/f4G4gy56FzWrj1mW3ct/W+3D6nVw086LT3rcQA2UkwvubRGIkOIyKJSOBEdERnD4n2cnxy56GqgJj67GtODwOblx8Y7ff1bfXU5RRRFVbVVz/qXePv8u7x9+NjQevbqtmy9EtfHnLl2n1tfKFM77AedMH1HZPiAnnv3f/N5vLNrOzdicAty2/jV21u1gxeQVnFZ1lcnTDq98EhlLqJz087AR2aK2fH/qQxHgQjoT5xce/ICc5h7vX3c2s7FkkJyabHZaYQLTW/PC9H8Z1LA9FQgTDQXJTcilvLY/7INVbBUYoEoolMIy1xEYFRm5KLvsb9vcbiyvgIi0pjYLUgrixj1XOKqraqvj8ys/zxO4nqHJWUdpUiivg4p3j73Be8XncsuyWQf4NCDE+9LSExEhGQvTOdF5KXux3xjItI3nZ013nU9HgbqAgJZp8XzZpGVPTp3LCdUIS8mLEBMIBfCEfVouVald1XP+mziI6QrUrOnLbqMAw3rcg2gej1wRG6PQSGM8cfAZPyNNzAsNdz8K8hVS3Vcc18ax11WJRFj6z9DMkWBIAWJC3gIe2PcSqwlVcOe/K04pJiPFqZ81ONpdtJkElsLd+LwAL8xdyZtGZJkc2Mgbyjm4HVgBlHV/LgBzgn5RSjwxjbGKM0lrz5N4nqXBW8IUzvsDigsWSvBAj7oTrBK6AK7b+F6IXQGEdji0b6VyB0fXubucmnkYCw7hgiiUwknNxB939Thdx+V2kJ6WTl5IXF8+2qm0oFOdOP5fJaZOpdFZS1VbFrKxZZNuzB93wU4jxpKclJJ2/79oHw6jYyLRndtu2L23+th571Dg8jliyQinFpjmbgO4TSIQYLsZF/7yceYQiIWpdtT1uV9deF7dkEqIVGEZPp576YBjNO0+nAsPhdlDtqqbV19qtn1MwHKTR00hheiFpSWlxNw7q3fXkJefFkhcA64vX8x8X/QdfO+dr0mNGiF788eAfKUwr5HMrPgdATnIOGbYMk6MaOQNJYMwBLtBa/1Rr/VOizTgXAtcCG4czODE2Pbn3SZ775Dk2zdnEuqJ1ZocjJqgSR7TXsNF53W61xxINxuSAPpeQdKrA6DpytXMFRudj9KbN30a6LZ38lHyafc2xD3jbjm9jUf4icpJzKMooYnfdboKRIFcvuJonr3mSGVkzTvl1CzGeaK3xh/1YlIWIjhCORIegdU5KdB3L2LkCo+u2vYnoCHe/ejcPvv1g3AWY1hqHx0F+6sl+Fxtnb+SyOZexasqqwb8wIU6B8R60pGAJ0HsjT2P5SE5yTlwPjLk5c4GeExhGws8X8sXOr1O1u243ED2Pur5fVrVVodHMyJoRTWD4XfhCPrTW1LfXMzltcrf9LcxfKDe+xLjjC/n49tZvU+WsOq39VLRWUNJYwqY5m9gwcwMJKoHpmdOHKMqxYSAJjKlAaqefU4EpWusw0PdtRzHhNHoaee6T57hw5oX88+p/luy5ME1JYzSB4fQ7gWgCQxO9MElNSsVutccnMPoYo9q1a3pqYvS/RKOSo3Mjz711e3nm4DNx27cH2klPSic/NZ9QJESLr4VGTyMVzgrOnBot95uWMS12p3lG1gw5d4Tg5HmZnpQOnLyr3Pl8NS6Yfrr9p/x2z29jF2RG47+BJDB21e6itr2WA44D7KjZEXvc6XcSCAfiqi2SE5P55zX/LI0FxYgx3qsW5S9CoXpt5GkkNmZlzSIYCaK1ptHTyJycOShUj02nO49PLW0q5XPPf25Azak721W7K/Z9ize+70x5SzkAM7NmkmHLwOFx8I/P/yObyzZT765nUtqkUzqWEGNVlbOKXXW7ONBw4LT283LZyyRaErlo1kVk2DK4Y80dXL/o+iGKcmwYSALjP4A9SqnfKKV+C+wGfqyUSgVeH87gxNjz/CfRtiifWfoZuQATpvqkMX5qc7L15N0cq8VKelJ63J3b3sao9pTA6LyEBOIrMN449gZP73+aQDhAZWslLr8rVoFhrNNv9DSyty66ZnFlYbTXcVFGEQAKFfteiInOqKYwSmONZETn89W4uNtXv49DjkO9PqcvL5W9RJY9i8K0Qv5n7//EqjCMCSSyXESYyfg3npuSy5T0Kb028qxsrWRS6iTSbekEwgHa/G0EI0EmpU4iy57VY7Vg56Uje+v30uhp7LdRaGdaa/bW76UwrRCgW+PcYy3HsCXYKEwvJD0pncNNh3EFXGyv3k6Lr4VJqZLAEBNDq68VOHljbTDKW8p5tfxVzp9+Pum2aGJ/4+yNLJu0bEhiHCv6TWBorZ8Azgb+2vG1Xmv9a621W2v91eEOUIwNe+r2cOfmO3mx7EXOLT5XPuwJU7n8LqraquLWA3ZOYCRaEsmwZcSVugbCAexW+8ltEhKxKAvhSBh30B3bl9ViJTEhEei0hKTT3apmbzMRHaG8pZx7Xr+H3+//Pe3B9lgPDIgmMHbX7SbTlhkr+zOSFlPSp8SSJ0JMdEZVUtdkhPE4RC/utNa0+FpoD7TjDXlJSkiKlaD3l8Bo8bawo2YHG2dt5JoF11DhrOCE6wSNnkYOOQ4BksAQ5jISGBm2DIozi3tdQnLceZzpmdNJtCQSjARjCbj81Hxyk3N7XELSOYFR3RZtAHoqF1jVbdW0B9pZX7weOHmRFgwH8YV8HGs9xoysGViUhXRbOhEdAWBfwz5Azi0xcRjnRte+TQPlD/n58fs/JsOWwedWfm4oQxtzBtqW2wfUAs3AHKWUzDQScZ7a9xRtgTbOLjqbm5ee8tRdIYZUVVt0feGygpMZ6c7raY0KjK5LSNKS0mI/J6gErBYr7YF2QpEQU9KmACeXj0C0EsNutcfd1TI+IL5R/gaeoIdjrcfwBD2xHhgQbXi2p24PKyaviFUqGQkM6XshxEldExjGuv6uTTx9IR/+sB930I036CXZmkyiJbHbtj2pbqtGo1k2aRkrJ0cronbX7uae1+7hid1PAMTOXSHMYFQLZtgymJ45nRpXTbd/16FIiBOuE0zPmk5iQiLBcDCWpM+0ZZKTnNNvAuNE2wkAnL6eExha627l70a1ozG20VhC8p8f/Cd3vXwX5S3lzMyaCZxcCgbEEhk99cAQYjyKVWD0cn7158m9T1LVVsWXz/ryhGrY2ZN+ExhKqc8D7wBbgAc6/vzO8IYlxpLSplIONx3mxkU38tVzvkpheqHZIYkJzhhVOjtnduyxrtUVGbaMbk080xJPJjAsyoLVYo294UxJjyYwjOUjhq53tYzy2bcq3wLgSPMRIPrBLS0pjaSEJD468RFOvzN2sQSQbktn/bT1nFt87uBfuBDjTG8VGEYPDIXC5XfFzsH2QDueoIeUxJRYI15v0Msvd/wyboRxZ52XiUxOm0xBSgF/KfkLDo+D9dPW83cL/47UpNQenyvESGjzt5FsTcZqsTI9azoaHauWMJxoO0FYh+MqMIylVnarvdcEhjvoRhFNpJ9wdSQweqnA+KD6A77+xtfjlpgcbjpMWlIac3PmkpSQRIuvhWZvM+9Xv09tey3uoJuZ2R0JjI6Sd6OpKCA9MMSE0VcFxsGGgzz28WPdpvgYDjQc4IXSF7hy3pWsmLxiWOMcCwZSgfGvwBqgUmu9AVgJOPp+ipgo2vxt/M/e/8FutXPhrAvNDkcIgNio0lnZs2KPde2B0S2B0bUCw5JAgkqIveEYibmeEhjGEpJgOBjrl2FceMWaENrSUUqRn5LPvoZ92BJsrJ6yOm5fX1v/Nc4pPuc0XrkQ44vRkNO4c9u1B0Z2cjZt/rZY4tBY959sTY4txTrWeozNZZtjzTkD4QCPfPgINa4aIDomFaJLwpRSLJu0jCZvE6mJqXx53Zf5hxX/MDIvVoheuAKu2DlgLDvs2qfC+Lk4s5ikhCSC4WDs/ScpIYnclFycfmesisngCXrITo5O5jLON6fPyXMlz/HQew/FbXus5RgQfwF2uPEw83LmoZQiy5ZFq6+V18tfJ6IjsSrIrhUYm+ZsIikhiURLYmwqmBDjXW89MLTWPLH7CV468lJcklFrzfbq7QTDQV49+ioZtgxuW37biMY8Wg0kgeHTWvsAlFI2rfUnwPzhDUuMBUebj/LPm/+Z/Q37+eyyz3a7sBPCLI2eRlITU+Oag3VeQpJoSSTdlo476I6NjeuawDB6XRgXRr1WYKTkxpaQGNsayZLOSRPjg5vRB+PKeVeSac8cglcrxPjVbQlJJH4JSV5yHm3+ttgHQ4gmJJITTyYwjJJ2I7lY2VrJG8feiE0LanA3kG3Pjm2/fPJyAM6Zdo70oxGjQpu/LXYOFKYXYrVYu00iqXRWYlEWpmZMJTEhkbAOx84fm9UWm5rVtcmmJ+jptkTK6Xeyu243H574MLbUA072yDAa5XqDXiqdlczPi14WZCdn0+Jt4bWjr7GsYBn3rr+XL676IgvyFgDR5IotwcbKwpXMzZnLpNRJ0vBdTBi9VWAcchyirLkMiI5INbxe/jrfffe7bDm6hb31e1k+aXmssnCiG0gCo1oplUW0gedrSqnngZrhDUuMdsedx7lv633YE+z85NKfcOX8K80OSYgYh8dBXkpe7008O5aQwMmLGn/IHytvhWgPjMK0QmrbawFiHdZ7W0KitY5dKC2fFL0AMpqaAbHkyJT0Kditdq5deO3QvFghxqj3q97nncp3+tymvyUkeSl5uAKuuLtWDo8jrgLD+NBojIs0Eo7vHn8Xl99Fg7shrpHgqsJVLC1YKu9rYtTonMCwWqxMTZ/arZFnZWslU9KiTaCtFitw8v3NlmCLTc3quozEHXDHEuudj9fgbiAUCcWWWMHJ/lLGeXmk+QgazfzcaAIjy57FocZD1Lnr2DBzA+m2dC6fd3ksSbF00lL+eP0fyUvJ44urv8i/nvWvp/+XI8QY0bkCw1gqEo6E+d8D/xv7bGlUUrUH2vnt3t8C8FzJczR7myfcpJG+DGQKybVa61at9XeAbwFPANcMd2BidHt639NorfnBRT9getZ0s8MRIk6jp5G8lDxSk1Jja3u7NvE0PgwamfCuFRgWZWFd0brYz5n2TFITU7slMPJS8gjrMK2+1tidrYtmXcT83Plcs+Dkf5XG8W5ddiuPXPLIhG/AJMQzB5/hZx/9LG6iCESbET703kMcaznWaxNPYwlJfmo+3pA37iIrEA7EV2D44iswjF4YgXCA18tfp8HdEHcHOt2Wzvcv/L401BWjhsvvikuwT8+c3mMFhvF5zGhgG0tgdKrA6JrA8Ia8ZNmzSFAJscecPmdsaZXR2DMcCcd6ZBjnpbEMqzizGIBsezaBcACFYu3UtT2+lgRL9DgzsmbEKjOEmAha/dEERigSwhfyobXmR+//iD31e/jsss+Sk5xDRWsFO2p28JUtX8Hld7F+2noaPNH3N0lgnNRnAkMpZVFKxdoNa63f1lr/TWvd/1B1MWZtO76t212xsqYyXip7iQZ3A/Xt9XxQ/QGb5myS8VdiVGr0NJKfko9FWWJJibgmnpaTFRiugIuIjhCKhEhJTMGiov8tWi1W1k07mcBITUzltuW3cemcS+OOFRul6m2KfTCcmzuXH2/8McWZxWTaostEjDjSbelMzZg6HC9biDGlrr0Ob8jLu5Xvxj3ucDt4r+o99tXvi10oGRdvxhISowLDWFu/p25P3D7sVnuvS0iaPE1YLVbm587nrYq3cHgc8l4mRrW2QFtc0nt61nQaPA2x8yMQDlDXXhfrj2H82zf+zSdaEmMJjM5jv7XWuIPuuOS83Wqnzl0Xq3YykhR17XWEIiHgZK+MBncDFmWJ7dvopbEof5Ek6YXoJBwJ4/K7KEiJvtc4/U5KGkvYVrWNW5bewuXzLmd65nRKm0r50fs/IkEl8J1PfYdblt0CRG+WGZXAAqx9/VJrHVFK7VVKFWutj/e1rRgfIjrCYzsewx10U5xZzIysGfxq5694ofSF2DZZ9iwsysLl8y43MVIhehYIB3D6nbGS2AxbBq6AK65ywhijCtEKDOODmi3BRqIlEX/YT4IlgYLUAmZlzaLCWUFKYgqb5m7qdjyjLLfJ00SLtwWFIsueFfv9lPQp3Y4vxETXHmjHHYwu6dhydAsXz7449jtj9KM/7I9VXPTWxNPoV1HprCQ9KT323JTElF4rMJq8TeTYc1g7dS2/2/c7AElgiFErFAnhCXriEgJGxcNx53Hm5c6jylmFRsceT0yIVmC4A25sCTaUUmTYMrBarHEVGIFwgIiOkJyYTEpiCq6Ai+mZ0zncdDi2jZHA6Dz1xOiB4fA4yE3OjVVVGA05z5x65pD/PQgxljn9TjQ6lnx0+pyxkcTGZ8vpmdPZXbcbgPvPu5/FBYsBWDFpBTOzZ0q/mE4G0gOjEDiolHpDKfU342u4AxMjy+V38VbFW+yv34/T7ySiIzzy4SM0uBvYXLaZDTM28PPLfs5ty2+jIKWAq+Zf1W3NpBCjgVEenp8aLQk3PvT11gPD5XfFLoaSEpJiFz1GOe1V86/irKln9frG0bUCI9OeGavigOgbUk5yjrzxCNFJXXsdAEvyl3C46XBsugGcXNblDXrxh/3YEmyxxmWxJSRhP0kJSeSl5MXei4oyimL76NwDw9ifkTBp9DSSm5IbNwVIEhhitHL5o0m5uAqMjkoLYxmJ0Q+jpyUkxrmjlCLbnh3rAQMnz4nUxFRSE6OjgjsvnbIl2GLLRoz+FwoVq/xwuB1xy69mZc8iLSlNpmkJ0YXR/8I4d9v8bRxsOEhxRnHs3DbOvaL0IhblL4o9998v+Hf+ceU/jmzAo1yfFRgdHhjMjpVS04D/ASYDEeBXWutHB7MvMfye2P0Ebxx7g7yUPGwJNu5Ycwf/9eF/cd+b96G15jNLP8PktMkUZxZz/aLrzQ5XiF4ZCQzjosa4c9t5CYnVYo2VpDv9zlg5us1qi925MpIQF866sM8RwUZFUpOniRZfCzn2nLjf37r8Vq6af9VQvDQhxg0jgXHT0pv4zlvfYcvRLXxx9ReBkxdsvpCPUCSE3WqPXZAZFRiBcABbQvTCbGHeQt49/i5FGUWUNJYA0Z43CSoBhUITbZbWeQnJ7JzZzMyaSU5yDs3e5ljCU4jRxqgqMt7LACalTSIpISnW8O+48zhWizVWYm68j7kCrrhJOkbTaYNRSZGadHIJiXGBBbCkYAlVzmjiYn/9fvJS8vCH/LElJA6PI66Pxfy8+fz+ut9Lwl6ILowEhlEl1eprpaSxhA0zNsS2mZkdXRK5cfZGOYf6MZAmnm8DFUBix/cfA7sGsO8Q8G9a64XAWcCdSqlF/TxHDJNjLcd4YtcT3eZ/lzWVcbjxMFsrtmK32mn0NLJmyhoumHkB5xafS217LWcUnsHktMkmRS7EqXG4o43HjLtCsQqMLmNUbQk2khKS4iowjCUkQKyLe3+M9b9N3ugSEmMNsCHDlsG0zGmn96KEGGeMBMacnDmcM+0ctlZsjZ2HsQqMkBdfyBdXTdF5CYlxZ3lh3kIgenFm3EVOtiajlIobOdceaEdrTaO3kdzkXJRSrCpcBdBtjKQQIykYDuIJenr8nXE+dG7iaVEWijOKY5UXla2VTMuYFlvKEVeBkXDyHDASdgajAiPZGl1ColCxCyy71c683Hk4PA7eqXyHXXW7uGLuFditdnwhHxEdocnb1O3ckQsvIbpz+pzAyQTG7rrdeEPe2DIRiFYwPfipB2UC1gD0m8BQSn0B+DPweMdDU4mOVO2T1rpWa72r43sXUNLxXDHEfrf3dzz6Ye/FLU2eJr7z9nf46+G/srVia+zx8pZyvvLqV7j7tbtJUAn86OIfsbRgaay3xRdXf5E1U9Zw05Kbhv01CDEUvvvOd3l0+6MoVGxph9FdvfOHOKvFilKK9KR0nH5nrBw2bgmJJaH7AXqRm5xLk6eJRm9jrJmZEBPRnro93P7C7d3m3HdV315Phi2DlMQULplzCZ6gh/er3gc6TQYK+fGFfNEKjI47yp2beMYqMPKjCYyc5JxYs1wjYdn57nN7oJ32QDuBcCBWoXXj4hu5c82dpCalDsnrF+JUBcNB/uXlf+G3e37b4++N86FrU8zpWdH18lf/79XsqN0RuzCCkxUYXRMYuSm5cUtIjKqk1KRU0m3pZNmzYu9h+Sn5FGUUoYlOSpiROYOrF1xNsjUZb9BLq6+VUCQk1UtCDEC9ux6AwvRCrBYrH9d8DMDi/MVx260sXDngG2gT2UD+hu4E1gLbAbTWZUqpU1osqpSaAaw09tHld7cDtwMUFxd3/bUYgH31+6hwVnDXmXfFZb611iil+MXHv8AT9DAlbQrPljzLxbMuRinFXw79hWRrMpfMvoRpmdOYkTWD71/4/djzM2wZ3H/+/Wa8JHGaJuJ55Qv5+LjmY5YWLOWiWRfFLlwun3c5C/IWxL0hGB/uCtMKqXHVUNteC0TLco07V537WPQnNzmXXXW78IV8zM2ZO1QvSYxCE/HcOhUvl71MbXstO2t2smHmhl63q2uvY3JqtLJvcf5i0pLSONBwgA0zN8RVYIQjYexWe2w5SFwFRseF2ezs2XzpzC9xVtFZbDm6hXp3faznTecEhkbH1vEbCc7JaZO7TRYS5pio51ZiQiJnFJ7Bi6Uvctncy7qN7+0tgXHDohvIS8mLfdY7f/r5J/fZ8T7mCXriqpByknPwBD2xxGB5SzkQ7R9z/aLr+dSMT8WOU5BawNqpa7l12a0Ew0EumnURVouV5MRkvCFvt2pHMXpN1HNrtAhHwrx29DUW5i0kJTGFTFsmTd4mNszYEHsvEqdmIJ/Q/Z3HpiqlrNCxoHQAlFJpwF+AL2mtu92S0Vr/Smu9Wmu9Oj9f/hMcDOMOsnERBrC9ejt//5e/52jzUXbW7uTyuZdz87KbOeE6wffe/R6/2/s73j3+LpvmbOKfzvgnNs7eaOIrEENtIp5XpU2lRHSE6xZeF3fhlJeSx5lFZ8ZVVBjJjOLMaAluZWslFmVhavrU2AXPqWTA81LyYlUcq6asGoqXI0apiXhuDZQn6IndVdpZu7PPbeva62JLE5VSLMxbGOtfYaz594V8eENe7FY7SimSEpLie2B0ak544awLSU1K7V6BYUmKO67R9NCYHiRGj4l8bt205CZSk1J5YtcTaB3/EdvoCdO5BwbA1Iyp3LLsFm5dfiu3LLslbqmi8T6m0fEVGB3/7o1lJCWOEqamTyXDlkFRRhErJq8g3ZaOQpGfko/daufGxTdy87Kb/z97dx5fZX3m//91ZSMQQljCHkBAQASUVUCRuo9bx6VabZ1p61LttB1t+6tdpmO/baedacfpNh07rbW1m3Vqq7ZudRdxARRkEQ1rWBIIkJCQhCRkO9fvj/uckIQsJyEn5yR5Px+PPEzu3MvFaT69z7nu63N9GD14NEDjFJKiqnACQxUYCa8/j61E8Gb+mxyqOsS1M68FgodnU4ZO4TOLPhPnyHqvaBIYr5rZvwADzexi4E/Akx0cA4CZpRIkLx5y98e6Hqa0J7JEXCSTDrCqYBVVdVX8+2v/ToM3sGziMs6ZcA6XnXoZO0t38sj7jzAodRBXnXZVvMIW6VZbircAQROx1kSeSDX9ftLQSVTVVfFO4TuMzxxPanJqY3VGZBWSaEQy6BOGTNBqBtJvrSlYQ12ojpzMHN4pfIeQh1rdryHUwKGqQ816K52WfRr55flU1FQ0a+JZU1/T2IA3LTnthFVIWmpMYLSowIicI9IzQE+9JJFkDsjko7M/yoaDG1i7f22z30UacTatpOhI5D4GnFCBAUECw93JLc5t7CETkWRJfGrhp7h82uWtnjs9JZ3qOlVgiETD3Xks9zHGZ45vTw9CsgAAIABJREFUXF746x/4Ovdecm+nxrQ0F00C4ytAEfAucAfwDPCvHR1kwVyGXwK57v6DkwlS2haZIwyws2QnEAyWjQc3AnCo6hCjM0YzddhUkpOS+fSiT/PgVQ/yxI1P8IcP/UHz9aXPyC3KZcKQCY0fYFqKVGAY1jg9JDJneEfpjsbvu9oDA2hsCCjSH7229zWyB2Vzw+wbqKitYPvh7a3uV1xVTMhDzRIYkQ9RWw9vbSyZj1RgRKopUpNTW51C0lRk/EdWVIi8QRydETw93lGyg2RL1r1PEs5l0y5jfOZ4frn+l9SH6hu3l9eUnzB9pCNNE/ZNE32Rv/vDVYfZX7GfitqKZss1Rlw+7fLGFRFaGpgykGP1xzhUeShYflX9Y0TatPnQZnaU7uDq065unOY/MHVgqwl4iV40CYyrgN+6+/Xufp27/8Jb1re17hzgH4ELzGxD+Kv1dK50WVlNWeP3O0uDBMb+iv0UVxVz6dRgXu+5E889oSu0mXVqjr9IInN3thze0uobsYjIlJBIA09ovlxc5PvIG7/OVGBMzJqIYSydsLTTsYv0BRU1Faw/sJ5zJ57L/LHzMazNaSSRFUiaJjCmjZhGkiWRW5RLeW3zVUgaKzCS0po38Wzl6VXLKSSR8RypjNpesp2JWRPVJE0STkpSCrfOu5V9Fft4etvTjdvLa8oZktbJBEbTCozk1iswIlO2mi6DGo1ID4ziqmJNxRLpwGO5j5E1IIsLJl8Q71D6lGju4H8P/MjMVgL/Bzzn7vUdHIO7vw5oLaUYi6wrPDR9KHmleVTWVrL+wHoArpl5DR845QNMHTY1niGKxFxBeQFHa4+eUArbVOQDS9M3dpkDMhuXlZs0dFKz33emAmPysMn87prfkZWe1ZXwRXq91QWrqQ/Vc+7EcxkyYAjTR0xn3f51fHTOR0/Yt7UERnpKOlOHTeX9ovebrUJSH6pvTGA0q8BoYwrJ8IHDSUlKabMCI+Qh3RMlYS0ct5B5Y+bx8OaHuWDyBWQOyDzpCoymib5BqYMYkDyAw9VBBUZGagY5Q3I6de70lHSq66spqS7RVCyRduwt28vawrXcNOcmVVx0sw4fwbv7zcCpBL0vPgrsNLMHYh2YRCeSwFgwdgFlNWXc+OiN/Hzdz8kelM3YwWOZPWp245Mokb4qmidJkYqKlk9eJw4Jpo5EKjAiNxnrZP5VyQvpz1buWcmYjDGcOvxUILgnbS/ZTtmxshP2PXD0AClJKSd8+Dkt+zS2HN5CfaielKQUquqqqGlo3gOjoykkl0y9hP+6+L+aHQM0600zdbgSGJKYzIzb5t9GVV0Vf3j3D0BQ3ZQ5ILODI5trqwLDzBgxcAQl1SXsr9jPhCETTqjQ7cjAlIHUNtRq2XCRDozLHMfnFn+OK6ZdEe9Q+pyo5hC4ex3wN4IKjHUE00okAUTeHF4781o+vfDT3DbvNm6acxN3Lb6r0zclkd4qtyiXIQOGMC5zXJv7NFZgNHkyBXDq8FMZlDqo8WlwalJqsGSjxo9IVMqOlbHp0CbOnXR8uuKCcQtwnA0HNpyw/4GjBxg1aNQJ0xhnZs9snPs/ctBIPLzgWaQhZ3pKOlV1VUDzVUiaSk9Jb5agiIz3EYNGNF5PFRiSyCZmTeSyUy/jmR3PkF+WT3lt+QkrkHSkrR4YEFQpHa46TOHRQsZmju10fJHkYEl1iaaQiLQjJSmFC6dc2OkEpHSswykkZnYpcCNwPrACeAD4cGzDkvZU1lZSH6onKz2rcQWSMYPHNDYhFOlvIp3U20s6RKaEtKzAuGH2DVw89eLG36cmp3Zq+ohIf/dG/huEPMTyScsbt00bPo0hA4awrnAdHzjlA832P1h5sNn0kYiZI49PARuVMapxafBIomJS1iRe2f0KIQ8FPTBaqcBoKXJsRmoGGakZHK092mZzQpFE8dE5H+XVPa/yi3d+QWVtZeenkLSxCgkECYz3it6jpLqk1XHYkaZVvarAEJF4iKYC4xPAX4Dp7v5xd38mmh4YEjv/vea/+eLzX6Q+VE/ZsTIGpQ7S3Crpt8prytlXsa/DRmRtVWCkp6Q3q9yYN2YeH5jU/AOXiLTttT2vkZOZ06wprpkxf8x83il8h5Z9vw8cPdDqB6fsQdlkD8oGmk/5iFRgTB8xner66sYlw6NZgi5yb8xIy2Bw2mByhuQ0PkEWSVRZ6VncOPtG1h9Yj+OdTmAkWVLjtMmWib4Rg0ZwuPowjnctgZGiBIaIxFc0PTBudPe/uHsNgJmdY2b3xT60vsXd2VW6q82f2zpm++HtjXN+I3aW7uRA5QFW7F7BkWNHyBqguffSv7g77x16jzUFa3hm+zMA7TbwhLZ7YLS0aPwi7lx8Z/cEKtLHlVSX8F7ReyyftPyECqgF44LeTDtKdjRuq6ytpKK2os0PTpFx3DSBEUk4TB8xHYB3D74LnPjBrDWNCYzUDJbmLOWiKRdF+08Tiasrp1/J2MHBFI/OJjDgeBVGaxUYEZHzd0bTBKASGCISD1H1wDCzuWb2n2a2G/g2sCWmUfVBa/ev5c5n72T74e0ArCpYxZ3P3klBeUGr+xdXFfO5Zz/HF57/Ar/e8OvG7TX1NRyqPATAI+89Qkl1CUPTh8Y8fpFE0RBq4Kdv/5SvvPQVvv3at3no3YdIT0ln2ohp7R5nZiRbcrPSWhE5Oa/vfR3HOXfSuSf8bt6YeScsp3qw8iAAowePbvV888bMIy05rVlVVOQDU86QHDJSM3hp10sAUc0rjiQwBqUO4uZ5N3PtzGuj/JeJxFdKUgq3zb8NoEuVEpFqwxMqMJr0rTjZKSRahURE4qHNR5FmNp2g98VHgMPAHwFz9/N7KLY+ZX/FfgDWFa5j2ohpbC3e2rg9soSVu/On9//EonGLeH3v6+w6sosZI2bwYt6LfOzMj5Geks6+in04zvKJy1m5dyUHjh5gSc6SuP27RHrSsfpjfO/177G2cC3XzbyOZROXAcEywtFMo0pJSumwAkNEovfanteYPHRyq0sxZqVncerwU1m7fy03zr4RaH0J1aYumnIRZ40/i/zy/MZtkQSGmTFt+DQ2HNzAqEGjOHvC2R3GNzBlIIaRkZbR6X+bSLydNf4sfnv1b7v0oKqjCoz0lPQunbdxPGJ6gCYicdFeBcYW4ELgg+6+zN1/AjT0TFh9T1FVEUBjR/bIHN7iquLGfVbsXsHvNv2O3278LW/te4tZI2dx2/zbqK6v5pVdrwCQXxa8qbt+1vVMHjoZx3UDkX6htLqUr774VdYVruMziz7Dx+d+nKnDpzJ1+NSonwKlJKWc0ANDRLrmUOUhthzewrkTT6y+iFgwdgHbDm+joqYCOJ7AGJ3RegWGmZGVntWsTL3pE9/INJKb590cVdLyoikX8bVzv6a+F9JrDRs4rEurYrVVgRFJYIzJGNOl80Z6YGSlZ+mBgIjERXsJjA8BB4BXzOwXZnYhoHUFuyiSqNhSvIVj9cfIOxIkMIoqg8RGVV0VD254kCRLYl3hOnaX7eas8WcxY8QMpgyd0lgym1+eT5IlMT5zPB+Z/REA9cCQPq+gvIAvPv9F8svzuWf5PVx66qVdOk9ykqaQiHSX1/e+DtDq9JGIheMW4jjrD6wHggRGZlpmhxURTRsFNv0AdsX0K/jsos9yzoRzoooxKz2LxTmLo9pXpC+JJDBaJvoiCf+uTB+B4wnF4enqfyEi8dFmAsPdH3f3G4DTCJZP/Tww2sz+18wu6aH4eo2OmnIWVRaRnpJOgzewYvcKymvKg+3hyoxntj9D6bFS7j777sZjzhp/FmbGnNFz2H1kN+5Oflk+YwePJTU5lSU5S/jYGR/jvFPOi+m/TSSe3jv0Hne/cDc1DTX8x4X/waLxi7p8Lk0hEek+K/esZNrwae1+EJo2YhqZaZms2x/0wWhrBZKWmpa9t1y28e9O/bsuPTkW6U/amkKSlpzGhCETmi1b3BmRaib1vxCReIlmFZJKd3/I3a8EcoANwFdiHlkv07JJZ0RdQx3uTnF1MYvHLyY9JZ2HNz8MBDeB4qpiGkINPL39ac4YdQbLJi5j0bhFnJJ1CuOHjAeCxmU1DTUUVxWTX57PhCETgKDU9vpZ1zfuJ9LXvL73de555R6yBmTx/Uu+32Gjzo6kmKaQiHSHwopCdpbubHf6CATLOc4bM491hetw96gTGE0rMDT9Q6TzIpUXra3Wc9/l93HNadd06byR8agVSEQkXqJahSTC3Uvc/efufkGsAuqtcotzgWCKSERDqIHbnryNP73/J0qrSxmXOY5/mPMPlFSXYBhnjj6Tosoi1uxbQ3FVMR+c8UEA7j7nbr570XcbzxNpjrbryC72V+xnQtaEHvyXifQ8d+fx3Mf53hvf49Thp3Lvxfe2uWpBZ0wZNoVJQyd1Q4Qi/dtre18D2p8+ErFw3ELKasrYXrKdQ5WHOl2BEc1yqSLSXGMPjJQTx4+ZdbmKKSUphclDJzNjxIyTik9EpKtUS91NIuvcN13vPq80j5LqEp7b8RyOM3LQSC6cciFv5r9JdX01E4ZMYF3hOp7f+TzZg7I5a/xZwIlPmyIJjJd3vUyDN+imIX1ayEM88M4DPLntSZZNWMbnl34+qmZ90fja8q91y3lE+ruVe1YyM3sm2YOyO9x3/tj5ADy34zkavCGqBEZkuldKUoqmi4h0QWS6ZCwSgP992X93+zlFRKKlBEY3cHd2lu4EmicwNh/aDMChqkMAZA/KJsmS+Nb536K2oZbX9r5Gfaie9QfWc8W0K0iy1gtisgZkkZGaweqC1RjG6SNPj/G/SCQ+aupr+P6q77OqYBVXz7iaW+bdog8vIglmb9le9pTt4Y4Fd0S1f1Z6FtOGT2PFnhVA9M0DB6YMJDkpuathivRrjVNIWqnAEBHpzTo1haQzzOxXZnbIzDbH6hqJoriqmPKacoalDyO/PJ9j9ccAeK/oPazJwi2RJ1UDUgaQOSCz8eeQh1gwdkGb5zczcobk0OANTMqaROaAzBj+a0Tio+xYGV97+WusLljN7fNv59b5typ5IZKAXtvzGoZFvRIIBMup1jbUAtEnMAakDCA9Wf0vRLoi0sSzuyoYRUQSRcwSGMCvga6tddjLRKouLp5yMU6wGom7817ReyzNWdqYxBiZMbLZcZEERlpyGnNGz2n3GpFpJB3tJ9IbFVYUcvcLd7PryC6+uuyrjf1gRCSxuDuv7X2NOaPmMGzgsKiPi0wjSbZkRgyMbvWCgSkD1cBTpItSk1JJSUpps7pXRKS3itkUEndfaWanxOr8XXX/uvupqqvq1nPuLdtLkiVx0ZSLeOT9R/j1hl8zfOBwjtYeZXHOYvZX7KeoquiEN2IjBwUJjTmj5nSYIY+sPDJ71OxujV0k3rYWb+VbK7+Fu/OdC77DadmnxTskkX7N3fnxmh+3+ru6hjr2Vezj6tOu7tQ5Z2TPYHDaYDLTMqOeFpKekq5lj0W6KDU5VQ1wRaRPivs7AzO7HbgdYOLEiTG/Xm5RLmU1Zd1+3vNPOZ8xg8ewaNwidh/ZTVFVEZOyJjF/7HyO1R+joLzghGMGpw1myfglXDz14g7Pv2DcAtbuX8uZo8/s9til7+npcXUy8svzyUjN4BvnfYNxmePiHY5Iu3rT2DoZmw5uavN3U4ZO6dT0EQiWU716xtXUh+qjPmZJzhI9Pe5H+svY6ilzx8wl2dRDRjS2pO8xd4/dyYMKjKfcPaqygYULF/ratWtjFo/ISeqVDRl6w7iqqa9Ro7H+TWNLpPv1ynEFGluS8DS2RGIjqrGlRxsiEndKXoiIiIiISEeUwBARERERERGRhBfLZVQfBlYBM8yswMxujdW1RERERERERKRvi+UqJB+J1blFREREREREpH/RFBIRERERERERSXhKYIiIiIiIiIhIwovpMqqdZWZFwJ4uHJoNFHdzOL2RXofjYvFaFLv7pd18zpg7iXEF+puK0OtwnMZWmMZWt9DrcFx3vxa9clyB3g92E70WAd2zmtDY6hZ6LQJxG1sJlcDoKjNb6+4L4x1HvOl1OE6vRffQ6xjQ63CcXovuodcxoNfhOL0WJ0+v4XF6LQJ6HbqHXsfj9FoE4vk6aAqJiIiIiIiIiCQ8JTBEREREREREJOH1lQTG/fEOIEHodThOr0X30OsY0OtwnF6L7qHXMaDX4Ti9FidPr+Fxei0Ceh26h17H4/RaBOL2OvSJHhgiIiIiIiIi0rf1lQoMEREREREREenDlMAQERERERERkYSnBIaIiIiIiIiIJDwlMEREREREREQk4SmBISIiIiIiIiIJTwkMEREREREREUl4SmCIiIiIiIiISMJTAkNEREREREREEp4SGCIiIiIiIiKS8JTAEBEREREREZGEpwSGiIiIiIiIiCQ8JTBEREREREREJOEpgSEiIiIiIiIiCU8JDBERERERERFJeEpgiIiIiIiIiEjCUwJDRERERERERBKeEhgiIiIiIiIikvCUwBARERERERGRhKcEhoiIiIiIiIgkPCUwRERERERERCThKYEhIiIiIiIiIglPCQwRERERERERSXhKYMSQmTWY2QYz22xmfzKzQR3sv9vMsrs5hqvN7PQo9vu1mV3XndcW6U6tjSczO8XMNsc7tmj1tnhFImI5/szsU2b2sQ720T1K+gwz+5qZvWdmm8LjanEH+z8QeS93su8VzWycmf25q8eLJDozGxEeVxvM7ICZ7Wvyc1onzjPBzP7YxRheN7O5XTlWOqYERmxVu/tcd58N1AKfikMMVwMdJjBEeoFuH09mlnLyYYn0CzG7n7n7z9z9t911PpFEZmZLgSuB+e5+BnARkN/eMe5+m7u/3x3Xd/f97q5koPRZ7n44fL+aC/wM+GHkZ3ev7cR58t39hthFKl2lBEbPeQ04FcDM/mJm68LZ99tb29nM/sHM3gpnC39uZsnh7R8xs3fDT8G+12T/o2b2HTPbaGarzWy0mZ0N/D1wb/g8U81sbvj3m8zscTMb1sq1LzSz9eHr/MrMBoS3X25mW8JZxf82s6fMLMnMtpvZyPA+SWa2o7srSURaaBxPQLKZ/SI8np43s4EAZvZJM3s7PCYejVRAhZ/k/sDMXgG+Z2bfMLPfhI/dbWbXmtl/hv/+nzWz1PBxXw+fb7OZ3W9mFt5+qpm9GL7OO+FxZmZ2b3jfd83shBugmaWb2YPh3683s/PD2weZ2SPhMfpHM1tjZgvN7FYz+2GT4z9pZj+I6ass0rp2x194DLwT2dnMppnZuvD33zWz98N/3/8V3vYNM/ti+Hvdo6SvGwsUu3sNgLsXu/t+aPdve4WZLWzrhGaWHL63Re45nw9vb+3+1Fg5FT7u3vC9bZOZ3RHefl74mn8Oj6mHmtzzFpnZm+FzvmVmmW2dRyTRmNmXwuNks5n9c3jbUgtXZ5jZ4PA9amZ4/GwI75NiZj8MH7fJzD4d3n5x+Nh3w/fCEyo8LPhMF/ns9u9Ntt9hZtvCY+0BM/uRmQ01szwLP2AL/7zLwp8DJaAERg8I/xFeBrwb3nSLuy8AFgJ3mtmIFvvPBG4AzglnDxuAm8xsHPA94AJgLrDIzK4OH5YBrHb3M4GVwCfd/U3gCeDucNZxJ/Bb4MvhrP+7wP9rce104NfADe4+B0gB/im8/efAZe6+DBgJ4O4h4PfATeFTXARsdPfik3rRRNrQyniaBtzn7rOAI8CHwtsfc/dF4TGRC9za5DTTgYvc/f8L/zwVuAK4iuDv+ZXw3391eDvA/4TPNxsYSPAEDeCh8PXPBM4GCoFrCcbomQRj4l4zG9vin/IZgPB1PgL8JjzOPg2UhsfovwELwvv/H/D3Fk6oADcDD0b5sol0i2jGX/heU2bHy2dvBn5tZsOBa4BZ4b/vb7dyCd2jpK97HpgQ/uDyUzP7ALT9tx3lOecC4919dvjYyL2htftTU7cCZe6+CFgEfNLMJod/Nw/4HEEV7xTgnPCHsz8Cd4XPeRHBfbK984gkBDM7i+BecBawFPi0mZ3h7quAZ4FvAd8HHnT33BaH/xMwDjgzfH/6PwsejP2K4L43BxgENHswbWY5BPe68wnG1DlmdqWZTQC+AiwGLiFcLe/uR4A3gEvDp/go8Ii7N3TfK9H7KYERWwPDmbu1wF7gl+Htd5rZRmA1MIHgDWBTFxJ8aHk7fPyFBDePRcAKdy9y93qCG9Py8DG1wFPh79cBp7QMxsyygKHu/mp402+aHB8xA9jl7tta7HMakOfuu8LbH25yzK+AyPzlW9CHKomNtsbTLnffEP6+6d/+bDN7zczeJbhhzWpyrj+1uBn8zd3rCD4wJRPcyAj/HDnf+RZUQ7xLkEScZWaZBG8aHwdw92PuXgUsAx529wZ3Pwi8SjB+m1oG/C583BZgD0FiZRlBsgJ33wxsCn9fCbwMXGlmpwGp7v4uIj2js+PvAeDm8FOjG4A/AOXAMeABM7sWqGp6Ad2jpD9w96ME7/FuB4qAP5rZJ2j7bzsaecAUM/uJmV0KlLdzf2rqEuBj4bG9BhjB8fekb7l7QTgJuIFgbM8ACt397fA5y8PvR9s7j0iiOBd41N2r3L0C+AvBey4IkuVXAnMIkhgtXQT8LPLe0d1LgJnA9nDSHoIEfMsxuxh4OVxpVUdwL1zeZHtpeFpL0740DxAk/kEPq1ql+d+xVR2uoGhkZucRDIKl7l5lZiuA9BbHGfAbd/9qi2Ovpm117u7h7xvo+v+21sntuHu+mR00swsIBuRNbe0rchJaG08ANU02NRBUR0DwJOtqd98YfnN4XpP9KlucO1LKGzKzpmMpBKSEn4z9FFgY/nv/BsG47fR4iWKf9o59APgXYAu6oUnP6uz4e5TgDeHLwDp3Pxw+5iyCpPyNwGcJkoGdoXuU9HrhD0ErgBXhpPjHCZIEXT1fqZmdCfwdQXXfhwmqJzpiwD+7+3PNNgbvVVuO7ZTw/s6JWj2PSIJp7/1VNkEFBcAAgsqilse2/NuPyXs9d3/VzP7HgqnFdeGHXNKEKjB6XhZBeXhV+Cnqklb2eQm4zsxGAZjZcDObRJDV/oCZZYefan2E4MlueyqATAB3LwNKzezc8O/+sZXjtwCnmNmpLfbZQpDdPyW8veWc/gcIynRV5iSJIhMoDE+5ONkPLJEkY7GZDQaug+DpE1AQSS6a2YBwSeFK4AYL5gWPJMi2v9XinCsjcZnZdGAisBV4neDNJxZ0nZ8TOcDd1xBUbX2U5k+YRRKKux8DngP+l3CyLTx2stz9GYIPV3NbHKN7lPR5ZjbDzJpWJ8wlqMBr6287mnNmA0nu/ihwD0GD0LbuT009RzAFK9LrabqZZbRzqS3AODNbFN4/MzytrLPnEYmHlcA1FvRqGkwwbfi18O/uJ5jS8SfgP1o59nmCv/FIT8LhwPvANDObEt7nHzhxzK4mqOAdER4rN4b3WRPePjQ8bq5tcdzvCSrt9bCqFarA6HnPAp8ys00EH1ZWt9zB3d83s38FnjezJKAO+Iy7rzazrwKvEGTunnH3v3Zwvf8DfmFmdxJ86Po48LPwTSyP4yVKkWsfM7ObgT+FB9rbBCVTNRY0rHnWzIo58cPYEwSDTANNEsU9BDeIPQRTQTK7eiJ3P2JmvwifZzfBuIj4R+DnZvYtgrF6PfA4wfzKjQQZ+y+5+4EmH64gqOj4WfjpWz3wifA4+ylBP4xNwHqCKSRlTY57BJjr7qVd/feI9JCHCN6UPR/+ORP4a7iiyYDPt3KM7lHS1w0GfmJmQwn+v38HcHtbf9tRnnM88GD4PSNApIK3tftTqMlxDxBMDXnHgpKqIoLV61rl7rUWNKX+iQUNs6sJqoo7dR6ReHD3t8zsYY6/h/tfd3/XzG4BKt39kfDYW2VBb5p9TQ7/OcG0qE1mVh8+9mdmdivwWDixsQb4RYtrFpjZ1wkqrgx40t2fBjCzewnuVfuA92j+Xu8h4OsEPWekBTteKS3SPjMb7O5Hwzen+wjmff0w/LuFBMsUndvuSUSkXeGbYGr4zexUgoqs6eE5kpjZUwRj7aV4xinSEQtWFsly93t66Hq6R4mISK/Q5J6VCvyVICnyZPh3NwJ/5+43t3uSfkoVGNIZnzSzjwNpBE+Gfw5gZl8h6M6recUiJ28Q8Er4hmbAP4Wfeg0lyNRvVPJCEp2ZPU6wuk9ne1ycDN2jRESkt/i3cL+ZdIIK/acAzOx/CSqbLm370P5NFRgiIiIiIiIikvDUxFNEREREREREEp4SGCIiIiIiIiKS8JTAEBEREREREZGEl1AJjEsvvdQJlhzUl74S8atX0rjSVy/46pU0tvSV4F+9lsaWvhL8q9fS2NJXgn9FJaESGMXFxfEOQaTP0bgSiQ2NLZHY0NgSiQ2NLekLEiqBISIiIiIiIiLSGiUwRERERERERCThKYEhIiIiIiIiIglPCQwRERERERERSXhKYIiIiIiIiIhIwlMCQ0REREREREQSnhIYIiIiIiIiIpLwlMAQERERERERkYSnBIaIiIiIiIiIJDwlMEREREREREQk4SmBISIiIiIiIiIJTwkMEREREREREUl4SmCIiIiIiIiISMJTAkNEREREREREEp4SGCIiIiIiIiKS8JTAEBEREREREZGE12ECw8z+08yGmFmqmb1kZsVm9g89EZyIiIiIiIiICERXgXGJu5cDVwIFwHTg7o4OMrMZZrahyVe5mX3uJOMVERERERERkX4oJYp9UsP/vRx42N1LzKzDg9x9KzAXwMySgX3A412MU0RERERERET6sWgSGE+Y2RagGvi0mY0EjnXyOhcCO919T2cDFBERERERERFpdwqJmSUBTwJLgYXuXgdUAVd18jo3Ag+3cY3bzWytma0tKirq5GlFpDUaVyKxobElEhsaWyKxobElfU27CQx3DwHfd/dSd28Ib6t09wPRXsDM0oC/B/7UxjXud/eF7r5w5MiRnQhdRNruhdLVAAAgAElEQVSicSUSGxpbIrGhsSUSGxpb0tdE08TzeTP7kEXT+KJ1lwHvuPvBLh4vIiIiIiIiIv1cND0wvgBkAA1mVg0Y4O4+JMprfIQ2po+IiIiIiIiIiESjwwSGu2d29eRmNgi4GLijq+cQEREREREREYmmAgMz+3tgefjHFe7+VDTHuXsVMKKLsYmIiIiIiIiIAFH0wDCz7wJ3Ae+Hv+4KbxMRERERERER6RHRVGBcDswNr0iCmf0GWA98JZaBiYiIiIiIiIhERLMKCcDQJt9nxSIQEREREREREZG2RFOB8R/AejN7hWAFkuXAV2MalYiIiIiIiIhIE9GsQvKwma0AFhEkML7s7gdiHZiIiIiIiIiISES0U0iSgGKgFJhuZss72F9EREREREREpNt0WIFhZt8DbgDeA0LhzQ6sjGFcIiIiIiIiIiKNoumBcTUww91rYh2MiIiIiIiIiEhroplCkgekxjoQEREREREREZG2tFmBYWY/IZgqUgVsMLOXgMYqDHe/M/bhiYiIiIiIiIi0P4Vkbfi/64AnWvzOYxOOiIiIiIiIiMiJ2kxguPtvAMzsLnf/cdPfmdldsQ5MRERERERERCQimh4YH29l2ye6OQ4RERERERERkTa11wPjI8BHgclm1nQKSSZwONaBiYiIiIiIiIhEtNcD402gEMgGvt9kewWwKZZBiYiIiIiIiIg01V4PjD3AHmBpV09uZkOBB4DZBI0/b3H3VV09n4iIiIiIiIj0T+1VYABgZhUcX3UkDUgFKt19SBTn/zHwrLtfZ2ZpwKAuRyoiIiIiIiIi/VaHCQx3z2z6s5ldDZzV0XFmNgRYTrjhp7vXArVdilJERERERERE+rVoViFpxt3/AlwQxa5TgCLgQTNbb2YPmFlGy53M7HYzW2tma4uKijobjoi0QuNKJDY0tkRiQ2NLJDY0tqSv6TCBYWbXNvm6zsy+y/EpJe1JAeYD/+vu84BK4Cstd3L3+919obsvHDlyZGfjF5FWaFyJxIbGlkhsaGyJxIbGlvQ1HU4hAT7Y5Pt6YDdwVRTHFQAF7r4m/POfaSWBISIiIiIiIiLSkWh6YNzccpuZLQIOdXDcATPLN7MZ7r4VuBB4v8uRioiIiIiIiEi/FU0FBgBmdjpwI/ARoAxYGMVh/ww8FF6BJA84IRkiIiIiIiIiItKRdhMYZjaJIGHxEYLpI5OAhe6+O5qTu/sGokt0iIhIH/T63tdJS07jrPEdLl4lIiIiItKuNpt4mtmbwDNAKnCduy8AKqJNXoiIiPzh3T/w5NYn4x2GiIiIiPQB7a1CUgRkAqOBSMvaaFYfERERobiqmPzyfOaPnR/vUERERESkD2gzgeHuVwFzgHeAb5rZLmCYmakOWEREOrS+cD0A88bOi3MkIiIiItIXtNsDw93LgF8BvzKzUcANwI/MbIK7T+iJAEVEpHd6p/Adhg8czqSsSfEORURERET6gPamkDTj7ofc/SfufjawLIYxiYhIL1fbUMvGgxuZN2YeZhbvcERERESkD4g6gdGUu+/p7kBERKRvaAg1cO8b91JRW8F5p5wX73BEREREpI/oUgJDRESkLU9te4rV+1Zz+/zbmTtmbrzDEREREZE+or1lVL8X/u/1PReOiIj0Zu7O09uf5vTs0/ngjA/GOxwRERER6UPaq8C43MxSga/2VDAiItK7vVP4DoVHC7li+hXxDkVERERE+pj2ViF5FigGMsysHDDAI/919yE9EJ+IiPQCJdUl3PvGvWwr2caw9GGcPeHseIckIiIiIn1MmwkMd78buNvM/uruV/VgTCIi0oscrjrMPa/cQ1FVEZdOvZTzTjmPlKR2V+kWEREREem0Dt9huvtVZjYaWBTetMbdi2IbloiI9AYr96zkJ2/9hJCH+MYHvsGc0XPiHZKIiIiI9FEdrkISbuL5FnA98GHgLTO7LtaBiYhI4vvdxt8xdvBY/uey/1HyQkRERERiKpoa338FFrn7IQAzGwm8CPw5loGJiEhiO3D0AAcqD3DHgjsYmzk23uGIiIiISB8XTQIjKZK8CDtMFJUbAGa2G6gAGoB6d1/Y6QhFRCQhbTiwAYB5Y+bFORIRERER6Q+iSWA8a2bPAQ+Hf74BeKYT1zjf3Ys7HZmIiCS0DQc2kD0om3GZ4+IdioiIiIj0Ax1WUoRXI/k5cAZwJnC/u3851oGJiEjiCnmITQc3MXf0XMws3uGIiEgTO0t28squV+IdhohIt4tqnTt3fwx4rAvnd+B5M3Pg5+5+f8sdzOx24HaAiRMnduESItKSxpXEWmFFIRW1FcwaNSveofQojS2R2NDY6l7P7niWVQWrOH/y+fEOReJMY0v6mqh6WZyEc9x9PnAZ8BkzW95yB3e/390XuvvCkSNHxjgckf5B40pibW/ZXgAmZU2KcyQ9S2NLJDY0trpXfaie+lB9vMOQBKCxJX1NTBMY7r4//N9DwOPAWbG8noiI9IxIAmNC1oQ4RyIiIi01eAMN3hDvMEREul27CQwzSzaz33flxGaWYWaZke+BS4DNXTmXiIgklr1lexk1aBTpKenxDkWkX3rkvUfYeGBjvMOQBNUQalAFhoj0Se0mMNy9ARhpZmldOPdo4HUz2wi8BTzt7s924TwiIpJg9pbtZdLQ/jV9RCRRlFSX8PtNv2fjQSUwpHUN3kBDSBUYItL3RNPEczfwhpk9AVRGNrr7D9o7yN3zCFYtERGRPqKmvob6UD0FFQUsGLcg3uGI9Euv7HoFx7lw8oXxDkUSVEOoAccJeYgki3XLOxGRtpUdK6OitoKcITndcr5oEhj7w19JQGa3XFVERHqdV3a9wi/X/5KQh6gP1TMxS93MRXrSocpDbDu8jRfzXmRm9kzGDxkf75AkQUX6X9SH6klL7kohtYhI93jgnQdYW7iWB696sFumHneYwHD3b0LQx8LdKzvaX0RE+o6a+hrqQnW8mf8mP3nrJ8wYMYOC8gKg/61AIhJv96+7nzX71gBw58w74xyNJLLI9JGGUAMkxzkYEenXth3extHao7y25zUunnrxSZ+vwwSGmS0FfgkMBiaa2ZnAHe7+6ZO+uoiIJCx3555X7mFL8RYAFoxdwD3L72Fn6U5e2PmCemCI9KBj9cdYf2A9Z+eczaxRszjvlPPiHZIksKYVGCIi8VJdV83+o/sBeGrbU1w05SLM7KTOGc0Ukh8Bfwc8AeDuG81s+UldVUREEt7KPSvJLc7lvEnnkZacxi3zbiE5KZnpI6YzfcT0eIcn0q+8U/gOtQ21XDH9Cs4YfUa8w5EEF6nACHkozpGISH+268guABaNW8Tb+99m2+FtzMiecVLnjCaBgbvnt8iUqK2xiEgf1hBq4Ncbf83UYVP5wtIvnHS2XEROzuqC1WSmZTJr5Kx4hyK9gCowRCQR7CzZCcCt825l4biF3dI/LZoERr6ZnQ14eDnVO4Hck76yiIgkrL1leymuKubjZ35cyQuRODtWf4w1+9awNGcpyUlqaCAda+yB4Xrm2Bnuztr9azkt+zQyB2jtApGTlVeaR9aALMZljuu2xtPRrKv0KeAzwHhgHzA3/LNIr+fu/PKdX/K917/H7zb+DnePd0giCWHb4W0AzBhxcmV+InLyXt71MlV1VVx66qXxDkV6iUjlhSowOudg5UG+tfJbvJH/RrxDEekT8krzmDJsSrc+DItmFZJi4KZuu6JIAnlq21P8ZetfyB6UzdbDW/nHM/8x3iGJJISth7eSmZbJmMFj4h2KSL/07I5n2XBgAwOSB5BbnMu04dOUUJSoRXpfRCoxJDqR5L36PImcvLqGOvaW7+XqsVd363mjWYVkCvBjYAngwCrg8+6e162RiPSw/RX7eXDDgywcu5Cvf+Dr8Q5HJKFsP7yd6SOma/qISBy8susV7nv7PkZnjKaitoKquiq+sES9aCR6qsDomm2Ht5GWnNYt8/RF+ru9ZXupD9UzdfjUbj1vND0w/gDcB1wT/vlG4GFgcbdGItJDKmsrSU9J56FND5FkSdy5+E69KRRp4lj9MfaU7WHphKXxDkWk3zlUeYj73r6P2SNn8+0Lvk1NQw25RbnMHzs/3qFJL6Imnl2z/fB2pgydQkpSVOsciEg7dpYGDTynDuv5BIa5+++a/Px7M/tst0Yh0gNKqkv4t1f/jR2lOxg7eCwHjh7gQzM/xLCBw+IdmkhC2X54O46rhFYkDlbsXkFNQw2fW/I5kpOSGZQ0iAXjFsQ7LOlltIxq5zWEGthRuoNLp6rXjEh32Fmyk4zUjG6fjtxmE08zG25mw4FXzOwrZnaKmU0ysy8BT3drFCI94NH3H2XXkV3cOOtGQh4iIy2Da2deG++wRBJKfaie3278LQNTBnJa9mnxDkek33lj7xvMGDGD0YNHxzsU6cVUgdF5+eX51DbUKnkv0kWVtZXNft5RsqPbG3hC+xUY6wh6XkSueEeT3znwb90aiUgMVdRU8NzO51g+aTk3nXET18+6nuq6ai2RJdLCQ5seYsvhLXz5nC8zOG1wvMMR6Tf+b/P/0RBqIO9IHrfMvSXe4UgvF0lgaBnV6EUaeE4bMS3OkYj0PpsPbeZfXvoXbp57M9fMvIb6UD27juziimlXdPu12kxguPvkbr+aSJz8bcffqGmo4UMzPwRAWnIaaclpcY5KJLFsLd7Ko7mPcvGUi1k2cVm8wxHpN44cO8JD7z7U+PPZE86OYzTSF0SmkKgCI3q7SneRnpLO2MFj4x2KSK+zKn8VjvOrDb+iuKqYSUMnUReq6/YGnhDdKiTJwBXAKU33d/cfRHOB8PFrgX3ufmXXwhTpOnfnxbwXmTNqDpOGTop3OCIJqSHUwI9W/4jsQdncNv+2eIcj0i88u+NZ1u5fy1njzwLg2tOuJS05TdNH5KQ1VmBoGdWo7T6ym8lDJ6uxu0gHDlcdpqS6pFm10voD6zlj1BmMyxzHk9uexHFGDBzBmaPP7PbrR9PE80ngGPAu0JVOQHcBucCQLhwrctK2Hd5G4dFCPjzrw/EORSRhrStcR0FFAV8+58sMSh0U73BE+rzCikLuX3c/daE6cotzyR6UzSfmfkIfnqRbqAKjc9ydXUd2sXzS8niHIpLQ3J3vvv5ddpft5qFrHyItOY3iqmLyy/O5ZOolXH3a1Vwz8xqKq4o5feTpMVnRJ5oz5rj7GV05uZnlEFRvfAf4QlfO0R9V1lZSH6onKz0r3qH0CS/vepm05DSV5Iq047kdzzE0fShLcpbEOxSRfuGBdx4gOSmZURmj2Fexj8tOvUzJC+k26oHROYerD1NZV8kpQ0+JdygiCW3t/rVsObwFgPWF61mcs5j1hesBGpf7Hpc5jnGZ42IWQ5urkDTxNzO7pIvn/xHwJdqp3DCz281srZmtLSoq6uJl+pafvv1Tvr3y2/EOo084WnuUV/e8ypLxS/rVU2WNK+mM4qpi3t7/NhdNvigmmfK+RGNLukNpdSlv73+bq2dczSfmfgKApTlL4xtUnGlsda9IBYamkERnV+kuACYP7XstADW2pLtEVqobO3gsGakZrCpYBQRJjREDRzBhyIQeiSOaBMZq4HEzqzazcjOrMLPyjg4ysyuBQ+6+rr393P1+d1/o7gtHjhwZZdh9W25xLqXHSuMdRp/weO7jVNZVcv2s6+MdSo/SuJJo7SjZwZdf+DLJSclcMrWruer+Q2NLusOafWtwnHMmnsOSnCXcf+X9zBs7L95hxZXGVvdxdxwHNIUkWruP7AZgYtbE+AYSAxpb0l0ey32M3WW7+cTcT7B4/GLW7FtDZW0lawvXsiRnSY9VEUbzqO37wFLgXXf3Tpz7HODvzexyIB0YYma/d/d/6EKc/UZFTQVFVUUMSx8W71B6JXfn0dxHyUzLZOrwqTyx7QmWTVimkkCRVrg7P1j1A0KE+O6F32Vspjqvi/SE1QWrGTt4LJOygsbSGnvSnZomLTSFpGMhD5FbnMuoQaPISMuIdzgiCamwopCHNz/M8onLOXvC2SRbMi/vfpkfrv4htQ21PTpVP5oExnZgcyeTF7j7V4GvApjZecAXlbzoWF5pHgA1DTVxjqR3cXe2Hd7G8zuf5/m85xu3Dx84nI+d+bE4RiaSuNYfWE9+eT5fWPIFZmTPiHc4Iv1CZW0lGw9u5IPTP6ieFxITTZMWqsBoX0VNBV9+8cvkl+dz2amXxTsckYS1umA19aH6xmmPZ40/i1kjZ7Fm3xoy0zKZNXJWj8USTQKjEFhhZn8DGj9VR7uMqnROYwKjXgmMzvjNxt/waO6jAFw38zomDZ3EzpKd3DD7BganDY5zdCKJ6YmtTzAsfRjnTjo33qGI9Hlv5r9JZW0lK3avoCHUwAcmfSDeIUkf1bTvhXpgtO/hzQ9TUF7Al87+EudMPCfe4YgkrI0HN5KTmcPIjGAakpnxz2f9M3c+eyfnTDiH5KTkHoslmgTGrvBXWvir09x9BbCiK8f2N5EERoM3UB+qV0O9KFTVVfHM9mdYPH4xn5j7CXKG5ABw3innxTcwkQS2r3wf6wrXcdOcm/T/MyIxVl1XzX+9+V/UheowjM8v+TxTh0+Nd1jSR6kCo3V5pXk8v/N5bpl3CxU1FawuWM3T25/mslMvUyJfpB31oXo2H9rMRVMuarZ9/JDx/M9l/8PQ9KE9Gk+H71rd/Zs9EYgEIgkMgNqGWn2wiMJLeS9RXV/NDbNuaExeiEj7ntr2FClJKVx66qXxDkWkz1tXuI66UB2fWfQZJmVNYubImfEOSfqwZhUY6oEBBFON73vrPraVbGNA8gBW7FlBSXUJYzLG8NE5H413eCIJbUvxFmoaapg7Zu4Jv4tHD6cOPx2b2SvACf0v3P2CmETUj9U21FJQUcCQAUMorymnpr6mXy392VUv5L3A9OHTmTZiWrxDEekVquqqeHHXiyyfuLzHs+Yi/dGq/FUMGTCES6ZeQpJFswCcSNc1TVpoCklgzb41bCvZxvCBw3lsy2OkJKXw3Qu/y+kjT1cvGpEOrN2/FsOYM2pOvEMBoltG9YvA3eGve4ANwNpYBtVf7Tmyh5CHmJkdPJlRI8+O1Yfq2Vu2lzPHnBnvUER6jZfyXuJY/TGunH5lvEMR6dPqQ/XkFuWytnAti8cvVvJCekTTpIWmkAT+uuWvjB08lu9c8B0y0zK5ee7NzBo1S8kLkQ7sK9/Hk9ueZGnO0oRZpSeaKSTrWmx6w8xejVE8/drO0p0AnJZ9Gmv2raG2oTbOESW+g0cP0uANmjoiEiV35287/sa04dNUtSQSA8fqj3H/uvuZN2YeT2x9gi2HtwCwbOKyOEcm/UWzCgxNISHkIXaU7uCiyReRMySH313zux5tOCjSWx2rP8YPV/+Q1KRU7lh4R7zDaRTNFJLhTX5MAhYAY2IWUT+WV5pHRmoGE7MmAlqJJBoF5QUAjM8cH+dIRBKbu/PE1ic4WnuU/PJ87lp8V7xDEumTcotyeSHvBV7Ie4GUpBQ+u+izzBo1S/cp6TGqwGiusKKQY/XHGhvnKnkh0rHqumrueeUeth3expfO+RLDBw7v+KAeEk2HyHUEPTAMqCdYkeTWWAbVX+WV5jF56GTSU9IBTSGJxr6KfQCqwJC4yS/LZ2/Z3oRffi2vNI8H1j8AQEZqBudOVMd1kVg4WHkQgI+d8TFmj5qthp3S49QD47j6UH1jhfOUYVPiHI1I7/FY7mNsPbyVf1n2LyydsDTe4TQTzRSSyT0RSH8X8hC7j+zm0lMvJS05WK1WFRgdKygvIGtAVsLMyZL+5+ntT/PqnlcTPoHx0q6XSE1K5Ytnf5Fh6cMYkDIg3iGJ9EkHjx4kJSmFD53+IfW8kLhQBUZQdfiztT/j1T2vMn/sfFKSUhornEWkfWXHyvjL1r+wbMKyhEteQDsJDDNb3t6B7r6y+8Ppv/ZX7KemoYbJQyczIDn4YKEKjI4VlBcwYciEeIch/VhdQ11C96upqqviUOUhVuxewZKcJZw94ex4hyTSJz2e+zg5Q3I4WHmQkYNGKnkhcdM0adFfe2D8cv0veWbHMwC8tvc1pg6bSkpSNIXnIn1PdV01ZTVljBl8YhcIdz+hme1T256ipr6Gm864qadC7JT2RvLdrWxz4EwgB9AEsm6UV5oHwNThU1WB0Qn7KvaxNCfxMoPSf9SH6qlrqIt3GK1yd76z8jtsOrQJgAsnXxjniER6t82HNvPyrpe5Y8EdzaqYiquKeXDDg8weNZvahlpGZYyKY5TS34U81Ph9f5xCsnLPSv669a98cPoHqa6r5sVdL2r6iPRrj7z3CM/nPc/vr/l9s2RFfaieu/52F2dPOLtZsmJL8RamDpuasFP020xguPsHm/5sZsuArwGFwGdjHFe/k1eaR0pSCjlDcig7VgaoAqMjFTUVlNeUqzGaxFV9qB7HCXko4Z64bjy4kU2HNnHFtCuYMWIG88fOj3dIIr3a47mP89b+tzhae5SvLvtq4xvBF/NexHF2lOwgLTmNxeMXxzlS6c/68yokZcfK+MlbP2Fm9kxumXcLB48eZMWeFcwaOSveoYnETX55PuU15VTVVTWbdv/q7lfZW74Xz/dmCYzdZbtZMHZBPEKNSjSrkFwI3ENQffHv7v5CzKPqh3aW7GRS1iRSklIaKzASuSw9Eazdvxagsau0SDxESnXrGuoSpq9EVV0VT2x9ghW7V5A9KJtb591KanJqvMMS6dXqQ/VsOrSJUYNGsapgFS/mvcjFUy/G3XlhZ7DiSHV9NdX11YwePDre4Uo/1nQKSX/rgfHXrX+lpr6GuxbfRUpSCuOHjOfXV/2aIQOGxDs0kbg5VHkIgJLqksYERshD/On9PwFBgqOkuoThA4dTdqyMI8eOMHlo4rbBbPNxoZldYWZvAl8Evubu5yt5ERvuTt6RvMbytsiHIE0haVvIQ/zxvT8yeehk5oyaE+9wpB+rC9U1+28ieCnvJR569yFqGmr41IJPKXkh0g1yi3I5Vn+MTy74JFOGTuGx3Meobajlx2t+zKGqQ1x/+vWN+47OUAJD4qfptJH+NIWksraSp7c/zdkTzmb8kOPVuVnpWSfM8RfpTyIJjMPVhxu3bSnewr6KfVw942oA3j34LgB7yvYAMGnopB6OMnrt1Ts/SdDroh74spk90fSrZ8LrH0qqSyivKW9MYKQmpWKYppC04/W9r7OvYh83zr5RNyWJq8ibw0Tqg7Hx4EZGZ4zmwaseZHGOStlFusP6A+tJtmTOGH0GHzr9QxRUFHDHU3fw0q6XuGnOTdww64bGJtzqgSHx1LQHRn+qwHh1z6tU1VVx3enXxTsUkYRRWVtJZV0lAIerjicwCsoLALh82uVkpGaw8eBGAHaV7gLglKGn9GygndDeFJLzeyyKfq6xgeewYCqEmTEgZYAqMNqxYvcKRg0apQaeEneRN4eJ8iYx5CE2H9rMORMSe1lXkd5mw4ENnJZ9GoNSB3HOhHP4Q+YfqGuo457l93DW+LOA4D7+fvH7mkIicRW5H6UkpfSrHhibDm5i5KCRje+nRQQOVh5s/L5pBcb+iv2kJKUwevBo5oyaw4YDG3B39pTtIWtAFkPTh8Yj3Ki018Tz1Z4MpD/LK83DsGaZrrTkNPXAaMOx+mNsPLiRS6dequoLibtEmUIS8hD3vnEvwwYOo7KukjPHnBnXeET6kpr6GnaW7uS6mcGT3eSkZH506Y9ISUpptjTjrFGzyC/PZ1j6sHiFKtKYtBiQPCBhkuux5u5sPrSZBWMX6L2hSBOR6SMQVP1H7K/Yz5iMMSRZEotzFrN632q2l2xn95HdCV19AVE08ewqM0sHVgIDwtf5s7v/v1hdrzfLK81j7OCxDEwd2LhtQPIATSFpw8YDG6ltqFVpvCSEpk084yG3KJfymnIGpAzg9fzXG7efMfqMuMQj0hflleYR8hAzsmc0bktPST9hvxtn38jl0y7XByiJq8jUxrTktH7RA6OosojKukrKasqYPWp2vMMRSSgHjwYVGMMHDm82hWR/xX7GZY4DYGnOUu57+z4e2vQQO0p28OFZH45LrNGKWQIDqAEucPejZpYKvG5mf3P31TG8Zq+UV5rHqcNPbbZtQLKmkLRldcFqMlIzOH3k6fEORSSuU0g2HNjAN1/9Ju7OjBEzyEjNYOqwqYQ8lNClfyK9xZbiLawpWENWehYA00dMb3f/tOQ0sgdl90RoIm2KVGCkJaf1+Skku4/s5q5n7yIzLROAOaPV2F2kqYOVBxmYMpCJQyY2VmC4O4VHC5k7Zi4AGWkZLBq3iFUFqxicNpirZlwVz5A71F4Tz2bMLKPjvY7zwNHwj6nhL+/MOfqDytpKDlQeaGzgGZGWnKYKjCaO1h7lxbwX+fnan/PSrpdYkrOkWdmuSE95fe/r/Gj1jxp/bqzAiPEUEnfnB6t+wOqC1bg7f37/z3zz1W8yPnM8A1IG8H7x+5w78Vy+fcG3+fYF345pLCJtySvN42svfe3/Z+/Ow+Mqr8OPf8+s0ow2y5L3Td5tjDFgdnBiIGwBHJqQhDZ7UpKU9pekbfrk1yZNk/BL2jSBpGnTQgqktIEkpBAggbCDAbPY2AbvxpZlyZZt7duMRrO9vz/u3KsZLdZI1lgj6XyeRw/jmTujdy56n3vvueec96QB+Hgyzt+/8PfsadxzGkc2fMYY/vXNf+U3e37D4/seZ1pgmgYG1bhgZ130LSFpCjfxN8/8De2R9rEa2qh7YMcDuMVNe087FYEKXQFIjVg8Gefrz3+dfU37xnooo6oh1MD04HSmBqY6PTCau5uJJqJOBgbAe+a/B4CPnvFRiv3FYzLWbA0ZwBCRi0VkN7An9e+zROSn2Xy4iLhFZDvQADxjjHljgG1uFZEtIrKlsbFxmMMf/w61WZ1e+wYwtIlnL2MM/2/j/+PHb/yY3737O65edDVfXPvFsR5WXpvs8yqXdpzYwSu1vaUap/SugVIAACAASURBVKuEZOuxrbxQ8wJ3vXUXD+58kP96+784f9b5fPeK73LLqlsAuGLhFYgIbpc7p2OZzHRundz+5v280/AOx7uOD7pNfWc9245vY09TfgcwXq59mcPth3GLm4Zww5DZF+rU6NwaPU4PDI8/o4TkQMsB9jTtcZZJHO/2NO7htSOvcfPKm/nqxV/l8+d+Xsu3BqBzKzst3S28feJtth3fNtZDGba69jqePvj0gK+d6DrBtOA0phZOpTXSStIkqe+sB8gIYFw892K+/d5vc8OyG07LmE9FNhkYdwJXA80Axpi3gXXZfLgxJmGMWYO1HOv5ItKvMM0Yc7cxZq0xZm1lZWX2I58g7BVI+gUwtAeG47F9j7GzcSdfXPtFHvijB7jt/Nvwe/xjPay8NtnnVS7FkjF6Ej0YYyWUDZSB0Rhq5M+f+HOawk2j9nsf3/84frefpnATD+58kEvmXsLXLv0aJf4SNizbwL9d928sr1g+ar9PDUzn1snZgbyOno5BtznWeQwg7xtVP7TrIeaXzuejqz4KDF0+ok6Nzq3Rk94DIz0DIxwLA0yIG2Q1bTV8Z+N3mBaYxo3LbmTd/HVcOOfCsR5WXtK5lR17fjSGxl+Q54l3n+Anb/6E1u7WjOfbI+0cbj/MwikLmRqYStIkaYu0DRjAEBHOnnk2Lsm6QGPMZDVCY0xdn6eGVVBnjGkDXgSuGc77JoPq1mqmFExhSmFmx3LNwLC0dLfwPzv+h/Nmnce1i6/N+5QmNfHZF2h2wGKgHhiH2g5xuP0wB1oOAFYWUU1bzYh/Z31nPW8de4sPrfwQZ00/i2JfMV9Y+wXnTpOIMK903og/X6nRYs+LzmjnoNvYJ075fIyra6+jpr2Gaxdfy/VLr2fdvHVcMk+XJlbjQ/oqJOk9MELREMCEuEF2z9Z78Lg8fPeK7xL0DavKXakB2fNjNG8+nS72mLcf357x/Kt1r2IwXDLvEqYWTgWgOdxMXXsdXpd33PZsyiaAUSciFwNGRHwi8tekyklORkQqRaQs9bgQuBLYe0qjnYCqW6v7ZV+AddDJ97tTuWSMobW7lf9++7+JJ+P86Tl/qmmBKi/Y89K++BqohMQ+CLZF2gCrEeBfPPkXTkBjuLYe2wrA5VWX84113+Df3//vWouv8pI9P06WgWEHMPL5GPdK7SsIwkVzL6LIV8RXL/kq04LTxnpYSmVlsAyM7ng3kN9zL1vVbdWcN+s8phdpzws1OpwMjPD4y8Cwe1v0DWC8fPhl5pbMZX7pfCfbYk+TVXq1evrqcZFtMZBsuiB+AfgxMBs4AjwN3JbF+2YC/yUibqxAya+NMb8b6UAnolgiRm17LWtnre33mt8zeUtIjnYc5cdv/Nipj96wbAMzi2eO8ajUZLW7cTe7G3fzoZUfAnrvMPckeiim2Pl3eglJV9TqX2yn8tmR8YZQQ78Vh7Kxv3k/5YXlVAYqEREtoVJ5K5sSkvESwFhZuZLywvKxHopSwzbYKiROBkYeZz9loz3STkdPh2YeqlGVHsAwxoyrG6f2eea249ucsdd31rOrcRe3rLoFEWFu6VyWlC/hgR0PEIqF+Pjqj4/xqEduyACGMaYJ+JPhfrAx5h3g7JEMarKo66gjYRKDZmBMxgBGNBHl757/O6KJKJ8865MUeAq4cuGVYz0sNYn9aueveKfhnd4ARuoC7aQZGDHrJLE1YgUw7IDGyS7qTmZ/836Wli8dVwdTNTk5JSQ9g5eQHOuyemDkwzFud+Nunq1+li+s/QI+tw+AQ62HqO2o5dZzbh3j0Sk1MvZxqW8TT6cHRh7MvaHUtdcRS8acc+T2SDsJk6C8sNxpQjq/bP5YDlFNMPa5WyQeIRwLj5vSpHgyTlukjWmBaTSEGzjcfpjKQCW3b7ydoC+YcR31/iXv50dv/Aif2zeue8YMGcAQkX8Z4Ol2YIsx5tHRH9LkcbDlINC/gSdYUfN8vjuVK0+8+wTN3c1874rvsWpav56vSp1WkXiEHQ07iCfjRBPRjHRcu5GnfXKYnqbbt4TkVAIYXdEujnYe5YqqK07puyh1OtjzYLC/9Wgi6twpGutjnDGGn27+KYfbD2OM4UsXfgmAR/Y+QoGngPVV68d0fEqNlH1c8rq8AzbxPNncS5pkXqSV/+TNn9AYbuTeG+9FRPinV/+JSDzCHVffQW17LYBmYKhRZc8PsLIwxksAo7W7FYPhyoVX8sDOB9hSv4WW7hbqO+u5/fLbqQz2Nm69bP5l3Lv9XtZMX0Oht3AMR31qsikhKQCWAw+l/v1BYBfwWRFZb4z5cq4GN9FVt1ZT4ClgZlH/8gi/x+qBMd5SmEaipbuF3+z+DTtO7OBE6ARrpq/R4IXKC28ff9u5oxyOhTMCi9FElKRJYrBWI0kvIXEyMFIlJHZDw5EEMPY37wd0BQQ1PtjzY7Amnie6TjhzZqwDGG8cfYPD7YdZUbGCZw89y9zSuVw671I2Ht7I9Uuvp8hXNKbjU2qkkiaJW9x4XJ7MEpLYyUtIqlur+aun/4q7rr9rTHu+RBNR3m15l3gyTnVrNTOKZrCrcRfGGELRELXttQS9QaYUTBn6w5TKUnoAoyncxIKyBVm/1xhDLBlzMvlOJ/umwNKpS1k8ZTGb6jbRGG7kwjkX9rue8rl93Hn1nQS94yM4M5hsAhiLgcuNMXEAEfl3rD4Y7wN25HBsE151azVVZVUDBij8bqvGvSfRQ4Gn4HQP7bQwxvDYvsf4nx3/QzQRZfW01RR6C/nM2Z8Z66EpBcCW+i3O41A0RFlBWW8PjHhPxp2tgZp4jqSE5NG9j/JK7St8/KyPs3r6avY370eQEfXOUOp0G6oHht3/4nRkGbZH2nGJq9/qVZF4hJ9u/imvH3mdmUUz+e4V3+WO1+7gvu338eDOBxERNizbkNOxKZVL8WQct8uN2+UeeBnVQUpIDrcdJp6MU99ZP6YBjAMtB5xxv37kdaqmVJE0ScAq+6ptr2Ve6bwJf4NPnV7hWBhBMJhhr0TyYs2L/Gzrz7h3w72n7brNGMPGwxuduTE1MJUL5lzAL3b8AoB189cN+L6J0JA6mwDGbCCIVTZC6vEsY0xCRPK/iC5PGWOobqvmyqqB+zvYTfp64hMzgGGM4a637uL37/6etTPXcuu5t2qjTpVXjDFsObaFgDdAOBZ2TvycHhiJzABG+mM7YNEWaXPuGMHQAQxjDI/ue5TGcCNff/7r/PCqH/L28beZXzp/3KQyqsnNDvAN9rdud0qfHpye8wDG9175HqX+Uv7vZf834/lf7vwlL9S8wPsWvo8NyzbgcXn4q4v+imJfMT2JHt6/5P0ZKbdKjTcJk+jNwBioB8YgGRj2vE2/E3061XfW85vdv3EyK+aVzOP1I6/TFmmjwFNAPBlnZ8NOattruWSuLmusRlc4FqYiUEFzdzONoaFXIumJ93D7xtv59Nmf5mjnUTqjnVS3VrOycuVpGC3sbNjJD177AbOKrNVFKgIVXDDbCmAUeAoGXCRiosgmgPF9YLuIvAgIsA74rogEgWdzOLYJ7XjXcSLxyID9L6A3A2OsU2xHUyga4rF9jzEtOI3XjrzGG0ff4KblN/HpNZ/WKLrKOzVtNTSFm7ii6gqeO/Sck3qbvoxqRgbGACUkPYkeIvFI1hkYh9oO0Rhu5LNnf5b7376fR/Y+wq7GXXzkjI+M6ndTKleGKiGxL5xK/aU5v0g62nm0XzPRuvY6frv3t1xZdSX/54L/4zzvdrn54nlfzOl4lDpdkiZpZWCIm4RJOOXI6cemgdjz1g66n26P7HmEZ6qfwSUuZhfP5qpFV/Gf2/6To51HOWfmOXT0dPCHg38gHAtrWaUadaFoiGJfMQaT1VKqte21bD+xnV0Nu5zj2cGWg6ctgGGXGNd31eNz+wh6gwTLgswpnsPKypVjUs5yumSzCsk9IvIEcD5WAONvjTH1qZe/msvBTWQHWwdv4AlpGRjjoFN0NtoibXzj+W9Q014DWOnDnz37s2xYtkGDFyovba7fDFgpeM8des45OMWtajqiieigJSThWBiXuEiaJK2R1qwDGK/VvYYgrF+wnr1Ne3m59mUALp578eh9MaVyyJ4TXdEuEskEbpc743U7wFHkK3Ka3OZqHO2RdiLxSEYvqScPPInb5eZTaz6Vs9+t1FiLJ+O4xe3MP7snRnesGzi9GRhJk+Qbz3+DG5fdyAVzLhh0u554DxtrN1LgKSASj7CiYgXvX/p+wrEwT1c/zeVVl/Nu87vsadrDuTPP5YqF2thaja5wLEzAG8Dv8WdVQnIidAKwblrZQT/7+u50ONBywHlcUVjhHOfuvOZOPK5schTGr2y/XQQ4htXQc7GILDbGbMzdsCa+6tZq3OIetIOy0wNjHK7V/cNNP6TAU8Bt59/mPPfz7T+nvqueb733WxT7iikrKNMUXZXXttRvYfGUxcwpmQMwZAlJegZGV7SLGcEZ1HfV0xZpy7qJ5+tHXmdl5UpKC0p5z/z38Grdq8wsmjmsRlJKjaX0QF5XtIvSgtKM16OJKIIQ8AZymmHYFmnDYIjEI4RiIach57Zj2zhz2pn9xqXURGIHD+2LmIRJ4DKuIXtg2BlLdtB9NBxqPcQ7De8wvWh6vwDGkY4j3LvtXi6ZewkdPR2EY2H+ft3f89TBp1hftR6Py8MtZ97CLWfeAlirjrRF2vjcOZ/Li5VS1MRil5AUeAp4t+XdIbc/3nUcsOaLnd1krzB5Ouxv3s/s4tkc7TxKRaDCeX4ith7oK5tlVD8HfAmYA2wHLgReAy7P7dAmturWauaWzMXr9g74up32M95KSOra63jx8IsAXF51OSsqV9AUbuLFmhe5bsl1nDPznLEdoFJZ6OzpZG/TXj5yxkcIeANAb0rtYCUk9mNjDKFYiOUVy6nvqqe1uzcDozveTSwRG3Det3S3UNNew6fO+hQA5846l/LCci6vulyzlNS4kR7I6+jp6Bco6En04Pf48bl9o5JhaIyhK9rVr1Fnc7jZedwQaqDIV0RjqJEjnUe4ZvE1p/x7lcpnCZPAIx7cYmVgxJNxEsmEswLQ6czA2NW4C7CCFX09W/0sm+s3OxmP04PTWTtrLefNPm/Az5pTMsdZ7lip0RaOhQn6rNVtXjvy2pArQdoBjFC0NwOjtqOWaCI6quUbLd0tPPHuE0TiET53zucAa642hBv41Fmf4rlDz026JYWzycD4EnAe8LoxZr2ILAe+ldthTXzVrdUnvZg/1RKSeDJOTVvNaV+54Il3n8Dj8lDsK+bHb/yYC+dcyLvNVhTzA8s/cFrHotRIvXXsLQyG82af5wQwnAyMZG8GRvrFWnpmRtIkmVMyh831m2kKN9Ed76a8sJyW7hY6o52UF5YTiUco8BQQS8SIJqK8c+IdAM6acRZgBTF/dsPP8LoGDnIqlY+iiSgel4d4Mj5gH4xoIorf7XeWCj9VTx98mnu23cP9N92fcdeppbvFeXyk4wi/3ftbBOtEVAPpaqLrl4GRTGScTw429+wAhn03uS9jDNWt1SwqX5T1WHY1WAGMuo66fheE245tY1XlKj5x1ifo6OnQlUXUmArFQhR6CqkIVBBLxgYMwqdzAhixEOFY2Dn2HW47zJKpSwCrzGPhlIXDyhg61nmMQm8hZQVlAHzrxW9R3VYNwM0rb6a0oNS5tloydQnXLblu0BviE1U2ezNijIkAiIjfGLMXWJbbYU1srd2ttEZaqSqrGnSbUy0hef7Q83zlqa+wqW7TiN4/XI2hRn70+o94pvoZLpt3GX9+/p/Tk+jhsX2Psb9lP9cvvX5CLNujJofNRzdT6i9lSfkSXOKiwFNAKBYiaZLOclWDNfG0sy1mFs1EEI52HgVwukR39HSwv3k/H37ow3z/1e/zxd9/kdueuI3NRzcT9AYz+uL43D49mVPjSiwRo7ygHKBfA02w5o3P7Ru1ZVR3Ne6iO97Nia4TGc+nBzCeP/Q8L9S8wPM1zzO1cKpTFqbURJUwCVzicnpgxJNxp/8FjLyJ59ZjW/nyU1+mpq0mq3EYY9jVuAu3uOmKdmWUUbZF2qhus27mrahcwQVzLtDV6NSYMcbQHe8m6As6Je5DNfI81nkMSGVgxEIsmmIF9g63H7beH2rkK099hd/u/W3W42gON/OVp77CDzf9ELCOo9Vt1Zw57UzAahwKOCUui6YsotBbOOF7XvSVTQDjiIiUAb8FnhGRR4H6Id6jTqK61YqinSyCfaoZGPua9gHwb5v/LaeN0mw/3/5zXq59mTMqz+CWVbdw/uzzuW/DfTz8kYd56OaHnJQnpfJdIplg6/GtrJ211gkeBL1BwrFwRn3/YMuo2id+xf5iKgIVTpOlWcW9AYzdjbsxGF6te5V4Mk5zdzMbazeyevpqretV41osGWNqYCowcM8XO7XW5/aRMImMJR5Hwj6eNoQaMp5v6W7BJS58bh/bjm/DJS7eM/893LT8Jg0KqgkvkUzgcfWWkCRMwsmqKPYVD3hzzBgzZAmJ3bSwvjO7y4D6znrae9q5cM6FgJWFYXv7+NsAnD3z7Kw+S6lciiVjxJNxAt6A00/iZI0848m4E+DoinYRjoWd4Hh7pB3oDYD8bv/vMo519Z31A362MYZ/eeNfCMVCvH3ibdoibc5KI1ctugroDWDsbNjJgtIFBH3BU/re49WQZ8rGmJuMMW3GmH8AvgHcA2gtwCk41HYI4KQZGHbt1EgzMA62HmRW0Sw6ejp4qealjNce3PEg9267d0Sfm86+YGuPtLPpyCauXXwt31r/LY2gq3FtX/M+uqJdGetnB7wBQtFQxh3jfhkYqeCGfZJY5CuiqqxqwADG4bbDlBWUcc+N93D3DXezZvoaAFZPX53bL6dUjsWSMaYWDh7A6En0WCUkI1wqvDHUyKN7H8UYQzQRdS6I+t4pa+5uprywnMpAJUmTZNGURfz1xX/NhuUbRvK1lBpXEiaBWzJLSOzg+pSCKUSTmfOus6eTUCzkZBL2LSHp7OkknozT2t0KWPOwr2Odx3i3+V2MMfzjK//Ic9XP8di+xxCE65ZcB8Arta/wvZe/R3esm63HtlLsK3buWis1luz5EfAGqAykMjAG+Du3NYYaMRhc4nKaeJYXluNz+5xjnzNfwo28efRN573fe/l7/OfW/+z3mbXttWw9vpUrq67EYNhUt4l9zfsQhAtmX0DQG6S2vZZYIsaepj2cOf3MUfv+481J801ExAW8Y4xZBWCMeelk26vsHGw5yPTg9JNGzZwSkhFkYMSTcQ63H2bDsg08vOfhfieRm+s3c7TzKJ8865P9lrgbzBtH3uC+7ffxz+/7Z4r9xbxw6AXufP1OFpcvpthXTDwZ18ZoakLYfHQzbnFz9ozeu0IBb8DKwEjredFvGVX7xC91ELTLQd6stw5aGQGM9sMsKF3gRPk/cdYnOP7qcc6ffX5uv5xSORZLxCj2F+N1eYfMwLD/XegtzPrzn6l+hgd3PsjFcy+mvafdKekaKAOjvKCcgDfA0c6jrKxceQrfSqnxxe6BkVFCErdKSKYUTqG5uzlj+y/94UsZAfT0DAxjDLc9cRs3LL2B1oh1QdZ3vgHcs+0eatpq+MFVP+DVulfZVLcJg2HDsg2cOe1M/G4/v3/39wCcX3c+W45t4dyZ52pGlMoL9t98wBugxF+C1+U9aQmJnY00r2QeRzqPkDRJgt4gxb7i3gBGar4EvUGeO/QcF829iHgyTl1H3YDXgHZPjWuXXMv+5v28VPMSBZ4C5pfOp9BbyLzSedS217K/eT/RRHRS3/Q6aQaGMSYJvC0ik6u1aY5Vt1YPGXF2SkhGkIFR215LPBlncfliinxF/SLp9lJVduptNp488CRHO4/y5IEnAdh2fBsBbwCXuNh2fBtrpq/RumI1IWyp38LKypUZB5egN0goFsoIWKSXkPjcPicDw+6BEfRl9rOwM5Nau1s53H6Y+WXzndeWTF3Cz278mfaJUeNeLBnD6/JS7C8etIlnegBjuEH6ox1WT5kToRMcarWyGX1u34A9MMoLy51aZg1gqMkknoxnZmCY3gyM8sLyjHlnjKEx3MjrR153Xk9fRrUn0UNrpJWatpqMO8p9He04SkOowUlxrwhUsLBsIZ846xOIiHOO6BY3D+x4gI6ejn7Lqio1VuwARtAbRESoCFSctITEDjYsKl/knAsGfUFK/CVOAKMt0oYgnDvzXCcb90TXiYz5mM4ODE4LTuOKhVewu2k3209sZ+nUpYC1jPDh9sPsaNiBIJxRecYoffvxJ5uOHzOBXSLyJuDsbWPMjSd7k4jMBe4HZgBJ4G5jzI9PYawTQnesm2Ndx1hftf6k2400vRZ61yBeNGWRdeEV7R/AAKt+yu6SezKhqFWLJQiP7XuMDyz/APub97Nq2iq+vu7rdEW7dKUENSE0hhqpaa/hM2s+k/F8wBvgROjEoCUkhZ7C3h4YscwMDFupv5RSfylvHn2TaCLK/NL5KDXRxBIxfG4fJb6SgUtI4j0UBYqcIP1wj3F27X1DqIFDbYco8BSwtHypc0H1wqEXeGj3QzSGGzmj8gwqAhUIwoqKFaf4zZQaP5ImaWVgpC2jal+glRWUOcuqul1uJ5hhH7tmBGewr3mfs2KIPY8bQg0kTMJ53Pf3HQ8dx2DYdmwbAN9Z/x1mFs90+jpdMPsCKgOVlBeW88QBa8W6c2eem+M9oVR20jMwACoDlScNYNjzYnbxbOc5O3vDDt63drdSWlDK4vLFbKzdSHuk3Wns3hXr6veZjeFGfG4fpf5SPrD8AxxsOcjG2o0sr1gOWAGMpw4+xYs1L1JVVtVv+fDJJJsAxkiXTI0Df2WM2SoixcBbIvKMMWb3CD9vQqhpq8FghszAEBG8Lu+ISkgOtByg0FPIjKIZBH3BjAyMWCLmpBHubNjJTStuGvLz3jz6JvFknE+s/gT3v3M/v9//e452HuXyqssBq9ZfqYlgS/0WgIz+F2BF1U/WxLPAU9CvhMQ+kNnZG0W+Iq5adBUP7X4IgAVlC3L9dZQ6rYwxxJIxPC5Pxl2odAOVkAzn8+2TvxNdJzjYcpCqsiqmF01nS/0WumPd3LPtHtp7rAZqUwNTuW7JdaysXMmUwimj8A2VGh8G6oERjoURxFmaMZqIUugqzFidBKxswd1Nu60ljz1+ZzWhxnCjU+7RNwOjKdzkHA+3HtuKIEwLTstoSn3LmbcAsP34dp448ARnTT9rWOVjSuWSfa1kBzAqAhW80/DOoNt3x7rxuDzOfALrxlWJv8TJcG+LtDGlYIqzaMOhtkNOFmEoamX13rvtXj608kOUF5bTEGqgMlCJiCAIf3nRX3LZ/Mucc9J5pVZBRH1nPbedd9so74HxZcgAhjHmJRGZDywxxjwrIgFgyMYJxphjwLHU404R2QPMBiZ1AMP+o66aMngDT5vf4x9RCcnB1oMsmrIIESHoDWakAtpRQZ/bx67GXSRNkp0NOxFk0GYwr9S+QnlhOR9a+SFeOvwSD+x8AMBJaVLqdHls32NOCmsubKnfwvTg9H7lUAFvIKPBmSAZPTAKPYUZTTx9bp+zJndVWRXvtryL1+1lw7INPLbvMaKJKHNL5+bseyh1Kowx3P/2/RnPucTFNYuvcUoyBmLPB6/bS4m/hJq2GkLREJvqNvG+Re8DrIsmv9vvBDCaw83UtNU4AfHOnk421292/p2uLdLmBOCPdx2nuq2aK6quoKygjNZIK7/e9Wvae9r50IoP8Zs9v3GC+GdMm7xptmpyiifj+Ly+jB4YoViIQm8hBZ4CwArCF3oLicQjGe+dUTQDsI5lfo/fOW+0V/bxuDx09HSws2Enb9W/RdAXzGhKX91WzbTANOcY2Neqaas4a/pZTmNPpfKBU0KSKh+uCFTQ0t1C0iQHXB2uO95Noacws9y4TwlJa6SVsoIyZ34cbDnIsa5jzvsPtR7i8f2PM7t4Nu9f+n4ngGFzu9zOCj4AZ1SewU3Lb+KSuZewrGLZKO+B8WXIAIaI/ClwK1AOLMIKQvwHcEW2v0REFgBnA28M8Nqtqc9n3ryJ32rjYOtBSvwlTpf2k/G7/cPOwEgkExxqO8S1i68FrOyIIx1HnNftSXXJ3Et4oeYFfr795zx54EmKfEXce+O9/Zop1bXXsbl+MzevvBkR4ZrF13DXW3cBsKR86PITNTYm6rx64dAL1LTX5PR33LLqln7zIOgNEk1EnRO9gDdAJB7pDWB4C53lipvDzZT5eyPyF8+92DnAlRaU8uEzPsyexj3OSaQaXybq3Orrt/sy162PJ+O4xMWfrP6TQd9jB/jsHhgd0Q5eqHmBu966izUz1lAZrKQn0ZORgfHUwad44+gbrJmxhvLCcp6tfpZ7t9/L2TPO7pc1YWdfuMTF2yfeJhKPsGjKIuci7X/3/C+Xzr2UT675JFcuvNK5EFPjw2SZW6dD0iRxi5ug1zr2dEY7rXR2f2lvk/jUDTI7KGibHpwOWHeIywvLnQwMgyFhEiydspT9Lfv57svfdYIb5806D7D6WyRM4qRzz+PycPvlt4/it1VD0bk1NDuAUeixsoIqg9YKVi3dLU7D9XTdsW4KPAUZWeh2BkZXtItEMkFbpI25JXMp9hdTGaikurWalu4WZ3u7Eagd1GgMN1I1a/Ab3F63l8+c/ZlBX59MsikhuQ04n1TwwRjzrohk3WlORIqA/wW+bIzpl09qjLkbuBtg7dq1JtvPHa8OtR5iYdnCrLou+9y+YWdgHO08SjQRdUpU+paQ2AGMKxdeSUdPB4/sfQSASDzCgZYDGT0x4sk4v9z5S/wev7P03PoF67lv+31UBion7drD48FEnVd3XnPnmPxeO6XQDlIU+Yr69cBoSlq1krXttU6aH8ANy27ghmU3OP/+8BkfPl3DVjkwUedWOhHhkY88kvHcxx7+mFOaMRg7C8nn9ll1wD2dTq18V7TLLYc/XQAAIABJREFUCWD4Pb3LqNrNN+2LJXv7UCzUL4Bh979YNnUZe5r2ALBwykLnAszr9vLpsz8NwOyS2ajxZTLMrdMlnozjdrmdbMLa9loOtx9mXum8fv1n7MC8IE7pI/Re0PVtxrt0qhXA6Ix2cus5t3L/O/ezuX4zPrePqrIq9jXvc1bdUvlB59bQ+vbAsIMWjaHGgQMYdgaGt/dayJ4/BkNXtIvWSKtzHFs4ZSHVrdV0xay+gbFkzDmm1XfWE01EaYu0nTTLUfU66SokKT3GGKdIVUQ8QFZ//CLixQpe/MIY8/DIhjhxxJNxatprMhr7ncxIMjCcBp6peiu7/t5mBzBK/aXcdt5tzCqaxefO/hxucfP0waf56eafUtdex6a6TXzw1x9kY+1Grl18rXNAC/qC/Ok5f8pHzvjIsMal1HhmB+vaI9YFXJGviJ5Ej3PBZvfAiCfjHOk8khHAUGoiKPWXOn//g3EyMNxein3FGAw1bTVAb32x3QPDTi8/Hjqe8bpdW5++jKPtaMdRPC4Pq6atAqy7vfNK5zGreBaC8KEVH9KVfJQitYyquAn6glQEKjjYcpD6znrml853god24MLugfHeBe/lwjkXOhdw9pzs28vGLh8u8BRw5cIrOWfGOYDV/NMOXGj2kxpvwrEwfrffyeizgxaDNfLsjnVT6B24hASsrIp4Mu70yFg2dRlHOo/QFmlzbjLbAYxjncdoDFnHPj2GZSebDIyXRORvgUIReR/wZ8DjQ71JrBSDe4A9xpg7Tm2YE8ORjiPEk3EnuDCUkfTAONh6EJ/b53TFDfqCTqq7XbcIUOIvYUrhFP7j+v9ARHjr2Fv84eAfAOtOWXuknamFU/n46o9z2fzLMn7HNYuvGdaYlBrv7Ah7egZGfWd9RglJLBHjWKd1wEpfIlWpiaCsoMz5+x+MHdDzurx4/VaAwu771B3rJp6MkzRJfG5fv4soO2BhnywOGMDoPMrMopnMLLKWJJ5XOg+v20t5YTl3XX+XXjQplZIwCedCbH7pfLYc20LCJJhXOq/fEsZ2BtMHV3yQ+WXznWVQ7YbUnT2d+Nw+J2NjcfliCjwFvHf+eyn0FnL+7PPZdGQTs4pnOQEMe9lwpcaLUDSUEYywe1EMGsDok4HhEhd+t98JYBxuOwzAlAIrA8POZN9Ut4l189ext3mvE8A4HjruLMuqAYzsZJOB8TWgEdgBfB54Avh6Fu+7BPg4cLmIbE/9TOqOPU4Dz7KhG3iClYEx3CXm7K7s9oHLnlh2hN0OYNhL79ilLFctuooCTwGrKlfx2pHX2NGwgysXXsn6qvVOF2ulJiu7U3prxGogamdg2AGMgDdAPBl3Tvx0iVQ10ZT4S4YuIUnLwLBP4uz3hGIh53iW3sTT1jeA0Xf5b2MMB1sPMr90PtOLrBr99NW8ZhbPzKo0U6nJIJFMOOdu80rnOYHC+WXznRIS+waZ/Zp9nLPPG+0MjM5oJ2X+MsoLywEoLyznjqvu4LPnfBawVu0ShDklc5zVtTQLUY034VjY6X8B1g3gQk9hvxV3bHYGhp2xFPQGERHn2GefD9oZGD63j5vPuJk7r7nTaSxt976IJ+PsbrTWuNAARnayuTLdANxvjPnZcD7YGPMKoGcTaapbq63siCxrc/0eP6Hu0NAbYtUR/3z7z9nfsp8rq650nreby3RFu6ymaj0dBL3BfkGJS+ddykVzLqKuo46/ePIvAKvfhVIKin1WwC89AyNpks6Jn11Ccrj9MILoCiNqwskmA8MOUNhNPNOFY2Hn9fQmnn1ftwMefTMwGkINNIWbOHPlmc5d3vSeTUqpXgmTcFZOsAPqLnExu3i209jdno/2DS67sbR9F9qegx09HRT7i/G4PHRFuwh4Axl3qksLSvnuFd9lbslcSvwl/OTan/RbyUupfBeOhTP6WYBVRjJUBobb5abQ0xvI6BvAGGgJb/vaLP2Y+krtK/jcPidQqE4umwDGjcCPRGQj8EvgKWNMPLfDmpiqW6upKqsacDmegfjd2ZeQvHXsLV6pe4WqsqqMkg/7IJNey2hPrr7cLjcLyhawomIFbnFrCqBSKfbFmN092j74hGIhXOLC5/aRNEkOtR5iRtGMfhdnSo13pQWlhGIhpxxxIE4JSVoGhq1vAMO+C2wLRUM0h5sztk+3s2EnYC0jVxGo4PtXfl8DGEoNImF6MzDsksbZxbPxur29GRiJzAwMO4Dhd/txictZfaSzp5NiXzHlheV0RbsGzHSy+9IAThaGUuNJKBZyghC2ykDloAGMSDzSm7XkCzrBD/uG16G2Q0BvBka69EDJ9OB0ToROUN9Vz9WLrtas9ywNuZeMMZ9ONeO8Fvhj4Kci8owx5nM5H90EYoyhurWadfPXZf0evyf7Jp52acgdV9+R8cfvpAJGewMY9uQazD+89x8QTZ5RymEHLPoGMMKxMB6Xx5lzB1sPZqS1KzVR2CdhHT0dg94hylhGtc9xJhQNOQF5v8eP1+XNeD0cC2ek6g4UwCj2FTup6SsqV5zCt1Fq4oon4/TEe3CLVUo8t2QugjiZGE4PjLQSEpe4nDkpIswpnsOBlgOAVUIyo2gGnzn7MwP2plFqIgjHwkwtnJrxXEWgguq26gG3tzMwAIq8Rc4NY3uVrfaedhaULhjwmivgDSAIBsOCsgW0RlqJJqLcsPSGftuqgWUV5jHGxETkSazVRwqxyko0gDEMjeFGQrFQ1iuQABlNk4bS2dNJoaewX+RuoAwMu6HMYPpGIJWa7PxuPx6XJ6OEBKzSLK/L65z4NYYbubzq8jEbp1K5UuovBayU10EDGGkZGAFvALe4SZgE0D8DQ0QyjnHhWDjjTlf66lkAuxp3cUblGdrnQqmTSJokd7x2B6FYiNXTVwPWBdXNK292siTsBrrpTTwLPYUZc2vNjDX84eAfiCaidEY7KfYXU1pQSmlB6Wn+RkqdHuFYOKM0CqAyWElbpI1YIuasnAXWsS6ejDsZGNctuc7JYAKrjKQx3MgtZ94y4DFLxFqyOBQLUVZQRlVZFUW+Im0APwxDBjBE5Brgo8B64EXgP4EP53ZYE4+9vOlwAhjDWUa1M9o5YJRvoAwMbTCo1PCICMW+4owmnmDNK4/Lk3Fg0+ZlaiKyMzAGWkrVGMOLNS86qxnYAYpifzFtkTaKfcUZAQz7Aio9gBGKhZwAhr297Xf7f8exrmNcv/T63H1BpcY5Yww/3fxTXq59mU+v+TSXzLvEee3jZ33ceWyXkKT3wLAvxGxrZqzhsf2PsbtxN6FoaMjMXaXGu3AsPGAJCVjNpdPL6u1jnZ2Bce2SazPeVxGoIOgNctGciwb9fUFvkFAsRKm/lG++55sZ55FqaNlkYHwKq/fF540xw1vTUzmqW6sRZFi1gfYyqsaYIe86dfR0DBgZt6OJXdEuZ7vBemAopQZX5CuiNdKKx+VxLsDsEpL0dHgNEKqJyD5uDNTIc2fDTu54/Q7nb9+eDyW+EnriPVQGKgnFQk5A3k5ht//rcXmsEpJQI6X+Ukr8JYRjYYwx3Lf9Ph7Z+wgXzL5Al/BWahD2XHnq4FN8eOWH+aMVfzTotl6XF0EySkgK3AUZ26yatgqXuHil9hUMRs8b1YSWNEm64939AhgVgQqgfwCj78o9fX314q/icXlOeu2W3vSzb9NrNbRsemB8NP3fInIJ8MfGmNtyNqoJqLq1mjklc4bV3M/v9mMwxJIxfG4fxhi+/dK3OdZ1jPNmnecsYQWD97Yo9BQiCG8de4tnq5+lJ9GjE0WpEbBP4Dwuj3MHqyvWldEDwy3urFcZUmo8cTIwBlhK9de7fg3grGNvz4cSfwkGQ8AboDvW7Vww2cdBOxA4s2imk6FREahwAhp28OL9S97PrefemnUDbKUmm4d2P8Qjex/h+iXX87HVHzvptnb5ln0R1h3vn4FR6C1k2dRlbKrbBKDnjWpCeXjPwySSCW4+42agdyWewQIYP3jtB062hVvc3LTiJoCMZVfTVQYrhxyDncmrwcGRyepsQETWiMj3RaQGuB3Ym9NRTUDVbdXDbu5nn+TZaX6tkVa2HNtCW6SNx/c/7nSIhsEzK0SEoC/I2yfepjHcyPoF67lk7iX9tlNKnZx9sPG6eldYaO1uzSghmV08WztIqwkp4A3gcXn6lZC82/wu209sB3pr6u358MGVH+Rjqz9G0GelyjolJJ7eEhKPy0NloNLpgVERqCDgDRCOhdlSv4WzZ5zN58/9vAYvlBrE4/se57/f+W/WL1jPrefemlWfmOnB6dR11AGpDAxPQb9trl96PZ1R6zxTS0jURGGM4dF9j/L8oeed5+ySxb7LqM4qnsWGZRtYVbmKRVMWsXDKQmo7ann9yOsAA86bbNkZ8hrAGJlBz7RFZClW74tbgGbgV4AYY9afprFNGB09HTSFm4bV/wJ6T/J64j0U+YpoDFkd2j+w/AP8Yscv2FS3iasXXw3gNFkaSNAbpCvaxWXzLuMvLviLU/gmSk1e9gmcz+1z6iLtperslHntf6EmKhGh1F/ar4Tk17t+TZGviLklc9nTtAfoDb6vnbUWgNePvN6viaf937KCMoK+ICdCJ2iLtHHmtDNpjbTSGGqkqbuJNTPWaONOpQbx/KHnuXvr3Vw4+0K+dMGXsp4rKytX8nLtyxhj6I51MzUwtd826+avY2/TXh7f//iArys1HjWFm2jpbiHsCTsl+nbT6L4ZGCLC587JXLNi2/Ft1LbXDrj9cNjBEg1gjMzJbmnsBa4AbjDGXGqM+QmQOD3DmliqW60leIYdwOjTKdpucHb+7POZVTSLl2tfBqwls8Kx8KCTwJ4kw1nCVSmVyQ4Qel3WCgt25D29hEQ7SKuJrNRfmlFCcrjtMK8ffZ0blt7ArOJZzvN9l0i1Myr69sAo8BQwpWAKAW+A5u5mQrGQk4HR1N1EJB5xgoVKqUyv1b3Gj17/EWumr+FvLvkb3C531u9dXrGcUCxEXUcdkXhk0FT4z53zOX7wvh9obyc1YdiB9kg84gQuBishGUhFYYVTLjlYD4xs2BkYurLPyJwsgPFB4Djwgoj8TESuAPQ2yAgcaj0EjCCA0adTtB3AqAxUctn8y3jnxDu0RdqcUpLBAhhFviJK/aXOElpKqeFzSkjcXkTEubBK74mhJ3lqIisrKKM53Oz8+9F9j1LgKeCGpTcwtbD3Dm3fbur2cnF9VyH54zP/mE+t+RQBb8Cpx68MVhL0Bp1/2zXISqle249v5/ubvs+yqcv4u3V/N+wVDFZUrgBgd+NuIonIoBdiLnGxrGKZZkGpCWNP4x7nsX1dNVgGxkAqg5UYDDB4D4xs2Fm9moExMoMGMIwxjxhjPgIsx1o+9SvAdBH5dxG56jSNb0I42HqQikDFsJsgORkYqcZnjeFG/G4/Rb4i1s1fh8Hwau2rQ9Yofmz1x/jqxV8dVnReKZXJPsjYd5ftAIbX5WV5xXJuPedWzpt93piNT6lcW1G5gkNth2jpbgFgb9NeVk9bTbG/mCmFUwAQBLdkHmsC3gBJk3SC7XYGxqppq1g9fXXGSaOdgWHLphmaUpPJnsY93L7xduYUz+Gb7/3miOrwZxbNpNRfyt6mvYRj4VOq5VdqPNnTtMfJTLdL8+0eGFllYKQF1U9l3rxv0fv464v+WufeCA3ZFcsYEzLG/MIYcz0wB9gOfC3nI5tAqluH38AT0npgpJWQVAQqEBHmlc5jXsk8Nh7eSEdPBzB4FG9F5QrOmnHWCEevlILMDAzoPYjZJSQ3LLtBG3iqCe2yeZdhMLxS+wqxRIz6znpnafDywnKgN0MpnX1S2BppRZB+8yS9cVrfAIZmYCjV61DrIb710reYWjiV71z+Hee4NFwiwvKK5exu3E1PvOeU7iQrNV5E4hEOtR3i4rkXA70ZGE4TT19w0Pfa0o9Jp1JCUhGo4D0L3jPi9092w2rrbYxpMcbcZYy5PFcDmmh64j0c6ThCVVnVsN/bLwMj1JhRD7xu/jp2N+12SlR0mSulcsfOcHIyMIK9JSRKTQazS2ZTVVbFy4df5mjnURIm4TSudQIYrv6p7HaAoi3Shs/tGzTAIQjlheXOv13icj5XqcnuaMdRvvHCNyj0FnL75bc7SxuP1IqKFRzrOobB6F1gNSnsb95P0iS5aM5FuMVNY9jKwAhFh1FCkroOc4t7wOOdOj10XbIcq2mrwWBYVD78DAw7zdbJwOhuyoj8XTb/MgCePPAkoHVUSuWS08SzTwaGlmapyWTd/HXsbd7LlvotQG/jWjvQMFBAz8nA6G51MgsHer28sByPy+PcBSsvLNflU5XCuoH19Re+DsDt628fldIquw8GnNqdZKXGC7v/xcrKlZQXlmdkYLjE5dw4Phl77hV6C7U3zBjK2ZmBiNwrIg0isjNXv2M8ONQ2sgaekLmMajwZp7W7NSOAMat4FoumLHLW8tYAhlK5Y6fq2oFFey5qBF5NJpfOuxSAh/c8jEtczC6eDcCUAqsHhj0/0qWXkAz0uh2wsOeUvb2uQKKUlbn09ee/Tnesm2+v/zazS2aPyucuLl/sBBw1A0NNBnua9jCvZB5BX5DKQGVGD4yAN5BVQMI+TumcGVu5vLXxc+CaHH7+uHCw5SBFvqIRnYilL6Pa0t2CwTAtOC1jG3tpVL/bP+CJoVJqdPQrIQloCYmafGYUzWBp+VI6o53MLp7tZCR53V6KfcUDBvTSAxgD3eGy6+/tOaUBDKUsXdEuvvH8N2jubuab7/nmiG6GDcbn9jn92bQHhprojDHsbdrLysqVgBWISM/ACHiGLh8BnBW3dM6MrZydeRtjNorIglx9fraOdhwlaZJj9vv3N+9nYdnCEaUZ2RkYDaEGdjfuBvo3NLt03qXct/0+7X+hVI4VeArwuDwDNvFUajK5bP5l7G/Z7/S/sE0tnOosL5fOzrBImmRWGRh2zwxt4Kkms0g8wrde/BZHOo/wzfd8M6PkY7SsqFjBvuZ9WkKiJrSGUAO17bWEYiGWVywHrFKQTUc2UdteS3N3c1b9L8AK1pcVlGW9vcqNCX/m/bfP/62z5NtY+aPlfzSi9/ndfjwuD/+753+d52YUzcjYZlpwGisqVmBM/5NGpdToERHKC8qdUhK/x8/UwqlZda1WaiKxA+d97wZPL5ruNENLV+QrQhAMZsBVE0r8JbjExaziWQP+W6nJ6O637mZf8z6+dunXWDNjTU5+x6ppq/jtvt9qCbKa0P71zX9l2/FtAE4GxoyiGcSTcW574jYAzpqe/WqNs4pm6Y3jMSa5vPBNZWD8zhiz6iTb3ArcCjBv3rxzDx8+PKpjePPom0QT0VH9zOEQhDUz1oz4Imdf0z6nS26xr3jA5VBbuluIJ+P9ykvUqBs33XpyPa8mq/rOeop9xc6Bq++/1Yjp3BpnqlurmVU8K6MOuKW7hUQyMWCDwT2Ne2jubmZx+eJ+gXj78+aWzHUynKpbq5lXOk8znE7NuJlXoHOrr5buFvY27XWWfMwFYwz7m/ezrGJZzn7HBKVzaxzZ2bCTtkgbpf5Szpx+JgDRRJStx7YST8YBWFK+hOlF07P6vMZQI26XW1fJyo2s5taYBzDSrV271mzZsiVn41HqFI2rA5ZN55UaB3RuKTX6xuW8Ap1bKu/p3FIqN7KaW7o+mVJKKaWUUkoppfJeLpdRfRB4DVgmIkdE5LO5+l1KKaWUUkoppZSa2HK5CsktufpspZRSSimllFJKTS5aQqKUUkoppZRSSqm8pwEMpZRSSimllFJK5b2crkIyXCLSCIxkbZ8KoGmUhzMe6X7olYt90WSMuWaUPzPnTmFegf5N2XQ/9NK5laJza1Tofug12vtiXM4r0PPBUaL7wqLHrDQ6t0aF7gvLmM2tvApgjJSIbDHGrB3rcYw13Q+9dF+MDt2PFt0PvXRfjA7djxbdD710X5w63Ye9dF9YdD+MDt2PvXRfWMZyP2gJiVJKKaWUUkoppfKeBjCUUkoppZRSSimV9yZKAOPusR5AntD90Ev3xejQ/WjR/dBL98Xo0P1o0f3QS/fFqdN92Ev3hUX3w+jQ/dhL94VlzPbDhOiBoZRSSimllFJKqYltomRgKKWUUkoppZRSagLTAIZSSimllFJKKaXyngYwlFJKqVMkIveKSIOI7Ex77iwReU1EdojI4yJSkvba/xWRAyKyT0SuTnv+mtRzB0Tka6f7e5yq4ewHEVkgIt0isj318x9p7zk3tf0BEfkXEZGx+D6nQkTmisgLIrJHRHaJyJdSz5eLyDMi8m7qv1NSz0vqux4QkXdE5Jy0z/pkavt3ReSTY/WdxoLOLYvOrV46t0aHzi2Lzi3LuJpXxhj90R/90R/90R/9OYUfYB1wDrAz7bnNwHtSjz8DfCf1eCXwNuAHqoCDgDv1cxBYCPhS26wc6++Ww/2wIH27Pp/zJnARIMCTwLVj/d1GsC9mAuekHhcD+1P/778PfC31/NeAf0o9vi71XQW4EHgj9Xw5UJ3675TU4ylj/f3y9G9K55bRuZV6XufW6P5N6dwyE3tujad5pRkYSiml1CkyxmwEWvo8vQzYmHr8DPDB1OMNwC+NMT3GmEPAAeD81M8BY0y1MSYK/DK17bgxzP0wIBGZCZQYY14z1tnQ/cAHRnusuWaMOWaM2Zp63AnsAWZj/T/9r9Rm/0Xvd9sA3G8srwNlqX1xNfCMMabFGNOKtQ+vOY1fZUzp3LLo3Oqlc2t06Nyy6NyyjKd5pQEMpZRSKjd2AjemHt8MzE09ng3UpW13JPXcYM+Pd4PtB4AqEdkmIi+JyGWp52ZjfXfbuN8PIrIAOBt4A5hujDkG1gkjMC212WT7uzgVOrcsOrd0bo02nVuWST238n1eaQBDKaWUyo3PALeJyFtY6ZjR1PMD1cWakzw/3g22H44B84wxZwN/CTyQqjOeUPtBRIqA/wW+bIzpONmmAzw3kf8uToXOLYvOLZ1bo03nlmXSzq3xMK88o/lhSimllLIYY/YCVwGIyFLg/amXjpB5N2cOUJ96PNjz49Zg+8EY0wP0pB6/JSIHgaVY+2dO2keM2/0gIl6sE8FfGGMeTj19QkRmGmOOpdJtG1LPD/Z3cQR4b5/nX8zluPOdzi2Lzi2dW6NN55Zlss6t8TKvNANDKaWUygERmZb6rwv4OmB3K38M+KiI+EWkCliC1fxrM7BERKpExAd8NLXtuDbYfhCRShFxpx4vxNoP1akU1U4RuTDVxf0TwKNjMvhTkBr7PcAeY8wdaS89Bthd2T9J73d7DPhEqrP7hUB7al88BVwlIlNS3d+vSj03aencsujc0rk12nRuWSbj3BpP80ozMJRSSqlTJCIPYt1xqBCRI8A3gSIRuS21ycPAfQDGmF0i8mtgNxAHbjPGJFKf8+dYB3o3cK8xZtdp/SKnaDj7Aavz+7dFJA4kgC8YY+xGal8Efg4UYnU5f/K0fIHRdQnwcWCHiGxPPfe3wD8CvxaRzwK1WPXVAE9gdXU/AISBTwMYY1pE5DtYFwoA307bTxOezi2Lzq0MOrdGgc4ti84tx7iZV2I1SlVKKaWUUkoppZTKX1pCopRSSimllFJKqbynAQyllFJKKaWUUkrlPQ1gKKWUUkoppZRSKu9pAEMppZRSSimllFJ5TwMYSimllFJKKaWUynsawFBKKaVUTqTWh39FRK5Ne+7DIvKHsRyXUuOdzi2lckPnVv7TZVSVUkoplTMisgp4CDgbcAPbgWuMMQdP4TM9xpj4KA1RqXFJ55ZSuaFzK79pAEMppZRSOSUi3wdCQBDoNMZ8R0Q+CdwG+IBNwJ8bY5IicjdwDlAI/MoY8+3UZxwB7gKuAX5kjHloDL6KUnlF55ZSuaFzK395xnoASimllJrwvgVsBaLA2tTdrZuAi40x8dTJ30eBB4CvGWNaRMQDvCAivzHG7E59TsgYc8lYfAGl8pTOLaVyQ+dWntIAhlJKKaVyyhgTEpFfAV3GmB4RuRI4D9giImDdtapLbX6LiHwW6xxlFrASsE8Ef3V6R65UftO5pVRu6NzKXxrAUEoppdTpkEz9AAhwrzHmG+kbiMgS4EvA+caYNhH5H6AgbZPQaRmpUuOLzi2lckPnVh7SVUiUUkopdbo9C3xYRCoARGSqiMwDSoBOoENEZgJXj+EYlRqPdG4plRs6t/KEBjDyhIi8KCJX93nuyyJyr4j8ZpiftUBEdo7uCJUav0TkJhHZ3ucnmb5EVpafo3NLqVFgjNmBVV/8rIi8AzwNTMeqN94N7AR+Brw6ZoNUahzSuaVUbujcyh+6CkmeEJHPAxcaYz6d9tzrwFeNMS8PsP2gS/GIyALgd8aYVTkarlLjmojcCvwJsN4Ykxxq+7T3LUDnllJKKaWUUmNCMzDyx2+A60XED86F0izgiH3HV0Q+JSIPicjjwNNi+WcR2SkiO0TkI30/VEQKROS+1OvbRGR96vmAiPxaRN4RkV+JyBsislZEPisid6a9/09F5I7cf32lTg8RWQr8PfBxwAw0h3RuKaWUUkoplX+0iWeeMMY0i8ibWOsEP4q1LM+vgL4pMhcBq1NL9XwQWAOcBVQAm0VkY5/tb0t9/pkishwr8LEU+DOg1RizOrUs0PbU9r8E3hGRvzHGxIBPA58f7e+r1FgQES/Wcld/bYypPckcuniQ59Pp3FJKKaWUUuo00gyM/PIgVuCC1H8fHGCbZ4wxLanHlwIPGmMSxpgTwEtYy/ukuxT4bwBjzF7gMLA09fwvU8/vBN5JPQ4Bz2NlgywHvKmaL6Umgu8Au4wxv0z9e7A5pHNLKaWUUkqpPKMZGPnlt8AdInIOUGiM2ZoqJUmXvhSPZPGZg21zsvf+J/C3wF7gvix+h1J5T0TeC3wQOCf96cE2z+YjR/BenVtKKaWUUkqNkGZg5BFjTBfwInAvA2df9LUR+IiIuEWkElgHvDnANn8CTu3/PGD7ruebAAAgAElEQVQf8Arw4dTzK4Ez08bxBjAX+OMsx6FUXhORKVgBg08YYzrTXhpsDuncUkoppZRSKs9oBkb+eRB4mN5SkpN5BKsnxttYvTL+xhhzvE/Wxk+B/xCRHUAc+JQxpkdEfgr8V2oZoG1Yae7tae/7NbDGGNN6it9HqXzwBWAa8O8iGQkS38P62+87h3RuKaWUUkoplWd0GdVJSkTcWDX4ERFZBDwHLDXGRFOv/w640xjz3FiOU6nxRueWUkoppZRSuaEZGJNXAHghtSqDAF80xkRFpAwrVf5tvcBSakR0bimllFJKKZUDmoGhlFJKKaWUUkqpvKdNPJVSSimllFJKKZX3NIChlFJKKaWUUkqpvJdXAYxrrrnGYHX81x/9ycefcUnnlf6Mgx+llFJKKaWGlFcBjKamprEeglITjs4rpZRSSiml1ESQVwEMpZRSSimllFJKqYFoAEMppZRSSimllFJ5TwMYSimllFJKKaWUynsawFBKKaWUUkoppVTe0wCGUkoppZRSSiml8p4GMJRSSimllFJKKZX3NIChlFJKKaWUUkqpvKcBDKWUUkoppZRSSuU9DWAopZRSSimllFIq72kAQymllFJKKaWUUnlPAxhKKaWUUkoppZTKexrAUEoppZRSSimlVN7TAIZSSimllFJKKaXyngYwlFJKKaWUUkoplfc0gKGUUkoppZRSSqm8pwEMpZRSSimllFJK5b0hAxgi8n0RKRERr4g8JyJNIvKx0zE4pZRSSimllFJKKcguA+MqY0wHcD1wBFgKfDWno1JKKaWUUkoppZRKk00Aw5v673XAg8aYlmw+WESWicj2tJ8OEfnyiEeqlFJKKaWUUkqpScuTxTaPicheoBv4MxGpBCJDvckYsw9YAyAibuAo8MgpjFUppZRSSimllFKT1EkzMETEBTwOXASsNcbEgDCwYZi/5wrgoDHm8IhGqZRSSimllFJKqUntpAEMY0wS+KExptUYk0g9FzLGHB/m7/ko8OBAL4jIrSKyRUS2NDY2DvNjlVID0XmllFJKKaWUmmiy6YHxtIh8UERkJL9ARHzAjcBDA71ujLnbGLPWGLO2srJyJL9CKdWHziullFJKKaXURJNND4y/BIJAQkS6AQGMMaYky99xLbDVGHNihGNUSimllFJKKaXUJDdkAMMYU3yKv+MWBikfUUoppZRSSimllMpGNhkYiMiNwLrUP180xvwuy/cFgPcBnx/Z8JRSSimllFJKKaWyCGCIyD8C5wG/SD31JRG51BjztaHea4wJA1NPbYjq/7d35/Fx1ue99z+XRpqRtVu2ZMubbLyB2cFQtpIEwpKSEpKQBEJySNunhOfQhnNykifJSXtC2uR0OS1N17QkaWgWCJCQhCRAIBQDgQDHBoyxDXiV5EXWZm0jaUYjXc8fs2ixlpGs0Wj5vl8vvTxzz33fc83t+YHvS9fv+omIiIiIiIjMd+lUYPwOcE5iRRLM7D+AV4FxExgiIiIiIiIiIlMhnVVIAMoGPS7NRCAiIiIiIiIiIqNJpwLjL4BXzexp4iuQXA58IaNRiYiIiIiIiIgMks4qJPeb2RbifTAM+Jy712c6MBERERERERGRpHSnkOQATcBxYIOZXT7O/iIiIiIiIiIiUyadVUj+CvgIsBPoT2x24NkMxiUiIiIiIiIikpJOD4wbgI3uHsl0MCLZ4u6YWbbDEBERERERkVGkM4VkP5CX6UBEsulHu3/E5578HLH+WLZDERERERERkRGMWoFhZv9IfKpIF/CamT0FpKow3P1TmQ9PZHq8fPhlevt6yc1JpyhJREREREREpttYd2tbE39uAx4Z9ppnJhyR6dcR6eDNpjf5yOkfyXYoIiIiIiIiMopRExju/h8AZnanu//94NfM7M5MByYyXV6rfw3HOX/Z+dkORUREREREREaRTg+MW0fY9okpjkMka7Ye2UpxsJgNizZkOxQREREREREZxVg9MG4GPgqsMbPBU0iKgeZMByaSSc8cfIbH9j7G1Wuv5oVDL3DR8ovIsXTyeSIiIiIiIpINY/XAeAE4CiwG/nbQ9g7g9UwGJZJp245uY2fjTnY27mRZ0TI+cc4nsh2SiIiIiIiIjGGsHhg1QA1w8WRPbmZlwDeBM4g3/vx9d//NZM8nMlWOdx9nefFyLl15KddtuI7yBeXZDklERERERETGMO6akWbWwcCqI0EgDwi7e0ka5/974HF3v9HMgkDBpCMVmULN3c2sKl3Fx8/+eLZDERERERERkTSMm8Bw9+LBz83sBuDC8Y4zsxLgchINP909CkQnFaXIFDvec5wzK8/MdhgiIiIiIiKSpgl3LXT3nwBXpLHrKUAj8G0ze9XMvmlmhcN3MrPbzGyrmW1tbGycaDgiExbti9IZ7ZzT00Y0rkREREREZK4ZN4FhZh8Y9HOjmf0lA1NKxpILnAd83d3PBcLA54fv5O73uPtmd99cUVEx0fhFJqy1pxVgTicwNK5ERERERGSuGXcKCfC7gx7HgIPA+9I47hBwyN1fSjz/ISMkMESmW3NXfBXguZzAEBERERERmWvS6YHxe8O3mdkFQMM4x9WbWZ2ZbXT3t4ArgV2TjlRkihzvOQ7AwgULsxyJiIiIiIiIpCudCgwAzGwTcBNwM9AGbE7jsD8Gvp9YgWQ/cEIyRGS6tXS3ALBowaIsRyIiIiIiIiLpGjOBYWbVxBMWNxOfPlINbHb3g+mc3N1fI71Eh8i0aeluIWABSkLprAQsIiIiIiIiM8GoTTzN7AXgUSAPuNHdzwc60k1eiMxULd0tlOWXYWbZDkVERERERETSNNYqJI1AMbAESC5jkM7qIyIz2vHu42rgKSIiIiIiMsuMmsBw9/cBZwKvAF82swPAQjO7cLqCE8mElu4WJTBERERERERmmbEqMHD3Nnf/d3e/Cvgt4H8BXzOzummJTmSKtXS3cKjjEMuKl2U7FBEREREREZmAMRMYg7l7g7v/o7tfAlyWwZhEMuYXb/+Cvv4+3rPuPdkORURERERERCYg7QTGYO5eM9WBiGTa0Y6jPLr3US5ecTFVxVXZDkdEREREREQmYFIJDJHZ5tmaZ/nkzz9JtC/Kh07/ULbDEZk37ttxH/fvuD/bYYiIiIjIHDDWMqp/lfhTd3sy6z1b8ywVBRV843e/wbryddkOR2TeeL72efa27M12GCIiIiIyB4xVgfE7ZpYHfGG6ghHJlH3H93Hq4lO1+ojINOrr7+NI5xFWlq7MdigiIiIiMgfkjvHa40ATUGhm7YABnvzT3UumIT6Rk9Yeaaepq4m15WuzHYrIvNIQbiDWH2NFyYpshyIiIiIic8CoFRju/ll3LwV+4e4l7l48+M9pjFHkpOw/vh+AtQuVwBCZTnXt8RW3lcAQERERkakwVgUGAO7+PjNbAlyQ2PSSuzdmNiyRqbOvZR8Apyw8JcuRiMwvh9oPAUpgiIiIiMjUGHcVkkQTz5eBDwEfBl42sxszHZjIVNl3fB+VBZUUh4qzHYrIvHKo/RBl+WUUBYuyHYqIiIiIzAHjVmAAfwJc4O4NAGZWAfwK+GEmAxOZKvuP71f1hUgW1LXVsbJEDTxFREREZGqMW4EB5CSTFwnNaR6HmR00sx1m9pqZbZ1UhCInIdoX5UjHEVaXrc52KCLzirtzqOOQpo+IiIiIyJRJpwLjcTP7JXB/4vlHgEcn8B7vcvemCUcmkoZtR7bx+N7HOa3iND5w2gdOeL22rRbHlcAQmWb1nfV0RjtVgSEiIiIiUyadJp6fNbMPAJcRX0L1Hnf/ccYjExlHTWsNdz1zF/m5+bx4+EUM4/2nvf+EfQAlMESm2ZaDWzCMi1denO1QRERERGSOSGsqiLs/7O6fdvf/PsHkhQNPmNk2M7ttciGKjCy5POr/uer/cMmKS7h3+7209rQO2aemrYa8nDyWFi3NRogi85K789SBpzhryVksLlic7XBEREREZI5IK4FxEi519/OA9wB3mNnlw3cws9vMbKuZbW1s1Oqskr7DHYfJsRyWFy/nlrNuod/7+XXtr4fsU9Naw8qSlQRyAlmKMjs0riSbdjbu5Fj4GFeuuTLboYiIiIjIHJLRBIa7H0n82QD8GLhwhH3ucffN7r65oqIik+HIHHO4/TBLCpeQF8hjVekqVpeuZsvBLWw7so1D7YcAONh2kOqy6ixHOv00riSb3mx6E4ALl5/wn3wRERERkUkbM4FhZgEz+95kTmxmhWZWnHwMXA28MZlziYzkUPvQFQ7esfodvNX8Fnc9cxefeeIzPH3gaVq6W9T/QmSaHes8RnGwmMJgYbZDEREREZE5ZMwEhrv3ARVmFpzEuZcAvzaz7cDLwC/c/fFJnEfkBO7Okc4jLC9entp2xZor2LR4E7eefSsloRLufvFuADYu2pitMEXmpcauRioLK7MdhoiIiIjMMekso3oQeN7MHgHCyY3ufvdYB7n7fuDsk4pOZBSNXY1E+6JDKjDKF5TzV1f9FQDXrL2Gt5vfZnnJcjXwFJlmDeGGIWNTRERERGQqpJPAOJL4yQGKMxuOSHqSPS6Wlywf8fXiUDHnLzt/OkMSEeLVUQ3hBs6rOi/boYiIiIjIHDNuAsPdvwzxPhbuHh5vf5HpUNdWB6Df8orMMB3RDiJ9ESoK1DxWRERERKbWuKuQmNnFZrYL2J14fraZ/UvGIxMZQaw/Rl1bHQ/sfIDq0mpKQ6XZDklEBmkINwCoB4aIiIiITLl0ppB8DbgGeATA3beb2eUZjUpkBE1dTdz+89uJ9EUoDhbzxd/+ImaW7bBEZBAlMEREREQkU9JJYODudcNuFPsyE47I6N5sepNIX4QPnPoBrlp7FVXFVdkOSUSGaQw3AkpgiIiIiMjUSyeBUWdmlwCeWE71UySmk4hMp5rWGgzjlrNuIRiYzMq+IpJpx8LHyM/NpyhYlO1QRERERGSOGbcHBnA7cAewHDgMnJN4LjKtatpqWFa8TMkLkRnK3altq6WyoFLTu0RERERkyqWzCkkTcMs0xCIypoOtB1lTtibbYYjIKL716rfYfmw7N51+U7ZDEREREZE5KJ1VSE4xs5+ZWaOZNZjZT83slOkITiSpJ9ZDfWc9q8tWZzsUERlBY7iRn771U65dey0fPfOj2Q5HREREROagdKaQ3Ac8CFQBy4CHgPszGZTIcHVtdThOdVl1tkMRkREcaD0AwBVrrtD0ERERERHJiHQSGObu33X3WOLne4BnOjCRwWraagBUgSEyQx1sPQigJKOIiIiIZMyoPTDMrDzx8Gkz+zzwA+KJi48Av5iG2ERSalprCAaCLC1amu1QRGQEB44fYEnhEgryCrIdioiIiIjMUWM18dxGPGGRrAX+5KDXHPjzTAUlMlxtWy0rileQY+kUDYnIdGnqaqLf+znYelAVUiIiIiKSUaMmMNxdyz3ItHJ3thzcwqWrLj1hqdTa9lrOrDwzS5GJyGj+4aV/oKathuPdx7ls1WXZDkdERERE5rBxl1E1swBwHbB68P7ufnfmwpL5qK69jrtfvJtIX4Qr11zJ8Z7jVBZWEo6GaepqYlXpqmyHKCLDHG4/TEt3C6AeNSIiIiKSWenU4/8M+ASwCCge9JMWMwuY2atm9vNJRSjzRmtPKwBvN7/Ngzsf5I5H76An1kNdex2AEhgiWbaneQ+RWCT1vK+/j6buJnJz4rntNQtVuCciIiIimTNuBQawwt3POon3uBPYDZScxDlkHuiIdADxBEYoEKIn1sPbzW9T31kPKIEhkk3dvd189snP8vvn/j7Xb7wegJbuFvq9n1vPvpUlhUtYVrwsy1GKiIiIyFyWTgXGY2Z29WRObmYriE8/+eZkjpf5pSMaT2DUttWyp2UPALsbd1PbVksoEGJJ4ZJshicyr3VEO+jzPhrCDaltx8LHAFhTtoZLV12ardBEREREZJ5IpwLjReDHZpYD9BJflcTdPZ2Kiq8B/x9jTDkxs9uA2wBWrdJv2OezZAWG4wDk5uSyu2k3ff19rCxZiZmNdbgMonElUy0cDQNwvPt4altjuBGAysLKrMQkIiIiIvNLOhUYfwtcDBS4e4m7F6eTvDCz9wIN7r5trP3c/R533+zumysqKtKLWuakjmhHapnUYCDIO6rfwY6GHexo2MFpFadlObrZReNKplq4N57ASDbsBFLVGBWF+o6JiIiISOalk8DYA7zh7j7Bc18KXG9mB4EfAFeY2fcmeA6ZR9oj7ZQvKGdJ4RI2Ld7E2UvOJtoXpThUzM1n3Jzt8ETmtVQFRs9ABcax8DHK8stOWPZYRERERCQT0plCchTYYmaPAan28+Mto+ruXwC+AGBm7wQ+4+4fm3yoMtd1RDooDhbz6Ys/TUFeAbk5uSxasIj/esF/pTiU9sI3IpIBXb1dwNAERmO4Ub1pRERERGTapJPAOJD4CSZ+RDKiIxpPYKwuW53adu8N92YtHhEZ0BntBOKJjEgsQig3xLHwMdYuXJvlyERERERkvhg3geHuXz7ZN3H3LcCWkz2PzB0HWw/y69pfc8uZt6Sac3ZEOqguq85yZCIykmQFBsSrMJYULqGxq5FLVl6SxahEREREZD4ZN4FhZk8DJ/S/cPcrMhKRzAvP1TzHg7se5P2nvp/CYCEwUIEhIjNPsoknxFciMYxYf4ylRUuzGJWIiIiIzCfpTCH5zKDH+cAHgVhmwpH5IlmO3hZpozBYiLvTEe2gJJTO6rwiMt2STTwhXoHR3N0MwLryddkKSURERETmmXSmkAxfBvV5M3smQ/HIPJFKYPS0sax4GV29XfR7P0XBoixHJiIj6ertoihYRGe0k5buFhrCDeTm5A7pWSMiIiIikknjLqNqZuWDfhab2TWAaoblpCTL0dsibUB8+gigCgyRLKtrq2Nvy94Ttod7w1QVVZFjORzvPs6e5j2cUnYKuTnpFPKJiIiIiJy8dP7luY14DwwjPnXkAPAHmQxK5r7BFRgQb+AJaLlUkSz79mvfpr6znn+57l+GbA9HwxQFiyjLL6O5u5m9x/dy5ZorsxSliIiIiMxH6UwhWTMdgcj8MrgHBkB7pB1ATTxFsqy1p5WjnUfp935ybKBIL9wbprKwkrJQGTuO7aAn1sP68vVZjFRERERE5ptRExhmdvlYB7r7s1MfjswXyQRGe6Sdpq4m6trrAFVgiGRbZ7STWH+MxnAjS4qWpLaHe8MUBgtZW76WJ/c/CcCGRRuyFaaIiIiIzENjVWB8doRtDpwNrAACGYlI5jx3TyUwWnta+fNn/pz9rfsBVWCIZFuyH82RjiNDEhhdvV0U5hXyiXM+wTVrr6Gxq5GVpSuzFaaIiIiIzEOjJjDc/XcHPzezy4AvAkeBP8pwXDKHRfoi9HkfAC3dLdS01ZCbk0tBXoFWIRHJIndPLZd6pOMI51adC0BvXy/RviiFwULMjI2LN7KRjdkMVURERETmoXF7YJjZlcCfEq+++N/u/mTGo5I5LVl9AbCnZQ993sedF97JRSsuIpCjwh6RbAn3hnEciCcwkrp6uwAoyCvISlwiIiIiIjB2D4zriFdctAFfdPfnpy0qmdOSCYyCvILUjdGq0lWqvhDJsuRqQBBPYERiEb763FdTqwUV5hVmKzQRERERkTErMH4GHAKagc+Z2ZAX3f36DMYlc1gygbG8eDl7WvakHovI9OiIdPDonkf50OkfGrLSSHJs5ufmU9dex1/++i95tf7V1OuFQSUwRERERCR7xkpgvGvaopB5ZXgCY2H+Qt0YiUyj52qf43s7vscFyy/glIWnpLYnx+b68vXsaNjBsfAxPrzpwzy460FAFRgiIiIikl1jNfF8ZjoDkfkjlcAoiVddqPpCZHrVd9YD0NzVPCSBkVyB5KwlZ7GjYQd3XHAH1667lu3HtvNW81tKNIqIiIhIVo3bxHOyzCwfeBYIJd7nh+7+pUy9n8wc7k6/94/akDOZwFhWvAyAFSUrpi02EYGjHUcBaOpqGrI9OTavXns1V6+9mvIF5QC8+5R3s7dlLwvzF05voCIiIiIig2QsgQFEgCvcvdPM8oBfm9lj7v5iBt9TZoCvPvdV8nLy+NxlnxuyvSfWw9+88DcELIBhVBVVAUpgiEy3VAVGd/OQ7ckmniWhEnJzBv73cM3aaziv6jxK80unL0gRERERkWFyxt8lzswmVDvsccn1MvMSPz6Rc0hm1LTWcLD14KSOfenQS/TEeghHw2w7sm3EfY50HOH5uudTN0lJr9W/xkuHX+KFQy9QGCykuqyad61+FxetuGhSsYiMxt156dBLxPpj4+7b2tPKrsZd0xDVzODu1IcHppB8Z/t3uPs3dwPxCoz83PwhyQsAM6OysHLaYxURERERGWzcBIaZXWJmu4Ddiednm9m/pHNyMwuY2WtAA/Cku780wj63mdlWM9va2Ng4wfBloqJ9Ub605Uv869Z/nfCxB44f4CvPfYUH3niA773+Pe565q5UyflgPbEeHOfxvY8P2f76sddTj4vyiggGgnz64k+zpGjJxD+IjGm+j6u69jq+8txXRk2yDfbTN3/Kl7bM7dltTV1N/NPL/0RvXy9tkTZ6Yj2p7S8eepEX6l6g3/vpiHZoOWMRERERmbHSqcD4O+Aa4sup4u7bgcvTObm797n7OcAK4EIzO2OEfe5x983uvrmioiL9yGVSHt/7OM3dzXT1dk342G1H4zeDT+5/kqcPPg1Ae6T9hP2SN0dP7HtiyBz77fXbycvJA9BNUobN93HV1tMGkNb3PHlD7z53C8Ser32eX+77JQdbD6b6X+Tn5nMsfIwjHUeI9EU43H6YzmgnxcHiLEcrIiIiIjKytKaQuHvdsE19E3kTd28FtgDXTuQ4mVo9sR4e2vUQAJFYZMLHbzuyjVAgRFukjXBvGGDECozuWDebqzbT53188akv0tbTRmtPK7XttVy/8XoCFlACQzIqmbhIZwpJd283EK9Omqtq2mqAeLImObXrtMWncbTzKH0e/8/5vuP76Ih0KIEhIiIiIjNWOgmMOjO7BHAzC5rZZ0hMJxmLmVWYWVni8QLg3cCbJxWtnJRfvP0LWntaWVmykkjfxBIY4WiYXU27eO+G91JRUJGaI59s+pcU648R649xWsVpfOkdX+JI5xG2HNySmj5y6cpLuX7j9Vy4/MKp+VAiI0gmMHr7e8fdN5mMm00JjHA0zHe3fzetBA3E+95AvN/H0c6jGMamik1D9tnXsk9TSERERERkRktnFZLbgb8HlgOHgCeAO9I4rgr4DzMLEE+UPOjuP59soHJyunu7+dHuH3He0vNYVryMLTVbJnT89mPb6fd+Llh2AVesuYKjHUf5ynNfoTPaSUekgxzLoTBYmJo+kp+bz6aKTSwuWMzbzW9TGCxkQe4CTll4CusXrc/AJxQZkEpg9I2fwEjuG+mLUMzMrj5o6W6hKFjEtqPbeHDXg5xbdS5nVJ4wM28Id6e2vRaIJzDqO+tZVLCIpUVLAcixHKpLq9l3fB/h3rASGCIiIiIyY42bwHD3JuCWiZ7Y3V8Hzp1MUDL1HnnrETqiHdxy1i28UPfCiL9tdnd+9vbPuGzVZZQvKB/y2uH2wwCsX7SeYCBIaSi+nGJHtIO/fv6vKcgr4Au//YVUAmNB7oL4/uXr2dOyh7ycPDZVbCKQE8jkxxQBJlZVMZFkRza5O3/82B9zw8YbUkmGox1Hx01gHAsfS43Ltp42GsINLClcwqIFiwCoKqri1MWn8mzNs/EkTmhmJ3FEREREZP4aN4FhZv8wwuY2YKu7/3TqQ5KpFo6G+fGbP+a3lv8WGxZtYOuRrUT7org7Zpbar7m7mW+88g36vZ8bTr1hyDk6oh0EA0GCgSAAhcH4qrqd0U4OdRwiP5APDPQTyM+NP19fvp7fHPoNAO9Y/Y7MflCRhMlMIZnotKrp1tXbRXuknYZwQ2rcDl+qeCTJ6SMQr8BoDDdyeuXpLCqIJzCqS6vZsGgDj+19DICKgvnX9FVEREREZod0ppDkA6cCDyWefxDYCfyBmb3L3f9bpoKTqfGTN39CuDfMLWfGC2lCgRAQv2FLJhpgYEWRkVYWGb46QW5OLgtyF9Aeaae1p5XcnFzcfcgUEmDIdJHTK06f4k8mMrLJTCGZ6T0wkuOyM9pJUTRRgdF5dNzjkg08V5aspKW7habuJioKKlhcsJi8nDzWlq/lnavfycL8hZSESlhXvi5zH0JERERE5CSkk8BYB1zh7jEAM/s68T4YVwE7MhibTIH2SDs/feunXLryUtYsXANAKDeewIj2RUdMYAxvzJl8bfjqBMXBYuo761ONOzujnXTH4hUYC/LiU0iSN0O5ObnqfSHTJhyNV1WMV4HR7/2ppNtsSmAkV/9JpwKjtq2WioIKlhUvY1fjLvq9n4rCCoKBIH93zd+xtGgpuTm5nL/s/IzGLyIiIiJystJJYCwHColPGyHxeJm795nZzK65Fh7e/TA9sR4+euZHU9tSFRixCIQG9k0mLkarwBje3K8oWERtW23qeVNX0wkVGEXBIpYXL2dh/sLU9BORTEsm0sarwEhOeYKZn8Boi8T/E9wZ7UxVjaRTgdHS3UJFQQWloVI6ovExnpwmUl1WnaFoRURERESmXjoJjL8GXjOzLYABlwP/28wKgV9lMDY5Sa09rfz87Z9zefXlrCpdldqerMAYPuc/eXMzUgKjI9LB8pLlQ7YVBYs40Hog9byxq/GEJp4An7/s86mkich0SLcCI9n/AmZBAqNnIIGRjDtZjTHWyiHJpZPL8stS2yoLKzMbrIiIiIhIBuSMt4O7fwu4BPhJ4ucyd/+mu4fd/bOZDlAm74e7fki0L8rNZ9w8ZHsymTD8hm14D4x+7+efX/5nDrUforO388QpJKFiHE89bww3ntDEE2B12Wqqiqum6FOJjC/dHhjJ/WDoeOiJ9XD3b+5OJQ1mglQFRm88aWHEG3zOjzAAABxvSURBVHkeaj/E9vrtPLHvCdx9xONKQiVDEhiLCxZPT9AiIiIiIlMonQoMgB7gKPGGnuvMbJ27P5u5sORkNXc18+ieR7lyzZUnVE4kp3JEYkMrMFI9MBKVGC3dLTy+73EqCyvpiHScsLzi4ISGYTR1NaVukgYnMESmW7qNOQcnMAaPh30t+3j64NNsXraZy6svz0yQE5Qcn+FomM5oJytKVlDXXsddW+5KVWRUFlZyztJzUsf0ez8dkQ7K8stSY7MoWJTqUSMiIiIiMpuMW4FhZv8P8CzwS+DLiT/vymxYcrIe3Pkg/d7PTWfcdMJro00hGZzAcPfUDd3hjsP09veO2AMD4hUdlYWVNIQbUr0HlMCQbEre0I87hSQ6MIVk8L7JsdEYbsxAdJOTHJ+O09jVyNqFa4F43J+68FPk5uTy6tFXhxzTEenAcUrzSynNLwW0TKqIiIiIzF7pVGDcCVwAvOju7zKzU4knMmSGagg38MT+J7jqlKtYUrTkhNeHNPEcJNnEM9YfozvWnbqJ2398P8CIU0gAFuYvZHHBYpq6mlKrGwRyAlP7oUTS5O5pTyFJJtxg6HhIVm40dTVlIMLJGTydJdoXZVHBIm4//3bWL1rPhkUbePrg07xa/yrVB6o52HqQj5/1cVp7WgEoyy9jYf5CQAkMEREREZm90klg9Lh7j5lhZiF3f9PMNmY8Mpm0H7zxAwA+csZHRnw9NYVklAoMiCczkjd0de11ACdMIUlWYCxcsJCKwgreaHiD1b2rVX0hWRXpi6R6s0ykAmPwdJPkd7+xa+ZVYCQV5hVy3YbrUs/PXXou33n9O/zTy/9Eb38vbzW9xYdP/zAApaGBCgw18BQRERGR2WrcKSTAITMrI97A80kz+ylwJLNhyWQd7TjKUwee4j3r3jNqo77UFJIRemAU5hWmHicTHLH+GHBiBUYqgZG/kIqCCpq7mwn3hskPKIEh2TO4r8Vkm3jOxCkkbZG2IdUThcHCIa+fW3UuALk5udx8xs3satrFy4dfBqA0v5TiYDFnVJzB2UvPnr6gRURERESm0LgVGO7+/sTDu8zsaaAUeDyjUcmk3f/G/eTm5HLjphtH3Sc1hWR4BUa0nerSat5qfov2SDt93jfk9dGaeJYvKKeysJJ+7+dw+2E1CJSsGq2vxUi6ervIsRzycvJGrMBo6p5BU0gibZy66NRUVcjwnjRrF67lrMqzuGLNFZy55Ezuf+N+3mh4A4hXYJgZf/Huv5j2uEVEREREpsqYFRhmlmNmbySfu/sz7v6Iu4/d2l+y4lD7IbYc3MJ166+jfEH5qPslKzAG37DF+mP0xHpYXhxfsaQj2nFChcbwG6ZUD4wFC1latBSA2vZaTSGRrEpWVeTn5qdVgVGQV0AoNzRiBUZ7pH3clUwgnjT52otfozPaeRKRD5VcEvWFuhf4zvbvxMfnoBWFktVSSWbGV6/8KleeciUVBRXk5+ZT216LYSckH0VEREREZqMxExju3g9sN7NV0xSPnIT7dtxHKDfEB0/74Jj7jdTEMzm/PnmDNHgKSdLwKSSLFiwiGAiysmRlKoER7YuyIFcVGJI9yQRGWahs3ORDuDdMQW4BwUBwyPd98NhIp5Hn68de56kDT6UqHkbzdvPbqcaa4+1340M3UtdWxwNvPMBDux4CYFnxstQ+w6eQDGZmrCheAUBJqIQcS2e2oIiIiIjIzJbOv2qrgJ1m9pSZPZL8Ge8gM1tpZk+b2W4z22lmd558uDKag60Hea72Oa7fcH2qWd9ozIy8nLwhN2zJBEZVURWGDWniCfHGn8nKjaTiUDH3vu9eLlpxEYsLFqduklSBIdmUXEK1NL+UmMfG3DdVgREYWoEx+HE6CYyGcAMAzV3No+7j7vzJf/5JqsnuWLYd2Ua0L8rDux9mf+v+1PaKggpyc+Iz/4ZXYAy3snQlEF+BRERERERkLkhnFZLJLpkaA/6Hu79iZsXANjN70t13TfJ8Mobvv/59CvIKuOHUG9Laf3jJfHIJ1dL8UoqCRbRH2inIK0i9Pnz6SFKyND1gASoLKqkP16sHhmRVd298adTSUClHOsbuN9zV20VhsJBwNDziFBJIr5HnsfAxAJq7R09gNHc30x3rHjcmgN1NuwH41YFfAXBm5ZnsaNiRGp+tPa1jVmAArCyJJzBKQ2MnNEVEREREZotxKzDc/RngIJCXePx/gVfSOO6ou7+SeNwB7AaWj32UTMbelr28ePhFbth4Q9pz3YOBID2xntTzZAVGSaiEklDJkCkkpaHSE6aPjCQ5jUQVGJJNgyswxp1CEg2P3AMjFqEkVAKkt5Tqsc54AiNZrZHsX+HuqcfJxEV9Zz0APbEeOqOduDsHWw/yh4/8IUc6juDuvN389pAmuZ+55DNcv+F61pWvoygvnkwcLamYlKzAGK8iS0RERERkthg3gWFmfwj8EPi3xKblxJdUTZuZrQbOBV6aWHiSju+//n2Kg8Vcv/H6tI8JBUJDpoh0ROMVGMXBYoqDxakmnrk5uVQVVaVVhq4EhswEndFODKM0VDruKiTdsW4K8uI9MIZXYBQHiykNlU6sAqOrmQd3PsgfP/bHuDt3PHoHD+x8ABhIYDSEG3ir6S0+/NCHuflHN3PfjvvYcnAL9eF6Ht/7OHXtdYR7w3xo04fIsRzOrzqf8gXl/OH5f0gwEKQoWERuTi55OXljxpSswNAUEhERERGZK9KZQnIHcCGJ5IO77zGzynTfwMyKgB8B/83d20d4/TbgNoBVq9QrdKLebHqTrUe3cuvZt45bUj5YKBAaUiafXD2hMFhIYbCQtp42In0RQoEQn/qtT2Fm455zSdESADXxnAHm87g63H6YJYVLCOWG6Pd++r1/1CaW4d54BUZntDNVhQTxHhihQIiykjLq2uvGfD93HzKFZHv9dmraanih7gXq2ut45uAz3HTGTakERp/38fTBp3GcdQvX8fi+x1P9LP7zwH+mEoEXLr+Q9YvWp1YGSioOFVOYVzjumFxatJSKggrWlK0Zcz8RERERkdkinSaekcHLpppZLuDpnNzM8ognL77v7g+PtI+73+Pum919c0VFRTqnlUG+//r3KQ2V8t4N753QccNL5rt7u8mxHEKBEIV5hXT1dhGJRQjlhlhZupIVJSvGPacqMGaO+TyuatpqqC6rTjW7HG0pVXeP98DIKzyxAiMWIRgIUl1aTW1bbWoaSFK/9/P0gafp6++jM9pJT6yHvJw8mrubqWmrAeC7r38XgEMdh2gINwzpffFC3QtUFlRy0xk30drTyuGOw5y39DzaIm18+7VvUxoqZVnxMs6oPIOFCxYOee9VpatYVTp+UiqQE+Bb13+Lq9ZelcZVExERERGZ+dJJYDxjZv8TWGBmVwEPAT8b7yCL/3rwW8Bud7/75MKUkbzR8AavHXuNGzfdOOGkwfApJOHecOq3ugV5BYR7w6kKjHQlExhq4inZEuuPcaTjCKtKVxEMBAFG7YPR299LrD/GgrwFI04hCeWGWFW6inBvmJbuliHH7mzYyd0v3s3WI1tTPS3Wl6+nJ9ZDW6QNgMMdh1OVFduObONw+2FOKTsFgOM9x1lbvpbzl52farJ5++bb2bhoIxsXbeRPL//TUSssbj37Vr56xVfTuh7pVE6JiIiIiMwW6SQwPg80AjuATwKPAn+SxnGXAh8HrjCz1xI/vzPpSGUId+d7r3+P8gXl/M76iV/WUO7QKSRdvV2pqR8FeQV0x7rjFRgTSGCsLlvNu9e8m7OXnD3heESmwuH2w/R5H9Wl1akeEaP1wejq7QJIVWAMHg/J7351WTVAqqoi6XjPcSC+fHFyCdVNFZtSry8tjCfzLq++nMqCSl4+/DL14XrOWnIWAQsAsK58Hbk5udy46UYuWXEJVcVV/M3Vf8NXrvgKGxdvHPUzmpkSEyIiIiIyL6XTA+N9wHfc/RsTObG7/xrQv7IzZPux7exs3Mknz/9k6jfNExEKDJ1CklxOEuJ9MKJ9Ubp6uwjlpp/AyM3J5c6L7pxwLCJTJZloqC6rZm/LXiBelTGSZAKjIK/ghPEwuAIDoKa1hvOqzku9frz7eOr98gLxRMmmik3xtZaA6zdezz2v3MM5S88hFAjxk7fifY9Xlq6ksrCSo51HWbtwLQA3nHpD2ssfi4iIiIjMZ+kkMK4HvmZmzwI/AH7p7iPfEci0SFZfLC5YzDVrr5nUOYKB4JApJF29XRTkFQADTThbultOmH8vMpPVtNaQYzksL15OTWs8mTHaFJJwNL7cakFeAXmBvBMSGMFAkJJQCQvzF1LbVjvk2NaeVgBq22oJBUIUB4tTy5YWBYu4bsN1LCpYxEUrLuKCZRfQ0t3Cs7XPsqZsDUsKl3C08yjrytdN+ecXEREREZnLxp1C4u6/B6wj3vvio8A+M/tmpgOT0W09spW3mt/iptNvSv32d6KGTyEJR8OpBEayEuN4z/EJTSERybbatlqWFS0jL5CXGhuDm3g2dzWnEhfdsW4g/n1PVmAkm3UmVyGBeNPM4VNIkgmMQ+2HeKX+Fc5achblC8oBqC6tJsdyuGTlJeRYDnmBPD5zyWe45733sH7RejYu3siasjWU5pdm8EqIiIiIiMw96fTAwN17gceIV2BsIz6tRLIgWX2xtHApV55y5aTPM3wZ1cEVGMnGg+He8ISmkIhkW3IFEmDEHhh3bbmLb7wSnw03uAIjOQ0ruW9yBR5gxJVIkgmMPu+jpbuFC5ZdQDAQpKqoig2LNpwQl5lRVVwFwC1n3sLfXfN3U/ehRURERETmiXETGGZ2rZndC+wFbgS+CVRlOC4ZxW8O/Yb9rfu56YybUstETkZyCknypqwr1pVKXAxeRWQy/TVEsiESi1DfWU91aSKBMUIFRn24nj3Ne4ChPTBSCYy+Xtx9yAo81WXVRPoiqWadEE9gJCsugFR/jL+9+m/52FkfGzNOMyOQEzipzyoiIiIiMh+lU4HxCeAnwAZ3v9XdH1UPjOxwd+7bcR/Li5fzztXvPKlzhXJDOE6sP4a7j1iBAWgKicwade11OJ5qvDm8qiLaF6Un1sPhjsPE+mMjJjAifZHU/oMrMGDoSiStkVbOqDgDw1hfvj7VK6Y4VKykn4iIiIhIhqTTA+Mmd/+Ju0cAzOxSM/vnzIcmwz1X+xw1bTV89MyPnvRvcJOJiSf3P0l7pJ1YfyyVwEj+CWgKicwayUabJ0whSVRgtPW0AfFpH4fbDxPuPXEKSbQvmmpumxwjyeacyaag7k5rTysVhRVcv/F6PnDaBzL+2UREREREJL1VSDCzc4g38PwwcAB4OJNByYn6+vu4b8d9VJdW89urfvukz1dZWAnA17d+naauJmCgeeeQBIYqMGSWqGmtITcnl6qi+Ay31BSSREVFsm8FxKspunq7CAaC5ObkphJ10b5oampWcltBXgEVBRWpCoyu3i5i/THK8su0/KmIiIiIyDQatQLDzDaY2f8ys93APwF1gLn7u9z9H6ctQgHgmZpnONxxmI+e+VHM7KTPd/HKi/nu+79Lfm4+B44fAAaWT1UFhsxGNW01rCxZmapOSlZgJJdHbYu0DezbWjNk2tRIFRiDp4IkG3nCQCKkNKRVREREREREptNYU0jeBK4EftfdL0skLfqmJywZLNYf4/4d93NK2SlcvOLiKTtvWX7ZkN8sJysw8gJ5qZs/VWDIbFHbVpvqfwEnNvFMTiHJz82ntq2Wrt6BxrWDExjJhMfg7351WTV17XX09fdxvOc4QKrvhYiIiIiITI+xEhgfBOqBp83sG2Z2JXDyv/qXCXtq/1PUh+v52Fkfm5Lqi8EWFyymsasRGFp5kXysCgyZDbp6u2jsakw13IQTl1FNVk6cXnF6agrJiBUYieWFB3/3V5WuItYf42jn0dR5yvLLMvypRERERERksFETGO7+Y3f/CHAqsAX478ASM/u6mV09TfHNe719vfxg5w/YuGgjm5dtnvLzLy5YnHo8YgJDFRgyCwxv4AkjVGBE2ggFQmxctJH6znqOdx9Pfc+LgkXxfXraTmjiCYNWImmtUQJDRERERCRL0lmFJOzu33f39wIrgNeAz2c8MgHgiX1P0NTVlJHqC4CKgorU48EJjOGl9SIzWSqBMU4FRmmolFWlq3Ccg20HU9/5qqIqciyH2rba1BSSwd/9laUrMYzatlpae1oxjJJQybR8NhERERERiRs3gTGYu7e4+7+5+xWZCkgGRPuiPLjrQU6vOJ2zl5ydkfcYXIGRTFqAppDI7FLTWkMoEEqtrgMj98AozS9NVWn0e3/qe54XyGN58XJq2mpSU0jyc/NT5woGglQVVVHTVsORjiMsKlhEjk3oP58iIiIiInKS9C/wGeyxPY/R0t2SseoLgIrCgQqMBXkLUo81hURmk5q2GlaVrhoyTnIsh4AFhlRglOWXUVVUlVoqdXDVUXKlkdQUkmHJu1Wlq6hprWF3025OXXRqpj+SiIiIiIgMowTGDNUT6+GhXQ9x9pKzOaPyjIy9T7ICIxgIpm7qYGBFElVgyGxQ01YzZPpIUl4gLzUlpD3aTmmolEBOgJUlK4GhVUfVZdXUd9bTHmkHTkzeVZdVc7jjME1dTWyq2JSpjyIiIiIiIqPIWALDzP7dzBrM7I1Mvcdc9vO3f05bpI2PnfWxjL5PMoEx+EYOOGF1BpGZqj3STmtP65AGnkl5OXn09vXi7qkKDBjolTG4AiPZG2Nvy17gxO9+dWk1jgNw6mJVYIiIiIiITLdMVmDcC1ybwfPPWV29XTy8+2HOrzo/4zdK+bn5FAeLh9zIgaaQyOyRbOC5qnTVCa/lBfLo7e+lq7eLWH8s1Xgzue/wKSQAe1r2ACcmMJLHhAIh1ixcM8WfQkRERERExpM7/i6T4+7PmtnqTJ1/LnvkrUfoiHZkvPoiaXHB4iHTR2CgIkNTSCTbnqt5jv888J+jvt7c3Qww8hSSnDy2Hd3Gsc5jwMDSp8lqjeRUKYClRUvJy8njaOdRcnNyCeQEhpxreclyAhZgw6INJ4wXERERERHJvKz/K9zMbgNuA1i16sTfoM5HkViEy1ZexrryddPyfu9Z955UaXzSuVXncmXblakbPpld5tK4ivRFaIu0jfp6bk4u76h+B+ULyk947Z2r38krR1+hO9bN6RWnp3pXnF5xOpeuvJTTFp+W2jeQE+C9G97LGw1vsHbh2hHf5/2nvp/1i9ZPwacSEREREZGJMncff6/JnjxegfFzd0+rC+XmzZt969atGYtnNnH3jK08IpM2K/9CNK5kFpiVY0tEREREppdWIZmhlLwQERERERERGaAEhoiIiIiIiIjMeJlcRvV+4DfARjM7ZGZ/kKn3EhEREREREZG5LZOrkNycqXOLiIiIiIiIyPyiKSQiIiIiIiIiMuMpgSEiIiIiIiIiM15Gl1GdKDNrBGomcehioGmKw5mNdB0GZOJaNLn7tVN8zow7iXEF+k4l6ToM0NgSERERkayYUQmMyTKzre6+OdtxZJuuwwBdi6mh6xin6zBA10JEREREskVTSERERERERERkxlMCQ0RERERERERmvLmSwLgn2wHMELoOA3QtpoauY5yuwwBdCxERERHJijnRA0NERERERERE5ra5UoEhIiIiIiIiInOYEhgiIiIiIiIiMuPNyASGmf27mTWY2RuDtp1tZr8xsx1m9jMzKxn02hfMbK+ZvWVm1wzafm1i214z+/x0f46pMJFrYWarzazbzF5L/PzroGPOT+y/18z+wcwsG59nssxspZk9bWa7zWynmd2Z2F5uZk+a2Z7EnwsT2y3xOfea2etmdt6gc92a2H+Pmd2arc+UDRpbAzS24jS2RERERGS2mJEJDOBe4Nph274JfN7dzwR+DHwWwMw2ATcBpyeO+RczC5hZAPhn4D3AJuDmxL6zzb2keS0S9rn7OYmf2wdt/zpwG7A+8TP8nDNdDPgf7n4acBFwR+Lv8/PAU+6+Hngq8Rzif+/Jz3ob8c+PmZUDXwJ+C7gQ+FLyxmyeuBeNraR70dgCjS0RERERmSVmZALD3Z8FWoZt3gg8m3j8JPDBxOP3AT9w94i7HwD2Ev/H84XAXnff7+5R4AeJfWeVCV6LEZlZFVDi7r/xeNfW7wA3THWsmeTuR939lcTjDmA3sJz43+l/JHb7DwY+1/uA73jci0BZ4jpcAzzp7i3ufpz49ZttN5yTprE1QGMrTmNLRERERGaLGZnAGMUbwPWJxx8CViYeLwfqBu13KLFttO1zwWjXAmCNmb1qZs+Y2W8nti0n/vmTZvW1MLPVwLnAS8ASdz8K8RsxoDKx23z8XkyWxtYAjS2NLRERERGZoWZTAuP3iZc2bwOKgWhi+0jzzX2M7XPBaNfiKLDK3c8FPg3cl5jDP2euhZkVAT8C/pu7t4+16wjb5vr3YrI0tgZobGlsiYiIiMgMlZvtANLl7m8CVwOY2QbgusRLhxj6W9IVwJHE49G2z2qjXQt3jwCRxONtZrYP2ED8Gq0YdIpZeS3MLI/4Ddb33f3hxOZjZlbl7kcTZewNie2jfS8OAe8ctn1LJuOe6TS2BmhsaWyJiIiIyMw1ayowzKwy8WcO8CdAchWAR4CbzCxkZmuIN5Z7Gfi/wHozW2NmQeLNCB+Z/sin3mjXwswqEg0WMbNTiF+L/Yny7w4zuyixQsJ/AX6aleAnKRH3t4Dd7n73oJceAZKrHdzKwOd6BPgviRUTLgLaEtfhl8DVZrYw0WDw6sS2eUtja4DGlsaWiIiIiMxcM7ICw8zuJ/6bvMVmdoh4Z/siM7sjscvDwLcB3H2nmT0I7CLeTf8Od+9LnOePiP8DOgD8u7vvnNYPMgUmci2Ay4E/M7MY0Afc7u7JJoX/L/FVFxYAjyV+ZpNLgY8DO8zstcS2/wn8JfCgmf0BUEu8bwHAo8DvEG882QX8HoC7t5jZnxO/CQf4s0HXaM7T2BqgsZWisSUiIiIis4LFG+eLiIiIiIiIiMxcs2YKiYiIiIiIiIjMX0pgiIiIiIiIiMiMpwSGiIiIiIiIiMx4SmCIiIiIiIiIyIynBIaIiIiIiIiIzHhKYMwiFvdrM3vPoG0fNrPHsxmXyGynsSUiIiIiMvNpGdVZxszOAB4CzgUCwGvAte6+7yTOmevusSkKUWRW0tgSEREREZnZlMCYhczsr4EwUAh0uPufm9mtwB1AEHgB+CN37zeze4DzgAXAA+7+Z4lzHAL+DbgW+Jq7P5SFjyIyo2hsiYiIiIjMXLnZDkAm5cvAK0AU2Jz4zfH7gUvcPZa4sboJuA/4vLu3mFku8LSZ/dDddyXOE3b3S7PxAURmKI0tEREREZEZSgmMWcjdw2b2ANDp7hEzezdwAbDVzCD+G+G6xO43m9kfEP+7XgZsApI3WQ9Mb+QiM5vGloiIiIjIzKUExuzVn/gBMODf3f1PB+9gZuuBO4EL3b3VzL4H5A/aJTwtkYrMLhpbIiIiIiIzkFYhmRt+BXzYzBYDmNkiM1sFlAAdQLuZVQHXZDFGkdlIY0tEREREZIZQBcYc4O47zOzLwK/MLAfoBW4HthIvaX8D2A88n70oRWYfjS0RERERkZlDq5CIiIiIiIiIyIynKSQiIiIiIiIiMuMpgSEiIiIiIiIiM54SGCIiIiIiIiIy4ymBISIiIiIiIiIznhIYIiIiIiIiIjLjKYEhIiIiIiIiIjOeEhgiIiIiIiIiMuP9/1aIyclVPey9AAAAAElFTkSuQmCC\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l1_bio_sframe.groupby([\"Year\", \"L1 Field\"], {\"Average Number of Authors\": agg.AVG(\"Authors Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L1 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L1 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Number of Authors\", alpha=.7,color='g').set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l2_gen_sframe.groupby([\"Year\", \"L2 Field\"], {\"Average Number of Authors\": agg.AVG(\"Authors Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L2 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L2 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Number of Authors\", alpha=.7, color=\"orange\").set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also observe a wide diversity in the average number of authors in various Biology subfields." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Number of References over Time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's calculate the average number of references in the L0 research fields, and in the Biology subfields." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l0_sf.groupby([\"Year\", \"L0 Field\"], {\"Average References Number\": agg.AVG(\"Ref Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L0 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L0 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average References Number\", alpha=.7).set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems that across all the research fields the average number of references per paper has increased sharply in recent years. However, there are research fields, such as Biology, in which the average number of references is above 30, while in other fields, such as Mathematics, the average number of references is about 20. Let's observe what the average number of references is in Biology subfields:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l1_bio_sframe.groupby([\"Year\", \"L1 Field\"], {\"Average References Number\": agg.AVG(\"Ref Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L1 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L1 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average References Number\", alpha=.7, color=\"g\").set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in previous results, we can observe that the average number of references has considerably increased over all the Biology subfields. However, while papers in some subfields increased to over 40 references, papers in other subfields had many fewer references." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "g = l2_gen_sframe.groupby([\"Year\", \"L2 Field\"], {\"Average References Number\": agg.AVG(\"Ref Number\")})\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L2 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L2 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average References Number\", alpha=.7,color=\"orange\").set_titles(\"{col_name}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 Number of Citations over Time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's calculate the average and median number of citationsin the L0 research fields, and in the Biology subfields." