{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# International presence of indigenous artists\n", " \n", "\n", "\n", "This is a brief analysis of collected data from [DAAO](https://www.daao.org.au/) with a focus on international presence of indigenous artist/designers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages and pre-process data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "import requests, gzip, io, os, json\n", "\n", "# for data mgmt\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# for plotting\n", "import matplotlib.pyplot as plt\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# provide folder_name which contains uncompressed data i.e., csv and jsonl files\n", "# only need to change this if you have already downloaded data\n", "# otherwise data will be fetched from google drive\n", "global folder_name\n", "folder_name = 'data/local'\n", "\n", "def fetch_small_data_from_github(fname):\n", " url = f\"https://raw.githubusercontent.com/acd-engine/jupyterbook/master/data/analysis/{fname}\"\n", " response = requests.get(url)\n", " rawdata = response.content.decode('utf-8')\n", " return pd.read_csv(io.StringIO(rawdata))\n", "\n", "def fetch_date_suffix():\n", " url = f\"https://raw.githubusercontent.com/acd-engine/jupyterbook/master/data/analysis/date_suffix\"\n", " response = requests.get(url)\n", " rawdata = response.content.decode('utf-8')\n", " try: return rawdata[:12]\n", " except: return None\n", "\n", "def check_if_csv_exists_in_folder(filename):\n", " try: return pd.read_csv(os.path.join(folder_name, filename), low_memory=False)\n", " except: return None\n", "\n", "def fetch_data(filetype='csv', acdedata='organization'):\n", " filename = f'acde_{acdedata}_{fetch_date_suffix()}.{filetype}'\n", "\n", " # first check if the data exists in current directory\n", " data_from_path = check_if_csv_exists_in_folder(filename)\n", " if data_from_path is not None: return data_from_path\n", "\n", " urls = fetch_small_data_from_github('acde_data_gdrive_urls.csv')\n", " sharelink = urls[urls.data == acdedata][filetype].values[0]\n", " url = f'https://drive.google.com/u/0/uc?id={sharelink}&export=download&confirm=yes'\n", "\n", " response = requests.get(url)\n", " decompressed_data = gzip.decompress(response.content)\n", " decompressed_buffer = io.StringIO(decompressed_data.decode('utf-8'))\n", "\n", " try:\n", " if filetype == 'csv': df = pd.read_csv(decompressed_buffer, low_memory=False)\n", " else: df = [json.loads(jl) for jl in pd.read_json(decompressed_buffer, lines=True, orient='records')[0]]\n", " return pd.DataFrame(df)\n", " except: return None \n", "\n", "# uncomment if first time running; takes >1 mins to run\n", "# persons = fetch_data(acdedata = 'person')\n", "# events = fetch_data(acdedata = 'event')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first list the most active indigenous artists/designers in terms of their international presence, followed by a time-series plot of distinct international exhibitions per year associated with indigenous artists/designers. This is followed by an interactive world map to highlight the relevant events. The last visualisation overlays the previous data alongside international activity by non-indigenous artists/designers." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Indigenous artists/designers with the most international exhibitions:\n" ] }, { "data": { "text/plain": [ "\"Jenny Fraser\" 19\n", "\"Colin Tjakamarra McCormack\" 15\n", "\"Gordon Bennett\" 9\n", "\"Emily Kame Kngwarreye\" 9\n", "\"Michael Riley\" 8\n", "Name: name, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # uncomment if first time running; takes 2 mins to run\n", "# relevant_events = pd.DataFrame()\n", "\n", "# for idx,row in persons[persons.is_indigenous == True].iterrows():\n", "# try: \n", "# this_person = pd.json_normalize(json.loads(row['related_events']))\n", "# for event_id in this_person['object.ori_dbid.