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "def citations_after_years(citations_dict, year, after_years=5):\n", " if citations_dict is None:\n", " return 0\n", " l = [v for k,v in citations_dict.iteritems() if (int(k) <= (year + after_years))] # it is about 5-6 years \n", " if len(l) == 0:\n", " return 0\n", " return max(l)\n", "\n", "l0_sf['Total Ciations After 5 Years'] = l0_sf.apply(lambda r: citations_after_years(r['Total Citations by Year'],\n", " r[\"Year\"], 5))\n", "\n", "\n", "g = l0_sf.groupby([\"Year\", \"L0 Field\"], {\"Average Citations after 5 Years\": agg.AVG('Total Ciations After 5 Years'), \n", " \"Citations after 5 Years List\": agg.CONCAT('Total Ciations After 5 Years')})\n", "g[\"Median Citations after 5 Years\"] = g[\"Citations after 5 Years List\"].apply(lambda l: np.median(l))\n", "g = g.remove_column(\"Citations after 5 Years List\")\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L0 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L0 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Median Citations after 5 Years\", alpha=.7).set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "c = sns.FacetGrid(df, col=\"L0 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Citations after 5 Years\", alpha=.7).set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "l1_bio_sframe['Total Ciations After 5 Years'] = l1_bio_sframe.apply(lambda r: citations_after_years(r['Total Citations by Year'],\n", " r[\"Year\"], 5))\n", "\n", "g = l1_bio_sframe.groupby([\"Year\", \"L1 Field\"], {\"Average Citations after 5 Years\": agg.AVG('Total Ciations After 5 Years'),\n", " \"Citations after 5 Years List\": agg.CONCAT('Total Ciations After 5 Years')\n", " })\n", "g[\"Median Citations after 5 Years\"] = g[\"Citations after 5 Years List\"].apply(lambda l: np.median(l))\n", "g = g.remove_column(\"Citations after 5 Years List\")\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L1 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L1 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Citations after 5 Years\", alpha=.7,color=\"g\").set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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FRERERERERKIukgLGVjNLBRzAzC4BNkU1KhERERERERGREiK5C8n/AaOBbmb2LbAR+GFUoxIRERERERERKaHcAoaZdXD3b919JTAkuJWquXvWoQtPRERERERERKTiISRTzeweM4sDcPftKl6IiIiIiIiISE2oqIDRF2gJzDGzQYcoHhERERERERGR/ZQ7hMTddwK3m9kJhHpjrCN0K1ULvey9DlGMIiIiIiIiInKUq3ASTzMbAjwDPA/8jVABQ0RERERERETkkKpoEs//AG2Bq9190aELSURERERERESktIp6YEx1938dTONmlgbsBAqBAnfvb2ZNgTeAFCANuNLdMw/mPCIiIiIiIiJyZCt3Es+DLV6UMNjd+7h7/+D5PYSKI52BqcFzEREREREREZFyVXQXkmi5GBgTrI8BLqmBGERERERERETkMBLtAoYDH5nZHDO7JdjW0t03AgSPLco60MxuMbPZZjY7IyMjymGKHPmUUyLVT3klUv2UVyLVSzklR5KICxhmlmpml5pZtwNof6C79wPOBX5uZoMiPdDdR7l7f3fvn5ycfACnFJGyKKdEqp/ySqT6Ka9EqpdySo4k5RYwzGx8ifWLgY+BC4EJZnZDJI27+4bgMR14GxgAbDaz1kG7rYH0qgYvIiIiIiIiIkeHinpgdCixfjcwxN1HAAOB2ytr2Mzqm1nD4nVgGLAYeAcYHuw2HJhQhbhFRERERERE5ChS0W1UveR+7r4GwN23mFlRBG23BN42s+LzvO7uH5rZV8CbZnYT8B1wRdVCFxEREREREZGjRUUFjN5mtgMwoI6ZtXL3TWaWAMRW1rC7rwZ6l7F9KzC0qgGLiIiIiIiIyNGn3AKGu5dXpKgH/Dg64YiIiIiIiIiI7K+iHhhlcvcs4IsoxCIiIiIiIiIiUqaIb6MqIiIiIiIiIlJTVMAQERERERERkVqvwgKGmcWa2auHKhgRERERERERkbJUWMBw90IgObjziIiIiIiIiIhIjYhkEs80YIaZvQNkF29096ejFZSIiIiIiIiISEmRFDA2BEsM0DC64YiIiIiIiIiI7K/SAoa7PwhgZvXdPbuy/UVEREREREREqluldyExs5PNbAmwNHje28z+HvXIREREREREREQCkdxG9c/A2cBWAHdfAAyKZlAiIiIiIiIiIiVFUsDA3dfus6kwCrGIiIiIiIiIiJQpkkk815rZKYAHt1P9BcFwEhERERERERGRQyGSHhg/AX4OtAXWAX2An0UzKBERERERERGRkiLpgdHV3a8pucHMBgIzohOSiIiIiIiIiEhpkfTA+EuE28pkZrFmNs/MJgbPU81slpl9Y2ZvBMNSRERERERERETKVW4PDDM7GTgFSDazO0q81AiIPYBz3EZozoxGwfMngD+5+3/M7DngJuAfBxS1iIiIiIiIiBxVKuqBkQA0IFTkaFhi2QFcHknjZtYOOB94PnhuwBBgbLDLGOCSqgQuIiIiIiIiIkePiubAuNndrzOz7e7+5yq2/2dgJKHCB0AzIMvdC4Ln6whNDrofM7sFuAWgffv2VTy9iBRTTolUP+WVSPVTXolUL+WUHEkq6oFxgpl1AEaYWRMza1pyqaxhM7sASHf3OSU3l7Grl3W8u49y9/7u3j85Obmy04lIJZRTItVPeSVS/ZRXItVLOSVHkop6YDwHfAh0BOZQuvjgwfaKDAQuMrPzgERCc2D8GWhsZnFBL4x2wIYqxi4iIiIiIiIiR4lye2C4+7Pu3h14wd07untqiaWy4gXu/mt3b+fuKcAPgY+D27FOY+8cGsOBCQf/Y4iIiIiIiIjIkazS26i6+08BzKyFmbUvXg7inHcDd5jZSkJzYow+iLZERERERERE5ChQ0RASAMzsQuBpoA2QDnQgdFvUHpGexN2nA9OD9dXAgAMPVURERERERESOVpX2wAAeAU4CVrh7KjAUmBHVqERERERERERESoikgJHv7luBGDOLcfdpQJ8oxyUiIiIiIiIiElbpEBIgy8waAJ8Cr5lZOlAQ3bBERERERERERPaKpAfGxcBu4HZCt1VdBVwYzaBEREREREREREqqtAeGu2cHq0XAmOiGIyIiIiIiIiKyv0h6YIiIiIiIiIiI1CgVMERERERERESk1jugAoaZNTGzXtEKRkRERERERESkLJUWMMxsupk1MrOmwALgRTN7OvqhiYiIiIiIiIiERNIDI8nddwCXAi+6+wnAmdENS0RERERERERkr0gKGHFm1hq4EpgY5XhERERERERERPYTSQHjIWASsNLdvzKzjsA30Q1LRERERERERGSvuMp2cPf/Av8t8Xw1cFk0gxIRERERERERKanSAoaZJQM/AlJK7u/uN0YvLBERERERERGRvSotYAATgM+AKUBhdMMREREREREREdlfJAWMeu5+94E2bGaJwKdAneA8Y939d2aWCvwHaArMBa5z97wDbV9EREREREREjh6RTOI50czOq0LbucAQd+8N9AHOMbOTgCeAP7l7ZyATuKkKbYuIiIiIiIjIUSSSAsZthIoYOWa2M1h2VHaQh+wKnsYHiwNDgLHB9jHAJVWIW0RERERERESOIpHchaRhVRs3s1hgDnAs8DdgFZDl7gXBLuuAtlVtX0RERERERESODpHMgYGZXQQMCp5Od/eJkRzn7oVAHzNrDLwNdC9rt3LOeQtwC0D79u0jOZ2IVEA5JVL9lFci1U95JVK9lFNyJKl0CImZPU5oGMmSYLkt2BYxd88CpgMnAY3NrLhw0g7YUM4xo9y9v7v3T05OPpDTiUgZlFMi1U95JVL9lFci1Us5JUeSSObAOA84y91fcPcXgHOCbRUys+Sg5wVmVhc4E1gKTAMuD3YbTug2rSIiIiIiIiIi5YpoCAnQGNgWrCdFeExrYEwwD0YM8Ka7TzSzJcB/zOwRYB4w+kACFhEREREREZGjTyQFjMeAeWY2DTBCc2H8urKD3H0h0LeM7auBAQcYp4iIiIiIiIgcxSK5C8m/zWw6cCKhAsbd7r4p2oGJiIiIiIiIiBQrdw4MM+sWPPYjNBxkHbAWaBNsExERERERERE5JCrqgXEHodvt/LGM1xwYEpWIRERERERERET2UW4Bw91vCVbPdfeckq+ZWWJUoxIRERERERERKSGS26h+HuE2EREREREREZGoKLcHhpm1AtoCdc2sL6EJPAEaAfUOQWwiIiIiIiIiIkDFc2CcDdwAtAOeLrF9J/CbKMYkIiIiIiIiIlJKRXNgjAHGmNll7j7uEMYkIiIiIiIiIlJKRT0wAHD3cWZ2PtADSCyx/aFoBiYiIiIiIiIiUqzSSTzN7DngB8CthObBuALoEOW4RERERERERETCIrkLySnufj2Q6e4PAicDx0Q3LBERERERERGRvSIpYOwJHnebWRsgH0iNXkgiIiIiIiIiIqVVOgcGMNHMGgNPAXMBB56PalQiIiIiIiIiIiVEUsB40t1zgXFmNpHQRJ450Q1LRERERERERGSvSIaQfFG84u657r695DYRERERERERkWgrtweGmbUC2gJ1zawvoTuQADQC6h2C2EREREREREREgIqHkJwN3AC0A54usX0n8JvKGjazY4CXgVZAETDK3Z8xs6bAG0AKkAZc6e6ZVYhdRERERERERI4S5RYw3H0MMMbMLnP3cVVouwC4093nmllDYI6ZTSZUFJnq7o+b2T3APcDdVWhfRERERERERI4SFQ0hudbdXwVSzOyOfV9396fLOKzk6xuBjcH6TjNbSmhIysXAGcFuY4DpqIAhIiIiIiIiIhWoaBLP+sFjA6BhGUvEzCwF6AvMAloGxY3iIkeLco65xcxmm9nsjIyMAzmdiJRBOSVS/ZRXItVPeSVSvZRTciQxd4/uCcwaAJ8Aj7r7W2aW5e6NS7ye6e5NKmqjf//+Pnv27KjGKVJFVvkutY9ySmqxwzKnQHkltZrySqT6HZZ5pZySWiyinCq3B4aZPWlmPylj++1m9kREEZjFA+OA19z9rWDzZjNrHbzeGkiPpC0REREREREROXpVNITkAmBUGdufAc6vrGEzM2A0sHSf+TLeAYYH68OBCZGFKiIiIiIiIiJHq4puo+ruXlTGxqKgOFGZgcB1wCIzmx9s+w3wOPCmmd0EfAdccYAxi4iIiIiIiMhRpqICxm4z6+zu35TcaGadgT2VNezu/6P8cSxDIw9RRERERERERI52FQ0huR/4wMxuMLPjg2UE8F7wmoiIiIiIHKGmrp7K4vTFNR2GiEhYuT0w3P0DM7sEuAu4Ndi8GLjM3RcdiuBERERERKRmvLboNbo170bPFj1rOhQREaDiISS4+2L2TrgpIiIiIiJHiZyCHPIK82o6DBGRsIqGkIiIiIiIyFEqtzCX3ILcmg5DRCRMBQwRERERESmlyIvIK8wjt1AFDBGpPVTAEBERERGRUoqHjmgIiYjUJhXOgQFgZsnAj4CUkvu7+43RC0tERERERGpKTkEOoAKGiNQulRYwgAnAZ8AUoDC64YiIiIiISE0rLmBoDgwRqU0iKWDUc/e7ox6JiIiIiIjUCuEChubAEJFaJJI5MCaa2XlRj0RERERERGqF4p4XGkIiIrVJJAWM2wgVMfaY2Q4z22lmO6IdmIiIiIiI1IzinhfqgSEitUmlQ0jcveGhCERERERERGqH4iEkRV5EQVEBcTGRjDwXEYmuiP4nMrMmQGcgsXibu38araBERERERKTmFBcwIDSMRAUMEakNIrmN6s2EhpG0A+YDJwFfAEOiG5qIiIiIiNSEkncfyS3IpV58vRqMRkQkJNI5ME4EvnX3wUBfICOqUYmIiIiISI3ZtweGiEhtEEkBI8fdcwDMrI67LwO6VnaQmb1gZulmtrjEtqZmNtnMvgkem1Q9dBERERERiYaSk3eqgCEitUUkBYx1ZtYYGA9MNrMJwIYIjnsJOGefbfcAU929MzA1eC4iIiIiIrVIqSEkuhOJiNQSkdyF5PvB6gNmNg1IAj6M4LhPzSxln80XA2cE62OA6cDdkYUqIiIiIiKHQskhJCWLGSIiNancHhhm1ih4bFq8AIuA/wENqni+lu6+ESB4bFHB+W8xs9lmNjsjQ1NuiBws5ZRI9VNeiVQ/5VXtoDkwjhzKKTmSVDSE5PXgcQ4wO3icU+J5VLn7KHfv7+79k5OTo306kSOeckqk+imvpKZs2b2FIi+q6TCiQnlVO2gOjCOHcurwsCtvF1k5WTUdRq1XbgHD3S8IHlPdvWPwWLx0rOL5NptZa4DgMb2K7YhEhbvXdAgiIiIVWr9jPT9690f8c/Y/azoUOYLlFuQSa7Ghdc2BIRJ1//jqHzz0yUM1HUatV9EQkn4VLVU83zvA8GB9ODChiu2IVLuPVn3EiAkj9C2DiIjUai8veJmCogI+XPUha7evrelw5AiVU5BDwzoNAc2BIXIobNy1kdWZq8kvzK/pUGq1iibx/GPwmAj0BxYABvQCZgGnVtSwmf2b0ISdzc1sHfA74HHgTTO7CfgOuOJgghepTu8uf5ete7ayJnMNXZtXeqdgERGRqCjyIv4888+s2LqizNfX71zPhV0uZMrqKdwz9R4aJjTk0SGP0qxes0McqRzJcgpyaJTQiKycLH25IxLIK8zj8f89zog+Izgm6ZhqbTsrJ4tCL2TtjrV0bFLVAQ9HvnILGO4+GMDM/gPc4u6Lguc9gV9V1rC7X1XOS0OrEKdIVKVlpZG2PQ2AZVuWqYAhIiI1ZtqaaUxLm8YJrU+gXny9/V7v36Y/1/a6ln6t+/Hxmo8BiIup9MZyIgckpyCHpMQk2KEhJCLFNuzcwFcbvqJ/m/7VWsBwdzJzMoHQ5xIVMMoXybtdt+LiBYC7LzazPlGMSeSQm7ZmGrEWS4OEBizfupw1mWtYkrEEM+O8zufVdHgiInKUyCvM49VFr3Jsk2P53em/w8zK3bd/m/70b9P/EEYnR5PcwlxaJbQCNImnSLFdebsA2JG746DaWZKxhLYN24aKhMDu/N0UFBUAsCZzDaQeXJxHskgKGEvN7HngVcCBa4GlUY1K5BDalbeLyasnc2KbE4mLiWNR+iJmb5jNnoI9GCpgiIjIoTNxxUS27N7C7SfdXmHxQiTacgsAuoQ4AAAgAElEQVRzqRtfl7iYOM2BIRLYmbsTOLgCRl5hHvd+fC/ndz6fm/vdDFDq7iNrstYcXJBHuEgKGCOAnwK3Bc8/Bf4RtYhEDrGxS8ayK28XVx9/NQs2L+B/a/9HjMXw9LCnaVG/RU2HJyIiR4mduTt58+s3OaH1CfRq2aumw5GjXE5BDolxidSJraMhJCKB6uiBsXb7WgqKCli1bVV4W/HwkeR6yazJWoO7q4hdjkoLGO6eY2bPAe+7+/JDEJNI1D0761lyC3IZ0XcE7yx/h8Epg0ltkkpOQQ4AZ3c6m87NOtdwlCKHp4krJjJqzigcxzCu7XUtvVv25k8z/8TIgSM1rlNkHwVFBfz249/ydcbXGMYNfW6o6ZBEyC3IJTEukYTYBA0hEQlEWsB4YPoD9GrZi0u7X7rfa8U9LEoWKop7YPRt1ZePVn/Epl2bGLtkLB+t/oimdZvy3PnPUTe+brgNd+ehTx6idcPW3HLCLRHF/pupv+HkdidzYdcLI9o/UtPWTOPNr9/kD8P+QP2E+tXadlnKvY1qMTO7CJgPfBg872Nm70Q7MJFoyS/M55NvP+HT7z7l0U8fBeCaXtcA0K15N24dcCvDew+vqAkRqcD0tOm0atCKH/b4Ice3OJ5/L/43f/nyL6zfuZ7n5z6Pu9d0iCK1yuRVk/k642vOO/Y87ht0HymNU2o6JDnKFXkR+UX5KmCI7COSAsae/D3M2TiHGd/NKPP1NZmhAkZ2fjZbdm8BIHNPqAfG+V3OJyE2gSdnPMlHqz+ic9PObNuzjdWZq0u1MXPdTGZvnM2kVZPYk7+n0rh35O5gUfoiPl/7eeU/5AH65NtPWLdzHeOWjqv2tstSaQGD0O1PBwBZAO4+H0iJYkwi1cbdeW/Fe2zatSm8bemWpeQV5hEXE8fKzJVc0OWC8FARM2NYp2GHpHoociTJK8xj4oqJbN61mRVbV3B6h9O5ptc13HnKncRYDN9u/5aeyT1ZlL6IORvn1HS4coB25e1i/LLxtbb4tHDzQhZsWlDTYVRJTkEOry9+nZ7JPflJ/59wYtsTazokkXCP1DqxdUiITWBX3i7GLhkbHv9/OCiOOb8wP7zN3Xl3+bukZ6eX2nf+pvmMmjOq1DJp5aRDHbIcBiIpYHy7/VsAVmetLrP4l5aVRkJsQngdQnNgGEZK4xQu6nIRKzNX0rxec+465a5S+wEUFhUyZsEYGiY0JK8wL1yUmLluJt9s/abUuVZnrmbq6qnh47/Z9g2FRYVlxv3u8ncZNWdUpUWOLbu38MK8Fxgzfwxbdm9hUfoi4mLimLB8Av+c/U9GzRnF5FWTSx2TnZfN0188zcadGytsOxKRFDAK3H37QZ9JpAZk7M7guTnP8eysZ8MX3vM2ziPWYrn9pNs5rvlxXNnjyhqOUuTw987yd/jnnH9y/7T7cZy+rfsC0LRuU27scyMntjmRBwc/SJsGbViaoXmgDzcfrvyQ0fNG7/cNUG0xZv4Y/jH78Jye662lb5GVk8UNfW7QeGepcRt2bmDt9rV7CxhxdUiMS2TepnmMWTCGZ2Y9U62FzJXbVobPVd0mr5rMmAVjeO+b98Lb1u5Yy6i5o/jLrL+Et23bs41HPn2ESasmMS1tWnhZlL6orGblKLczr/JJPIt7WBQUFYTXi7k7a7LW8L223wvtGwwnycrJIikxiRiL4fLjLqdHcg9+fMKPadWgFQ0TGpaa2HN15mrW71zPzf1upnWD1ny85mPW71jPY/97jEc+eyQ86W5hUSFPzXiKZ2Y9w+L0xUBoct7iAktJ6dnpjJo7iokrJvLXL/9aYZ4/M/MZJiyfwLil47h36r3kFeZxc9+baVW/FdO/nc6U1VN49stnWbh5YfiYcUvHMS1tGrvzd5f/y41QJJN4Ljazq4FYM+sM/AKo/r4nctTKL8zHzKJyD/vlW0LTthR/69u/TX/mbZpH9+bdGdRhEIM6DKr2c4ocDXILcqkTV4e8wjzW71jP2CVjSYhNYMOuDdSNq0uXZl3C+57f5XzO73I+AM+c+wyJcYk1FbZU0byN84DQBU6npp0O6blzCnJIiE0gxsr/zmXLni1s27ONXXm7aJDQ4BBGV5q7szt/d0S9+PIK8/hu+3e8vextBh4zkK7Nux6CCEUq9thnj5G2PY1uzboBhIeQFN/ecdb6Wbz/zfvh/9MjUVBUQJEXhb9xLrZ+x3rumHQHHZt05MEzHgzfTrK6zN80H4A3vn6DPq360LZh2/D/ZfM3z+fTbz/l2KbH8ubXb1Lohfz9vL/TumHrao1BjjzFPTByC3PD10IQui6Kj40nxmJIy0ojPiae/KJ8lm1ZFv7/vciLWLF1BTvzdnJc8nGs2LoiXODIzMmkSWITAOon1OfxMx8PnzOlcQppWWnkFeZhWLg3Rbfm3Tiz45m8svAV7p92P7EWy7Y925iwfAJX9riSKaunsG7nOgDe/+b9cEzLtyynY5OO7MnfQ2ZOJs3rNQ/nxhXHXcGbS95kVeYqjml0TPjnK/7Z526cy/zN87m5783szNvJG1+/QVxMHEM7Dg3/v5BXmMdPJv6EF+e9yF0D7yI7L5sJyydweofTq+UaIpIeGLcCPYBc4N/ADuCXB31mkcBDnzzEs7OejUrby7cuJyE2gdYNWvPS/JdYt2MdqzJXhb8dFpED98biNxg+fjgbd27kzkl38osPf8Hu/N08cPoD1I2rS++WvcstSKp4cfjJKchhyZYlAPt1u462vMI8bn7nZiYsm1DuPgVFBeGxwyu2rjhUoZVpyuopXD/+etbvWF/hfnmFefzig19w+6TbyS/M5/re1x+iCOVokp2XfUD7uzsbdm2gY+OObMoODb1tVKdRuPCQXC+Z/q37M3re6FLd2Svzl1l/4cHpD+63fe7GuTjOd9u/45lZzxxQrJXJK8xjccZi+rTsQ3ZeNrd+cCu/+uhXzN4wm9YNWtOyfkue+vwpfjzxx0xdM5Vzjz1XxQuJSHEBA/b2xsgrzOO2D2/j9g9vJysnizVZa+jSrAvJ9ZJZvnXvPTBemPcCd00ODQnp1KQTqY1Twz0bs3KyaJzYuMxzpjZOJS0rjXum3MMTM54gLSuNOrF1aNWgFZd2v5QhKUNI353OlT2u5Httv8fYJWNJz07n9cWv07VZV+rG1WV77nZ6JPcgqU4Sy7cuZ0fuDm6ZeAs/nvhjbvvgNr5c/yXN6zUPT/A5aeUkho8fztglY4FQwXHEhBE89flTtKjXgvM6n8el3S8lqU4S3Zt3L3V9lxCbwHW9rmNl5kp+PPHH3PHRHRR5Edf1uq5a/g0iuQvJbuDeYBGpVoVFhSzZsoSkOtVbdS+2bMsyjm1yLBd2vZAnZjzBfdPuIzEukWGdhkXlfCJHuq27t/LmkjfJK8zjNx//hi27t3Bdr+s4ofUJdGraiT8O+6PmkDnCfJ3+dfjb14zdGVE/3/3T7qdvq758v/v3WZqxlO2525m3aR7f7/79MvfPysnCCXV1Xb5lOf1a94t6jOWZuW4meYV5vLzgZX592q/L3e+9Fe+xfud6buh9A/1a96NNwzaHMEo5Gmzbs407P7qTYR2H8cOeP4xoeNKO3B3kFeZxZsczOfvYs1m2ZRk9W/Tkw5UfAtCxSUduHXArt35wK4999hiPDn2U5vWaV9ru4vTFZOZkUlhUSGxMbHj7/E3zad2gNQPaDuCDlR+QV5i3Xy+NqlqSsYS8wjwu6noRw/sMZ/aG2by26DUALuh8AVf0uCLcvT0hNoEBbQdUy3nlyLcrb1f41sI7cnfQvF7z8P/p8THxjJw8ksycTIamDqVJYpNwb3AIDf1o17AdI/qOoFvzbnRu1pmZ62eyM3cnWTlZtGvUrsxzpjROIbcwl2+2fUN8TDwdm3QkpXEKMRZDjMXwy5N+ybBOw+jWvBsbdm7g5+//nLun3M22Pdu4Z+A9jFs6jlnrZ5HaJJWE2ATmbZrH6Lmj2Z6znR/0+AFvfP0G63au48zUM2mc2JjUxql8uCqU9298/QZDUocwZsEYAG4/6Xb6tOpDfGw88bHxPHHmE6V6aRQ7I+UMmtRtEr67SkrjFFo2aFkt/wblFjAqu9OIu19ULRFIjft87ed8tOojirzooNqpF1+Pa46/hmOSjon4mI27NpJXmEfG7gyy87IP6oNPenY6by99m2t6XUODhAbkF+azOnM1F3S5gIHHDKRL0y6s2LaCq3teXW6FU+RwkF+Yz4vzX2RwyuBDfrvf1xe9TpEXMaj9ID797lOOb3E8Vxx3Rfji+EDyXw4P8zbNIyE2gcZ1Gu/XA8PdGbd0XPiDQFxMHCP6jKjy38GuvF3M2zSP+Zvm06VZF+ZtCnVpXbF1RfhWc/sqnsEdKPVN176+XP8li9MXM6LPiDLbmbNhDgs2L+DaXteGP0RlZGfw1tK3uPr4q1mUvij8QW5f8THx/LDnD1mYvpD68fX5fN3nLNuyjPiYeF5b9Fq4AFRs2ZZlnND6BC477rLKfykiVZBUJ4neLXvz+uLXQ9+0nnBLpUWM4vxuUb8FCbEJ9GrZCwhN5Amhb4GTEpP49am/5nfTf8fIySN5ePDDtG3Ulm17tvHKgle4se+NNKzTMNxmdl426btD7W7YuSH8f0NBUQEL0xcyJGUIfVv1ZcLyCSzJWEKfVn3KjG1x+mK+XP9lOH/nbJjDsi3LwneRK+bujFkwhpnrZhIXE8fxLY8nMS6RTk06MXfjXJZuWUrf1n1pWrcpZ6ScceC/WDnq7crbRZuGbViTtYYduTvYlbeLN5e8Sb9W/bjq+Kt48JMHySnIIbVxKjkFOfxv7f/I3JNJk7pN2LhrI8e3OD5cMOvWPDRUa8XWFRX3wGiSCkD9+Ppk52ezfOtyzul0Tvh1M6NHix5A6DpsWKdhTFo1iZPankT35O70zewbKmA0TuWkdifxu+m/4+O0jxnWcRjX9rqWb7Z+w9xNc8M91Pu26suarDUMaj+IGWtn8Jupv2H9zvVcc/w1DEkdUiq2to3alhmzmZWbzweroh4YJwNrCQ0bmQVoZqkjTGFRIS8veJm3lr1Fq/qtDnrs4cptK/lqw1f85ISfcGbHMyOq9pfsgrgmaw09W/RkzoY5JNdPpn1S+wM6//Nzn+eLdV8QHxvPjX1vZFXmKvKL8unWvBtmxv8N+D/eWf5Oud/iiRwulm1Zxrsr3mXy6sncP+h+jks+jmlp0xjQdgCN6jSK2nnXbl/L5NWTubDLhVx1/FXEx8ZzWffLNPHgEW7F1hV0adqFhNgEMrL39sAoLCrkr1/+lSlrppCSlEKduDqs3LaSdo3acWPfG6t0ruKhF3Excfzhiz+QGJuIYWTnZ7Nux7oyCyPFBYyuzbqyfOty3J3F6YuJj42nS7MuTFo5ie+2f8d737yH46Q2TmVw6uBSbeQU5PDnWX8mKyeLVdtWce+ge6kXX4/R80YzY+0MsvOzmbluJvUT6tOsbrP9Yli3Yx0PfPIAOQU53HHSHbww/wVenPciu/N3s2XPFto2LH2B1615N2454ZYq/Y5EIhEbE8tt37uNRnUa8fayt9mRu4PbT769wvnGintYJddPLrW9+NvV4tv7dk/uzmNDHwsVMaaM5JHBjzB/03ymrJlC3fi6pf62S17npWWlhXN42ZZl5BTk0Ld1X3q06EFcTBzzNs4r9wPP+GXjmbV+Fl2bdeWENifw7JfPsm3PNs7vcn6pD30z1s5g3NJxpCSlcGm3S8Pd2s2Mn534M95Y/Aa9W/aO8LcoUpq7sytvF71a9goXMMYuGUt2XjY39LmB1CapPHHmE7yx+A0GtB3A5uzNQOh9tF/rfmzdvZVWDVqF2+vctDOGMX7ZePKL8kltnFrmeVMap3B6h9M559hzuG/afRQUFVR4u+1rjr+G/MJ8rjr+KgBObX8qi9MX0691P5ISk3h0yKOMXzaea3tdC8CPTvgRryx4hf5t+gNwZsczSc9O52cn/oyeLXoydc1UBrUfxCXdLqmOX+NBq6iA0Qo4C7gKuBp4D/i3u399KAKT6Nqes50nZzzJwvSFnHfsefzohB8d9CSa2/Zs44+f/5Fnv3yW+Zvm8/MBP6defL0Kjyk5M29aVhpfp3/Nq4tepVeLXjw69FFWZ64OVzCzcrJo3bA1a7evLXVbVICte7byxbovSKqTxLsr3iW1cSqvL3qdxLhEeiSHKpKpTVK57aTbDupnFKkNimeibpDQgH/N/RdX9riSZ2Y9Q7uG7RjeZzgdkjqEx/Jm52WzK29Xmd32Nu/aTLN6zYi1WNKy0khpnIKZ4e4s3Lxwv1t/vbP8HerG1+UHPX9Ag4QG/PIkTYd0pCueLf2sjmeRX5jPysyVQGi875MznmTW+llc1fMqrup5FWbGvVPvDU0EFkwztDpzNcc0Oob42Phyz5GRnUFSYhIJsQms2xGabOyXJ/2SP838EwVFBQxOGcy0tGks37q8zALG1t1bARjUYRD/mvsvlm5ZyhMzngDg8uMuZ/S80RjG99p+j/TsdF5d+Cr1E+pjJb6Xmb1hNlk5WVza7VLGLx/PvVPv5exjz2bG2hkk1UliWto0YiyGpwc/XWYX34/XfMyfZv4JwxjQdgC5hbn87au/ATDylJGc1uG0Kvz2RQ6OmXFj3xtJqpPESwteYlfeLn592q/LnYuoZA+Mkop7JBV/CwzQqWknnjzrSUZOHsnLC14O9zL6YOUHXNT1IlrUb0FaVtp+X1QV50K4h0SLUA+J45ofx7xN8xjBiFLnXr9jPS0btAz38hqzYAyL0hexbc82IDQM5YyUM8gpyGHR5kW8vOBlUpJSeObcZ/ab+DelcQp3n3r3Af0ORYpt27ONPfl7cDw87G/ltpVMXDGRwSmDw/nRPqk9dw0MzXNRP6E+cTFxLNuyjHaN2uE4rRvsnWulbnxdOiR1YP7m+dSJrcPJx5xc5rnjYuL41Sm/AuC45sexMH1hqXzcV5O6Tbj95NvDz5MSk0r97Xdp1oWRA0eGn7dr1K7UsMdjko4J739u53M5t/O5kf2SDpFyP7G6eyHwIfChmdUhVMiYbmYPuftfyjtOar9vtn7D7//3e3bk7uCX3/slQzsOrZZ2m9ZtysNDHmbskrG8tug1VmxdwciBIyvs4r4maw3tG7UnMyeTiSsmsn7neurH12fFthUszVjKyCkjuWfgPSxKX8S0tGmMuWQMI6eMLDWBTrHkesk8PPhhbp90O0/PfJqGCQ15ZPAj1T6rtUhNS8tKI6lOEpd2u5RRc0fx+qLXaVSnEdtytvHoZ4+SEJvAc+c/R0FRAfdNu4/tudsZdcEomtRtEm5j486N/Oz9n3HqMafSPqk9Ly98mYu7XsxNfW/i1YWv8uaSN8s89419boxqLw+pXTZnbyanIIeUxilk5WSxI3cHOQU5PD/3eWatn8WPT/gxF3S5ILx/39Z9GbNgDJl7MlmduZoHPnmANg3a8NMTf1rmN6tZOVn8/P2f0715dx4c/CDrdqwjLiaOgccMZNuebYyeN5pLul3Cl+u/ZPmW5ZzZ8cxSxxd5EVt2b6FObB2Gpg5lzIIx/PXLv7I9N3T399HzRtO9eXeeOPMJzIyFmxfy249/y8OfPrxfLIPaD2JE3xH0bNGTx2c8zt+++hvN6zXnkcGPcMdHdzAkZUi545PPSDmDd5a/Q734etRPqM9ZHc/ivRXvkRiXyKntTz2YfwKRg3bZcZfRqE4j/vLlX/jtx7/ld6f/rtQwj2Lp2enUjatL/fjSw3mb12tO48TGpb45BmjTsA1ndTyLt5a9RazFclr705i5biYTV0ykU5NOPD3zado2bEvDhIY0rds0XMwoLCpketp0BrQZEB463L9Nf16Y/wLjlowLD62atW4Wj3z2CCe3O5k9BXs4u9PZfLTqI9775j1OaXcKi9IXMX/TfE7vcDoPf/IwC9MXYhgPnPFAhXctEqmKhz95OHzr1NYNWmMY7654F8PCPRn2lRCbQGrjVJZvXR4e4rFvHnVt3pW07Wmc3O7kiCY6P6ndSazYtoIOSR0O8ic6fFX4lXtQuDifUPEiBXgWeCv6YUm0TFo5iefmPEfTxKY8ddZTdGzSsVrbj7EYruxxJce3OJ4nP3+SuybfxfDew7mk2yVldjNfk7WGHsk9aLynMQvTF9K6QWuuOO4Knv3yWd5e9jYQ+mZs4eaF7M7fzYRlE9iVt4ub+t4U7llRrE3DNtRPqM+/LvwX6dnpofsml/EGLXK4W5O5htTGqQzqMIjR80azdsdaLu12KZcddxlrMtfw4CcP8uysZ0nbnkZhUSH5hfn8Z/F/+OmJPw23UfyN2fRvp1Mntg5NEpswYfkEMrIzmL1xNqe0O4XLj7u81HnrxNU54KFdcngr7iWX2jiV9TtDwzvGLxvPpFWTuOK4K0oVLyA0bnbMgjHM3TiX8cvGk1wvGce5b9p9nNb+NG7udzNN6zYN7//vRf9mT8Ee5m6ay/xN81m7Yy2tG7QmNiaWS7pdwqntT6V5veZ0a96Nmetn8v2d36dNwza4O6PnjebjNR/TrlE7mtVtRv2E+nyv7ff47LvPaJjQkJ4tevLFui9KzXnRq2Uvnr/oebbnbC8Vt5mF3w9PbHsiz1/4PFt2bwm/r4y+aPR+H+pKirEYHhv6WHgy0diYWJ4a9hQxFqMhVlIrnNXpLBrWaciTM57k7il389Dgh/abgDM9O50W9Vvs9zd7SbdLOLvT2WUWBQanDmbs0rEUeRFDU4eSnZfN3I1zw3cGWr9zPce3OJ5mdZuxOGMxEJpXZ3vu9lJDuS7seiErt63kpQUvsT13O9f3vp6X5r8EwBfrvsAwRvQZwRXHXcHOvJ10bNKRP3z+B+Ztmhe6TkxfyNU9r2ZI6pBqmyhQpFjmnsxwD0QI3Z2nQUIDdubt5NJul+437Kqkbs27MXn15PAQyX0LGN2ad2PSqkn7DW0sz/ldzue0Dqcd1ROmVzSJ5xigJ/AB8KC7L66uk5rZOcAzQCzwvLs/XskhcpDyCvP45+x/8tHqj+jbqi93nXJXVD/cd0/uzrPnPMuzs57lhfkv8HXG14wcOJKE2AReWfAK09OmA6Gxy6mNU2mcGCpgXN/7+vBF5BfrvgBC4xn3FOwBYNzScRjG0NSh5caflJikXhdSK0xeNZn/LP4PEPqANKzTsFITXlamZK4kxCZw6/dupWuzrny34zvOO/Y8khKT6Ne6H19t+IrBqYNpVKcRvVv15sIuF/LWsrdoXq85jw19jIkrJvL+N+8ze8NsABwnY3cGF3e9mI/XfEx2fja/H/p7Pl/7Oa8sfIW4mDhu7HujLgKFtKw0DKN9Unvyi/IBeG3Ra3Rt1pWrj796v/07NulIozqN+Mfsf5BbmMvdA+9mQNsBjFsyjv8u+S+z1s+icZ2949UzdmcwrOMw5m+az4vzXgz39ihW/AHr+t7Xc9+0+/jFB78gqU4SBV4Q7kK+dMtSerUITTY4OGUwn333GYM6DGJ47+FcnHkx3ZO7l4qxRf0W+3WR31eTuk1K9VhqkNCg0t9V3fi6pZ7rlsFS25zU7iQePONBHv70Ye786E5+0OMHDE0dGp7jIiM7o8zciIuJK/eaq31Sezo27sh3O76jR4sefLf9O16Y/wIZuzNIrpdMxv+zd+fxUZVn/8c/VxKSEAgJhLCvsggiCor7bl1aa6t1b3GtLbWt1mr1p4/dtE+ftm5dnvbR1mrdal3aanGpWou41lrBsCOgBBRZspAQSEhCkuv3xzmJA2SZJDOZSfJ9v17nlTNnznLNkcszc537vk9VMeNzx5OXlccr61/h8rmXU7mrkuz07Kb+9o3HuO7I68jOyOap957i5cKX2VazjdnTZ/OnpX9ict5k+qX3o196P4YSXJtmDpvJ6x++zq1v3hrcAJt2bqe7Q4s0Z9HmRbu97p/enwEZA3Ccc6ed2+q2++btyzOrn+HNj94kMy1zr4E6jx93PDkZOcwcNjOqWFIspdc/jKC1LL8IqAQmA9+K+MJtgLt7h9oQm1kq8H8E42tsAN4xs6fdfUVH9idtK6kq4Sev/4Q1W9dw3n7nMfuA2V3StC47I5ubjrmJp1c9zX0F9/H9l7/PF6d/kSdWPMH++fsztP9Q0lLSOHbssdTU15CTkcNRo48Ktk3PZnvtdoZkDWkavbpxft+8fdWyQpJe2c4y7nn3Hob3H84+A/ehuLKYh5c8zNadW/nawV9rsYixtmwtLxe+zKwRs3bLlUWbF3HXO3dx/ZHXU1tf29T38eIDL2b6kOm7/eg7f//zSU9N59SJpzI4azAXHnAhaSlpu3W9ys3M5YL9L+CwkYdRVl3GqAGjOG/aeYzIHkGDN6h4IUDQSm5E9ggy0jKafthk9cni+iOvb/aHgpkx56A5FGwuYNSAURw1+ijMjC9O/yLHjzueuavmUl1X3bR+//T+XLD/BSzYuIA737oToNkuF/sM3IfbTrqtaaAzgKmDpzKvcB4rS1aSlxUMrHnQ8IO4YNoFnDLhFPr26dvUZFdEAtOHTudnJ/2Mu965i7sX3M0jSx9h9vTZnDbpNIqqipqeitAecw6ew8btG8lMywyeYrAoGBj3G7O+QenOUg4beRh9+/Rl4/aNTWNlHDz84L3+H2JmfO3grzEmZwyrS1czJmcMX5jyBfL65jV7TTpy9JG8v/V9autrOX3y6SpeSNwUbC4gOz2bXQ27qK6rJjsjmwsPuJC+aX3bLHAfNPwgsvpksbJkJeNyxu31/S8tJY1DRh4Sz/B7nNbGwIjXL9xDgffdfS2AmT0GnAGogBEHS7Ys4dY3b2VX/S6+d8z3OGzUYV16fDPjjClnkJeVx51v3ckP5v+AnIwcfnDcD/a6WxVZwZycN5mFmxZy8YEXc8dbdzC031BO3udk/rj0j1FXKEUaPb3qaeob6rv0mEuLlrKrfhc3Hn1jU5P3+xfdz1PvPUVJVcleXaAAdgE0p2UAACAASURBVDXs4s8r/kx1XTVPr3qaARkD+P5x3yerTxZvfPgGt755K3cvuBv4ZDT4cbnj9hqJOqtP1m6Pluuf3p+vHPSVZuOcPnT6bq/VX18iFZYVMnHQRADy+uZx+MjDOWmfk1otcB037jiOG3fcXsuHZw/nillXNL/N2ON4auVTrC1f2+I4EyMHjOSbh35zt2UN3sDKkpVNLTVSU1L3eqyiiOxun4H7cPvJt7OieAWPLnuUuxfczerS1eyo3dFqU/iWTBsyralYODZnLAMzB1JWXcaMYTN2a8l05aFXtrkvM+O0Sadx2qTTmpadPOHkZtftl95vt66RIvHg7hRsLmDmsJnsrNvJOxvfoX96/6i/L2VnZHPO1HN4aMlDe3UfkY5JRKlyJMHjWRttAPb6VW1mc4A5AGPGqM91R7g7jy97nJyMHL57zHdbfE5vVzh6zNH0T+/PbW/exqUzLt2reLGnQ0ceysbtGzl6zNE8t+Y59h+yP0eOPpIn33uyxRF6pXW9OaceWvwQNfU1XX7c8/Y7r2mk6sbR4HMzc3lw8YO8/fHbzW4zPnc8Z009i9+/+3suPfDSpif5HDX6KA4adhDvbn6XgZkDGT1g76cxSNfryXlVU1dDcVVx08CZZsZ3j/1uXI5lZnzloK/w49d/zL6D9416u6PHHM1jyx9j0qCWB4uW7qcn51WyMDOmDZnGj074EfcsvIfn1jyHYZ3OJTPj2LHHUlhWuFvxQhJLOdVxm3dspqKmgpnDZ5Kemk5heWG7BzP//L6fZ17hPPbL3y9OUfYu5u5de0Czc4FT3f0r4euLgEPd/aqWtpk1a5YvWLCgq0LsUbZVbyM9Nb3NgkFXcfeeNqBZt/wwvS2ndu7a2eXHNLMW+8DX1te22CIkMy2z6VGme+aKu1NdV02f1D49ualst8wp6Jl5VVtfS11DXZuPxI6VjlwjeuB1JR667QnqiXmVjKrrqkmxlKZHpkpUumVeKafar7K2ktSU1E6NbaRrVVSiOkGJ+Aa8AYi8dTgK2JiAOHqFZBvMUokriZAsBbxG6anpwRDGrWguV8ws6T6L9Gzpqeld+oOmI9cIXVdEOk+Dzoq0LBZP/NC1KnYS8ZDkd4BJZjbezNKBC4CnExCHiIiIiIiIiHQTXd4Cw93rzOxK4EWCe5B/cPflXR2HiIiIiIiIiHQfCelE7e5/B/6eiGOLiIiIiIiISPeTiC4kIiIiIiIiIiLtogKGiIiIiIiIiCS9Ln+MakeYWTGwvgObDgZKYhxOd6TzEIjHeShx90/HeJ9x14mcAv17aqTzEIj1eeiWOQW6VsWAzkNA16oIyqtO03kIKK9CyqlO03kIJCynukUBo6PMbIG7z0p0HImm8xDQeYgNnceAzkNA56HzdA4DOg8BnYfY0HkM6DwEdB46T+cwoPMQSOR5UBcSEREREREREUl6KmCIiIiIiIiISNLr6QWMexIdQJLQeQjoPMSGzmNA5yGg89B5OocBnYeAzkNs6DwGdB4COg+dp3MY0HkIJOw89OgxMERERERERESkZ+jpLTBEREREREREpAdQAUNEREREREREkp4KGCIiIiIiIiKS9FTAEBEREREREZGkpwKGiIiIiIiIiCQ9FTBEREREREREJOmpgCEiIiIiIiIiSU8FDBERERERERFJeipgiIiIiIiIiEjSUwFDRERERERERJKeChgiIiIiIiIikvRUwBARERERERGRpKcChoiIiIiIiIgkPRUwRERERERERCTpqYAhIiIiIiIiIklPBQwRERERERERSXoqYIiIiIiIiIhI0lMBQ0RERERERESSngoYIiIiIiIiIpL0VMAQERERERERkaSnAoaIiIiIiIiIJD0VMEREREREREQk6amAISIiIiIiIiJJTwWMBDCzejNbZGaLzexdMzsyXD7CzP7SwX2uM7PBsY0UzOxHZnZSK++faWb7xfq4Im3pTB6Z2Swz+98ojvEtM1tpZo/EKu4ojrlbTrWVgyLt0cm8Od7Mnu3Esf/Vwe1uNrPrOnrcVvY7zsy+FOv9irRXnL4XjjOzZTGI7Qozu7iz+xGJpU5ey2aY2WmdOHbMfnOZ2Y5Y7Ke3MXdPdAy9jpntcPf+4fypwE3uflwn97kOmOXuJTEIsT3HfQB41t33+p+FmaW5e11XxiO9RzzyqJljvAd8xt0Lo1y/0//mW8spkc7qTN6Y2fHAde5+ehxDbO64NwM73P2OGO/3eBLweUT2FKfvheMIriX7dz5CkeTSyWvZpQS/ma7s4LHXEaPfXJGfQ6KnFhiJNwAog92r5WaWaWb3m9lSMyswsxPC5almdke4fImZXRWxr6vCKuRSM5sSrt/PzP5gZu+E+zkjXH6pmf3NzJ4xs0Izu9LMrg3X+beZDQrXe8DMzgnnf2ZmK8Lj3hFWOz8P3B5WQSeY2Stm9hMzexX4brjvPuH2A8KqZZ8uObPSm7Q3j5ruJId3d/8Q/ttda2bfCpf/FtgHeNrMrjGzQWHOLAlz5ICI7e8xs38AD7Ujt74a5uViM/urmWW1kFOROXiImf0r3OY/ZpZtZtPC+UVhbJO68sRLt9auvInUSj7km9lL4bXod2a23sI7VRZxp8nM/l+4/8Vm9rNw2V450VrwZnaumS0L138tXPa6mc2IWOdNMzvAzI4Lc2RR+JmygZ8Bx4TLrrHg+np7GMMSM/tauI/jzexVM3vCzFaH18LZYd4tNbMJnfqvILK79l7PLjWzuWb2gpmtMrMfRuwr1cx+b2bLzewfZtY3vK6827iCmU0ys4Xh/G7f88JlTS2gzGyimf3TPrnrPcHMhpvZa2EeLTOzY7rmNIk0iTpnzCwd+BFwfvhv9nxr+bdSe39zNft9Mnzv2jA/lpnZt/f8ABa4PXx/qZmdHy5PMbO7whx+1sz+bmbnmNmnzOypiO1PNrMnY39qk5S7a+riCagHFgHvAduAg8Pl44Bl4fx3gPvD+SnAh0Am8HXgr0Ba+N6g8O864Kpw/hvAveH8T4ALw/lcYDXQD7gUeB/IBvLDOK4I1/sF8O1w/gHgHGAQsIpPWu3kRr4f8dleAe6KeH0/cGY4Pwe4M9HnX1PPmDqZR8cT3JkCuBn4F5ABDAZKgT7he+uAweH8r4EfhvMnAositl8I9A1fR5tbeRGf5ccR+btnTjXmYDqwFjgkXD4ASAvjmh0uS2+MQ5Om5qYY5k1L+fAb4L/C+U8DHpFDO8K/nwlzLit83XgdayknbiZoKbHnZ1kKjAznG69JlwC/DOcnAwvC+WeAo8L5/mHuNH2ecPkc4HvhfAawABgfrlcODA+XfwzcEq53dePxNGnq6NTJvLwU2ATkAX2BZcCscNs6YEa4zRN88n1wfsTynwBX0fL3vKb8A94GvhDOZwJZYVzfDZelAtmJPp+aev4Ug5z5TcS+Wvqt1N7fXDfTzPdJ4GCC61U/guvPcmBmuE3jdfFs4KUwh4aGsQ4n+P73d4JGB8MICjXnABZ+9vxw+z8Bn0v0f5eumtQCIzF2uvsMd59C8AXvITOzPdY5GngYwN3fA9YTfBk7Cfith83U3X1rxDaNlbeFBAkMcApwo5ktIiguZAJjwvfmu/t2dy8mSP5nwuVLI7ZvVAFUA/ea2VlAVSuf7/GI+XuBy8L5ywgKGiKx0Jk82tNz7l7jQXPAIoKLx54i9/UykGdmOeF7T7v7zoh1o8mt/cO7xUuB2cC0Nj7vvsAmd38njKEi/P/AW8BNZnYDMHaPOET2FKu8aSkfjgYeC5e/QHhXbA8nEXyprArXa7yOtTcn3gQeMLOvEnzpA/gzcLoFLf2+TFAAbFz35+EdsVxvvqvXKcDF4fXybYIfhI0tmt5x903uXgN8APwjXN7c9VKkvTqbly+5e2n4//8nw3UBCt19UTgf+d3wXuAyM0sFzif48dPq9zwLWi2NdPenwhiqwxx+J9zXzcB0d9/euVMhEpVYfgds6bdSe39zQfPfJ48GnnL3SnffEW67Z0ulo4FH3b3e3bcArwKHhMv/7O4N7r6ZoPiIB1WLh4ELzSwXOAJ4vrUT1pOogJFg7v4WQZUuf4+39kzCyOUtDVxSE/6tJ7i71Lj+2WGSz3D3Me6+co/1ARoiXjdEbN8YZx1wKEEl8kzghRY/FFRGbPcmMM7MjgNS3b3TA0qJ7KkDebSnyFyIzJ+29tWYi5V7LI8mtx4ArnT36cAtBBfM1jSb++7+J4JuJzuBF83sxDb2IwJ0Om9ayodot23uOvYA7cgJd78C+B4wGlhkZnnhD6qXgDOA8wh+mOHuPwO+QnCH+t+NTX6bieuqiOvleHdvLFREfb0U6YwO5uWe+dT4uqVr218JWkKdDiwMix9tfc9r9vju/hpwLEHLpIdNA35KF4vBd8CWfiu19zdX5PLI9zp6TW1tOQQ3hS8EvkhQ5Og14w6qgJFg4ZeoVIJmRpFeI7gDhZlNJqgEriK463OFmaWF7w1q4xAvEvTTsnD9mR2Msz+Q4+5/B74NNPYx3k7QVL41DwGPotYXEicdyKOOiNzX8UCJu1d0cF8Q5M2m8E7x7IjlLeXUe8AIMzskjCHbzNLMbB9grbv/L/A0cEAnYpJepJN501I+vEFQOMDMTgEGNnPofwBftnCMi4jrWEs50VL8E9z9bXf/AVBCUMiA4O7y/xK0mtgase5Sd7+VoGvIFPbOtReBr9sn4zZNNrN+bcUhEksdzMuTLRiXpi9B8eHN1o7h7tUE/97vJvxu1sr3vMZtKoANZnZmuH6GBWM3jQWK3P33wH3AQR364CId1IGcae7//c39Vmrvb66WvAacGeZLP+ALwOvNrHN+OO5GPkFR8D8E19Szw7EwhhJ0aQTA3TcCGwkK+Q90MLZuSXcNEqNv2EwJgsraJe5ev0fLp7uA34ZNaeuAS929xszuJWj+tMTMdgG/J+hz3JL/Bn4Zrm8E/bY6MuJ6NjDXzDLDmK8Jlz8G/D5slntOC9s+QtCf+dEOHFekJZ3Jo44c72bgfjNbQtC09pIORx74PkEz9fUEzdAbL6bN5pS714aDOv06/JK6k6B54/kETQh3AZsJBqcSaUms8uZmms+HW4BHw3+rrxL0zd+tSbm7v2DBQJsLzKyWoH/vTbScEy253YJBaw2YBywO97/QzCrYvWj+bQsGPawHVhA0tW0A6sxsMcGXv18RNAV+N7xeFhP8GBSJt87m5RsEzcknAn9y9wUWPIWkNY8AZ/FJd6iWvudFugj4nZn9CNgFnEvQFP768Bq0A1ALDOkKncmZ+XzSZeSntPxbqb2/uZrl7u9a8IS5/4SL7nX3gj1We4qgG8higlYf/8/dN5vZX4FPEYxts5rgGrktYrtHCMbBWNHeuLozPUZV4s6CJyic4e4XJToWERGJHzPLAOrdvc7MjgDudvcZbW0X4xhGEPRjnuLuDV15bJGuZh18JKQFTxbJcffvxyUwEYkJM+vv7jvMLI+gCHJUOB4GZvYboMDd70tokF1MLTAkrszs1wT9LE9LdCwiIhJ3Y4AnzCwFqAW+2pUHD/vf/w9wrYoXIs2z4PGLEwieICQiye3ZcKDOdOC/I4oXCwnGYPtOIoNLBLXAEBEREREREZGkp0E8RURERERERCTpqYAhIiIiIiIiIkmvWxQwPv3pTzvBiKyaNCXb1C0ppzQl8dRtKa80JfHUbSmvNCXx1C0ppzQl8RSVblHAKCkpSXQIIj2Kckok9pRXIrGnvBKJLeWUdHfdooAhIiIiIiIiIr2bChgiIiIiIiIikvRUwBARERERERGRpKcChoiIiIiIiIgkPRUwRERERERERCTpqYAhIiIiIiIiIklPBQwRERERERERSXoqYIiIiIiIiIhI0lMBQ0RERERERESSXpsFDDMbZ2bp4fzRZvYNMxsQ/9BERERERERERALRtMD4G+BmNgF4CJgK/CmuUYmIiIiIiIiIRIimgNHg7ruAs4BfuvtVwMj4hiUiIiIiIiIi8oloChh1ZnYucBHwbLisTzQ7N7NcM/uLmb1nZivN7AgzG2RmL5nZmvDvwI4GLyIiIiIiIiK9QzQFjC8DJwC3uftaMxsPPBrl/n8FvODuU4ADgZXAjcA8d58EzAtfi4iIiIiIiIi0KK21N80sFbje3S9pXObuhcD/tLXjcKDPY4FLw+1qgVozOwM4PlztQeAV4Ib2hy4iIiIiIiIivUWrLTDcvR4YbmZRdRnZwz5AMXC/mRWY2b1m1g8Y6u6bwv1vAoY0t7GZzTGzBWa2oLi4uAOHF5FIyimR2FNeicSe8koktpRT0pNE04VkLfC6mf2XmX2rcYpiuzTgIOBud58JVNKO7iLufo+7z3L3Wfn5+dFuJiItUE6JxJ7ySiT2lFcisaWckp4kmgJGMfASkAXkR0xt2QBscPe3w9d/IShobDGz4QDh36L2Bi0iIiIiIiIivUurY2AAuPv3O7Jjd99sZh+Z2b7uvgr4FLAinC4Bfhb+nduR/YuIiIiIiIhI79FmAcPMBgPfAaYBmY3L3f2UKPZ/FfCImaUTdEW5jKDVxxNmdjnwIXBuB+IWERERERERkV6kzQIG8EfgKeALwDcJWk1sjmbn7r4ImNXMW5+KNkARERERERERkWjGwMh3998Bte4+j6CAcWh8wxIRERERERER+UQ0LTB2hX83m9mpwEZgdPxCEhERERERERHZXTQFjJ+YWQ5wHfB/wADg+rhGJSIiIiIiIiISIZqnkDwdzi4BjolvOCIiIiIiIiIie2tzDAwzm2hmL5rZ4vD1AWb2X/EPTUREREREREQkEM0gnvcCtwAN4eulwIVxi0hEREREREREZA/RFDD6ufu/Gl+4u/PJwJ4iIiIiIiIiInEXTQGj1MzGAw5gZmcCm+MalYiIiIiIiIhIhGieQnIlcB8wxczWA5uAC+IalYiIiIiIiIhIhBYLGGY21t3Xu/v7wInho1TN3cu7LjwRERERERERkda7kMwzsxvNLA3A3bepeCEiIiIiIiIiidBaAWMmMBRYaGbHdlE8IiIiIiIiIiJ7abELibtvB64xs4MJWmNsIHiUqgVv+wFdFKOIiIiIiIiI9HKtDuJpZicCvwLuBf6PoIAhIiIiIiIiItKlWhvE8zFgJPAld1/adSGJiIiIiIiIiOyutRYY89z9953ZuZmtA7YD9UCdu88ys0HA48A4YB1wnruXdeY4IiIiIiIiItKztTiIZ2eLFxFOcPcZ7j4rfH0jQXFkEjAvfC0iIiIiIiIi0qLWnkISL2cAD4bzDwJnJiAGEREREREREelG4l3AcOAfZrbQzOaEy4a6+yaA8O+QOMcgIiIiIiIiIt1cq08hiWRm44GZwAp3fy/KzY5y941mNgR4ycyi3Y6w4DEHYMyYMdFuJiItUE6JxJ7ySiT2lFcisaWckp6kxRYYZva3iPkzgJeBzwFzzezSaHbu7hvDv0XAU8ChwBYzGx7udzhQ1MK297j7LHeflZ+fH92nEZEWKadEYk95JRJ7yiuR2FJOSU/SWheSsRHzNwAnuvtlwFHANW3t2Mz6mVl24zxwCrAMeBq4JFztEmBuB+IWERERERERkV6ktS4kHrmeuxcCuHuJmTVEse+hwFNm1nicP7n7C2b2DvCEmV0OfAic27HQRURERERERKS3aK2AcaCZVQAGZJjZMHffbGbpQGpbO3b3tcCBzSwvBT7V0YBFREREREREpPdpsYDh7i0VKbKAr8UnHBERERERERGRvUX9FJJG7l4OvBWHWEREREREREREmtXaIJ4iIiIiIiIiIklBBQwRERERERERSXqtFjDMLNXM/thVwYiIiIiIiIiINKfVAoa71wP54ZNHREREREREREQSIppBPNcBb5rZ00Bl40J3/3m8ghIRERERERERiRRNAWNjOKUA2fENR0RERERERERkb20WMNz9FgAz6+fulW2tLyIiIiIiIiISa20+hcTMjjCzFcDK8PWBZnZX3CMTEREREREREQlF8xjVXwKnAqUA7r4YODaeQYmIiIiIiIiIRIqmgIG7f7THovo4xCIiIiIiIiIi0qxoBvH8yMyOBDx8nOq3CLuTiIiIiIiIiIh0hWhaYFwBfBMYCWwAZgDfiGdQIiIiIiIiIiKRommBsa+7z45cYGZHAW/GJyQRERERERERkd1F0wLj11EuExERERERERGJixZbYJjZEcCRQL6ZXRvx1gAgNdoDmFkqsAD42N1PN7PxwGPAIOBd4CJ3r+1I8CIiIiIiIiLSO7TWAiMd6E9Q5MiOmCqAc9pxjKvZfdDPW4FfuPskoAy4vD0Bi4iIiIiIiEjv09oYGF9x94vMbJu7/7IjOzezUcBngf8BrjUzA04EvhSu8iBwM3B3R/YvIiIiIiIiIr1Day0wDjazscBlZjbQzAZFTlHu/5fA/wMawtd5QLm714WvNxA83WQvZjbHzBaY2YLi4uIoDyciLVFOicSe8kok9pRXIrGlnJKepLUCxm+BF4ApwMI9pgVt7djMTgeK3H1h5OJmVvXmtnf3e9x9lrvPys/Pb+twItIG5ZRI7CmvRGJPeSUSW8op6Ula7ELi7v8L/K+Z3e3uX+/Avo8CPm9mpwGZBIN//hLINbO0sBXGKGBjB/YtIiIiIiIiIr1Im49RbSxemNkQMxvTOEWx3X+5+yh3HwdcALzs7rOB+XwyCOglwNwORy8iIiIiIiIivUKbBQwz+5yZrQEKgVeBdcDznTjmDQQDer5PMCbGfZ3Yl4iIiIiIiIj0Aq09haTRj4HDgX+6+0wzOwH4YnsO4u6vAK+E82uBQ9sXpoiIiIiIiIj0Zm22wAB2uXspkGJmKe4+H5gR57hERERERERERJpE0wKj3Mz6A68Bj5hZEVDXxjYiIiIiIiIiIjETTQuMM4Aq4BqCx6p+AHwunkGJiIiIiIiIiERqswWGu1eGsw3Ag/ENR0RERERERERkb9G0wBARERERERERSSgVMEREREREREQk6bWrgGFmA83sgHgFIyIiIiIiIiLSnDYLGGb2ipkNMLNBwGLgfjP7efxDExEREREREREJRNMCI8fdK4CzgPvd/WDgpPiGJSIiIiIiIiLyiWgKGGlmNhw4D3g2zvGIiIiIiIiIiOwlmgLGj4AXgffd/R0z2wdYE9+wREREREREREQ+kdbWCu7+Z+DPEa/XAmfHMygRERERERERkUhtFjDMLB/4KjAucn13/3L8whIRERERERER+USbBQxgLvA68E+gPr7hiIiIiIiIiIjsLZoCRpa73xD3SEREREREREREWhDNIJ7Pmtlp7d2xmWWa2X/MbLGZLTezW8Ll483sbTNbY2aPm1l6u6MWERERERERkV4lmgLG1QRFjGoz2x5OFVFsVwOc6O4HAjOAT5vZ4cCtwC/cfRJQBlze0eBFREREREREpHdos4Dh7tnunuLumeF8trsPiGI7d/cd4cs+4eTAicBfwuUPAmd2MHYRERERERER6SWiaYGBmX3ezO4Ip9Oj3bmZpZrZIqAIeAn4ACh397pwlQ3AyBa2nWNmC8xsQXFxcbSHFJEWKKdEYk95JRJ7yiuR2FJOSU/SZgHDzH5G0I1kRThdHS5rk7vXu/sMYBRwKDC1udVa2PYed5/l7rPy8/OjOZyItEI5JRJ7yiuR2FNeicSWckp6kmieQnIaMMPdGwDM7EGgALgx2oO4e7mZvQIcDuSaWVrYCmMUsLHdUYuIiIiIiIhIrxJVFxIgN2I+J5oNzCzfzHLD+b7AScBKYD5wTrjaJcDcKGMQERERERERkV4qmhYYPwUKzGw+YMCxwH9Fsd1w4EEzSyUolDzh7s+a2QrgMTP7MUFLjvs6FrqIiIiIiIiI9BZtFjDc/dGw+8chBAWMG9x9cxTbLQFmNrN8LcF4GCIiIiIiIiIiUWmxC4mZTQn/HkTQmmID8BEwIlwmIiIiIiIiItIlWmuBcS0wB7izmfccODEuEYmIiIiIiIiI7KHFAoa7zwlnP+Pu1ZHvmVlmXKMSEREREREREYkQzVNI/hXlMhERERERERGRuGixBYaZDQNGAn3NbCbBAJ4AA4CsLohNRERERERERARofQyMU4FLgVHAzyOWbwduimNMIiIiIiIiIiK7aW0MjAeBB83sbHf/axfGJCIiIiIiIiJJYlnRMibnTSY9NT2hcbTWAgMAd/+rmX0WmAZkRiz/UTwDExERERER6Urba7bTP70/Ztb2yiK9xLbqbdw07ybOn3Y+sw+YndBY2hzE08x+C5wPXEUwDsa5wNg4xyUiIiIiItJl3t/6Phf/7WL+8/F/Eh2KSFLZunMrjvNy4cu4e0JjieYpJEe6+8VAmbvfAhwBjI5vWCIiIiIiIl3D3bm/4H7qGupYv219osMRSSrbarYBUFRVxIriFQmNJZoCxs7wb5WZjQB2AePjF5KIiIiIiEjXWbxlMUuKlgBQWlWa4GhEksu26m1N86+seyVxgRDFGBjAs2aWC9wOvAs4cG9coxIREREREekiK4pXYBgjskdQulMFDJFI5dXlAEwcOJG1ZWsTGks0BYzb3L0G+KuZPUswkGd1fMMSERERERHpGuXV5WRnZDO8/3BKqkoSHY5IUqmoqSDFUhidM5rlRcsTGks0XUjeapxx9xp33xa5TEREREREpDsrry4nNyOXwVmDVcAQ2UN5dTkDMgaQm5lLeU15QgfybLEFhpkNA0YCfc1sJsETSAAGAFldEJuIiIiIiEjcle0sIzczl7ysPLbVbGNX/S76pPZJdFgiSWFbzTZyM3IZmDmQ2vpaqnZV0S+9X0Jiaa0FxqnAHcAo4OfAneF0LXBTWzs2s9FmNt/MVprZcjO7Olw+yMxeMrM14d+Bnf8YIiIiIiIiHVNeXc7AvgMZnDUYCB4bKSKBipqKphYY8MmYGI22VW/j2hev5b2S9+IeS4sFDHd/0N1PAC519xMips+7+5NR7LsO+I67TwUOB75ppNdmQgAAIABJREFUZvsBNwLz3H0SMC98LSIiIiIikhDlNeVBC4y+eQDqRiISobw6yI+BfQc2vY70cuHLrNm6hnsW3hP37iWtdSG50N3/CIwzs2v3fN/df97ajt19E7ApnN9uZisJuqScARwfrvYg8ApwQ0eCFxERERER6Yzqumqq66rJzcxtaoGhJ5GIfKKipoKczJy9WmCsKV1Dakoq89fNJzMtkzVb1/DGh29wzNhj4hZLa11IGju19Aeym5miZmbjgJnA28DQsLjRWOQY0sI2c8xsgZktKC4ubs/hRKQZyimR2FNeicSe8kq6WtnOMgAGZg4kL6vntcBQTkln7KrfReWuSnIyPilglFUHOXPHv+7g2hevpbC8kIsOuIjh/Yczr3BeXONpsQWGu/8u/HtLZw5gZv2BvwLfdvcKM2trk8bj3wPcAzBr1qzEDXMq0kMop0RiT3klEnvKK+lqjXeTczNzyeqTRd+0vj2qgKGcks6oqKkAICczhwEZAzCM8upyquuq2bhjI+mp6aSRxnFjj+P9re+zZMuSuMbTYgsMM7vNzK5oZvk1ZnZrNDs3sz4ExYtHIsbN2GJmw8P3hwNF7Q9bRERERESk8xoLGI39+wdnDaa0Sl1IRCB4AglATkYOKZZCTmYO5dXlrCtfB8B3jvgO93zuHnIycxifO57SnaVsr9ket3ha60JyOmGlbg+/Aj7b1o4taGpxH7Byj/EyngYuCecvAeZGF6qIiIiIiEhsRbbAADhnv3M4cfyJiQxJJGlsqw4LGJk5AORm5O5WwJg4aCKD+g4CYFzuOAAKywvjFk9rBQx394ZmFjYA0fQDOQq4CDjRzBaF02nAz4CTzWwNcHL4WkREREREJG7cnSdXPsmWHVt2W15eXY5hDMgYAMCJ40/ksFGHJSJEkaQT2QIDgkJf2c4yCssK6denH/lZ+U3rjh84HoDCsvgVMFocAwOoMrNJ7r4mcqGZTQJ2trVjd3+Dlgsdn4o+RBERERERkc7ZUrmF+xfdT01dDV+c/sWm5WXVZWRnZJOW0tpPI5HeaUftDgD6p/cHgq5WG7dvpLC8kHG544gc4zI3M5ecjJym1hnx0FoLjB8Az5vZpWY2PZwuA54L3xMREREREUlq1XXVVNZWNt0V3vMRqeXV5eRm5CYiNJGkV1NXA0BmWiYQFCnKa4IuJI1dRiKNzx3P6tLVfFzxcVziabGA4e7PA2cCJwAPhNPxwNnu/ve4RCMiIiIiIhJDv37713x//veb7grv+YSRrTu3Ng3gKSK7q6kPChjpqekA5GflU1tfy866nUwcNHGv9ScOmsiHFR9yxXNXML9wfszjabWdlLsv45MBN0VERERERLqVlSUrKa4qJsWCe7eRTxhxd9ZvW8/J+5ycqPBEklpNXQ3pqelNXUVOnXgqI7JHkGIpTB86fa/1z5t2HtOGTOORJY/w0JKHOGrMUU3Fj1horQuJiIiIiIhIt7WjdgfFVcUArCpdBUDJzk9aYGzesZnqumrG545PSHwiya6mvoaM1Iym1+mp6Rw84mBmDp/Z7Lgxffv0ZdaIWVx+0OWUVJXw7Re+zV3v3BWzeFTAEBERERGRHmnPwQT79enHjtodTf36Gx/32FxffhEJWmBkpGW0veIe9h+yPxcfcDGplsrz7z+/V9etjlIBQ0REREREeqTGAsb0IUFT95nDZgKwaccmVhavpLCsEMMYkzMmUSGKJLXa+trdWmC0x7nTzuU7R34HgIJNBTGJp81nBZlZPvBVYFzk+u7+5ZhEICIiIiIiEgeFZYVkp2dz+uTTWVW6isNHHc4bH73BA4seYOGmhQzJGsKI7BEdusMs0hvs2YWkvcbmjGVg5kAWbV7EyRM6P9ZMNA87ngu8DvwTqO/0EUVERERERLrAuvJ1jM8dz5Gjj2TmsJmUVZcB8O6mdwEoqiri6NFHJzJEkaTW0S4kjcyMGcNmsGDjAty9aTDQjoqmC0mWu9/g7k+4+18bp04dVURERCSGlhct54aXbqCuoS7RoYhIkqhvqGf9tvVN41v07dOXvL55ADjOiP4jABg/UAN4irSksy0wIOi6tb12Ox+UfdDpeKJpgfGsmZ3m7n/v9NFERERE4mBV6SpWlKxg686tDOk3JNHhiEgSWF26mpr6GqbmT21alpGWQXZ6NttrtzPn4DlsqNjAMWOPSWCUIsmtpq6GARkDOrWPmcNn8ukJn+50IQSiK2BcDdxkZjXALsAAd/fOfQoRERGRGKmuqwaCRyaqgCEiAIs2L8IwDhx64G7L8/rmUVNfw/Sh0zl4xMEJik6ke4hFC4zczFy+eeg3YxJPmwUMd8+OyZFERERE4iSygCEiAlCwuYBJgyaRnbH7z5kDhx3IpF2TSE9NT1BkIt1HTX3nxsCItWhaYGBmA4FJQGbjMnd/LV5BiSRSgzeQYnrCsIhId1JTVwPA9prtCY5ERJJBZW0lq0pXcc7Uc/Z67ysHfSUBEYl0TzV1nW+BEUtt/kozs68ArwEvAreEf2+Ob1giibGufB0XPXURb374ZqJDERGRdqipDwoYaoEhIgArilfQ4A3MGDYj0aGIdGvJ1gIjmtvMVwOHAOvd/QRgJlAc16hEEuSBRQ9QUVPBfQX3UVtfm+hwREQkSupCIiKRNu/YDMCYnDEJjkSk+3J3autrk6oFRjRdSKrdvdrMMLMMd3/PzPZtayMz+wNwOlDk7vuHywYBjwPjgHXAee5e1uHoRTph4/aNvLb+Nc7d71xSU1JZsmUJCzct5IhRR/DWhrf44fwfMqjvIK4/6vpEhyqS1ArLCnly5ZPUez0An574aQ4YekCCo5LeRgUMEYlUUlVCWkpap5+eINKbNbZu7G4tMDaYWS7wN+AlM5sLbIxiuweAT++x7EZgnrtPAuaFr0W6nLvzq3//ikeWPsI/1/4Td+f+gvsZnDWY6468jjP3PZOy6jIKywsTHapIUmvwBu58607e/vht1patZdHmRdz25m3s3LUz0aFJL9M4BoYKGCICQQEjr28eZpboUES6rcZra7dqgeHuXwhnbzaz+UAO8EIU271mZuP2WHwGcHw4/yDwCnBDdKGKxEZRZRHvfPwOK0pW0K9PP/607E9U7qrk/bL3ufbwa0lPTefygy7n8oMuT3SoIklt0/ZNvP7h66zftp4bjrqBo8cczerS1XznH9/hocUPcczYY5rWHZk9kpzMnARGKz1d412i7bUaxFNEoHRnKYOzBic6DJFuLRlbYLRYwDCzAe5eEXb7aLQ0/Nsf2NqB4w11900A7r7JzPSgdulS68rXcc2L11DXUMfoAaP5xiHf4KZ5N3H/ovvZJ3cfjh93fKJDFOkWlhUt46Z5N+E4++bty1GjjwJgct5kjh1zLM+ueZZn1zzbtH52eja/O/13ez3KTiRW1IVERCKVVJWwb16bvd5FpBXdrQXGnwjGsFgIOBDZ/sqBfeIYF2Y2B5gDMGaMBt+R2Hhg0QNkpmVy3RHXMWXwFPql9+Ouz97VdJHryc0MlVMSK41drvKy8rj6sKuZMnjKbrlzzRHXcOrEU2nwBiB4rOXt/7qdx5c/3uMeXae8Sh4qYPQcyivpLHdXC4wIyqmepbK2kiufv5LrjriOaUOmxfVY3aoFhrufHv4dH8PjbTGz4WHri+FAUSvHvwe4B2DWrFkewxikl1q8eTELNy3kyzO+zMEjDm5aPmrAKEYNGJXAyLqGckpi4dGlj/L6h6/zUcVHXH3Y1c0+ni4tJW2vQTwLNhfw3Jrn+NzkzzG0/9CuCjfulFfJo6kLSY26kHR3yivprIqaCuoa6lTACCmnepaPt39MSVUJK4pXxL+AkYQtMFocxNPMDmpt6uDxngYuCecvAeZ2cD8i7eLu3L/ofvKz8vns5M8mOhyRbqmuoY4n33uSBm/grClnceL4E6Pedvb02aRYCg8veTiOEUpv1tgCo3JXZYIjEZFEK91ZCkBeVl6CIxGJva07g5EciipbbAsQM92qBQZwZ/g3E5gFLCboRnIA8DZwdGs7NrNHCQbsHGxmG4AfAj8DnjCzy4EPgXM7E7xINJYXLeedje/wQdkHTYN0ikj7rSpZRXVdNZcceAlHjD6iXdvmZeVx5r5n8sSKJ/jClC8wYdCEOEUpvVHjc+oNo3JXJQ3eQIpF86C15LWmdA3rytcxKW8S43LHsbJ4JaMGjNprHJntNdt5bf1rnDrxVNJS2hybXaRXKKkqAVALDOmRGgsYxVXFcT9WMrbAaK0LyQkAZvYYMMfdl4av9weua2vH7v7FFt76VAfiFOmQVSWruHFe8LTeqYOnapBOkU4o2FxAiqXs1T0kWmdNPYvn33+e599/nisPvTLG0Ulv1niHKC8rj5KqEiprK7v1gLGbtm/i+peup97rSU9N53vHfI8fvvJDPjPxM3z9kK/vtu7jyx/n6VVPc8DQAxidMzpBEYskFxUwpCcr21kGqAVGa6Y0Fi8A3H2Zme3d6VkkyTR2G8nNzOW2k25jSL8hPXqQTpF4K9hUwL55+9IvvV+Htu+X3o9bT7qVEdkjYhyZ9HaNd4jy+gYFjB21O7p1AeOhxQ/RJ7UPNx9zM7e8egs/eu1HOE7B5oLd1tuyYwvPrXmOk/Y5ScULkQilVaWkWAq5mbmJDkUk5hq7SBVVFuHucf19k4wtMKJpX7nSzO41s+PN7Dgz+z2wMt6BiXTW4i2LWV68nC/t/yWGZw8nNSU10SGJdFuVtZWs2bqm2UE722N0zmjlosRc4/gXjXdbt9d234E815Wv442P3uALU77AjGEzOG3iaU2P/t60YxMvffASFz55IWc/cTZXPHcFKZbC7OmzEx22SLss2bKEq5+/mtr62rjsv7iqmEF9B3X7rmQizWlsgVFTXxP36113bYFxGfB14Orw9WvA3XGLSCRG/r3h32SkZnDSPiclOhSRbm9t2VocZ+rgqYkORWQvexYwuvOjVP/z8X8A+OykYMDpCw+4kLG5Y5mcN5mrnr+K37zzG/L65vGp8UGP3IOGH6SBCqXb+c/H/2Ft+Vq27NgSl9ZDH237iJHZI2O+X5FksHXnVlIshQZvoKiyiAEZA+J2rGRsgdFmAcPdq83st8Df3X1VF8QkEhMFmwqYPmQ6fVL7JDoUkW5vXfk6AMbljktoHCLNaSxg5PUNfsh35wJGwaYCJgycQE5mDgB9+/TllAmn4O7kZ+VTXFXMl2d+maPHtDqWukiXWbx5MXUNdbs9or4thWWFAJRVl3WogPHRto8oLC/k2LHH7vVefUM9H1Z8yGkTT2v3fkW6g63VWxmfO54Pyj6gqLKIiYMmxu1YNfU1GJZUg0S32a7KzD4PLAJeCF/PMLOn4x2YSGcUVRaxccdGZg6fmehQRHqEwvJCcjJy1J9YklJjE9f8fvkAVNRUJDKcDtu5aycrS1Yyc9je1y4z45QJp3DIiEM4avRRCYhOZHclVSX89PWf8r353+POt+5se4OQu1NYHhQwGp+m0F4PL3mY2/91Ox9s/WCv9zZu30htfS3jB47v0L5Fkll9Qz3bqrcxZfAUAIor4/skkpq6GjLSMpJqHMFoSik/BA4FXgFw90VmNi5+IfUOdQ11SVXJ6mkKNgUDnTX3JVBE2m9d+TrG545PqguYSKPGJq75WfmkWArl1eUJjqh9ttdsp6a+hiVbllDv9S0W3y/Y/4Iujkxkb3UNdTy7+lkeWfoIDd7AlLwpvFf6Hjtqd5CZlkmqpbZ6rSirLmvqt9+RAkZ9Qz2LtywG4A8Ff+DaI65lUN9BTcdUi0HpybbVbMNxxuSMITMts1NPIqmuq2ZH7Q5yM3Nb/F1aU1+TVN1HILpBPOvcfVvcI+lFKmoquOAvF7Bw48JEh9JjvfnRm+T1zWPUgFGJDkWk22vwBtZvW68vg5K0GruQ9O3Tl5yMnG5VwJj73lxmPzmby+Zexi/+/Qsy0zI11owktYcWP8R9Bfexf/7+/N9p/8fZ+50NBI///eozX+WZ1c+0un1j9xHoWAFjdelqqnZVMX3IdJYULeHSuZdyX8F9n+y/vJBUS2X0AD2ZR3qexpzJ65tHflY+Wyq3dGg/9Q31zHlmDpfNvYxrXriGuoa6Zterra9NugJGNE0AlpnZl4BUM5sEfAv4V3zD6tk+rvi46U5Le/oLSnSWbllKweYCLptxme4Wi8SAmuNKsmvsQpKZlkluZm7TCO1dbVnRMh5e/DC3nHALmWmZba4/b+087i24l8NGHsZhIw8DYNSAURq7SZJWXUMd/1z7T44cdSQ3Hn0jZtZUQHx307uUVJWwqmQV7NvyPhq7j+Rk5HQoVws2F2AYNx59IyuKVzC/cD7PrH6GUyecyuic0awrX6c8kh6rsYAxsO9AhvUfxpYdHStgrC5dTVl1GUePPpo3PnqD59c8z+f2/dxe6zV2IUkm0RQwrgK+C9QAjwIvAv8dz6B6usZn9zb+D1xio7SqlAcXP8iyomUMzhrM6ZNPT3RIIjFXWFbI48sf361SPi53HLOnz8bMeK/kPZ5c+SRZfbK4dMalbKjYwNz35pKdkc1lMy4jOyMbCPogP778cQ4efjCT8ia1eLzX1r/GM6ueaTqOSDJq/AGVkZpBbmZuwlpgvL7+dVaUrOCtj97ihPEntLn+mx+9yYj+I7jpmJv0uEdJajt37eQPBX9gRPYIttdu56R9Tmq6STSs/zAA3trwFgCbd2xudh/uzu/f/T1vb3ib/Kx8hvQb0vRjbF35Ol4ufJlLDrykzUdtL9q8iEmDJjEgYwCHjzqcqYOnUrC5gP95/X8YNWAUy4qWNRUERXqaxpwZ1HcQw/sPZ2nRUty93TdtGwuB3zjkG2yv3c5jyx/jxPEnsqxoGeXV5Zy0z0k8tPghlhUvIz8rPx4fpcOieQpJFUEB47vxD6d3KKkqAT7poyexce+79/L2x28zNmcsFx94Memp6YkOSXqhuoY6Xl33KseNOy7m49y4O7/89y/ZXLmZof2GAkHTvrc/fptxueM4bORh3P7m7eys28nOup3sqt/FsuJl1DXUsaN2BxmpGXxt1teA4IfTI0sf4dV1r/Kb037T7BfGosoifvHvX5CTkcOs4bMYkzMmpp9HJFaaChhpGQzMHMjHFR8nJI5VpcHD2l4ufLnNAoa7s6p0FYeOOFTFC0l6y4uX88IHLwBBy4nIcVoaWz59UBYMqLm5svkCxsbtG3lm9TMMyRrCZyZ+hsLywqZBOJ9d/SwvfvAioweM5uQJJ7N151ZWl67m8FGHA8F358KyQvbL349Vpas4Z+o5TfvNyczhykOv5K8r/kpRZRHD+w/nuHHHxeU8iCTalh1bSEtJY2Bm0AKjuq6abTXb2j3IesGmAibnTW66wfXtF7/NA4se4JX1r1BTV8NHFR8xd9VcRg8YzZGjj4zTp+mYFr9dt/WkEXf/fOzD6R0aCxhl1WVsq97W9Ki0nqpqVxWrS1cDkJ6aztTBU5uqhMWVxQzOGtz0+sNtH7J151amDp5KRloG68rXRXUnbevOrbzx0RtcMO0CZh8wO34fRqQNr61/jV++/UtSU1I5ftzxLa63ZccWBvYd2GKh7eOKjymu2n1k6dWlq1lbvpbrj7y+6dFxDd7At57/Fg8tfog1pWsoqiriv0/4bxZuXMjfVv0NgNtOuo356+bz/PvPM33odLL6ZPHQ4ofITs9mw/YNPLbsMaYNmbZXDH9f83dSLIU7TrmDwVmDO3hGROIv8jn1uZm5lNeUd+iOVEcVVxaTnZHNuvJ1ZPXJYvGWxWzduZVBfQc1u35RZRH1DfVU1FSw7+BW2tqLJIlN2zcBMKL/CE4cf+JeBfrh/Yc3fV+rqKmgalcV26q3MTx7eNM6jS2PbzrmJiYMmsC9797LO9Xv4O5Ng6//cekfOXbssTy46EFeXvcy95x+D8Ozh/P4ssd58YMX+epBX6XBG/Ya6PbYscc2+0hVke7G3SmuKmZIvyHNvr+hYgPD+w8nNSW1qfXTpu2byM3MZevOrWSkZtAvvV/T+tV11VTUVOy2v8raSlaVruL8aecDMGHQBI4dcywvfPACKZZCZlomc1fNZUreFG47+bak65Lf2u3BI4CPCLqNvA0kV+TdWGlVadN8YXkhM4bNSGA08dXgDdzw0g2s27auadk5U8/hkhmXsKJ4BTf+80a+NP1LXLD/BSzavIjvz/8+AFMHT+XsqWfz49d/HPWxBvUdxFlTz4r1RxBpl/mF84GgiWtLBYydu3Zy5fNX8vnJn+eiAy/a6/0Ptn7Atf+4lgZv2Ou9yYMmc8yYY5pep1gKl824jFtevYUn33uSg4cfzIxhM5gwcALzCucxfch0puZPZVj/Yby6/lV++sZPATCMHx73Q/6y4i88tvwxWN785zlvv/NUvJCk1zhKupmRm5lLbX0tVbuqdvsSB8SlqLG2bC3XvHgNU/KmUO/1fHH/L3JfwX08t/q5pvyOPO6CjQu45dVb2G/wfgDsm6cChiS/LZVbyEzL5Len/7bZHBrWfxgrS1aSmZZJdV01f17+Z/6y8i+cNeUsLp1xKWbGuvJ1pFgKo3OCwTUHZg6kuq6atWVrKaoq4vixx/PK+ld4YvkT/GtDMNze/HXz+dL0L/FeyXs4zsNLHiYzLbPpEZIiPc2fV/yZPy75Iz/51E/Yf8j+e72/oWJDUw79f/buPL6K+t7/+OuTFbJAgEAIawARN2R1QXBFca3VurTX1rpVq71tXapV29+16621vbVVrxvVot30qq17lSqKK7JIQJFFtrAm7AlJIPvn98dM4glkOQnZeT8fj3mcOXNmvvM5w/kyk898v9+pThDmFeVxWPph3PHmHYzoNYLbp9xes/4Ti55g1tpZTD9vOr269wLgky2f4Hitv0G/OeabfLTpI84YfgYZyRnMWDSDq8dd3eGSF9BwAqM/cAbwH8BlwKvAU+5ez2WuRGvH3h1k9cwipyCHtbu6dgLjrbVvkVOQw7fGfYuRfUby4vIXeXHFi5wz8hz+lP0nHOcfy/7BtBHTmJE9g35J/Zg2Yhp//fSv/P6j3zMwdSDfP+77Ue1rcI/BdI/v3srfSKR+O/bsYPGWxcRaLNl52fX+sbRk6xJKKkpYsHnBfgkMd2fGohkkxydz55Q79+vaMaLXiP3KnDBgAg+f+zC7S3fXjGeRmpjKI+c9QlJ8EhAM9vTIuY+QWxTcReuZ2JOBPQYyOmM0q3auqvP7xMfEc0jvQ5p3MOSg1patHyC4w1Q9aGZ1M9r8kvyaBEZFVQUPznuQT7Z8wn1n30dKQkqL7fuJRU9Q5VUs3b4UgFOzTmXljpW8uOJFzj30XJZvX84D8x7g1km3Mi5zHDOyZwCwdPtSusV1U9cs6RRyC3Ppn9y/3npdfSf4mAHH8N7693ht1WsYxj+X/5P0pHS+NOpLrN21loGpA2taHla3UJq1dhYAl42+jL0Ve3lm6TM1n8/Omc0Fh13AuoJ1AOyt2MsxA45p8S6aIh1BQUkBzy19Dsd5YtET/PaM39aqcxVVFeQV5zFp8CQAMpIzMIzcolw2F24mtyiXgtICKqsqiY2Jxd2Zv2k+JRUlPLXkKb5zzHeAYPyL7nHda7UAzEjJ4PHzH6dnYtAz4JSsU2oSHh1NvbXf3SuB14HXzSyRIJEx28x+7u4PtFWAndXy7ct5YfkLJMUnccPEG2qNhLx9z3ZG9xvN7rLd9f7h0BQ5+TncP/d+yirLuHLslUwcMLHedZ9e8jSxFsslR14CBI/CmrNhTr3rmxkXHX4RU4dPrbV80+5N/P6j31NcVtxgbNv3bufQ3ody/qjzMTPSk9KZv3k+N828id2lu7no8It4YfkLfO+177G7dDe3TrqVKUOm8M66d9iwewM3HX8TR/Q9oglHQ6RtPLnoSWIshuMHHc+jHz9KcVkxeyv24jgXHnYhzy17jvUF6xmaNpSCkgIenP8gJw09iSlDppCdFzSVXZO/ho83f8xfP/krFVUVXDP+Gqq8isVbFnPt+GsZnTE66ngG9hjIQAbWWtYjsUet972699rvZJQQm6A6Ji3q7vfuJjUxle8e+91G13V3lm9fzmurXmPljpV0j+/Oj0/8MX2S+kS1r7LKMn713q/Iyc+pecxb9W88vySfgT2COvHA3Ad4K+ctAJ797FmuGncVALv27uJ3c37Hd4/9Lsu2LSM7L5sbj7uR++bex8odK/fb34QBE/jW+G8B8Pyy55m5eiabCjdxwagL+Neqf9G7W296duvJ5WMu58ONH3LT6zeRX5KP47y68lV27t3J+t3rufSIS3lm6TOM7D2y0QELRTqC3KJcBqYOrPfzzJTgTvCkQZN4b/17FJcXc/LQk8krymPm6pmcd+h55OTn1Go5UZ3AmJ0zm/7J/clMzeSKMVcwb9M80pPSuWz0Zdw39z5eXP4ijnPsgGOZt3ke4/qPqzMGkc5gQ8EGHlnwCLdNvo20bmls3L2R6R9P54eTf8izS5+ltLKUiw+/mOeWPce3X/k2p2SdwmWjLwOC7scVVRUM6jEIgPjYePok9SGvKI+FuQuBoOv+hxs+5J1173DG8DPYumcrfbr34fVVr7Nk6xK+dtTXyM7N5uiMo/dLBEaOo9FRkxfQyCCeYeLiXILkRRZwP/DP1g+rc3J35m2axz+X/ZOl25eSHJ9McXkx24q38aMTf0T3+O5UeRU79+4kPSmd4wcez8zVM/lG4Tdq9RFs6j4fXfAoeUV5JMUn8eD8B3n0vEfr7Fe/aucq/vbp3zCMYwYew97yvTy79FkOTz+cPt3rvljcsHsDj3z8COMzx9f6IT+28DE27N7A+P7jG4xvZJ+RXHLEJTXZw37J/bhl0i18sP4DMlMz+frorzO051DmbZrHoB6DOGnoSZgZt55wKwtzF2oUaemQ9pbv5fnlz1PplTy79Fn6JPXhsD7BRVlWWhZTh0/luWXP8eD8B8lMyWTZ9mXkFuXRCExLAAAgAElEQVTy2bbPGJ85noW5C0lPSmf7nu3c/f7dJMYlkhibyANzHyApPomM5AzOPuTsdv6WIs0TYzHM3zy/wVYYe8r3MDtnNq+tfI2cghy6x3VndL/RzNs8jzkb50T9FKl5m+bxce7HADV/XFVfgC3ZuoTPtn3G+aPO593173LOIedQUlHCy5+/zJdGfYn0pHTmbJzD4i2LeW3la8zdNJdNhZvYW76XjzZ9xITMCXSP+6JVX35JPi+ueJGJAyYyJmMML6x4gcTYRC487EIuP/pyRvYZifHFUxluPv5m5myYQ3pSOuVV5by+6nVW7VzFob0P5RtHf4Pe3XvXJFhEOjJ3Z0vxFiZkTqh3nWMGHsOFh13IcYOOo2diTwpKCxifOZ6SihIeXvAwn237jK17tnJ2ry/ObdUJjMKyQq4YcwUAg3sO5j+P+U/SuqUxpv8Ynlj0RNDNEbh+4vUMWDGgwfGlRDq6xxY+xidbP+GjjR9x1iFn8dbat8jOy2b+pvl8sOEDjh1wLJePuZwYi2HxlsU8teQpjhlwDCP7jGTj7o0AtZKJmSmZ5BXlUVRWRO/uvdm1dxf3zb2P0spSFuUtAuDHJ/6YN9e8yeIti7l/7v2UVpZywWEXtMv3bwkNDeL5JHAU8BrwM3df0mZRRSm3MJfsvGx6JPagZ2JP0rql0SOxB6mJqW06ond5ZTmzc2bzz2X/ZGPhRvol9eO68ddxxogz+GD9B9w/735+/NaP+ekpP6WiqoJKr6RPUh/OO/Q83sp5iz8v/nOtvkruzuItizmq31EUlxWTV5THqPRRfL7jczKSM2oN+rlg8wKWbFvCDRNvYEjPIdw5604emv8QI3vv/1jEt3PeJjUhlSqv4qH5D1FaUUrv7r35+ak/r/d59bmFudzw6g08MO+BmhNXQWkBC3IXcNXYq5o15sSUIVOYMmRKzftTh52632jtw3sNZ3iv4U0uW9pPlVexOG8xR2cc3SHvKO7Ys4OPNn5Er+69mDRo0gE1b1+ydQmVXsnJQ0+moKSAm46/ab87xlMGT+HzHZ+zY88OkuKTuG78dUxfOJ1759zLpsJNXD32ap5d+iyFZYV8e8K3SU9K567ZdwFw2wm36fn10mmNzxzP+xver2mBFGnNrjW8tvI1Zq+bTUlFCcPThvPdY77LyVkn0y2uG9e+dC2L8hbVmcDYXbqbT7d8yqTBk2rO8W+vfZv4mHjKq8rZVBg8eaRXtyDZ/vRnT1NRVUF5ZTkVVRVMGjyJAakDeDvnbf69+t9cNvqymoEDX135KqWVpcTHxPPRpo8Y2XskPzn5J7X+nyivLOf6V65nRvYMbpl0Czv37uR7x36PaSOmAew3gGDkoILr8tfx6spX2VWyix9O/iFmxrmHntsSh1uk1e3cu5OyyrIGb7alJKRw9birgSCBV1BawNj+Y4mPieePC//I9I+nA7Ufx52RksFRfY9i2ohpta4DzzzkzJr5y0ZfxsMLHmZg6kD6JvflmvHXtPC3E2k7i/IWsTBvYc38WYecVZNkeHXlq2zfs52vHvlVYiyGy8dczkXlF3Hty9fyxKIn+OVpv6xJYFS3wICgvs3ZOIeKqgpOyzqNVTtX8fnOz8lMySS3KJeM5AxG9hnJyD4jycnP4fuvBV3zO/MQBg21wLgcKAYOBb4fcRI3wN29R30bNsbMzgLuA2KBx9z9180pZ8WOFTy84OH9y8fokdhjv8RGWrc0enbr+cV8Ys8DSngUlxXz2qrXePnzl9m5dyfD04Zz2wm3MXnw5Jo/4KYOn0pqYir3fHAPP3zjh3xzzDcBSE9Kp1f3Xlww6gKe/uxpLth+QU0/pJmrZ/Lg/Af5+uivk52bzfIdy/mvk/6LX777Sw7tcyj3nH4PZkZlVSUzFs1gQMoApo2YRlxMHCcPPZlZa2fV9Cfc97h899jvUlFVwSMLgkGYbj7+5nqTFxAMDvOVw7/Cs0ufZf7m+TXLh/QYEvUdMjk4vLziZR7Lfoyrx17NhYdfWOuzPeV7KK8sj/qJO8VlxZhZzfgNkXbs2UHv7r2p9EoKSwsbbOLm7uzYG6z/k9k/qelDe9NxN+3XLaopsvOySYhN4Mbjbqw30RCZlKy2vmA9r69+nbiYOI4bdBybCjexeudqpg6fSozFcMKgEygqK6o1SKdIZ1N9UbQobxFD04ZSVlnGe+uCPvErdqwgITaBE4ecyDkjz2Fk75G1kgRj+4/lnXXvUFFVUdO01d15c82bzFg0g8KyQiYPnswPJv2APeV7+Dj3Y84fdT7vr3+/JnGfmpiKYVRUVQDw3LLnarpKJcQmcHTG0czOmc2lR17KJ1s/qWkNlRCbwK2TbuWBeQ9wzbhr9ktyxsfG842jv8G9H93Lg/MfrPVdGzM0bShHpB9B7+696xyUTaQjqx47qXqci8Ycln4YcTFxNS0sThh0Au+uf5eE2IRaN9gSYhO4+/S7Gyxr2ohpvLbyNY7OOLqZ0Yt0DO5eM97fEX2PYEHuAgpKCli1cxWG1TyGO/K8khSfxNeO/BrTF05nYe5CNu7eSK9uvWoNUH1on0N5Y80bAEwaPImMlAy2793Ob874DXe8eUet1uxZaVmcdchZLNu2jAGpA9rom7c8c/e23aFZLPA5wQChG4H5wH+4+9L6tpk4caIvWLBgv+XVjyArKC2goKRgv9fdpbvJL8mnoDSYLywrrDumiIRHZGKjvoRHaWUpL694mddXv05JRQljM8Zy0REXMSZjTL13dZdsXcIv3v0FZZVlVFRVcN9Z9zG813D2lu/l2pevZXCPwfxq6q8orSzl2pevJb8knxiLqXkKQeT8j0/8MccPOp43Vr/B/fPu584pd9Y8n9fd2V26u84Y4mLian7w1WNX7DtCe30KSwtrPREhOSFZAygFOt7QvFGor041V3FZMde+fC2FZYWkJKTwxy/9kZSEFLbv2c5LK17i9VXBY5nuOvmuRsdbyMnP4a637yLGYvjFqb+oGWnZ3Xl26bP85ZO/cMrQU9hSvIWVO1dy2wm31fl86iqv4tEFj/KvVf/iqL5HsWTbEm4+/mZe/fxVdpbsrLerVTRueOUGMlIy+OkpP23Sdu5OYVkhCbEJdIvrhrtT5VU1CU93x/E2bUHWAXXKOgUtX686s+tfuZ7UhFRGpY9i1tpZFJUVMTB1IGcfcjZTh0+tdxDNDzd8yN3v3809p9/DEX2PICc/h4fmP8Sy7cs4Iv0Ijup3FM8sfYaj+x1NckIyczbO4YGzH2BIzyEYVnMOvvz5y8kvyWdwj8Fs2L2Bcf3H8fNTfw7ArDWz+MPcP3DV2KuYsWgGtxx/C9MXTmd8//HcNvk2qryq3jro7tz0+k2syV/DwNSBPHLeI1Efk+rrrXYa0V31SprtzTVvct/c+2oeaRqNyC5k1demiXGJDd40q09lVSUxFtMRn4bQ4QKKhupU+3gn5x3+Z87/8INJPyDGYvjth7/lwsMu5Pnlz3PmiDOZuXommSmZTP/S9FrbVVRV8J1Xv0OMxVBUVsSwtGH84rRf1FqnsLSQGIshOSG51rVlXXWng19rRlWn2uMv0GOBVe6+BsDMnga+DNSbwKhPbExsnYPS1aeiqoLC0sJ6Ex7Vr2vz11JQWkBRWVG9ZcVYDCcNOYkLD78wqq4OR/U7il9P/TV3zb6L/JL8mjEnusd3r2ked/7T59esf9NxN3H/vPsZmDqQE4ecyNOfPc2lR1zKhxs+5L/f+28Mw3FG9RnFpEGTarYzs6juckebuKiWmpjapPXl4PLc0ucoKivi5uNv5g8f/YH/+Md/1PxGYyyGKYOnsHrXam5/8/aaPuL1cZze3XtT5VV851/fqVnfCS7+D+l1CLPXzSYuJo5BqYO4+/276yyzev2RvUeyZNsSRvUZxalZp9IvuR93zrqTi565qNFYGooxsolrtMys1sCaZkasxdZ639yYRDqS8Znjefnzl1m5cyWTBk3i7JFnM7rf6Eb/ABmTMQbDav6vcJzUhFRuPO5Gpg6bipkxsMdA7pt7H1VexbfGfatWk/Rqvbv1pntcd64edzU/e+dntQb9O2HwCTy04CFmLJpRMybU4X0PJzUhOM81dFFnZlw17ir+6+3/anLz2w74x5dIVHILc4mxGPom9416m8jfe7TXpvXpiN1SRZqivLKcPy/+M8PThnPy0JMpLCvEMJ5f/jzJ8clceuSlzFw9s87zSlxMHN8c803u+eAe0pPSuW7CdfutE/l3WuS1ZV11pytca7ZHAmMgsCHi/UZgv5Eazew64DqAIUNa5hFjcTFxLZLwKKss48ShJ9IvuV+T9j+s1zB+N+13LNm6pNZ/5GeOOBPD2Ll3Z816Jww+gd7de9MvuR99k/syIHUAk4dMZurwqby99m0guMg6ffjpuiiSqLRGnao2ccBEkuKTOG3YaaQkpNSM3p8Qm8DJWSfTL7kfBSUF/Hv1vymrLGuwrNiYWE4ffjpVXsVba9+isqqy5rO+yX05Y/gZzNs0j7RuaQxNG8prK19jT/meOssa0nMIU4ZM4b317zGqzyjMjKP6HcXtk29nXf66Zn/f+Nh4zhh+RrO3l66jNetVZ3bxERczqMcgJg2a1KSRzJMTkrnthNtYX7AegG5x3Zg2Ylqti7PThp1GRnIGJRUlTBhQ96CC10+8nriYOA7pfQjfP/b7TB4yueaz7vHduX3y7azcsZLBPQeTkpDSpMeqju0/llsn3aquIK1I9apjGZ0xmvjYeLW87cRUp9qXmXH+qPMZ3mt4zc2sH0z6ARt3b2RU+ij6Jffj9sm3c3j64XVuP3nwZG45/hZGZ4wmPSm9jaPveNqjC8klwJnu/q3w/eXAse7+vfq2UVMn6cA6ZfZIdUo6sE5Zp0D1Sjo01SuRltcp65XqlHRgUdWp9uj8shEYHPF+ELC5HeIQERERERERkU6iPRIY84GRZjbMzBKArwEvtUMcIiIiIiIiItJJtHlnNnevMLPvAjMJHqP6J3f/rK3jEBEREREREZHOo11G43H3fwH/ao99i4iIiIiIiEjn0yEfACsiIiIiIiIiEkkJDBERERERERHp8Nr8MarNYWbbgHXN2DQd2N7C4XRGOg6B1jgO2939rBYus9UdQJ0C/Z6q6TgEWvo4dMo6BTpXtQAdh4DOVRFUrw6YjkNA9SqkOnXAdBwC7VanOkUCo7nMbIG7T2zvONqbjkNAx6Fl6DgGdBwCOg4HTscwoOMQ0HFoGTqOAR2HgI7DgdMxDOg4BNrzOKgLiYiIiIiIiIh0eEpgiIiIiIiIiEiH19UTGNPbO4AOQschoOPQMnQcAzoOAR2HA6djGNBxCOg4tAwdx4COQ0DH4cDpGAZ0HALtdhy69BgYIiIiIiIiItI1dPUWGCIiIiIiIiLSBSiBISIiIiIiIiIdnhIYIiIiIiIiItLhKYEhIiIiIiIiIh2eEhgiIiIiIiIi0uEpgSEiIiIiIiIiHZ4SGCIiIiIiIiLS4SmBISIiIiIiIiIdnhIYIiIiIiIiItLhKYEhIiIiIiIiIh2eEhgiIiIiIiIi0uEpgSEiIiIiIiIiHZ4SGCIiIiIiIiLS4SmBISIiIiIiIiIdnhIYIiIiIiIiItLhKYEhIiIiIiIiIh2eEhgiIiIiIiIi0uEpgSEiIiIiIiIiHZ4SGCIiIiIiIiLS4SmBISIiIiIiIiIdnhIYIiIiIiIiItLhKYEhIiIiIiIiIh2eEhidjJlVmtkiM1tsZgvN7IRG1s8ys8vaKj6R1mBm/c3saTNbbWZLzexfZnZoe8fVEZnZT83s1vaOQ7qW5tRBMysKX7PMbEkdn59iZq/Us+2/zCwtmvJFurqIa7/q6Y5mlFFvfRPpbA60TphZjpmlt0Ac5zenPobb1nlulMbFtXcA0mR73X0sgJmdCdwNnNzA+lnAZcDfWz80kZZnZgY8Dzzp7l8Ll40FMoDP2zgOc/eqej6PdffKjhCLSEtqjzro7ue0RrkinVTNtZ+IAB2gTphZnLu/BLzUnnEcjNQCo3PrAeyC4ALTzH5rZkvM7FMz+2q4zq+BE8Ps5M1htu+9sPVGTQuOMDM/28yeM7PlZva3sMypZvZ89Q7N7Awz+2ebf1M5mJ0KlLv7I9UL3H2Ru79nZilmNiv8LX9qZl+Gmqz2MjP7o5l9Zmb/NrPu4WeHmNmbEa2YRoTLbzOz+Wb2iZn9bJ9yHgIWAoMjAwsz+HeZ2fvAJWY2wsxeN7OPw3p2WLjeJWHdXGxm74bLYsM6W73Pb4fLG/tONbGY2VnheovNbFZEaEeE9XmNmX2/Ff5N5OBSbx2EuutOE/Qws+ctaNXxiJnFhGXW3B0zs1vC+rPEzG7at4D6zn9mFmNmD4X/B7xiQauOi3Vek67CzI4xsw/Dc8A8M0s1s25mNiOsC9lmdmod2/U2sxfCOvuRmR0dLu9rZm+E55VHzWydmaWb2S/M7MaI7f9b5xbpiMJzx88irqGqr8P6hNeC2Wb2KGAR29R5jjGzb4Z1ZLGZ/SVc9oSZ3WtmbwP3mNmVZva/EZ/dH9bJNWZ2cbi8znPUPnHXWW/NLMnMngnj+D8zm2tmE83sGjP7fcT215rZva1zVDsgd9fUiSagElgELAcKgAnh8ouAN4BYgrti64FM4BTglYjtk4Bu4fxIYEE4f0pY3iCCxNYcYApBBV8O9A3X+zvwpfY+DpoOngn4PvD7ej6LA3qE8+nAqvA3mwVUAGPDz54BvhHOzwUuDOe7hXViGjA93DYGeAU4KSynCji+nv3nAD+MeD8LGBnOHwe8Fc5/CgwM59PC1+uA/xfOJwILgGGNfKeaWIC+wAZgWPi+d/j6U+DDsMx0YAcQ397/jpo679RIHayz7oSfFYWvWcCSOrY9BSgBhofnrjeAi8PPcsLf74Sw/iQDKcBnwLh9yq/v/Hcx8K8wrv4ECf+L0XlNUyeb+OLar3r6KpAArAGOCdfpEZ4/fgDMCJcdFtaHbkRcDwIPAD8J508DFoXz/wvcGc6fBXhYD7OAheHyGGA10Ke9j4umg3eqq06Ey3OA74Xz3wEeC+fvB+4K58+N+G3XeY4BjgRWAOnhNtXXWE+E57nY8P2VwP9GfPZsWEeOAFaFy+s7R2URnhsbqLe3Ao+Gy48iuLadGMa7mvD6juC6b3R7/7u01aQuJJ1PZBeSScCfzewogmTDUx40Yd9iZu8AxwC799k+HvhfC5r/VgKRfZjnufvGsOxFQJa7vx9mHb9hZjOAScA3W/H7iTSFAb8ys5MI/rgfSHByAFjr7ovC+Y+BLDNLJUgkPA/g7iUAZjaN4A+x7HD9FIIE33pgnbt/1EAM/xeWkQKcADxrVpPYTwxfPwCeMLNngOo7vdOAo6sz9EDPcJ8bG/hOkbEcD7zr7mvD77IzIqZX3b0UKDWzreH2Gxv4DiLNVV/deTfK7ee5+xoAM3uK4Fz2XMTnU4Dn3b04XOefwIkR+6tep67z3xTgWQ+6WuWFd8xwd9d5TTqZ/ZrLm9loINfd5wO4++5w+RSCBAXuvtzM1lH7Wg+CunFRuM5b4d3pnuHyC8Plr5vZrnA+x8x2mNk4gvNJtrvvaKXvKhKNhrqQVF9nfQx8JZw/qXre3V+t/m1T/znGgefcfXu4TeQ11rNef5fhF8JzzlIzq752q+8c9UnEdvXV2ynAfeHyJWb2SThfbGZvAeeZ2TKCRMan9cTU5SiB0Ym5+xwLmtj2JaIpVCNuBrYAYwgyhCURn5VGzFfyxe9jBvByuO6z7l5xIHGLNNFnBHdN6/J1gt//BHcvN7Mcgow17P977k799cSAu9390VoLzbKA4kbiq/48Bsiv64Tq7teb2XEEWf9FYQLRCO4SzNxnn1c28J0iYzGCE2xd6qvLIs3RUB2ss+40wb6/4X3fR3Nua6he10fnNens6jsHNLfOeCPbPkZwt7k/8Kco9iHSXqqvgfa9/mlKfWnoGquh68LI6y/b57UhzTmPPQb8iKBF4Ywo9tFlaAyMTizs1xVL0ET8XeCrFvSr70uQaZwHFAKpEZv1JMjYVwGXh9s3yN03A5uB/0fQPEqkLb0FJJrZtdULwn6/JxP8nreGf+ifCgxtqKDwDtVGM7sgLCfRzJKAmcDVYSsKzGygmfVrSpBh2WvN7JKwDDOzMeH8CHef6+53AdsJxtKYCdxgZvHhOoeaWXITvtMc4GQzGxZu37sp8Yo0QUN18EDrzrFmNsyCsS++Cry/z+fvAheE/YCTCe4Ov1fHOnWd/94HLrJgLIwMgib0gM5r0iUsBwaY2TEAFox/EUdQH74eLjsUGELQFD5S5DqnANvDc9j7wKXh8mlAr4htnifoVnIMQb0X6Uwif/Nn88Vvu75zzCzgUjPrE25zINdY9Z2j6osvst5G1skjgNHVG7j7XILrycuApw4gvk5Hd+U6n+5h9w4IsnJXuHulBQOSTQIWE2QMf+jueWa2A6gws8UEF2kPAf8I/8h6m8bvLlf7G0F/4aUt+F1EGhU2974Q+IMFj6oqIejjeBPBneGXzWwBX4wN05jLgUfN7OdAOXCJu//bzA4H5oTdP4qAbxBk75vi68DDZvb/CLprPU1QJ39rZiMJ6uyscNknhP2KLdjpNuACgrrW6Hdy921mdh3wz/CPv63AGU2MV6RRDdVBd19ZT93ZGmXxcwgGmx5NcAH3fOSH7r7QzJ7gi4u9x9w9m9rqO//9A5gKLCF4WspcgrGequm8Jp1F5LUfwOvufocFgwE+YMEg1XuB0wmu8x4xs08J+stf6e6lEV0bIRgraUbYHH0PcEW4/GfAU2G57wC5BDfCcPeysBtWfgPN50XaSp11ooH1q3/bCwl+2+uh4XOMmf038I6ZVRJ0W7yymbHWd47Kilinvnr7EPBkWFezCa4dI89jzxCM97aLg4i519c6RuQLFoywm+3uj7d3LCIiItEwsxR3Lwrvos0DJrt7XviZzmsiEcwsEah09woLxll7OGLctRiCJ2Bd4u4r2zNOkYOFmcUSjG9RYsFT82YBh7p7Wfj5KwSDbM9qqJyuRi0wpFFm9jFBS40ftHcsIiIiTfCKmaURPLHhFxHJC53XRPY3BHgmTFaUAddCTdP1VwgGO1TyQqTtJAFvh92NDbghbA2VRpCUX3ywJS9ALTBEREREREREpBPQIJ4iIiIiIiIi0uEpgSEiIiIiIiIiHV6nSGCcddZZTjBqqyZNHW3qlFSnNHXgqdNSvdLUgadOS/VKUweeOiXVKU0deIpKp0hgbN++vb1DEOlSVKdEWp7qlUjLU70SaVmqU9LZdYoEhoiIiIiIiIgc3JTAEBEREREREZEOTwkMEREREREREenwlMAQERERERERkQ5PCQwRERERERER6fCUwBARERERERGRDk8JDBERERERERHp8JTAEBEREREREZEOTwkMEREREREREenwlMAQERERERERkQ6v0QSGmWWZWUI4P8XMvmNmPVo/NBERERERERGRQDQtMF4A3MxGAH8GDgf+3qpRiYiIiIiIiIhEiCaBUeXu5cBXgD+4+/eAga0bloiIiIiIiIjIF6JJYFSY2SXA5cAr4bL4aAo3szQze87MlpvZMjObZGa9zewNM1sZvvZqbvAiIiIiIiIicnCIJoFxNXAq8Bt3X2Nmw4Cnoiz/PuB1dz8MGAMsA+4AZrn7SGBW+F5EREREREREpF5xDX1oZrHAbe5+RfUyd18L/HdjBYcDfZ4EXBluVwaUmdmXgVPC1Z4EZgO3Nz10ERERERERETlYNNgCw90rgUwzi6rLyD6GA9uAGWaWbWaPmVkykOHuuWH5uUC/ujY2s+vMbIGZLdi2bVszdi8ikVSnRFqe6pVIy1O9EmlZqlPSlUTThWQN8J6Z3Wlm36+eotguDhgPPOzu44BimtBdxN2nu/tEd5/Yt2/faDcTkXqoTom0PNUrkZaneiXSslSnpCuJJoGxDXgDSAL6RkyN2QhsdPe54fvnCBIaW8wsEyB83drUoEVERERERETk4NLgGBgA7v5fzSnY3fPMbIOZjXL3FcBUYGk4XQH8Onx9sTnli4iIiIiIiMjBo9EEhpmlAz8AjgS6VS9392lRlP894G9mlkDQFeUqglYfz5jZNcB64JJmxC0iIiIiIiIiB5FGExjAX4HngQuB/yRoNZEXTeHuvgiYWMdHU6MNUEREREREREQkmjEw+rr7o0CZu88iSGAc27phiYiIiIiIiIh8IZoWGOXha56ZnQlsBga3XkgiIiIiIiIiIrVFk8D4lZn1BG4FHgR6ALe1alQiIiIiIiIiIhGieQrJS+HsJ8CJrRuOiIiIiIiIiMj+Gh0Dw8wOMbOZZrY4fH+0md3Z+qGJiIiIiIiIiASiGcTzMeBnQFX4/lPgG60WkYiIiIiIiIjIPqJJYCS7+4fVb9zd+WJgTxERERERERGRVhdNAmOHmQ0DHMDMLgDyWjUqEREREREREZEI0TyF5LvA48BhZrYOyAW+1qpRiYiIiIiIiIhEqDeBYWZD3X2du68CTgsfpWrunt924YmIiIiIiIiINNyFZJaZ3WFmcQDuXqDkhYiIiIiIiIi0h4YSGOOADOBjMzupjeIREREREREREdlPvV1I3L0QuNnMJhC0xthI8ChVCz72o9soRhERERERERE5yDU4iKeZnQbcBzwGPEiQwBARERERERERaVMNDeL5NDAQuMzdP227kEREREREREREamuoBcYsd//jgRRuZjlAIVAJVLj7RDPrDfwfkAXkAJe6+64D2Y+IiIiIiIiIdG31DuJ5oMmLCKe6+1h3nxi+v4MgOTISmBW+FxERERERERGpV0NPIWktXwaeDOefBC5ohxhEREREREREpBNp7QSGA/82s4/N7LpwWYa75wKEr/3q2tDMrjOzBWa2YNu2ba0cpkjXpzol0vJUr0RanuqVSMtSnZKuJOoEhpkNM7OvmNlhTSh/sruPB84G/tPMTrF8xBUAACAASURBVIp2Q3ef7u4T3X1i3759m7BLEamL6pRIy1O9Eml5qlciLUt1SrqSehMYZvZCxPyXgbeALwEvmtmV0RTu7pvD163A88CxwBYzywzLzQS2Njd4ERERERERETk4NNQCY2jE/O3Aae5+FTAZuLmxgs0s2cxSq+eBacAS4CXginC1K4AXmxG3iIiIiIiIiBxEGnqMqkeu5+5rAdx9u5lVRVF2BvC8mVXv5+/u/rqZzQeeMbNrgPXAJc0LXUREREREREQOFg0lMMaY2W7AgEQz6+/ueWaWAMQ2VrC7rwHG1LF8BzC1uQGLiIiIiIiIyMGn3gSGu9eXpEgCvt064YiIiIiIiIiI7K+hFhh1cvd8YE4rxCIiIiIiIiIiUqeoH6MqIiIiIiIiItJelMAQERERERERkQ6vwQSGmcWa2V/bKhgRERERERERkbo0mMBw90qgb/jkERERERERERGRdhHNIJ45wAdm9hJQXL3Q3e9traBERERERERERCJFk8DYHE4xQGrrhiMiIiIiIiIisr9GExju/jMAM0t29+LG1hcRERERERERaWmNPoXEzCaZ2VJgWfh+jJk91OqRiYiIiIiIiIiEonmM6h+AM4EdAO6+GDipNYMSEREREREREYkUTQIDd9+wz6LKVohFRERERERERKRO0QziucHMTgA8fJzq9wm7k4iIiIiIiIiItIVoWmBcD/wnMBDYCIwFvtOaQYmIiIiIiIiIRIqmBcYod/965AIzmwx80DohiYiIiIiIiIjUFk0LjAeiXFYnM4s1s2wzeyV8P8zM5prZSjP7v7BbioiIiIiIiIhIveptgWFmk4ATgL5mdkvERz2A2Cbs40aCMTN6hO/vAX7v7k+b2SPANcDDTYpaRERERERERA4qDbXASABSCJIcqRHTbuDiaAo3s0HAucBj4XsDTgOeC1d5ErigOYGLiIiIiIiIyMGjoTEwvuXul5tZgbv/oZnl/wH4IUHiA6APkO/uFeH7jQSDg+7HzK4DrgMYMmRIM3cvItVUp0RanuqVSMtTvRJpWapT0pU01AJjgpkNBa4ys15m1jtyaqxgMzsP2OruH0curmNVr2t7d5/u7hPdfWLfvn0b252INEJ1SqTlqV6JtDzVK5GWpTolXUlDLTAeAV4HhgMfUzv54OHyhkwGzjezc4BuBGNg/AFIM7O4sBXGIGBzM2MXERERERERkYNEvS0w3P1+dz8c+JO7D3f3YRFTY8kL3P1Odx/k7lnA14C3wsexvs0XY2hcAbx44F9DRERERERERLqyRh+j6u43AJhZPzMbUj0dwD5vB24xs1UEY2I8fgBliYiIiIiIiMhBoKEuJACY2ZeAe4EBwFZgKMFjUY+MdifuPhuYHc6vAY5teqgiIiIiIiIicrBqtAUG8EvgeOBzdx8GTAU+aNWoREREREREREQiRJPAKHf3HUCMmcW4+9vA2FaOS0RERERERESkRqNdSIB8M0sB3gX+ZmZbgYrWDUtERERERERE5AvRtMD4MrAHuJngsaqrgS+1ZlAiIiIiIiIiIpEabYHh7sXhbBXwZOuGIyIiIiIiIiKyv2haYIiIiIiIiIiItCslMERERERERESkw2tSAsPMepnZ0a0VjIiIiIiIiIhIXRpNYJjZbDPrYWa9gcXADDO7t/VDExEREREREREJRNMCo6e77wa+Asxw9wnA6a0bloiIiIiIiIjIF6JJYMSZWSZwKfBKK8cjIiIiIiIiIrKfaBIYPwdmAqvcfb6ZDQdWtm5YIiLSFX208SNy8nPaOwwRERER6YQaTWC4+7PufrS7fyd8v8bdL2r90EREpKv53ZzfMWvNrPYOQ0REREQ6objGVjCzvsC1QFbk+u5+deuFJSIiXU1FVQUlFSUkJyS3dygiIiIi0gk1msAAXgTeA94EKls3HBER6aqKy4oBSElIaedIRERERKQziiaBkeTutze1YDPrBrwLJIb7ec7df2Jmw4Cngd7AQuBydy9ravkiItK5FJcHCYzkeLXAEBEREZGmi2YQz1fM7JxmlF0KnObuY4CxwFlmdjxwD/B7dx8J7AKuaUbZIiLSyRSVFQFqgSEiIiIizRNNAuNGgiRGiZkVhtPuxjbyQFH4Nj6cHDgNeC5c/iRwQTPiFhGRTkZdSERERETkQETzFJJUd49x927hfKq794imcDOLNbNFwFbgDWA1kO/uFeEqG4GB9Wx7nZktMLMF27Zti+7biEi9VKekvdV0IelCg3iqXom0PNUrkZalOiVdSTQtMDCz883sf8LpvGgLd/dKdx8LDAKOBQ6va7V6tp3u7hPdfWLfvn2j3aWI1EN1StpbV+xConol0vJUr0RaluqUdCWNJjDM7NcE3UiWhtON4bKouXs+MBs4Hkgzs+rBQwcBm5tSloiIdE7VCQwN4ikiIiIizRFNC4xzgDPc/U/u/ifgrHBZg8ysr5mlhfPdgdOBZcDbwMXhalcQPKZVRES6uOKyYuJi4kiITWjvUERERESkE4rmMaoAacDOcL5nlNtkAk+aWSxBouQZd3/FzJYCT5vZL4Fs4PGmBCwiIp1TUVkRyfHJmFl7hyIiIiIinVA0CYy7gWwzexsw4CTgzsY2cvdPgHF1LF9DMB6GiIgcRIrLi7vU+BciIiIi0rYaTWC4+1NmNhs4hiCBcbu757V2YCIi0rUUlRUpgSEiIiIizVbvGBhmdlj4Op6gO8hGYAMwIFwmIiISteKyYg3gKSIiIiLN1lALjFuA64Df1fGZA6e1SkQiItIlFZUVkZGS0d5hiIiIiEgnVW8Cw92vC2fPdveSyM/MrFurRiUiIl2OxsAQERERkQMRzWNUP4xymYiISJ3cneJydSERERERkeartwWGmfUHBgLdzWwcwQCeAD2ApDaITUREuojSylIqqirUAkNEREREmq2hMTDOBK4EBgH3RiwvBH7UijGJiEgXU1xWDEByglpgiIiIiEjzNDQGxpPAk2Z2kbv/ow1jEhGRLqaorAhALTBEREREpNkaaoEBgLv/w8zOBY4EukUs/3lrBiYiIl1HcXnQAkMJDBERERFprkYH8TSzR4CvAt8jGAfjEmBoK8clIiJdyJpdawDISNZjVEVERESkeaJ5CskJ7v5NYJe7/wyYBAxu3bBERKQrWZS3iP7J/clMzWzvUERERESkk4omgbE3fN1jZgOAcmBY64UkIiJdSUVVBYu3LGZs/7HtHYqIiIiIdGKNjoEBvGJmacBvgYWAA4+1alQiItJlrNi+gpKKEsZljmvvUERERESkE4umBcZv3D0/fBLJUOAw4JetG5aIiLS0++fez9yNc9t8v4vyFmEYYzLGtPm+RURERKTriCaBMad6xt1L3b0gcpmIiHQOb+e8TXZedpvvd13BOgamDiQ5IbnN9y0iIiIiXUe9XUjMrD8wEOhuZuMInkAC0ANIaoPYRESkhVR5FRVVFZRUlLT5vnMLczV4p4iIiIgcsIbGwDgTuBIYBNwbsbwQ+FFjBZvZYODPQH+gCpju7veZWW/g/4AsIAe41N13NSN2ERGJUnllOQClFaVtul93J684j9EZo9t0vyIiIiLS9dSbwHD3J4EnzeyicPyLpqoAfuDuC80sFfjYzN4gSIrMcvdfm9kdwB3A7c0oX0REolRWWQZAaWXbJjB2l+6mpKKEzBS1wBARERGRA9NQF5JvuPtfgSwzu2Xfz9393jo2i/w8F8gN5wvNbBlBl5QvA6eEqz0JzEYJDBGRVlWdwGjrLiS5RbkA9E/p36b7FREREZGup6FBPKtHW0sBUuuYomZmWcA4YC6QESY3qpMc/erZ5jozW2BmC7Zt29aU3YlIHVSnDm7tlsAo7NoJDNUrkZaneiXSslSnpCtpqAvJo+Hrzw5kB2aWAvwDuMndd5tZY5tU7386MB1g4sSJfiAxiIjq1MGupgtJG4+BkVeUh2FkpGS06X7biuqVSMtTvRJpWapT0pXU2wLDzH5jZtfXsfxmM7snmsLNLJ4gefE3d/9nuHiLmWWGn2cCW5setoiINEV7diHpk9SHhNiENt2viIiIiHQ9DXUhOY8wU7eP+4BzGyvYgqYWjwPL9hkv4yXginD+CuDF6EIVEZHmao9BPLcWb2VDwQb6J3fN7iMiIiIi0rYaSmC4u1fVsbAKiKYfyGTgcuA0M1sUTucAvwbOMLOVwBnhexERaUXlVeFjVNsogZGTn8M1L13Dql2rGNRjUJvsU0RERES6tnrHwAD2mNlId18ZudDMRgJ7GyvY3d+n/kTH1OhDFBGRA1U99kVpRSnuTrTjETXX2l1rAbh+wvWcOPTEVt2XiIiIiBwcGmqBcRfwmpldaWajw+kq4NXwMxER6SSqW2A4XtOdpDVVD945bcQ0eiT2aPX9iXQl7s7jCx9nUd6i9g5FRESkQ2noKSSvmdkFwG3A98LFS4CL3P3TtghORERaRuTTR0oqSkiMS2zV/VUP3hkfG9+q+xHpij7a+BEvrHiBgtICxvYf297hiIiIdBgNdSHB3ZfwxYCbIiLSSVW3wIADGwdja/FW4mLi6N29d4Pr5RXlafBOkWaoqKrgycVPApBbmNvO0YiIiHQsDXUhERGRLiKy20hka4ymKK0o5bY3buOBuQ80um5uUS6ZqZnN2o/IweyTLZ+wqXAT6Unp5BYpgSEiIhJJCQwRkYNAZAKjpKKkWWW8uOJFdu7dyYbdGxpcr6SihPySfPqnqAWGSFOt2bUGgFOGnkJBaQF7yxsdN11EROSgoQSGiMhBYN8Ehrvzy3d/yfxN86PavqSihOeWPodhbNuzjYqqCgAeX/g4L614qda6eUV5AGSmqAWGSFOt3bWWfkn9GNF7BPBFfRIREZEoEhhm1tfMfmRm083sT9VTWwQnIiIto1YXkspStu3ZxtxNc1mydUlU26/euZq9FXuZPHgyVV7FtuJtALy3/j3mbJhTa93qP7jUAkOk6dbmryUrLaum/iiBISIi8oUGB/EMvQi8B7wJVLZuOCIi0hr2bYGRk59TMx+N6vUnDZ7E+xveJ7col/4p/SkoLSAhNqHWutUDDyqBIdI0ZZVlbCrcxAmDT6hpwbRvAmNv+V5mrp5JeWV5reXnjDyH5ITkNotVRESkPUSTwEhy99tbPRIREWk1+w7iuWn3pmC+jieSVHkVeUV5DEgdULNsbf5aUhNSObLvkUDwR1VRWREVVRVs37Mdd8fMatbtmdiT1MTU1vxKIl3Oxt0bqfIqstKySE5IJjUhdb+BPN9c8yaPZz++37YnZ52sBIaIiHR50SQwXjGzc9z9X60ejYiItIqyyjISYxMprSyt1QKjrieSzFoziwfmPcCD5zzI4J6DgaAFxrC0YfTu3puE2ATyivLIL8kHgke0FpUVkZqYiruTnZfNmIwxbfbdRLqCKq/i8x2fAzAsbRgQtGKqbtFUnSTMzsumf3J/Hjr3oVrbx8VEc0knIiLSuUUziOeNBEmMvWa228wKzWx3awcmIiItp6yyrKZFRGllKWvz1wJ1dyFZsnUJjvPW2reA4A+rnPwcstKyMDMykjPILcxlV8mumm2279kOwLqCdeSX5DM+c3xrfyWRLuW2f9/Gg/MfJDE2seYRxJkpmawrWMfu0t3c8OoNPPPZM3y69VPGZ44nPja+1lTdAkpERKSjuPXft/KXxX9p0TIbTWC4e6q7x7h7d3fvEb7v0aJRiIhIqyqrLCM1IUhgFJQUsLlwM1B3AmPFjhUAzF43G3cnryiP0spShvUK7gpnpmTWaoEBXyQwsnOzARjbf2zrfRmRLqbKq1i1axXj+o/jRyf+iBgLLs9OHXYqu0p2ccebd7CpcBN/+eQvlFSUMC5zXDtHLCIi0rC8ojxW7FjBu+vebdFyo2pvaGa9gJFAt+pl7t6ykYiISKspryynW1w3EmIT+HzH5zhOjMXsNwZGYWkhmwo3MTxtOGvy13D3+3ezt3wvAFlpWUDQrP2TrZ+wa+8XLTB27N0BwMLchQzuMZg+SX3a5ouJdAH5JflUeRWTBk2q1XppQuYERvcbzadbP+XofkezdPtSqryK0f1Gt2O0IiIijVuUtwiAvOI8cgtza1oXHqhoHqP6LeBdYCbws/D1py2ydxERaROllaXEx8STGJvIyp0rAcjqmbVfC4zqPviXj7mcw9MPZ/XO1Wwu3Mzh6YcztOdQAAb2GEhJRQmrdq4i1mIxjO17trNm1xoWb1nMCYNPaNsvJ9LJVbdgSk9Kr7XczLhuwnWMzRjLjcffyNdHf52zRpylwTpFRKTDy87Npltc0P6hOpnREqJpgXEjcAzwkbufamaHESQyRESkkyivLCc5Pplucd0oLCukW1w3hqYN5bOtn9Vab8WOFRjGkX2P5Ddn/KbOsqoHGFy0ZRFp3dIA2LFnB08seoKUhBQuPOzC1v0yIl1MdQKjrpZLWWlZ/OK0XwBw8REXt2lcIiIizVFZVcniLYs5cciJLMpbxJyNcxjZZyQDUgeQFJ90QGVHM4hnibuXAJhZorsvB0Y1tpGZ/cnMtprZkohlvc3sDTNbGb72an7oIiISrdLKUhJiE0iMTQSC1hfd47pTUlm7BcaqnasY0nMI3eO711vW0LSgJUZ+ST5p3dJIT0pn/ub5ZOdlc+mRl+rusEgT7dgTdMHq011dr0REpPNbmLuQ4vJixmeOZ0LmBLLzsrl55s2s2rnqgMuOpgXGRjNLA14A3jCzXcDmKLZ7Avhf4M8Ry+4AZrn7r83sjvD97U0LWUREmqq8spyE2ISapnzDeg0jMS5xv8eobi7cXDPWRX2S4pPISM5gS/EW0rqlkRibyIodK+iX1I9zR57bWl9BpMvavmc7cTFx9EjUGOkiItK5VXkVf178ZzJTMjl+0PGM6z+OYwcei+ONXmNGo9EEhrtXtwX+qZm9DfQEXo9iu3fNLGufxV8GTgnnnwRmowSGiEirK6sqq5XAyErLYtfeXZRWluLumBlVXsWW4i1MGjSp0fKy0rJqEhjJ8UGLi8vHXE58bHyrfg85uLk7D81/iNOHn86o9EYbg3YaO/buIL17uh6FKiIinco/lv6DHok9OGPEGQA89elTfLjhQ3IKcvjhCT8kLiaOuIQ4jhl4TIvts94uJGbWI3ztXT0BnwLvAynN3F+Gu+cChK/9Gtj/dWa2wMwWbNu2rZm7E5FqqlMHt7LKIIGRGBd0IRmWNqwmmVH9JJLte7ZTUVVBRkpGo+VVj4PRq1svThp6EheMuoCTh57cStF3XKpXbWvbnm28vvp13lv/XnuH0qJ27Nmx3wCeBzPVK5GWpTolraG8spynljzF00uext35bOtn/H3J34mNieUrh32FKUOmtMp+G2qB8XfgPOBjwIHI2wIODG+ViKp34D4dmA4wceJEb819iUDwB968TfOorKqsWWZmnDT0pHaMquWoTh3cahIY1WNgpGWxZtf/Z+++46Mq0/6Pf640ICH00EGQLtIRC6wC9gq2Xdeyim1t67puUXefdfV5dtfy/Fx1dS08uFhWLGtZbIiKgAhICb1KlQQSIKEEAiQkuX9/nDNhQjKTIaTP9/16zSszZ865zzUn554zc81dNgKQV5BHw7iGZO7PBKBd4/Knuera3EtgNGvYjF6tetWrX8OPhepV9dqydwvgdXWqT7IOZEVtHSqL6pVUt6wDWaUGtW6Z2JKTW59cQxFVLtUpqQprstaQV5jHjgM7yNifwcQlE2nZqCVPnPNE8Q9mVSFkAsM5d4n/t2sl7m+7mbVzzmWYWTtgRyWWLXJcnp//PNM3Ty+xzKg/CQyJXs654gRG28Zt6da8G43iGxVfXAItMIoTGBHM092zZU/iY+KLB/QUqQ5pe9OA+pXAcM6RdTCL4YnDazoUkaiUV5DHb774DdkHs0ssP7XDqfUmgSFSFZZkLsEwHI6XFr7E2uy13Dvs3ipNXkCYBIaZDQ63oXNuUQX29xFwI/C4/3dyBcoQqXQbd29kxuYZXNrzUg1CKPVOQVEBAAmxCVxz8jUUOq+VUaALyaECbyaSjH0ZxMXERdSUvVViKyZdOam4RYdIdUjL8RIYmfszKSwqJDYmtoYjOn45eTkUFBVoBhKRGjJ57WSyD2bz+xG/p3PTzsXLA9dIESnb4szF9G7Vm+wD2SzOXEznJp0Z3XV0le83XBeSp/y/DYGhwFK8biT9gXlA2E4tZvYW3oCdrcwsHfgTXuLiXTO7BdgCXH08wYtU1PjU8SVaW+QX5tM4oTHX9btOU0BKvZNfmA94CYzYmFhi8b70BZIPgQRG5v5MWie2JsYimWFbH+6k+gW6kBS6Qnbk7oiotVBtF2hN0jJRCQyRqpabn8vD0x9m2/4jrbgOHD7AqR1O5fRO5Q9gLSKe7APZrN+1nmv7XUvWgSymbpjKTQNvqpYfFsJ1IRkFYGZvA7c755b7j08GflNewc65n4Z46uwKxClSaVbvXM3H33/MkHZDaJ/cvnj5iM4jlLyQeik4gRGsuAuJP5Vqxv6MevGFUOon5xxpOWl0bdaVTXs2sW3ftnpxvr636j0S4xPp17pfTYciUu+9t+o9vt/1PRd2v5C4GO9rUHxMPGN6j6nhyETqlrdWvEVsTCwju4zEOUfXZl0Z2n5otey73GlUgd6B5AWAc26FmQ2swphEqsT+/P18vv5zZm6eSYtGLXhwxIP6BVmiQqgERuD833VwF++ufJet+7bSu1Xvao9PJBK7Du4q/qU0kMAYwpCaDuu4rNyxkvnb5vOz/j8juUFyTYcjUq9lHcjio+8/YlSXUdx1yl01HY5InZW2N40vNnzBJT0voW3jtgBcnFx9XfAjSWCsNrMJwL/wZh+5HlhdpVGJVIFAt5H4mHh+ddqvlLyQqBFIYMTHxpdYHqgD0zdPJzUjlRiL0YBlUmsFxr/o16Yfk9dOrhcDeU7dMJXkhGQu63VZTYciUu+9uexNilwR1/e/vqZDEanTXlv6Gg3jGvKTvj+pkf1HksAYB9wJ/NJ//A3wYpVFJFIFNu7eyPTN07mqz1XcOPDGmg5HpFoFEhhHD7gZSGCk56QD8P6P3y9uUitS2wRmIOnctDPtk9vX+QSGc47FmYsZ1HZQlY/YLhLNDhceZsPuDUzbNI0xvcbQOql1TYckUmet2rmKeVvncUP/G2jasGmNxFDuJ1Xn3CEzewn4zDm3thpiEql0ExdPJDkhmatOuqqmQxGpdqFaYAQSGjtyd9C0QVMlL6RW27J3C8kJyTRt0JT2ye1Zl72upkM6Lpv3bGbPoT0Mbhd20jcROQ57D+3ll5//kuyD2STFJ/Hjvj+u6ZCkHvlyw5dMWjGJVy57JeIB0Osy5xwTF0+kRaMWjOlVc+PGlHukzewyYAnwuf94oJl9VNWBiVSWxRmLWbJ9CT/p+xMN0ilRJycvh5k/zARCD+LpcBFNnSpSk9Jy0ujUpBNmRofkDmzP3V48RXBdtCRzCQAD22pYMZGq8s7Kd9h9aDc3D7yZJ855QmPNSKVat2sdWQey2Je3r6ZDqRZz0+eyJnsN1/e7vkZbDkbyc9ufgGHADADn3BIz61J1IYlUjqwDWUxaPomlmUtpndiai3pcVNMhiVSb/MJ8Ji6eyBcbvyC/MJ9TO5xKt+bdSqwT3KVECQypzZxzbNm7heGdhgPQPrk9Dsf2/dvp0KRDjcW1I3cHX238iqtPupr42Hgy9mUw84eZXHXSVeW2aFqUsYjOTTpr+lSRKrAkcwlfbPiCuelzOe/E87i8z+U1HZLUQ1kHsgDYfWh3jXWnqA6Z+zN5e8XbLM5cTKcmnRjddXSNxhNJAqPAObfXzKo8GJHKND51PAu2LaBjckduGXxLqebzIvVZfEw863et56wTzuLy3pfTqWmnUuuYGQmxCeQX5tOykb5ESe2Vk5fDvvx9xedxYArsrfu2lkpgzEufx4C2A8IO1Lx652qaNWx23NOwvrDgBVIzUkmMT2RMrzH8fd7fWbFzBU0bNOXCHheG3G7Drg0s2b6Ea/pec1z7F5HScvNzeXL2kwD0adWHa/tdW8MRSX2VfSAbgD2H9tTI/jfu3khcTBydm3au0v38Y/4/WJW1ig7JHbhj6B3ExsRW6f7KE0kCY4WZXQvEmlkP4F5gTtWGJdFqz6E9NGvYDOccOXk5Fcpm7jq4i2XblzE3fS7X97uen5xcMyPkitQkM+OJc58ot09mw7iG5BfmqwWG1Gpb9m4BoFOTkgmMowfyzNiXwZ9n/ZmbB94c8hfXvII8Hp7xMN2bd+excx4rc529h/aS3CC5uP7sOriL7fu3l1hn676tpGakkhSfxDsr3yHWYlmxcwVJ8UlMWjGJUV1HFSdRAte2gFeXvEpyQjJje4891kMhIuV4f/X77Mvfx7MXPMuJzU+s6XCkjtqfvx/nXNhuR1kHvRYY1ZXAyMnLYWvOVpo29MaCemzWY+w6tIsHhj/AsA7Djrv8nbk7ad6oeXELwqwDWaRuS2XJ9iXcNvi2WjNjViQJjF8AfwDygLeAqcD/VGVQEp2Wb1/OH77+A7cNvo0te7cw44cZvHDRC6QkpURcxo7cHdz16V3kFebRslFLxvSuuQFmRGpaJANKNYxtSA45SmBIrRaYQjXQAiO5QTKNExqXSmAEEh1rstaELOu79O84VHCIFTtXsCN3R6kZCfYc2sMdn9zBsA7DuP/0+8k6kMWdn97JoYJDpcpqndia3w3/Hb/76neMXzSeDskduGfYPTw07SGmbZzGxT0vZtXOVTz41YPcMugWxvQeUzwu062DbtW4TCKVLOtAFpPXTmbkCSOVvJAKK3JFPPTVQ8RYDM9c8Axl9UTIL8wnJy8HgN0Hd1dLXH+d9VdW7lxJXEwcz17wLJm5mTSIbcBj3z7Gixe/SNvGbStc9oHDB7jrs7sY3WU0d55yJ2l707j383spKCqgXeN2XNg9dKvC6hbJLCQH8BIYf6j6cCRaOeeYuGQi5BHw3wAAIABJREFUDseby9/kwOEDxffvO+2+iMv517J/4XD814/+i96teodtQiwiRwbyVD98qc3S9qbRKK5Ria5O7RuXnkp1676tAKzNDj1p2vTN02nSoAk5eTnM2Dyj1KwEby1/i9zDuUzfPJ1Le17Kp+s+pbCokD/86A+lrindmncjuUEyL1z0AjsP7KR7i+40TmhM26S2LMpYxEU9LuKfi/+Jw/HWircY1XUUE5dMpE1SG43LJKU8NusxUpJSuHXwrTUdSp01afkkilwRNwy4oaZDkTrs601fs3nvZsBLiPdJ6VNqnV0HdxXfr44WGIcLD7M2ey19WvVhddZq3lnxDgD3nXYfT3/3NG8sfYPfDv9thctfvn05hwoO8fmGz7ms12W8tvQ14mPi+f2I39O7Ve9a1RU/ZAKjvJlGnHO1ow1JPTc3bS6LMxdz59A7y8z+1Uafr/+c7APZXN33ap6e+3SpD5hlOVx0mLScNMb0GsPktZNJik/ijE5n8NXGr9i0e1NE+3U4Nu/ZzJV9ruTUjqce78sQiQqBL2QaAyN6vbvyXWZvmV1iWeuk1lzW6zJObn1yrbj2bNm7hc5NO5eIpUOTDqzYsaLEeuk56QBkH8wm60BWccuiN5a+wcJtCwHYtGcTV510Fat2ruLrTV9z1UlXMT51PKt3rgZg897NjOoyitSMVB6d+Sg5eTmM7T2W0zqeFjK+Dk06lBiLY1C7QUzfPJ1ZW2axNnstY3qN4aO1H/GLKb9g18Fd/PaM39aqD4NS85xzpGakEhcTx00Dbzquaa235mxl4pKJ3H/6/STGJ1ZilEfsyN3BxMUTGTdoXKlWTAEFRQU8Pffp4nrZKrEV959+f3HLo4OHD/L8/OcZ03sMPVv2LLHtkswlvL70dQqLCgG4rNdlDGw7kBcXvsiVfa5k/a71fLXxq1L73LRnE2N6jQkZk0S3rTlbmbBoAveddl/Ibur5hfm8ufxNujXvxrZ925iyfkqZCYzAAJ4QeQLj601fM3nNZBLjE7ltyG0sylhEXkEe1/a7lse/fZzM/Zn0atWL2wbfVnyNWJO1hvdXvc+lvS6loKiAMb3GkJaTxqwts4i1WIZ1GMbYXmN5d9W7jO09lr15e3lz2ZsUuSIAruhzBWd1OatEHNv2beONpW9w6+BbWZK5hLScNPIK8kiITSDGYnho2kPsPrSbG/rfwCkdTonotVWncO+OpwNpeN1G5gE1/wkmSuzL28fH33/MiM4jeG7+c+zL38fJrU/mzBPOrOnQyrUjdwcvp75MQVEB6TnpfJv2LUPaDYnoQjyswzB+NuBntE9uT0piCielnESMxRxTVrNXy15cddJVx/MSRKJKYCYStcCIXo0TGpfoquecY3XWar7b+h09WvTgij5XcEanM2p0jvu0nDSGtBtSYln75PbM2DyD/ML84imC03PSSYpPIvdwLlPXTyUhNoEeLXvw7qp36dWyF80aNqN9cnsu6nERXZt15ck5T/L/5vw/Zm2ZRd+UvjROaMyJzU9k3KBxjN49mk++/4RmDZvxk77HNpbSoLaDmLJ+Cs/Pf55OTTpx86Cb6dikIwu3LaRz0878qPOPKu3YSP2QfTCbvMI88grzWLVzFf3b9K9wWdM2TWPe1nksyljEiM4jKjHKI/65+J/MTptNjMWE/NV3yropfLPlGwa1HURcTBwLti3g36v+TfcW3SksKiQ9J51vtnxDek56iWb6+YX5/H3e33G44i+RLy58kf5t+rNg2wIWbltIoSukZ4ueNG/UvMQ+u7forrHPJKQJiyawMGMh0zZN44o+V5S5zkdrPyLrQBa/Pv3XzPphFl9u/JLbBt9WaiyMwACeifGJ7Dm0h1k/zCL7YDandji1eIDoFTtWsGHXhuKxI95a/haFrpA9eXu4f+r9FLpCYi2WAW0HMCd9Dt2ad2PK+ilk7MvgTyP/RKzF8sKCF9i0ZxO7D3ndVPqk9GFgm4F8m/YtXZt1JSE2gStPupLPN3zOhEUTyMzNJM7i6Nq8K+k56fxjwT8Y2HZgiYTNhEUTWLBtAXmFeSzdvpT8wnwaxTWiX+t+XNj9Qr7c+KXXFb9X7eyKH+5bZVvgXOCnwLXAp8BbzrmV1RFYtNp1cBf/9fV/kZaTxrsr36XQFZKSmMLrS18nvzCfwe0G06JRi0rdZ25+Lpv3bKZv674V2n7vob3M3zofgNlpszGMZg2b8W3atwxuO5hHRj5yTOUFN6u9Z9g9FYpJRCLTMK4hjRMaq7tVFLuox0WlujPkF+bz9aav+XD1hzwx+wnaNW7H2N5jObvr2dU+9/u+vH3sPrS71Ew63Zp3w+FYvn158XPpOemc1vE0Zv4wk7dXvg1ArMXSolEL/jL6LyViH9F5BB+s/oBZW2bRMbkjfxn9lxIjqw9sO5CBbQdWKOb+bfpjGAcLDjJu4DhiLIYLul/ABd0vqFB5Uv8FWimAN05LpAmMrANZLM5YTKP4RgzvNBwzY3HGYoBKTWA451iwbQF7D+1lf/5+ZqfNpnVia77Z8g09WvYgKb70eC5vr3yb/q378+jIRzEz/jb3b3y45sPiX4ZjLZbWia3ZuGcjry55lY5NOgLwffb37Dywkz+P+jMD2g4gY18Gd312Fwu2LeDcE89lZ+5Oujbvyk0Db6rRxKrULcu2L2NhxkLiYuKYvml6mQmMfXn7eG/Ve5zS/hRObn0yyQnJfLb+M77a+BWX97mcA4cPsHH3Rk5ufXJxC4xuzbux6+Aunpv/HAcLDvLK4lfo1KQTfVP68tWmrygoKuD77O+5oPsFZOZmct+p99G/TX+emvsUTRs0ZU76HN5Y+gYAD5/1MHPT5vJS6kukbkvlwOEDbNqzibiYONZmryUlMYUWjVowsK2XwOjVqhfgJVGu6XsN4xeNB+DJc56kT0of0vamcfdnd/PiwhcZ2WUkp3Y4lZU7V7Jg2wJaJ7ZmwbYFxMXE0aJRC3Yd3MWgtoM4teOptb4le8gEhnOuEPgc+NzMGuAlMmaY2X87556rrgCjzTsr3mF77nbuPuVuJi2fxJB2Qziry1k8OvNRnp33LKO6jOL+0++v1H0+P/95ZqfN5vXLXy8xSnoknHP8cfof2bTnSDeP6/pdR5ukNryU+hI3DbypUmMVkcrVLrkdh4sO13QYUsskxCZwQfcLOK/beXyX/h0frP6AFxe+yJvL3+SSHpdwcc+LadKgSbXEEvhiF5iBJGBQu0EkJyTz+frPWbdrHYeLDrMvfx9dm3UlJy+Hnbk7OfvEs3lt6WvcNOCmUokXM+PmQTfzP9/8D7cMvqVSp4VLSkhiQJsBAAxtP7TSypX6K3Ce92zRk7npc7lt8G0Rdd96eeHLfLf1OwAePvNherXqxYbdGzCMxZmLcc4Vl5Obn0tifGK55Trn2J+/n+QGyRw4fICE2ASmbZzG8wueL16nTVIbnjz3SX77xW95ZfErZZbTILYB4waNK97f9f2vZ/7W+QzrMIy4mDi+3fIt/zP6f3j2u2f5YM0HJbY9o+MZDGjr1aF2ye24vPflfL3pa8YNHBd2VgiRsjjneHXJq7RKbMVlPS/jn0v+yeY9m+nSrEuJ9d5Z+Q4HDh8o/v5yQrMTOKnVSUxZP4WxvcfyweoPeGflOzx5zpNkH8wmKT6Jto3bsmLHChyOG/rfQKO4RszbOo8vN35Jn1Z96N+mP5NWTGL+tvkkxCZwRqczaBTfiMfPeZzDhYe55v1rWJW1ii5Nu9CiUQvO734+b614i6kbprJ5z2a6N+/OgLYDeH/1+/Rq6SUshrQfQoPYBgxuN7g49gt7XMgXG77ghGYnFHd56dS0E5f1uozJayczO202tw66lW9++IaWjVry5LlP8usvfs3orqPp2qwrf/vub5Uyk0l1CNuu309cXIyXvOgC/B34INw2cnwWZSxiUNtBXND9As458RxiLRYz4/Wxr/P8/OdLXYyO1/fZ3/Nt2reA199wZJeRx7T9jM0z2LRnE3efcjdD2g0hNia2uIXIj0740XH14RSRqnfb4NuKfw0TOVqMxXBGpzM4vePprNq5ig9Wf8CkFZN4b/V7nHviuYztPfa4Rj2PRGBmkaPnuY+LieNHnX/EZ+s/K7G8Y5OOXNzz4uLr58U9Lg453kS/Nv2YdOWkKrlW/WnknwBqxRgiUrvk5ueWmoEmPSedxPhELuxxIc/Oe5ZNezaVO4tGQVEBS7cvZeQJI0nNSGX65ukcKjiEw3FO13P4atNXbNu3jQ5NOrDr4C5+/snPGdR2EL854zfF3a6OdvDwweKZDq7tdy0frP6Alo1asjdvL31a9eG3Z3jdRZo2bEpCbAIvXvIiew/tLbOsxPjEEq+zdVJr3rj8jeL6eOfQO4mPjeevZ/+1xICIQKmZsX424Gdc2+9afa6UCvl2y7es27WOX532K4a2H8prS1/j601fc/Ogm4vX2b5/O5+u+5RzTjynxPXmwh4X8tTcp1i6fSmLMhYBMHHJRJo1bEaLRi1o3rA5DgfA8E7D6dCkA5f2upTDhYeLz/WWiS15fv7zjOwykkbxjYrLjo+Np1/rfqRmpDKo3SDAu7adecKZfPz9x4A3SGezhs14f/X7nJRyEuDVj0lXTipRj+Ni4nj6gqeJtZLJ+FsG3cLY3mN5eu7TvLr0VQqKCrh32L20TGzJhMsmFNepUzueGvJ9obYJN4jna8DJwBTgUefcilDrHiszuwB4FogFJjjnHq+ssmuj77O/55nvnuHGATeSX5jP2yve5tdn/LrUhSljXwaZuZnF88IHv0knN0hmWIdhzEmfwxcbvmDSiknsz99fYvtYi+XnQ37O2SeeXbxsfOp4Dhw+wLiB43hkxiNcc/I1FBQV8Nz85zhcdJjCokKaNmhKkSticcZi5qTNITUjNeLXdrjwMN2bd+f8bueX+pCmi4xI7WdmpS52IkczM/q27kvf1n1J25vGh2s+ZOqGqXy27jOGdxrOFX2uoEfLHlWy77ScNBJiE8oclG9U11F8tv4zhrUfhpkxb+s8OjbpWOL6U95gmVV1rdI1UMry2brPeGPZG7x8ycs0adCEb374hslrJuNwdEzuyLAOwzCMuWlzS3xOLCwq5NGZjzKw7cDipu/rstdxsOAgp3c6naSEJL7Y8AW7D+4mKT6Jq/tezVebvuKjtR9xx9A7mLl5JocKDjE3fS5PzXmKO4bewe+n/Z4dB3aUiK/IFVHkimjfuD2vLX2N1omtyczN5FDBIR4a8VCpqe0TYhOOabr74PoYuB8bExtRGapTUhEFRQW8vvR1ujTtwsguI4mxGIa2H8rMH2aW6Ib0xrI3iLEYru13bYnth3cazv8t+j/eXfku63etp1OTTqzOWo1hDGw7sLj1euOExrRPbl+8XfC5fl638+jTqk+Z440NajuI1IzUEl0WR3UZxcfff8yQdkOKu5M9c/4zJRIrZSUbyqojZkarxFaMGzSOX039FZ2bdC7+rhi8fl1JXkD4Fhg3ALlAT+DeoC+nBjjnXIXajppZLPAPvPE10oEFZvaRc25VRcqr7ZZkLuEvs/7CoYJDvJz6MoWukF0Hd/HQtIf445l/5KSUk5iTNodZP8yicUJjgJB9bgPLX1z4Ik0aNOGSHpeU2tcri1/htI6nkZSQxJqsNcXZu/ScdNbvXs9LqS9R5Ipo2ahlcbPWEZ1H8OGaD5n5w0wKXSFnnXBWxDMSxFgM53cvnbwQEZH6qVPTTtx76r1c3/96Pl77MVPWT+HbtG/p37o/V/S5gsHtBlfqNSFtbxqdmnQqs8xeLXtx19C7vC99ZgxtP1SzD0it1q91P3Lzc3lnxTtc3/96xqeOZ2+e14JhdJfRNGnQhL4pffku/Tuu639d8XZfbvySxZmLWb5jOSM6j6B1UmsWZSzCMPq36U/LRi35dN2nrNi5gruG3uUNVtv9Ij5b/xmFrpC1WWvp0aIHp3U8jTeWvUH2wWwy9mdwac9LS40jMaT9EHq27MnU9VM584Qz2Zu3lx/2/FDmTAwitd2UdVPIzM3kkbMeKT7XR3UZxbyt81i2fRkD2w5kw64NzPxhJlefdHWp1j/xsfGc0/Wc4m5O9wy7hw27NpB1IIszOp3BzgM7Ae96FO7ad/Q4TgHndjuX2JjYEt//urfozt2n3F2iC2K3Ft0qdgCCynxoxEOc0PSEOj92TLgxMKrqlQ0D1jvnNgKY2dvAGKBWJjAy9mUwdcPUCm2bX5jPlPVT6JjckStPupKn5j4FwAPDH2DS8kk8PP1hWjZqSWZuJrEWS6ErpHVi6xLZu2AtE1vSuUlntuRs4Yb+N3But3NLPL9x90bu+/w+/nfO/9KlWRdSt6XSrGEzEmISWJu9ll4te7E2ey0ADw5/sMSFaFDbQczaMosuTbtw/+n31/kTW0REqlaLRi24ceCNXN33aqaun8pH33/EIzMfoUvTLpWaxFi3a12pGUgCzIwLe1xY/FiDZEpt16lpJ87rdh6frf+Mrfu2sjdvb/Hns8BUvKd1PI0JiycwYdGR5t3TNk2ja7OubN23lafmPEWflD7M3jKbni170jihMT1b9mRsr7H0atWreODOO4beQeOExry76l0Abh98O+d3P58p66ewNnstl/S4hFsG3xIy1jG9vRkImjdqXmqsAJG6IDc/l7dXvs2ANgNKjBdxSodTSIpP4o2lb7AkcwmLMxaTnJDMlX2uLLOcC7pfwAdrPiApPoleLXsVd+UAOLzDG0csMD7FsUqMT+SSniV/lDazKrmendHpjEovsybURFusDnjTswakA6WGOjWz24HbATp37nz009Um+2B2cSuGiujXuh8PDH+ApIQklm1fRnxMPCM6j2BAmwE89u1jHC48zLhB4+jdqjdPzXmKAW0HhP3Qd86J57Bw20JGdx1d6rkTm5/IFX2u4OPvP2b5juXExcRxzyn30CCuAW8ue5M//OgPvLHsDeJj4ktl0U/pcArtG7fntiG3KXlRT9WWOiVSn6heeR++Lu9zOZf2upRvfviG/6z5D5+s+6TSyjesxAdPqf/qe726tt+1rNixguU7lnNZz8sY03sMD09/uHjg1+Gdh/Pe6veYsn5K8TaNExrzi2G/YOXOlfxr2b9Yv3s9AJf3uRzwvvAcnYwwM24YcAPNGjbjy41fclaXs0iITeDnQ37O2yve5pqTr6mmVyw1rb7XqVC+z/6evII8bhp4U4nvVwmxCVzc42L+s/Y/bN67mViL5c6hd5YamyagXXI7zul6DkkJSaUGfD6h6Ql0TO5Y62fuqE/MOVe9OzS7GjjfOXer//gGYJhz7hehthk6dKhbuHBhdYUocizqZN8Z1SmpxepknQLVK6nVVK9EKl+drFfRVqf25+8v7qYvtV5EdaomfmpPB4I7AXUEttVAHCIiIiIiIlJPKXlR/9REAmMB0MPMuppZAnAN8FENxCEiIiIiIiIidUS1j4HhnCsws3uAqXjTqP7TObeyuuMQERERERERkbqjRiZUds59BnxWE/sWERERERERkbpH002IiIiIiIiISK2nBIaIiIiIiIiI1HrVPo1qRZjZTuCHCmzaCsiq5HDqIh0HT1Uchyzn3AWVXGaVO446BTqfAnQcPJV9HOpknQJdqyqBjoNH16ogqlfHTcfBo3rlU506bjoOnhqrU3UigVFRZrbQOTe0puOoaToOHh2HyqHj6NFx8Og4HD8dQ4+Og0fHoXLoOHp0HDw6DsdPx9Cj4+CpyeOgLiQiIiIiIiIiUuspgSEiIiIiIiIitV59T2CMr+kAagkdB4+OQ+XQcfToOHh0HI6fjqFHx8Gj41A5dBw9Og4eHYfjp2Po0XHw1NhxqNdjYIiIiIiIiIhI/VDfW2CIiIiIiIiISD2gBIaIiIiIiIiI1HpKYIiIiIiIiIhIracEhoiIiIiIiIjUekpgiIiIiIiIiEitpwSGiIiIiIiIiNR6SmCIiIiIiIiISK2nBIaIiIiIiIiI1HpKYIiIiIiIiIhIracEhoiIiIiIiIjUekpgiIiIiIiIiEitpwSGiIiIiIiIiNR6SmCIiIiIiIiISK2nBIaIiIiIiIiI1HpKYIiIiIiIiIhIracEhoiIiIiIiIjUekpgiIiIiIiIiEitpwSGiIiIiIiIiNR6SmCIiIiIiIiISK2nBIaIiIiIiIiI1HpKYIiIiIiIiIhIracEhoiIiIiIiIjUekpgiIiIiIiIiEitpwRGOcys0MyWBN0erGA5d5jZzyo7vspkZs3M7K4I191/jGX/Puh+FzNbEWK9/zazc46lbDlC52vIdY/pfJXay8xGmtkZNR1HbVWJ7wGbzaxVOevcZGbtgx5PMLOTKrK/yuTH9XyI5+aUs23I65NITSqjbncxs6Fm9vcw24w0s0+qM06R6lZW3aiEMmeY2dDjLCPs9UYqLq6mA6gDDjrnBh5vIc65l8pabmZxzrmC4y2/kjQD7gJeqIKyfw/8tbyVnHMPV8G+o4nO1wowMwPMOVd03FFFtr9Y51xhdeyrHhoJ7Af0waBslfIeEKGbgBXANgDn3K1VubPKeP9xzin5JXVVWXV7M7CwqnZYy675IqFU53UvYrreVB21wKgg/9epR81skZktN7PeZhbjL28WtN56M2tjZo+Y2W/8ZTPM7K9mNhP4pZmdYGbTzGyZ/7ezv96rZvZ3M5tjZhvN7Cp/+Ugzm2lm75rZ92b2uJldZ2bz/Vi6+eulmNn7ZrbAvw33lz9iZv/049hoZvf64T4OdPOzl/9rZo39eAKvcUwEx+V6P44lZvaymcWa2eNAI3/Zm/6qsWb2f2a20sy+MLNGQa858DpP8V/7Ur/MZDPrG1T+MjPrUQn/znpP52uZx6SLma02sxeARUAnMzvPzOb6ZfzbzBr76z5uZqv81/z//GXhjsNVQfvZH3QcppvZJGC5v+xn/vZLzeyNcMfhqNhvMrP/mNnHZrbJzO4xs/vNbLGZfWdmLfz1bvPLWOqXmVjO/yrkMTSzP5rZGjP70szeCjo/upnZ52aWamazzKx30D5e9F/zRjM7y/8/rjazV4PKDXXMyzpnuwB3AL/y/+8/Cvc/Fo+ZXWhm7wY9HmlmH/v3f+of3xVm9kQZ25ZokWBmv/Hr5FXAUOBN/3/RyIJ+sQpVrpntN7O/+Ofkd2bWxl9+qZnN88/hr4KWP2Jm483sC+B1/xwbGFTebDPrX8bL7uSfl2vN7E/B+/f/mnnvGyv8OH9SxmtvaGYT/ecXm9kof3miee9ny8zsHT/uoWZ2i5k9HbT9bWb2t/L/QyIVY0EtLPz32MAv0IvNLNlfrbGZvee/f79pZuavP8S8a3OqmU01s3b+8uBr/h/Mu8bE+8818d+b42vi9YpEKsz7d6jljczs7cD7OtAoRLllfR5sY2Yf+te1pea3ErWg1r9m9lvzPo8tM7NH/WWBz6FlfR/q7l8Ll5r3OahbqHKiknNOtzA3oBBYEnT7ib98M/AL//5dwAT//rPAOP/+qcBX/v1HgN/492cALwTt42PgRv/+zcB//PuvAv/GSzSdBKz3l48E9gDtgAbAVuBR/7lfAs/49ycBI/z7nYHVQbHM8bdtBWQD8UAXYEVQXHFAE/9+K2A93q/UAPvLOFZ9/NcS7z9+AfjZ0ev7+ykABvqP3wWuD3rNVwEJwEbgFH95Ez+e54Dr/GUJQKOaPkdq003n6zGdr12AIuC0oG2+AZL8xw8ADwMtgLVBZTWL4DhcFbSf/UHHIRfo6j/u65fbyn/cItxxOCr2m/zXlwykAHuBO/znngbu8++3DNrmzxw5B0L9r8o8hnhfVJfgXdCTgXUcOT+mAT2CzqGvg/bxtr/9GCAH6OfvMxUYGOqYl3POPhLYt26RvQf4/9ctQcf5ReB6oL2/PMVf52tgbNDxb0XpevYb4JGg94ahQc/N8M+VcOU64FL//pPAf/n3m3Okjt0KPBX0/07Ff68HbuTIe0ZPYGGI+pEBtPTP2RWBODlSH68EvgRigTZ+vO2CXy/wa2Cif7+3v05D/xi87C8/Ge96NhRIAjZw5Bo4B+hX0+eEbvXjdlTd/tBfNhL4xL//MTDcv9/Yr3sj8a4PHfHee+cCI/CuoXOAFH/9nwD/9O/PoOQ1f2JQ/b09UDd106223ELUjVDv36GW3x9UB/oH3teP2k+oz4PvcORzVyzQ1L8fuN6cB4zH+zwUA3wCnEn470PzgMv9+w2BxFDl1PTxr4mbupCUL1yzpA/8v6nAFf79d/C+9EwErvEflyV4+elB27+B96Eu4D/Oa9a+KvCLlG+Bcy4DwMw2AF/4y5cDo/z75wAn+cl2gCZBGflPnXN5QJ6Z7cD7AHc0A/5qZmfifdHr4K+XGeI1nQ0MARb4+2wE7Aix7ibn3BL/fipeJQ7WC8hwzi0AcM7l+K91Lt4vAh2BD5xz60KUH610vkZ+vgL84Jz7zr9/Gt6X+dl+DAl4H/ZygEPABDP7FO+CUd5xCGW+c26Tf3808J5zLgvAObfLX17mcXDO7TuqrOn+sn1mthfvwyt4xzTwi/TJZvZnvO42jYGpQduX9b8KdQxHAJOdcwcB7Miv942BM4B/B8XbIGgfHzvnnJktB7Y75wItT1bi1fmOlH3MA8o6ZyW8Mt8DzOxz4FIzew+4GPgd3jk4wzm301/nTbwPVf85zhhOCVNuPkfqUCpwrn+/I/CO/ytwArApqLyPAuceXuLtj2b2W7zE4ashYvjSOZft7/8DvHM4uKn9COAt53Xl2u7/2nwKsOyodZ4DcM6tMbMf8JImI/CSvzjnVpjZMv9+rpl9DVxiZqvxEhnLyztYIhEqr5n8bOBvfn37wDmX7r+vznfOpQOY2RK89949eMm3L/11YvGSfgHB1/wJeO8X/wHGAbdVyqsRqTxl1Y1w799lLT8T+Lu/fFngff0ooT4PjgZ+5m9biJc0DHaef1vsP24M9MBLnpT6PuR/9u3gnPvQL/NC1IKVAAAgAElEQVQQeC1WQ5TzTXkHqL5RAuP45Pl/CzlyLOcC3c0sBRiL96tnWXLDlOvK2Ad4Xy7KWl4U9LgoKJYY4PSgD35eId7FKnj74PiDXYf3C9oQ59xhM9uMlwUMxYDXnHMPhVmnrPgLKd1Uyyh5HABwzk0ys3l4H8CnmtmtzrmvI9if6HwtS/DrMrwvPT89eiUzG4aXoLsGuAfvYnW0wHEo8F9LYGyNhDD7K3WOE+I4lCGSY/oq3i9nS83sJrxf48raPvC/CnUMg/+XR8e6J8yH6uCYjo43Du9/WeYxP2r7UP9zidw7wN3ALryE4r5AU/JyFJ/PvvLqFIQ+XwAOO/8nJUr+X58D/uac+8jMRuK1vAgorjfOuQNm9iVeq54f47V8KMvRdevox5G89lDrhNt2At6YT2vwEsMi1cI597j/peoi4Ds7MiB6WddPA1Y6504PUVxwnZvtN3U/C4h1zmmQW6kLKvL+XdZnsiNPOlcQ4efBsvb5mHPu5RILvW6xZX0fChd7qXKikcbAqGT+B7MPgb/hNf3OjmCzOXgVAbwvEN9WUjhf4FUuACyo33AI+/Cahwc0BXb4X2RGASeUs/004Coza+3vr4WZBbY5fIx9JtcA7c3sFL+sZDOLM7MTgY3Oub8DH3Hkl2apgCg/X4/2HTDczLr7+080s55+K4OmzrnPgPvwuj5A6OOwGa8lEnhfskKd99OAH5tZS39/Lfzlx3ocwkkGMvy6d10E64c6ht/i/Xrf0D8eF0Nxy6hNZna1H6uZ2YBjiK/MY17ONkf/3yUyM4DBeL+eBn5dnQecZWatzCwW+Ckw86jttgOtzaylmTUALgl6LtT/IpJyj9YUr3sZeN1EwpmA90vZgqCWS0c7178GNcJLzs4+6vlvgJ+YN05TCt6vb/PLWOc6AP+87IzXfPhbvOQJ5s260i+wgXNuHtAJuBZ4q5zXIVJpzKybc265c+4JvNZGvcOsvhZIMbPT/W3jzaxvmPVfxzuflZSTuiLU+3cky0+mjO8XYT4PTgPu9NeJNbMmR206FbjZjozx1SHwXaks/merdDMb66/fwLwxzI6pnPpMCYzyBQafDNwej2Cbd/D6F4dqjn+0e4FxfnOlG/DGBagM9wJDzRvoZRXe4Hch+V9eZ5s3qNn/Am/62y/Eq9Rrytl+FfBfwBf+a/kSr08xeH22ltmRQTzDcs7l4/XJfM7MlvplNfSXrfCbQfbGu6jKETpfIzxfyyhvJ17f+bf81/Yd3jmWDHziL5sJ/Coo3rKOw//hfXmbjzcmRJmtV5xzK4G/ADP9czww2N8xHYdy/BHvy+SXRHY8yjyGfleuj4CleN06FnKkieR1wC3+a1iJl7SJSJhjHs7HwOWmQTxDKfM9wG/W+glwof8Xv1vXQ8B0vP/tIufc5ODCnHOHgf/GO48+oeR59Crwkr+fRkHblFtuGR7B64o0C8gKt6JzLhWvKW+4L1Pf4nXtWgK875w7eqaGD/G6iyzFG6Pjd865o7ubvYA34PRyvPfHm/yubC/gfflbhjduyzJKNhl+F5jtnNsd7nWIVLL7/OvhUuAgMCXUiv5nrKuAJ/z1l+B1BwzlTbxxapSUk7oi3Pt3WctfxBvwdhlel6mjE9oQ+vPgL4FRfpmpeGOcFXPOfYE3vtlcf533KP+HmBuAe/19zQHaVrCceikwCImIiEhIZtbYObff/xXgG+B259yimo5Loo+ZtcdrUdLbVdPUx0ftPxZvfItD5o0MPw3o6X8pxLxZIZ52zk2r7thEqoJ5sw6Ncc7dUNOxiIioT7GIiERivN9cviHeWDdKXki1M7Of4bVcur8mkhe+RGC63zXLgDudc/nmTUk9H1iq5IXUF2b2HF7LrYtqOhYREVALDBERERERERGpAzQGhoiIiIiIiIjUekpgiIiIiIiIiEitVycSGBdccIHDm5tXN91q261OUp3SrRbf6izVK91q8a3OUr3SrRbf6iTVKd1q8S0idSKBkZUVdkY1ETlGqlMilU/1SqTyqV6JVC7VKanr6kQCQ0RERERERESimxIYIiIiIiIiIlLrKYEhIiIiIiIiIrWeEhgiIiIiIiIiUuspgSEiUkfl5udyqOBQTYchIiIiIlItlMAQEamj/vzNn3ll0Ss1HYaIiIiISLWIq+kARESkYvYc2kNyg+SaDkNEREREpFqoBYaISB3lcBS5opoOQ0RERESkWiiBISJSRxW5IpxzNR2GiIiIiEi1KDeBYWZdzCzBvz/CzO4ysyZVH5qIiITjnFpgiIiIiEj0iKQFxn8AZ2bdgNeBPsCkKo1KRETKVeSKcKgFhoiIiIhEh0gSGEXOucPAFcAzzrlfAB2qNiwRESlPEUVqgSEiIiIiUSOSBEaBmV0N3AB84i+Lj6RwM2tmZu+Z2RozW21mp5tZCzP70szW+X+bVzR4EZFopi4kIiIiIhJNIklg3AyMAp50zm00s67AWxGW/yzwuXOuNzAAWA08CExzzvUApvmPRUTkGDmcBvEUERERkagRF+5JM4sFfuucuzGwzDm3CfhLeQX7A32eCdzkb5cP5JvZGGCkv9prwAzggWMPXUQkuhU5dSERERERkegRtgWGc64QaGdmEXUZOcqJwE5gopktNrMJZpYEtHHOZfjlZwCty9rYzG43s4VmtnDnzp0V2L2IBFOdqn+ccxrEs4apXolUPtUrkcqlOiX1SSRdSDYCs8zsITO7N3CLYLs4YDDwonNuEJDLMXQXcc6Nd84Ndc4NTUlJiXQzEQlBdar+UQuMmqd6JVL5VK9EKpfqlNQnkSQwdgJfAolAStCtPOlAunNunv/4PbyExnYzawfg/91xrEGLiIgSGCIiIiISXcKOgQHgnPtjRQp2zmWaWZqZ9XLOrQXOBlb5txuBx/2/kytSvohItNMgniIiIiISTcpNYJhZK+DXQF+gYWC5c+68CMr/BfCmmSXgdUUZh9fq410zuwXYAlxdgbhFRKKeWmCIiIiISDQpN4EB/Av4ELgcuBuv1URmJIU755YAQ8t46uxIAxQRkbI555TAEBEREZGoEckYGCnOuZeBfOfcNLwExrCqDUtERMrj0CwkIiIiIhI9ImmBcdj/m2lm5wPbgE5VF5KIiESiyBVpDAwRERERiRqRJDD+amZNgd8A/wCaAL+t0qhERKRcRa6IQldY02GIiIiIiFSLSGYh+ci/uwz4UdWGIyIikXJOs5CIiIiISPQodwwMM+tuZlPNbKn/uL+ZPVT1oYmISCjOOY2BISIiIiJRJZJBPCcAjwKBoe6XA9dXWUQiIhIxzUIiIiIiItEikgRGknNuTuCB89orHw6zvoiIVLFA4kIJDBERERGJFpEkMLLNrCt47ZTNbCyQWaVRiYhIWIHEhcbAEBEREZFoEcksJPcArwC9zewHIAO4pkqjEhGRsAJjXxShFhgiIiIiEh1CJjDM7ATn3A/OufXAaH8qVXPO7am+8EREpCzqQiIiIiIi0SZcF5JpZvagmcUBOOf2KnkhIlI7BLqOqAuJiIiIiESLcAmMQUAbINXMzqymeEREJAJqgSEiIiIi0SZkFxLn3D7gV2Y2BK81RjreVKrmPe36V1OMIiJylOJBPFELDBERERGJDmEH8TSz0cCzwATgH6DR4kREaoPiQTzVAkNEREREokS4QTzfBjoA1zrnlldfSCIiUh6NgSEiIiIi0SZcC4xpzrn/O57CzWwzsA8oBAqcc0PNrAXwDtAF2Az82Dm3+3j2IyISbTQGhoiIiIhEm5CDeB5v8iLIKOfcQOfcUP/xg3jJkR7ANP+xiIgcA3UhEREREZFoE24WkqoyBnjNv/8aMLYGYhARqdM0iKeIiIiIRJuqTmA44AszSzWz2/1lbZxzGQD+39ZlbWhmt5vZQjNbuHPnzioOU6T+U52qX9SFpHZQvRKpfKpXIpVLdUrqk4gTGGbW1cyuMLPex1D+cOfcYOBC4G4zOzPSDZ1z451zQ51zQ1NSUo5hlyJSFtWp+kWDeNYOqlcilU/1SqRyqU5JfRIygWFm/wm6Pwb4GrgUmGxmN0VSuHNum/93B/AhMAzYbmbt/HLbATsqGryISLRSCwwRERERiTbhWmCcEHT/AWC0c24cMBz4VXkFm1mSmSUH7gPnASuAj4Ab/dVuBCZXIG4RkagWGPvC4dQKQ0RERESiQrhpVIM/Ecc55zYBOOeyzCySn/zaAB+aWWA/k5xzn5vZAuBdM7sF2AJcXbHQRUSil5IWIiIiIhJtwiUwBphZDmBAAzNr65zLNLMEILa8gp1zG4EBZSzPBs6uaMAiIlKy60ihKyTOwr2di4iIiIjUfSE/8TrnQiUpEoGfV004IiISieAEhlpjiIiIiEg0OOaf7Jxze4C5VRCLiIhEyAX18nMogSEiIiIi9V/E06iKiEjtEdwCQzORiIiIiEg0UAJDRKQOCu42ogSGiIiIiESDsAkMM4s1s39VVzAiIhIZjYEhIiIiItEmbALDOVcIpPgzj4iISC2hLiQiIiIiEm0iGcRzMzDbzD4CcgMLnXN/q6qgREQkvOCBO5XAEBEREZFoEEkCY5t/iwGSqzYcERGJRHC3Ec1CIiIiIiLRoNwEhnPuUQAzS3LO5Za3voiIVD11IRERERGRaFPuLCRmdrqZrQJW+48HmNkLVR6ZiIiEFNzqQoN4ioiIiEg0iGQa1WeA84FsAOfcUuDMqgxKRETCUwsMEREREYk2kSQwcM6lHbWosApiERGRCJWYRlVjYIiIiIhIFIhkEM80MzsDcP50qvfidycREZGaEdxtRC0wRERERCQaRNIC4w7gbqADkA4MBO6qyqBERCQ8dSERERERkWgTSQuMXs6564IXmNlwYHbVhCQiIuXRIJ4iIiIiEm0iaYHxXITLRESkmqgLiYiIiIhEm5AtMMzsdOAMIMXM7g96qgkQG+kOzCwWWAhsdc5dYmZdgbeBFsAi4AbnXH5FghcRiVYaxFNEREREok24FhgJQGO8JEdy0C0HuOoY9vFLSg76+QTwtHOuB7AbuOVYAhYREY2BISIiIiLRJ9wYGLc6524ws73OuWcqUriZdQQuBv4C3G9mBowGrvVXeQ14BHixIuWLiESr4FYXSmCIiIiISDQI1wJjiJmdAIwzs+Zm1iL4FmH5zwC/AwKfrlsCe5xzBf7jdLzZTUoxs9vNbKGZLdy5c2eEuxORUFSn6pcSXUg0iGeNUb0SqXyqVyKVS3VK6pNwCYyXgM+B3kDqUbeF5RVsZpcAO5xzqcGLy1i1zE/ezrnxzrmhzrmhKSkp5e1ORMqhOlW/aBDP2kH1SqTyqV6JVC7VKalPQnYhcc79Hfi7mb3onLuzAmUPBy4zs4uAhniDfz4DNDOzOL8VRkdgWwXKFhGJaupCIiIiIiLRptxpVAPJCzNrbWadA7cItnvIOdfROdcFuAb42jl3HTCdI4OA3ghMrnD0IiJRqrCosPi+ZiERERERkWhQbgLDzC41s3XAJmAmsBmYchz7fABvQM/1eGNivHIcZYmIRKXgpIXGwBARERGRaBBuFpKAPwOnAV855waZ2Sjgp8eyE+fcDGCGf38jMOzYwhQRkWDBSYtCVxhmTRERERGR+qHcFhjAYedcNhBjZjHOuenAwCqOS0REwtAsJCIiIiISbSJpgbHHzBoD3wBvmtkOoKCcbUREpAqV6EKiMTBEREREJApE0gJjDHAA+BXetKobgEurMigREQkvuAWGZiERERERkWhQbgsM51yuf7cIeK1qwxERkUgogSEiIiIi0SaSFhgiIlLLBI97oTEwRERERCQaKIEhIlIHqQWGiIiIiESbY0pgmFlzM+tfVcGIiEhkggfuVAJDRERERKJBuQkMM5thZk3MrAWwFJhoZn+r+tBERCSUEl1INAuJiIiIiESBSFpgNHXO5QBXABOdc0OAc6o2LBERCUddSEREREQk2kSSwIgzs3bAj4FPqjgeERGJQHDSQoN4ioiIiEg0iCSB8d/AVGC9c26BmZ0IrKvasEREJByNgSEiIiIi0SauvBWcc/8G/h30eCNwZVUGJSIi4ZVogaExMEREREQkCpSbwDCzFOA2oEvw+s65m6suLBERCSe424haYIiIiIhINCg3gQFMBmYBXwGFVRuOiIhEQl1IRERERCTaRJLASHTOPVDlkYiISMQKi47kkzWIp4iIiIhEg0gG8fzEzC461oLNrKGZzTezpWa20swe9Zd3NbN5ZrbOzN4xs4RjjlpEJMqpBYaIiIiIRJtIEhi/xEtiHDKzff4tJ4Lt8oDRzrkBwEDgAjM7DXgCeNo51wPYDdxS0eBFRKJVcKsLDeIpIiIiItGg3ASGcy7ZORfjnGvo3092zjWJYDvnnNvvP4z3bw4YDbznL38NGFvB2EVEolZwqwu1wBARERGRaBBJCwzM7DIz+3/+7ZJICzezWDNbAuwAvgQ2AHuccwX+KulAhxDb3m5mC81s4c6dOyPdpYiEoDpVv6gLSe2geiVS+VSvRCqX6pTUJ+UmMMzscbxuJKv82y/9ZeVyzhU65wYCHYFhQJ+yVgux7Xjn3FDn3NCUlJRIdiciYahO1S/BSQsN4llzVK9EKp/qlUjlUp2S+iSSWUguAgY6531aNrPXgMXAg5HuxDm3x8xmAKcBzcwszm+F0RHYdsxRi4hEOXUhEREREZFoE1EXEqBZ0P2mkWxgZilm1sy/3wg4B1gNTAeu8le7EZgcYQwiIuILbnWhBIaIiIiIRINIWmA8Biw2s+mAAWcCD0WwXTvgNTOLxUuUvOuc+8TMVgFvm9mf8VpyvFKx0EVEopfDEWMxFLkizUIiIiIiIlGh3ASGc+4tv/vHKXgJjAecc5kRbLcMGFTG8o1442GIiEgFFbki4mLiyC/M1xgYIiIiIhIVQnYhMbPe/t/BeK0p0oE0oL2/TEREaohzXgsMgEJXWMPRiIiIiIhUvXAtMO4HbgeeKuM5B4yukohERKRcRa6IWIsFNAuJiIiIiESHkAkM59zt/t0LnXOHgp8zs4ZVGpWIiIQV6EICaAwMkXrCOUehKyyu2yIiIlJSJLOQzIlwmYiIVBOHIzbGa4GhWUhE6ofxqeO57/P7ajoMERGRWitkit/M2gIdgEZmNghvAE+AJkBiNcQmIiIhFLmi4jEwlMAQqfvS9qbx6bpP1fpCREQkjHBXyfOBm4COwN+Clu8Dfl+FMYmISDmcc8RaLIZpDAyROuxQwSFeWvgSa7LW4HAcLjrM4cLDxMfG13RoIiIitU64MTBeA14zsyudc+9XY0wiIlKOQAsMM1MLDJE6bF32OqZtmka7xu3o37o/y3Ys42DBQSUwREREylBuO0Xn3PtmdjHQF2gYtPy/qzIwEREJrcgVYRgxFqMEhkgdti9/HwAPjniQTbs3sez/s3ff8VWW9//HX5/shCQQCJCwZMieQcA9EHF/1bpbakX91lr71eq3Wqsd1tZv6+jPvWq1Bayz4kRREUEcbBKW7D0SVvYe5/r9cZ9zTCAJATJO4P18PM7j5NznHp/c5OK+z+dc1+favYziimISoxNbODIREZHQc9Ainmb2AnANcBteHYyrgOOaOC4REamHw2Fm3hASzUIi0moVlRcBkBCVQFykV2KsuKK4JUMSEREJWQ2ZheQU59xPgBzn3APAyUD3pg1LRETq45wjzMLUA0OklQv0wIiPilcCQ0RE5CAaksAo8T8Xm1kXoALo1XQhiYjIwagGhsjRobC8kDALIyYiJpjAKKkoOchWIiIix6aGzNU1zczaAY8CSwAHvNSkUYmISL0cLlgDQ7OQiLReBWUFJEQlYGbfJzAqlcAQERGpTUMSGI8458qAqWY2Da+QZ2nThiUiIvUJ9MAIszDVwBBpxQrLC4mPigcgNjIWqDmEpNJXyezNs6n0VXJyt5NpG9O2ReIUEREJBQ1JYMwFRgL4ExllZrYksExERJqfz/mCRTw1hESk9aqewKitBsZXW77iyflPApBZkMkNaTc0f5AiIiIhos4EhpmlAF2BWDNLw5uBBCARiGuG2EREpA4q4ilydCgsLwz2qogOj8awGgmMJZlLaBvdloSoBHYU7GipMEVEREJCfT0wzgMmAt2Ax6otLwDuO9iOzaw7MAVIAXzAi865J82sPfAm0BPYDFztnMs5jNhFRI5ZqoEhcnQoLC+kW2I3gGAdjEACwzlHelY6aSlpFFcUk1WY1ZKhioiItLg6ExjOucnAZDO7wjk39TD2XQn8yjm3xMwSgMVmNgMvKTLTOfeQmf0G+A1wz2HsX0TkmKVZSESODgXlBcEhJODVwQgkMDblbiKvLI+01DQ25mxk6a6lOOcws7p2JyIiclSrbwjJj51z/wZ6mtn/7v++c+6xWjar/n4mkOn/ucDMVuENSbkUOMu/2mRgNkpgiIgcksCHGBXxFGm9fM5HcUVxjQRGXERccBrVjKwMAEakjKC4opiyqjJySnNoH9u+ReIVERFpaWH1vNfG/xwPJNTyaDAz6wmkAfOBzv7kRiDJ0amObW42s0VmtmjPnj2HcjgRqYXa1NEl2ANDRTxblNqVHImi8iIcrmYCo9oQkvTMdHok9qB9bHtS41MBjolhJGpXIo1LbUqOJvUNIfm7//mBIzmAmcUDU4E7nHP5De326Jx7EXgRYNSoUfp6UeQIqU0dXXzOF6yBoQRGy1G7kiNRWF4IcEACo7C8kPKqclbuWclFfS8CICU+BfBmIhnUcVDzB9uM1K5EGpfalBxN6uyBYWaPmNkttSy/08websjOzSwSL3nxqnPuHf/iXWaW6n8/Fdh96GGLiBzbHN/PQqIiniKtUyCBkRD9fcfWQA+MlbtXUuGrIC01DYDO8Z0x7JjogSEiIlKX+oaQXIw/U7efJ4GLDrZj87pavAys2q9exgfA9f6frwfeb1ioIiIS4HM+zExDSERasdp6YMRGxlJcWUx6VjoRYREM7jgYgIiwCDrGdVQCQ0REjmn1TaPqnDvwrtg557OGjQM5FbgOWG5mGf5l9wEPAW+Z2U3AVuCqQ4xZROSY59z3PTCUwBBpnQrKCwBIiDqwB0Z6ZjqDOw4mOiI6+F5KfAqLMxfzx9l/JCIsgmuHXMvx7Y9v9rhFRERaSn09MIrNrO/+C/3LSg62Y+fc1845c84Nc86N8D8+ds7tc86Nc8719T9nH8kvICJyLKo+japmIRFpnQI9MNpEtQkui4uMo7SylM15mxmRMqLG+uN6jyMlPoX8snxW7lnJ43MfVwJTRESOKfX1wPgDMN3MHgQW+5eNAu4F7mjqwEREpG4OFyziqRoYIq1TXUU8A0amjqyx/tm9zubsXmcD8M3Wb3jom4eYuXEm4/uMb4ZoRUREWl6dPTCcc9OBy4CxwCT/4yzgCufcx80Qm4iI1CFQAyPMwqhyVS0djogchsLyQqLCo4gKjwouCyQw2ka3pVe7XnVue0r3U+iT1Ifp66c3eZwiIiKhor4eGDjnVvB9wU0REQkRgRoYhqkHhkgrVVZZRkxETI1lgQTGiJQR1FdyzMzondSbRTsXNWmMIiIioaS+GhgiIhKifM73/RAS1cAQaZVKK0uJCa+ZwIiNiAUgLSXtoNsnxSSRV5anJKaIiBwzlMAQEWmFHC5YxFNF/ERap9LK0hqzjAAM7jSYqwddzak9Tj3o9u1i2uFzPvLL8psqRBERkZCiBIaISCsUmIVE06iKtF5lVQcOIYmJiOG64dcdsLw2SbFJAOSW5jZJfCIiIqGm3hoYAGbWEfgp0LP6+s65G5suLBERqU/1Ip7qPi7SOpVVlhEdHn3wFevQLqYd4CUwjuO4xgpLREQkZB00gQG8D3wFfA6o1L2ISAhwzptG1dAQEpHWqrSylLYxbQ97+0ACI6c0p7FCEhERCWkNSWDEOefuafJIRESkwQI1MDSERKT1Kq0spXNE58PePilGQ0hEROTY0pAaGNPM7MImj0RERBqsxhASzUIi0irVVgPjUMRFxhERFqEEhoiIHDMaksD4JV4So8TM8s2swMxU7lpEpAUFinhqFhKR1qu0svSIamCYGe1i2imBISIix4yDDiFxziU0RyAiItJwwWlUVQNDpNUqqyo7YBrVQ5UUk0ROiWpgiIjIsaEhNTAwsySgLxDs5+icm9NUQYmISP18zodhhIeFaxYSCWlllWWEWRiR4ZEtHUpI8Tkf5VXlRzSEBLxCnvuK9zVSVCI1lVWWER4WTkRYgz4yiIg0uYMOITGz/wbmAJ8CD/if/9i0YYmISH2c+74HhmpgSCi7f/b9PLPgmZYOI+SUV5UDNEoCI7dMQ0ikafzui98xKWNSS4chIhLU0BoYo4EtzrmxQBqwp0mjEhGRegWKeKoGhoS6rXlbmb9jPlU+zcReXWllKXDkCYykmCRyS3PVE0uaRGZhJlmFWS0dhohIUEMSGKXOuVIAM4t2zq0G+h9sIzP7p5ntNrMV1Za1N7MZZrbO/5x0+KGLiBy7HA7DNI2qhLRKXyUF5QUUVRSxPnt9S4cTUgIJjCMp4gleDwyf81FQXtAYYYnUUFJZQnFFcUuHISIS1JAExnYzawe8B8wws/eBnQ3YbhJw/n7LfgPMdM71BWb6X4uIyCHyOR/hYeHeNKr65lVCVH7Z95OWpWelt2AkoaessgzgiIt4dk3sytBOQ4NDUkQaS5WvivKqciUwRCSkNGQWkh/4f/yjmc0C2gKfNGC7OWbWc7/FlwJn+X+eDMwG7mlYqCIiEuCc1wNDs5BIKKs+vWd6ZjrXDrm2BaM5OOcc67PX07dD3yY/VmMNIRmZOpKRqSMbIySRGgJ/o0pgiEgoqbMHhpkl+p/bBx7AcuBrIP4wj9fZOZcJ4H/uVM/xbzazRWa2aM8eldyQxuNzvmPyG2u1qaNLoAaGhpC0LLWr+gWm9xzaaSir960O+Q9C3+35jv/97H9ZvXd1kx+rrMrfA+MIh5AcjdSuQkOgvZqTbGQAACAASURBVIZ6u5WDU5uSo0l9Q0he8z8vBhb5nxdXe92knHMvOudGOedGdezYsakPJ8eIssoyJrwzgbnb57Z0KM1Obero4vBmIQmzMM1C0oLUruoX6IExtudYfM7H8l3LWzii+u0u2g14hUebWmP1wDgaqV2FhpLKkhrP0nqpTcnRpM4EhnPuYv9zL+dcb/9z4NH7MI+3y8xSAfzPuw9zPyKHJac0h8LyQrblbWvpUESOiM/5vAEkmoVEQlhOqdcD46RuJxETERPydTAC8WYWZDb5sQI1MJTAkFBVUuElLsqryqn0VbZwNM0jpySHuz67i+vfu54n5j3R0uGISC3qrIFhZvUOqHTOLTmM430AXA885H9+/zD2IXLYisqLvOeKohaOROTIOFetB8YxOCRKWofc0lyiw6NJiE5gaKehpGeGdgIj0GOkOaaNDM5CcoRFPEWaSvWhIyUVJSREJ7RgNM3j9RWvsz57PWf3OpveSYf7fa2INKX6inj+P/9zDDAKWAoYMAyYD5xW347N7HW8gp3JZrYduB8vcfGWmd0EbAWuOpLgRQ5VIHFRWF7YwpGIHBmf8wUTGK2pB8a7q96lb4e+DOk0pKVDkWaQW5pLu5h2AKSlpLFw50J2Fe6ic3znFo6sdi2SwFANDAlR1YeOlFQefQmMovIiPt/4eXAGnypXxacbPuWC4y/gllG3tHB0Iq1bla+K+TvmM6rLKPLL8tmev50RKSMaZd91JjCcc2MBzOwN4Gbn3HL/6yHAXQfbsXPuh3W8Ne4w4hRpFIHERaAnhkhrFSjiaRg+WkcCo7iimMlLJ3P5wMuVwDhG5JTkkBSTBEBaahrgTad6/vH7z7IeGgJFRzMLm2EISZWGkEhoCwwhgaOzkOffF/+dWZtn1VjWKa4TPxxS10cYEWmoj9d9zItLXuTKgVeydNdS1mev56kLnqJnu55HvO+DTqMKDAgkLwCccyvMrHHSJyLNLJC4UA8Mae0cLlgDo7UMIVm+azlVroq0lLSWDkWaSW5pLl0SugDQNaEryXHJZGRlhGwCI9ADo6iiiIKygib9xrmssgzDiAqParJjiByJ6kmLoyWBUV5Vjs/52JK7hdmbZ3PFwCuYMHRC8P3wsHDCrL45DkSkNmWVZcGi8iUVJbyx8g0MY+qqqcF71skZk7n/rPuP+FgNSWCsMrOXgH8DDvgxsOqIjyzSAgKJCyUwpDULJCzCLIxwC281s5CkZ6UTExHDgOQBLR2KNJPcslwGdRwEgJmRlpLGt9u+DQ6BCjU5pTm0i2lHbmkuWYVZTZrAKK0sJToiGjNrsmOIHInqQ0iOhgTGt9u+5dFvHw0WJE2ISuCqQVcRGR7ZwpGJtG7T1k7jxcUvHnA/eu9p9/Lot4/SLaEbZ/Y8k8lLJ7Ns1zKGdR52RMdrSALjBuDnwC/9r+cAzx/RUUVaSHAIiYp4SisWuECYeT0wqnxVLRxRw6RnpjOk4xDdLB4jqnxVFJQVkBSbFFyWlpLGjI0zWLdvHf2T+7dgdAfyOR/5Zfmc1O0k5m6fS2ZhJn079G2y45VWlqr+hYS0o2kISXlVOf9Y8g+6JnRlXC9vNPuIlBG0iWrTwpGJtG55pXlMWTqFAckDOLnbycHlx7U7jpGpI/nL2X8hOS6ZtjFtKa0sbZ4hJM65UjN7AfjYObfmiI8o0oICiQslMKQ1CxTtDLMwDAuJHhillaV8sOYDzutzHm1j2h7w/u6i3ews3MlF/S5qgeikJeSV5eFwwSKeAMNThmMYGVkZIZHAKK8q5z8r/8PlAy+ntLIUh2NA8gDmbp9LVmEWheWFvLvqXa4afFWj16ooqypTAkNCWmsfQpJbmsuMDTO4dMClTFs7jb3Fe7nz7DuP+NtfEYFKXyVvrniT9Kx0yqrKuP3E2+mW2O2A9QZ2HBj8+cfDftwoxz5o/00zuwTIAD7xvx5hZh80ytFFmln1Ip6tpW6AyP6qJzBCZRrVd1e9yyvLXuFfGf+q9f3A9Jmqf3HsCNSTqJ7ASIxOpE9SH9KzQmM61fTMdN5Y+Qbzd8wPxpsSn0L72PbsyN/B/O3zeeu7t5j63dRGP3ZZZZkKeEpIK6ksoW20l5Cu3hujtXh5yctMWTaFfy/7N2+tfIsTUk9Q8kKkkXy87mPeWPkG+0r2cd2w62pNXjSVhgxAvR8YA+QCOOcygJ5NGJNIkwkU8XS4Vvltggh8XwPDsJCYRjW3NJd3Vr9DTEQMX2z6ggU7FpBflg94bc7nfKRnpdMhtkOzXuCkZQVm9AjMQhKQlprG6r2rD/n/YOcc2SXZjRYfwKbcTd5zzqYaCZduCd3YUbCD7fnbAXhvzXuNfuzSylIlMCSkFVcUkxSThGENbq95pXnBGhPg/T+w/zWqpKKE9dnr2V20+5Bjamg73JizkdlbZhMTEcO7q9+luKKYiSMmHvLxRORAReVFvLHiDYZ3Hs4/L/knVw66slmP35AERqVzLq/JIxFpBtWHjmgYibRWgSEjYRaGmbV4AuP15a9TUVXBg2MfJD4qnj/P+TO3TLuFHfk7+PlHP+fRbx5l6a6lpKWkqWDhMaS2Hhjg9cKpclUs37W8ts3qNH39dCa+N5HMgsab4nRTjpfA2Jy7uWYCI7Eb2/O3sz1/O22j21JeVc5Haz9qtOOCfwhJhIaQSOgqqSghNjKWuMi4BiUwskuy+emHP+XNFW8C3hCtn037Gf9K/75n3ra8bdz68a3c+emd/Gzazw4pMbg+ez0T35tIRlbGQdf9V/q/SIhK4MGxDxJu4YzrNa5Rxt6LHOtKK0t59NtHKSgv4IYRN7TIfV1DEhgrzOxHQLiZ9TWzp4FvmzgukSZRWF5IRJhX+uXLzV9y60e3UlZZFny/oKyAmz+8mTV7Ve5FQlcgYWHm9cBoyRoYO/J38MmGTzivz3n0T+7PUxc8xa9O/hVFFUXc8/k95JTm8PW2ryksLyQtVcNHjiWBhED1Ip4AA5IHEB0e3aAPIQHFFcW8uvxVHI7v9nzXaDFuzt0MeD0xckq9HiOBBEZRRRHf7f2OQR0HMSh5EIszFzfacUE9MCT0lVSWEBcZR2xkbIMSGK8tf42SyhIW7FgAwJbcLZRUljBt3TSyCrNYu28t93x+D5W+Sm5Ku4lKX2VweGFDLNixAIcL7r8u6ZnpZOzK4Noh19I/uT/PX/Q8vxjziwYfR0RqV1BWwO+/+D1LMpdw25jb6NO+T4vE0ZAExm3AYKAMeB3IB+5oyqBEDsfe4r088s0jFJUX8cWmL3hr5VsHrFNUUUTHuI4AfL31a7blb2Nd9rrg++uy15FZmMm87fOaLW6RQ3WoQ0jySvN4+OuHKSgraPRYpiydQlR4FD8c+kMAkuOSOavnWZzX5zzyyvI4pdsptItph2GMSBnR6MeX0LB672oe/eZRKqoqgstySnOIDo8+4EN6ZHgkQzsNPaQ6GFO/m0p+WT6RYZGs3rv6oOt/sOYDZmyYccDywvJCHvr6IbIKsyitLCWzMJPE6ERySnPYmLORqPAoYiNig0Od8svy6ZbYjbTUNDbkbCCvtO4OqR+v+5i7P7ub//ft/wsmxlfvXc1jcx+j0lfJWyvfYubGmeSX5fOXr/7CtvxtKuIpIa24opjYiFhiIw6ewNiRv4PPNnxGYnQiG3M3kleaF0wQ+pyP3878LffNvI+4yDgeOecRLu1/KW2j2wYTmav3ruaZBc/U+D+koKyAJ+Y9wY78HcD3tZSWZC6pMw7nHP/K+Bed23TmguMvACA1ITX45ZWIHJ6yyjLum3kf63PW85vTfsO5fc5tsVgOmsBwzhU7537rnBvtnBvl/7m0OYITORSLdy7mq61fsXDnQt5a+RZvrnyT8qryGusUlhfSuU1n4Puxz9VvhgMXybX71jZT1CKHbv9ZSA6WwMjIyuDrbV+zdNdSwOsW/N7q94I1YQ7X6r2r+Xb7t1w+4PIDhglMGDqBi/pexM9G/Yzbx9zOtUOuJTE68YiOJ6HJ53w8u+BZ5mydw9ztc4PLc0tzD/i7CEhLTWNHwY4GjYHPLsnmvTXvcUaPMxjccTBr9tXeQ25v8V4+XPMhzjmmrprK9PXTD1hn1qZZfLPtG6atncaW3C04HGf0OAOAOVvmMKTjEMysRq2Wbondgsm3QBva3478Hfx98d8pKC9g9pbZfLj2Q8BLaszaPIun5z/NK8te4blFz/H8wueZv2M+g5IHcVbPsw76+4u0lJLKhg8hmbt9Lg7H7WNuB7zrzqbcTUSHR/Ork39Fl4QunNj1RB4Z/wipCamYGWkpaaRnpVPpq+Sp+U/x6YZPa7Tb11e8zsxNM/nHkn9QVF7Emn1raBfTjh0FO9hTtKfWOGZvns2m3E38ZPhPNGW3SCN6f837bM7bzG9P/y2ndD+lRWOpMx15sJlGnHOXNH44Ioduc+5mkuOSySrMAuCzDZ+xo8BLRHy357vgjWdFVQXlVeWkxKfAru/rCFRPVgQKtq3NXsuO/B1szdvKSd1O0rh9aVYVVRV8u80bqdevQz9SE1JrvH+os5AE2samnE2c1uM0pq2dxpRlU5i1aRZ/GvunWqc9BVizdw092/XEzNiUsyk47WV5VTkLdizg3VXvkhSTxA8G/uCAbdvGtOWWUbcA0L5re0Z3HX0IZ0BaypwtcxiQPIBObTo1eJvZm2ezOW8zUeFRTF83nTOO8xICuaW5BxTwDAjMRpORlXHQb3FeW/4aPufjJ8N/wucbP+fNlW/WOvziuYXPsXDnQnon9Sa7JPuABDbArM2zAPhyy5d0SegCwFk9z2Laumk4HD8Z/hPA60kUHR5NWVUZ3RK7cXz744mPiufzjZ/TJrINI1NHsqd4D6v2rALg842fExUexcPnPMxT85/iP9/9h3P7nBv8dvmLzV+QGJ1IcUUxX2/7mvP7nK8u7RISsgqziAiLIDkumVV7VtG3Q99gb4WSCm8Iyf4JjMLyQnYX7aZ3Uu/gsvTMdHq168XorqNJiEogPSudXYW76NmuJ2ccd0bw/4Xq0lLTmL1lNk/Nf4pt+dtIjkvmjRVvMK7XOPLL8pm+fjrJcckszlzM3xf/HYfjR0N+xHOLnuOdVe8wIHnAAft8ZdkrHJ90PKf3OL0JzpYczfYW76W8qjx4bRBPdkk2S7OWMnXVVE7seiKjuoxq6ZDqTmAAJwPb8IaNzAf0CU5CTqWvkrtn3M15fc5jb/FeAJbv/r4wXHpmejCBESjauf+N+eq9q6nyVeFwwQRGaWWp1824KIuXL3lZ3xxLsyqtLOVvc/8GQExEDL89/bc1hl8Ekm9mRpuoNlS5KrblbaN72+617i+z0Ct6uCl3E845Zm2eRUqbFLbmb+U/3/2H/x753wdss2rPKn79+a+5bth1hFkYU5ZO4aVLXqJTm048u+BZvtj8BQB3nHiHxvEfJUoqSnh6wdOUV5Vzeo/TuXzg5TU+oNSmvKqcV5a9Qt/2fTml+ylMXjo5+LeYW5pLanxqrdt1S+xGh9gOpGem15vA2Ja3jc82fMZ/9fsvOsd3pn9yfxyOdfvWMbTz0OB6y3ctZ+HOhQB8uuFTwPuQVVheSHxUPOD1kliXvY4hHYewYs8KpiydQruYdvTr0I+uCV0ZkDwgOJ7XzOia0JWNuRvpmtCVMAtjdJfRzNo8i/SsdE7qehLLdy+vUQz6hhE30DamLRNHTOQXH/+Cv337N3JKc7i478XM2DiDicMnklWYxfT104NDrkRa0sIdC3nom4fokdiDW0bdwq8//zV3nHgH43qPwznn9cCI8Hpg7C3eS0lFCTERMfz1q7+yfPdyfj7q51zQ9wJKK0v5bu93XNLvEsIsjJGpI5m3fV6NHk61SUtJIyIsglmbZzGs0zBuGnkTv/zkl7z93dvsKtpFuIXz0LiHuH/2/czaPIvE6ETG9xnPO6veYdq6aUxbN+2AfUaERXDnSXfqiyc5ZM8seIb12et58b9eJCIsgsiwyGP+76jSV8k9M+4hqyiLmIgYrh9+fUuHBNSfwEgBxgM/BH4EfAS87pxb2RyBiTTEzoKdlFaWsj57PaWVpRiGw9E+tj1dE7qSnpXODdwAeDezAB3bdAyuN7jjYFbuWcmNH9zIgA4D2F6wPbhsc95mJgydoOSFNLs2UW144aIXKKsq4/G5j/PAlw/wq5N/xWk9TgNq9sA4p/c5vLnyTSZlTOL3Z/6+1v0Fe2DkbmJDzga25W/jF6N/wbzt82odS+yc45/p/wS8scaB9rIkcwn9O/Rn1uZZXNz3Yq4YdAXJcclNcQqkBcRGxvL8Rc/zwZoPmL5+Ol9u+ZIRnUdwxaArGN55eK03ctPWTmNv8V7uPOlOjmt7HK8uf5Xp66dz8wk3k1uay8DkgbUeK9B9fN6OeficjzCrfUTr5KWTiY2M5Zoh1wDQv4PXC2jNvjXBBEZgzHtyXDIlFSV8vfXr4PaZBZn07dAX8HqXGMadJ9/JHZ/cgZnxhzP+gJnxxPlPEBlWs7t5z3Y9yS/Pp01UGwBuP/F2rhl8DbM3z+aNlW/QNaErfx77Z+Ii44gMjwwmx7u37c743uP5bONnAFwx6AomjpgYnHHk6sFXa/YRaXGzNs3iiflPEBMRw/qc9UzKmATAhpwNjGMcpZXeaPFAD4wdBTu45u1rGNN1DMt2L6NTXCeeW/Qc+WX59Gnfh0pfZbBQ85WDrmTOljk4XL0zfyTFJjHp0kkUlheSEp9CeFg4Zx13Fu+teY9KXyXXDr6WzvGdeeqCp9hTtIe2MW2JCIvgyQueDE7TvL82UW3qHLomUp/12evJK8vjkW8eYdmuZfxi9C8Y13tcS4fVoqavm05WURa/OvlXnJB6AgnRCS0dElBPAsM5VwV8AnxiZtF4iYzZZvYn59zTzRWgyP7+/OWfGdZ5GJcOuLTGFHgAY7qOYf6O+aSlpNE1oStTlk0hpySHaWunBQvGJUQl0CaqDYXlhYzrNY6Ve1aSXZIdHL/5X/3+i2352wizMC4bcFlL/ZpyDAuzMLomdgXgoXMe4k9f/olHvnmEgrICLuh7QY0inonRiVw58EqmLJvCit0rGNJpyAH7yyzMxDD2Fu/lvdXvEREWwWk9TqO0spSX01/my81fMnXVVH4+6ucM7DiQedvnsXrfarrEd6lRIyY9M5252+bSJqoNE4ZNCH6zLUeP5Lhkbky7kWsGX8P09dP5YM0H/H7W7+ndrjeXD7yc03qcRnhYOOAV2Htr5VuMSh3FsM7DADi1+6nM3DSTCUMnkF+WX+8HibTUND7f9DkbsjcEkwzVrd23lvk75vOTYT8JJpITohPoEt+lxkxR32z7hnXZ67jjxDuYvXk2Gbsygkm3rMKs4L4XZy6mX4d+dGrTiUfGP0JcZBztY9sD1NqL6Ia0G2oUvo0Ii6BrYlcmDJvAyNSRdG/bvc42MGHYBGZvmU3nNp0PSPIpeSEt7dtt3/LYvMcY1mkY/zPmf7jlo1tYsWcF4A01nLd9Hq8vfx0gWAPD53x0ie/C/B3zSY1P5ekLnubZhc/y7+X/Jio8iqjwKAZ1HAR4yb+ze53NzE0z6ZXUq95Y2sa0rTGM8brh1/H1tq9pG92WywdeDkBUeFTwmgjfJ1VEwEtiP/rto8Ehe20i23Dv6fcetAdhdTklOeSV5RETEROccWpx5uIDEhhzt83l+UXPY2b8eOiPGd9n/CHHuz57PS8seoH/Pfl/6xyuUlRexINzHuSyAZdxYrcTa13HOcfTC55m3vZ5dE/szgNjH+DJeU8SHxXPid1OZHLGZG4/8fbgNbDKV8X/ffV/jOoyiv4d+vPQ1w8FexGOSBnB7Sfezh9n/5GteVuDxyiuKGZ45+GcedyZIdUbpd6SvP7ExUV4yYuewFPAO00flkjtdhXuYsHOBWTsyuD0404PJi4CDXBop6GM6TqGIZ2GUFxRzJRlU0jPSmf6+ukUlHs3ovFR8bSJbENReRFnHHcGFb4KOsZ15E9z/gRA98Tu3DbmNuKj4tU1Xlpcm6g2/Gnsn3j4m4d5btFz5JXlMa6Xd0ENfGt9Sf9L+GjdR0zKmMSj4x+tcZEpryonuySbgckDWbV3FV9u+ZLxvccTHxUfrEPwxPwnqPRV8rtZv+PXp/yayUsn0z2xOzefcDO/n+X16uia0JUFOxdQ6avkxhE3KnlxlGsT1YYrB13Jpf0vZfbm2byz6h3+NvdvTFk6hUsHXMq5fc7lP9/9h+KKYq4f8X2X0guOv4Avt3zJtLVeTYn9p1Ctbnjn4QCkZ6XXmsCYt30eYRbGhX0vrLG8f3J/MrIycM7hcz6mLJ1Cz7Y9GdtrLFmFWWTsymBA8gBW7V0V7H1UVF7E2n1ruWaw15OjepHOurSLaVdnAmZgx9p7lgS0j23PPafeo2uIhJyKqgpeXvIyvdr14v6z7icqPIqRKSNZlLmI1PhUNuVuYvq66WzM3Qh4yYLz+pxHSnwKF/a9kJkbZ9I7qTfREdHcedKd9OvQjx35O+jXoR9R4VHB49yYdiPdE7vXWqeiPp3adOK+0+4jITqB2MjYRv3d5ej0zbZv+GrrV5zS7RTax7ZnztY5/GPxP3jw7AeZu30u87fP59oh19ZIgu0v8HnitjG3sa94H8t3L6+RKAdvFo4XFr9AXGQcidGJPLXgKfLK8rhi4BU17ruKyot4Of1lrht23QHXQOccLy5+kTX71jApYxL3nX4fG7I38NG6j/jR0B8FE95TV01lxZ4VZBVlkZaaVqNtBSzJXMKMjTOCxXAfmP1AMBH5yYZPAPjHkn/w8DkPY2bM2DiDhTsXsnz3croldKOksoQzjzuT7JJsvtr6FTklOazcs5LxvccHZ8iKCIvgkv6XhFTyAuov4jkZGAJMBx5wzq1orIOa2fnAk0A48JJz7qHG2rccHTbmbGRz7mbG9hyLmbG7aDdbcrewr2Qf4F2AX1v+GnuL9xIRFkGlrxKAlPiUYKbSOUdCVALvrnqXgvKC4DdybaLa0CayDR3jOhIdER28Oe7bvi/rstfRLbFbvf/JiTS36Iho7jv9Pp6e/zSvLn+VDdkbgO8TGNER0UwYOoGnFjzFswufZXSX0cF2EPgAd3K3k1m1dxVR4VFMGDoBgB5te9A+tj3ZJdncPPJmvtj0BQ9+9SAAvzv9dwzuODh4Ebt68NU8Pu9xOsZ15KJ+FzXr7y8tJzI8kvF9xnNO73NYuHMhU7+byj+W/IPXV7xOaWUp43qNq9FFfFDHQfRI7MF7a94DqLcHRtuYtvRJ6kN6ZjpXD776gPczsjIY0GFAcAhHQGAY057iPWzL20ZmYSb3nnYvYRYWLDQ7IHkAmYWZwfovS3ctxeGCXdybw5iuY5rtWHJs+mbrNwCMTB0Z/LC/Zu8a9hTv4dTup9b6oePjdR+zu3g3fz7xz8EPRVcPvpqE6AT6tu/Li0teJGNXBmO6jPHaVIf+dI7vHKyxVP0bZzPj4n4X1xpbYnQiVwy64rB+LxV9PrZU+irZnr+dTTmbyCrMOujMagGn9jiVbondmLJ0Cse1PY57TruHMAuje9vuPL/oeW784EayS7IxjPSsdM4//nwGdRzEyNSRgFdjac6WObSPbR/8IjQtJY2E6ATMjIU7F5JTkhNMQry/5n2yS7J5aNxD9E/uz+NzH2fy0skUlhcyccRElu1aRlJMEulZ6czYOIMOsR04p/c5fLHpi+DvlFeWx6q9q+iT1Ie52+fy4uIX+Xzj55RUlpCelc45vc7B4Xh/zfv0SerDhpwNPDb3MbonHljj7KutX5Ean8ofzvwDD3/9MPN2eD0xfjDgByzbtYye7Xoyaekknl/0PG2j2/LJhk/o2bYn2/K3sT5nPbeOupUL+l6Az/m47ePbWLFnBSd1PYnbT7y9Mf5Zm1R9PTCuA4qAfsDt1f4TNMA55w6rMICZhQPP4tXX2A4sNLMPnHPfHc7+5OhSVF7Ev5f9m4/WfYTDsWL3Cm4dfSt//eqvrM9Zz3FtjyM5LplTup3Ch2s/JCYihtFdRgen7qs+W4OZMSJlBF9t/QqAn4/6OVNXTSU5LpnBnQYfMHPDpf0v5a2Vb9E5vnPz/cIiDRQRFsEdJ91BXGRcsHBZ9ZvTcb3HMXvzbD7d8CmfbviUx897nLjIuGCyY1DHQfRr349Tup9Ch7gOwe3P7nk267PXc3G/ixnXexx/+/ZvhFkYY7qOwcwY23MsPudjdJfRdIrrxE0jb6r1mwA5upkZY7qOYUzXMazeu5p3Vr3Duux1TBg24YD1Lux7IS8sfgGgzllIAtJS0nh39buUVJTU+La1oKyA9dnr+dHQHx2wTSBJsXbfWuZum0tCVEIwWTAweSCp8amM6jKK1XtXk1WYxZq9a5i1aRaxEbH069DviM6DSKjYkL2Bh77xvv+LCItgeOfh9Enqwzur36HSV8nA5IHcOvrWGgnGovIi3lz5JiM6j6hRGHpgx4EM7DgwOKuOz/k47/jzlISTRldQVsCm3E1sytkUfN6avzX4ReShmLFxBpf0v4TMwkzuP/P+4Jc65/Y5ly82fUGYhXHLCbfQvW13HpzzIG+ufJNwC+e5i56jY1xH/jj7j+wu9qbyjo+Kp0Nsh2CNh0C9pbX71nJitxPJL8tn6qqpjOkyhsGdBgNw1yl3ERcZx9RVU+me2J1nFj5Dh9gOtIn0ku6zNs9iwY4Fwd5MAUM6DuF3Z/yO+2bex4drP6RPUh8mDJ3A84ue542VbwDecM77Tr+PN1a8wYyNM2r9/aPDo7nn1HuICItg4oiJbMvfxs0n3MyIlBGM7zOeKl8Vi3YuCk5NnBCVwO0n3s7izMUszVoaTEaGWRg3n3Azzy96nokjJh7yv0NLsINNv9foBzQ7Gfijc+48/+t7AZxzf61rm1GjRrlFixY1U4TSEpxzzNkyh5fSXyKvNI8L+15IbEQsb696m+PaHseWvC2EWRg+52N87/FMHDGRn374U4or3kJ/ZgAAIABJREFUirlxxI1MXz+dzMJM3r7q7Rrji2dsmMFTC56iV7tePHXBU00Remj1qWogtanWq6Kqgsvf8sYF33nSnZzd6+wa7xeVF3HztJtJiEpgV9Gu4Aw7r17+amspSNsq2xSoXQUUlRdx/XvXU1ZVxosXv3jANMDVLdu1jN9+8VvuPuXuGh+oFuxYwJPzn+Rv4/8WTFgEVPoquebtazi9x+l8tfUrxvUax62jbz1g34/NfYzZm2cHZ+05tfup/Oa03zTSb9nqqF21IlW+qhoz3NTm0W8eZUPOBu465S4ysjKYt30emYWZDEweyNieY3ll2SsUVRRxaf9LuWzAZUSERfD2d2/z3ur3eOL8J2qtD1BcUcw1b19DuIXz+hWvawjHwbXKdtUcbcrnfOws2FkjUbEpd1OwJzV4Ce5e7XrRK6lX8LlrQtdgnaX6rNi9gntn3gvAsE7DePDsBw86zCG3NJeffvhTRqaMpG+HvkxeOpk/j/0zb6x4g5V7VjIqdRT3n3U/4A2/vfo/V3Nxv4u5evDVvLb8NT5e9zHPXvhsjRnfyqvK+dm0n7G3eG/wcwp836sb4O5T7q51GmGpVYPaVL01MJpIV7zpWQO2A7VXJ5FjxqvLX+XNlW/St31f7j/zfo5vfzzgjSN+ccmL9Gzbk3G9x/Fy+suMTB3pdU0ceAWvLHuF3km96Z3UmwpfxQHF0QLdhQNj/UVau8jwSG5Ku4mX01+u9RuLNlFtuHbwtby45EX6d+jPzoKd+JyPhKjQqBwtR782UW04q+dZfLbhs3prYIDXYyI6PJpHv330wP1EtgleC6qLCIugb/u+zNw0E4CxPcfWuu+uCV1xOC48/kLG9R5Hj7Y9DuO3EWl+W/O2cvsnB+/G/dORP2Vk6khGpo7khhE3sK9kH0kxSYSHhXNaj9OYlDGJd1e/y7ur3w1uM7bn2DqLG8ZFxpEan0qH2A5KXsgReWbBM8GeA+EWTvfE7gzrPKxGwqJ68dZDNaTTEEZ3Gc3CnQuZOGJig2o0tItpx+UDLue1Fa/x7fZvSUtJY0TKCGIjYrlrxl012kVUeBS9k3rz/pr3eX/N+wCc2/vcA6arjwqP4sdDf8wT85/g8gGXsy57Hct3L+fuU+7mtum30T2xO6f3OP2wf0+pXUv0wLgKOM8599/+19cBY5xzt+233s3AzQA9evQ4YcuWLc0apzSvzILM4Pi0/afTW7VnFR3iOtAhtgPzd8znpG4nEWZhVPoqWbhjISd1O4k9xXvIL8uv9WY3IyuD49sf31RFB1tN9l1t6ujhnGPRzkUMTxle63AOn/OxaOciRqSMIKckhz3Fe2qdnSREtZo2BWpXdSkqL2Jd9roavSrqsnzXcrbkHXjeeif1Ds5qsL9tedtYumsp7WLa1TnWv6CsgNV7VzOqy6iQK0DWAlrVCTjW21V+WT5ztsypd53E6ERO63FanVMQB6zbt441+7xihJFhkZzZ88x6i8tuzNlIbERsvT2nJKjVtKvmblMrdq9gV+EueiX1ontidyLDIw++0SEqKi9ic+7m4JCOhqj0VfLVlq8oqSzh9B6nB4eMZGRl0Dupd42eqltyt7B893LAG65x+nGn19p2nHMs3bWUwR0HU1BewPb87QzrPCz4+SUwxbY0SIPalIaQiByZVnPxqk5tSkJYq2xToHYlIU3tSqTxtcp2pTYlIaxBbar+tG3TWAj0NbNeZhYFXAt80AJxiIiIiIiIiEgr0ew1MJxzlWb2P8CneNOo/tM5t7K54xARERERERGR1qMlinjinPsY+Lglji0iIiIiIiIirU9LDCERERERERERETkkSmCIiIiIiIiISMhr9llIDoeZ7QEOZ76fZGBvI4fTGuk8eJriPOx1zp3fyPtsckfQpkB/TwE6D57GPg+tsk2BrlWNQOfBo2tVNWpXR0znwaN25ac2dcR0Hjwt1qZaRQLjcJnZIufcqJaOo6XpPHh0HhqHzqNH58Gj83DkdA49Og8enYfGofPo0Xnw6DwcOZ1Dj86DpyXPg4aQiIiIiIiIiEjIUwJDRERERERERELe0Z7AeLGlAwgROg8enYfGofPo0Xnw6DwcOZ1Dj86DR+ehceg8enQePDoPR07n0KPz4Gmx83BU18AQERERERERkaPD0d4DQ0RERERERESOAkpgiIiIiIiIiEjIUwJDREREREREREKeEhgiIiIiIiIiEvKUwBARERERERGRkKcEhoiIiIiIiIiEPCUwRERERERERCTkKYEhIiIiIiIiIiFPCQwRERERERERCXlKYIiIiIiIiIhIyFMCQ0RERERERERCnhIYIiIiIiIiIhLylMAQERERERERkZCnBIaIiIiIiIiIhDwlMEREREREREQk5CmBISIiIiIiIiIhTwkMEREREREREQl5SmCIiIiIiIiISMhTAkNEREREREREQp4SGCIiIiIiIiIS8pTAEBEREREREZGQpwSGiIiIiIiIiIQ8JTBEREREREREJOQpgRHizKyzmb1mZhvNbLGZzTWzHzTyMSaaWZdqr18ys0GNeQyR5mBmhS0dQ33MrKeZrWjpOEQaysycmb1S7XWEme0xs2n+15eY2W8a6Vi1tl8z+5OZnXOQbWeb2ajGiEOkOTVnGztIHGpDEjIO1i7q2W6imT3TyLH80czuOoLt64zJzL49yLa6b6xFREsHIHUzMwPeAyY7537kX3YccEkjH2oisALYCeCc++9G3r+IiLRORcAQM4t1zpUA44EdgTedcx8AHzRkR/5rmjnnfIcSgHPuD4eyvkgr02htrD6H2/5EWki97SKUmVmEc66yIes6505p6niORuqBEdrOBsqdcy8EFjjntjjnnjazcDN71MwWmtkyM/sZgJmd5c+iv21mq83sVf9FCzM7wcy+9Pfk+NTMUs3sSmAU8KqZZZhZbPUsvJmdb2ZLzGypmc30LzvTv26GmaWbWUKznxmRevjbwZdm9paZrTWzh8xsgpktMLPlZtbHv94kM3vezGb5ezmdaWb/NLNVZjap2v4Kq/18ZeA9//ZPmdm3/u2v9C83f/tc4T/eNbXEGGNm//K/n25mY/3L4/xxLzOzN81svpmNMrObzOzxatv/1Mwea6pzKFLNdOAi/88/BF4PvFH9myXzegy+679eLDWzU/zfHq0ys+eAJUB3M/uh/+9+hZk9XP1AZvb//NecmWbW0b9sUrW2Nc7fXpb722r0/sHWtX9/G1rrv8b9w8yeMbMEM9tkZpH+dRLNbHPgtUgzaWgbq/Wa43/v7mr3hA/4l9XW/p43s0VmtjKw3v7UhiRE1Ncu2pvZe/6/93lmNmz/jc2so5lN9beLhWZ2qn95fLX7r2VmdoV/ea33evvt86f+fS317zvOv3ySmT1mZrOAh/ffDq/tfWJma8zs/mr7K/Q/677xECiBEdoG411wanMTkOecGw2MBn5qZr3876UBdwCDgN7Aqf4LydPAlc65E4B/Av/nnHsbWARMcM6N8Gc5Aa/hA/8ArnDODQeu8r91F/AL59wI4HQguI1ICBkO/BIYClwH9HPOjQFeAm6rtl4SXrLwTuBD4HG8tjfUzEY04DipwGnAxcBD/mWXAyP8MZwDPGpmqftt9wsA59xQvAvzZDOLAW4Fcpxzw4A/Ayf4138DuKTaTeENwL8aEJ/IkXoDuNb/9zkMmF/Hek8BX/qvFyOBlf7l/YEpzrk0oALv5u5svDYy2swu86/XBljinBsJfAncX33n/uNPAq7xt5sI4Of7rdOltv37l/8eOAnvm7wBAM65AmA2398kXwtMdc5VNPTkiDSChrYxqOWaY2bnAn2BMXh/9yeY2Rn+9YPtzzm3Bfitc26U/zhn7v/BT21IQkh97eIBIN1/r3QfMKWW7Z8EHvd/VroC7/4PvL/jPOfcUP/2XxxCTO8450b7r3Or8D6PBfQDznHO/aqW7cYAE/Da1FV24HAt3TceAiUwWhEze9af8VsInAv8xMwy8Bp0B7yLF8AC59x2fzfBDKAn3gVsCDDDv83vgG4HOeRJwBzn3CYA51y2f/k3wGNmdjvQrqHdpESa2ULnXKZzrgzYAHzmX74cr00EfOicc/7lu5xzy/1tZ+V+69XlPeeczzn3HdDZv+w04HXnXJVzbhfeh7HR+213GvAKgHNuNbAF7+J3Gt5FB+fcCmCZ/+civIvsxWY2AIh0zi1v0JkQOQLOuWV4beGHwMf1rHo28Lx/myrnXJ5/+Rbn3Dz/z6OB2c65Pf5rx6tA4IOWD3jT//O/8dpCdf2BTc65tf7Xk6ttG1DX/sfgJVey/R+s/lNtm5fwbuzgKLrBk9bjENoY1H7NOdf/SMf74msA398TVm9/AFeb2RL/uoPxvuyqTm1IQsJB2kX1e6gvgA5m1na/dc4BnvF/7vkASDSv1/g5wLPVjpNzCGENMbOvzGw5XkJicLX3/uOcq6pjuxnOuX3+L4rf4cDrm+4bD4FqYIS2lXgZQwCcc78ws2S8HhNbgducc59W38DMzgLKqi2qwvt3NmClc+7kQzi+AW7/hc65h8zsI+BCYJ6ZneNvSCKhpHo78FV77aPm/31ltayz/3rV20FMPcex/Z7rU9c69W37Et43DavRDaI0rw+AvwFn4SXMD0VRtZ8b0jYC9r/+NEm7cs594+9qfyYQ7r8BFGluDW1jdV1z/uqc+3v1Fc2sJ9Xan7+n7l3AaOdcjr+L/P7XNLUhCSV1tYva/h73v2aEASdX710OwXowB3y+of57vYBJwGXOuaVmNtEfV0BRbRvUEVuzXN84Su8b1QMjtH0BxJhZ9S6ycf7nT4GfVxtz2M/M2tSzrzVARzM72b9+pJkFsoYFQG11LObidS/s5d+mvf+5j/9b6ofxkikDDu/XE2k1dpnZQDMLAxoyC9Ac4BrzatV0xPv2akEt60wAr/0CPfDa6dfA1f7lg/CGwADgnJsPdAd+RLWxoCLN4J/Anw7y7c1M/EM6/H/7ibWsMx/vupJsZuF436x96X8vDAiM6f8RXluobjXQ08yO97++rtq2B9v/Av/yJDOLoNqXA35T8NrUUXODJ61OQ9pYXT4FbjSzeAAz62pmnWpZLxHvQ1aemXUGLqhlHbUhCSV1tYvq91BnAXudc/n7rfMZ8D+BF9WGBe+/PMn/Y0Pu9RKATP/nrwmH8HuMN69uRyxwGV5v9v1/H903NpASGCHM3639MrwLxiYzW4DXZfYevIzad8AS86bX+Tv19KhxzpXj3Rg+bGZL8YaWBCrfTgJeMH8Rz2rb7AFuBt7xbxPo2nuHv8jMUrz6F9Mb63cWCVG/AabhJRUzG7D+u3hd+Jb6t/m1cy5rv3WeA8L93RDfBCb6h7s8h5dsXIbX1pcBedW2ewv45hC7PIocEf+wxCcPstovgbH+v+nF1OxaG9hPJnAvMAuvfSxxzr3vf7sIGGxmi/GGo/xpv21L8bqn/8d/DB/wwn7r1Lp/59wO4C94H84+x7t+Vm9Xr+LVwzlqbvCkdWlgG6tr28+A14C5/rbxNrV8MeWcW4o3dGQl3gfD/T9EqQ1JSKmnXfwRGOW/V3oIuL6WdW4PrGNm3wG3+Jc/CCRV+ywz1r+8Ifd6v8drAzPwkuoN9TXe8I8MvBoxi/Z7X/eNh8C8z8giIhIK/N94RTrnSs2bLWUmXgHScv/70/CKUs1syThFWhszi3fOFfq/PX4X+Kdz7l3/e1cClzrnrmvRIEVCmNqQSOg5Fu8bVQNDRCS0xAGz/N0TDfi5c67czNrhdSdcejRdhESa0R/N7By8sc2fAe8BmNnTeF3pL2zB2ERaA7UhkdBzzN03qgeGiIiIiIiIiIQ81cAQERERERERkZCnBIaIiIiIiIiIhLxWkcA4//zzHd58uXroEWqPVkltSo8QfrRaald6hPCj1VK70iOEH62S2pQeIfxokFaRwNi7d29LhyByVFGbEml8alcijU/tSqRxqU1Ja9cqEhgiIiIiIiIicmxTAkNEREREREREQp4SGCIiIiIiIiIS8pTAEBEREREREZGQpwSGiIiIiIiIiIQ8JTBEREREREREJOQpgSEiIiIiIiIiIU8JDBEREREREREJeUpgiIiIiIiIiEjIUwJDRERERERERELeQRMYZtbTzKL8P59mZreaWWLThyYiIiIiIiIi4mlID4z3AGdmfYApwEDgtSaNSkRERERERESkmoYkMHzOuQrgcuAJ59xtQNeG7NzM2pnZ22a22sxWmdnJZtbezGaY2Tr/c9KR/AIiIiIiIiIicvRrSAKj0syuAq4DpvmXRTZw/08CnzjnBgDDgVXAb4CZzrm+wEz/axERERERERGROjUkgXEjMBZ4xDm30cx6Aa8fbCN/nYwzgJcBnHPlzrlc4FJgsn+1ycBlhxO4iIiIiIiIiBw7Iup708zCgbudc9cHljnnNgH/14B99wb2AP8ys+HAYuCXQGfnXKZ/X5lm1ulwgxcRERERERGRY0O9PTCcc1VAqpk1dMhIdRHASOB551waUMQhDBcxs5vNbJGZLdqzZ89hHF5EqlObEml8alcijU/tSqRxqU3J0aQhQ0g2Al+Z2b1mdnvg0YDttgPbnXPz/a/fxkto7DKzVAD/8+7aNnbOveicG+WcG9WxY8cGHE5E6qM2JdL41K5EGp/alUjjUpuSo0lDEhh7gBlAHNCx2qNezrksYJuZ9fcvGgd8B3wABIakXA+8f4gxi4iIiIiIiMgxpt4aGADOud8fwf5vA141syi8nhw34CVN3jKzm4CtwFVHsH8REREREREROQYcNIFhZsnAr4DBQExguXPu3INt65zLAEbV8ta4Q4hRRERERERERI5xDRlC8m9gM9APeBjIAjKaMCYRERERERERkRoaksDo6Jz7O1DunJuJV7diTNOGJSIiIiIiIiLyvYMOIQEq/M9ZZnYesBPo3nQhiYiIiIiIiIjU1JAExl/MrC1wF/AskAjc3aRRiYiIiIiIiIhU05BZSD7w/7gMOL1pwxEREREREREROdBBa2CY2fFm9qmZLfW/HmZm9zZ9aCIiIiIiIiIinoYU8XwJeADw+V8vB37cZBGJiIiIiIiIiOynIQmMNs65bwMvnHOO7wt7ioiIiIiIiIg0uYYkMPaZWS/AAZjZZUBWk0YlIiIiIiIiIlJNQ2Yh+R/gZWCAmW0BMoFrmzQqEREREREREZFq6kxgmNlxzrktzrn1wNn+qVTNOZfbfOGJiIiIiIiIiNQ/hGSmmf3GzCIAnHN5Sl6IiIiIiIiISEuoL4GRBnQGFpvZGc0Uj4iIiIiIiIjIAeocQuKcKwDuNLMT8HpjbMebStW8t92wZopRRERERERERI5x9RbxNLOzgSeBl4Bn8RIYIiIiIiIiIiLNqr4inm/8f/buO77K8v7/+OuThBAIJGEkYUOQADIDhCEoAmIVcFWr1VrraEX7tWpddc/aFn+21oXWBeLeWxRBQJzMMMIIIwkrCSSBhCSQff3+OCfHRMgggwR4Px+PPHLOfc59XZ/cj3Plvs/nvgbQGfidc27NkQtJRERERERERKSiqnpgfO2ce6EuhZtZMpADlADFzrlYM2sLvA30AJKBi5xze+tSj4iIiIiIiIgc2yqdxLOuyYtyxjvnYpxzsd7nd+BJjkQDX3ufi4iIiIiIiIhUqqpVSBrKucAs7+NZwHmNEIOIiIiIiIiIHEUaOoHhgK/MbLmZTfVui3TOpQJ4f0ccakczm2pmy8xsWXp6egOHKXLsU5sSqX9qVyL1T+1KpH6pTcmxpMYJDDOLMrPzzazvYZQ/xjk3FJgEXGdmY2u6o3PueedcrHMuNjw8/DCqFJFDUZsSqX9qVyL1T+1KpH6pTcmxpNIEhpl9VO7xucB84GzgYzO7oiaFO+dSvL93Ax8CI4BdZtbRW25HYHdtgxcRERERERGR40NVPTC6l3t8OzDBOXclMAa4qbqCzSzYzFqXPQZ+BcQDnwCXe992OfBxLeIWERERERERkeNIVcuouvLvc84lATjnMsystAZlRwIfmllZPW845740s6XAO2b2R2AbcGHtQhcRERERERGR40VVCYzBZrYPMKC5mXVwzqWZWSDgX13BzrlEYPAhtmcCp9U2YBERERERERE5/lSawHDOVZakaAlc0zDhiIiIiIiIiIgcrKoeGIfknMsCfmyAWEREREREREREDqnGy6iKiIiIiIiIiDQWJTBEREREREREpMmrMoFhZv5m9tqRCkZERERERERE5FCqTGA450qAcO/KIyIiIiIiIiIijaImk3gmA9+b2SdAXtlG59xjDRWUiIiIiIiIiEh5NUlgpHh//IDWDRuOiIiIiIiIiMjBqk1gOOceBDCzYOdcXnXvFxERERERERGpb9WuQmJmJ5nZOmC99/lgM3umwSMTEREREREREfGqyTKqjwNnAJkAzrlVwNiGDEpEREREREREpLyaJDBwzm3/xaaSBohFREREREREROSQajKJ53YzGw0473KqN+AdTiIiIiIiIiIiciTUpAfGtcB1QGdgBxAD/F9DBiUiIiIiIiIiUl5NemD0cc5dWn6DmY0Bvm+YkEREREREREREKqpJD4ynarjtkMzM38zizOwz7/MoM1tsZpvM7G3vsBQRERERERERkUpV2gPDzE4CRgPhZnZzuZdCAP/DqONGPHNmhHifPwL81zn3lpn9D/gj8OxhRS0iIiIiIiIix5WqemAEAq3wJDlal/vZB/ymJoWbWRdgCvCi97kBE4D3vG+ZBZxXm8BFRERERERE5PhR1RwYf3LOXWZm2c65x2tZ/uPA3/AkPgDaAVnOuWLv8x14Jgc9iJlNBaYCdOvWrZbVi0gZtSmR+qd2JVL/1K5E6pfalBxLquqBMczMugNXmlkbM2tb/qe6gs3sLGC3c255+c2HeKs71P7Oueedc7HOudjw8PDqqhORaqhNidQ/tSuR+qd2JVK/1KbkWFJVD4z/AV8CPYHlVEw+OO/2qowBzjGzyUAQnjkwHgfCzCzA2wujC5BSy9hFRERERERE5DhRaQ8M59yTzrkTgRnOuZ7OuahyP9UlL3DO3emc6+Kc6wFcDMz3Lse6gJ/n0Lgc+Ljuf4aIiIiIiIiIHMuqXUbVOfdnADOLMLNuZT91qPN24GYz24xnToyX6lCWiIiIiIiIiBwHqhpCAoCZnQ08BnQCdgPd8SyL2r+mlTjnFgILvY8TgRGHH6qIiIiIiIiIHK+q7YEBPAyMAjY656KA04DvGzQqEREREREREZFyapLAKHLOZQJ+ZubnnFsAxDRwXCIiIiIiIiIiPtUOIQGyzKwVsAh43cx2A8UNG5aIiIiIiIiIyM9q0gPjXGA/cBOeZVW3AGc3ZFAiIiIiIiIiIuVV2wPDOZfnfVgKzGrYcEREREREREREDlaTHhgiIiIiIiIiIo1KCQwRERERERERafIOK4FhZm3MbFBDBSMiIiIiIiIicijVJjDMbKGZhZhZW2AVMNPMHmv40EREREREREREPGrSAyPUObcPOB+Y6ZwbBkxs2LBERERERERERH5WkwRGgJl1BC4CPmvgeEREREREREREDlKTBMZDwBxgs3NuqZn1BDY1bFgiIiIiIiIiIj8LqO4Nzrl3gXfLPU8ELmjIoEREREREREREyqs2gWFm4cDVQI/y73fOXdVwYYmIiIiIiIiI/KzaBAbwMfAtMA8oadhwREREREREREQOVpMERkvn3O2HW7CZBQGLgObeet5zzt1vZlHAW0BbYAVwmXOu8HDLFxEREREREZHjR00m8fzMzCbXouwCYIJzbjAQA5xpZqOAR4D/Oueigb3AH2tRtoiIiIiIiIgcR2qSwLgRTxIj38xyvD/7qtvJeeR6nzbz/jhgAvCed/ss4LxaxC0iIiIiIiIix5FqExjOudbOOT/nXJD3cWvnXEhNCjczfzNbCewG5gJbgCznXLH3LTuAzpXsO9XMlpnZsvT09Jr9NSJSKbUpkfqndiVS/9SuROqX2pQcS2rSAwMzO8fM/u39OaumhTvnSpxzMUAXYARw4qHeVsm+zzvnYp1zseHh4TWtUkQqoTYlUv/UrkTqn9qVSP1Sm5JjSbUJDDObhmcYyTrvz43ebTXmnMsCFgKjgDAzK5s8tAuQcjhliYiIiIiIiMjxpyY9MCYDpzvnZjjnZgBnerdVyczCzSzM+7gFMBFYDywAfuN92+V4lmkVEREREREREalUTZZRBQgD9ngfh9Zwn47ALDPzx5Moecc595mZrQPeMrOHgTjgpcMJWERERERERESOPzVJYPwLiDOzBYABY4E7q9vJObcaGHKI7Yl45sMQEREREREREamRahMYzrk3zWwhMBxPAuN251xaQwcmIiIiIiIiIlKm0jkwzKyv9/dQPMNBdgDbgU7ebSIiIiIiIiIiR0RVPTBuBqYC/znEaw6Y0CARiYiIiIiIiIj8QqUJDOfcVO/DSc65/PKvmVlQg0YlIiIiIiIiIlJOTZZR/aGG20REREREREREGkSlPTDMrAPQGWhhZkPwTOAJEAK0PAKxiYiIiIiIiIgAVc+BcQZwBdAFeKzc9hzgrgaMSURERERERESkgqrmwJgFzDKzC5xz7x/BmEREREREREREKqiqBwYAzrn3zWwK0B8IKrf9oYYMTERERERERESkTLWTeJrZ/4DfAtfjmQfjQqB7A8clIiIiIiIiIuJTk1VIRjvn/gDsdc49CJwEdG3YsEREREREREREflaTBMYB7+/9ZtYJKAKiGi4kEREREREREZGKqp0DA/jMzMKAR4EVgANebNCoRERERERERETKqUkC4/855wqA983sMzwTeeY3bFgiIiIiIiIiIj+ryRCSH8seOOcKnHPZ5beJiIiIiIiIiDS0SntgmFkHoDPQwsyG4FmBBCAEaFldwWbWFXgF6ACUAs87554ws7bA20APIBm4yDm3tw5/g4iIiIiIiIgc46qJdnOsAAAgAElEQVQaQnIGcAXQBXis3PYc4K4alF0M3OKcW2FmrYHlZjbXW+bXzrlpZnYHcAdwey1iFxEREREREZHjRKUJDOfcLGCWmV3gnHv/cAt2zqUCqd7HOWa2Hk+PjnOBcd63zQIWogSGiIiIiIiIiFShqiEkv3fOvQb0MLObf/m6c+6xQ+xWWVk9gCHAYiDSm9zAOZdqZhGHG7SIiIiIiIiIHF+qmsQz2Pu7FdD6ED81YmatgPeBvzrn9h3GflPNbJmZLUtPT6/pbiJSCbUpkfqndiVS/9SuROqX2pQcS8w513CFmzUDPgPmlPXYMLMEYJy390VHYKFzrk9V5cTGxrply5Y1WJwidWDVv6XpUZuSJuyobFOgdiVNmtqVSP07KtuV2pQ0YTVqU5X2wDCz/2dm1x5i+01m9ki1tZsZ8BKw/hfDTT4BLvc+vhz4uCaBioiIiIiIiMjxq6ohJGcBzx9i+xPAlBqUPQa4DJhgZiu9P5OBacDpZrYJON37XERERERERESkUlUto+qcc6WH2Fjq7V1RJefcd1TeDeS0GsYnIiIiIiIiIlJlD4z9Zhb9y43ebQcaLiQRERERERERkYqq6oFxH/CFmT0MLPduiwXuBP7a0IGJiIiIiIiIiJSpNIHhnPvCzM4DbgOu926OBy5wzq05EsGJiIiIiIiIiEDVPTBwzsXz84ohIiIiIiIiIiKNoqo5MEREREREREREmgQlMERERERERESkyVMCQ0RERERERESavCrnwAAws3DgaqBH+fc7565quLBERERERERERH5WbQID+Bj4FpgHlDRsOCIiIiIiIiIiB6tJAqOlc+72Bo9ERERERERERKQSNZkD4zMzm9zgkYiIyDGp1JVSUFzQ2GGIHDP2HNhDel46AMWlxSRnJTduQCIiIkBRSRHOOQD2FewjNSeV1JxU8ovz662OmvTAuBG4y8wKgCLAAOecC6m3KERE5Jg1fcl0Vu1axQtnv4CZNXY4Ike1hckLeezHx3A4Lh14Ka0CW/H88ud54swniGoT1djhiYjIcaq4tJib5txE15CunNX7LO5ZcA/FpcUAtG/ZnqcnPU1wYHCd66k2geGca13nWkRE5LiUtDeJuYlzcTiSs5L1BUukDgqKC3h55cv0bNOTNkFteHfduwQFBDEgYgA9wno0dngiInIc+2LTF2zN3srW7K1syNxAWFAYfxj0B3ILc3l+xfO8v/59/jD4D3WupyY9MDCzNkA0EFS2zTm3qM61izQxB4oO8Pqa1zmr91l0aNWhscMROWrkFebx4ooX2Zu/lynRUxjeeTgAL698mRbNWrC/aD9xaXG8Gf8mwzsN5/QTTm/kiEWapn0F+3hm6TMUFBdwXt/zGNxhsO+1TxI+IfNAJreOvpWI4Aiu+ewa9hXs48qYK9W7SUREGsXmPZt5K/4t4nfHMyB8AGl5aWTsz+CvI//K+KjxACRkJvBxwsdMjp5M+5bt61RfTZZR/ROeYSRdgJXAKOBHYEKdahZpgj5Y/wEfJ3xMSk4K9516X2OHI3LUeHvt23yd9DVtWrThsZ8e44WzX2DLni2sSFvBVTFXMS9xHh+s/4DsgmyGdBjS2OGKNFkrUlfw/fbvCfQPxOF8CYx9Bft4b/17DO80nAERAwC4dti1ZBdkE90uujFDFhGR41RJaQmP/fgYe/P3ckKbE7g29loyD2Tyw/YffMkLgMsGXcbmPZvJ2J/R8AkMPMmL4cBPzrnxZtYXeLBOtYo0spyCHDZmbqywrai0iA83fEhI8xCWpixl9qbZRAZHMqzTsEaKUuTokJ6XzmcbP2NC1ATO7XMuN355IzPiZrBlzxYiWkYwpfcUMg9k8nHCx3Ru3Vm9L0SqkLQ3iQC/AE6LOo2vk76mqKSIzXs28+XmLzlQdIArYq7wvfeMXmc0XqAiInJcKnWlxO+Op6ikiA0ZG9i+bzt3nnwno7uOBqBraFdiOsRU2CeyVSTPTnm2XnoL1iSBke+cyzczzKy5c26DmfWpbiczmwGcBex2zg3wbmsLvA30AJKBi5xze2sdvUgtFJcWc+tXt5KSm3LQa4H+gfzrtH/x0DcP8eyyZzGMTy75pBGiFDl6vLb6NQAuHXgp4cHhTOw5kbmJcwG4bfRtBPoHMqLzCD5O+JgrYq4gwK9GoxdFjkvJWcl0C+nG8E7D+WLzF/z7h3/zw44fAJjUaxLdQrs1coQiInI8e2nFS3yy8efvR/3a9+OkLidVu199DXWsyVXkDjMLAz4C5prZXuDgb34Hexl4Gnil3LY7gK+dc9PM7A7v89sPL2SRuvly85ek5KZw3fDriAqrOKFgeHA4bVu05Ykzn2DHvh2NFKHI0SNpbxILkhdw/onnEx4cDsD1I65nUq9JtGzWks4hnQEYFDmImefOrHO3QZFjXVJWEkM7DmVg5EAC/AL4YccPDAgfwFVDrqJX216NHZ6IiBzHUnNS+XzT54zrPo6zep8FQFSbqCM6D1NNViH5tffhA2a2AAgFvqzBfovMrMcvNp8LjPM+ngUsRAkMOULWp6/n6SVPk5aXxqCIQZxxwhmVNrbgwGD6tK+2o5HIcSsrP4tp301ja/ZWWgW24sJ+F/peM7NDjslX8kKkatn52ezN30tUWBRBAUH0bdeX+PR4rhpylea5EBGRRvfKqlcI8AvgyiFX0rZF20aJodIEhpmFOOf2eYd9lFnj/d0K2FOL+iKdc6kAzrlUM4uoov6pwFSAbt3UXVLqptSVMn3pdHKLcjm1+6lc1P+i427GdrUpqU9vrnmTDRkbOKXbKUzsObFe1vU+GqldSX1KzkoG8C2JeumgS9mWve24S16oXYnUL7UpqQ8bMzfy3fbvuLj/xY2WvICqe2C8gWcOi+WAA8p/23NAzwaMC+fc88DzALGxsa4h65Jj2/KU5SzZuYSt2Vu5fcztnNzt5MYOqVGoTUl92Ji5kdW7VvPlli8584Qz+fPwPzd2SI1K7UrqU1JWEvBzAmNAxADfiiPHE7UrkfqlNiV15ZxjZtxMQpuHcv6J5zdqLJUmMJxzZ3l/R1X2nlrYZWYdvb0vOgK767FskYPE747ngW8eACAmMoYxXcc0bkAiR7lHv3+UtLw02rVoxyUDL2nscESOGc45vt36LZHBkYQGhTZ2OCIiIj7LUpYRnx7PtcOupUWzFo0aS1VDSIZWtaNzbkUt6vsEuByY5v39cS3KEKmRskxhuxbtePzMxwltHnrcDRsRqU+pOamk5aVxVcxVnN3nbK0mIlKPvt/+PRv3bOTGkTc2digiIiI+pa6Ul1e+TKdWnZrE8t1VXX3+x/s7CIgFVuEZRjIIWAxU2Q/fzN7EM2FnezPbAdyPJ3Hxjpn9EdgGXFh5CSJ1U/5iMCworLHDETnqxaXFATCyy0glL0Tq2Rtr3qB7aHcmRE1o7FBERER8ftz+I9v2beOOMXc0ieu/qoaQjAcws7eAqc65Nd7nA4BbqyvYOVdZ3+LTahGnyGEpLi3mlVWv6GJQpB7FpcYR0TKCjq06NnYoIseU1JxUtu/bzjXDrsHP/Bo7HBEREZ/EvYn4mR8ju4xs7FAAqMlZsm9Z8gLAORcPxDRcSCJ1N2fzHFJzU7ki5gpdDIrUg5LSElbvXs3QjkM1FEukDkpKS3h37bvkFeb5tq1MWwnA0I5Vjt4VOSasTFvJ8pTljR2GiNRQam4qES0jmkTvC6h6CEmZ9Wb2IvAantVHfg+sb9CoROpoXuI8ottGM6zjsMYOReSYsDFzI/uL9hPTQflrkbpYm76WV1a/QkjzEN9Y4rg09W6S48czS5/B3/wZ1knXaCJHg7TcNDq06tDYYfjU5Nb0lcBa4Ebgr8A67zaRJmlfwT627N3CiM4jdKdYpJ7EpcVhGIMiBzV2KCJHtaS9nqVSk7OSAU+PjFW7VjGk4xCds+SYl5abRmpuKjtzdlJYUtjY4RwkJSeFbdnb2Ja9jfS89MYOR44xxaXF5BfnN3YYhy0tN42OrZtOgr3aHhjOuXwz+x8w2zmXcARiEqmTVWmrcDiGdBjS2KGIHDPiUuPo3a43rZu3buxQRI5qZYmLst/q3STHk7LhUg7H1qytRLeLbuSIfvbO2nd4dfWrvucjO4/knrH3NGJEcqx5btlzbMjYwFOTn2rsUGosrzCPnMKcJtVDsNoEhpmdAzwKBAJRZhYDPOScO6ehgxOpjbi0OIKbBTepk6LI0SyvMI+EzAQu6n9RY4cictRLykry/XbOsTJtJYYxOHJwI0cm0vDiUuNo7t+cgpIC4nfHM33pdMb3GM+5fc9t1Lj2HNjDO2vfYVjHYUzsORGAdi3aNWpMcmzJL85n4daFFBQXUFxa3GTmk6hOam4qwFE3hOR+YASQBeCcWwn0aMCYRGplV+4uHl70MN9t+47BkYM1eadIPZizeQ53z79bvZrkqFRUUsSTi59kd97uxg4F8AwX2Za9jVaBrcgryiNjfwZxaXFEt41W7yY5qu09sJfHf3q8wuS0v1RcWsyqXas4pdspNPdvzvvr32fL3i28GPciH6z/gMKSQh7/6XG2Z28/IjGv3rWa6UumU1hSyJtr3qTElXDNsGs4udvJnNztZE4MP/GIxCHHhx+3/0h+cT4Ox54Dexo7nBpLy00DmlYCoyapn2LnXLbGZUpT98KKF1iZtpLottFM6T2lscMROeql5KTw7LJniQyO5JRup9CnfZ/GDknksCTuTWRu4ly6hHTh/BPPb+xwSMlJoai0iNO7nc7szbOJ3x1PQmYCF/a7sLFDE6mTFakr+DrpawZHDmZ81PgKr23es5ns/GxSclLIK8rj1B6nsn3fdhIyE+ga0pV2Ldrx6cZP6RLSha+TviY9L52HJzzcoHPCfLftO/7z438oLi2mxJUwL3EeZ/U+q0mN85ej3+Idi9mQsQGApSlLMQyHY3febjZlbqJX215Etops5CirlprT9Hpg1CSBEW9mvwP8zSwauAH4oWHDEqlcak6qb+xwmT0H9rB452IuG3SZurlLvcjYn4FhtGvZzvc8wC+AsKCwRo2ruLSYXbm76BzSmYz9GWzK3ARAy2YtGRQ5qF4v+F5Z9QrN/JsxbeI02rRoU2/livxSTkEO2QXZdAnpUusyikuL2bFvBz3Cevi2pe/3TML3y3NGWm4aLZu1JKR5SK3rq8qmzE1EtYk6qItw2fCRcT3GMXvzbD7c8CGlrlS9m+SokleYR1Z+Fp1DOvu2ld2ljUuLOyiB8b9l/yMhM4FA/0AGRQxicORgvg/7noTMBMb3GE/r5q2ZvnQ6nyZ8CsDq3av5aMNHDOs0jG6h3UjPS2fzns0ABAcGMzBiIIUlhezN31urL1VfbPqCZ5c9y4ntTyTQP5C5iXNpEdCC3/b/bW0Picghrdm9htmbZgNgZkzqNYnZm2ezLXsb/1v2P87ufTZXD7u6VmVvz95Ol5AuDZroS85KJn53PKHNQ2nRrEWD1XO4apLAuB64GygA3gTmAH9vyKBEKrPnwB6u/+J6CkoKDnotomUE5/Zp3DGUcuz457f/JNA/kGkTpwHw8KKHaduiLfedel+jxvXM0meYlziPaROn8c9v/0l2QbbvtatiruLXJ/66XupJyEjg++3fc8mAS5S8kAb39JKnWZ66nOfPfp62LdrWqozPN37OjJUzePXXr/oSE2VDR8pW/gBwznHHvDsYFDmIm0+6ue7B/0JKTgo3f3Uz5/c9nyuHVFy0bfGOxTT3b050u2i6h3YnKSuJ1oGt1btJjiovxb3ED9t/4LXzX/Ml6crGycelxeGc832pKiopYsveLbQObM2B4gNcOeRKzIwTw09kfvJ8xvUYR6krBWDlrpUMihjE3vy9zFg5g5dXvcy006bx90V/J6cwx1f/1KFTWZ66nDW71/DcWc/RvmX7Gse+ec9mnln2DMM7Def2MbezK28XN825iUsGXEJoUGh9HSIRAP409E/8aeiffM8LSwqZvXk2S3cuxeHYlberVuWuTFvJvQvu5bf9f8vvB/2+vsKtYMueLdw05yYcjpjIpjXJdE1WIdmPJ4Fxd8OHI1K1N9a8QYkr4R8T/kHrwIrjhTu06kDzgOaNFJkcS7Lzs9m0ZxPN/JpRVFIEeLLQGfszGjWurVlbmZc4D4fjvgX3UVBSwD2n3ENEcAQz4mbw9tq3mdhzYp3H0jvneHnly4Q2D+XXfesnISJSmcz9mfy08ydKXSlvrnmT60ZcV6ty1qWvo9SVsnPfTkLCKyYwtu/b7ps0LTkrmcwDmWzM3Fhvf0N5K1JXAPDpxk85q/dZhAeHA56LwUXbFnFhvwsJ8Atg2sRppOel06ZFm6NmMjcR5xzLU5eTV5RHQkYC/SP6A54eGIaRlZ/F1uytvp5QiXsTKS4t5i8j/sLAiIG+89P4HuMZ3mm473mnVp1IyU1hROcRnNHrDLZmbeW+hfdx74J7KSwp5L6x99G+ZXteWPECs1bN8t3IemPNG9ww8oYaxz4zbiYhzUO4dfStNA9oTrfQbrxy3isEBwbX85ESOVigfyBtgtqwatcqgFot1eucY0bcDAA+2vARk6Mn1zrxX1UdM1fOpFVgKx4c92Cdekc2hErPmGb2SVU7ahWS6r2x5g0KSwq5eMDF3L/gfi4bfBlFJUW8u+5dHhz3IM38mzVIvZv3bOb55c9z/6n3H9Y/ZOccTy15iq4hXQ/7Lu6mzE3858f/cKD4wOGGe1j2HtjL2b3PZlDkoAatR44uGfszeH316+QU5nD3KXfXuTtd2TJvRaVFJGUlEeAXQIkrIbsgm6z8rEqHkXyT/A3zk+Zz46gb6+1ksiJ1Bc8sfYai0iIOFB2gZbOWTImewjvr3mFst7GM7DISgD8O/SM3fHEDUz+bSqB/YJ3qdM6xN38vf479c5PqMihNS35xPvctuI/z+p7H6K6ja13OV1u+otSVMrLzSL5K/Ipz+pxD19Cu/LTjJz7e8DG3n3w7i7YuYn36ev4y4i8EBwbzVvxb7CvYx9RhUwHPZ3ZDpmeccVpumm/yvbIERokr8Q0viUuLAzw9JQqKCyokvrdlb+PZpc/ylxF/8XWPL3WlPLDwAcb3GE+n1p2YtWoWt5x0i294WV5hHg8vepiU3BTGdR/HzpydtAlqQ25hLtd/cb2v/P1F+2kd2JoLTrwAgFaBrWgV2KrWx00E4MP1H5K4N5FbRt/SYHXMT5rP/KT53DTqJnILc30TEMalxfkSGKm5qcR2imVpylLu/PpORnUexQ0jb/AlCvu061MhuW5mFZ4P6TiElE0pDOk4hKCAIPq078NvTvwNr6x+hdOiTmN45+EAXDXkKm6acxPhLcMZ3mk4X2z+gri0OC4deCkTe06kuLSYf337L07tcSpju49lV+4uHv3hUdL3p/vObVOHTqVls5a+upW8kCMpIjiCvfl7Adi9/9ATTBeWFHLX13f5hkGWV1LquR69bNBlvBn/Jv/3+f8R3Taae8bew7PLnvWd4+pqz4E9XD306ia5qmNVKf+TgO14ho0sBjSL52EodaV8tvEzikqL6NOuD+sy1vHh+g8pLClkze41rM9YX+Mv4bmFuby2+jUuHXhpje6szk+az/qM9cSlxXFyt5NrHPPSlKXMTZxLgF8Ao7qMqvFERs45nlv+HLmFuYzsPLLG9dVGq8BWmuNCfPIK83h//ft8nPAxRSVFODx3hmI7xdap3Li0OAL9AyksKSQhI6HCxU3S3iSGdDx4vLpzjrfi32JHzg5u++o2HjvjsTp3Ry0qKeKZpc8AENvR8zeN7T6WfuH9aBXYqsI44x5hPbhp1E3E746vU51lwoPD+dUJv6qXsuTY9NOOn1ifsZ6ti7fSs03PWo1FLyktYc6WOQztMJTrR1zP1Z9ezaxVsxjZeSRPLXkKh2PxjsV8vOFjdu/fTUpOClcOuZI31ryBw3FSl5MYGDmQzAOZvi9VZV3ZwXN3q2OrjqTmppK0N8mTwEj1XNw5HNuyt1W4OHtxxYvEp8czc+VM7hl7D+BZqSAuLY4te7fQvkV7ErMSeX3N6767vh+s/4D49HgGhA/ggw0fEOAXwOk9T2dYx2Es2bmkwt87Pmq8vixJvUnPS+fV1a9SVFrERf0vomtoV99rJaUlvLLqFcZ2H8sJbU+odR25hbm8sOIFcgtzuW3ubQzv5EkkdAjuQFxqHL8f9Hv2F+1nX8E++of3Z2DEQNbsXsO8pHmc1PUkNmRsoF2Ldr6EX2XO63sekcGRdA35+W84t++5BPgFMCFqgm9br7a9uHnUzXQJ6ULnkM60bNbSM/xs+fMM7zScRVsXsSRlCesz1tOuRTse+f4RikqLOKnLSRhGeHA4k6In1fp4iNRVeMtwEjITAE/7OlB04KCbRUt2LiEhM4ExXccQ3Ozgc0an1p04/8Tz6RLShZ92/MSC5AU8vOhhVu5ayfBOw2kTVPehv+1btmdy9OQ6l9MQqkpgdABOBy4Bfgd8DrzpnFt7JAI72m3Zs8U3Xu+t+LcAWJ663DfOLy41jkGRg9hzYA8LkhbgcACM6TqGiOAIFu9cTGynWM/kQlvm8vmmzwlvGc4F/S6otu6yi7MVqSvoGtKV4tJierbpyZKdSxgQMaDCxdOmzE2+bkzzEucRGRxJVn4WTy5+kmGdhgFwSrdTaNeyHV8nfl1hDGKZzP2ZJGQmcP2I6/WFR46I4tJivtz8JW/Gv8m+gn2c2v1Ufjfwd9z59Z18kvBJnRIYzjni0uIY0WkE6zPWk5CZQNsWbQnwC6C4tJikLE8CI353PCHNQ+gW2g3w9HzakbODM084ky+3fMlXW75iXI9xfLP1m4PqCAsKY3yP8fj7+ZNfnM/cLXMPOa/Ltuxt7MrbxYPjHmRox6EVXjtUL6nxUeMPmjxNpKEsSFpA2xZtKSgu4N8//JtpE6cd9lCIpSlLyTyQyZ9j/0xoUCi/6fcbXl39Kot3LmZoh6EkZycze9Nsdu/fzSndTmHJziXcu+BegpsFExQQxMyVM/nPr/7jm+XdMN9kguC5uzWu+zgyEjNIykpiTMkY1qavZUSnESxJWUJyVrIvgbEybSVxaXF0D+3O4p2LWbt7Lf0j+jM/aT6B/oHsK9jHvoJ9dA/tzrzEebRv2Z4AvwA+SviIsd3Gcv1ITwImKz+LmA4xjOwy0tdDSqQhvL7mdQD8zI8FyQv4w+A/+F77JOETPtjwASk5Kdw99m6ccyzZuYS+7fvWKLle6kpZkLSAH3f8SF5hHn8d+VdmrpzJ7M2z6dy6M2O7j+Wt+Ld4b917dA/tDkDH1h0Z3XU0Z/c5m+s+v46XVrzEgeIDnNi++uVIO7TqcNB5LdA/sNJzXZnLYy5nQtQErpt9HU8sfoKEzAS6hXRj275t3PH1HZ4kxsRHfOdqkcYWERwBQGjzULILstmWvY0NGRsoKvUMWe7drjfzk+bTtkVb/jbmb/iZX6Vlje46mtFdR5NbmMvSlKV0bt2Zu06565gflljpX+ecKwG+BL40s+Z4EhkLzewh59xTRyrAo1VZ9x0/8yMxK5EOwR1Iy/Ouoxvcgbi0OC7nct5d+y6fbfrMt99XW75iUq9JzFg5g4v6XcRlgy9jftJ8ABYkL/AtA5eSk0LnkM7kF+eTX5zv69KenpfOjpwd+Js/y1OXszRlKUUlRVw99GoeX/w447qP83UzzM7P5u75d/uGfQT6B3LnyXeyY98OZsTNID7dcyd3fpJnkqVXV79a6d/br30/Tos6rT4PochBnHP8uONHZq2cRUpuCgMjBnJlzJW+LyBToqfw6upX2Z69vcKdqMOxfd929hzYQ0yHGEpdKQkZCXRo1YGosCj2HNhDclYyew7s4f6F99M9tDuPnfEY4GmfAX4BXBFzBVuzt7IgeQHfbvvWt+rALxWWFDI5ejIvr3yZzzd9Xmk8J3c9WSsUSJOz58Ae4tLiuLDfhUS1ieKR7x/hjTVvVPgCVRNfbPqC9i3b+5KO5/Y5l4XJC4luG831I69n+pLpzEuaB8Blgy7jnD7nMO27aVzU/yL8zI/pS6ezec9mEjISaObXjF5te/kSGHmFeewv2u9rvwkZCazdvZai0iImRU9i9e7VvvZZNjY+omUE0yZO47rZ1zFz5UwenvAwP+74kXHdxxHoH8i27G38bczfuPWrW3kz/k0A2gS14bLBlxEUEMSVMVcya9UsBkcOrq9DLXJIyVnJzE+az3l9z2Nb9jYWJi/kskGXYWak5KTw2prXCPQPZFnqMnIKctiYuZGHv32YE9qcwCMTH6kwdKqopIiM/RkVet5+teUrpi+dDnja5Wk9T6Nv+77889t/cmqPUxneaTjvrnuXWatm+YYtlvXCCvAL4OphV/Ov7/5FYUmhb/hHQ+ka2pULTryA99a/R6vAVtwy+hbmbJ7DuvR13Hvqvb4vjCJNQdnncXin4cxLmseb8W+yPHW573XzDnr4dd9fV5m8KO+KmCtIzkrm6qFXH/PJC6hmEk9v4mIKnuRFD+BJ4IOGD+vo4Jw75F1T8PR+6BnWk+YBzVmfsZ4pvafwTfI3BPoHMrTjUF5f8zrZ+dnEpcUxrOMw7jrlLuJS43j424eZuXImhvFRwkf0bd+X5Oxkeob1JDErkaSsJNJy0/jXd//iHxP+wecbP2dF2gruOvkuhnQc4hu7Pzl6Mp9u9CxHZRhPLH4Cw1i4dSFTek+hR1gP3ljzBgUlBTw16Sk6te6En/kR4BdAbKdYpkRPweHJ1j/y/SO8tvo1hncazh0n33HIv7eZX7MGXcZHZEPGBmbEzWB9xnq6hnTlvrH3EdsptsLn7sxeZ/L22rf5JOGTChMBlrpSCksKAc+FVVX/3Mt6MA3pOISCkgJ+2PEDGQcyGN9jPCHNQ0jcm8hrq1+jsKSQTXs2sWPfDnbl7mLOljmM6jyK4MBgJkRN8F343TzqZsZ0G1OhjvsX3M8ba96gV9tefLn5S8484cxKl3A15kEAACAASURBVNFS25KmaNHWRTgcE6Im0DmkM3Gpcby37j0GRw5mcIeafXlPzUllRdoKLh14Kf5+/gA0D2jO9MnTfZ/5IR2HMC/J0zuwQ6sOdGzdkZnnzsTMM1ng9KXTWZm2ktW7VtOrbS+6hHRhacpS4Of5L8KDw4npEMP769/nh+0/EOAXwMCIgXQP7e5bXvWbrd+QmJXILSfdQqvAVvx+4O95csmT3DnvTvKL8zmt52n0C+/nW13hubOfo7i0GAB/8/fFPyFqQoXu7iIN5eWVL9OyWUsu7HchK1JX8O8f/0387ngGRAzgycVP0syvGbeOvpUHv3mQ+UnzmZs4l9DmoSTuTeSJxU9w2+jbMDNyC3N56JuH2JCxgWtjr2Vy9GTyi/N5fc3r9Gvfj79P+LsvQdE5pDPTp0z3xfDuhe8yP2k+Ty3x3NcsP4wstlMsb//mbZxzDTbnW3mXx1zOJQMv8bXHa2OvBdD5U5qcst5AJ3c7mXlJ81iRuoLI4EiemfIMRSVF/Pen/7I0ZelhnUu6hXbjpXNeOm4+71VN4jkLGAB8ATzonKufgdWess8EngD8gRedc9Pqq+wjISUnhQVJC5ifNL/SyVcALjjxAoICglifsZ4hHYZwWtRpFTLjn278lJ05O5kcPZlA/0BGdB7BoIhBrN69mjtPvpNHf3iUhxY9hL/587cxf+MvX/yFOZvn+CZ0+XD9h8SlxWFmPLToIf4c+2dmb5pN2xZtObfPuXy68VNGdxlNi2Yt+Drpa/468q+8FPcSt829zRfjmSec6Zspuryyk82YrmPo064PGzM3ckXMFXWeHFDkcKXmpDJr1Sy+3/49YUFhXDf8Ok7vebrvC0N5Ic1DGNd9HPOT5/OHwX+gdfPW5Bfnc9OXN7EjZwfgmUflX6f965Cfe/D0nurcujMRwRFM6jWJtbvX8sOOH4gKiyIsKIzlqcvZmr2Vsd3G8u22b3l6ydNsyNhAj7Aevgumk7udzHPLn6NHaA/G9Rh30AnlipgruHXurdzy1S0EBQRx6aBL1bbkqLIgaQHRbaN9E11ePexq1qWv47GfHuPJM5+sURf1OVvm4Gd+Bw09LN9eBkcOxjCGdBji2172OywojKiwKOZsmcOuvF38acifKCwpJCs/i/zifN+5MrxlOGFBYbyz7h3mJs6lf3h/mgc0JyosioVbF/Ldtu+YETeDnmE9ObX7qYAnEfHRho/YvHczVwy+gn7h/SrU7Wd+arPSaFbvWs3y1OVcFXMVrZu3ZlSXUQQFBLEgeQHb921nbfpabhx5I8M6DqNbSDdejHsRgNvH3E5abhqzVs0iKiyK3/T7Df9Y9A827dlE3/Z9eXbZs7QObM3OnJ1k5Wdxzyn3VPk5D/ALYGLPiXyS8AlZ+VkVJsYse/1IKh/r8fJFTo4+AyIG8OLZLxIRHOEbnjy041AC/QMJ9A/krlPuYs+BPYe1PDAcX5/5qv6zXAbkAb2BG8odFAOccy6kNhWamT8wHc/8GjuApWb2iXNuXW3KO1JyCnL4btt3zE+az4bMDb4LqknRk/C3g79I+Zkf43qMo5l/M7qHdqd7WHffa9Fto+nVphdvr30bwNc93Mz425i/sTV7K4MiB/GPCf8gISPBN1HRxKiJfJXoma29mV8zlqUuA+CR0x7hlVWv8NSSpwjwC+C20bcR2SqSu0+5m37h/Wjm14wxXccQ2ymWE9qe4LvD3DygebXZPTPjrlPuIiUnReMH5YjaV7CPt+Lf4ovNX+Bv/lwy4BLOP/F8ggKCqtzvnD7n8FXiVzy15CkuH3w5i7YuYkfODi7ufzEtmrXgvXXvMTNuJg+OfxDwrGDy1OKn6BbajcnRk4nfHc/pPU8HPIm820++nZ92/ERsp1j2F+0ntHkogf6BTIiaQG5hLivSVjAwYiD3jL3Hd/HWKrAVD5z6AJGtIg95QunTvg8PnPoA27K3MSBiQKWrmog0RVuztpKYlcjUoVN924ICgvjbmL9x81c388TiJ7h37L1VXkwVlRQxN3EuozqPqnLFntCgUB4Y9wBRYVGHfH1IhyF8sOED/MyPU3uc6pvENi03jYQMzyRpEcERtG7emqCAIPKL832T8J5/4vksS13GI98/QlhQGDeddJMvZn8/f+4Zew+783bXuEeJSH1xzpF5IJOkvUkkZSWRtDeJ9P3pjOoyijN7ncnMuJmEtwxnSu8pgOd6bkzXMXy37Tu+3fZthZtmt4y+hVVpqwgPDmdMV09vwOSsZF5d/SoZ+zOIT4/33Ri4ec7NzFg5g9zCXEZ3GU2f9n2qjdXP/Lj7lLvJPJDZoMdE5FhhZkS2igQ8CfbU3FRiOsT4Xvczv8NOXhxvqpoDo2aDbg7fCGCzcy4RwMzeAs4FGjWBMWvlLN+SNr+UU5DDirQVFJcW0z20O1fFXMWpPU6t8TKJJ3U9qcJzM+PKIVdy9/y7adeiXYW1dUODQhkU5FmdpF94P99dH4BLBl7CguQFFJcWc82wa3h22bNEhUXRL7wfD41/iDfXvMmQjkN8q5uM6jLKt2/Z+MMeYT0qvfNcmbYt2tb7+sIilXHO8cH6D3hn3TscKDrAr074Fb8b+Lsafwa7h3Xn4v4X88GGD/hpx0/4+/kzpusYLh10KeA5MbwU9xKPfOcZA7xq1ypyCnJYuWslHyV8BFBhlRE/8/MtERnoH8i5fc/1vXZ5zOX03t6bC/tfeNBdquq+9AzrNMw3Ua5IU/b5xs/ZtGeT7/mOfZ55lsZ2H1vhfVFtorgq5iqeX/E8f1/0d0KaV36fIzs/m30F+2q0GsAvJ7Atb0hHTwJjSIchhAWFERnsuSh8esnTJGQmMKLTCMKCwjAzBkYMZGnKUl95HVt35NHTH+WD9R9wdu+zD1p5q2PrjjVejUukPry2+jXWp68nKSupwqTpkcGRhDQPYdaqWbyx5g2KSou4adRNFc4743uM5+ukrwkKCOIvI/7iS8b1bNOTnm16VqjnhpE3sHPfTmZvnk3XkK6+Xo1XDrmSexfci5/5HdZ8NmorIrUTERxBWm6a5k06TI0xy0dnPMuzltkBHDRNt5lNBaYCdOvW8Hf+N2RsYFferkO+1syvGVOipzAhagJRYVH10kVnUOQgJvWaRGTwoe/QHkrbFm25IuYKEjISmNRrEnGpcb4LyED/QC6PubzOccmx60i3qdoyMzbv2Uz/8P5cEXNFrXr+XDroUs7qfRafbfyMFakruHzwz21jSvQUVqWt8i1hFRIYwr1j76VVYCs+3vAxSVlJNV7i+FAXhnJ8OVraVV0kZyWzetfqCtsmR08+5DCRs3qfxbbsbRUmJKvMsI7D6nzR1i+8H4MjB/smuO4W2o3ebXuz58AezjzhTK6JvcZ3jj3jhDMwrEJvjvYt2zN12NRDli2N53hoV4eSkJFAfnE+o7uOJiosiqg2UfQI6+Hr3Ze4N5EP139IYUkh43qMq7DvwMiBDOs4jLHdx1Y7aWWgfyB3j72b//74Xy4ecLFvSGZMhximRE8hIjjCNzxMjg3Ha5tq6sZ0HUOXkC5aXvswmXPuyFZodiFwhnPuT97nlwEjnHPXV7ZPbGysW7Zs2ZEKUeRwHJUDzpp6myoqKToik35Jk3RUtilo+u1KjmtqVyL176hsV2pT0oTVqE011DCRquwAyq9v2AVIaYQ4RKSJUvJCRERERER+qTESGEuBaDOLMrNA4GLgk0aIQ0RERERERESOEkd8DgznXLGZ/QWYg2cZ1RnOubVHOg4REREREREROXo0xiSeOOdmA7Mbo24REREREREROfo0xhASEREREREREZHDogSGiIiIiIiIiDR5R3wZ1dows3Rgay12bQ9k1HM4RyMdB4+GOA4Zzrkz67nMBleHNgX6PJXRcfCo7+NwVLYp0LmqHug4eOhcVY7aVZ3pOHioXXmpTdWZjoNHo7WpoyKBUVtmtsw5F9vYcTQ2HQcPHYf6oePooePgoeNQdzqGHjoOHjoO9UPH0UPHwUPHoe50DD10HDwa8zhoCImIiIiIiIiINHlKYIiIiIiIiIhIk3esJzCeb+wAmggdBw8dh/qh4+ih4+Ch41B3OoYeOg4eOg71Q8fRQ8fBQ8eh7nQMPXQcPBrtOBzTc2CIiIiIiIiIyLHhWO+BISIiIiIiIiLHACUwRERERERERKTJUwJDRERERERERJo8JTBEREREREREpMlTAkNEREREREREmjwlMERERERERESkyVMCQ0RERERERESaPCUwRERERERERKTJUwJDRERERERERJo8JTBEREREREREpMlTAkNEREREREREmjwlMERERERERESkyVMCQ0RERERERESaPCUwRERERERERKTJUwJDRERERERERJo8JTBEREREREREpMlTAkNEREREREREmjwlMERERERERESkyVMCQ0RERERERESaPCUwRERERERERKTJUwJDRERERERERJo8JTBEREREREREpMlTAqMRmFmJma00s3gze9fMWlbz/mQza1/PMZxnZv1q8L6Xzew39Vm3SH04VDsysx5mFt/YsdXU0RavCDRs2zOza83sD9W8R+clOSaY2d1mttbMVnvb1Mhq3v9i2bVbXa8NzayTmb1X2/1FmjIza+dtUyvNLM3MdpZ7HngY5XQ1s7drGcN3ZhZTm32lakpgNI4DzrkY59wAoBC4thFiOA+oNoEh0oTVezsys4C6hyVyzGuwc5hz7n/OuVfqqzyRpsrMTgLOAoY65wYBE4HtVe3jnPuTc25dfdTvnEtxzikRKMck51ym9zwVA/wP+G/Zc+dc4WGUs90599uGi1RqQwmMxvct0AvAzD4ys+XebPzUQ73ZzH5vZku8GcTnzMzfu/0SM1vjvSP2SLn355rZP8xslZn9ZGaRZjYaOAd41FvOCWYW4319tZl9aGZtDlH3aWYW561nhpk1926fbGYbvJnGJ83sMzPzM7NNZhbufY+fmW2u754kIl6+dgT4m9kL3nb0lZm1ADCzq81sqbctvF/W88l7N/cxM1sAPGJmD5jZLO++yWZ2vpn9P+/n/ksza+bd7z5vefFm9ryZmXd7LzOb561nhbd9mZk96n3vGjM76GRoZkFmNtP7epyZjfdub2lm73jb5ttmttjMYs3sj2b233L7X21mjzXoURY5WJVtz/v5X1H2ZjOLNrPl3sfTzGyd97P9b++2B8zsVu9jnZfkWNYRyHDOFQA45zKccylQ5ed6oZnFVlagmfl7z2ll55qbvNsPdV7y9Zry7veo95y22syu8W4f563zPW97er3cuW64mf3gLXOJmbWurByRpsTM/uZtI/Fmdr1320nm7Z1hZq2856YTvW1npfc9AWb2X+9+q83s/7zbT/fuu8Z7Djyoh4d5vr+VfU/7Z7nt15jZRm87e9HMHjezMDNLNO9NNe/zJPN+5xMlMBqV94M5CVjj3XSVc24YEAvcYGbtfvH+E4HfAmO8GcUS4FIz6wQ8AkwAYoDhZnaed7dg4Cfn3GBgEXC1c+4H4BPgNm8mcgvwCnC79y7AGuD+X9QdBLwM/NY5NxAIAP7s3f4cMMk5dzIQDuCcKwVeAy71FjERWOWcy6jTQRP5hUO0o2hgunOuP5AFXODd/oFzbri3LawH/liumN7AROfcLd7nJwBTgHPxfI4XeD/3B7zbAZ72ljcAaIHnThrA6976BwOjgVTgfDxtczCetvComXX8xZ9yHYC3nkuAWd729X/AXm/b/DswzPv+t4BzzJtQAa4EZtbwsInUWU3anvf8km0/d6O9EnjZzNoCvwb6ez/bDx+iCp2X5Fj2FdDV++XlGTM7FSr/XNewzBigs3NugHffsnPCoc5L5f0RyHbODQeGA1ebWZT3tSHAX/H02u0JjPF+QXsbuNFb5kQ858eqyhFpdGY2As85YARwEvB/ZjbIOfcj8CXwEPAfYKZzbv0vdv8z0AkY7D0vvWWem2Ez8JzvBgItgQo3oc2sC55z3Hg87WmMmZ1lZl2BO4CRwK/w9ox3zmUB3wNneov4HfCOc66k/o7E0U0JjMbRwpvNWwZsA17ybr/BzFYBPwFd8VwMlncani8vS737n4bnZDIcWOicS3fOFeM5UY317lP4/9m77/iq6vuP469PNiEDAmEjewkyBEEUVByodVG1aq1KqS1tf1atC0Wr4mjVVq2t1roqYnHUAWJRUUQQqrL3nmEmZEAgg+zv749zExLIuIRcEpL38/G4j9x7cs73foL36zn3cz7f7xeY7nu+BOh4ZDBmFgs0cc5969s0qdTxxXoA25xzG4/Ypyew1Tm3zbf9vVLHvAkUj2X+BfpyJTWron60zTm33Pe89Ge+j5nNM7NVeCev3qXa+vCIE8MXzrl8vC9NwXgnNXyvi9sbYV41xCq85GFvM4vGu3icCuCcy3HOZQPDgPecc4XOub3At3j9trRhwL99x60HtuMlVobhJStwzq0GVvqeZwHfAJebWU8g1Dm3CpHAO9a+9wYwxnf36HrgXeAgkAO8YWZXA9ml30DnJanvnHOZeNd0Y4EU4D9m9nMq/lz7YyvQ2cxeNLNLgIOVnJdKGwnc4uvXC4BmHL4GXeic2+VLAC7H69c9gETn3CJfmwd915+VtSNSFwwHPnbOZTvnMoBP8K6zwEuSXw6chpfEONKFwCvF14vOuX1AL2CTL1kPXuL9yP46BPjGV2WVj3cOPKfU9v2+YS2l56R5Ay/hD7pBdRSN964dh3wVFCXM7Dy8jjHUOZdtZnOAiCOOM2CSc278EceOomL5zjnne15I9f+b2zFuxzm308z2mtn5eJ30ZxXtK1IN5fUjgNxSmwrxqiPAu6M1yjm3wneReF6p/bKOaLu4pLfIzEr3oSIgxHeH7GVgkO9zPgGvvx5zP/Fjn8qOfQN4EFiPTm5y4hxr3/sY78LwG2CJcy7Nd8xgvET8DcDv8BKBx0LnJTmp+b4IzQHm+JLho/GSBNVtb7+Z9QMuxqvquw6veqIqBtzunPuyzEbv2vTIfh3i299xtHLbEalDKrumao5XQQEQjldVdOSxR37uA3J955z71sxeMm84cb7vxpb4qAKj7ojFKxPP9t1NPbOcfWYB15pZCwAzizOzDnhZ7nPNrLnvDtdP8e7wViYDiAZwzh0A9pvZcN/vbi7n+PVARzPresQ+6/Gy/R19248c2/8GXsmuSp+ktkUDib4hF8f7paU4uZhqZlHAteDdhQJ2FScVzSzcV144F7jevPHB8XiZ94VHtDm3OC4z6w6cAmwA/od3EYp5s8+fVnyAc24BXrXWjZS9yyxSZzjncoAvgX/iS7T5+k2sc+5zvC9Y/Y84RuclqdfMrIeZla5O6I9XeVfR59qfNpsDQc65j4GH8SYIrei8VNqXeMOviud46m5mjSt5q/VAGzM7w7d/tG9I2bG2I3KizQV+bN4cTVF4Q4Xn+X73Gt6Qjg+Bp8o59iu8z3fx/INxwFqgm5l19u1zE0f31/l4VbvNfP3kBt8+C3zbm/j6zNVHHDcZr6peN6iOoAqMumMG8BszW4n3pWX+kTs459aa2R+Ar8wsCMgHbnPOzTez8cBsvGze5865aVW83/vA62Z2B96Xr9HAK76T2lYOly0Vv3eOmY0BPvR1vkV4ZVS55k1iM8PMUjn6S9mneB1PnU9q28N4J4vteENBoqvbkHMu3cxe97WTgNcfit0MvGpmj+P10Z8AU/HGWq7Ay96Pc84llfqCBV5Fxyu+u3AFwM99/etlvPkwVgLL8IaQHCh13AdAf+fc/ur+PSInwDt4F2df+V5HA9N81UwG3FXOMTovSX0WBbxoZk3w/p+/GRhb0efazzbbAhN914gAxRW75Z2Xikod9wbe0JCl5pVTpeCtVlcu51yeeZNRv2jeRNmH8KqIj6kdkRPNObfQzN7j8HXbP51zq8zsF0CWc+4DX7/7wbx5aXaXOvxVvCFRK82swHfsK2Z2KzDFl9hYALx+xHvuMrNH8KqtDPivc+4zADP7C945ajewhrLXd+8Aj+DNNyOl2OHKaJHqMbMo51ym72T1D7yxYH/1/W4Q3tJFwyttRETK5TshhvouarvgVWJ1942XxMym4/WxWbUZp0hlzFtZJNY59/AJej+dl0REpE4rda4KBabhJUX+6/vdDcDFzrkxlTbSAKkCQ2rCr8xsNBCGd4f4VQAzewBvxl6NMRapvkhgtu/kZsBvfXe/muBl7VcoeSF1mZlNxVvZ51jnuDgeOi+JiEhd94RvrpkIvGr86QBm9k+8qqZLKj604VIFhoiIiIiIiIjUeZrEU0RERERERETqPCUwRERERERERKTOUwJDREREREREROq8kyKBcckllzi8pQf10KOuPU5K6lN61OHHSUv9So86/DhpqV/pUYcfJyX1KT3q8MMvJ0UCIzU1tbZDEKlX1KdEap76lUjNU78SqVnqU3KyOykSGCIiIiIiIiLSsCmBISIiIiIiIiJ1nhIYIiIiIiIiIlLnKYEhIiIiIiIiInWeEhgiIiIiIiIiUucpgSEiIiIiIiIidZ4SGCIiIiIiIiJS5ymBISIiIiIiIiJ1nhIYIiIiIiIiIlLnVZnAMLOOZhbmez7MzP7PzGICH5qIiIiIiIiIiMefCoxPAGdmXYC3gV7AuwGNSkRERERERESkFH8SGEXOuXzgauAF59ztQNvAhiUiIiIiIiIicpg/CYwCM/sJcDMw3bct1J/GzayJmX1kZuvNbJ2ZDTWzODObaWabfD+bVjd4EREREREREWkY/Elg/AIYAfzZObfVzDoB7/nZ/t+AGc65nkA/YB3wADDLOdcNmOV7LSIiIiIiIiJSoZDKfmlmwcB9zrnRxducc9uAP1bVsG+iz3OAn/uOywPyzOwq4DzfbpOAOcD9xx66iIiIiIiIiDQUlVZgOOcKgdZm5teQkSN0BlKAiWa2zMzeMLPGQEvnXKKv/USgRXkHm9lYM1tsZotTUlKq8fYiUpr6lEjNU78SqXnqVyI1S31K6hN/hpBsBeaZ2Xgzu6P44cdxIcDpwD+dcwOALI5huIhz7jXn3CDn3KD4+Hh/DxORCqhPidQ89SuRmqd+JVKz1KekPvEngZECzAQigfhSj6rsAnY55xb4Xn+El9DYa2atAXw/k481aBERERERERFpWCqdAwPAOfdwdRp2ziWZ2U4z6+Gc2wBcAKz1PUYDT/t+TqtO+yIiIiIiIiLScFSZwDCz5sA9QG8goni7c26kH+3fDrxjZmF4Q1HG4FV9fGBmtwI7gJ9UI24RERERERERaUCqTGAAk4GpwI+B2/CqJpL8adw5txwYVM6vLvA3QBERERERERERf+bAiHfOvQrkOedm4SUwBgc2LBERERERERGRw/ypwMj3/Uwys4uBPUD7wIUkIiIiIiIiIlKWPwmMP5lZLHAv8A8gBrgvoFGJiIiIiIiIiJTizyokn/qergSGBzYcEREREREREZGjVTkHhpl1NbMvzWyF73VfMxsf+NBERERERERERDz+TOL5BvAYUOR7vQq4KWARiYiIiIiIiIgcwZ8ERmPn3PfFL5xzjsMTe4qIiIiIiIiIBJw/CYw0M+sEOAAzGwUkBTQqEREREREREZFS/FmF5HfAv4CeZrYdSARuCGhUIiIiIiIiIiKlVJjAMLMOzrntzrnNwPm+pVTNOZd+4sITEREREREREal8CMksM3vAzEIAnHMHlLwQERERERERkdpQWQJjANASWGJm55ygeEREREREREREjlLhEBLnXAZwl5kNxKvG2IW3lKp5v3Z9T1CMIiIiIiIiItLAVTqJp5mdD/wNeAP4B14CQ0RERERERETkhKpsEs/3gbbAjc65VScuJBERERERERGRsiqrwJjlnHv9eBo3swQgAygECpxzg8wsDvgP0BFIAK5zzu0/nvcRERERERERkfqtwkk8jzd5UcoI51x/59wg3+sH8JIj3YBZvtciIiIiIiIiIhWqbBWSQLkKmOR7PgkYVQsxiIiIiIiIiMhJJNAJDAd8ZWZLzGysb1tL51wigO9ni/IONLOxZrbYzBanpKQEOEyR+k99SqTmqV+J1Dz1K5GapT4l9YnfCQwz62RmV5tZz2No/2zn3OnApcBtZnaOvwc6515zzg1yzg2Kj48/hrcUkfKoT4nUPPUrkZqnfiVSs9SnpD6pMIFhZp+Uen4V8A1wBTDNzH7uT+POuT2+n8nAVGAwsNfMWvvabQ0kVzd4EREREREREWkYKqvA6FDq+f3A+c65McDZwF1VNWxmjc0suvg5MBJYDXwKjPbtNhqYVo24RURERERERKQBqWwZVVd6P+fcNgDnXKqZFfnRdktgqpkVv8+7zrkZZrYI+MDMbgV2AD+pXugiIiIiIiIi0lBUlsDoZ2YHAQPCzayVcy7JzMKA4Koads5tBfqVsz0NuKC6AYuIiIiIiIhIw1NhAsM5V1GSIhL4dWDCERERERERERE5WmUVGOVyzqUDPwQgFhERERERERGRcvm9jKqIiIiIiIiISG1RAkNERERERERE6rxKExhmFmxmk09UMCIiIiIiIiIi5ak0geGcKwTifSuPiIiIiIiIiIjUCn8m8UwAvjOzT4Gs4o3OuecDFZSIiIiIiIiISGn+JDD2+B5BQHRgwxEREREREREROVqVCQzn3GMAZtbYOZdV1f4iIiIiIiIiIjWtylVIzGyoma0F1vle9zOzlwMemYiIiIiIiIiIjz/LqL4AXAykATjnVgDnBDIoEREREREREZHS/Elg4JzbecSmwgDEIiIiIiIiIiJSLn8m8dxpZmcBzrec6h34hpOIiIiIiIiIiJwI/lRg/Aa4DWgL7AL6A/8XyKBERERERERERErzpwKjh3PuZ6U3mNnZwHeBCUlEREREREREpCx/KjBe9HNbucws2MyWmdl03+tOZrbAzDaZ2X98w1JERERERERERCpUYQWGmQ0FzgLizezuUr+KhTYjMgAAIABJREFUAYKP4T3uxJszI8b3+hngr865983sFeBW4J/HFLWIiIiIiIiINCiVVWCEAVF4SY7oUo+DwLX+NG5m7YDLgDd8rw04H/jIt8skYFR1AhcRERERERGRhqOyOTB+6Zy72cwOOOdeqGb7LwDj8BIfAM2AdOdcge/1LrzJQUVEREREREREKlRZBcZAM+sAjDGzpmYWV/pRVcNmdjmQ7JxbUnpzObu6Co4fa2aLzWxxSkpKVW8nIlVQnxKpeepXIjVP/UqkZqlPSX1SWQLjFWAG0BNYcsRjsR9tnw1caWYJwPt4Q0deAJqYWXHlRztgT3kHO+dec84Ncs4Nio+P9+PtRKQy6lMiNU/9SqTmqV+J1Cz1KalPKkxgOOf+7pzrBbzpnOvsnOtU6tG5qoadc+Odc+2ccx2BG4BvfMuxzubwHBqjgWnH/2eIiIiIiIiISH1W5TKqzrnfAphZCzM7pfhxHO95P3C3mW3GmxPjX8fRloiIiIiIiIg0AJVN4gmAmV0BPA+0AZKBDnjLovb2902cc3OAOb7nW4HBxx6qiIiIiIiIiDRUVVZgAE8CZwIbnXOdgAuA7wIalYiIiIiIiIhIKf4kMPKdc2lAkJkFOedmA/0DHJeIiIiIiIiISIkqh5AA6WYWBcwF3jGzZKAgsGGJiIiIiIiIiBzmTwXGVUA2cBfesqpbgCsCGZSIiIiIiIiISGlVVmA457J8T4uASYENR0RERERERETkaP5UYIiIiIiIiIiI1ColMERERERERESkzjumBIaZNTWzvoEKRkRERERERESkPFUmMMxsjpnFmFkcsAKYaGbPBz40ERERERERERGPPxUYsc65g8DVwETn3EDgwsCGJSIiIiIiIiJymD8JjBAzaw1cB0wPcDwiIiIiIiIiIkfxJ4HxOPAlsNk5t8jMOgObAhuWiIiIiIiIiMhhIVXt4Jz7EPiw1OutwDWBDEpEREREREREpLQqExhmFg/8CuhYen/n3C8CF5aIiIiIiIiIyGFVJjCAacA84GugMLDhiIiIiIiIiIgczZ8ERqRz7v6ARyIiIiIiIiIiUgF/JvGcbmY/OtaGzSzCzBaa2QozW2Nmj/m2dzKzBWa2ycz+Y2Zhxxy1iIiIiIiIiDQo/iQw7sRLYuSYWYbvcdCP43KB851z/YD+wCVmdibwDPBX51w3YD9wa3WDFxEREREREZGGocoEhnMu2jkX5JyL8D2Pds7F+HGcc85l+l6G+h4OOB/4yLd9EjCqmrGLiIiIiIiISAPhTwUGZnalmT3re1zub+NmFmxmy4FkYCawBUh3zhX4dtkFtK3g2LFmttjMFqekpPj7liJSAfUpkZqnfiVS89SvRGqW+pTUJ1UmMMzsabxhJGt9jzt926rknCt0zvUH2gGDgV7l7VbBsa855wY55wbFx8f783YiUgn1KZGap34lUvPUr0RqlvqU1Cf+rELyI6C/c64IwMwmAcuAB/x9E+dcupnNAc4EmphZiK8Kox2w55ijFhEREREREZEGxa8hJECTUs9j/TnAzOLNrInveSPgQmAdMBu41rfbaGCanzGIiIiIiIiISAPlTwXGU8AyM5sNGHAOMN6P41oDk8wsGC9R8oFzbrqZrQXeN7Mn8So5/lW90EVERERERESkoagygeGce883/OMMvATG/c65JD+OWwkMKGf7Vrz5MERERERERERE/FLhEBIz6+n7eTpeNcUuYCfQxrdNREREREREROSEqKwC425gLPBcOb9zwPkBiUhERERERERE5AgVJjCcc2N9Ty91zuWU/p2ZRQQ0KhERERERERGRUvxZheR7P7eJiIiIiIiIiAREhRUYZtYKaAs0MrMBeBN4AsQAkScgNhERERERERERoPI5MC4Gfg60A54vtT0DeDCAMYmIiIiIiIiIlFHZHBiTgElmdo1z7uMTGJOIiIiIiIiISBmVVWAA4Jz72MwuA3oDEaW2Px7IwEREREREREREilU5iaeZvQJcD9yONw/GT4AOAY5LRERERERERKSEP6uQnOWcuwXY75x7DBgKtA9sWCIiIiIiIiIih/mTwDjk+5ltZm2AfKBT4EISERERERERESmryjkwgOlm1gT4C7AUcMAbAY1KRERERERERKQUfxIYf3bO5QIfm9l0vIk8cwIbloiIiIiIiIjIYf4MIfmh+IlzLtc5d6D0NhERERERERGRQKuwAsPMWgFtgUZmNgBvBRKAGCDyBMQmIiIiIiIiIgJUPoTkYuDnQDvg+VLbM4AHq2rYzNoDbwOtgCLgNefc38wsDvgP0BFIAK5zzu2vRuwiIiIiIiIi0kBUmMBwzk0CJpnZNc65j6vRdgFwj3NuqZlFA0vMbCZeUmSWc+5pM3sAeAC4vxrti4iIiIiIiEgDUdkQkpucc5OBjmZ295G/d849X85hpX+fCCT6nmeY2Tq8ISlXAef5dpsEzEEJDBERERERERGpRGWTeDb2/YwCost5+M3MOgIDgAVAS19yozjJ0aKCY8aa2WIzW5ySknIsbyci5VCfEql56lciNU/9SqRmqU9JfWLOucC+gVkU8C3wR+fcFDNLd841KfX7/c65ppW1MWjQILd48eKAxilSTVb1LnWP+pTUYSdlnwL1K6nT1K9Eat5J2a/Up6QO86tPVViBYWZ/NrPflLP9LjN7xq8IzEKBj4F3nHNTfJv3mllr3+9bA8n+tCUiIiIiIiIiDVdlQ0guB14rZ/vfgMuqatjMDPgXsO6I+TI+BUb7no8GpvkXqoiIiIiIiIg0VJUto+qcc0XlbCzyJSeqcjZwM7DKzJb7tj0IPA18YGa3AjuAnxxjzCIiIiIiIiLSwFSWwMg2s27OuU2lN5pZN+BQVQ075/5HxeNYLvA/RBERERERERFp6CpLYDwCfGFmTwJLfNsGAeOB3wc6MBERERERERGRYhUmMJxzX5jZKOA+4Hbf5tXANc65VSciOBERERERERERqLwCA+fcag5PuCkiIiIiIiIiUisqW4VEREREpEa9MP8Fpm+cXtthiIiIyElICQwRERE5YZYlLWNtytraDkNEREROQkpgiIiIyAmTW5BLXmFebYchIiIiJ6FK58AAMLN44FdAx9L7O+d+EbiwREREpD7KK8wjtyC3tsMQERGRk1CVCQxgGjAP+BooDGw4IiIiUl8558gvyie3UAkMEREROXb+JDAinXP3BzwSERERqdeKh45oCImIiIhUhz9zYEw3sx8FPBIRERGp15TAEBERkePhTwLjTrwkxiEzO2hmGWZ2MNCBiYhUJTU7lYdmPURSZlJthyIifigeOqI5MERERKQ6qkxgOOeinXNBzrlGzrkY3+uYExGciEhlcgty2Za+jQlzJpCRm1Hb4YhIFYorLzQHhoiIiFSHX8uomllTMxtsZucUPwIdmIhIVdrGtOUP5/yB5Kxk/jjvjypLF6njNIREREREjkeVCQwz+yUwF/gSeMz3c0JgwxIR8c+p8ady15l3sSZlDX+b/zecc7UdkohUoHjoiBIYIiIiUh3+zoFxBrDdOTcCGACkBDQqEZFjMLzDcH7e7+fM3TGXt1e8XdvhiEgFihMXha6QgqKCWo5GRERETjb+LKOa45zLMTPMLNw5t97MelR1kJm9CVwOJDvn+vi2xQH/AToCCcB1zrn91Y5eRMTn6l5XszdrLx+t+4iWUS25pOsltR1Sg+Oc442lb9CpaScu7HxhbYcjdVDpyou8wjxCgvy5DBEREZGTyYGcAzw590my87MB6NasG3cOuRMzO+62/anA2GVmTYBPgJlmNg3Y48dxbwFHfoN4AJjlnOsGzPK9FhE5bmbGrwf+mjPanMHLi15m8Z7FtR1Sg7M0cSmfbvyUVxa/wr5D+2o7HKmDSk/eqWEkIiIi9dOC3QtYn7aellEtiWsUx6xts5iTMKdG2q7y1odz7se+pxPMbDYQC8zw47i5ZtbxiM1XAef5nk8C5gD3+xeqiEjlgoOCGXf2OB74+gGe+e4Znr7gabrEdantsOq9rLwsvtv5HZ+s/4Tmkc1Jz0nnpYUvcUabM8rsFx0ezVntzyLI/Jo/Wuqh0kkLLaUqIiInSlp2GgdyD9C5aefaDqVBWJa4jLhGcTx8zsMA/H7G75m8cjJnn3I2YcFhx9V2hQkMM4txzh30Dfsotsr3Mwqozu21ls65RADnXKKZtajk/ccCYwFOOeWUaryViJTWUPpUREgEj5z7CPd+dS+PffsYz418jvjG8bUdVr323A/PsWjPIoItmPHDxrMxbSMfrP2ARXsWHbXv2NPHckWPK2ohysBoKP2qphw5hESkPOpXIjVLfQreW/0ei/YsYtKoSbUdSr1X5IpYsXcFg9sOLhkyMmbAGB6e/TDLEpcxpN2Q42q/sgqMd/HmsFgCOKD0gBUHBDR95Zx7DXgNYNCgQVpWQOQ4NaQ+FdcojgnnTWDczHFMmDOBP1/0ZxqHNa7tsOql1cmrWbRnETf2uZEre1xJ47DGDGk3hCt7XEmRKyqz77PfP8v7a97ngs4XEBkaWUsR16yG1K9qQumqi9LDSaT6nHNk5mUSHR5d26HUGPUrkZqlPgXpOensO7SPQ/mHaBTaqLbDqde27NtCRl4GA1oNKNnWv1V/Xv7Ry7SPbX/c7VdYx+ucu9z3s5NzrrPvZ/GjusmLvWbWGsD3M7ma7Ug1vbr4Vd5c9mZth1Hr/jb/b4x6fxSj3h/FdR9ex6Ld3p3ipMwkbp12K6PeH8Vby9+q3SDluJwSewoPDn+QPZl7+NO8P2nFgxq2N3Mvt067lQdnPUjzyOZcc+o1ZZJEsRGxNG3UtMxjzIAxHMw9yJR1U2oxcqlNqsCoGVl5Wdw14y5mbZ3Fdzu/45f//SXb07fXdlgiInVWVl4WAImZibUcSf2UmJHI/332f6xIWsH8XfMBL2lRWk0kL6CSBIaZnV7Zo5rv9ykw2vd8NDCtmu1INS3cvZDVyatrO4xatXLvSr7e9jVD2g7hml7XENcojleXvEp+YT5vr3ibA7kH6N+qP1PWTWHb/m21Ha4ch74t+3LH4DtYmbySFxe8iHN176ZDclYyz//w/En3Ze7tFW+TnpvOtadey6PnPurXeMaucV352Wk/O+qEJg2H5sCoGR+v+5jN+zfzr2X/YtLySbSIbFFjF4YiIvVR8WoYSZlJtRxJ/TRpxSR2HtzJPxf/k/9u/C9ntj2T2IjYgLxXZUNInvP9jAAGASvwhpH0BRYAwypr2Mzew5uws7mZ7QIeBZ4GPjCzW4EdwE+OJ3g5NgVFBaRkpxAcFFzlvkWuiOkbp3NJ10uOe6KVusQ5x8RlE4mPjOees+4hLDiM3i168+icR/njvD+yJHEJ1/e+nlE9R/Gr//6KSSsmMeG8CbUdthyHEZ1GsDdrL++seoeWUS258bQb/T42LTuNBbsXcGnXS2tk2afyLE1cyuyE2VzR/Qq6NesWkPeoaZvSNjF3x1yuO/U6bu538zEde0OfGwIUlZwMVIHhv28TvmXTvk1HbXfOMWPLDHo178X61PVk5GUw4dwJmhxXpAYUFhUyfeN0RnQaQUx4TG2HIzUoMy8TUAKjpjjn+HDthxzMPUheYR7f7fyOU5ufytrUtQRZEKP7j666kWqqMIHhnBsBYGbvA2Odc6t8r/sA91bVsHPupxX86oJqxCk1IDkrGYcr6cCV2ZC6gdeXvk5coziGnVJpruqkMm/HPDbv38xdZ95VkpgZ0GoAF3W+iO92fkf3uO5c3etqIkMjue7U65i+cToHcg4ELIMoJ8b1va8nOSuZ91a/R8vGLbmgs3//G/p80+d8sPYD2ka3pV+rfgGJ7UDOAQBSs1NPigSGc463lr9FTHgM15x6TW2HIyeZ0vNeaA6Mim1I3cCzPzxLeHB4uTcdWkS24N6z7uWLTV+wP2c/p7eubmGsiJQ2c+tM3lj2BrmFuVzX+7raDkdqUHaBV4GRmKEhJDVhbcpa/r3y30SERBBkQfRo1oMJ503gxYUvckrsKbSLaRew965yGVWgZ3HyAsA5t9rMVP97EirusJl5mTjnKr2jfDD3IOB9qTrZZednczD3IM453l7xNp2adGJExxElvzcz7hhyB3cMuaPMcZd3v5zLul9WrypQGioz4//O+D9SslJ4ceGLNIts5tcwhvWp6wGYtmFa4BIYuYcTGCeDpYlLWZm8krGnj603E3HKiaMhJFVzzjFx+USaRDTh9SteJyIkosJ9A3mHS6QhSMtOI78oH/CqL95Z9Q7gLQGpBEb94ZwrmQNDFRg1Y3nScgzjraveKjMH2rizxwX8vf1JYKwzszeAyXirj9wErAtoVBIQxR3W4cjOz650VYb6ksBIzU7l9i9uL1N18th5j/k1HCA0ODSQockJFhIUwvjh47l/5v089b+neObCZ+jYpGOF+xe5Ijbu20hESASL9yxmT8Ye2kS3qfG4iisw0g6l1XjbNa3IFfHW8rdo1bgVl3a7tLbDkZNQXmEeESER5BTkaAhJBRbtWcSalDX8dtBvK01eiMjx+WzjZ7yy5JWjtvdt0Ze1qWu1WkU9klOQg8ObB02TeNaMZUnL6NGsR62s8ufPgMkxwBrgTuD3wFrfNjnJlM44ZuRlVLpv8V3htOy6/6WqMpNXTianIIffnfE77jrzLp664CmV2jZgkaGRPHreo0SERPDYt49V+vnecWAHOQU53NjnRoKDgpm+cXpAYjqZKjBmb5tNwoEEbul3CyFB/uS/RcrKLcglOsxb7lMJjKMVFhXy1vK3aBvdlpFdRtZ2OCL1VkZuBv9e+W96x/fmrjPvKnn8+cI/c32f6ykoKmjwk97XJ1n5XvVFk4gmpGSnaGW645SZl8nGtI21Nil7lVegzrkcM3sF+Nw5t+EExFSvOedYnrSc2QmzuazbZfRo3uOEvXfpjGNV82Bk5HoJjpPhS1VFEtIT+GbbN4zqOYqLu15c2+FIHdE8sjmPnvso9399P499+xjPXPhMuXdYNqR6/7sb0m4ICekJzNw6k5+d9rMazzSXVGDU8WRhQVEBk1dNpltct3o1L46cWHmFeUSFRZGSnaI5MI7w0dqPWLh7ITsP7mT8sPFKEooEQEFRAROXTWRV8iqy87P5zaDfHFWNmV+YT1hwGMuSlnFG2zNqJ1CpUcXDR7o27crixMWkZKXQOrp1LUd1cpq1dRYzNs/A4WrtpnCVFRhmdiWwHJjhe93fzD4NdGD1TUFRAXMS5nDnjDt5ZM4jzEmYw0PfPMTSxKUnLIakzCSiwqKAwwmM9anry10qtHgIyclQ1l6Rt5a/RWRoJD85VYvdSFmdm3Zm/LDxbD+wnWe+e6bcTPyGtA1Eh0XTOqo1V/a4kpyCHL7e+nWNx3KyVGCsTVlLanYq1/W+LmArskj9VzyEJCQoRHNglLJy70omrZjEwdyDXNH9Coa2G1rbIYnUSzO3zOTTjd7XmDH9x5Q7lDQ0OJSh7YYqiViPFFdgdInrAmgejOrak7GHFxe+yL5D+xjabijdm3WvlTj8GULyKDAYSAdwzi0HOgYwpnolpyCHaeunMfa/Y3nuh+coKCrgziF38uZVb9I2ui1PzH2CudvnBjwO5xxJmUl0bdoVOJzA+MfCf/CvZf86av/iBMa+Q/sockUBj6+mrdy7smRJ1Ojw6NoOR+qg01ufzm1n3MaSxCW8svgVnHNlfr8hdQM9mvXAzOgS14Xe8b35dMOnNdYfEjMSyS3IPTxc61DaUTFUJiE94aj907LTWLJnCXsz99ZIjKUtS1xGSFBIrZULSv2QW5hLeHA44cHhVQ4hcc6xPX37CYqsdhQUFbAscRlvLnuT+Mh4/n7p3xk7cKyShHJC5Rfms/vg7toOI2D2ZOxhyZ4lLNq9iHdXv0vv+N787ZK/8eNeP67wmHvPupdfDPjFCYxSAqm4AqNLUy+BoXkwjo1zjlV7V/HG0jcIDQ7l2ZHP8uDwB8tdJetE8Ce1WOCcO6CT6bFJz0nnvxv+y+ebPyczL5Pe8b357aDfMqjNoJILkz9d8CeenPskz37/LBm5GVzW/bKAxbM/Zz+5hbl0b9ad5XuXlyQwUg+lkp2ffdT+xQmMQldIek46cY3iAhZbTXPOMXHZRJpHNg/ov6mc/EZ2GcnezL18sPYDWjZuyU96e9U6WXlZ7Dy4k+Edhpfse2WPK3nqf0+xcPdCzmx35nG9b0FRAXfMuIOLOl9EkSuiZeOW7M3aS0Zehl/rziekJ3D7F7czut9orj31WsBLSt7+xe1k5GUQFhzGq5e/SvPI5scVZ2lLE5fSs1lPTSooxyWvMI/Y8FjCgsOqHEKyaM8inpj7BM+NfK7W7vIE2vM/PM+8HfMAuGfoPVr1SmrFpxs+5Z1V7/DvH/+7VibkC6TdB3fzuy9+V1JpGWzBjBk+RknCBqa4AqN9bHtCg0JVgXGM/r3y33y49kMAbjrtJpo2alqr8fiTwFhtZjcCwWbWDbgD+D6wYZ28dh/czdT1U/lm2zcUFBUwtN1Qru51dblzXTQOa8xjIx7jz9/9mVeWvMKB3AP8tM9PA/I/1eKOWlw6lZGbQV5hHpl5mWTlZVFQVFCmVO5g7sGSmeLTstNOqgTGvB3z2Lx/M3efebcuBqVKN/W9ieSsZN5e+TYtGrfg3I7nsmnfJhyOns17luw3pO0QWkS2YNr6acedwEjOSianIIfFexYD3h2BvVl7Sc1O9SuBsWTPEgA+XPshI7uMJCY8hg/XfEhmXia/H/J7Xlr0Eu+sfIc7z7zzuOIsdiDnAFvTt3Jz35trpD1puPIK8wgPCScsOKzKCoyNaRsBWLxncb1MYGxI3cC8HfO4svuVXNrtUtrFtKvtkKSBWpOyhvyifBLSE+jdondth1OjJq2YRGhQKE+MeILQoFCaNmpKi8YtajssOcGKb9ZGhUXRKqoViRmqwPBXanYq0zZM46x2Z3FDnxsqXcHvRPEngXE78BCQC7wHfAk8EcigTkbrU9czZd0U5u+aT0hQCBd0uoBRPUfRNqZtpceFBYcxfth4Xlr4Eu+tfo8DOQf49aBfE2T+jO7xX3FH7RDbgdCgUDLzMtl/aD/gLau6N3NvmVgP5h2kU5NOrEtdR2p2Kt2adTuqzfScdF5a+BIXdb6IIe2GlGyftn4aKdkp/PL0X5Ybyzsr3+Hb7d/SKqoV44eNr3SJKucc/1j0D7rGdeWSrpdU+jcmpCfw1x/+yp7MPXRq0onzOp5X6f4iAGbGHUPuIO1QGi8seIFmkc1KJvDsFnf4cx8cFMzl3S/nzeVvsnX/Vjo37exX+zsP7OSlhS9x/7D7SxKBxf2xuISxS1wXvt/1Pa8veZ0+Lfrws74/q7TNZUnLiGsUx/5D+7nt89toFNKI5Kxkzu90Phd0voDtB7bzyfpPWJOyhut7X0/P5j157ofnSiqv+rbsy28G/Ybnvn+OczueW25C5lD+IZ7631MkZSaV3Ckf0GqAX3+zCHifoSfnPsmvBv6q5IIntzCXsOAwwoPD2Zu5l4dmPcRdQ+8qt1ooIT0B8IYv3XjajScw8sBKy07jme+eYceBHcSGx3JT35u0VKPUKOcc3+38jk/Wf8LB3IOc2e7MCodDOOdYn7oegG3p2+pVAmNdyjp+2PUDN512E31a9KntcKQWFV//RIZG0iqqVb2rwNh3aB9/X/B3bul3S5XXp59v+pzN+zZzx5A7/Gr7nZXvUOSKuPX0W+tM8s+fVUiy8RIYDwU+nJOLc46FuxcyZd0U1qauJSosiut6X8fl3S+nSUQTv9sJDgrmjiF3EBMew5T1U8jIy+DuoXfX6ORBSZlJGEbLqJZEhUWRmZfJvkP7yvy+OIFRWFRIZl5mSQKjvIk8D+QcYNzMcSRmJpJTkFOSwEjMSGTi8okUukLOaHMG/Vr1K3PcprRNvL/mfXo068GypGVMXT+10gvT+bvm8+WWL5mdMJsz2pxBs8hm5e7nnOPVxa+Skp3C2e3P5sc9f6zyQPFbaHAoDw5/kHEzx/Hk3Cdp2bgl7WPaH1VKe1GXi3h39bt8uuFTfn/m7/1q+1/L/sXa1LX8sPOHkiFNR544i082q1NWs2nfJq7rfR2hwaHltpdbkMualDVc3u1yOjftXDIR8IBWA0r60vW9r6ewqJAVe1fw6pJX6dK0C7szdjO4zWAO5B7gyy1fsu/QPhbtWcTqlNX0b9X/qKEhU9ZNYVnSMoafMpxgC6ZZZDO6xnX1628WAdiyfwsrk1fy5eYv+fWgXwO+CozgcMJDwlmbuhaAVXtXMaLTiKOOL55gekPaBrLysupNafvklZPZtG8Tw9oP4+KuFyt5ITWmOHHx3qr32HFwB+2i2xFswXy99WvG9C9/2ERSZhIZed7Kc8VJw/rAOcfE5ROJaxTHVT2vqu1wpJZl5WURGhRKWHAYraNasyp5Fc65gH9X2JC6gU37NnF598sD+j6TV05mSeISsvOzeebCZyr8u/Yf2s/E5RPJKcjh5r43VzkUJCE9gVnbZjGq56g6k7yAShIYVa004py7subDOTnkF+YzJ2EOU9ZNYVfGLlpEtmDs6WO5qMtF1R4fbmaMGTCG2IhYJi6fSEZuBg+d85Bf7eUX5rNozyKGthta4Qc2MTOR+Mh4QoJCKkxgFCvOUraLaUdIUEi5yzt+ueVLEjMT6d+yP6tTVpNbkEt4SDhvr3ib0OBQmoY1ZeLyifz14r+yJ2NPSan8t9u/JSY8hsdHPM6LC15k6vqpRIZGYpQf92ebPqNl45akHUrjxYUvVngHeN+hfaxOWc1vB/2WH3X7UZX/ZiJHigqLYsJ5E7jnq3vYmr6VCztdWO4+53c8n6+2fsWY/l5/rcyKpBUsSfSGeyxLWlZhAqNjk46c0eYMGoc2Zs72OaxLXUdeYR7d4roRGxGLc475u+aTnJVMclYyBUUFDGg9gNNbn17uF7/GYY351cBfsevgLm77/DYWmY66AAAgAElEQVRWp6xmTP8xXN3ragqLCrnt89tYtGcRbaPbsjtjNy8ueLFMib7DMXX9VIa1H8a4s8cd87+lNCyb0jaxNmUtcY3iGHbKsJLzUPHnfP7u+SUTU+YV5hEWHFZmeF9iZiKp2amkZKXQK74X4F1sJmcnM7D1QJYkLmHF3hWc1f6sSuPIystidfJqBrcdXBJD8Re6tOw0hrQbQquoViX7p2SlkJiZSN+WfUu2FRQV8G3Ct1UuNV5duYW5JReDmiBQasqRiYv2Me2576z7GHbKMD7b+BmvLX2NfYf2lXsTqLj6omlE03JXpatLilwRS/YsYUDrAWVu8q1OXs2WfVsAaBLRhOEdhrNg1wLWpa7jd2f8TnM3Cdn52SVJ8FZRrcgpyOFA7oFjuuHsr8KiQn7Y9QNntjuTj9d9zPxd87mw84XH/DlcnrScbnHdyiTvt6dvJzgouMyQw50HdvL11q9pG92WdanrmL9rPkPbeytZrU9dz4bUDXSJ60KfFn14b/V75BTklLQf3zie9jHtaRTaiG8Tvj1qXsTvdn5XJ1d0rOwW/1BgJ96wkQVQwTfMBiQrL4svNn/Bpxs+ZX/Ofjo36cx9Z93H2e3PrrFZWK/udTUx4TH8fcHfeWjWQ0w4b0KVq2jM2zGPv87/K4+c80iF61UnZSaVXLgdmcAwrMxsvMUTeMZGxNIuuh2L9yzm5n43lwxrcc4xe9tsTm1+Kj/u9WOW713OmpQ1NA5tzP92/o8bet9Am+g2PD//eb7e+jXvrHqnpIrD8Mr1I0MjuaXfLaxMXlnuKijFQoNCeWj4Q2xI28B7q98r+TJYnm5x3RjZZWSl/1YilWnRuAWPnPMID89+mIFtBpa7z6XdLuXzzZ+zYPeCCj9v+w7to2mEl8SLj4ynb8u+fL/z+5K5ZhIzE4kNjy1ZgaRJRBMeOfcRsvOzmbdjHm+veJsNaRtoHdWax0c8ztb9W3nqf0+VtB8bHkvv+KrLfNvFtOPqnlezeM/ikux/cFAwvzr9V7yw4AXuO+s+Ptv0GTO3zmTujrKrIcWEx3BLv1v8+neThmve9nk8P//5kgnyliQu4fbBtxMcFFwyVCo1O7Vk2FVuweEhJMWSMpOYvHIyP+z6gfeveR8zK7kTfGnXS1mfup75u+ZXmcD4ZP0nvL/mfSacO4HuzboTZEEs2rOI5354DoDpG6fzz8v/SUhQCJv3bWbCnAkczD3I3y/9e8kQl6nrpvL2yrdr+F+prBaRLercxaCcnCpLXBRfs3Vq2gnw7qQ2i2xWshpD8ZeijWkbiQiJ4Oz2ZzNz60yKXFGND2OuKZ9v+pxXl7zKz077GTf0uQHwvrw99M1DZVYIO5h7kM82fUa76HZc2PnomxHS8GTmZdI41PvMt45uDXhV44FIYHyx+QteXfIqd595NxvSNuBwbErbxGktT/O7jRVJK3h49sMMP2V4yY2krLwsxs8aT2hwKK9e/mpJQuSt5W/RKLQRT1/4NOO/Hs+kFZMY3HYwaYfSGD9rPAVFBQRZEA8Oe5Avt3zJj7r+iHk75vHfjf9l877NnNbiNLo168bH6z4+Kg7D+O2g39a5FR0rS2C0Ai4CfgrcCHwGvOecW3MiAqtLUrNTmbZ+GjO2zCCnIIf+Lftz99C76deyX0BKjy7sfCHRYdE8890z3P/1/Tw+4vFKVxPYun8rgDfMopIERvE49+iwaFKyU9h3aB/BFkzb6LZl7ggXf6mKCY/hut7X8efv/8zsbbNL7vRu2beFXRm7uK3nbfSO701IUAhLE5eyZd8WYsNjubrX1USERDB1/VReXPgiDsfj5z1O92bdCQ4KLulwraNb89ZVb1U6kVtIUAjhIeEMbDOQUT1HVbrMZKPQRnX2pCsnj27NuvHuNe9W+FnqENuBiJCICkttN6Zt5J6v7qFX815s2b+Fu8+8m/CQcGZtm8XGtI2cGn8qSZlJ9Gzek/Wp68tMoBsZGknP5j1Zk7KG5pHNyczLZNzMcYQFh9E+pj3PXPgMQRZEeEi430PMRvcfzS39binz/6qBbQby9qi3MTNuH3w7tw649ajjwoLDKhzGIlLkipixeQavLH6FU+NPZdzZ4/hy85e8u/pd73N79jiSMpOICY8hIzeD+bvm06FJBxyuZBLPYkmZSRzKP0R2fjZJmUm0jm5d0r+6xHXhrPZnMW/HPHIKciq9g7UsaRkAry15jcz8zJL36NykMzf0uYE//e9PfLHpCzo06cCTc58kOiyayNBIJi2fxMPnPkxGbgYfrfuIM9qcwT1D7wnYv92x9F+R8pQ3VOTIxEWx4uTctvRtDGwzkKf+9xQ5BTk8O/JZwBui1T2uO13iujB903QSMxKrnL/tyFhKn1+cczi8azXDqrxOLr3/kceUTkocyj/E+6vfB+DjdR8zsstImkQ0YdKKSYQHh/PipS8SFRbFk3Of5PWlr+Nw/GH4H2ptmUepW7Lzs0sSGMU3dPdk7KFn8541+l0uOz+75HP61ZavSm4Wb0jbQJ8WfcpUB1b0voVFhUxcPhHwblKP6jmKrnFd+XjdxyXDvaatn8ZPev+ENclrWLhnIaP7jaZJRBN+3v/nPDnvSb7a8hVrU9YSZEE8e9GzPDz7Yf4474+Eh4Rz42k3kpmXWXLjamXySlYlr+K8Dufxm0G/KRNLkAXVyWGOFZ5BnXOFwAxghpmF4yUy5pjZ4865F09UgLUpIT2BKeumMHf7XByO4acM5+peV/s9ed/xGNJuCI+PeJwn5j7BfTPv44kRT1Q4Q3lxyd+C3QvKHSd8KP8QB3IPlKnA2Ja+jf05+2naqCmto1uXmY23uAIjJjyGfi37MXX9VF5Y8AIvLHihZJ+QoBCGnTKM8JBwesf3ZtqGaQD8ZuBvSj7oY/qP4ZE5jzC4zWAGtC5/6EdocKjfX5IiQyP92k/keFWWCDMzOsZ2rLDUduXelQCsS11XMplsdn42QRbEDzt/oFfzXiRlJtG/VX9yC3JJzU4tc/yAVgNYk7KGX/T/BR2bdOTh2Q+zN2svD5/zcLUz4OWdJIu3mVm9mVtAAq+wqJCn//c083fPB7zVecad7SXZfnraT4kJj+HVJa/yz0X/JDEzkc5NOlNQVMD8XfMZ1XMUQJkhJEEWxK6DuzhUcAjwvmS1jm7N2pS1RIdF06xRM87vdD4zt85k/q75ZSZnXrR7ES8teom/XPQXIkMj2Zi2kc5NOrM1fSstIluQX5TP/pz93DnkTvq17EffFn15belrALSPac8TI55gTsIc3lrxFle9742RN4wx/ceoT0id5Jzj+53f897q99h+YHuliYtiUWFRxEfGs23/NrLzs1mVvIoiV8TOAztpGdWSrfu3lrm2/WbbN9zU9ya/vtTlFebxwNcPcFb7s7j21Gs5lH+Ie7+6lx0HdwBedeHTFzxdYUIkNTuV+2beV+Y8GBYcxgNnP0BqdiqvLHmlTBID4N6h9/L8/OcZ/cnokm03972ZllEtARgzYAz3fHUPpzY/lcFtB1f5N0jDkJV/+PtRy8YtMYwXFrzAnIQ5PD7i8RpLYkxdN5UDuQfo1KQTq1NWA953plV7VzFv+zw6Ne1Et7hufLD2AyacO6GkQqrYy4te5ovNXwDw20G/5d1V73LPV4cT6ud2OJfcglwmr5rM5FWTAWjWqBlX9vBmdhjcdjC9mvfi5cUvA3Btr2vp0bwH1/S6hsmrJnNNr2uIjYhlQOsBzN0xl9H9RvPVlq9IzU7l5n43nzTnvkpvAfgSF5fhJS86An8HpgQ+rNrjnGNV8iqmrJvCksQlRIREcFm3y7iq51UnfPKSPi368NQFT/HI7EcYN3Mcj5332FGrgTjn2Ja+jY6xHUk4kMAXm7/g2lOvLbNP8fCQ1lFeyVRUWBQZeRnsO7SPuIg4Wke1ZlnSspKywYxcL7sXEx6DmTF+2HhmJ8wucxLp1KQTUWFRAPzy9F8yf9d8mkY0LVOqN6D1AB4a/hC9mveq+X8ckVrUsUlH5u2YV24GfX3qelpHtebWAbdySuwpJQmCYe2H8fnmzzmnwznkFubSOqo1I7uMLCnnLXZZ98to0bhFyVwCz418jrUpazmjTfnVVSIn0sTlE5m/ez4/6vojOjbpyMguI8vc4bys+2Vs2reJH3b9gJkxrP0w2sW0441lb7Dz4E7A+4ISHuINIekT34eVyStLjk9IT6B9THvm7ZjHFd2vwMzoHd+b+Mh4Plr7ES0btyyZJ+OzTZ+x79A+Jq+czJntzsThGDtwLGmH0jitxWkUFBWwMW0j/Vv1B+Des+7l661fExIU4lU6hkdzVc+riAyNLKk87N6sO+1j25+Qf0sRf1UncVFapyadSEhPYNXeVSXXcsWToxe6Qno060GnJp04t8O5fLD2A8JDwrmu93VVtjt943Q27dtEQnoC53Y4l5lbZ7Lj4A6u6XUNESERTFk3hbeWv8VD55S/DsA7K98hPSedn/b5acnfMSdhDq8sfoXM/Ey6xXVjUJtBZf6OIe2GEBsRWzJ3R0x4DBd1vqhkn+7NuvPouY/SqUknTeYuJbLysoiPjAe8m6fjzh7HiqQVzNgygzkJc8qdT6w8K/eu5ItNX3DPWfccVUm379A+pq6fyvBThjOw9UBeWPACYcFhDGk7hHk75gGwNX0rs7bNAuDNZW/yxPmHF/bMysti1rZZ9G3Rl/M7nc/5nc6nZ/OeLNy9EPDOnSO7jKTIFdFjS4+SoZtD2w0tuSlgZtx/9v3M2jaLRiGNuLjrxYA3RUGb6DYl1fjndjgX5xwjOo1gaLuh7M/ZX6cm6axKZZN4TgL6AF8AjznnVtfUm5rZJcDfgGDgDefc0zXVdnUVT7gyZd0UNu3bRGx4LDf3vZlLu15aq+N+OjftzF8u+gt/+OYPPPjNg5zX4TzMjMjQSK7pdQ35Rflk5GXw0z4/ZWniUiatmIRhXHPqNYDX0aaumwocHvMVHR5NTkEOyVnJtItpR4/mPfhkwyes3LuS7PxsZm6dCXgnBYD4xvGVnsg6NulY4ZrA5S3PKHKy69S0EzO2zCA1O5X4xt4Jcd72ebSKalXyhan00sIAt/S7he93fc9fvv8L4JUwnhJ7ylFtR4VFlTmRNotsxvAOwwP414j4Z9bWWUzbMI0rul/B2IFjK9xvYOuBJRdoraNbM6TdEN5Y9gZzt3vlquHB4SVzYAxtP7QkgREWHMa2/dvYun8rjUIbcX2f6wHvguwXA37By4teZtzX4+jVvBfX976epYlLiQ2PZU7CHLbt30ajkEb0aN6jzEVlcf/8f/buPD6q+t7/+OuTjZBACEuAsCYo4MquolArWEWtFq3X1rYXl9pab127uvTXurS3rfVeq7e1i3Up7lqte11QQagisoQdFCQsgUACZBNIIMnn98ecDAGyDEkmk5D38/E4jznznXO+5zPH+UrmM98FoHvn7lxy/IFzTyTEJXDu0HNb4O6IRMf8zfN5bMljrC9Zf9iJixpZ6VksyF/AB5s+IDkhmeE9hzNz/czwD1HDew3HzPjRqT+isrqSZ5Y/w8n9T2b+5vlMOXpK+O9BgJm5M1m1fRUAszfM5piex/BZ0Wfc/cHdbCjZwISBE7hi1BVAqEfTE8ue4L6P7jtg2BiEhofUTGhbezW6oT2Gcsf7d2AYN55yY50JxVF9R4UTk3WpnfQQgQN7YABMHDSRCQMnsHbnWh5f+jgTBk045DMKoVVElmxbwhcGfYGM1Az+NP9PbC7bzOT8yVR7NV07deW4jOMAeHrZ01R5FdNGTAvXdVT30OSZczbOYWzmWCZlTWJjyUZSk1J5dPGj3Dv3Xk7pfwoTBk3gw00fsrdqL5eNvIzhvYYDoe+BdfX8P/jH6tp6pvQ85HtbYnziAX9LJsYnctZRocRf/7T+hzVsrC1oqAfGNGAXMAy4oVYW0wB397T6TmyImcUDDxCaXyMPmG9mr7j7yqbU11wVlRW8s+4dXlr9Elt3baVfl35ce9K1TM6eXOcHORYyu2Zyz9n3cM8H9zA3by4Qmozm480fh7vkZnfP5tyh53Lv3Hv5+5K/U1JRwsXHXsx/z/lvqr2a7PRs+ncNfThrvjRtLtvMiD4jOLn/yaQkpvDs8mdZuX0lyQnJjOwzss28f5G2Jjs91OUvtziXjNQM1hev554P7wn3bhrec/gh5/Tp0ofLR17OC6teoH/X/lqSVNqV1dtX88f5f2Rkn5F1zplS28i+IzEMx+nbpS99u/Qlq1tW+BeopPgkju99PDv37Ay3lcS4RMZljmNh/kIqqiq4bMRlB3xpmjhoIuP6jWPGZzN4ftXz3PH+HQD8v9P/Hw8vepj8z/OZctQUzS0hR5wNJRvYV72PH5/6Y74w+AtNmutrbL+x/GPlP8K9Lr405Ev85t+/4fmVz9M7pXd4IkMz46rRV/Hx5o/5wVs/oLK6kvzP87nhlBuA0Bxo9350L6mJqSTEJdCjcw9uOOUGFm9dzHMrn6NPaujfuRpTj5nK4q2LwyvRHWxYz2GHTGg7JnMMU46aQq+UXuoNJS0mOSH5kAk7a1aA/Nl7P+P1T1/nomMvCr9WVlHGY0se463P3sJxnlj6RHhJ+oS4BJ5f+Tyf7vyUlMQUHjw/tMrPW5+9xfnDzg//YHz6oNM5sc+JjMkcw5D0IVw1+qrwZ3pf1T4Wb13MvM3zeH/D+zyQ/gAz18+kX5d+B6wKJ3VraA6MaM2GeDKw1t3XAZjZM8BUoFUTGCXlJby+5nVe+/S18BeOb4/+NqcMOKVNTgTZo3MPfvOl/asQLC9Yzl3v38UfP/4jEMquJ8Ql8OPTfkzXpK68uPpF5mycw559e3jgvAcO+Edg/IDxZKdnk1ucS4/OPUiKTwrPPp2ckMyD5z/Y6PKQIh3Z4PTBQKiHU2aXTB7JeYTE+MTw5Eo1mfODXXjMheGko0h7sWP3Dn4959f06tyLmyfc3OikeGmd0jiq+1GsLVobHrr4hcFf4PGljwPQK6UXx2Ycy8RBE8PLlQ7uNpijehzFh3kfHjCet7bkhGQuGH4Bpw08jTtmhVboOqbXMdxz9j0t/I5F2o6pw6fy1WO/2qy/TY/LOI7bvnAb93x4DxMHTeTUAacytMdQ1uxcc8jy9BmpGVx87MW89MlLjOg9gnfWvcPpg0+nZ+eePJLzCF2TuvK3C/52wK/ZA7sN5ILhFxxy3eSE5AP+do2EmXHdydc17Y2K1OPBCx6ss3xEnxGMzRzLsyueZUSfESTFJ7F6+2r+vuTvfL73c6YOn8q5Q8/l3XXv8vqa1xnRewQDuw3k9TWvkxiXSGlFKU8te4r8z/NDPQeP/3q47p9M+El4//5z7z/guonxidw16S5Kykv47qvf5eczf8723du5bMRlGvoUgVj8VNGf0PKsNfKAU+o5NircnR+//WO27trKyf1O5uLjLubYXse2qw/MCb1P4Ldf+i2/mPkLUhJTwt0A4yyOa8ZdQ3pyOk8tf4qzhpx1SAY7zuK4YtQV3D7rdvqkhiY9OjP7TGasmxGe3EVE6peSmEK/Lv14+ZOXwxPYXjnqSpZtW8bywuX1DqkSaY/u++g+9lTu4VeTfxXxkMqx/cayvmR9ePLoS467hElZk0iMTzzgV7AuSV3ontydo3scHe6V9K0TvxWeI6MuPVN68n/n/h9VXtWMdyXSPrTUalDjB4zn2f94NtxL6YpRV/Cz934WnlOmtm+e+E0uOf4SKiorwl+uanx3zHfbzUR/IpG4YtQV3PDGDdz01k3hsmN6HsP3T/p+eJLNaSOncekJl2JmrCtax+trXueiYy5i265tvPLpK6FjRkw77O9Q3ZK78R/H/QePL32cs4acxVeP/WrLvbEjmDW0LGVULmh2CTDF3b8TPJ8GnOzu1x903NXA1QCDBg0au2HDhhaNY8GWBfRJ7dPuu6eVlJdQXlkenn25tjU71jA4fXC9Q0E+3fEp2enZ4X8cVxWuCi91KhFrN1mvaLepjiavNC+81GNKYgqj+45m977dFO4uVAKjedpNm4KO0a42l26mYFdBvatJ1aWisoLNZZsjWrVrc+lm0jql0SWpC6u3r27xZe0EULuSOhz8d2Bdtn6+lbU71wKQmpjKqL6j1D73azc3Qm2qYeuK1rGlbAsQ2ed8VeEqhvYcSrVXs3DLQpLikxiTOaZJbaPaq1mzYw3Deg5T24qwTcUigXEqcIe7Twme3wrg7vX2MRs3bpwvWFD3+DmRGGuX/6dRm5I2rF22KVC7kjZN7Uqk5bXLdqU2JW1YRG0qFpM9zAeGmlm2mSUBlwKvxCAOEREREREREWknWn0ODHevNLPrgLcILaP6iLuvaO04RERERERERKT9iMl6Y+7+L+Bfsbi2iIiIiIiIiLQ/bW+9UBERERERERGRgyiBISIiIiIiIiJtXquvQtIUZlYINGW9n17A9hYOpz3SfQiJxn3Y7u7ntHCdUdeMNgX6PNXQfQhp6fvQLtsU6N+qFqD7EKJ/q2pRu2o23YcQtauA2lSz6T6ExKxNtYsERlOZ2QJ3HxfrOGJN9yFE96Fl6D6G6D6E6D40n+5hiO5DiO5Dy9B9DNF9CNF9aD7dwxDdh5BY3gcNIRERERERERGRNk8JDBERERERERFp8470BMaDsQ6gjdB9CNF9aBm6jyG6DyG6D82nexii+xCi+9AydB9DdB9CdB+aT/cwRPchJGb34YieA0NEREREREREjgxHeg8MERERERERETkCKIEhIiIiIiIiIm2eEhgiIiItzMweMbMCM1teq2ykmc01s2Vm9qqZpdV67VYzW2tmn5jZlFrl5wRla83sltZ+H811OPfBzLLMbI+ZLQ62v9Q6Z2xw/Foz+z8zs1i8n6Yws4FmNtPMVpnZCjO7MSjvYWYzzGxN8Ng9KLfgPa41s6VmNqZWXZcHx68xs8tj9Z5iQW0qRG0qRO2qZahdhahdtbM25e7atGnTpk2bthbcgNOBMcDyWmXzgS8G+98GfhnsHwcsAToB2cBnQHywfQYMAZKCY46L9XuL4n3Iqn3cQfV8DJwKGPAGcG6s39th3INMYEyw3xX4NPhv/jvglqD8FuDuYP+84D0aMB6YF5T3ANYFj92D/e6xfn9t9LOkNuVHbpsK4le7av3Pk9qVH7ntqj21KfXAEBERaWHuPhvYeVDxcGB2sD8DuDjYnwo84+4V7p4LrAVODra17r7O3fcCzwTHthuHeR/qZGaZQJq7z/XQX0ePARe2dKzR4u757r4o2C8DVgH9Cf23nB4cNp3972kq8JiHfASkB/dgCjDD3Xe6exGhe3dOK76VmFKbClGbClG7ahlqVyFqV+2rTSmBISIi0jqWA18J9i8BBgb7/YFNtY7LC8rqK2/v6rsPANlmlmNm75vZF4Ky/oTee412ex/MLAsYDcwD+rh7PoT+cAR6B4d1tM9Dc6hNhXTYNgVqV1GgdhXSYdtVW29TSmCIiIi0jm8D15rZQkLdM/cG5XWNkfUGytu7+u5DPjDI3UcDPwSeCsYcHxH3wcy6AC8AN7l7aUOH1lF2JH8emkNtKqRDtilQu4oStauQDtmu2kObSmjJykRERKRu7r4aOBvAzIYBXw5eyuPAX3YGAFuC/frK26367oO7VwAVwf5CM/sMGEbo/gyoVUW7uw9mlkjoD8In3f2fQfE2M8t09/yg221BUF7f5yEPOOOg8lnRjLutU5sK6YhtCtSuokXtKqQjtqv20qbUA0NERKQVmFnv4DEO+H9AzczlrwCXmlknM8sGhhKaCGw+MNTMss0sCbg0OLZdq+8+mFmGmcUH+0MI3Yd1QZfVMjMbH8zofhnwckyCb4Ig5oeBVe5+b62XXgFqZme/nP3v6RXgsmCG9/FASXAP3gLONrPuwSzwZwdlHZbaVEhHa1OgdhVNalchHa1dtac2pR4YIiIiLczMnib0C0QvM8sDbge6mNm1wSH/BB4FcPcVZvYcsBKoBK5196qgnusI/cMfDzzi7ita9Y000+HcB0KzwN9lZpVAFXCNu9dMqvZfwN+BzoRmPX+jVd5Ay5gATAOWmdnioOw24LfAc2Z2FbCR0BhrgH8Rmt19LbAbuBLA3Xea2S8JfVkAuKvW/TniqU2FqE2FqV21ALWrELUroB21KQtNkioiIiIiIiIi0nZpCImIiIiIiIiItHlKYIiIiIiIiIhIm6cEhoiIiIiIiIi0eUpgiIiIiIiIiEibpwSGiIiIiIiIiLR5SmCIiIhI1AVrxf/bzM6tVfY1M3szlnGJtGdqVyItS22q7dMyqiIiItIqzOwE4B/AaCAeWAyc4+6fNaPOBHevbKEQRdodtSuRlqU21bYpgSEiIiKtxsx+B+wCUoEyd/+lmV0OXAskAR8C17l7tZk9CIwBOgPPuvtdQR15wF+Bc4D73P0fMXgrIm2G2pVIy1KbarsSYh2AiIiIdCh3AouAvcC44Jeui4DT3L0y+EPwUuAp4BZ332lmCcBMM3ve3VcG9exy9wmxeAMibZDalUjLUptqo5TAEBERkVbj7rvM7Fngc3evMLMvAScBC8wMQr9gbQoO/4aZXUXo75V+wHFAzR+Fz7Zu5CJtl9qVSMtSm2q7lMAQERGR1lYdbAAGPOLuP699gJkNBW4ETnb3YjN7AkiudciuVolUpP1QuxJpWWpTbZBWIREREZFYegf4mpn1AjCznmY2CEgDyoBSM8sEpsQwRpH2Ru1KpGWpTbURSmC0cWY2y8ymHFR2k5k9YmbPH2ZdWWa2vGUjFGl/zOwiM1t80FZde8msCOtRmxJpJndfRmis8TtmthR4G+hDaOzxSmA58Dfgg5gFKdLOqF2JtCy1qbZDq5C0cWb2PWC8u19Zq+wj4CfuPqeO4+tdosfMsoDX3P2EKIUr0i6Z2dXAt4BJ7l7d2PG1zstCbUpEREREpFWoB0bb9zxwvpl1gvAXpn5AXs0vv2Z2hZn9w8xeBd62kHvMbG8BpbwAACAASURBVLmZLTOzrx9cqZklm9mjwes5ZjYpKE8xs+fMbKmZPWtm88xsnJldZWa/r3X+d83s3ui/fZHoMrNhwC+AaYDX1XbUpkREREREYk+TeLZx7r7DzD4mtH7wy4SW63kWOLjrzKnAiGAJn4uBUcBIoBcw38xmH3T8tUH9J5rZMYQSH8OA7wNF7j4iWC5ocXD8M8BSM/upu+8DrgS+19LvV6Q1mVkioeWvfuzuGxtoO6fVU16b2pSIiIiISBSpB0b78DShxAXB49N1HDPD3XcG+xOBp929yt23Ae8TWvantonA4wDuvhrYAAwLyp8JypcDS4P9XcB7hHqDHAMkBmPBRNqzXwIr3P2Z4Hl9bUdtSkREREQkxtQDo314CbjXzMYAnd19UTCUpLbaS/RYBHXWd0xD5z4E3AasBh6N4BoibZaZnQFcDIypXVzf4ZFU2YRz1aZERERERCKkHhjtgLt/DswCHqHu3hcHmw183czizSwDOB34uI5jvgXhOQAGAZ8A/wa+FpQfB5xYK455wEDgmxHGIdImmVl3QgmDy9y9rNZL9bUdtSkRERERkRhTD4z242ngn+wfStKQFwnNibGE0FwZP3X3rQf12vgT8BczWwZUAle4e4WZ/QmYHiwPlEOou3tJrfOeA0a5e1Ez349ILF0D9Ab+bHZAB4nfEPrMH9x21KZERERERGJMy6jKAcwsntBY/HIzOwp4Fxjm7nuD118Dfu/u78YyTpH2Qm1KRERERKRlqAeGHCwFmBmszmDAf7n7XjNLJ9Rlfom+aIkcFrUpEREREZEWoB4YIiIiIiIiItLmaRJPEREREREREWnzlMAQERERERERkTavXSQwzjnnHCc08782bW1ta5fUprS14U1EREREpE7tIoGxffv2WIcgckRRmxIRERERkfamXSQwRERERERERKRjUwJDRERERERERNo8JTBEREREREREpM1TAkNERERERERE2jwlMERERERERESkzVMCQ0RERERERETaPCUwRERERERERKTNUwJDRERERERERNo8JTBEREREREREpM1TAkNERERERERE2rxGExhmlmVmScH+RDP7vpmlRT80EREREREREZGQSHpgvAS4mR0FPAYcCzwV1ahERERERERERGqJJIFR7e77gK8C97n79UD/SCo3s3Qze97MVpvZKjM71cx6mNkMM1sTPHZvzhsQERERERERkSNfJAmMSjO7BJgGvBaUJUZY//3Am+5+DDASWAXcArzr7kOBd4PnIiIiIiIiIiL1iiSB8W1gEvA7d19nZtnA042dFMyTcTrwMIC773X3YmAqMD04bDpwYVMCFxEREREREZGOI6GhF80sHviJu19eU+buucB/R1D3EKAQeNTMRgILgRuBPu6eH9SVb2a9mxq8iIiIiIiIiHQMDfbAcPcqINPMIh0yUlsCMAb4s7uPBnZxGMNFzOxqM1tgZgsKCwubcHkRqU1tSkRERERE2rNIhpCsA+aY2a1mdkPNFsF5eUCeu88Lnj9PKKGxzcwyAYLHgrpOdvcH3X2cu4/LyMiI4HIi0hC1KRERERERac8iSWAUAjOAFCCj1tYgd98KbDKz4UHRmcBK4BWgZkjK5cDLhxmziIiIiIiIiHQwDc6BAeDuP29G/dcDT5pZEqGeHFcSSpo8Z2ZXARuBS5pRv4iIiIiIiIh0AI0mMMysF/Aj4Hgguabc3c9u7Fx3XwyMq+OlMw8jRhERERERERHp4CIZQvIEsB4YBtwNbAUWRzEmEREREREREZEDRJLAyHD3vwJ73f1dQvNWnBzdsERERERERERE9mt0CAmwL3jcamZTgC3AwOiFJCIiIiIiIiJyoEgSGL82s27Aj4EHgDTgJ1GNSkRERERERESklkhWIXkl2F0KfCG64YiIiIiIiIiIHKrROTDM7Ggze8vMlgTPR5jZrdEPTUREREREREQkJJJJPB8C7gSqg+fLgP+MWkQiIiIiIiIiIgeJJIGR6u4f1jxxd2f/xJ4iIiIiIiIiIlEXSQJjh5llAw5gZhcCW6MalYiIiIiIiIhILZGsQnId8DBwjJltAPKBS6MalYiIiIiIiIhILfUmMMxssLtvcPe1wORgKVVz9+LWC09EREREREREpOEhJO+a2S1mlgDg7iVKXoiIiIiIiIhILDSUwBgN9AEWmtnprRSPiIiIiIiIiMgh6h1C4u5lwA/MbCyh3hh5hJZStdDLPqKVYhQRERERERGRDq7BSTzNbDJwP/AQ8AChBIaIiIiIiIiISKtqaBLPZ4D+wDfdfVnrhSQiIiIiIiIicqCGemC86+5/a07lZrYeKAOqgEp3H2dmPYBngSxgPfA1dy9qznVERERERERE5MhW7ySezU1e1DLJ3Ue5+7jg+S2EkiNDgXeD5yIiIiIiIiIi9WpoFZJomQpMD/anAxfGIAYRERERERERaUeincBw4G0zW2hmVwdlfdw9HyB47F3XiWZ2tZktMLMFhYWFUQ5T5MinNiUiIiIiIu1ZxAkMM8s2s6+a2TGHUf8Edx8DnAtca2anR3qiuz/o7uPcfVxGRsZhXFJE6qI2JSIiIiIi7Vm9CQwze6nW/lTgPeAC4GUzuyKSyt19S/BYALwInAxsM7PMoN5MoKCpwYuIiIiIiIhIx9BQD4zBtfZvBia7+5XABOAHjVVsZqlm1rVmHzgbWA68AlweHHY58HIT4hYRERERERGRDqShZVS99nHungvg7tvNrDqCuvsAL5pZzXWecvc3zWw+8JyZXQVsBC5pWugiIiIiIiIi0lE0lMAYaWalgAGdzKyvu281syQgvrGK3X0dMLKO8h3AmU0NWEREREREREQ6nnoTGO5eX5IiBfhedMIRERERERERETlUQz0w6uTuxcDcKMQiIiIiIiIiIlKniJdRFRERERERERGJFSUwRERERERERKTNazCBYWbxZvZEawUjIiIiIiIiIlKXBhMY7l4FZAQrj4iIiIiIiIiIxEQkk3iuBz4ws1eAXTWF7n5vtIISEREREREREaktkgTGlmCLA7pGNxwRERERERERkUM1msBw9zsBzCzV3Xc1dryIiIiIiIiISEtrdBUSMzvVzFYCq4LnI83sT1GPTEREREREREQkEMkyqvcBU4AdAO6+BDg9mkGJiIiIiIiIiNQWSQIDd990UFFVFGIREREREREREalTJJN4bjKz0wAPllO9gWA4iYiIiIiIiIhIa4ikB8Y1wLVAfyAPGAV8P5pBiYiIiIiIiIjUFkkPjOHu/q3aBWY2AfggOiGJiIiIiIiIiBwokh4Yf4iwrE5mFm9mOWb2WvA828zmmdkaM3s2GJYiIiIiIiIiIlKventgmNmpwGlAhpn9sNZLaUD8YVzjRkJzZqQFz+8Gfu/uz5jZX4CrgD8fVtQiIiIiIiIi0qE01AMjCehCKMnRtdZWCvxHJJWb2QDgy8BDwXMDJgPPB4dMBy5sSuAiIiIiIiIi0nE0NAfGd9x9mpmVuPt9Taz/PuCnhBIfAD2BYnevDJ7nEZoc9BBmdjVwNcCgQYOaeHkRqaE2JSIiIiIi7VlDPTDGmtlg4Eoz625mPWpvjVVsZucDBe6+sHZxHYd6Xee7+4PuPs7dx2VkZDR2ORFphNqUiIiIiIi0Zw31wPgL8CYwBFjIgckHD8obMgH4ipmdByQTmgPjPiDdzBKCXhgDgC1NjF1EREREREREOoh6e2C4+/+5+7HAI+4+xN2za22NJS9w91vdfYC7ZwGXAu8Fy7HOZP8cGpcDLzf/bYiIiIiIiIjIkazRZVTd/b8AzKy3mQ2q2ZpxzZuBH5rZWkJzYjzcjLpEREREREREpANoaAgJAGZ2AXAv0A8oAAYTWhb1+Egv4u6zgFnB/jrg5MMPVUREREREREQ6qkZ7YAC/AsYDn7p7NnAm8EFUoxIRERERERERqSWSBMY+d98BxJlZnLvPBEZFOS4RERERERERkbBGh5AAxWbWBZgNPGlmBUBldMMSEREREREREdkvkh4YU4HdwA8ILav6GXBBNIMSEREREREREamt0R4Y7r4r2K0Gpkc3HBERERERERGRQ0XSA0NEREREREREJKaUwBARERERERGRNu+wEhhm1t3MRkQrGBERERERERGRujSawDCzWWaWZmY9gCXAo2Z2b/RDExEREREREREJiaQHRjd3LwW+Cjzq7mOBL0U3LBERERERERGR/SJJYCSYWSbwNeC1KMcjIiIiIiIiInKISBIYdwFvAWvdfb6ZDQHWRDcsEREREREREZH9Eho7wN3/Afyj1vN1wMXRDEpEREREREREpLZGExhmlgF8F8iqfby7fzt6YYmIiIiIiIiI7NdoAgN4GZgDvANURTccEREREREREZFDRZLASHH3mw+3YjNLBmYDnYLrPO/ut5tZNvAM0ANYBExz972HW7+IiIiIiIiIdByRTOL5mpmd14S6K4DJ7j4SGAWcY2bjgbuB37v7UKAIuKoJdYuIiIiIiIhIBxJJAuNGQkmMcjMrC7bSxk7ykM+Dp4nB5sBk4PmgfDpwYRPiFhEREREREZEOpNEEhrt3dfc4d08O9ru6e1oklZtZvJktBgqAGcBnQLG7VwaH5AH96zn3ajNbYGYLCgsLI3s3IlIvtSkREREREWnPIumBgZl9xcz+J9jOj7Ryd69y91HAAOBk4Ni6Dqvn3AfdfZy7j8vIyIj0kiJSD7UpERERERFpzxpNYJjZbwkNI1kZbDcGZRFz92JgFjAeSDezmslDBwBbDqcuEREREREREel4IumBcR5wlrs/4u6PAOcEZQ0yswwzSw/2OwNfAlYBM4H/CA67nNAyrSIiIiIiIiIi9YpkGVWAdGBnsN8twnMygelmFk8oUfKcu79mZiuBZ8zsV0AO8PDhBCwiIiIiIiIiHU8kCYzfADlmNhMw4HTg1sZOcvelwOg6ytcRmg9DRERERERERCQijSYw3P1pM5sFnEQogXGzu2+NdmAiIiIiIiIiIjXqnQPDzI4JHscQGg6SB2wC+gVlIiIiIiIiIiKtoqEeGD8Ergb+t47XHJgclYhERERERERERA5SbwLD3a8Ods919/Lar5lZclSjEhERERERERGpJZJlVD+MsExEREREREREJCrq7YFhZn2B/kBnMxtNaAJPgDQgpRViExEREREREREBGp4DYwpwBTAAuLdWeRlwWxRjEhERERERERE5QENzYEwHppvZxe7+QivGJCIiIiIiIiJygIZ6YADg7i+Y2ZeB44HkWuV3RTMwEREREREREZEajU7iaWZ/Ab4OXE9oHoxLgMFRjktEREREREREJCySVUhOc/fLgCJ3vxM4FRgY3bBERERERERERPaLJIGxJ3jcbWb9gH1AdvRCEhERERERERE5UKNzYACvmVk6cA+wCHDgoahGJSIiIiIiIiJSSyQJjN+5ewXwgpm9Rmgiz/LohiUiIiIiIiIisl8kQ0jm1uy4e4W7l9QuExERERERERGJtnoTGGbW18zGAp3NbLSZjQm2M4CUxio2s4FmNtPMVpnZCjO7MSjvYWYzzGxN8Ni9xd6NSDNVVlfyzPJnKK0ojXUoIiIiIiIiUktDQ0imAFcAA4B7a5WXAbdFUHcl8CN3X2RmXYGFZjYjqPNdd/+tmd0C3ALc3ITYRVrckq1LeHLZk6QmpnLB8AtiHY6IiIiIiIgE6k1guPt0YLqZXezuLxxuxe6eD+QH+2VmtgroD0wFzggOmw7MQgkMaSMWb10MQG5xLtt3b6eisoJ+XfthZjGOTEREREREpGOrN4FhZv/p7k8AWWb2w4Nfd/d76zitvrqygNHAPKBPkNzA3fPNrPfhBi0SLTlbcwBYX7yef635F/9c9U+evvhpOid2jnFkIiIiIiIiHVtDQ0hSg8cuzbmAmXUBXgBucvfSSH/JNrOrgasBBg0a1JwQRCKyc89ONpRsIDkhmQ0lG6iqrmJ4z+FHTPJCbUpERERERNqzhoaQ/DV4vLOplZtZIqHkxZPu/s+geJuZZQa9LzKBgnqu/yDwIMC4ceO8qTGIRKpm+MiUo6bw8icvs654Hd868VsxjqrlqE1JrCzKX8SqwlV8a8SR055EREREpPU1tArJ78zsmjrKf2BmdzdWsYW6WjwMrDpouMkrwOXB/uXAy4cXskh0fLrjUzondGZS1qRw2ei+o2MYkciRYdb6Wbz0yUuxDkNERERE2rl6ExjA+QS/1h7kfuDLEdQ9AZgGTDazxcF2HvBb4CwzWwOcFTwXibncolyy0rMY1G0QcRZHamIqQ3sOjXVYIu1e0Z4iyivLqayu5N8b/826onWxDklERERE2qGG5sBwd6+uo7DaIpjIwt3/DdR33JkRxifSKtyd9SXrOWPwGSTGJzK853Ayu2QSZw3l+EQkEsXlxQDs2ruL++fdzzlHncOQ7kNiHJWIiIiItDcNJTB2m9lQd19Tu9DMhgJ7ohuWSOsq3F3I7n27ye6eDcAvJ/1SyQuRFlJUXgTAjj07KK8sJ61TWowjEhEREZH2qKEExi+AN8zsV8DCoGwccCtwU7QDE2lNuUW5AGSnhxIYnRI6xTIckSNGtVdTWlEKwJayLQBKYIiIiIhIkzS0CskbZnYh8BPg+qB4OXCxuy9rjeBEWktucS6GMTh9cKxDETmilJSX4IQWvVECQ0RERESao6EeGLj7cvavGCJyxHF33st9j7mb5tK3S1+SE5JjHZLIEaVm/gtQAkNEREREmqfBBIbIkW72htncN+8+AM4fen6MoxE58tROYGwu3QwogSEiIiIiTaMEhnQ41V5NnMWxr2ofjy15jOz0bH4/5ffEx8XHOjSRI84BPTA+Vw8MEREREWk6JTCkQ9mzbw9XvXIVl428jIrKCgp2F/DLU36p5IVIlNQkMOItPjyZZ5ekLrEMSURERETaqUYTGGaWAXwXyKp9vLt/O3phiURHbnEuZXvLeGzJYwCM6jOKUX1HxTgqkSNXUXkRSfFJpHdKp2B3AV2SuihhKCIiIiJNEkkPjJeBOcA7QFV0wxFpWe7OsyueJa80j7GZY9m9bzcAZXvLMIwrR18Z4whFjmzF5cWkd0qnS1IXCnYXkJak4SMiIiIi0jSRJDBS3P3mqEciEgXvb3ifJ5c9SXJCMjlbcxjffzxdk7pywbALMDOGdB8S6xBFjmhFe4ro3rk7neI7AZr/QkRERESaLi6CY14zs/OiHolIC9tXtY/HlzzOkPQhXDP2GkorSvkw70Oy0rP4xonf4NITLo11iCJHtA3FGyjcXUh6cjpdO3UFlMAQERERkaaLJIFxI6Ekxh4zKzWzMjMrjXZgIs01Z+McCnYXcMWoKxidORqAz/d+TnZ6dowjEznyrSpcxXVvXMfmss30Tu0dnrhTCQwRERERaapGExju3tXd49y9s7unBc/1F6i0eQu3LCQ9OZ1RfUfRo3MPsrplAZCVnhXTuEQ6ggVbFhBncfzi9F/wnyP+k65J6oEhIiIiIs0T0TKqZtYdGAok15S5++xoBSXSXO7O4m2LGZs5FjMDYHTmaNaXrFcCQ6QV5GzNYXjP4ZzU/yQAUpNSASUwRERERKTpIllG9TuEhpEMABYD44G5wOTohibSdOuK1lFaUcrovqPDZecefS6V1ZWauFMkysoqyli7cy3fPPGb4TL1wBARERGR5op0DoyTgA3uPgkYDRRGNSppMzaWbKRoT1Gsw4hIVXUVy7YtA0K//gKM7Dsy/Hpm10yuHns18XHxMYlPpKNYsm0Jjh+QQNQcGCIiIiLSXJEkMMrdvRzAzDq5+2pgeGMnmdkjZlZgZstrlfUwsxlmtiZ47N700CXa3J2fz/w505dMj3UoEVmwZQG3vXcbKwpWkJOfw+Bug+nRuUeswxLpcBblLyI1MZWjexwdLuuf1p94i2dA2oAYRiYiIiIi7VkkCYw8M0sHXgJmmNnLwJYIzvs7cM5BZbcA77r7UODd4Lm0UUXlRezcs5O80rxYhxKRwt2hjkFz8+aycvtKxmSOiXFEIh2Pu5OzNYeRfUYe0NspKz2L5y55jv5p/WMYnYiIiIi0Z5GsQnKRuxe7+x3Az4GHgQsjOG82sPOg4qlAzc/50yOpR2IntygXgK2fb41xJJEpLi8G4I21b1BZXXlA93URiZ45G+Zwyzu34O5sKdvC9t3bw0sX15YUnxSD6ERERETkSFHvJJ5mlubupWZWuw/+suCxC4cmJyLRx93zAdw938x6N3D9q4GrAQYNGtSES0lzrS9eD0BJRQl79u2hc2Ln2AbUiJoExt6qvSTGJXJ87+NjHFHbojYl0TJj3QxWFK5g265tLMpfBMCovqNiHJWIiIiIHGka6oHxVPC4EFgQPC6s9Tyq3P1Bdx/n7uMyMjKifTmpQ25xbng///P8GEYSmaI9RSTEhXJyx2ccr197D6I2FbmZuTMprSiNdRjtwt6qvawoXAGEem0t3rqYzC6Z9O3SN8aRiYiIiMiRpt4EhrufHzxmu/uQ4LFma+o6lNvMLBMgeCxoYj0SJQW7CsJf3NYXr6dn555A+xhGUlxezHG9jmNoj6FMztYqv9I023dv596P7uW93PdiHUq7sLJwJXur9gKwdudalhYsVe8LEREREYmKehMYZjamoa2J13sFuDzYvxx4uYn1SJTcMesOHl70MPuq9pFXmsf4AeMByC9r+z0wisuL6ZnSk3un3Muk7EmxDkfaqW2fbwNg556mjJLreHLyc0iIS6BXSi/eyX2H8spyTaArIiIiIlFR7xwYwP8Gj8nAOGAJYMAIYB4wsaGKzexp4Aygl5nlAbcDvwWeM7OrgI3AJc0JXlrW3qq95JXm0a1TNzaXbabKqzgu4zhmb5jd5ntguDvFFcWkJ6fHOhRp5wp2hTqG1cypIg3L2ZrDcb2Oo2unrnyw6QPiLI4Te58Y67BERERE5AhUbwLD3ScBmNkzwNXuvix4fgLw48Yqdvdv1PPSmU2IU1pBflk+jlNSUcKO3TsA6J3am8wumW0+gbF73272Vu2le3L3WIci7VzNcrxFe4piHEnbV7SniNziXC4bcRnVXs0Hmz5geM/hpCalxjo0ERERETkCNdQDo8YxNckLAHdfbmYa4HwEyivNA0KrjtT8+pyenE7fLn35ZMcnsQytUbXjFWkO9cBo3IbiDcxaP4sBaQMAGJM5hu27twNo+WIRERERiZqGViGpscrMHjKzM8zsi2b2N2BVtAOT1leTwCirKAuP/09PTmdA2gAKdhVQUVkRPraquorZG2bj7hHVvWffHj7c9GHLBx2o+bLZvbN6YEjzhBMYFUpg1GfGuhk8v+p5Hlv6GGmd0hjSfQgn9D6BcZnjOCPrjFiHJyIiIiJHqEgSGFcCK4AbgZuAlUGZHGFqEhiOs6l0E8kJySQnJJOVnoXjbCjZED42Z2sO93x4D6u2R5bLemPtG/zm379hU8kmyirKKKsoa9HYi8pD3f3VA0OaqyaBUVJeQrVXxziatim3KLTE8s49OxnVZxRmRmpSKrefcTuZXTNjHJ2IiIiIHKkaHULi7uVm9hfgX+7etscRSLPUJDAgtIRqeqdQMiC7e3a4bFjPYcD++QFquo03ZvX21eHHd3PfpXNCZ24/4/YWi11DSKQluDuFuwvpFN+JiqoKyirK6JbcLdZhtSnuTm5xLoO7DWZDyQbG9RsX65BEREREpINotAeGmX0FWAy8GTwfZWavRDswaV3uTl5ZHoO7DQZgU+mm8HCMPql9SE5IDv/qCvsTBpEsNenu4QTGgi0LWFm4ko0lG1s0/uLyYgwjrVNai9YrHUtpRSl7q/YytMdQYH/PHtmvqLyIsr1lTDlqCg+e/6CGjIiIiIhIq4lkCMntwMlAMYC7LwayohiTtLKq6ipmrJtBeWU5x2ccD0BldWW4N4OZkdUti/XF68PnlFSUAJElMLbv3k5ReRGGMTdvLo6zY8+OBrvnf5T3Efd8cE94jo0PN33Idf+6jptn3Ex+WX74uGqv5vdzf8+/1vyLtE5pxFkkH2mRutUMHxnaM5TA0ESeh6pJZGZ3zyazayZmFuOIRERERKSjiOTbXqW7l0Q9Eml11V7N7A2zufZf1/KHj//AkPQhnDv03PDrtYdjZHfPJrc4N5xQKK0oBSJbarJmBZNx/cbhhM6v8qp6kx/lleX8ecGfmb1xNptKNwHw/vr32b57O+uK1/FIziPhY2fmzuS99e9xdI+j+frxXz+cty9yiJoExsFDpWS/3OJQAiMrPSu2gYiIiIhIhxPJMqrLzeybQLyZDQVuAKK3nIREnbvz4aYPeWrZU2ws3cjgboO5beJtjB8wHscxDMcPSGBkpWfxxto32L57OxmpGY0OIdlXtY/V21dzQu8T+GT7JyTFJ3HO0ecwf8t8uiR14fO9n1Owq4BeKb0OOffl1S+H683Jz2FQt0HkFucyqu8ostOzeWLZEzy34jnSOqXx7IpnGdpjKHeecad+CZZmOziB0RZ7YOzau4vc4lxO6H1Cq17X3VmUv4iPN39MRkoGXZK6tOr1RUREREQi6YFxPXA8UAE8DZQSWo1E2hl3Z17ePG5880Z++8FvqfZqbp5wM3849w+cOvBUzIw4i6Nrp64AdE/evyTpUd2PAvb3pigpb3gIyeNLH+e2925j1vpZfLDpA47peQzHZxxPamIq5w89H4DCXYV1xvj6mtc5qd9J9O/an5ytOZRXlrP1861kpWcx9Zip9OvSj8eXPs4D8x+gtKKUq0ZfpeSFtIjC3YWkJKaQkZJBYlxiqyYwSitKI1r15LkVz3Hbu7dFNHyrJS3YsoA73r+DVdtXhYeaiYiIiIi0pkhWIdkN/CzYpB1ydxbmL+TJpU+ytmgtmV0y+eH4H/LFrC/WOWdEt07dKK0oPaAHxtE9jiYlMYXFWxczcdDE8BwYdU1yWLCrgFc/fRWA++fdT5VXcdP4m0hNSuXJrz7JN3o27wAAEshJREFUvup9PLPimfCv3bVtKNlAUXkREwZO4LOiz3jrs7dYu3MtjpOdnk1yQjJ/PO+PlO0NLcOanJBMSmJKi9wnaT/cnX3V+0iKT2rRegt2FdA7pTdmRnpyeqtN4rln3x6+88p3mDZiGhcMv6DBYxflL8JxcvJzOHPIma0SX1V1FY8ufpR+Xfrx6zN/HZ7gV0RERESkNdWbwGhspRF3/0rLhyMtyd1Zsm0JTyx9gk92fELvlN7ceMqNTMqaRHxcfL3ndevUjU1sOiCBER8Xz4jeI8jJz8HdKakoId7i2bVvF9MXT2fNzjX8ctIv2Vu1lz/M+wNxFse1J13LA/MfYGzmWEb0GRGuJz4unrROaazduZbLX7o83JtjQNoAxg8YD8CovqNI65TGq5++ykurXwL2L+eaGJ9Ij849onLPpH24/o3rObrH0dw0vmU7gxXsKiAjNQMI9UDa+vnWZtX34qoXmZs3l1+f+WsS4urPF6/ZuYY9lXtYsm3JAQmM+z+6HzPjhlNuAEJzcqwvWQ9AztYc5ubNZcGWBQzuNpi7z7qb5IRkXv3kVeZsnMOvJv/qgATP3qq93PbubazduZYRfUZwxxl3hBOYi7cu5m8L/8bPv/hzXl79Mm+sfYNuyd247qTrePXTV1mybQnVXs2tE2+lZ0rPZt0TEREREZGmaqgHxqnAJkLDRuYB6qPfjiwvWM4TS59gReEKeqX04tqTruVLQ77U4JeoGt2SuwEHTuIJMDpzNB9t/oi1O9dSWV3J4G6D2VCygVc/fZWKqgpe+/Q15mycw+rtq7nhlBs4M/tMUhJTOLH3iYdco3dK7/CKJFOHTyXO4nhx9YtsKt3EoLRB9EzpSVqnNDJSMpi3eV64W78IQI/OPQ5Y1relFOwq4LiM4wA4deCpTF8yneUFy5s838R7ue+xvmQ9b3/2NucNPa/e42qWGf5kxye4O2bG0m1LeSf3HQAmZU3ixD4nsnjrYgAGpQ1izsY5VHs1pw04jQ/zPuSl1S9x9lFnM33JdCqqKnj909e56NiLwtd4/dPX+WTHJ0wYOIEPNn3AzNyZnDnkTKqqq/jrgr+SV5bH7z74HWt2ruGU/qeQV5rHXbPvIiEugfOHnk9WehanDji1SfdBRERERKQlNPRtti9wFvAN4JvA68DT7r6iNQKTpllVuIonlj7B0oKl9Ojcg2vGXsPZR51NYnxixHV06xRKYBzcTXx039EAzFo/C4Ds9Gw2lGygoqqCeIvnwUUPkhCXwC0Tb+G0gacBcPrg0+u8Ru/U3qwtWsuQ9CF8Z8x3gNCvy7M2zGJ0Zug6ifGJTBsxjXs/upesblma50LCstOzeeXTV6isrowoKQewdudaduzewSkDTqnz9d37drNr3y56p/YG4CvDv8Lra17nkZxH+N+z/7fez19ldSWvfvIqZx91NqlJqeHynXt2sr5kPfEWz9PLn2Zy9mSSE5LZtXcX76x7h7OOOis8/OmT7aG5ZYrLiyncXUhGSgaP5jwanuT2gfkPMK7fOJZtW0bXpK5cdOxF3D/vfrK6ZXHzxJu5+99388KqF1iydQlVXsXQHkN5dsWz7NizIxzPO+veYWzmWG6ecDM/evtHPLb0MXKLc9mxewd5ZXkc2+tYVm1fRbdO3fjRqT9iX/U+Hs15lC9mfZFRfUdFdI9FRERERKKp3kk83b3K3d9098uB8cBaYJaZXd9q0UnEPt3xKbfPvJ2fvvNTNpRs4Dujv8PfLvgbXx725cNKXgCc2OdERvcdTXJC8gHlfbv0pU9qH2ZvnA3sH9IBcP3J1zMobRB3fPGOcPKiITXd9CdnTw6XTRs5jYFpAw9IepyRdQbjMsdFVKd0HFnpWVRWV7KlbEvE5zy86GH+Z+7/UFldWefrNXOy1CQwkuKTuOS4S1izcw0bSjbUW+/CLQt5ZPEjPLH0iQPKa3pLXDPuGorLi3lx1YsAPLbkMR7KeYifvfszSspLcHc+2fEJWd2ygFAyY87GOawtWsu0EdO4Zuw1lO0t4+3P3ib/83zOGnIWJ/U7iYFpA/nu2O8SZ3FcPupyeiT3YF3xOr514re4afxNdEnqwtufvR3euiR14dujv42Z8b2x3yPO4nj7s7dZmL+QLwz6AneccQfH9jqW7439Hp0TO5PWKY0bx9+o5IWIiIiItBkN/nRpZp2ALxPqhZEF/B/wz+iHJZFaV7SOJ5Y+wfwt8+ma1JUrR13JeUPPOyT5cDgmDprIxEETDyk3M0b3Hc2bn70JhL5EQmg4yOTsyYc1oeCQ7kNITkg+IFnRO7U3f/rynw655u1n3N6EdyFHsprk2fri9QzqNgiAaq+mcFdheCngXim9wnO97Nm3h9U7VlNZXRle3vdgNavi1B6qdHL/k/nzgj+zeOvi8Of9YIvyFwHwxto3uGD4BfTr2g8ILQHcrVM3phw1hZz8HP65+p8M7TmUNz97kxG9R7B6x2pufudmrhp9FSUVJVx6wqU8uvhRcrbmsHTbUrLTs5mUNQkz48kBTx5y3dptpV/Xfvz1gr8e8PpDX3mo3vs3vNdwHp366CHlvzvrd/WeIyIiIiISaw1N4jkdOAF4A7jT3Ze31EXN7BzgfiAeeMjdf9tSdXcU64vX89Syp5ibN5fUxNTQ6gXDLqBzYueoXnd05v4ExoC0ASQnJDMmc8xhD++YlDWJ8QPGawURaZIBaQNIiEsgtyiX0wefzqrCVTww/4EDekoMTBvI90/6Pif0PoHlBcvDPS9y8nPqTGDU9MCo6R0E0CulFwO6DiAnP4cLj7mwzlgWb13M8J7D2VCygceXPM7NE29m9fbVfLT5I8b3H4+ZcdnIy5i3eR53vn8nyQnJ/HTCT9lStoU737+Tu2bfBcAJvU9gWI9hzFg3A4A7z7hTw6ZERERERGppqAfGNGAXMAy4odYf0ga4u6c15YJmFg88QGh+jTxgvpm94u4rm1JfR7OpZBNPLXuKf2/6NymJKXzjhG8wdfjUA8beR9OIPiMwDMdJT07n7i/d3aTJNc1MyQtpsoS4BAZ0HcCKwhXc/9H9vJP7DhkpGVwz9ho6J3amvLKcF1a+wK3v3srkrMk4TlJ8EoPSBvHBpg9YvHUxJ/c/ma8d/7VwkqBgVwEJcQl0Tz5o7pfM0bz12VvsrdpLUnwSqwpX8YeP/8CJvU9kwqAJbPl8C1cPu5qyvWU8vfxphqwYwrMrnv3/7d1/rN11fcfx54te2zLaQlugu2tp2psUhKGstFYy44KB0KrJ+KECxlSyOQlLUZctS9iyacB/lv1BdMmYGkUkjhXcWGyT+gNN0SiIFEdsa7UthY5uzRA6aoezXct7f3y/Fy8/LoH29p7vOX0+kpP7PZ/7ud/z+b7PeSf3+z7f7+fDnJPnsPqC1QDMnzWfW1feyhPPPsGSOUs4dfqpnDr9VD696tNs/flWZk6dyaLTFvHRt36UbU9v48xTzjzqiUMlSZKkQTVuAaOqxp0f4xitAHZW1S6AJGuBywELGK/iV4d/xW0P38b9T9zPtKFpXH3e1VzxxiuYOW3mpI5jxtQZnD33bHbv383UKVMZmT0yqa8vjVo8ezEbn9jI9me2895z38s151/zolunLll8CfdsvYd7f3ovh58/zLLhZZwz9xzu2nIXQycNsX3fdh7Z+winvKEp/j3+7OOc8RtnvOyqh6W/uZT129fz8Y0fZ/rQdDY/tbmZX2LXN9mwc0PTZ3gpc0+ey4YdG7jzx3cyctoIN7/j5het5DMye+Rl+TJvxjzmzZj3wvPhmcMMzxye8FhJkiRJg+C1Td8/sebTLM86ag/wsmUBklwPXA+wcOHCyRlZh02bMo1nfvkMV77xSq4696oXljrthavOvYodz+zo2evr6AxaTl06cilHnj/CNedf88I8GGNNG5rG6gtWc/Gii1m7ZS2XjFzCglkL2L1/Nx940wd44MkHeOg/HmL/wf1AszTrK00W++Z5b2b58HL2H9zPoSOHWDa8jDVvWcOROsL6n63nwKEDzJ85nyR8ZMVHeHDPg3z4wg9P2lVRkiRJ0okiVTW5L5i8D1hZVX/UPl8NrKiqcVc3Wb58eW3atGmyhthZVeU98d3Tl2+IOaUO68uckiRJ0vF3vG4TeTV7gLPGPF8AvPa1EE9gFi8kSZIkSSeqXhQwHgaWJFmcZCpwLbCuB+OQJEmSJEl9YtLnwKiqw0luBL5Bs4zq7VW1dbLHIUmSJEmS+kcvJvGkqjYAG3rx2pIkSZIkqf/04hYSSZIkSZKk18UChiRJkiRJ6rxJX0b1aCT5ObD7KP70dODpCR5OPzIOjeMRh6eratUE7/O4O4acAj9Po4xDY6Lj0Jc5JUmSpOOvLwoYRyvJpqpa3utx9JpxaBiHiWEcG8ahYRwkSZI0WbyFRJIkSZIkdZ4FDEmSJEmS1HmDXsD4XK8H0BHGoWEcJoZxbBiHhnGQJEnSpBjoOTAkSZIkSdJgGPQrMCRJkiRJ0gCwgCFJkiRJkjqv7woYSW5P8lSSLWPaLkjyYJLNSdYnmTXmd3+RZGeSnyVZOaZ9Vdu2M8lNk30cx+L1xCDJoiT/m+TR9vGZMX+zrO2/M8nfJUkvjudoJTkrycYk25JsTfKxtn1OkvuS7Gh/zm7b0x7nziQ/TnLhmH1d1/bfkeS6Xh1TL5hTDfOqYV5JkiSpq/qugAHcAax6SdvngZuq6k3AvwJ/DpDkPOBa4Lfbv7ktyZQkU4C/B94JnAe8v+3bL+7gNcag9VhV/U77uGFM+z8A1wNL2sdL99l1h4E/q6pzgYuANe37eBPw7apaAny7fQ7N+z16rNfTHD9J5gCfAN4KrAA+MXpydoK4A3MKzKtR5pUkSZI6qe8KGFX1XWDfS5rPAb7bbt8HvKfdvhxYW1UHq+pxYCfNP9IrgJ1VtauqDgFr27594XXG4BUlGQZmVdWD1czkeidwxUSP9Xiqqr1V9aN2+wCwDZhP815+qe32JX59XJcDd1bjB8BpbRxWAvdV1b6q+m+a+PXbSedRM6ca5lXDvJIkSVJX9V0BYxxbgN9vt98HnNVuzweeHNNvT9s2Xns/Gy8GAIuT/FuS7yR5e9s2n+a4R/V1DJIsApYCDwHzqmovNCdjwJlttxPp83CszKmGeWVeSZIkqSMGpYDxhzSXOT8CzAQOte2vdO95vUp7PxsvBnuBhVW1FPhT4K72Pv6BiUGSGcC/AH9SVb94ta6v0Daon4djZU41zCvzSpIkSR0x1OsBTISq+ilwGUCSs4F3t7/aw4u/MV0A/Ge7PV57XxovBlV1EDjYbj+S5DHgbJrYLBizi76MQZI30Jxk/WNV3ds2/1eS4ara217K/lTbPt7nYQ9w8Uva7z+e4+46c6phXplXkiRJ6o6BuAIjyZntz5OAvwJGVwRYB1ybZFqSxTSTzP0QeBhYkmRxkqk0kxKum/yRT5zxYpDkjHaCRZKM0MRgV3sJ+IEkF7WrJHwQ+GpPBn+U2nF/AdhWVbeO+dU6YHTFg+v49XGtAz7YrppwEbC/jcM3gMuSzG4nGbysbTthmVMN88q8kiRJUnf03RUYSf6J5lu905PsoZnlfkaSNW2Xe4EvAlTV1iT3AD+hmVl/TVUdafdzI80/01OA26tq66QeyDF4PTEAfg+4Jclh4AhwQ1WNTlT4xzQrL5wMfK199JO3AauBzUkebdv+Evgb4J4kHwL+nWbuAoANwLtoJp78JfAHAFW1L8knaU7CAW4ZE6OBZ041zKsXmFeSJEnqpDQT5UuSJEmSJHXXQNxCIkmSJEmSBpsFDEmSJEmS1HkWMCRJkiRJUudZwJAkSZIkSZ1nAUOSJEmSJHWeBYwBkMb3krxzTNvVSb7ey3FJ/cy8kiRJkrrFZVQHRJLzga8AS4EpwKPAqqp67Bj2OVRVhydoiFLfMa8kSZKk7rCAMUCS/C3wHHAKcKCqPpnkOmANMBV4ALixqp5P8jngQuBk4O6quqXdxx7gs8Aq4FNV9ZUeHIrUGeaVJEmS1A1DvR6AJtTNwI+AQ8Dy9tvjK4HfrarD7cnVtcBdwE1VtS/JELAxyT9X1U/a/TxXVW/rxQFIHWReSZIkSR1gAWOAVNVzSe4G/qeqDia5FHgLsCkJNN8KP9l2f3+SD9F8Bn4LOA8YPdG6e3JHLnWXeSVJkiR1gwWMwfN8+wAIcHtV/fXYDkmWAB8DVlTVs0m+DEwf0+W5SRmp1D/MK0mSJKnHXIVksH0LuDrJ6QBJ5iZZCMwCDgC/SDIMrOzhGKV+Y15JkiRJPeAVGAOsqjYnuRn4VpKTgP8DbgA20VzWvgXYBXy/d6OU+ot5JUmSJPWGq5BIkiRJkqTO8xYSSZIkSZLUeRYwJEmSJElS51nAkCRJkiRJnWcBQ5IkSZIkdZ4FDEmSJEmS1HkWMCRJkiRJUudZwJAkSZIkSZ33//Go5Mt4IcomAAAAAElFTkSuQmCC\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "c = sns.FacetGrid(df, col=\"L1 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Median Citations after 5 Years\", alpha=.7,color=\"g\").set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "l2_gen_sframe['Total Ciations After 5 Years'] = l2_gen_sframe.apply(lambda r: citations_after_years(r['Total Citations by Year'],\n", " r[\"Year\"], 5))\n", "\n", "g = l2_gen_sframe.groupby([\"Year\", \"L2 Field\"], {\"Average Citations after 5 Years\": agg.AVG('Total Ciations After 5 Years'),\n", " \"Citations after 5 Years List\": agg.CONCAT('Total Ciations After 5 Years')\n", " })\n", "g[\"Median Citations after 5 Years\"] = g[\"Citations after 5 Years List\"].apply(lambda l: np.median(l))\n", "g = g.remove_column(\"Citations after 5 Years List\")\n", "df = g.to_dataframe()\n", "df = df.sort_values([\"L2 Field\", \"Year\"])\n", "c = sns.FacetGrid(df, col=\"L2 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Average Citations after 5 Years\", alpha=.7,color=\"orange\").set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "output_type": "execute_result", "metadata": {} }, { "data": { "image/png": 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p8Yh4kaTDJC3q6QEjYn5E3FW8XinpAUm7SHqNpIuK1S6SdHJPjwEAAFAzzEICAEBDqCaAsS4i1kmS7WER8aCkfWtxcNtTlAGR2yRNjIj5UgY5JO3YxTZn2L7D9h2LFvU4jgJs88hLQO2Qnwa4UgCjbWM+UDfkJaA2yEsYqKoJYMyzPVbSnyVdbftSSU9t7YFtj5b0B0kfjYiqZzWJiPMjYlpETGtubt7aZADbLPISUDvkpwGuvOUFrTDqirwE1AZ5CQNVNbOQvLZ4eY7tayWNkXTl1hzU9hBl8OJXEfHHYvHTtidFxHzbkyQt3JpjAAAA1ESpBYZUjIMxps+SAgDAtqzLFhi2ty+ex5cekmZIulHS6J4e0LYl/VTSAxHxrbKPLpN0WvH6NEmX9vQYAAAANdO6VrLbXwMAgD5RqQXGryW9StKdkkKSyz4LSXv08JjHSnqbpBm27ymW/Yekr0n6ne13SZor6dQe7h8AAKB2WtdKQ8dJ65dKLav7OjUAAGyzugxgRMSriueptTxgRNyoTYMh5Y6v5bEAAAC2WssaacRORQCDMTAAAOgrXQYwbB9eacPSVKgAAAD92sIbpXEHS0O27/zz1rXSsAmSHi7GwAAAAH2hUheS/y6eh0uaJmm6suXEwcppT59X36QBAAasdQulR34sjT1Qmvza9vEFgN62cYV0/7nS1LdJu//75p+3teTUqcN2yPe0wAAAoM9U6kLyIkmy/RtJZ0TEjOL9QZI+0TvJAwD0W20bpYXXS+OnSUPHSKufkJbeLrVukJ68NGu1l/xLeuZeaexzcpudXyENHtm36ca2Zf3SfF73dOeflwbtHFoEMGiBAQBAn+l2GlVJ+5WCF5IUETNtH1rHNAEA+qu2Vmnj8qzVfug70spHs+Z60gnSE7/P4IUkbbe3dMAnpaV3SbN+Ji29M5fv+EICGOhdG5fl87ouZm8vBTCGbC8NGkwLDAAAWjdILaskD5KGjNm0JW2pLCjlANg1bmVbTQDjAdsXSPqlcvaRt0p6oKapAAD0f6tmS/d/TVrzVL4fPEra6wzpyculOb/KMQb2/Zg0ZDtp0NC8oO1yojTp5VK05jaDhvZd+rFt2lAKYHTRAqMUsBg8UmoaSQsMAMC2bckd0oPfkjauzPejdpd2eok08UXShiXSfV+T1s7Pz8YeJO3/SWnY+JodvpoAxjskvV/SR4r310v6Yc1SAADov5bNlOZeIsVGacWD0uDRGbQYNFQaf7g0vFna6cW53g5HZqS+o0GDVd3lCKiDUgBj/SIpYvOaolILjKYRGcTo7RYYi26Wls3IMTponQR0rmWN9NgFGRDfft++Tg0wMLW1ZoXU3N9Lo6dKU9+e18hFN0mP/VSafaEkZ4vFvc7Iz+b+Trrjw9LoKbmP/T6+1cGMbkuMEbHO9o8k/SUiHtqqowGNrHWDtPw+adyhmxZgV83Kx6Ch0g5HS03UEGMbt/x+ae1T0ponpSf+kF1Ehu0oTXiutOe7c7yLcoNHSRP+rW/SCnRnwzP53NYibVjaPlhnSXkAo2mk1LK69mlY86Tkppyqtdy6hdKD35Za12U3qwP/o70Q2JkVj0hDRksjJtU+jUAjW36fNP9q6elrpT3fJe3yqly++oksv42YWN1+WjdIS26V2jbkdW3cwfVLM9DIIqQlt0stK9rfP/2PrJCa9DJpr/e23xPt+trMawv+ntfIqW9rLwtOOFqadWHZtTO2OmndBjBsv1rSNyQNlTS1GP/iyxHx6q0+OtAo1s7P5k6rZkl7vjMzoiStnivd9fEs2ErSTsdL+32079IJ9KW2lrwIzbu0fdmOL5D2+ZA0eESfJQvYKqUxMKTsRlIpgDF4ZPv7Wrrvv6RBQ6Qjzsv3Edmt6qHv5fsDPpm1WzO/LE37QXZjmfs7afLr8sYs2qQ5F0tzf5s3a/t8MJvyAtuKtQvyefv9c4arcYdJw3eSpn8mA4Bd5YnyVldrnspukKtm53tbOurHBASx7dm4SnroPGnxbZsubxom7fexbFnb0ahdpT3f0cny3aTnfKGmyaumze4XJR0l6TpJioh7bE+paSqAvrRuoXTnx/JCtf2+0pxfSjsclRe+B8/LGrcjvppRxSf+JO34fGn8EX2d6oFl7u+lBddI075fdCdAQ3rou1m7NfkkafLJkgfXtE8j0Cc2LMtWQi2rM4Ax5oBNPy8fA2PwKGndotoef/2SDJZLGUyPNunOj+ZNlyTt/f4MFA5rlu75tPToj6VVj0mr5kjPTJcO/Gwue2Z63qCtXyQ98K3c726n1DatQKNat0BqGi7td5Z06zuySfv2+0kblkvDd8w8Ea3ZT1/K2Yce/O/M/wd8KmuPH/5uXtcO/I8MDN718RzDaa8z+vZvQ/2tmiWN2DnPoW3dikekB86V1i+W9nq3NOGY9s8Gj26IrozV3Cm0RMRy13j0UKBXbViefbZaVrUvGz1VmvzarOGKVumI70qDhkm3f0Ca+f+yFm7lI3lhG7VbNodaekcGNUpTPkrSiF2kqW/p/b9poFg1S5r9yyy0L7s3x01A41n7tLTwOmnXk7N5LjBQbFiWs+I8c0/nM5F07ELSWoMuJOsWS09eJk15a/7ulSy6KYMo0SpNeUuOITOxqOkas7+0y6uzBZQH5TXp8d/kNatpqLTvmdKkl2Yf5bm/lZqfv/XpBPqLtQuyC9bwCdKY/TIvbViSNcbTvidN/1xWlkw8PmfHmvmlDBI2Dc+AYVtLVmId8KkMeEiZh+ZfnXlx8Ki+/ftQP2vn5zmw+5ukKW/qnWOuWywt+Ju06ymN1TV94Q05OOfQsdKh5zbseDLVBDBm2n6zpCbbe0s6U9LN9U0WUGOP/FBacps0vOgDGW2ZSef/LS96+3ygvYngfh+TZv8ia68mv0Zqfl4uHzQkB555+Ad50/0sgnvauEpqW7950+vutLVkQGjIGKltXRY4CGA0pqeukGRpl9f0dUqA2trwjLTdntmaqLOZSDbpQjKiNoN4Pnl5tugbuau0fGbOzDN8p2yJtn6hNPE4acobN99u6tsyjc3Pkya+MEd+f/LyHHumNDbGoCZpypu3Po1Af7Lu6fYxZCYcm12u1s3PwaMHj8zg+/3fkBbfLM3+3+xqdchXc8yYR36Yte9T3rppK9DJr85Wh/Ovzu0xMM3/W3YlWnavpF4IYERk659lM3OK0Z1fUf9jVqNto/ToT6RRU6WDv5TXpQZVTQDjw5I+K2m9pIslXSXp/9UzUUBNLbopH3uctmlz2qevy2DEuEOkSSe0L5/wb10POLjdntIR36prcvudVXOkGV/Mwv1RP9qybedekn1ND/qctOgGafEt0t4fyAI4GkfL2rzANz8va7eAgSIi56ofOi5rXbtqgTFoSN7YNI3K953NVrIlx1x8U76ed2m2DBx3SLYCeeznuXxyF4HCpmHSQZ9tf1/pegVsKyKyC8m4Q/N9cxHAaFmbwQwpB5ketkPWLrdukA75SvbZl7LLSGe220sae6A0/6+ZJ2mNPvC0bZQWXJ2vVz6c7wcNqe8xn/prBi8Gj8prwKQTGuPcWnhDBvT3+2hDBy8kqZP57DYVEWsi4rMRcWRETCter+uNxKGfWr80Lw7Viui80Lh+afvgmdVYeqd0x5k53VzJxhUZWd9ur+wuUm7icdLRP5MO+kJj/HD0R8vvl+45O3/w1jzZPpp/NVY/ns2cd3xBUQg/NueTXj6j+23Re9paioLgmq5vqoD+auOKbJE3ZGzOOFB+LWpZnd1LWtZkgFbKmty2lizk9tSqWdkla+xz8ndw/RJp7CHtN1rjDs2WFQCqs3G51Lq+vZXt8GZp+32yaf4O03LZoME5M0nrBmnnEzJoWI29358tNSgnDkyLb8lu5jufkOfGykfre7wNy6RZP5fGHybt/b4sOy+9s/vt1i+R7v2CNPMred2qtYgMpozaNQfAbXBdtsCwfVmlDZmFpAGsmiOtnpM34o1i3ULpjg/luBCHfnXzwXAW3iipLfsV2plhHv5eDpB5yFcz0i1ll4Tb3yeN3iubMXUWDV0zL1tWNB+bx5v9v1mbP/2z2cx211OkR8/PQujBX+m8Vr/BI4wNbfFt0gNfz4Hlpnwgm2aueLi62sC2VunB72T0uTQ41vgj8nxZdFN7LQr61rrFOZDT8gez+ez2+/R1ioDaKs1AMnRc3vwsvjkDGh6U4yOtmpXnfWnQsqbiuXVNz/stL7op97//J6Q7z8zC87hDctDAfc/MgQcBVK/U9at8GuK93puDEJaXQ3d5Vb6feHz1+yaYOLA99df87Z3yFumpK3M63jH71/F4f8mxV/Z6b15zZv08p6Mfd2h796WNKzOY0Fp0V4zIVsqt66Voke78iLTD0dkNapcTs/XgM/dIS/7V/fFH7iZNenl7QG79EunJK7ICctWsnK2nHwTrKnUhOUbSE8puI7dpW+zoH1FMqdbcmE3a5/wyT9Zxh7XPtVutjSukIdtXv37rupwTu3ybiKw9atuYfQiH7yQ9/P0cfGzVY9L9X88BcXLl/JFY8Pd8O/GOvJAsvjX7Fg4aLM2+KAeMsaWF12fTv2UzcoyEyWV9D1fNkp7+e95USdnkaa8zpJWP5fQ9Kx+TZv1CWnRzRlKnvLm9bzBqY8Hfs3A/ek/pOUX3kUGDpRUPVhfAmPfnYoDUT7efu01Ds6/q4luyxsPdNhDrnyJyloDSIGFdrrM4a5HqYd3CvGmquM6CbL0ULfl/2vF59UkL0JdKrcaGjs082daSrf+G7SAtm57B9NY10tBitp1SIKNlTW6zpSKkRTdKYw/OMTd2f7O09Pa8fko5CCeALVOaQnV4WQBj+30kdQi6Nw3Psicg5cwzy2ZmF/OhY6WRkzOAoa2YvWn90gyIdxYEaN2QAYwdjpRG7pLLdntDlrWmfzbT0bIm369ftOnAsSN2lvb9aN6LPXReDqreui4HAp1wTN5LNQ2r3P0lIit1l/xL2v0NWc585IfZjbFpRE5u0E+m364UwNhJ0kuVo5m8WdL/Sbo4Iu7rjYT1iQhpzRM5iMuyGfnYuDJ/BA/4dOUbjt7W1prpi8gbvp1P6H6bkuUP5FRsU96SJ3A16z/w9cxU+35Ean5uZoCHvptBgpKRu2RTqL3flzefD/+PtOT29s9tafc3Sm6SHv91DowkSTsdL223T2aipXdkxn76mgw6ND8/W1YsvH7TNI3aVdrznRlQefA86b7/yiDKzidmRHLMgdJjP8l97HZq9d8NKouQnvijNOvCbP524H+0126MmpoBjJLW9TluwqSXb1pTuWZezgjTfEy2ninXfGwGpJbNlMYdXPc/p9dtXCk9+O3MF7ucmLN5dLzYbFiegzstvTu7bOxxeu2mlo026fHfZf6L6H790VOkA85uv9ACA82GshYYUXRZXDM3C3Qbi1mrNizPVn5SDjgs5bg/E4/P69egwdmqYui4nIK7qwJk20bpsZ/liPel8Zh2eWU+APTculIAo4HK6Wh886/K3++disDx2IPyfqPUCq9k0c15fdjh6K5b3rW1ZsXy3Eukvd6TA8B2tOj6vJ6UV8ru8sq8f3noe9Ldn85lw3eUDvtm161ep30vn9fOl+77WgYvJr0sW3VUahkYIT31f9ktuHR/Nmq3bAFfGg+mn+iyVBwRrZKulHSl7WHKQMZ1tr8cEd/rrQT2mqevzX9oqVZy+I5ZEBk5OadduvMjObf0Dkf2bTpLVj2aAQU7C05bEsBYeF2exLN/ma1LdiqmaHv0fEmDpKlvzwwQkTXlsy/K9UbsIt331Zyto2VVBjGmvlUavYe09ilpwT+y9n3nV2a6Ru/V3jxXyn2UWkI0PzdbtwwalsEGhTTvT/k/8KDsirDXu3PKuLEHSy0r2/czdHwesxTdfGZ6/v92OyWjj1L+IOwwrb1lALZehDTrZ9ITf85xK/b72Kbf7Zj9MmDR1potluZflaMZt61rDyKtX5pdTZqGFa0sOkSoxx+R597imzYNYGxJi6G2jXkuDx2/6XRYpcjzkNGdb7duYTGl2siuB6os9RFcekdeKLr7wW9ZkwGZhddlTe/G5XmM5mOkJ/8v827Hqdk2LMsI+4Sj81iLbmjvf7+12tZnt5CJx+X/sBI3SWMOaqzpvYBaezaAMTavUU3Ds1Jg1JRcPv6wDCaW8uC4Q6X9P56Dvs35VQYD5SzwStktcc93Sju9ZNPjrFuYBc2Vj2RgckuasAOobO2CbNFUKgMC3WndkK2JJxzT3hJ4zAHZjWTVrBw7T8rf//u/luW/waOkAz6ZZdVy65dKD3wjK9+GjM57p51PlJbcmteJ0vVhw9K8Dxr7nE233/EF0vYHSKtnS3J2Yalm2t4Rk6TDviGtnZf3Rd2xswXS+COyMtFNeQ/WD/NNxTu7InBxojJ4MUXSdyX9sf7J6gPDmqVxh+dN05jnZH+okuZjs+Ax48tZ8Nj1dflD2Z1S64jhE3P2iu60tUorHshxHMYemDXaXfVDemZ6Pu/00syA1d7gRVtGEif8W95IPfy9zCita6V5l+c6y2dmhl7xUEbomo/JlheDhmVkcc0TedLv/IpN+4l1HOBv+727Tseo3fJRbp8PSff9p3TvOXkDvONx+feP6aY/8F5n5HfcMdpJJL522lqyxc3T10qTT5L2fM/m5+b2++U5tObx/CFdcE0un/sHadIrMuj2wDezZcYBn8rayo6ahkvjp0mLbskAgQe1d1c57Ovdz0fduj7PoaV35/sxB2Tf8o0rpAf+O1stHfGdTQMPrRuytc5TV7YvG7N/ds3q2I1lxYPSkjuyhvWus9r703ZmzZMZiGndkMcbvWcGfHZ+VeaNJbdLC/+5eUuIQUPyXB69R34Pi26s/DdvqSlHZBPBftDHEaiJOb/OAuOYgzY/7zcuK2YXGZmflbqxbVyZgczd35y/J4OLAIadAcCJx+VAnE9fK8XGvF6tXyzN/V2O77NsZgZpm4ZJi/+VMx8opAM/kwF8ALWz7un2ATyBSiKKSte/Z6VW+RSm44/IMtj8qzKAsX5ptogduWu2mH3sp9nq+8j/yYrcRTdmpVlpXIv9z8prycyv5NTzc34lDd0hy3+SpD3zeJ2Vv4ZP6Nksb01DqwtelBsxKR/9WKVBPC+SdJCkv0r6UkTMrHdibJ8g6TuSmiRdEBFfq/cxnzX2oHx0phTheuwnWSP65GV5ku/0kk2bi5ZPvdOyNseDWHh9Fo72eIe0y0mbn7Qta6Sld2V/pKW3tzdZlfJE3uGofIw9eNNmqcumZ1+lnV+Ztd6Lb9u072xERvqitX3Z0PF5A7ZhWRa2xh4o3faezGAenAWtfT4oPXpBts5oGtreCqKU7s7mpa+VcYdIh5+XBb1Ru1c/rseQ0dLUt9QvXdu61nUZwFt6Zw6Outupnf/4blcEF0pjk6yald1H5l+VIyevejRbNB3ymcotF5qfl0G25Q/ktIKzf5mBt9m/yMFYu7rxblmdQcYVD+SNw5OXZtBl51dIT16eQQw3ZRO/Az/T3jriycuk1XMzALf9ftkU9el/5E1PR01Ds2lg87EZEJl7Sdd/x+BRRRPzl+Tf0THdOxzZfYuu5mPyAaBnNizL6/aci3OAv1K3j9L4Mhue2bS/cqkb2+Jb8rdo+32zbDB6r833PWLiptfEUbvmdWzOxTnD0spHs1Jk3uVZwDzw7H5faAQ6FZEDAa64X9rnzAz4ta7Liq/ya19EtgTsKvDfum7zz9pasjKhvEIh2jJgWLJuflY+Ah1tXJnToy5/MJ9XPJTlRSkrq8aU3fsN2T6D00//Q5ry1mxV0bpeOuTs/H0fOjYrr2b+v6xsbi0m5Rw9Rdr/U7lOtOW15tEL8r7qOV/cdHBZ1ESlFhhvk7RaOQLOmW7/AbKkiIgtGAGye7abJP1AOe7GPEm3274sIu6v5XF6rGlo3txPfm2Oz7DgmrypG7JdtlZY+WjesO362jz57/96RvimvDkHtHz0JzkwzL5ntg+gsvi2bO3Q1pL72eHfMlix3V5ZU7zktjzOk38paqYPL4IZh+T0lbuclIWiEZMyuLLioQxijJy8+fgUUvZjHzm5fVqppuEZnHjikryxm/SyrJnd8bii/5d7fyDFkTtLh3+zd4+Jyh48T3rmLmnfD+c50pXhO2bLpCcvz3FkBg3OAYla12Ygb+KLpH0+0HXBpWSHI/McfeyCrDVdvyQHkFx4YwbuymcoWb8080nr+mzNsHq2tP8npR2fnxeUe86WZl2ULTEO+kLmuzm/luZdlsGHDc/kBeegz0sTjmrf726nZIuojsrzxKH/1fk6z647iFYOQF8bOlY65hc5u8iCv7d3+xh7SAYX1y3KKVRLSt3YWjdk01o7Z9SqlgdlQH3M/hnknHd5BlH3fDfdsTAwrZ2f42KVypwta7Ms+tD3cuDBA8/O8sH6JVk2XjUry8Ljp2XF3bDm7LL18Pezy2RpFjk7Wzg9/D9ZUTXxxRmA9KBs0r/ysU3TsdPOvf2Xo9G0teTsjCseysfKh6Q1T+VndlaOlgLT2++X90Qdy2m7vDrHlLjn09mSdv+z2ivdRu8h7Xqq9PhvsnX4/p/MFhbl5T0Pyn08er409TSCF3XiqGYgt15g+xhJ50TEy4v3n5GkiOiy5DBt2rS44447eimFHURbTlmz4OqcSWPUlAwkLLwhPx86Nk/scQe3jyUx68KMxrWszXVGTs6uHDsclRmps2BB6wZp+YwMdiy5LW/YSg4+Jwtbq+fmFDyLbsz1m4ZmJt7t1Pbantb10uMXZ21U8zE5+KKULT5ue3cGVY76EYP11UfD38VWzEurn8hgXDWzizwzXbr/3Ix47/i8HPy2ZU0WWEo3A9VYfFu2xGlZk33QD/q89K/3ZiunEUUhJVqyP3npN6xpeHZNKW/VsPz+HHSvdF63rM3zfeOKXLbvR4q81/D/IqR+8Y/q02sTKlvt6xPGAAAgAElEQVS3MCsGFvw9X0v5m/GcL7Svc99X82bsyB9s3tVxS6xfmr+dXbXu7FvkJfTcfV/N8mTrury+D2rKm7WmEdLDP8h1Rk8p8lhx47jmifZr+KpZ7YFCqSi3bszr8fIHMt8NGpbX+DEHZIvGpXfk9X7QkBysfcqbpMHFmFYelGXpasYNqI+Gz08DNi9N/2ze87RtzC7MpXNq6LgiUFE8ttu7+wq0Z/f5+bzHm/TSDLaVa2vNSrqxz+l6jL2IbPFO+bInqvrCGimAcYqkEyLi3cX7t0n6t4j4UIf1zpB0hiTttttuRzz++OO9ntbNRLSfoAtvyKb2e5y2eR//5Q9kE7vt9ioGCN3CYEFE/ugvuS0vCnt/YNManZY1OSjgshmbj08hZW3z7F9ls/7y8SkWXp8R9GpmJEFPNOSvV93y0rrFWcs5+TVbN33t2vkZ5d7t1Az2Lb1TeuJPkkq/Wc6L0sQXZfeoQUMqTx9VsuiWbPk05a3t/drRXzRkXpIa9NqErkXktXLhPzOAMeHo9s9WPJJNiPc6YyAXPhv2DyMv9QP3fz0Hpdag7DY18UU59bCUrY42PJMBhvWLsxVky8oMLkx9e051OvcSaeMzUvMLstvmM9OzRdTY52S300U3SorsFrLbqRkgWb808+WaJ3PfjTXOWUPmp20iL917To5DpEFZ5tyuCFgMm9Dz3+9Vs/M83OOdtJzrff0ugHGqpJd3CGAcFREf7mqbARtNxEDTkBe2cuQl9BMNn5ck8hP6BfISUDsNn5/IS+gnqspLvTzAQUXzJJWP7DdZ0lN9lBYAAAAAANBAGimAcbukvW1PtT1U0hslXdbHaQIAAAAAAA2g0iwkvSoiWmx/SNJVymlUfxYR9/VxsgAAAAAAQANomACGJEXEXyT9pa/TAQAAAAAAGksjdSEBAAAAAADoFAEMAAAAAADQ8BpmGtWesL1I0mpJi/s6LYUJapy0SKSnO72VnsURcUIvHKfHGjAvSdvu+VKtRkoPeamM7ZWSHurrdJRppHNFIj3d6Y309Je8xLWpskZKi7Ttpqfh8xN5qSqkp2sNlZf6dQBDkmzfERHT+jodUmOlRSI93Wm09PS1Rvs+SE9ljZSeRkpLI2i074P0VEZ6GlujfR+NlJ5GSotEehpdo30fpKeyRkpPI6VFogsJAAAAAADoBwhgAAAAAACAhjcQAhjn93UCyjRSWiTS051GS09fa7Tvg/RU1kjpaaS0NIJG+z5IT2Wkp7E12vfRSOlppLRIpKfRNdr3QXoqa6T0NFJa+v8YGAAAAAAAYOAbCC0wAAAAAADAAEcAAwAAAAAANDwCGAAAAAAAoOERwAAAAAAAAA2PAAYAAAAAAGh4BDAAAAAAAEDDI4ABAAAAAAAaHgEMAAAAAADQ8AhgAAAAAACAhkcAAwAAAAAANDwCGAAAAAAAoOERwAAAAAAAAA2PAAYAAAAAAGh4BDAAAAAAAEDDI4ABAAAAAAAaHgEMAAAAAADQ8AhgAAAAAACAhkcAAwAAAAAANDwCGAAAAAAAoOERwAAAAAAAAA2PAAYAAAAAAGh4BDAAAAAAAEDDI4DRgGxPtP1r27Ns32n7FtuvtX2c7StqeJwptmd28dkFtg/oZvs5tifUKj1AT9kO2/9b9n6w7UW1zC/1ZPtC26d0s85xtp9b9v59tt9e/9RhoKtV/rF9ne1pxeu/2B7bg7Scbvv7W7pdLZDHUA89zV+2D7X9yvqnsHaqKTsCXdmKvFLz64btc2x/opb77GE6ui0fbosG93UCsCnblvRnSRdFxJuLZbtLerWkZ3orHRHx7t46FlADqyUdZHtERKyV9FJJT9Zix7abIqK1FvvaSsdJWiXpZkmKiB/1aWowkNQ8/0REv7rxKhwn8hhqr6f561BJ0yT9pZ6JqyXKjthKdSvL1ZvtwRHR0tfp2FbQAqPxvFjShvKCU0Q8HhHfK723Pcj2I7aby94/antC0XrjT7anF4/nFuucZXtm8fho2fEG277I9r22L7E9sli/vCbtTbZnFNue21miu9q/7c/bftD21bYvtv0J23vavqtsnb1t31mbrw/bsL9KOrF4/SZJF5c+sH2U7Ztt310871ssb7L9zeL8vtf2h4vlc2x/wfaNkk4tasJuLdb5k+1xxXp72r6yaCl1g+39bI8pth9UrDPS9hO2h3S1n3Iua9lke1qRF6dIep+kj9m+x/bzy2sHKqTvOtvn2v6X7YdtP78eXzwGhEr5Z5Ttn9m+vchDrymWj7D9m+K8+62kEWXblJ/Hby/WmV6qXbN9ku3biv393fbESomz3VxcR+6y/WPbj5ft/63FOX5P8VlTsXyV7f8sjntr6RjFvv5Q/D232z62ijy2V5HO6UUa9rQ9yfb1xfozyV+oYIvyl+2hkr4s6Q3F+fWGCtexkbZ/V8qHRb4qld9e5mzFe5ft39seXSyfY/tLxfIZtvcrlo+3/ediX7faPrhYfo6zrPi3YtvX2f56se2VtocU65WXHU8o9j/d9jXFshcWf889xd+xXS989+hfKuWVTs/Pcp39vhfLR9v+udvLe68vlq8q2/YU2xd2ss/3FPuaXuy7dK90oe1v2b5W0rkdtmmy/Y1iu3ttv7fss08V6Zhu+2vFsmrKh8cX+WZG8ZsxrFj+Sue91v9n787j467q/Y+/Pk3apvuaLrSUlqWAQClQEAERCiqgCCJe9wvKlZ8rLlcv6r0qqFdFryh69SoigoqICwoiCMgii7IVKC2UtS1039t0b5p8fn98zrczSZPJNJlkJsn7+XjMY2bOfJeTZE6+3+/n+znnPGBm3zezW6zAtWKRf4eKpgBG5TkEeLzQAu7eCPwKeE8qOhWY7e6rge8Df3f3w4EjgafN7Cjg/cCrgWOBD5rZEWndA4Er3X0aUAd8JH9fZrYX0ShnEncDjjazs5st0+L200HsbcARwDnEnQTc/SVgg5lNT5t4P3BNUb8dkdb9BninmdUA04CH8z57FjjR3Y8AvgR8PZVfCEwBjkht4Lq8dba5+wnu/hvgF8DFaZk5wJfTMlcCH3f3o4DPAD9y9w3AbOB1aZkzgdvdvb7Adgpy94XAj4Hvuvt0d7+/2SKFtlvt7scAnyx2f9IrFWo//wnc7e5HAycD3zazQcCHgS3pe/ffwFHNN2pmh6T1Z6bj0ifSRw8Ax6Y2+RvgP9qo35dTHY4E/ghMSts/GHgHcLy7TwcayB0bBwEPpf3eB3wwlV9BtKWjiWPUVUW0seuAH6ZtHQcsA95NtO3pwOHAk238DNJ77VH7AvoSx6ob0vfxBlo/jn0EWJfa4VdJ7TBdqPwXcGpqN48Bn87b7+pU/n/E8QvgUuCJtK0vEMeWzH7EheVZxDnoPe5+GLCV3AUnad+1wE+Bt6U28/b00WeAj6Y289q0rki+Qm2l0Pczs9v/91T+RWCDux+W1r97D+p0o7sfnb7L84AL8j6bSrSxf2+2zgVpf0cDRxPXRlPM7HTgbODVaXvfSssXPD9Mv49rgHekdlcNfDiV/wQ43d1PAGqhzWvFbk9dSCqcmf0QOAHYAXw276OrgZuA7wEfAH6eymcC/wqQ0t43mNkJwB/dfXPa5o3EgeNmYJG7P5jW/RVwEfA/efs5GrjX3Velda8DTiS6uWRa234f4KaUBoaZ/TlvnauA95vZp4mTz2P2+Jcjksfdn7K4i/oudk+5HQZca2YHAE6cHEL8Q/9xlvbn7mvz1rkBwMyGAcPd/e+p/Fogu5N1XHqdrdM/b913APcA7wR+1Np2OvIzF6pf3iI3pudZwOSO7k96pjbazxuAt1iuP3ANEUA4kQiaZ+s/1cKmZwK/z06a8trYROAGMxsP9AMWtFHFE4C3pm381cyyLpWnEBdsj6Z2OABYmT7bAWR9p2cR6cgQ7f5Vee12aKE7wemzCe7+x7T/ban8UeDqdPf5T+6uAIa0qJ3tq7nWjmMnEBdtuPvcvHZ4LPAq4MH0Xe8H/DNve/nHhnPytvW2tK27zWxUOsYA3Obu9WY2B6gC/prK57D7seVY4D53X5C2lbX7B4HL07nkje6+uIWfU3qxNtpKoe9nprX/76cS52PZfvakW/6hZvY1YDgwGLg977PftdLN+A3ANMuNXzEMOCDV4+fuviXVY22R54cHAgvc/fm8ZT4K3AvMz9oakbFyYXrd2rVit6cARuV5mtQ4Adz9oymK/lj+Qu6+yMxWmNlMIvPhPbTOCnzmbbwvtG5byxRa9w+kO2rALHdfU8R+RNpyMxGAOwkYlVf+VeJu0VvTgfHeVG7s/p3PbG5jX32A9elOUkv1+IaZjSQuru4mDnrF2EkuO66myHUK2Z6eG9D/fCmstfZjxJ3U5/IXTieIrbWf/HVbWuYHwOXufrOZnQRcUsR2Wiu/1t0/38Jn9e6e7Tv/+98HeE0WXN+1IWv1kNXiB+5+n5mdSNx9/qWZfdvdW7ojKAJ73r5e3Wz9Qsexlhhwp7u/q5XPWzo2tLStrA1th7iza2b5bauR3Y8tLbZ7d/+mmf0FOAN4yMxOdfdnW6mf9F6F2kpzzb9nrf1/b+1YlF/W2jnXNcDZ7j7bzM5P9cq0dq5oRIbu7U0KzU5rpR5t2eNrrT28VuxW1IWk8twN1JjZh/PKBray7FVE1sRv86J/dxFpvVn/q6FE6uzZFv0kBxF3sbL02Elm9pr0+l1EWm++h4HXWYyvUZWW+XuzZVrb/gPAmWZWk+5W70oxTHewbidSF3tMRFDK7mrgK+4+p1n5MHIDQZ2fV34H8CEzq4boX9l8g6lLyDrL9W9/H9FNqw5YYGZvT+uamR2e1tkEPELcFbvF3Rta204LP8NCcqn4b8sr3wjsdpd4D7Yr0pbW2s/twMfTCSB5XRDvI50QmdmhRLpvc3cB/2Jmo9JyWRvLb5PnFVG3B4B/Sdt4A5D1D74LONfMxmTbtxj4upA7gI9lb/K6M7bWxuqAxVn3STPrn453+wAr3f2nwM+IbpsirdnT9tX8+9jacSy/bbwKOCyVPwQcb2b7p88GmtnUNuqY36ZPIrqZ1BXzwzXzT+LccUra1sj0vJ+7z3H3y4gbcwe1Y9vS87XWVor5frb2/715eXYMWWFmB1uMW/bWVuozBFiWsu2KDQLcTnTxyMaHmZquke4APmC5cTRGFnke9ywwOWvPecs8C+ybgpoQ2b/5WrpW7PYUwKgwKaJ9NvGPf4GZPUKkCV3cwuI3E3d18wMAnwBOTil+s4BD3P1xInr4CBGQuMrdn0jLzwPOSymHI4mAQn59lgGfJ1LhZwOPu/tNzZZpcfvu/miq42wiVfExYEPeqtcRUcg7ivrliLTB3Re7+xUtfPQtIiPiQSL1NXMV8ArwlJnNJvq0t+Q8ot//U8RYMF9J5e8BLkjrPk30Dc7cALw3Pbe1nXyXAleY2f3EnbHMn4G3WhpgsMj6iRStQPv5KpGu/pTF1NtfTeX/BwxO37v/II4Bzbf5NDE+xt9TO7k8fXQJ0f3qfqCYPrmXAm+wGAD6dGIMio3u/gzRz/+OVI87gfFtbOsiYIbFYGnPEIN3QuE29j7gorSPfwDjiLtwT5rZE0SwsaXfnQjQrvZ1D5EK/6SZvYPWj2M/AmrTd/Ni4Cmi7/0qItBxffrsIdoOGFxCahvANykuuLibtO8LgRtTu8+Og5+0GPB2NjH+xW3t2b70bAXayiW0/f1s7f/714ARed+/k1P554iuhncTx5WWfJG4vrmTCBgU4yrgGeDx1K5/QoxJ9lfi2ugxM3uS3PgzBc/j0o3f9xPHzTlE5tOPU6bJR4C/Wgw8v4Km11otXSt2e5bLAJPuxmKQzO+6e8WOfG5mg919U4o03gdcmAIeWPT3HObuXyxrJUVEpKJZjLbe4O47U9bg/7XSfUukV0nZsX3dfZuZ7UdkJU119x1lrpqIdIG8ay0Dfgi84O7fTZ9V/LVie6g/dDdlZp8juopUen+mK1NKYw3RTzkLXvyRGNF6ZjkrJyIi3cIk4LcpzXcHuRlFRHq7gcA9KVXdgA8reCHSq3zQzM4jBup9gsj26E7XintMGRgiIiIiIiIiUvE0BoaIiIiIiIiIVDwFMERERERERESk4nXrAMZpp53mxCwWeuhRyY+Kp7akRzd5dAtqT3p0g0e3oLakRzd5VDy1JT26yaMo3TqAsXp1MTOviUhb1JZESkftSaQ01JZESkNtSXqSbh3AEBEREREREZHeQQEMEREREREREal4CmCIiIiIiIiISMVTAENEREREREREKp4CGCIiIiIiIiJS8RTAEBEREREREZGKpwCGiIiIiIiIiFQ8BTBEREREREREpOIpgCEiIiIiIiIiFa/NAIaZTTazfun1CWb2ETMb2vlVExEREREREREJxWRg/AlwM9sP+AVwMPDrTq2ViIiIiIiIiEieYgIYje5eD5wDfM/dPw5M6NxqiYiIiIiIiIjkFBPA2GlmbwfeB9ySyvp2XpVERERERERERJoqJoDxAeBk4FvuPt/MpgDXd261RERERERERERyqgt9aGZVwGfd/byszN0XAP/d2RUTEREREREREckUzMBw9wZgvJmpy4iIiIiIiIiIlE3BDIxkPnC/md0EbM4K3f37nVYrEREREREREZE8xQQwVgF3AgPTQ0RERERERESkS7UZwHD3L3ZFRUREREREREREWtNmAMPMRgP/DhwC1GTl7v6GTqyXiIiIiIiIiMguxUyj+itgITAVuAxYDjzZiXUSEREREREREWmimABGrbv/BNjh7ncB5wHHtLWSmV1tZivNbG5e2Ugzu9PMXkjPI1K5mdn3zexFM3vKzI5s7w8kIiIiIiIiIj1PMQGM+vS83MzeCBwK7F3EetcApzUr+xxwl7sfANyV3gOcDhyQHhcC/1fE9kVERERERESklygmgPF1MxsGfAb4L6JLyWfbWsnd7wPWNis+C7g2vb4WODuv/BceHgKGm9n4IuomIiIiIiIiIr1AMbOQ3JxePgW8toP7G+vuy9J2l5nZmFQ+AViUt9ziVLas+QbM7EIiS4NJkyZ1sDoivZfakkjpqD2JlIbakkhpqC1JT9VmBoaZ7W9mt5vZ7PR+mpl9vsT1sBbKvKUF3f1Kd5/h7jNqa2tLXA2R3kNtSaR01J5ESkNtSaQ01JakpyqmC8lVwKVAY3o/B3hvO/e3Iusakp5XpvLFNB1XYyKwtJ37EBEREREREZEeppgAxiB3/0f2xt2d3MCee+pmYhYT0vNNeeX/mmYjORbYkHU1ERERERERERFpcwwMYI2ZTSF16TCzs4Hlba1kZtcDJwGjzWwx8GXgm8BvzewC4BXg7WnxW4EzgBeBLcD79+zHEBEREREREZGerJgAxseAnwEHmdnLxMCa72xrJXd/VysfndLCsg58tIi6iIiIiIiIiEgv1GoAw8z2cfeX3f1FYGaaStXcfX3XVU9EREREREREpPAYGHeZ2efMrBrA3TcoeCEiIiIiIiIi5VAogHEEMBaYZWYndlF9RERERERERER202oXEnffCHzKzI4isjEWE1OpWnzs07qojiIiIiIiIiLSyxUcxNPMZgJXAFcBPyQCGCIiIiIiIiIiXarQIJ6/ASYA73b3OV1XJRERERERERGRpgplYNzl7j/tspqIiIiIiIiIiLSi1UE8FbwQERERERERkUpRaBYSEREREREREZGKoACGiIiIiIiIiFS8ogMYZjbFzM4xs4M6s0IiIiIiIiIiIs21GsAwsz/lvT4LuBs4E7jJzM7v/KqJiIiIiIiIiIRCs5Dsk/f6YmCmuy8ws9HAXcA1nVkxEREREREREZFMoS4knve62t0XALj7aqCxU2slIiIiIiIiIpKnUAbG4WZWBxjQ38zGuftyM+sHVHVN9URERERERERECgQw3L21IMVA4P91TnVERERERERERHZXKAOjRe6+HvhnJ9RFRERERERERKRFRU+jKiIiIiIiIiJSLmUJYJjZp8zsaTOba2bXm1mNmU0xs4fN7AUzuyGNtSEiIiIiIiIiUjiAYWZVZvarUu7QzCYAFwEz3P1QYkDQdwKXAd919wOAdcAFpdyviIiIiIiIiHRfBQMY7t4A1HZCNkQ1MMDMqolBQZcBM4Hfp8+vBc4u8T5FREREREREpJsqZhDPhcCDZnYzsDkrdPfL27NDd19iZv8DvAJsBe4AZgHr3X1nWmwxMKGl9c3sQuBCgEmTJrWnCiKC2pJIKak9iZSG2pJIaagtSU9VzBgYS4Fb0rJD8h7tYmYjgLOAKcBewCDg9BYW9ZbWd/cr3X2Gu8+ora1tbzVEej21JZHSUXsSKQ21JZHSUFuSnqrNDAx3vxTAzAa5++a2li/CqcACd1+VtnsjcBww3MyqUxbGRCJwIiIiIiIiIiLSdgaGmb3GzJ4B5qX3h5vZjzqwz1eAY81soJkZcArwDHAPcG5a5jzgpg7sQ0RERERERER6kGK6kHwPeCOwBsDdZwMntneH7v4wMVjn48CcVIcrgYuBT5vZi8Ao4Gft3YeIiIiIiIiI9CzFDOKJuy+KZIldGjqyU3f/MvDlZsXzgWM6sl0RERERERER6ZmKCWAsMrPjAE/TqV5E6k4iIiIiIiIiItIViulC8iHgo8S0pouB6cBHOrNSIiIiIiIiIiL5isnAONDd35NfYGbHAw92TpVERERERERERJoqJgPjB0WWiYiIiIiIiIh0ilYzMMzsNcBxQK2ZfTrvo6FAVWdXTEREREREREQ6aPXDsG05TDyr3DXpsEIZGP2AwUSQY0jeow44t/OrJiIiIiIiIiIdsvJeWPLncteiJAqNgfFv7v4+M9vg7t/rshqJiIiIiIiISGl4I3hDuWtREoUyMI4ys32A95vZCDMbmf/oqgqKiIiIiIiISDs17oTG+nLXoiQKZWD8GPgrsC8wC7C8zzyVi4iIiIiIiEil8oaen4Hh7t9394OBq919X3efkvdQ8EJERERERESk0vnOyMLoAQplYADg7h8GMLMxQE1e+SudWC8RERERERER6ShviCBGD1BoDAwAzOxMM3sBWAD8HVgI3NbJ9RIRERERERGRjsoyMNzLXZMOazOAAXwNOBZ43t2nAKcAD3ZqrURERERERESk4xrT+BfeWN56lEAxAYx6d18D9DGzPu5+DzC9k+slIiIiIiIiIh2VdR/pAd1I2hwDA1hvZoOB+4DrzGwl0P1/chEREREREZGerkkAo39Zq9JRxWRgnAVsAT5FTKv6EnBmZ1ZKREREREREREogm0K1B8xEUswsJJvTy0bg2s6tjoiIiIiIiIiUTBa4yAIZ3VgxGRgiIiIiIiIi0i2lwTt7wBgYZQlgmNlwM/u9mT1rZvPM7DVmNtLM7jSzF9LziHLUTURERERERKTHyDIwekAXkj0KYJjZCDObVoL9XgH81d0PAg4H5gGfA+5y9wOAu9J7EREREREREWmvrOtIb8jAMLN7zWyomY0EZgM/N7PL27tDMxsKnAj8DMDdd7j7emKw0GyMjWuBs9u7DxERERERERGhR02jWkwGxjB3rwPOAX7u7kcBp3Zgn/sCq4hAyBNmdpWZDQLGuvsygPQ8pqWVzexCM3vMzB5btWpVB6oh0rupLYmUjtqTSGmoLYmUhtqSNNGDZiEpJoBRbWbjgX8BbinBPquBI4H/c/cjgM3sQXcRd7/S3We4+4za2toSVEekd1JbEikdtSeR0lBbEikNtSVporF3ZWB8BbgdeNHdHzWzfYEXOrDPxcBid384vf89EdBYkQIlpOeVHdiHiIiIiIiISO/mDp5mIekNGRju/jt3n+buH0nv57v729q7Q3dfDiwyswNT0SnAM8DNwHmp7DzgpvbuQ0RERERERKTXy7qPQI/IwKhuawEzqwU+CEzOX97dP9CB/X4cuM7M+gHzgfcTwZTfmtkFwCvA2zuwfREREREREZHeLT9okR/M6KbaDGAQmRD3A38DSvITu/uTwIwWPjqlFNsXERERERER6fXygxaN9eWrR4kUE8AY6O4Xd3pNRERERERERKR0GntWBkYxg3jeYmZndHpNRERERERERKR0etgYGMUEMD5BBDG2mdnG9Kjr7IqJiIiIiIiISAc06ULS/QMYbXYhcfchXVERERERERERESmhJoN49oIABoCZvQU4Mb29191v6bwqiYiIiIiIiEiH9bAMjDa7kJjZN4luJM+kxydSmYiIiIiIiIhUqsbel4FxBjDd3RsBzOxa4Angc51ZMRERERERERHpgCaDePaOWUgAhue9HtYZFRERERERERGREsrPuugBXUiKycD4BvCEmd0DGDEWxuc7tVYiIiIiIiIi0jFNMjDqy1ePEilmFpLrzexe4GgigHGxuy/v7IqJiIiIiIiISAc0GQOjB3chMbOD0vORwHhgMbAI2CuViYiIiIiIiEil6mGzkBTKwPg0cCHwnRY+c2Bmp9RIRERERERERDrOe8ksJO5+YXp5urtvy//MzGo6tVYiIiIiIiIi0jE9LAOjmFlI/lFkmYiIiIiIiIhUisZekoFhZuOACcAAMzuCGMATYCgwsAvqJiIiIiIiIiLt1ph72ZMDGMAbgfOBicDleeUbgS90Yp1EREREREREpKOyDIw+fXvELCSFxsC4FrjWzN7m7n/owjqJiIiIiIiISEdlQYuq/tBYX966lEChDAwA3P0PZvYm4BCgJq/8K51ZMRERERERERHpgKzbSFVNj8jAaHMQTzP7MfAO4OPEOBhvB/bp6I7NrMrMnjCzW9L7KWb2sJm9YGY3mFm/ju5DREREREREpNfa1YWkf6+ZheQ4d/9XYJ27Xwq8Bti7BPv+BDAv7/1lwHfd/QBgHXBBCfYhIiIiIiIi0jtlWRd9+veIQTyLCWBsTc9bzGwvoB6Y0pGdmtlE4E3AVem9ATOB36dFrgXO7sg+RERERERERHq1XV1Iek8A4xYzGw58G3gcWJG/BdcAACAASURBVAj8poP7/R7wH+TmdBkFrHff9RtdTEzhKiIiIiIiIiLtkZ+B0dgLxsAAvuXu69NMJPsABwFfa+8OzezNwEp3n5Vf3MKi3sr6F5rZY2b22KpVq9pbDZFeT21JpHTUnkRKQ21JpDTUlmSXxvwMjO4/C0kxAYx/Zi/cfbu7b8gva4fjgbeY2UIik2MmkZEx3MyyWVEmAktbWtndr3T3Ge4+o7a2tgPVEOnd1JZESkftSaQ01JZESkNtSXbxBrA+0Kdvz56FxMzGmdlRwAAzO8LMjkyPk4CB7d2hu3/e3Se6+2TgncDd7v4e4B7g3LTYecBN7d2HiIiIiIiISK/nO6FPNVh1j5iFpLrAZ28EzieyIS7PK98IfKET6nIx8Bsz+xrwBPCzTtiHiIiIiIiISO/gjWBVEcDoAV1IWg1guPu1wLVm9rY0/kXJufu9wL3p9XzgmM7Yj4iIiIiIiEiv4zsjeNGnukcM4tlqAMPM3uvuvwImm9mnm3/u7pe3sJqIiIiIiIiIVAJvyMvA6NldSAal58FdURERERERERERKaHGbAyMqp4dwHD3n6TnS7uuOiIiIiIiIiJSElkGRp++PWIQz0KzkHzLzD7UQvmnzOyyzq2WiIiIiIiIiHRINgZGD8nAaDWAAbwZuLKF8iuAN3VOdURERERERESkJJqMgeExK0k3ViiA4e67/3SpzDqvSiIiIiIiIiLSYY15s5Bk77uxQgGMLWZ2QPPCVLa186okIiIiIiIiIh2Wn4EB3b4bSaFZSL4E3GZmXwNmpbIZwOeBT3Z2xURERERERESkAzxvFhKIgEY3VmgWktvM7Gzgs8DHU/Fc4G3uPqcrKiciIiIiIiIi7ZQ/CwlAY31569NBhTIwcPe5wHldVBcRERERERERKRXfCX3695gMjEJjYIiIiIiIiIhId9XY0HQQz24+BoYCGCIiIiIiIiI90a5BPLMuJApgiIiIiIiIiEil2W0Qz+4dwCg4BgaAmdUCHwQm5y/v7h/ovGqJiIiIiIiISIfsGsQzXcp38wyMNgMYwE3A/cDfgO494oe0zR1e/DGMPw0GTyl3bUSkWK/8HvoNh3GnlrsmIiIiIlIpfGeMgWE9YwyMYgIYA9394k6viVSG+jpYciv0G6UAhkh3sW0lLPgF9B0KY07KRdhFREREpHdrnoHRzQMYxYyBcYuZndHpNZHK0LAlnnduKm89Kpl7uWsg0tSSW+J7uWMDrHui3LURERERkUrRmI2BkQUwunenimICGJ8gghhbzazOzDaaWV1nV0zKZKcCGAXVPQf/eDfUvVDumoiEnVth2R1Qe1xkYKy4u9w1EhEREZFKsWsWkmwMjPry1qeD2gxguPsQd+/j7gPcfWh6P7QrKidlsHNzelYAo0XrZkP9Jnjuim7f+KWHWHFXtNu9z4Gxr4PVD8V3VEREREQkGwOjTzYLSc/PwMDMRpjZMWZ2YvZo7w7NbG8zu8fM5pnZ02b2iVQ+0szuNLMX0vOI9u5DOqBhazzrAqhlm+ZDVX/Y/DK8/Nty10Z6O3dYfDMMPTAeY2dGmuCqB8pdMxERERGpBLsyMPrG+24+C0mbAQwz+zfgPuB24NL0fEkH9rkT+Hd3Pxg4Fviomb0K+Bxwl7sfANyV3ktXUwZGYZvmw8ijYOzJsOj3sH1tuWskvdmaR2HrMph4VrwfvB8M2lvdSEREREQk7BoDI8vA6EAAY+0sWFneG2XFjoFxNPCyu58MHAGsau8O3X2Zuz+eXm8E5gETgLOAa9Ni1wJnt3cf0gEaxLN1O7fExeLg/WDyuyKaufTWctdKerMlN0HNaBh9XLw3g7GnwIZ5sGVpeesmIiIiIuXlDt5YullI5l8LL15Z1kkNiglgbHP3bQBm1t/dnwUOLMXOzWwyERB5GBjr7ssgghzAmFbWudDMHjOzx1atanccRfKtewpW3hevdw3iubl89alUmxfG8+ApMGA8jDoGlt4GDTvKWq32Ulvq5jYtiLa715tzfRoBxp4UgYwV95Star2R2pNIaagtiZSG2pIAufEuLG8WkvZ2Idm5Na6HdqyLm7plUkwAY7GZDQf+BNxpZjcBHb61Z2aDgT8An3T3omc1cfcr3X2Gu8+ora3taDVk88sw96sw/+fxflcGxpaI1knOpvnxPHjfeJ54FtTXwcp7y1aljlBb6uYW3xTjsYx/Y9Py/qNgxPToRqIpf7uM2pNIaagtiZSG2pIAeQGMPq1nYDTuLK5b/MYXcueWG54uXR33UDGzkLzV3de7+yXAF4Gf0cHuHWbWlwheXOfuN6biFWY2Pn0+HljZkX1IEXZuhqe/Dg3b4kIcchkY2eeSs2l+TFPZb2S8H3ZoZGMs+bMuFKVr7VgPK/8O406BvoN3/3zsTNi2sqwHFxEREREpsyxYYfljYDSbhWTZHfDoh9rOKt/4XDxXD6zMAIaZDU3PI7MHMAd4AGjhjLk4ZmZEEGSeu1+e99HNwHnp9XnATe3dhxTBHeZ9B7atiK4QDTugYXsuAwM0DkZzmxZE9oVZvDeDqR+FQ76QKxPpCktvi2j5hLe0/Pno10BVjQbzFBER6YjNi2D7mnLXQqT9dmVg5M9CUt90ma1Lo3tI/YbC26p7DgZOgOHTKjOAAfw6Pc8CHkvPs/Let9fxwPuAmWb2ZHqcAXwTeL2ZvQC8Pr2XzvLyDTGDwb4XRAADoH5j0wwMTaWa07gz+nxl3UcyQw+M8TBEukrDDlj6Fxh1dBxEWlLVH2pPiOlUG7a3bz8r79P/ABER6d1e+hk89cVy10Jkz6x8IMapgNx4F30KZGBkmfg71re+TXeoexaGHgTDD4Wty8sW3Gs1gOHub07PU9x93/ScPfZtbb22uPsD7m7uPs3dp6fHre6+xt1PcfcD0rPmp+wsax6Fl38dU4FOeHN0iwDYWRcZGFn/KGVg5Kx7Iv4BDD2o3DWR3m7V/bBjA0xsJfsiM25mRNNXP7Tn+9i+Bp75Nqy4q7jlG7bt+T5EREQqmTdC3bzoMizSXezcCs9cBov+GO+bDOLZJ7LGmw/imWVe1BcIYGxbEeefQw+Eoa+KsiwLY8sSeOqS3PADjfXQ2CxIsnNzDPxZgm73hbqQHFno0eE9S3lsXRZdRwZNie4PZtB3SHxWXxdfrv5poB8FMHIWp+kqRx1d7ppIb+YOi/8Eg/aB4YcXXnbYoVAzpvggRL4sAl9MZH39XHjwXRGJFxER6Sk2L4zM5GGHlLsmIsXLghAbn4/nXWNgVMV1n1XtPohnFsAolIFRl8a/GHpgZKRX1cRseADL/wZrZ8HaJ+L9M5fBI/8GG+bl1l/zCDx8YUwg0UGFupB8Jz1+SExzeiXw0/T6+x3es3S9hm0xaKf1iXEbqvpHeZaBkXUhqUkz2GoQz7BpIaybDXu9KZedIlIO6+fE93HiWW2Pu2IWWVbrntzzFL/sQFbMepsWRCS/7tk924eIiPROS/4Sj0q3fm48K4Ah3UkWhNj4YmRBZBkY2TWMVbcewCg0Bsaml2IbA/eBPlUwagaseSgyldY8GsvUPRNdl9fOinPI2Z/PZQLXPRdBj0GTOvwjFupCcrK7nwy8DByZpuE5CjgCeLHDe5au11gfM2gc/FkYMDZXnh/AaNiaF8BQBgYAS25uebpKka62+KZor2NeV9zyY2dG1sbKv+/ZfnZF4ovoybcjBTmyaYYL2b4WNjyzZ3UREZGeZdHvYemt5a5F2zY8HefENaPLXROR4mUBjIbtsGVRrrtINv5Fn75Nx8BwL24MjK3LYty/Pmk7o4+PLiUr/57Lqlj/dHS7atwJB38msvqX3haf1T0HQ6fGjfQOKmYLB7n7nOyNu88Fpnd4z9L1+g6Bwy6BkUc0La9Ok8pkXUj6Do8vtwIYcVG2/C4Yd2quq41IOdRvhPVPwV5nQFW/4tYZuBcMOyi+w3vS53DXgayIAMb21fFcTADj5eth9hc0oruISG+1fQ1sWx396St1CnpvjLpteFrZF9L95GdRbHy+6RgYEIGM/FlIGrblpk8tOAbGcqgZl3s/akacj754VbwfcyJsXgCrHoxMjVHHwMgZ0Y52bo7PSjSWYDEBjHlmdpWZnWRmrzOznwLz2lxLKlNLaed9qmM+3+2r45929UCoHtT7ZiDwxui7lR1QG3fCs1dA32Ew+T3lrZtI3yFw7NXRfWRPjJ0Jm18pLsCQ2ZF1IVkb7WH53+DhD0YbaW57XgZGWyejmxZEOmP+nTf3SDVsPqCUiIj0PFk/+obtbU/Z2NUaG2D+tXD/ufDilXEsVABDupssi6J6ENQ933QMDIjrvvxzrvx22FoGhnvKwNgrV1ZVEwGK+joYMC4y1bNzxqEHxucjpkdbX/KXaF9DDizJj1hMAOP9wNPAJ4BPAs+kMulJ+g6JyBpA1cDIyuhtGRjL74KnvhTjDEAMlrhpPkz9iLIvpDL0HQJ9B+/ZOrWvjYPVngzmmR3MGrZFt7L1c2OQzpYObNtXR2C0fmPhzAr3XIrh0tty07uuvC9Grl5yS/H1ExGR7ikLYEBlDf7csCOmS33l9zFFeXZMGq4ZSKQCNO6Euhdg8c0w73LYUGDcsfr1cb445ICUgZFuPrU2BkZ2ztenb+tBxR3r4rxtwLim5bXHx/OooyNo0acq6poNND/80DhHXPyneD+0NAGMNkckdPdtZvZj4FZ3f66t5aWbqh4a6XwQGRh9CwQwdm6Gxz4G+38IRr+66+pYSttWxZSxg/bJlS2/M57Xz4ER0yKCOOJwGH1seeooUgp9B8OoV8OKv8O+HyhuINom0fi1sHVJvN6+BvqPzH3mHgGMoQfH2BabF7TeV3jbigiIjD0ZVtwTj3GnwsLr4vMlf4YJZ+b6VopI8eo3xoC9EO1RffalUtU9G2M51dfFjbNhFTI9/cvXx/nfQZ+AsadEoH3T/KZ3nEW6Sv3GaCsb5sWYEhufz3XzMIv2M+2SltfdsT6yx4dOjYBcNilDloFRPSQCErv2lboND9w7N65Zc1uXxfOA8U3LRx0DtcdF9kVVfxi8fwQpR6TRJqoHwZCpUTZgPPQbtke/hta0eSZrZm8Bvg30A6aY2XTgK+7+lpLUQCpD36ExuizEl616cNMvd761T0T/xeV3ds8AxsoH4PnvRyRx3/Nh4tnRMLOpfjY8HT/fliUw/rSyVlWkJMadEn0S1z4Oo49pe/n6ulyK4fa1sGVplG9fDRzQdLnGndEPsm4ebHyp9amGs+yLCW+CLYvhpZ/C+tnR9sa/AZbdAWsejgOhiBSvcWeMLbNpYbyvHggHfkJtSSpP407Y9GIEr5fcWt4MjG0rYfnd0LgdBk+BRX+A8a+PugFMOKN8dZPexT1uFGXBig3z4jwJ4qbOoH1h/OkxfsTQg2DZbfDK7yJQ0W/47tur3xDlQ6ZG9kU2nWo2BsagSbDuiabLQ9zU3bwg1mk+0GaWpd88oFdVA4d8Pvd+5Iy4YTUk71xxxOFpAM/SZF9AEQEM4MvAMcC9AO7+pJlNLlkNpDL0HZJLMaoaEAGMLYtaXnbd4+n5iQgCZNOxdoYd6+CJi+GQz8Wcw+21eRE88dk4UDXujEbUfxS8dHWkx9fURkSz9viYp3jtrFhvxOGl+TlEymnEERH1XnFXkQGMDTBwUtx92vxyLjqfDdiZyd4P3Dsi65sXxHt3ePJzcQGVjdmxeWE8D9oHDvsSzPt2BBOHHQxTPxrBjMU36aJLZE+98tsIXhz0qWiLL/4Env4G7HcB7H12uWsnkrN5YdxFHnZYTK2YZf52lsadMPcrua7BzT8ziwu1xobILtzvgs6tjwjEtdPGF3LBirpnI+MC4nps6EEwbmZk0w05YPfrrDEnwcu/jS64E1vIJ9ixHgZPzgURshu0WQbGoEnRbb5+U2TpZuOeDZqUZiTZuHumxNZl0Vb61xb+2Sa9PeqUn+07/PCobxcHMHa6+wZrafBH6Tnyx3jIMjCylKN87hG46D8y7syue7JzszA2PBuNZvUjHQtgrLo/uozs/baYSnav06MhL7kF5l8dB7KRR8V4ASsfgMV/jMY7aHLJfhSRsulTHQe8pX+JA1NbY7rs2ACjD44Axoa5eeXNUguzAEa/UdE+N74Q77csji4lWxbHXYOqfnHiOmBcROuramDaV+MAOvywOChOODNGst78SknmCBfpkRq2wSt/yLVFb4SV90bXrHEzo2z6N2HBL1vPhhIpl2z8i6EHxmwG2zo5A2PRjZE1vNdpkTafr+9gqD0hjkerHoyLvepBnVsf6b28EV76WQQTNs+PoBnAoL2jq/rQg2HYqyLDoa1r7kF7w5D9YMW9LQcw6lMXkv4jozthXRovIwsqDNw7nrcsiptI9RviPC2bYaR+fcsBjJoxbXdD7lMFfQY2LRt+WNyoGvO6wuvugWICGHPN7N1AlZkdAFwE/KNkNZDKUD0093rXIJ6bI2CR35C2LI7uFQd8KE6QVj/UuQGMLAukrsBgNcVY81gcMPc9r2n5xDOj/KWfwaRz8xr1Ehjz2rb/iYh0F+NmRobDyvsLp8Y27oy2XzMOqgdElyqIg9JuGRjpIqpmdIwsvfKBSAnO+uLX18X84ONfH5kc+WPOWJ8o31W/18ddBwUvRFq2eRE88404DvcflSsfciDs/8Hc+z7VsJ/GWpcKVPdsXFT1Hx0B7fVPlX4fjfUx80L9hhjXYswJcfFUyF6nl74eIvmsT3zfq4fEzdSsO0h7JwkYe3Lc9NmyGAZOzJU37kyZFalryZCpsCpdtmcZGAPTedauAEZdDCWQdUfZsQGax/K2Lms6heqeMIsgYgkVE8D4OPCfwHbgeuB24KslrYWUX9+8AEY2jap7ZC3kR6Sz7iOjjo47rGsfbbmvVKlk/eY3Prd7MKVYO9bFneEp72v586FT4YjLcu8HTox/CNkANCI9waApEUBYcXfhAEbWXaTv0MhW2rIk2t3g/XefZWT76ghs9B0eXT9e+hms/kf8bxgwNrqjLbk5ou5blsDoAt1DqgeWNL1QpEdZcS88/78pe+krOj5J95T1gzeDmrFxTGmsj9kPSmHrcnjmmzEeE8RxbP8PlWbbIh111PdLd2O09rVxzrXiXpjy3lx5Np5FvwIBjJoxKTP2ldw6fYfFAyIDo7lty2DMiaWpewm0edXp7lvc/T/d/Wh3n5Feb+uKykkXyo8AVg3ITdVY32wmkrWPx/RSNWNg9GsiStfR7IhCtixKo+1ugq1Lm362cyvM/mIM/ldINp7FqBnF7TObMmu4xr+QHsQsBvOsey6CCa3JAhj9hkUAA6K9DxjX8hgY/Ualk9ExkYK78r7obzx8eox/sWlh3DX2RnXJkq6x9HZ49rvlrkX7rZ0Fj30iulg17IDnfwjzvgOD94OjrlDwQrqnHRviLu7QNOtIzbi4MbVtVcvLPnMZLLiu+O3XvQCzPhlBjIM+CdO/AUf/qGSzHoh0WCmzuvuPjGPBinuiHWWaBzCGTs3bf1WuHgP3hi0pgLEjBTB2ZWCsj7JsKIH6jXEd1t4MjE7QagaGmd1caEXNQtLDZAGMqn6RflqdAhg7NwFj43XDjugPP/6N8X7kkbHs6oei31apeWPKhDgyTujqnovgSWbBNZGqvn52NLysK8vGl2LZ2uPjwLXmsWjog6YUt9+JZ0d61YCxJf+RRMpqzOtg/s8jC6O1jKTs4Jf1n4Tok9l/NGx/sGkm1I41UZ6pPQ7mXxuvR0yPfp11z8cBFqLPpkhnW3prjN+y7/tbHqG9kmxZEoEK0gnojnXxvqoGnv1etKcd62Dvc2DKv2qaYem+spkQhqRMuwHpYmjbchiYN7PBpvkw5yuRndGnOrp35E/f3ZKty2HupZExfPjXdf4mvcPYk2He5XEjedjBUZbNIJllUwzeP87Z3HOzkEBc52xIg9vWb4js8+rBcYzZthwe+1hk4Y96dRyPoKKmFC7UheQ1wCKi28jDgAYD6MmyLiRVaeCVLMq24encRceGpyOIMeLIeF89EIZPiwDGvu+PKX0atu4+zkQxdmzIRckbtgEGO9ZGamHt8TFSb92zuUHK1s+JKbgmnBEBi3nfgiO/GxHFZy+PtKiXroT+Y2D7Khg7s/jI58AJTQMlIj1F/5HRflfcA5Pf23KbyA9gZBkYAyZEpkXjzsjQyNrq9tVxcMzUHp8LYAw/LE4+p34E9vtAnGA2nz9cpNTq63Kz4ax/qqJSXnfTsA3mXBIzMWQnlllf4f0ugFd+H231sC9pQE7p/uqeje7GQ9IxIzvPbD6V6sJfx7nfIZ+LLIylt+ZS5OtegIXXwdSPxdhLEHeH51wC3gDTLlXwQnqP0a+JGUpW3JMXwGiWgVE9IK6NNr+Sy8CAGAh0xT2wc0uadnVYHH/6DoNlt8f13tiTYuKGnVvi8yH7UykKBTDGAa8H3gW8G/gLcL27P90VFZMulg3imY13MXhyNIYlf4YJb46DzrrH44Ik62IBcYf1+R/F1KMLU6rfxLP27K7Xoj9FNsWMH0UUfs6l0cgmnBmfD5oUfbiy0avXPh7ptAPGw74fiJPAR/5fXDhNPDMa6eR3x5Sp21ZFumI2laNIbzduJjzz7QgCjpi2++fZwa/v0NxAgVkGBkTWxaYXI5q/fXVE5zMDxucOcPlpu1U18T9FpD32ZPyjdU/lll/3ZGUHMBb8Mi7epn+j6XE1M+W9Tfs2i3Rndc/C4Cm5KSH7jYjXm+bnlmmsj3Y77pQIiI86BpbeBpP+JTKEF/0uMnLnXhqz7VhfmPtV2LYSDv9a08EMRXq6qpq4Dlt1P+x/YVyjZeNX9M27DhsyNa6N+jTLwADY+GJM65plbPQdHrNMjj4WDv73rvk52qHVMTDcvcHd/+ru5wHHAi8C95rZx7usdtJ1dnUhyZv6ZuJZcXK15tF4v/ZxGHZILpUIchcv8/4ngg7eGAPK1G+EZ74V/d8L2bIEFvwiphNa9UAchNbPhXWzc2nnA/eOQZ82L4DHPh6R9n4j4LAvx8Gv37BIr13zCLzw43g/6VzY93x41Wfh4E9rZgORzKhXR0R+xd0tf15fl6LwQ3IZGAPzAhib5sPcr0WgsWFH0y4kAIf8Jxzyhc6rv/Qu9XURoF7wy+g/35b1syM7cNQxcRzJ7xtcCmtnRXr7ttVtL1vIhnnpBsGbWg5eiPQk3hjdCbPxLyCOM7UnxDTA2Xhr6+fGxdTINGbZxLPif8Dyv0Vwfc0jkd23ZVGkuD/64WhLB326c7oyi1S6sSdH+8nG+9uxPoJ9+ddqo4+NzPL8a7zsuig7F8wCGP2GR9tsrZtxhSg4C4mZ9QfeRGRhTAa+D9zY+dWSLlfVP77w1QNyZaOOhZpaWPzHGDxs8ysRFc/Xf2QMEFP3PEx6e6TsLv8bbHoppmts3AGH/lfTdXZuhTUPxcFo5X2x7wF7xTzcffql+vSL9zWj42R07MlxwPKGSIGf/O5cFB9iHuQlf46AyOR3l25Ea5Gepqp/Omm8P6ZDzj/IQUTvq4dE1tWI6ZHVNOzQ3GBOi26MriT7fzD+J4w+tun6Nc0CGiIdUb8pjg+v/A5e/i0MPwTGnRrf4ebfXYigxfDD4jix+uHoy1uKrkuNDfDyr6MOAP4DOOySuHu14ek44Rt5VMt3gDc8m9LnDUYeHUG/566A/rURaBfp6Ta/EtmyzWeamnhWjPmy/I64EbX20Tj/G56yA4cdGm1+wS+iO3BjQ9xp3rYClt8Zy0x5b0yVKtIbDZ8eN25X3BNjAe5YH1kU+VmLo1+dGycwUzMuuiYuvyveZ0MJ7PWmKK/wG7+FBvG8FjgUuA241N3ndnZlzOw04AqgCrjK3b/Z2fuUPH2HNp0ytU9VHFBe+Ak8eXGUZeNf5Bt7Sgy2tPc5EfB4/kcx/emAsREtz+YO3vB0BDdWPRARdoh0poM+HeNdvHhVDBo6eN+4I7X45si+gIgcHvL51uteVRMDnM3/uebzFmnL2Jmw7E5Y/c8IDubLH+Oi75A4WYQICvapgs2LopvIRI3jLF1g4F4w7ZI4xqy4O44hz14Rx6Xa42Hc6+POq1lk8G1dFt0PR6RZpFY/HIH3/Jm26jfGHeHqQU1TaiECdY07dy97/n+j29X418dx6aWr4emvw5qHc1keVb+IKRtHHZNW9Eh/f/n6vGV+FZmMW5bA4V9tOQgj0tNk49LkZ2BAdCkZMS1lI50Vg64Pn5a7QWUGUz8Osy6KMWGG7B/dEQdP3v2CTKQ36lMVXSWX/jWOVfUbiuvGbxY3mF++IdrfoH2ifPQxhderEIUyMN4HbAamAhdZLpJjgLv70FJWxMyqgB8S424sBh41s5vd/ZlS7kcKmHhOzMudb683AX3gpZ+mmTz22X29CWdE0MAsGtFLV0HN+Oji8ciFsPD6uKu79onI8BhzUtxBGzQpup1U9Y+xKl68Kk5Ap7wRxry2aYMqxvjXx3ZLOU2RSE807JAIMC6/u4UAxoZcKmE+6xNdSrat2j0TS6Sz9R8VWX57nxvZDMvvjCyi5XdF5sPUj0YAGyJzaMBeEVB/6WfxGH1sBOPmXxOZf9k2D/5s3OFtbICFv4JFf2i520lVv5iacdwp8fmah2MA6zGvje027oisiue+v/u6Y0+OQTkbtsb0rmtnxWxemg5VeouxJ8f3vW8LF1YT3hLdEh//ZAQgJ57d9POBE2LQ6Zeu1rFHpCVjTobFf4YFv4KNL8Q5XjGsD0x+Vzy6mVYDGO7e6vgYneQY4EV3nw9gZr8BzgIUwOgqE8/cvcwsAhQjpsVdqdaCA1l59SCY9tVIja2pjYDG8rvj7u3+F8L4NzTt+pGpqY3Uwmz60wHjYyqsLAOjWApeiLTNLA54r9wAs7/YtN1sfCkuCFvSf3RM0TXmdV1TT5HmzGKA6WEHxzFl2e0RlHj4gvh8yvtidHWAV30+TuZ2rInAxMNpQrW9z4nv8tJbYPYXosvJXQcrMAAAIABJREFUjnW5bpJDpu6+3xGH52anMottb3oxshKz9jPtq5FhmPXnB6gZE+3JDBgWx7W1j8KIIzrpFyRSofqNaLl81DExW9XS2yJQOKqFO8ATz8qlvItIU0P2j+PTklvimDP5PeWuUacrOAZGF5tATNuaWQzslh9mZhcCFwJMmlTZ/XN6lD0Z2Tl/IKV93hndRfb5l+gaUsg+74j+y9lJogY261RqS73cXqdB3TNxVzjfoH1ifIGWjH9DnFzmp+MLoPZUFlU1cWEz7BB4+TdNu44ADD0gHhDf25d/C3u/NXdsGXdKZG1sWgDVg2PE9bEnFbfvfsN2D/RZn7ZnPelTtfu4MdKE2lIvYxZZvHudHjfKmnfrgmhbta/p+rp1c2pLvYRZdKNf9wRMOQ/6Di53jTqdealH6G4nM3s78EZ3/7f0/n3AMe7e6qwnM2bM8Mcee6yrqijSXhWfFqK2JN1ExbclUHuSbkFtSaR0Kr49qS1JN1FUW+rqbiKFLAby+wtMBJaWqS4iIiIiIiIiUkEqKYDxKHCAmU0xs37AO4Gby1wnEREREREREakAFTMGhrvvNLOPAbcT06he7e5Pl7laIiIiIiIiIlIBKiaAAeDutwK3lrseIiIiIiIiIlJZKqkLiYiIiIiIiIhIixTAEBEREREREZGKVzHTqLaHma0CNgOry12XZDSVUxdQfdrSVfVZ7e6ndcF+2q0C2xL03u9LsSqpPmpLecxsI/BcueuRp5K+K6D6tKUr6tNd2pKOTYVVUl2g99an4tuT2lJRVJ/WVVRb6tYBDAAze8zdZ5S7HlBZdQHVpy2VVp9yq7Tfh+pTWCXVp5LqUgkq7feh+hSm+lS2Svt9VFJ9KqkuoPpUukr7fag+hVVSfSqpLqAuJCIiIiIiIiLSDSiAISIiIiIiIiIVrycEMK4sdwXyVFJdQPVpS6XVp9wq7feh+hRWSfWppLpUgkr7fag+hak+la3Sfh+VVJ9KqguoPpWu0n4fqk9hlVSfSqpL9x8DQ0RERERERER6vp6QgSEiIiIiIiIiPZwCGCIiIiIiIiJS8RTAEBEREREREZGKpwCGiIiIiIiIiFQ8BTBEREREREREpOIpgCEiIiIiIiIiFU8BDBERERERERGpeApgiIiIiIiIiEjFUwBDRERERERERCqeAhgiIiIiIiIiUvEUwBARERERERGRiqcAhoiIiIiIiIhUPAUwRERERERERKTiKYAhIiIiIiIiIhVPAQwRERERERERqXgKYIiIiIiIiIhIxVMAQ0REREREREQqngIYIiIiIiIiIlLxFMAQERERERERkYqnAIaIiIiIiIiIVDwFMERERERERESk4imAISIiIiIiIiIVTwGMTmJmbma/zHtfbWarzOyWNtY738z+t8R1ucTMPlPKbZaamU03szPy3r/FzD5XzjpJ5+nt7cPMFprZ6BJv82wze1URy11jZueWct/S86Q2+p28958xs0vKWKWSMbMvNHv/j3LVRbofM2swsyfNbK6Z/c7MBprZZDObW+66dUdm9hUzO7Xc9ZDuoaX2l8o3dWCb55vZXq18dq+ZzWjvtvegDrvORdUm2qYARufZDBxqZgPS+9cDS8pYn6KZWXUZdjsd2BXAcPeb3f2bZaiHdA21j9I7G2gzgCFSpO3AOZ0QaDMzK/e5R5MAhrsfV66KSLe01d2nu/uhwA7gQx3dYAUfVzqdu3/J3f9W7npIt1Hy9gecD7QYwChGqduv2kTbyn0S0dPdBrwpvX4XcH32gZmNNLM/mdlTZvaQmU1rvrKZ1ZrZH8zs0fQ4PpUPNrOfm9mctP7bUvmmvHXPNbNrWtjmB9O2ZqdtZ5HLa8zscjO7B7is2ToDzey3aV83mNnDWTTSzN5gZv80s8dTJHRwKl9oZpem8jlmdlAqH2RmV6c6PGFmZ5lZP+ArwDtSVPUd+XfazWysmf0x1Xm2mR2XtvOX9H6umb2jnX8jKZ+e0j7ON7ObzOyvZvacmX0577M/mdksM3vazC5s6ZdgZu81s0fSd/8nZlaVyt+Vfoa5ZnZZ3vKbzOy/Ux0fSu3jOOAtwLfTdvazyGp6KP0O/mhmI1rY9ympHc5J7bJ/Kj/DzJ41swfM7PtmdouZ9TGzF8ysNi3Tx8xetBJf4ErF2AlcCXyq+QcF2l6TbKb03Z2cHvPM7EfA48DeBb7fF5jZ8xZ3vX6adxwotM+r0/LzzeyivG3t1rbM7JvAgFR2XVou/3/Df6R6zU7LYmYXmdkzqS39pqS/Zenu7gf2T6+r0nf2aTO7w1KAvtjjSvouX5vWXWhm55jZt9L38a9m1jet96W0vblmdqWZWSrf38z+lvbzeDoOmJl9Oy07x9K5Uvr//aNU11vM7FZLmXlmdpSZ/d3i2HW7mY1P5fea2WWpTT1vZq9N5TWWO+Y+YWYnp/LzLY6BfzazBWb2MTP7dFrmITMbmfd7yPZ9tJn9I/0Mj5jZEDM7JK8dP2VmB3TJX1a6g/z2B+w6B7zLctcfZ6Xy7DjUpI2m794M4Lr0HRvQwn7em76Xc83smLS9S1L7uwP4RTq+fDu1zafM7P/l1emzeeWX5pX/p8V549+AA/PK89tEa9dTtWZ2Zyr/iZm9bL3pfMzd9eiEB7AJmAb8HqgBngROAm5Jn/8A+HJ6PRN4Mr0+H/jf9PrXwAnp9SRgXnp9GfC9vH2NyPaZV3YucE16fQnwmfR6VN4yXwM+nl5fA9wCVLXws3wG+El6fShxYjsDGA3cBwxKn10MfCm9Xpi37Y8AV6XXXwfem14PB54HBuX/3C38Hm4APpleVwHDgLcBP81bfli5/+Z69Nr2cT6wDBgFDADmAjPSZyPTc1Y+Kr1fmNrPwcCfgb6p/EfAvxJ3Al4BaoFq4G7g7LSMA2em198C/iuvjufm1esp4HXp9Vey30m2XPq9LwKmpvJfAJ/MK5+Syq/P+7t8Oa8tvgH4Q7m/S3p0ahsdmr6rw4jjwCXps9ba3q62lN7PBSanRyNwbCpv8fudyhcCI4G+xMlpW+39EuAfQP/UptakdVtsW9nP1vxnTc+np20NTO+z9rsU6J9eDy/330aP8j7yvi/VwE3Ah9N3fCcwPX32W3LnOkUdV9J3+YH0/T0c2AKcnj77I7ljwMi87f2S3PHgYeCt6XUNMJA4V7qTOHcam9rdeOIYcCtxI3McsC6V9U1toDZt5x3A1en1vcB30uszgL+l1/8O/Dy9Pijto4Y4Nr4IDEltfQPwobTcd8kdS65J++4HzAeOTuVD0+/4B8B7Ulk/YEC5vwN6VFb7a6F8aHo9On0HrY02ei/pvK2F/d1Lut4ATgTmpteXALOy7yNwIbnzsf7AY8AU4lzpylSHPkSbPxE4CpiT2unQVM/sXPQa0vkcrV9P/S/w+fT6NOLccHS5/z5d9ei1KWtdwd2fMrPJxN3lW5t9fAJxYMHd7zazUWY2rNkypwKvSsF1gKFmNiSVvzNvP+v2oFqHmtnXiODBYOD2vM9+5+4NLaxzAnBF2tdcM3sqlR9LpKw/mOrYD/hn3no3pudZwDnp9RuAt1juLl0NcTJayEzioo5Uvw1mNgf4H4s7d7e4+/1tbEMqTA9qHwB3uvsaADO7MdX/MeAiM3trWmZv4ADiAitzCnEQezT9HAOAlcDRwL3uvipt8zrigPcnImUyGytkFtH9pon0uxru7n9PRdcCv2u22IHAAnd/Pm+ZjxIH6/nuviCVX08cmAGuJk4Yvgd8APh5K78P6QHcvc7MfgFcBGzN+6i1tlfI/2fvzsPkKqs8jn9PurPvIZ0QCCFBwk6AJCCbyqKAuIDihgvgMowLCM4wAuMG6CigIuIGiAiK4oILiAgCgshqEggkISthSSAhCdk6e7r7zB/nLaq601Vd6VR1VXf/Ps9zn65661bdU5X7puqee973vujuj6fb+fZvgH+6+8rU/ntgryK2+Vd33wxsNrNlxIFavr5VyFuJA7EN6f2vTO3PEGfn/kz0Qene+prZ9HT7X8DPiOTb8+6eaZ9