$oid'].values:\n", "# this_event = events[events['ori_dbid'].str.contains(event_id, na=False)]['coverage_ranges'].values[0]\n", "# this_event_df = pd.json_normalize(json.loads(this_event))\n", "# this_event_df['name'] = row['display_name']\n", "# this_event_df['event_id'] = event_id\n", "# relevant_events = relevant_events.append(this_event_df)\n", "# except: pass\n", "\n", "# relevant_events.to_csv('data/local/DAAO_indigeneous_analysis_relevant_events.csv', index=False)\n", "\n", "relevant_events = fetch_small_data_from_github('DAAO_indigeneous_analysis_relevant_events.csv')\n", "\n", "# indigeneous artists/designers with the most international events\n", "international_events = relevant_events[(relevant_events['place.address.country'] != 'Australia') &\\\n", " (relevant_events['place.address.country'].notnull())]\n", "\n", "print('Indigenous artists/designers with the most international exhibitions:')\n", "display(international_events['name'].value_counts().head(5))\n", "\n", "years_raw = international_events[international_events['date_range.date_start.year'].notnull()]['date_range.date_start.year']\\\n", " .astype(int).to_list()\n", "\n", "years = international_events[international_events['date_range.date_start.year'].notnull()]\\\n", " .drop_duplicates(subset=['event_id'])['date_range.date_start.year'].astype(int).to_list()\n", "\n", "# plot a line plot of yearly count of international events over time\n", "plt.figure(figsize=(10,5))\n", "plt.plot(sorted(years), [years.count(y) for y in sorted(years)], marker='o', linewidth=0.5, markersize=4, alpha=0.8)\n", "\n", "# set x-axis\n", "plt.xticks(np.arange(1890, 2011, 10.0))\n", "\n", "plt.xlabel('Year')\n", "plt.ylabel('Count')\n", "plt.title('Yearly count of distinct international exhibitions, Indigenous artists/designers (n=281)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ "Florence, Italy", 2005 ], [ "Venice Biennale, Venice, Italy", 1999 ], [ "Centro Deantasco, Ravenna, Italy", 1993 ], [ "Venice", 2009 ], [ "Palazzo Giustinian Lolin, Venice Biennale, Venice, Italy", 1995 ], [ "Italy", 1996 ], [ "Italy", 1997 ], [ "Gallery Gabrielle Pizzi, Palazo Papadopoli, Venice, Italy", 1999 ], [ "Venice Biennale, Venice, Italy", 1997 ], [ "Venice", 1990 ], [ "OTTO ZOO Gallery, Milan, Italy", 2009 ] ], "geo": "geo", "hovertemplate": "%{hovertext}

place.address.country=Italy
place.geo_coord.latitude=%{lat}
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"white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "International exhibitions by indigenous artists/designers (n=284)" }, "width": 800 } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot a light-weight world, point map of international events by \n", "# place.geo_coord.latitude and place.geo_coord.longitude\n", "\n", "import plotly.express as px\n", "\n", "fig = px.scatter_geo(international_events[international_events['place.geo_coord.latitude'].notnull()], \n", " lat='place.geo_coord.latitude', lon='place.geo_coord.longitude',\\\n", " color='place.address.country',\n", " hover_data=['place.ori_address', 'date_range.date_start.year'],\\\n", " hover_name='name',\\\n", " projection='natural earth', opacity=0.5, size_max=10)\n", "\n", "# add title\n", "fig.update_layout(showlegend=False,\n", " title_text='International exhibitions by indigenous artists/designers (n=284)')\n", "\n", "# reduce figure