GHDDB9n2v/M3dt6bfODXA3al9Rs7rHWtmXyQOfIYBs8zsQWBXd/8TgLtvAjCzo4Fb0zZeNbN/Ev3v6LTtJmCpRRUIxPfCAcC9qd/UEAn6jNzfdZl4jiaSDLj7HDN7kWy/fcDd64F6M1tDJBUz76dlZeXewBJ3n5Jea216D48BXzKz0cAf3X0+0p211v9yGfBNM3szkTjflfhOgPx9tC23Arj7Q2Y2yMyGpPY73D3z3XgCMMGyc4wNJn7znZCWp1L7gNQ+EPhT5vvGzO4osP3WjqeOBt6T4rrbzLbnt26npwRG+d0BfIc4u7xTTru1sq63uN8DOCKnc8QT41ul5botn98nTzw3EVn8p83srBRXxvo8z2kt1kz7ve5+ep7HN6e/jWT3NQNOc/e5zV7I7I15XqNV7j7PzCYRZwG+ZWZ/d/fLtuc1pCp0hf7RWmxuZscQB0RHuPuG9AOz5XYNuNndL27WaHZqgW1t9ZRyp3nf2l6F+nWr3H2Rmb1qZscBbwQ+0s5tS+dxNTHsIzdZla/vNdB8aGru/p7bf7Z73yuwTch+10C2T7Tat9qQ7/+OdxAJlncDXzGz/d29YTteV7qWje5+cG5Dnv0wU4p+E8V/r2wGcPcmM8v9v74JqDWzPkQ10eT0//ElRD/b3j5VqH2Wux+R5/F8v+vyyf1MmnLuN7Htd1er/c/df21mTxD98B4z+5S7/6PANqVr26b/tfARouJnUkoGvkD2uyhfH23LNr/x0t+W32vnuntughIzOxH4lrtf16L9/FZeN5/t7XddnubAKL8bgcvcfUaL9odIP/7Tgc6KTLY5x9+BczJ3zOzgPO2Zse2vmtm+FhOkvYfWDQSWWIylLPbg42HgA2lb+wEHpvbHgaPMbM/0WD8z26v1l3jdPcC56SATMzsktden2FpzP1GiSRpjNshituAN7n4LcQA8scj3ItWlK/QPgLdZzNvRlyiFf4TIvq9KyYt9iIqllu4H3mdmI1Ksw8xsd6IU+C1mNtxiTozTgX+28vxcr/chd18DrLI0Rhn4WCvPnwOMzfTfnHXmAHuk6hiIEuJcNwC3AL8rUJEiXUSqQvgd8Mmc5nx97wXS/8VmNpEon21Nvv3736l9qMWkaKcVsc188vUtgK2pj7f0d+ATlp2jYFj6/2I3d38A+CLZs+gixWrv90prMgdiKyzmHHsfvF6tsDiT/Daz3mk/foiYX6zGYv6iNxP97GHgNIu5MEaSTarMBerM7Ij0Oj3NbP82Ysr9vt6LqKqdW/AZrZsD7GJmh6bXGmhxhbI9iKrAa4iTHtvMiSWSYzCwLCUvjgV2b+sJFD4GgfQ7KFU0rUm/sVq6B/iMZeeq2cvM+qf2T1h2jsBd0/fSQ8B7LObhGAi8q8j3l5F7bHYCsM08Z12ZEhhl5u6L3f37rTx0CTDZYjjG5cCZrazz+cw6ZvYs2Zl2vwEMtZhM5mng2NR+EVFa/g+al/zl+grx4/Fe4suiGD8mvtCeIea5eIbowMuJMY63psceJ8Y/FvJ1YozlMxaXHPt6an+AKA+ebttOyHkeUTI5gyif2p9Iovw7lZF9ifhMpJPpIv0D4ovkl8RcHn9w96lE6W9teg9fJ/pHM+7+LPBl4O9pvXuBUe6+BLiY6BdPA0+6++1txPAb4H8sJkh7A/GZfTu97sHEPBi5294EfBz4fepbTcC16Qz3Z4G7zexh4FVi7HLGHcQBnIaPdB/fJcYSZ+Tre38AhqX/lz9DzHG0jXz7t7u/TMyT9ARwH/As2X0v3zZbla9vpYevJ76DftXiOXcT+/fU9B4uIErob0l95Cnge+6+utC2RVpo7/fKNtK+91NiCMafgSk5D3+MGLb4DDGPxc7E3BnPEP3sH8AX3X0p0VcXE/PUXJfiW+PuW4ikyBXp+3M60NZVen5MTGA6g5iz7Kw0pGt739sW4kDxB2nb9xIJmw8CM1Of3IeYr0kkn18R3xVTicRaMX3uJuBayz+J5yqLy21fS/Nkfq4biO+sJ9PxzXVArbv/nZjD6bHUR24DBrr7k0R/mU70x+0dCn8pcIKZPUnM37SESMR0C5atThNpXTpD1tPdN6UDo/uJif+2VDg0kYqzKAme7O7ntLVuZ2FmA9x9XaqU+hEw392/lx6bTBzEvangi4i0Q86+V0scfN2YGdcvIqWT09d2IqoyjkrJDRGpchZXjWt094ZUMfWTNobWdCmaA0OK0Q94IJVFGTHjr5IXIl3Xf5jZmcTEvE8RZxIws4uIM+ua+0LK5RIzeytx5vXvaNJMkXK502Iywl7A15W8EOlUxgC/S8MctwD/UeF4OpQqMERERERERESk6mkODBERERERERGpekpgiIiIiIiIiEjVUwJDRERERERERKpep05gnHTSSQ5o0VLtS9VTX9LSSZZOQf1JSydYOgX1JS2dZKl66ktaOslSlE6dwFixYkWlQxDpEtSXREpH/UmkNNSXREpDfUm6kk6dwBARERERERGR7kEJDBERERERERGpekpgiIiIiIiIiEjVUwJDRERERERERKqeEhgiIiIiIiIiUvWUwBARERERERGRqqcEhoiIiIiIiIhUPSUwRERERERERKTqtZnAMLOxZtYr3T7azD5rZoPKH5qIiIiIiIiISCimAuPPgJvZG4BfAPsCvy5rVCIiIiIiIiIiOYpJYDS5+1bgvcDV7n4usGt5wxIRERERERERySomgdFgZu8HPgbcmdp6li8kEREREREREZHmiklgfAI4FrjS3Rea2Tjg1vKGJSIiIiIiIiKSVVvoQTOrAf7H3c/MtLn788D/lTswEREREREREZGMghUY7t4IjDIzDRkRERERERERkYopWIGRLAT+ZWa3A+szje5+TdmiEhERERERERHJUUwCYzlwL9AvLSIiIiIiIiIiHarNBIa7f6UjAhERERERERERyafNBIaZDQf+G9gf6JNpd/cTyhiXiIiIiIiIiMjrirmM6i3AC8BewBXAUmB6GWMSEREREREREWmmmARGnbtfB2xx9/uBM4HD2nqSmd1oZsvMbGZO2zAzu9fM5qe/Q1O7mdk1ZrbAzJ4xs4ntfUMiIiIiIiIi0vUUk8DYmv4uNbMTgQOA3Yp43k3ASS3aLgLud/fxwP3pPsDbgfFpORv4SRGvLyIiIiIiIiLdRDEJjG+a2WDgAuDLxJCS/2nrSe7+ELCyRfMpwM3p9s3AqTntv/DwODDEzEYVEZuIiIiIiIiIdAPFXIXkjnTzGeBNO7i9ke6+JL3uEjMbkdp3BRblrLc4tS1p+QJmdjZRpcGYMWN2MByR7kt9SaR01J9ESkN9SaQ01Jekq2qzAsPM9jSze8zs6XR/gpldXOI4rJU2b21Fd7/e3Se7++S6uroShyHSfagviZSO+pNIaagviZSG+pJ0VcUMIbkBuBRoSvdnAB9t5/ZezQwNSX+XpfbFNJ9XYzTwSju3ISIiIiIiIiJdTDEJjP7u/mjmjrs72Yk9t9cdxFVMSH9vz2k/I12N5HBgTWaoiYiIiIiIiIhIm3NgAK+Z2TjSkA4zOxVY2taTzOxW4BhguJktBr4GXA78zsw+CbwEvD+tfhdwMrAA2AB8fPvehoiIiIiIiIh0ZcUkMM4BfgbsY2YvEhNrfqitJ7n76XkeOr6VdR34XBGxiIiIiIiIiEg3lDeBYWa7u/uL7r4AOC5dStXcfXXHhSciIiIiIiIiUngOjPvN7CIzqwVw9zVKXoiIiIiIiIhIJRRKYBwCjASmmdmbOygeEREREREREZFt5B1C4u71wBfMbBJRjbGYuJSqxcM+oYNiFBEREREREZFuruAknmZ2HPB94AbgR0QCQ0RERERERESkQxWaxPM3wK7Ah919RseFJCIiIiIiIiLSXKEKjPvd/acdFomIiIiIiIiISB55J/FU8kJEREREREREqkWhq5CIiIiIiIiIiFQFJTBEREREREREpOoVncAws3Fm9l4z26ecAYmIiIiIiIiItJQ3gWFmf865fQrwD+BdwO1mdlb5QxMRERERERERCYWuQrJ7zu0LgePc/XkzGw7cD9xUzsBERERERERERDIKDSHxnNu17v48gLuvAJrKGpWIiIiIiIiISI5CFRgHmdlawIDeZrazuy81s15ATceEJyIiIiIiIiJSIIHh7vmSFP2A/yxPOCIiIiIiIiIi2ypUgdEqd18NPFaGWEREREREREREWlX0ZVRFRERERERERCqlIgkMM/uCmc0ys5lmdquZ9TGzcWb2hJnNN7Pfprk2REREREREREQKJzDMrMbMbinlBs1sV+DzwGR3P4CYEPRDwBXA99x9PLAK+GQptysiIiIiIiIinVfBBIa7NwJ1ZaiGqAX6mlktMSnoEuA44Lb0+M3AqSXepoiIiIiIiIh0UsVM4vkC8IiZ3QGszzS6+1Xt2aC7v2xm3wFeAjYCfwemAavdvSGtthjYtbXnm9nZwNkAY8aMaU8IIoL6kkgpqT+JlIb6kkhpqC9JV1XMHBivAHemdQfmLO1iZkOBU4BxwC5Af+DtrazqrT3f3a9398nuPrmurq69YYh0e+pLIqWj/iRSGupLIqWhviRdVZsVGO5+KYCZ9Xf39W2tX4S3As+7+/L0un8EjgSGmFltqsIYTSRORERERERERETarsAwsyPM7Flgdrp/kJn9eAe2+RJwuJn1MzMDjgeeBR4A3pfWORO4fQe2ISIiIiIiIiJdSDFDSK4GTgReA3D3p4E3t3eD7v4EMVnnk8CMFMP1wIXAf5nZAmAn4Gft3YaIiIiIiIiIdC3FTOKJuy+KYonXNe7IRt39a8DXWjQvBA7bkdcVERERERERka6pmATGIjM7EvB0OdXPk4aTiIiIiIiIiIh0hGKGkHwa+BxxWdPFwMHAZ8sZlIiIiIiIiIhIrmIqMPZ294/kNpjZUcAj5QlJRERERERERKS5YiowflBkm4iIiIiIiIhIWeStwDCzI4AjgToz+6+chwYBNeUOTEREREREREQko9AQkl7AgLTOwJz2tcD7yhmUiIiIiIiIiEiuQgmMT7n7x8xsjbtf3WERiYiIiIiIiIi0UGgOjElmtjvwcTMbambDcpeOClBEREREREREpFAFxrXA3cAewDTAch7z1C4iIiIiIiIiUnZ5KzDc/Rp33xe40d33cPdxOYuSFyIiIiIiIiLSYQpVYADg7p8BMLMRQJ+c9pfKGJeIiIiIiIiIyOsKzYEBgJm9y8zmA88D/wReAP5W5rhERERERERERF7XZgID+AZwODDP3ccBxwOPlDUqEREREREREZEcxSQwtrr7a0APM+vh7g8AB5c5LhERERERERGR17U5Bwaw2swGAA8BvzKzZUBDecMSEREREREREckqpgLjFGAD8AXisqrPAe8qZ1AiIiIiIiIiIrmKuQrJ+nSzCbi5vOGIiIiIiIiIiGyrmAoMEREREREREZGKqkgCw8yGmNltZjbHzGab2RFmNszM7jWz+env0ErEJiIiIiIiIiLVZ7sSGGY21MwmlGC73wfudvd9gIOA2cBFwP3uPh64P90XEREREREREWk7gWFmD5rZIDMbBjwN/NzMrmrvBs1sEPBm4GcA7r7F3VcTk4Vm5ti4GTi1vdsQERERERERka6lmAqMwe6+Fngv8HN3nwS8dQe2uQewnEiEPGVmN5hZf2Ckuy8BSH9HtPZkMzvbzKaa2dTly5fvQBgi3Zv6kkjpqD+JlIb6kkhpqC9JV1VMAqPWzEYBHwDuLME2a4GJwE/c/RBgPdsxXMTdr3f3ye4+ua6urgThiHRP6ksipaP+JFIa6ksipaG+JF1VMQmMy4B7gAXuPsXM9gDm78A2FwOL3f2JdP82IqHxakqUkP4u24FtiIiIiIiIiEgX0mYCw91/7+4T3P2z6f5Cdz+tvRt096XAIjPbOzUdDzwL3AGcmdrOBG5v7zZEREREREREpGupbWsFM6sD/gMYm7u+u39iB7Z7LvArM+sFLAQ+TiRTfmdmnwReAt6/A68vIiIiIiIiIl1ImwkMohLiX8B9QGMpNuru04HJrTx0fCleX0RERERERES6lmISGP3c/cKyRyIiIiIiIiIikkcxk3jeaWYnlz0SEREREREREZE8iklgnEckMTaZWX1a1pY7MBERERERERGRjDaHkLj7wI4IREREREREREQkn2LmwMDM3g28Od190N3vLF9IIiIiIiIiIiLNtTmExMwuJ4aRPJuW81KbiIiIiIiIiEiHKKYC42TgYHdvAjCzm4GngIvKGZiIiIiIiIiISEYxk3gCDMm5PbgcgYiIiIiIiIiI5FNMBca3gKfM7AHAiLkwLi5rVCIiIiIiIiIiOYq5CsmtZvYgcCiRwLjQ3ZeWOzARERERERERkYy8Q0jMbJ/0dyIwClgMLAJ2SW0iIiIiIiIiIh2iUAXGfwFnA99t5TEHjitLRCIiIiIiIiIiLeRNYLj72enm2919U+5jZtanrFGJiIiIiIiIiOQo5iokjxbZJiIiIiIiIiJSFnkrMMxsZ2BXoK+ZHUJM4AkwCOjXAbGJiIiIiIiIiACF58A4ETgLGA1cldNeD/xvGWMSEREREREREWmm0BwYNwM3m9lp7v6HDoxJRERERERERKSZQhUYALj7H8zsHcD+QJ+c9svKGZiIiIiIiIiISEabk3ia2bXAB4FziXkw3g/svqMbNrMaM3vKzO5M98eZ2RNmNt/MfmtmvXZ0GyIiIiIiIiLSNRRzFZIj3f0MYJW7XwocAexWgm2fB8zOuX8F8D13Hw+sAj5Zgm2IiIiIiIiISBdQTAJjY/q7wcx2AbYC43Zko2Y2GngHcEO6b8BxwG1plZuBU3dkGyIiIiIiIiLSdbQ5BwZwp5kNAb4NPAk4KfGwA64GvggMTPd3Ala7e0O6v5i4hKuIiIiIiIiISFEVGFe6++p5uJTTAAAgAElEQVR0JZLdgX2Ab7R3g2b2TmCZu0/LbW5lVc/z/LPNbKqZTV2+fHl7wxDp9tSXREpH/UmkNNSXREpDfUm6qmISGI9lbrj7Zndfk9vWDkcB7zazF4DfEENHrgaGmFmmImQ08EprT3b36919srtPrqur24EwRLo39SWR0lF/EikN9SWR0lBfkq4qbwLDzHY2s0lAXzM7xMwmpuUYoF97N+juF7v7aHcfC3wI+Ie7fwR4AHhfWu1M4Pb2bkNEREREREREupZCc2CcCJxFVENcldNeD/xvGWK5EPiNmX0DeAr4WRm2ISIiIiIiIiKdUN4EhrvfDNxsZqel+S9Kzt0fBB5MtxcCh5VjOyIiIiIiIiLSueVNYJjZR939FmCsmf1Xy8fd/apWniYiIiIiIiIiUnKFhpD0T38HdEQgIiIiIiIiIiL5FBpCcl36e2nHhSMiIiIiIiIisq1CVyG50sw+3Ur7F8zsivKGJSIiIiIiIiKSlTeBAbwTuL6V9u8D7yhPOCIiIiIiIiIi2yqUwHB3b2qlsQmw8oUkIiIiIiIiItJcoQTGBjMb37IxtW0sX0giIiIiIiIiIs0VugrJV4G/mdk3gGmpbTJwMXB+uQMTEREREREREckodBWSv5nZqcD/AOem5pnAae4+oyOCExERERERERGBwhUYuPtM4MwOikVEREREREREpFWF5sAQEREREREREakKSmCIiIiIiIiISNVTAkNEREREREREql7BOTAAzKwO+A9gbO767v6J8oUlIiIiIiIiIpLVZgIDuB34F3Af0FjecEREREREREREtlVMAqOfu19Y9khERKTjbFwCT/43TPwu9B1V6WhERERERNpUzBwYd5rZyWWPREREOs76RbC1Hta/VOlIRERERESKUkwC4zwiibHRzNaaWb2ZrS13YCIiUkaNG+Lv1jWVjUOkM3r1AZh2PrhXOhIREZFupc0hJO4+sCMCERGRDtSQSWAoHy2y3ZY/AvXPQdNmqOlT6WhERES6jWLmwMDMhgLjgde/pd39ofZs0Mx2A34B7Aw0Ade7+/fNbBjwW+JqJy8AH3D3Ve3ZhoiItKFxY/xVAkNk+7jD2rlxu2G9EhgiIiIdqM0hJGb2KeAh4B7g0vT3kh3YZgPw3+6+L3A48Dkz2w+4CLjf3ccD96f7IiJSDhpCItI+m5fDltVxu2F9ZWMRERHpZoqdA+NQ4EV3PxY4BFje3g26+xJ3fzLdrgdmA7sCpwA3p9VuBk5t7zZERKQNqsAQaZ+1c7K3G9ZVLg4REZFuqJgExiZ33wRgZr3dfQ6wdyk2bmZjiYTIE8BId18CkeQARuR5ztlmNtXMpi5f3u48iki3p77UzWXmwNiiCoxSUH/qRpolMFSBUWrqSyKlob4kXVUxCYzFZjYE+DNwr5ndDryyoxs2swHAH4Dz3b3oU4Dufr27T3b3yXV1dTsahki3pb7UzWUqMBpUgVEK6k/dyNq50HtY3FYFRsmpL4mUhvqSdFXFXIXkPenmJWb2ADAYuHtHNmpmPYnkxa/c/Y+p+VUzG+XuS8xsFLBsR7YhIiIFqAJDZPs1boF1C2HEMbD0PlVgiIiIdLC8FRhmNij9HZZZgBnAw8CA9m7QzAz4GTDb3a/KeegO4Mx0+0zg9vZuQ0RE2pCZxLNxUxyUiUjb1i2EpgYYNinuK4EhIiLSoQpVYPwaeCcwDXDAch5zYI92bvMo4GPADDObntr+F7gc+J2ZfRJ4CXh/O19fRETakqnAAGioh5qdKheLSGdRny6fOng/qOmtBIaIiEgHy5vAcPd3pr/jSrlBd3+Y5smQXMeXclsiIpJH40boOQC2rotLqfYucwKjqQF6tDlqUaS6rZ0DfUbEHBi1AzQHhoiISAfL+2vSzCYWemLmUqgiItIJNW6AvqNh6/zyX0r1tanw7LfgsOvLnygRKae1c2DQvnG7tr8qMERERDpYodNh301/+wCTgaeJyokJxGVPjy5vaCIiUhbu0LAR+o6E+g5IYKx4NObZWDMbRuirQzqpza/BphUwOl1JvpoSGMsfifk5xn4ULF+Rq4iISOeXdxJPdz/W3Y8FXgQmpsvwTAIOARZ0VIAiIlJimUuo9tk5/uZeiWTdC7B5Zem25Q6rnk6v/Vzrj698CpoaS7dNkXJYm+a/GLRP/K0dUD0JjBd+BS/+DpY/HH3qlbthy+pKRyUiIlJyeRMYOfZx9xmZO+4+Ezi4fCGJdBLulY5ApH0yE3j2GRFna3MrMGZeBgtvKt22Ni2FTemq2PXzt338tX/DM1+FZQ+Wbpsi5bB2bszjMiDNYV4tFRjrF8VS0wvmXwvPXg7zfgSv3FXpyEREREqumATGbDO7wcyOMbO3mNlPgdnlDkykajVsgGe/DVM+DVvrKx2NyPbLVGDUDkhnkVMCo2krbFoO658v3bYy1RdDDoT6Bdsm/hb/Oa03HZGqVj8XBrwBevSM+7X9SzeJ55yrYf5P2vfc5Q9HIvKAr8bcNisehz3Ogt1PL01sIiIiVaSYBMbHgVnAecD5wLOpTaRrWvkkPPfz1s+srXsenvxC/GDcuBQW/LTj4xPZUY2pAqOmL/QcnK3A2Lwi/m5YXLohHaufjok7Rx4TfWrT0uxj6xbC6plxOcpVT6uqSapXU0NUEGWGj0C2AqMU++3KqVGNVKyGDfDcjVF5sfwRGLw/DD0IDrwUDvkOjDlNc2GIiEiX1OY17dx9k5ldC9zl7nM7ICaR8tuyCho3Qd9RcX/t3DiIWzMLXvpDtK14DPa/KMqF3WHpfbDg2jhjfdA3YdVT8OJvYcSbYKdDK/deRLbX6xUY/aDnoOwcGJmhHk0NkWjot2taf3MkNzL3W33NTTHJYe46mfkvdjoUBo6Ptvr52X63+Hao6QNjPwLP/Qw2LIL+Y0r3PkVKZf0LMRHtoL2zbbUDwJugaXPsx23Z8DL0Gga1fZu3b12b7YNb66HnwLjtTbD+JRgwdtvXeuUuWPQneOWvEdeeZ0f70Anb+85EpDUNG2HTq633PxGpqDYrMMzs3cB04O50/2Azu6PcgYmUzWtTYMpnY1n8F5j7Q3jyAphxWSQvRp0AB309fpQ+eQG8fBfM/T7MvSYunzfpGhiyP+z+wTjYWnizzhxL55KZA6MmJTBer8BYnl1nw6Ls7Zdug6nnFh4y9fwvYdp52deGODO8tR6GToR+u0Xpff2CqO5Y+AtY+o/ob3VHxvqZ4SYi1eb1CTxzExj94+/WIoaRNG6Caee3Pkxk/UvZ2+tyhm+9fGf0uzlXRxIxo6khHhu8byQGa3pB3VHFvxeR7mDNbFhyb/ueW/8cTPt89L/nbow+JyJVo80KDOBrwGHAgwDuPt3MxpYvJJEyWnofzPl+VFX0GgoLro/2Me+D4UfGmbF+o6Nt0jUw+zvxg9MMxp4Ou38ILOX9evSE/S6KH7Eq1ZXOpFkFxmBYOyfub1oW+7J7HFQNPzza18yK+TFWPA6j3rbt67nHY42bowx+5DFxRnnBtXGAVXc09KiJfrfi0Rimtf5F2OUkGHdmHID1HRXzYIx+V4d8BCLbZe1c6D0Metdl2zIJjIZ1wPDCz39taiQxlj8U81P0HpZ9LDdZuO65bBXFsoeg5wB49R+w/F9gPWOYyJAJUe201zkwbGIkCXsNLsW7FOk6FlwXiYjGjbDru2BtSmisnNI8ITFgHOzzBdi4JCa/3bo2hln2GgYjj41Kp/r5cND/ZX//iUh+W1bD3B9ENeHe55XlGKmYBEaDu68xHaBJZ7dpeSQshk6AA74WCYglf4e+I2FoKxfW6TUYJlwKS+6JpMaQA7ddp/9u5Y9bpNQacufASBUY7tFHeg0Fq8keVDU1Qv28uL38kdYTGBsWZ4efLH8kEhgLro/5AQ46L5IXAIP3ix+DA/eE/S6EEUdnX2PoQbDsn7G9zPoilbBpBbz2BOzy9uwBy9o5UX2R+1vo9QRGEVciWfFIrN+4IYZ9jPtY9rENi2IISm2/bAXGpuWRNNnjDBi4d8TTuBlevR+WPxpDtYZNiniUvBBpbuPSSF70GgzP3QAv/yXaavpEYr7noFjPmyJBOPXcSHT03RV2Pj7WG31KrLfToTHsWMkL6a621sOSu2HnE6JPLX8UVs/Is7LHEPwtq+J35dCDYNihMWF75rty9w/t8PdWMQmMmWb2YaDGzMYDnwce3aGtSmW5x5nOoQc3/zG2tT4O6osZy9vZuMO8H8Tfvc+LM74Au5xY+HnWI37EinRmW+th4yvZ8vfcSTz71MWPuE3LYPOyuLRqTf9sWfuGF+PAqe/OsHp6lMs3bYmDsZresc7KKfG37og40/zqg3H2eOxHoP/u2TjGfgR2OTleq6UhB8WX3uZl2TkyRCrhhV9Ftd7GV2DP/4hqoo1LYFSL74uaNhIYjVugoT7mynhtShwYbV4Jr/wNxnwg23/WvxTDEXsOjoltISqVAIYfBf12yVZljDoxqgI1SadIfssfib8HfSvmV2raEgdNdUdt+xt39LtjmHCfUTD+P7d9fMSbOiZmkWo1/8ew7GF4+a8xYfSyh6Ji3fKkEfqMgAO/Ft9VC66HmltiiHLtgHh89KlA+RMY5wJfAjYDtwL3AF/foa1KZa2cBjMuhb0+FyXcGdMvijOj+3yhcrGVQ8NGmPdDWPlUfDn1GVHpiEQ61tzvx9wTh98YSbmGDZHE61GbTWrUz42zvgP3jKuGrJkRiY3M2P9xZ8KzV0Qi8LUp0Hs47H9xlN++NjUmOtv1FFj+GMz5XrSPeV/zOGp6t568ABh+RPy41EGZVFJTA7z2eAzdWHxHfF/03SUey53/AmIdgMZWEhgbFsOsb0USZPjhkQQcflT0vxWPw6sPZL9/NyyCoYdEv1s5LRIfyx+JPtRvl+avO2g8TLqqtO9ZpKtZ/kgMX+y/G0y4pPC6fUfBwZd3SFhdgjfFyUBVSnYPyx+N5MWoE2H1M5G8GPP+OCHV1j6w93kw9fMx39oh34FBe5UsrGKuQrKBSGB8qWRblcoaNinO5iy8EYZNhj7DYzzt+peypeTVeBDR1BBnxta/BHt9Nn7staVhAzx1QfyYHPcx2OUd5Y9TpNqMPBZWPBGVV8MmRqlsTboSQr/dI5mxdk5kyOuOjDLaxi0xA/vauVHqV3dUHMwtfzSGU218OfrWzm+Ftc/C6PfGpIK9hsLWNbDP+ZEgKZZ+DEk1WD0jqowO+FIkGZ77GQzcKxIPA/dsvm7uJJ5zro5+sfPxUUXx1IXQoxcMPiB+/PUcFGeurAcMfAO8fEf8IGxYH1UZ/cdAn5FxcPDKX2MCwnEf7fj3L9JZbXgF5n4PBrwh5qzY46xKR9T1NDXAzMug3xjY81OVjkbKrf65qL4YsAeM/zR4Q1TrFnu1uH6j4dAfRXVhbb+Shpb312VbVxpx93eXNBLpOGaw17kw9ZyoTDjwazFJH8TEKxuXbHvWp9I2rYDZV8CaOTHMZern4+zvkAO2XXftvLjk4/AjYOHPI3lx4CVx4CbSHe10WEymtPT+lMDYEBlxiMTBwL0iwdHUAL1HxBVDANa9kMb+7xP/b4z/dCQ1djk5hqU897OYFK2pMbZhPaLKqWlLfOGJdDbLH47S2KETY3nmy5FMGPiGbUvLM32ofi68+s+4tPaIt8BLv495ZCZ9PxLtS+6JBEYmSTf6FJh9Vaz/eiJxTPYSxM/dGD/8Rp3QMe9ZpLPzJph7dSQP186L76vM1a2kdHrUxv9Ni2+PCpeRb6l0RFJIw/qomKh7U7ZisBjuMefFguuh1xDY94J0Qqp2+y91X6YhwYVOjx0BLCKGjTwBVOEpeWm3vjtH+c9zN0Zp+ZpZ2asPrJlVfAKjcUt2PolyWTkNZn83Mn/7XRil6jP/L8pzD/1xnB3esiZmeF/xSLqsaVMcqK18EnZ7j5IX0r316BkHVkvuibPFDRuyB04QpfGrZ8btPnXRx3oOiqEnDevjrDLEZGYZvQbDvv8Fe54dJfCD94l2Xc5ROqumxpiHZafDst9rB3wFnv4S7HT4tuv3qI2kxvI0X8XmlbDoj1G+Pvo9Ud0IzYdqQvyYfO7nMaHt0IOirf+YuMJJpux9/Ge65nxUIqWw9P6oDhz/mfjt+vKdkWjc5wsw7JA46aW5lMpjj09EomjeNTHH1YCxlY5o+6x8Kqrr9jqn/Mcvpda4JU4UFVPdum4hzLo8Tkq/dFsM5+gzMhISmfmXMho2RuI+c3veDyPxMWxS/M7LTHpbRQp9AjsDbwNOBz4M/BW41d1ndURg0gFGnQAv3AKv3gdrno1J9NYtjARGa1cagDjI6b1TuuThM/DMV2C398LYj5anBHzV0zFfR//d45KlmTNU+/9vXKN7/k+irH3Rn7LPqTsqziC/9NuIc+xHSh+XSGez8/HxI2/5v2IISW4536B9srd718WB08TvxJffuoUwaL/8r9tzQAwdEenslvwtKouG5yTheg6MSop8wypr+8cQzMH7RHLw+V/GD8xd35l/Oz1qYdd3wPO3xLCu2r7R78w0v4VIW7bWw4KfRnJ9p8Pid+Hzv4iDrZHHpivzDK10lF1Xj9o4mTjtfJj1fzDxe9t3dr+S1s6PmBs3R/XIsEmVjqiw9S/GSeZhE+MqOs9eEUMT978of5Wre1xhccF18f211zlxPPR0mgmi56CoqBh2CDRtjRPZL98ZlYE7HwfPfjuGCI/7WMx1UY1TClAggeHujcDdwN1m1ptIZDxoZpe5+w86KkApo9r+Mczi1QfjjOy4j8aBy5o8Oaqta2HG1+KSbgd/My49BZHZWzsH9v2f5te2z6dpa3z5DJsMww/Lv17jJph7TSQhDvl287NR/XeD3U+PH4sQyZjB+0VmcejEVD54BNQO2jbTKNIdDXhDnClZen/0wd7Ds48NzJlYKTPJbabf1c+DIft3aKgiHW7Fv6NcdqdDYfgbmz9W6AdcJoFRd3T8sJz34yhd71NXeHuj3wN9do7Kwn6jq/ZHokhZLL4D8Dho2l6L/hjDIHsNjcRFz4GRNNzrHPWjjtJrKOx3MTx9Mcz+Dhz41eq/zOzGV2HmpTEfA6tj8vFMAmPTCnj+ppiXaMiBzZ/nHid7V8+IoYF7nLXthM6lsOhPcZw19sOw4eWogshMop75bPuMjCG6T14QczL16BVXtBpyYFymdMVjkZxZtzCuNLnvBdk5zFZOjd9+i29Px3J7xXxlG5fGcPzFt8fSawhM+Eb2yldVqmANSkpcvINIXowFrgH+WP6wpMPs/NYYuwsxwVhNn5ghffPKSEZsWRXj4IcdAq/cHeVLq2dE51rxeGS7hx4E834UFRH7Xbht58/lHpOdLXsolkN/lJ2Mc9OyKHUaelCst/DnMangwZe3Xkq723thy8qYJG3E0ds+rjH4IllmMPL4mLeipnfzcYy9h0XiomF988qMml6tzzMj0pWsnQ+zr4QBe8J+X9y+H+KZiTyHHxUHUmvnxSVO21LTS+PHpWvZ/FpcoQpv/fHa/jD8yDjhteCn0TZgj/y/GdfOj7P9A8Y138bLd8CIN8fB5+xUsbTXOdkhW9IxBu8TQ0jn/RheuBXGlaHaedX0OC7I6DUUdnrj9ieqttbHQbs3woRLo+pg5RTws2Mbs78d66yeEUPTM/+vQxyrvPi7GN638aWonDuoxBfjXD0jYgJ47d+waWlcpnvPT0UF7IpHI/kw9vSYq2zhTXF8tHFJzNM0YI+YcHPg+Pge2uOsGD6f+S7rOQBGHhO3R7w5Tv6ufyHe5xs+GVfKWv5IJHX2OKNTVDAVmsTzZuAA4G/Ape4+s9zBmNlJwPeBGuAGd9d1jcptyIT4T3/L6sjG9UjVCi/9NoaUzP9xzC+x56diZvQBe8D657Nj4+uOijNWA/aEWd+Emd+Izt97p+hk3pDd1vpFkSFc9hCMfleMx5/3o/jBuHJaes2NMV64cXOMURt9SlRWtKZHbUwqKCLFGXlMJAYbNzefAwNgp8kxi7tId7JxaZyV6zUkziJu77wT/XaL52QOnvY5r/QxilRKU0MMOew5sPB6mbnKttYXXm/wfnFirO/OgEWV7cTvxpnkXItvj6vOWQ/Y4+NxZnzd85FohBga3GckvHJXVNpqwtvKGHVSJG1f/E1UBLSsXmuvxi1REbfknm0f2+tz284r1NZrzfx6TEA+4RtR8bbToZFsWzkthmX03TmOJ2Z/NxIyA8bG8I1hkyLZNmhvOORKWPQHWPiLeKz/7vm3uWZODEkccmAkXHr0zL9u09Zstfm4j8b2B+2bqieGxDqDxjd/TuZ7pnFTHEctfyTmg9nl7W0nd2p6t34FmbqjOtUcZubeeqbUzJqAzMXNc1cywN29pDN6mFkNMI+Yd2MxMAU43d2fzfecyZMn+9SpU0sZRvf06j/jWvVjT49JzJ69PKorIIZq9B4ek95AXE970Z/TuN1+cOQt2Y65cUlc2WTIQVFCO/+66Fy5anrB6FNjzoyX74AFN2QfG7R3jMVffHt0wN0/DLt/oPrL0tpW9TWN6kvdyMxvxBVHxpzW/DJzme+C6i7BrergMtSfKqipERrqozR2y5r0d3WU5m5d3bx965qYt6LnwBgulZljaXu4A94Zv6fUl6Rtq2fB9IvigG7IhFgG75+d86CpEV78dZyhHjA2JtHMd/Z21fQ4OGvcFMOQMZh+cf5tj3xLJNszv0chKgX3uyh7QNfUGH2v8t9bFQ+gLWXrS41bYh/ZsCgun769B8GNWyIhsG4hrF8Yf9e9EPvJmPfHfEKZf9/Z341hrZN/GFcbXHpfDJsYMiGurthyLg73SHotezhOlo54U7RvWg6PfyKOSawGJv8ohv0t/EVcRQritbaui5Olk66J46Gt9fD4WTEp+pgPwNrZ276fDa/Aot8DFgnAYh38rah4bdoKVrt9+3TT1sJJks6lqDdeaA6Mjv42PgxY4O4LAczsN8ApQN4EhpRIbhlrjxo44EuRjFg7N8qKICbrbNoa80tsrY8vopZZxb6jYNwZkZR4bUqMn8qdIKfn4Hi9TGnWru+KyWS2rILaATDyuPiPYvjh0XkH50wsKCKlMfL4SGDUtLgmd+V/AIpsn6aGGH+dSUZsWRPJi9ZOzJjF903PwbEMGAc9h8TtuiPbl7zIvG71H7uItE+fujgrvPqZuKzi4jtin+8/LpIJm5bFAeeot8Geny58VYeRx8YcapuWZIeNTLg0Stm32e6o7O/P5Q9Hubz1jNfIPUgtx+Txsn1qesEBX44q7FmXx9wLRVWyeVTAbVgUVw6EmNB4wB6xP+10+LbzMOz9eZjyOZjymXQVxD6xvdeegGnzoho819a1cZGCN3wim7yA7NXW1r0QFR2ZOYvGfji+CwbvFxU+q6bHcU7/dGn5ngPjN9SSu+MS8vkMPzySOetfiiFT+YZVZfTfPTtctz2JiK6TvCha3gqMjmZm7wNOcvdPpfsfA97o7ue0WO9s4GyAMWPGTHrxxRc7PNZuyT0SGDW94j+N2VfCmA9uW9bkTTHxTJ+RafbaTndWqhyq8tet+lI31dQAc66K4VnlmIiqvKqyL4H6U8VMPS9+9GYSEz0HR9ltz8Exednr7QP1fdSc+pJsn6atcWJr9QxYMzMODq02TkbtfFylo6u0quxPHdqXmhpissuV04p/Tu/hkbDILH12bvtkyqsPxhDzEW+Oao+aPrFfLvx5DG1vafhRsPsHt33dVx+I5Mb4z27fCZyNr8K8H0TVx/DDt00eWG28L50Uaq+iPrhqSmC8HzixRQLjMHc/N99zVFoonUTV/y+mviSdRNX3JVB/kk5BfUmkdKq+P6kvSSdRVF+qptMRi4Hdcu6PBjSjnIiIiIiIiIhUVQJjCjDezMaZWS/gQ8AdFY5JRERERERERKpA3kk8O5q7N5jZOcA9xGVUb3T3WRUOS0RERERERESqQNUkMADc/S7grkrHISIiIiIiIiLVpZqGkIiIiIiIiIiItEoJDBERERERERGpelVzGdX2MLPlwHpgRaVjSYZTPbGA4mlLR8Wzwt1P6oDttFsV9iXovvtLsaopHvWlHGZWD8ytdBw5qmlfAcXTlo6Ip7P0JX03FVZNsUD3jafq+5P6UlEUT35V1Zc6dQIDwMymuvvkSscB1RULKJ62VFs8lVZtn4fiKaya4qmmWKpBtX0eiqcwxVPdqu3zqKZ4qikWUDzVrto+D8VTWDXFU02xgIaQiIiIiIiIiEgnoASGiIiIiIiIiFS9rpDAuL7SAeSoplhA8bSl2uKptGr7PBRPYdUUTzXFUg2q7fNQPIUpnupWbZ9HNcVTTbGA4ql21fZ5KJ7Cqimeaoql88+BISIiIiIiIiJdX1eowBARERERERGRLk4JDBERERERERGpekpgiIiIiEiHMLMbzWyZmc3MaTvIzB4zsxlm9hczG5Ta32Zm01L7NDM7Luc5k1L7AjO7xsys3PHkPD7GzNaZ2QU5bSeZ2dwUz0XtiaU98ZjZhPTYrPR4n9Te4Z+PmfU0s5tT+2wzuzjnOTv8+ZjZbmb2QHrtWWZ2XmofZmb3mtn89Hdoarf03heY2TNmNjHntc5M6883szPbE0+lqS+VNp7u1JfS63Te/uTuWrRo0aJFixYtWrSUfQHeDEwEZua0TQHekm5/Avh6un0IsEu6fQDwcs5z/g0cARjwN+Dt5Y4n5/E/AL8HLkj3a4DngD2AXsDTwH4d8PnUAs8AB6X7OwE1lfp8gA8Dv0m3+wEvAGNL9fkAo4CJ6fZAYB6wH3AlcFFqvwi4It0+Ob13Aw4Hnkjtw4CF6e/QdHtopfuG+pL6Ukf1Je/k/UkVGCIiIiLSIdz9IWBli+a9gYfS7XuB09K6T7n7K6l9FtDHzHqb2ShgkLs/5vEL+hfAqeWOB8DMTiV+oM/KWf8wYIG7L3T3LcBvgFM6IJ4TgGfc/en03NfcvbGCn48D/c2sFugLbGgMuw8AACAASURBVAHWUqLPx92XuPuT6XY9MBvYNb3WzWm1m8m+11OAX3h4HBiSPpsTgXvdfaW7r0rv4aTtjafS1JdKGk+36kspnk7bn5TAEBEREZFKmgm8O91+P7BbK+ucBjzl7puJH9mLcx5bnNrKGo+Z9QcuBC5tsf6uwKKOjgfYC3Azu8fMnjSzL+bE0+GfD3AbsB5YArwEfMfdV1KGz8fMxhJVBU8AI919CcRBGTAirZZvu+X+96ok9aV2xEM37kvQ+fqTEhgiIiIiUkmfAD5nZtOIUuYtuQ+a2f7AFcB/ZppaeQ3vgHguBb7n7utarF+peGqBo4GPpL/vMbPjKxjPYUAjsAswDvhvM9uj1PGY2QBi6MH57r620Kp5tlvuz6eS1JfaF0+37EvQOftTbTlfXERERESkEHefQ5RwY2Z7Ae/IPGZmo4E/AWe4+3OpeTEwOuclRgOvUCIF4nkj8D4zuxIYAjSZ2SZgGs3PdHdUPIuBf7r7ivTYXcQY+1uozOfzYeBud98KLDOzR4DJxNnZknw+ZtaTONj6lbv/MTW/amaj3H1JKmlfltoX59nuYuCYFu0PtieeaqO+1O54ul1fStvslP1JFRgiIiIiUjFmNiL97QF8Gbg23R8C/BW42N0fyayfyprrzezwdEWAM4Dbyx2Pu7/J3ce6+1jgauCb7v5DYiK+8WY2zsx6AR8C7ih3PMA9wAQz65fGyr8FeLZSnw9R6n5culpBf2KivzmU6PNJ7+VnwGx3vyrnoTuAzJUPziT7Xu8AzkjxHA6sSZ/NPcAJZjY0XWHhhNTW6akvtS8eullfStvstP1JCQwRERER6RBmdivwGLC3mS02s08Cp5vZPOIH+ivAz9Pq5wB7Al8xs+lpyYzH/gxwA7CAmJX/bx0QT6vcvSHFeg8xEd7v3H1WoeeUIp40Yd5VxEHNdOBJd/9reqlKfD4/AgYQ4/qnAD9392dK+PkcBXyMOLDL7A8nA5cDbzOz+cDb0n2Au4hJIhcAPwU+C5DmEvh6inEKcFlq61TUl0oXTzfsS9CJ+5PFhKoiIiIiIiIiItVLFRgiIiIiIiIiUvWUwBARERERERGRqqcEhoiIiIiIiIhUPSUwRERERERERKTqKYEhIiIiIiIiIlVPCQwRERERkU7KwsNm9vactg+Y2d2VjEuks1Ff6hx0GVURERERkU7MzA4Afg8cAtQA04GT3P25HXjNWndvKFGIIp2C+lL1UwJDRERERKSTM7MrgfVAf6De3b9uZmcCnwN6AY8C57h7k5ldD0wE+gK/dffL0mssBq4DTgKudvffV+CtiFSU+lJ1q610ACIiIiIissMuBZ4EtgCT05nk9wBHuntDOtD6EPBr4CJ3X2lmtcADZnabuz+bXme9ux9ViTcgUiXUl6qYEhgiIiIiIp2cu683s98C69x9s5m9FTgUmGpmEGeIF6XVTzezTxLHArsA+wGZg67fdmzkItVFfam6KYEhIiIiItI1NKUFwIAb3f0ruSuY2XjgPOAwd19tZrcAfXJWWd8hkYpUN/WlKqWrkFQBM2s0s+lmNtPMfm9m/VL7uh14zbPMbJfSRblj2zezG8xsv0rFI9XNzEab2e1mNt/MFprZD82sdxm2c4yZHZlz/9Nmdka6XVSf6cz7tpmdn/n/Jd2/y8yGVDIm6Thm9iUzm2Vmz6TvnDem9mb7RYHnb9f+U6r9LfW5H27v80qh0P8ZIp3AfcAHzGw4gJntZGZjgEFAPbDWzEYBJ1YwRpHOQH2piiiBUR02uvvB7n4AMdbq0yV4zbOIMqZKabZ9d/9UzngwkddZ1OL9Efizu48HxhOleVeWYXPHAK8fjLj7te7+i3T3LIrrM83W62T79vnA6weU7n6yu6+uYDzSQczsCOCdwER3nwC8lWz5a7P9ooDt3X+6wv52DPn/zxCpau4+gxjLf5+ZPQP8HRhJjO1/FpgJ/BR4pGJBinQC6ktVxt21VHghxldlbn8a+HFuOzAAuJ/oJDOAU1L7WGA20WFmEZ2pL/A+YB0wl7j0T98W2zsUeAZ4DPg2MDO116T7U9Lj/5najwEeBG4D5gC/InsFm0nAP4FpwD3AqNa2n54/OT3npPRengbuT21vSetOB54CBlb630VLh+3/xwMPtWgbBKxK+/5ZwA9zHrsTOCbd/gkwNe3/l+as8wLZCZhmAPuk/rIUeDntZ28CLgEuyLPPfjX1hZnA9UT5YN59G/gMcGVODGcBP0i3Pwr8Oz3nOqCmlc/h5NS/HgauAe5M7f2BG1MsT5Ht/2cRiZ+7gfkttn1C6t9PEpcCGwB8nkiQzgAeyPmchqfbZxD9/mngl6nt/en9P93y30hL51qA9wJ/aaW9tf1im35VaP9J++hf034yE/hgO/e3dwFPpP38PmCkZ/f1H7YSex1wb9rPrwNezHn9Vvtc6r//l7b7eM426oA/pH42BTiKAv9npOfsmeJ8OsXwBuI78KG0/kzgTZX+t9eiRYsWLVq60lLxALQ0S1TUArcDn2mlfVC6PRxYQBxMjQUagIPTY78DPppuP0hKGLSyvZnELLoAl5NNYJwNfDnd7p1+wI4jEhhrgNFE1c5jwNFAT+IyQnXpOR8kxodts32yB3l1xFm/cal9WPr7F+CodHsAUFvpfxctHbb/fx74XivtTwEHtzx4oXkCI7P/1KR9bEK6/wJwbrr9WeCGdPv1g4+W91vZZ4fl3P4l8K486+Xu2wty2v+W+sm+af/umdp/DJzR4r32adEvbiWbwPhmTr8eAswjDhjPAhYCg9PzXwR2I/6PeAjon55zIfDVnM9leM52X0jr708kZYa3+FxnALtmtl3pfUXLDvWzAcRB9by0D76l5X6Qc79Qv2pt/zkN+GlO++B27m9DySbHPwV8N90+i9YTGD8ELk63TwI8vX7ePpfWyfTlK8l+5/0aODrdHgPMTrcvIf//GU8A70m3+xDVJv8NfCnn81MyXosWLVq0aCnhokk8q0NfM5uebv8L+FmLxw34ppm9mZhMZleibAngeXfPPHcakdTIK40/Hujuj6amXxNlxRBnbSeY2fvS/cFEOf8W4N/uvji9xvS0ndXAAcC9aUbeGmBJG+/1cOJM7vMA7r4ytT8CXGVmvwL+mNmWdAtGHFS01t6WD5jZ2USSbxQx8/Mz6bE/pr/TiLPP2+tYM/sicVAyjDgb/Zd8K7v78jR/x+FERcTexH79OaJSaUrOzNXLWjx9H2Bhpl8QCYyz0+0TgHeb2QXpfh/iAAuigmkNgJk9C+xOJDn2Ax5J2+tFJB0LOQ64zd1XpPeS2y9vMrPfkf08pRNy93VmNomoIjgW+K2ZXeTuN7WyeqF+1ZoZwHfM7Aoi8favNsLJt7+NTnGNIvbb5/M8P+No4rJ2uPvdZrYqtR9P/j63hUiCQvzf8LZ0+63Afml9gEFmNjDfhtNju7r7n9L2N6X2KcCNZtaTGBY3Pd9riIiIyPZTAqM6bHT3gws8/hHi7O4kd99qZi+QneF2c856jcQPtUIKHRQacdb6nmaNZse0sp3atP4sdz+ijW223MY2B6vufrmZ/ZUoo3/czN7q7nO243Wl85pFnMF9nZkNIpJ0c4kkWe58PX3SOuOI4R+HuvsqM7uJ5jM/Z/bZzP5aNDPrQ5y1nezui8zskhavnc9vgQ8QQ0H+5O6e5vi42d0vLrTJNh47zd3ntojxjeTvl/e6++lFxJu7jdb65afTdt4BTDezg939te14Xaki7t5IVFQ8aGYzgDOBm3LXKaJftfa681Jy5GTgW2b2d3e/rMBT8iUtfwBc5e53pO+dS9p4S/n6TaE+t9XdM9vO/b+hB3CEu29s9kKWt2u2+oC7P5RONrwD+KWZfds1Z4aIiEjJaBLPzmEwsCwlL44lzrK2pR7Y5uyRu68C6tNZYoAP5Tx8D/CZdOYIM9vLzPoX2MZcoC5NDsf/t3fvcXLW5cH/P1d2szlBSCIJhHAItAFEBcGUIloP2CpqK3isWpVWWlprFW21Ytunlmr7E1ut+jx9avFQ8eexWivUeqhSEUWlcj4jATmEBJKQ85Jks7vX88f3HnYSdmdnD7M7u/t5v17zumfuuWfua4b5kp1rru/1jYjZEfGkRuen/BL87OqPZCJiSbX9hcy8OTMvokxdOb6J16jp4XJgft1qIB3ABykl47soZedPjYhZEXEEcGr1uIWU5am2RcQhwAubONdQn8v976t9YdsUEQdQel808xxfBc4GXsPA2t+XA6+IiGXV61sSEfuP4TuAYyJiZXX7N+vu+zbwlioRQkScPMS5a34CPCMifrE6fn5EHDtM7JdTfnV/Qi3GavsLmXl1Zv4lsIkyRUVTUEQcF2W5t5qnUqYdwb6fi0bjatDPT7Uqz6OZ+Vng74FTGh3PEJ83yr91D1bXz2niZf2QkjAkIp5PmYJSe/7hxtz+/gv4o7rXVPtRYah/S7cDayPi7Or4OdVYO4ry7/XHKdWUp+z/WEmSNHomMKaGzwGrI+IaSjVGM5UJnwY+FmWpvP2rMs4FLo6IH1N+RdpW7f8EpZPudRFxC6Xx2ZC/XGdmD+WL3UURcSNlfnWtW/ug58/MjZTS+K9Wj6l9yXtblGVkbwR2UfoHaAaofg19KeULx13AI0B/Zv5NdchVlFLymylfjq6rHncjpU/GrZQml810fv4P4KXV5/JX9rvv01SfWUplw8erc36N0tTvccftP7aqBOFtwFGZ+T/VvtuAvwD+q+pc/R1KWX7943ZRenV8KyJ+CDzMwLh8L6XfzE3VuHxvoxdYjbHfBr5Qne8nDCQELwa+GRHf2+8xt1IaG36/GoMfqu76u4i4uTrvlZRmhZqaDgAuiYjbqs/FCQxUODz2uRhmXA36+QGeAvxPNXb+HHhfo+MbfN7+CvhyRPyAkjAbzoXA8yPiOkqiZT2wo5kxN4i3Uv6dvamajlVbDazR/zNeD7y1OsePgEMpPaNuiIjrKZVlH2nidUiSpCbFQCWlZoqIOCAzd1bXLwCWZ+b5kxyWBEBEnE7pAfGyzLx2suOZKLVxWVVa/CNwV2b+w2THJbWriJgD9GVmb1UJ+E/DTMeUJElTnD0wZqYXR8S7Kf/976P8Wiu1harBbDPTpKab34uIcyjNC6+nVEBJGtqRwL9GxCxKc87fm+R4JElSi1mBIUmSJEmS2p49MCRJkiRJUtszgSFJkiRJktqeCQxJkiRJktT2pnQC48wzz0zAi5d2v7Q9x5KXKXKZEhxPXqbARZKkKWlKJzA2bWpmmXhJw3EsSePH8SRJktQaUzqBIUmSJEmSZgYTGJIkSZIkqe2ZwJAkSZIkSW3PBIYkSZIkSWp7JjAkSZIkSVLbM4EhSZIkSZLangkMSZIkSZLU9kxgSJIkSZKktjdsAiMiVkZEV3X9mRHxhxGxsPWhSZIkSZIkFc1UYHwNyIj4BeAzwBOBz7c0KkmSJEmSpDrNJDD6M3Mv8DLgw5n5FmBFa8OSJEmSJEka0EwCozciXgm8Hvh6tW9260KSJEmSJEnaVzMJjDcCzwU+kJn3RMTRwBdaG5YkSZIkSdKAzkZ3RkQH8M7MPKe2LzN/DvxNqwOTJEmSJEmqaViBkZl9wPKIcMqIJEmSJEmaNA0rMCr3AD+IiEuB7trOzPxoy6KSJEmSJEmq00wCYyPwHWB+dZEkSZIkSZpQwyYwMvN/TUQgkiRJkiRJQxk2gRERBwN/AjwJmFvbn5nPb2FckiRJkiRJj2lmGdXPAvcCxwIXAQ8BN7QwJkmSJEmSpH00k8BYmpn/DPRk5uXAOcCpwz0oIj4VERsi4pa6fUsi4jsRcVe1XVztj4j4aESsiYibIuKU0b4gSZIkSZI0/TSTwNhbbR+KiBcATwaOaOJxnwbO3G/fBcDlmbkKuLy6DfBCYFV1OQ/4pyaeX5IkSZIkzRDNJDD+NiIOAt4B/AVlSsk7h3tQZl4JbN5v91nAJdX1S4Cz6/Z/JoufAIsiYnkTsUmSJEmSpBmgmVVILquu3gT8yhjPd0hmrq+ed31ELKv2rwAeqDtubbVv/f5PEBHnUao0OPLII8cYjjRzOZak8eN4kiRJar1hKzAi4hcj4tsRcWN1+8SIePc4xxGD7MvBDszMizNzdWauXrp06TiHIc0cjiVp/DieJEmSWq+ZKSSfAC4E+qvbNwOvG+X5Hq5NDam2G6r9a9m3r8bhwLpRnkOSJEmSJE0zzSQwFmTmj2o3MjMZaOw5UpdRVjGh2l5at/8N1WokpwHbalNNJEmSJEmShu2BATwSEUdTTemIiLOBh4Z7UER8AXgOcHBErAXeA7wf+NeIOBe4H3hldfg3gBcBa4BHgd8Z2cuQJEmSJEnTWTMJjD8CPgkcHxH3URprvnq4B2Xma4a463mDHJvAm5uIRZIkSZIkzUBDJjAi4qjMvC8z1wBnVEupRmZunbjwJEmSJEmSGvfAuDwiLoiIToDM3GbyQpIkSZIkTYZGCYyTgUOAayPiWRMUjyRJkiRJ0uMMOYUkM3cAb4+Ip1GqMdZSllKNcneeOEExSpIkSZKkGa5hE8+IOAP4CPAJ4B8pCQxJkiRJkqQJ1aiJ5xeBFcBrM/PmiQtJkiRJkiRpX40qMC7PzI9PWCSSJEmSJElDGLKJp8kLSZIkSZLULhqtQiJJkiRJktQWTGBIkiRJkqS213QCIyKOjoiXRcTxrQxIkiRJkiRpf0MmMCLia3XXzwL+G/gN4NKI+O3WhyZJkiRJklQ0WoXkqLrr7wLOyMyfR8TBwOXAp1sZmCRJkiRJUk2jKSRZd70zM38OkJmbgP6WRiVJkiRJklSnUQXGSRGxHQhgTkQcmpkPRUQX0DEx4UmSJEmSJDWowMjMjsxcmJkHZmZXZj5U3TUf+P2JCU8zwvY74Sfnwt6dkx2JJEmSJKlNjXgZ1czcmpk/bkUwmqF23A27N8CuByc7EkmSJElSmxpxAkMad71V5UXPlsmNQ5IkSZLUtiYlgRERb4+IWyPiloj4QkTMjYijI+LqiLgrIr5U9drQTNDbXbZ7Nk9uHJIkSZKkttUwgRERHRHx2fE8YUSsAN4KrM7MJ1Magr4auAj4h8xcBWwBzh3P86qN1RIYVmBIkiRJkobQMIGRmX3A0hZUQ3QC8yKik9IUdD1wBvCV6v5LgLPH+ZxqV30mMCRJkiRJjTVaRrXmXuCqiLgM6K7tzMwPjeaEmflgRPw9cD+wC/gv4Fpga2b2VoetBVYM9viIOA84D+DII48cTQhqN7XVR3qcQjKRHEvS+HE8SZIktV4zPTDWAV+vjj2w7jIqEbEYOAs4GjgMWAC8cJBDc7DHZ+bFmbk6M1cvXbp0tGGonTw2hWTr5MYxwziWpPHjeJIkSWq9YSswMvNCgIhYkJndwx3fhF8Ffp6ZG6vn/SpwOrAoIjqrKozDKYkTzQSPTSGxAkOSJEmSNLhhKzAi4ukRcRtwe3X7pIj4v2M45/3AaRExPyICeB5wG/A94BXVMecAl47hHJpKahUYe7dCDlp4I0mSJEma4ZqZQvJh4AXAIwCZeSPwrNGeMDOvpjTrvA64uYrhYuBdwB9HxBrgCcAnR3sOTSGZJYHRMRf6+2Dv9smOSJIkSZLUhppp4klmPlCKJR7TN5aTZuZ7gPfst/se4NSxPK+moP4e6O+FA1fCjjVlJZKugyY7KkmSJElSm2mmAuOBiDgdyIjoioh3UE0nkcasNn1k/hFlax8MSZIkSdIgmklg/AHwZsqypmuBpwJ/2MqgNIPUEhgLagmMLZMXiyRJkiSpbTUzheS4zPyt+h0R8QzgqtaEpBmld2fZzju8bE1gSJIkSZIG0UwFxv9ucp80crUKjDlLoHO+U0gkSZIkSYMasgIjIp4OnA4sjYg/rrtrIdDR6sA0Q9QSGJ0HQNdiKzAkSZIkSYNqNIWkCzigOubAuv3bgVe0MijNII8lMBaYwJAkSZIkDalRAuN3M/P1EbEtMz88YRFpZqn1wOiYD11LYMddkxuPJEmSJKktNeqB8bSIOAr4nYhYHBFL6i8TFaCmud5u6OgqFyswJEmSJElDaFSB8THgW8AxwLVA1N2X1X5pbHq7oWNBud61GPp2l0vH3MmNS5IkSZLUVoaswMjMj2bmE4FPZeYxmXl03cXkhcZH787S/wLKSiQAe1yJRJIkSZK0r0YVGABk5psAImIZMLdu//0tjEszRW/3QAKja3HZ9myG+YdNXkySJEmSpLbTqAcGABHxGxFxF/Bz4PvAvcA3WxyXZore7rKEKtQlMLZOXjySJEmSpLY0bAIDeB9wGvCzzDwaeB5wVUuj0sxRP4Wkq5pC0uMUEkmSJEnSvppJYOzNzEeAWRExKzO/Bzy1xXFppqifQtJ5AMzqdCUSSZIkSdLjDNsDA9gaEQcAVwKfi4gNQG9rw9KMkAl9dQmMCOhaZAJDkiRJkvQ4zVRgnAU8Crydsqzq3cBvtDIozRD9e6C/byCBAWUaiVNIJEmSJEn7aWYVku7qaj9wSWvD0YzSW320ak08oTTy3P3w5MQjSZIkSWpbzVRgSK0xVALDKSSSJEmSpP1MSgIjIhZFxFci4o6IuD0inh4RSyLiOxFxV7VdPBmxaQI9lsDYfwrJNui3zYokSZIkacCIEhgRsTgiThyH834E+FZmHg+cBNwOXABcnpmrgMur25rOeneW7T4JjCpv1bN14uORJEmSJLWtYRMYEXFFRCyMiCXAjcC/RMSHRnvCiFgIPAv4JEBm9mTmVkqz0FqPjUuAs0d7Dk0Rg1Zg1BIYTiORJEmSJA1opgLjoMzcDrwM+JfMfBrwq2M45zHARkoi5PqI+ERELAAOycz1ANV22WAPjojzIuKaiLhm48aNYwhDk27QHhhLytYERss5lqTx43iSJElqvWYSGJ0RsRx4FfD1cThnJ3AK8E+ZeTLQzQimi2TmxZm5OjNXL126dBzC0aR5LIExf2DfYxUYLqXaao4lafw4niRJklqvmQTGXwPfBtZk5k8j4hjgrjGccy2wNjOvrm5/hZLQeLhKlFBtN4zhHJoKendCRxfMmj2wr2tR2doDQ5IkSZJUZ9gERmZ+OTNPzMw/rG7fk5kvH+0JM/Mh4IGIOK7a9TzgNuAy4Jxq3znApaM9h6aI3u59p48AzOqE2QutwJAkSZIk7aNzuAMiYinwe8DK+uMz841jOO9bgM9FRBdwD/A7lGTKv0bEucD9wCvH8PyaCnq7923gWTNniQkMSZIkSdI+hk1gUCohfgB8F+gbj5Nm5g3A6kHuet54PL+miKESGLMXOYVEkiRJkrSPZhIY8zPzXS2PRDNPb3eZLrK/OUtg680TH48kSZIkqW0108Tz6xHxopZHopmnd+fgFRhdS8oyqpkTH5MkSZIkqS01k8A4n5LE2B0RO6rL9lYHphmgdyfMPuDx+7sWQ39vuV+SJEmSJJqYQpKZB05EIJphMssUko7BKjAWl23PFpjtx0+SJEmS1FwPDCLiJcCzqptXZObXWxeSZoT+PZD9Q0whqSUwNsOCIyc2LkmSJElSWxp2CklEvJ8yjeS26nJ+tU8avb3V9JDOwaaQLCnbni0TF48kSZIkqa01U4HxIuCpmdkPEBGXANcDF7QyME1zfd1l27ACwwSGJEmSJKlopoknwKK66we1IhDNML1VAmOwJp6d86BjLuzZPLExSZIkSZLaVjMVGP8fcH1EfA8ISi+Md7c0Kk1/tQTGYE08oVRhWIEhSZIkSao0swrJFyLiCuCXKAmMd2XmQ60OTNNcbYnUwaaQgAkMSZIkSdI+hpxCEhHHV9tTgOXAWuAB4LBqnzR6vQ16YADMWVJWIZEkSZIkicYVGH8MnAd8cJD7EjijJRFpZhgugdG1GHqun7h4JEmSJEltbcgERmaeV119YWburr8vIua2NCpNf73d0DEHZg3xEexaXI7p64GOromNTZIkSZLUdppZheRHTe6Tmte7c+jqC4CuJWXrNBJJkiRJEg0qMCLiUGAFMC8iTqY08ARYCMyfgNg0nfV2D5PAWFy2PVtg3qETE5MkSZIkqW016oHxAuC3gcOBD9Xt3wH8WQtj0kzQ2w2dBwx9f30CQ5IkSZI04zXqgXEJcElEvDwz/20CY9JM0NsNXYuGvt8pJJIkSZKkOo0qMADIzH+LiBcDTwLm1u3/61YGpmmutxvmrxj6/tkLIWZZgSFJkiRJAppo4hkRHwN+E3gLpQ/GK4GjxnriiOiIiOsj4uvV7aMj4uqIuCsivhQRLj0xnQ3XxDOiVGiYwJAkSZIk0dwqJKdn5huALZl5IfB04IhxOPf5wO11ty8C/iEzVwFbgHPH4RxqR5nD98CAMo1kj1NIJEmSJEnNJTB2VdtHI+IwYC9w9FhOGhGHAy8GPlHdDuAM4CvVIZcAZ4/lHGpj/Xsg+xtXYEBp5GkFhiRJkiSJ5hIYX4+IRcDfAdcB9wJfHON5Pwz8KdBf3X4CsDUze6vbaylLuGo62ruzbIetwDCBIUmSJEkqmklgfCAzt1YrkRwFHA+8b7QnjIhfBzZk5rX1uwc5NId4/HkRcU1EXLNx48bRhqHJ1FtLYAxXgbEE9m4t1Road44lafw4niRJklqvmQTGj2tXMnNPZm6r3zcKzwBeEhH3Uio5zqBUZCyKiNqqKIcD6wZ7cGZenJmrM3P10qVLxxCGJk1vd9k2M4UkE/Zua31MM5BjSRo/jidJkqTWGzKBERGHRsTTgHkRcXJEnFJdngPMH+0JM/PdmXl4Zq4EXg38d2b+FvA94BXVYecAl472HGpztQRGRxMJDHAaiSRJkiSJzgb3vQD4bUo1xIfq9u8A/qwFsbwL+GJEvA+4HvhkC86hdtBXJTBmD9MDY86Sst2zGQ44prUxSZIkSZLa2pAJjMy8BLgkIl5e9b8Yd5l5BXBFdf0e4NRWnEdtZm+zPTCswJAkSZIkFUMmMCLidZn5WWBlRPzx/vdnOUXuewAAHYJJREFU5ocGeZg0vMemkAwzE2n2orI1gSFJkiRJM16jKSS1n8eHqfOXRqivGzrmwqxGHz+go6tMM+nZPDFxSZIkSZLaVqMpJP9cbS+cuHA0I/R2Dz99pKZrsRUYkiRJkqSGq5B8ICL+YJD9b4+Ii1oblqY1ExiSJEmSpBEaMoEB/Dpw8SD7PwK8uDXhaEbo3TmCBMYSp5BIkiRJkhomMDIz+wfZ2Q9E60LStNfbDZ1NtlapVWBktjYmSZIkSVJba5TAeDQiVu2/s9q3q3Uhadob6RSSvh7oe7S1MUmSJEmS2lqjZSD+EvhmRLwPuLbatxp4N/C2VgemaWxECYwlZduzpfnHSJIkSZKmnUarkHwzIs4G3gm8pdp9C/DyzLx5IoLTNJQ5wh4Yi8t2z2aYf3jr4pIkSZIktbVGFRhk5i3AORMUi2aCvt0liTGSHhgAe7e2LiZJkiRJUttr1ANDGn+93WXbbAJjTjWFZM84rUSSaUNQSZIkSZqCTGBoYvXuLNtmp5B0zIeOrvFbSnXDlfDjc6C/d3yeT5IkSZI0IUxgaGI9VoHRZAIjAmYvgp5xmkKy/bbSELQWhyRJkiRpSmjYAwMgIpYCvwesrD8+M9/YurA0bY00gQFlGsl4VWA8um4gjq6Dxuc5JUmSJEktN2wCA7gU+AHwXaCvteFo2hvpFBIoS6k++sD4nH9XlcDoe3R8nk+SJEmSNCGaSWDMz8x3tTwSzQwjbeIJ0LUIto7Dyr39e2HPxioOExiSJEmSNJU00wPj6xHxopZHopmhlsDomN/8Y7qWwN4dJQExFrsfHliBxAoMSZIkSZpSmklgnE9JYuyKiO0RsSMitrc6ME1TvTuhYy7M6mj+MV3VUqo9W8Z27lr/C7ACQ5IkSZKmmGGnkGTmgRMRiGaI3m6YPYLpI1CmkEBJYMxdNvpz716/bxySJEmSpCmjmR4YRMRiYBUwt7YvM68czQkj4gjgM8ChQD9wcWZ+JCKWAF+irHZyL/CqzBzjT+5qO33d0DGCBp4wfhUYu9aV6o++3dC3a2zPJUmSJEmaUMNOIYmI3wWuBL4NXFht/2oM5+wF/iQznwicBrw5Ik4ALgAuz8xVwOXVbU03vd0jW4EEoGtx2e4Z41Kqj66D+UdAR5c9MCRJkiRpimm2B8YvAfdl5nOBk4GNoz1hZq7PzOuq6zuA24EVwFnAJdVhlwBnj/YcamN7d448gTH7IIgYewXG7vUwbzl0zHMKiSRJkiRNMc0kMHZn5m6AiJiTmXcAx43HySNiJSUhcjVwSGauh5LkAAZtdhAR50XENRFxzcaNo86jaLL0dY9sCVUoDT9nHzS2BEZ/L+zeAPMOKwkUm3g6lqRx5HiSJElqvWYSGGsjYhHwNeA7EXEpsG6YxwwrIg4A/g14W2Y2vapJZl6cmaszc/XSpUvHGoYm2mimkEDpg9EzhikktSVU5x9WlnC1B4ZjSRpHjidJkqTWa2YVkpdWV/8qIr4HHAR8aywnjYjZlOTF5zLzq9XuhyNieWauj4jlwIaxnENtKHMMCYzF0LN19OfeVeXc5i6HzvlOIZEkSZKkKWbICoyIWFhtl9QuwM3AD4ERzgHY53kD+CRwe2Z+qO6uy4BzquvnAJeO9hxqU327ShJjpFNIoEpgjKECo5bAeKwCwykkkiRJkjSVNKrA+Dzw68C1QAJRd18Cx4zynM8AXg/cHBE3VPv+DHg/8K8RcS5wP/DKUT6/2lWt6mE0FRhzlsDerSUBEjH88fvbta6ct/PAqgLDBIYkSZIkTSVDJjAy89er7dHjecLM/CH7JkPqPW88z6U2M5YExuxF0N8He7dD10Ejf/yuagWSiLFXYPTtLk1BO+bCrGFnYUmSJEmSxsGQ374i4pRGD6wthSo1rXdn2Y5mCsmcJWXbs2WUCYx1cGC1eE6tAmM01Rxbb4Yb/7w8du7BcOonyiopkiRJkqSWavTz8Qer7VxgNXAjpXLiRMqyp89sbWiadsZSgdFVS2BsBlaO7LG1JVSXPafc7pgP2Q/9e0oVxUhs+gnMmg2HnAHrvgU718DCcVlVWJr+HrkGtt8JK187uqlgkiRJmtGGbOKZmc/NzOcC9wGnVMvDPQ04GVgzUQFqGhlTAmNR2fZsGflja0uozjusOv/8Kp5RTCPZciMsPAFWvm7gtqTBZcLWW6BnW9ne+jdw3xfhoe+W+3fcDb0uaSw9zrbby/iRJEn7aGYC//GZeXPtRmbeEhFPbWFMmq7GpQJjFAmM2gok85bve/6+EX5x6tkC3ffBIc8p01gOOBq23ABHvWrkMUkzwYYr4PYPlV4x0QlzD4XZB8LdnyyVGOu/DSteBKveNNmRSu1j5z1w/Z/CCX8Ky35lsqORJKmtDFmBUef2iPhERDwnIp4dER8Hbm91YJqGagmMjvkjf2zHnFI5MZqlVB9LYFQVGB3z9o2nWVtuKttFJ5Xt4qfC9tuhb8/IY5Kmo0y47e/ghneXBMWai8sUqxW/AQf+Ipx4IRz/dsi9JXkxZwlsvKo06JVmsj2boWdrud59X9luvWny4pEkqU01U4HxO8CbgPOr21cC/9SyiDR99e6Eznmjb3rZtXiUFRjrS/Jj9sJyu5ZAGelKJFtvLNUbB/5Cub34JHjg30sSY7FFSRIP/zdsuLKM8eveUfrFHP82mH/4vsc9+T2QfWUM3vp+2HYrLD5xcmKW2sHN7ymVhideCI9WSfdtt05uTJIktaFhExiZuTsiPgZ8IzPvnICYNF317hzd9JGaUScw1pXqi1rTwFoMI+mBkVmmiyw+CaIqXDroSaU0fssNJjCkPZthzcfhoCfCcefDXR+Dpc98fPICBpIVfbuhows2XQUHnQCbr4WDf3li45YmW/cDsPNemP1I+bemVjXY/UBZOryWfJckScNPIYmIlwA3AN+qbj81Ii5rdWCahnq7R7eEak3XkvIlaaR2rR/ofwEDTTxHUoGxax3s3jgwfQTKCiYLj7ORp5QJd/1f6O8pyYv5K+Ck98JhL2j8uI65sGR1mUZywwVwy/vKFzlpJtl4Vdnu3VGS9LvWlV4xANtua/55dm8qVYFbbxn/GCVJahPN9MB4D3AqsBUgM29gxOtYSlQJjAmuwOjvLauQ1CcwHuuBMYIExuZryvYJq/fd/wu/WxqtSfX6e0dXLTRVbfwBbLoajn5dSV6MxNJnllVKHr0fTngXHLCyJSFKbWvTVWV6JZT+F7vWwcGnlylYzSQj+vbAnR+Fq98Id38Kbv876OtpbcySJE2SZhIYvZm5reWRaPrr7YaOMSYw+naXS7MeW0K17kvVaBIYj/wUFhwBc5ftu//AX9w3OSIBPPBVuPq88ovqdNezrUwXWXgsHH72yB9/8Glw9OvhlA/DsmeOf3xSO3v0wVJ1tOKscnvrjeXfpgVHlQq//Ssw+nvhwf8cqFR69EG47k/K0sQrXgJP/JNSqbju6xP5KiRJmjDNNPG8JSJeC3RExCrgrcCPWhuWpqXeneWPstGaUy2lumczzK9WFNm7vUxLiSFycfuvQAKlb0XHnOankPTuKs3UVrxkdHFr5tl6Y0m0PXQ5HDGKL/VTyZqPlSWJjzt/6HHYyKzZLkWsmWtT9efU8heUlXk2VrfnH1b6LN3/5ZIk7DqoTBG5/SLYdkfpHbP8heUxs7rgKRfCkpPLYx++Au7/SnnOsVQ9SpLUhpr5a/MtwJOAPcAXgO3A21oZlKap3m6YPZYeGIvLtlaav3sT/ORc+Pn/P/RjHn2wbPcva++Y33wFxpbry69eT/ilkcWrmSn7YfvPyvX13yoVQNPVxh/Bhh/CUa+BBUdOdjTS1LP9ztLodu7BJcG/a33ZP+8wWPbskhRcczHseQRueGepvDjuLbDwBFh7KRxwNKz+6EDyAuCYN5Tqr7WXTspLkiSplZpZheRR4M+rizQ6maXiYaxTSGAggXHfF8uv3GsvhcNeXP4A3N+udSVpUmuIVtM5H/q6h461f2/5hQtK/4vOBbDw+NHHrpmj+/7yuVxyMmy+HrbePH2WCH3g3+Hh7w3c3rUeDjgGjnjZ5MUkTWXd95WpiFD6v2y5oVQJzllWliM+8jfh3s/B9ttg7044+aIy5g791TK9ZOHx5fh6BxxTppIsedqEvxxJklptyATGcCuNZKb19Gpe36MlMTCmCoxqCknP5lJZ8dB3YOnp8Mj/wP1fgmPf/PjH7Hpw3/4XNR3zy9SQwdz3RVj7NTjxfSXejT8qX0b3/yNRGsz2arXpY94IO/4M1n9z9AmM3Rtg10PNPX7bbeXcMQuWPWsg4Tec3m7YfsfAl52tt8KOn0F0lAabtalbe3eUL1Jzlw1MyZp/BKx8rWNDGo2+3WV8H/K8cnvByrKde0hJXgAc+QrY9GN49D548ntKcgLKOF/05KGf+5DntCpqSZImVaO/Op8OPECZNnI1EBMSkaan3qraYSzzcTsPKF+UerbAvZ8vc+dXvQnmPKE0NTv8pQO9MWp2rYODnjLIc83ftwdGf2957j2b4YGvlA7ut/x1afgZs2Dl60Yft2aW7XeUip8FR8Ghz4MH/wN6tkLXosaP6+8b+NJSc+f/hm23wOmfbTx2+nbDLe8tv9BC+dyvelNz8a75eOnV8aR3l4a0N/15iQXg/n+FJ74DFj8V1v9XWe3gie8sZeuSxqb7vrKtrbxT6xFVn3Sf1Qkn/jX0PDKQvJAkaQZr1APjUODPgCcDHwF+DdiUmd/PzO9PRHCaRmoJjLFMIYkoXwK3XA8broTDzyq3j3xVSWbc+7l9j+/bU/pkzDvs8c81+8DyJa9nW2mIdtVr4La/g59/BrIPnvKXZRrJnk3w5P818qUhNXPtuLOUdUfA8jNLMuCh75YKpM3XDb68YV8P/PRNcPcnB/btvLeUk/f3liqjRh7675K8OOl9pSpp449KL47h9GyBDd8vsd71T3DHP5RE4Wn/UubVz14IN/0l3PuFsqrB4hNNXkjjpZbAqCUu5h9ZEhYLjtj3uK6DTF5IklQZMoGRmX2Z+a3MPAc4DVgDXBERb5mw6NSesn/ka8yPRwUGlGkkO+4uUztq8+67FpVkxoYrYec98ODXSwf2WjO0/asyoFRr9O2Cm98zUGmx8Qfll+hDn18adp7yQTjl7+GgJ44tZs0M/b2lgqf7gYF+KfNXlC/9675Zms3e9J6SJNvfhivK5/WBr8GWm8q+By8rfVi6FsPGq4Y+b2Y59sBVsOhEWPorpeJj222w/S6486MlkTeYdd8scT/xT6F3B+z8Oaz6w9JP5oCj4ZQPwbLnlIqn3ZsGlnqUNHbd90LHXJh7aLnd0QUn/a09ZSRJaqDhxOWImAO8GHgNsBL4KPDV1oelpmRC/55SKdC3B7La9u+t9vfUXd//mJ5BLo3uqzumv7ecf/6KUlq++GRY9JQyLWMotQTGWHpgwMC8/iNevm8y5IiXwbpvwA0XDPS2qP0CPVgPjIXHllL4W/8WOg8sjdH2bCrPsfI1A69PGk7fbrj/32Dtv5fxA7DwuIH7l78QbruoLIc4e2H5jB1+9kDT2cxqNYGV5fE/+2hp3PfwFWUKyqw55TG9j+47xnZvKtNLdq0rPWGe+I5SSfGE1eWL0MP/DVtvKYmRTVfDsX8EB/9yGb9bri9jct03SrJu2TNLQm/3hlLBUdMxF45/exnfO37mSjzSeOq+r6zeE3UzdE2YS5LUUKMmnpdQpo98E7gwM29pdTARcSZlukoH8InMfH+rzzkuaqtW9O/35b+v2jZKGvQ1ShYMd0zv2OLu6CpfjmbNfvy2Y16pbBjsvllzyuN33FlK4x/8z9InYuHxJZmx+Knl1+D6+fy91dz8sUwhgVJqu/PnsOI39t3fuQCOejXc82k4+nWlEef9Xy73DTaFBODg00qjzjlPKHP/5y0vX9SkZmSWyol7Pl0qL5Y9Ew48toyd+s/RwafBvENLw8tfPK9MFbnv83DcW8v9W28sK5cc/7bSvO+mvyxVE7M6YMVLythZe2mZRnLw6fDI1WXcbbl+YInWuctg6TPK9Y65sGQ1rP9OuX3cW2DtZSVZN/fgkuDrrVuBp/Zr7/JfG/x1RpT7hrpfmqpq46c+gZC57+2h9o32fLXnySzTxA7+5bE/ryRJM0ijCozXA93AscBbY+Af7wAyMxeOZyAR0QH8I6XXxlrgpxFxWWbeNp7nGXd7d8BVrx3bc3R0waz6S32yYC50LhzkmEEuwx1Tf390js8fZP17S9PCLTeUJSPv+3zpRdG5oJTO1xIa4zWFZOXryq/TtSVO6x1+Fix/QfkCt+uh8iWvazF0zhv6+abL8paaeLf+LWz6SUnWnXDB0L+czuqE1f9YxnMEHPai0tjzoCeVRMf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}, "output_type": "display_data", "metadata": {} } ], "source": [ "c = sns.FacetGrid(df, col=\"L2 Field\", sharex=True, sharey=True, col_wrap=5)\n", "c.map(plt.plot, \"Year\", \"Median Citations after 5 Years\", alpha=.7,color=\"orange\").set_titles(\"{col_name}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "l3_fields_sf = tc.load_sframe(EXTENDED_PAPERS_SFRAME)[\"Paper ID\", \"Paper publish year\",\n", " 'Fields of study parent list (L3)',\n", " \"Ref Number\", \"Authors Number\", \"Total Citations by Year\"]\n", "l3_fields_sf = l3_fields_sf.rename({\"Paper publish year\": \"Year\"})\n", "l3_fields_sf = l3_fields_sf[l3_fields_sf['Fields of study parent list (L3)'] != None]\n", "l3_fields_sf = l3_fields_sf[l3_fields_sf['Fields of study parent list (L3)'].apply(lambda l: len(l) <= 100)] # remove papers that belong to more than 10 fields\n", "l3_fields_sf = l3_fields_sf[l3_fields_sf[\"Ref Number\"] >= 5]\n", "l3_fields_sf.materialize()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "l3_fields_sf = filter_sframe_by_years(l3_fields_sf, 2009, 2009)\n", "l3_fields_sf = l3_fields_sf.stack(\"Fields of study parent list (L3)\", new_column_name=\"L3 Field ID\")\n", "l3_fields_sf = l3_fields_sf[l3_fields_sf['Total Citations by Year'] != None]\n", "l3_fields_sf['Citations After 5 Years'] = l3_fields_sf.apply(lambda r: citations_after_years(r['Total Citations by Year'],\n", " r[\"Year\"], 5))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "sf = l3_fields_sf[\"Paper ID\",\"Year\", \"Authors Number\",\"Citations After 5 Years\", \"L3 Field ID\" ]\n", "g = sf.groupby(\"L3 Field ID\", { \"Papers Number\": agg.COUNT_DISTINCT(\"Paper ID\"),\n", " \"Average Author Number\": agg.AVG(\"Authors Number\"),\n", " \"Citations After 5-years List\": agg.CONCAT(\"Citations After 5 Years\"),\n", " \"MAX Citations After 5-years\": agg.MAX(\"Citations After 5 Years\")\n", " \n", " })\n", "g = g[g[\"Papers Number\"] >= 100] # selecting only L3 fields with at least 100 cited papers in 2009\n", "g[\"Median Citations After 5-years\"] = g[\"Citations After 5-years List\"].apply(lambda l: round(np.median(l),2))\n", "h = tc.load_sframe(FIELDS_OF_STUDY_SFRAME)\n", "g = g.join(h, on={'L3 Field ID': 'Field of study ID'})\n", "h2 = tc.load_sframe(FIELDS_OF_STUDY_HIERARCHY_SFRAME)\n", "h2 = h2[h2['Child field of study level'] == \"L3\"]\n", "h2 = h2[h2['Parent field of study level'] == \"L0\"]\n", "h2 = h2[h2['Confidence'] >= 0.95]\n", "g = g.join(h2, on={'L3 Field ID': 'Child field of study ID'})\n", "g = g.join(h, on={\"Parent field of study ID\": 'Field of study ID' })\n", "g = g.rename({\"Field of study name.1\": \"Parent Field of Study\"})\n", "g = g[\"Parent Field of Study\", \"Field of study name\", \"Median Citations After 5-years\", \"MAX Citations After 5-years\", \"Papers Number\", \"Average Author Number\" ]\n", "g[\"MAX Citations After 5-years\"] = g[\"MAX Citations After 5-years\"].apply(lambda i: int(i))\n", "g[\"Average Author Number\"] = g[\"Average Author Number\"].apply(lambda i: round(i,2))\n", "g = g.sort([\"Parent Field of Study\", \"Median Citations After 5-years\"])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ArtVideo4.5721703.48
ArtMusic5.02044792.83
ArtClothing5.0721233.86
ArtFilm5.02528574.11
ArtPhysical model6.01474523.77
ArtConceptual design6.0511844.39
ArtPhotography8.01582013.7
ArtPerformance9.047314674.08
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Parent Field of StudyField of study nameMedian Citations After
5-years ...
MAX Citations After
5-years ...
Papers NumberAverage Author Number
MathematicsFinite impulse response2.01673373.0
Computer SciencePixel2.038024843.27
Computer ScienceOntology2.06167333.35
Computer ScienceMesh networking2.0622743.43
Computer ScienceCamera resectioning2.0431143.13
Computer ScienceSession Initiation
Protocol ...
2.01161003.6
ChemistryGallium2.0734843.43
MathematicsPresentation of a group2.0917063.22
MathematicsSpiral2.0801223.65
MathematicsBlock code2.0542812.83
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Note: Only the head of the SFrame is printed.
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\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "plt.subplots(figsize=(20,15))\n", "s = sns.boxplot(y=\"Parent Field of Study\", x=\"Median Citations After 5-years\", data=g.to_dataframe(), orient=\"h\")\n", "s.set(xlabel='L3 Subfields Median Citations After 5-Years')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in previous results, we can observe that the average/median number of citaitons have considerably increased over all the Biology subfields. However, as can be observed from the above resutls, different research domains have different average and median number of citations.\n", "\n", "Overall, in our analysis, we discovered that different domains had a wide range of properties that evolved differently over time." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2.0 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 2 }