wdith\n", "fig.update_layout(width=800)\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Non-indigenous artists/designers with the most international events:\n" ] }, { "data": { "text/plain": [ "\"Gwyn Hanssen Pigott\" 66\n", "\"Mike Parr\" 35\n", "\"James Fraser Scott\" 33\n", "\"Stelarc\" 27\n", "\"Luca Gansser\" 27\n", "Name: name, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # uncomment if first time running; takes 12 mins to run\n", "# relevant_events2 = pd.DataFrame()\n", "\n", "# for idx,row in persons[persons.is_indigenous == False].iterrows():\n", "# try: \n", "# this_person = pd.json_normalize(json.loads(row['related_events']))\n", "# for event_id in this_person['object.ori_dbid.$oid'].values:\n", "# this_event = events[events['ori_dbid'].str.contains(event_id, na=False)]['coverage_ranges'].values[0]\n", "# this_event_df = pd.json_normalize(json.loads(this_event))\n", "# this_event_df['name'] = row['display_name']\n", "# this_event_df['event_id'] = event_id\n", "# relevant_events2 = relevant_events2.append(this_event_df)\n", "# except: pass\n", "\n", "# relevant_events2.to_csv('data/local/DAAO_indigeneous_analysis_relevant_events2.csv', index=False)\n", "\n", "relevant_events2 = fetch_small_data_from_github('DAAO_indigeneous_analysis_relevant_events2.csv')\n", "\n", "# indigenous artists/designers with the most international events\n", "international_events2 = relevant_events2[(relevant_events2['place.address.country'] != 'Australia') &\\\n", " (relevant_events2['place.address.country'].notnull())]\n", "\n", "print('Non-indigenous artists/designers with the most international events:')\n", "display(international_events2['name'].value_counts().head(5))\n", "\n", "years2_raw = international_events2[international_events2['date_range.date_start.year'].notnull()]['date_range.date_start.year']\\\n", " .astype(int).to_list()\n", "\n", "# remove years before 1890 and after 2010\n", "years2_raw = [y for y in years2_raw if y >= 1890 and y <= 2010]\n", "\n", "years2 = international_events2[international_events2['date_range.date_start.year'].notnull()]\\\n", " .drop_duplicates(subset=['event_id'])['date_range.date_start.year'].astype(int).to_list()\n", "\n", "# remove years before 1890 and after 2010\n", "years2 = [y for y in years2 if y >= 1890 and y <= 2010]\n", "\n", "# plot a line plot of yearly count of international events over time\n", "plt.figure(figsize=(10,5))\n", "plt.plot(sorted(years2), [years2.count(y) for y in sorted(years2)], label='Non-indigenous artists/designers',\n", " marker='o', linewidth=0.5, markersize=4, color='orange', alpha=0.8)\n", "plt.plot(sorted(years), [years.count(y) for y in sorted(years)], label='Indigenous artists/designers',\n", " marker='o', linewidth=0.5, markersize=4, alpha=0.8)\n", "\n", "plt.legend()\n", "# set x-axis\n", "plt.xticks(np.arange(1890, 2011, 10.0))\n", "\n", "plt.xlabel('Year')\n", "plt.ylabel('Count')\n", "plt.title('Yearly count of international events')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**1893 in context**\n", "\n", "This year marks the first recorded entry of an indigeneous artist/designer participating in an international exhibition. According to the DAAO,\n", "\n", "> *Mickey of Ulladulla was an Aboriginal artist active in the ninetenth century on the south coast of NSW. Five of his paintings were included posthumously in the catalogue of exhibits in the NSW Courts at the Chicago Exposition in 1893.*\n", "\n", "
\n", "\n", "**1910 in context**\n", "\n", "Another early entry occurred in 1910. According to the DAAO,\n", "\n", "> *Celebrated shellworker, Emma Timbery of La Perouse, NSW, exhibited her shellworks in England in 1910.*\n", "\n", "
\n", "\n", "**1988 in context**\n", "\n", "The highest number of recorded exhibitions with indigenous artists/designers occurred in 1988. This is the only year where the number of international exhibitions with indigenous artists/designers (25) was equal to the number of international exhibitions with non-indigenous artists/designers (25).\n", "\n", "- 16 out of these 25 exhibitions were held in the US. The rest were held in Tahiti (6), UK (2), and China (1).\n", "- Gauguin Museum in Tahiti held the most number of exhibitions in 1988 (6).\n", "- There are 21 distinct indigenous artists/designers:\n", " - Clifford Possum Tjapaltjarri exhibited three times (London, New York, and St Louis)\n", " - Colin Tjapanangka Dixon exhibited twice (Los Angeles and Tahiti)\n", " - Bessie Nakamarra Sims exhibited twice (Seattle and New York)\n", " - The rest exhibited once\n", "\n", "
\n", "\n", "**1990 in context**\n", "\n", "This is the only year where the number of international exhibitions with indigenous artists/designers (22) exceeded the number of international exhibitions with non-indigenous artists/designers (21).\n", "\n", "- 8 out of these 22 exhibitions were held in the US. The rest were held in the UK (7), France (5), Italy (3), Ireland (2), India (1), Vanuatu (1) and Spain (1).\n", "- Musée Fabre in Montepellier, France held the most number of exhibitions in 1990 (4).\n", "- There are 21 distinct indigenous artists/designers: \n", " - Gloria Petyarre exhibited three times (London, Dublin, and India)\n", " - Robert Campbell exhibited three times (Manchester, Montpellier, and Boston)\n", " - Nyukana Baker exhibited twice (Edinburgh and New Mexico)\n", " - Emily Kame Kngwarreye exhibited twice (Dublin and Boston)\n", " - Trevor Nickolls exhibited twice (Venice)\n", " - The rest exhibited once" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Yearly count of international participations\n", "\n", "As opposed to distinct exhibitions, we also plot the number of people associated with each distinct exhibition. This allows us to inspect whether any networks exist at an international level." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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3z2X50aNHPcqJK1FeXu51mf0kv7a2Fl988QUefPBB3HPPPY51jEajY3yju7a8JoD0+fvpp59gs9mCCqbC8ZwCkZOTA4vFgiNHjrgEU0IIlJeX+xyXKSc1NRVz587F3LlzcfjwYUd2asqUKdixY0fQbSUiZZiRIqKI6du3L4qLi7Fx40aceOKJXn/sJ8QqlcojQ7Rp0yasXr26ze0oLCzERRddhBdffBELFizAlClTXLrSyDn77LOxYsUKl+6H7saOHYtt27bht99+c1n+5ptvQqVSYcyYMQDgmHtm06ZNLut99tlnCp9NKyUZHiVtjST3K+9255xzDiorK2G1Wr2+b4ItquCN/YTf/f338ssve20vENgxHzt2LBoaGvDJJ5+4LH/zzTcd9wfTVvd2fvnllzh48KDibTl79913IYRw3N63bx9WrVrlKPKiUqkghPDY96uvvgqr1RrwfpQcv7PPPhstLS1BTyocyuek9HUHpKDX2YcffojGxsagXndn+fn5mDFjBi677DKUlJSgqampTdsjosAxI0VEEfXyyy/j7LPPxoQJEzBjxgx07twZVVVV2L59O3777Td88MEHAKQT54cffhgPPvggRo0ahZKSEjz00EPo0aNHSOaIuvXWWzF8+HAAwBtvvBHQYx566CF8/fXXGDlyJO69914MGjQINTU1WLJkCe644w7069cPt99+O958801MnjwZDz30ELp3744vv/wSL774Im688UbHuJ2CggKMGzcOjzzyCDp06IDu3btj2bJl+Oijj4J+Tunp6ejevTs+/fRTjB07FtnZ2ejYsaPHhKF2gbY1kgYNGoSPPvoIL730Ek444QSo1WqceOKJuPTSS/HOO+9g0qRJuPXWW3HyySdDp9PhwIEDWLFiBc477zycf/75IWlDv3790KtXL9xzzz0QQiA7Oxuff/45vv32W6/tBYB///vfuPLKK6HT6dC3b1+PDBkAXHHFFXjhhRdw5ZVXorS0FIMGDcJPP/2EefPmYdKkSRg3bpzitp5zzjlYuHAh+vXrh8GDB2P9+vV44okn/HZB9aeiogLnn38+rr32WtTW1uLBBx9EUlISZs+eDQDIyMjAyJEj8cQTTzjeY99//z1ee+01RZkwJcfvsssuwxtvvIEbbrgBJSUlGDNmDGw2G3799Vf0798fl156acSe08CBAwEAr7zyCtLT05GUlIQePXp47ZY3fvx4TJgwAXfffTfq6upw2mmnOar2DR06FH/9618DPl52w4cPxznnnIPBgwejQ4cO2L59O9566y2ceuqpSElJUbw9IgpS1MpcEFFCGDVqlDjuuONclm3cuFFcfPHFIi8vT+h0OlFQUCDOPPNMsWDBAsc6RqNR3HXXXaJz584iKSlJDBs2THzyySceFbHs1cieeOIJj337q1RWVFQk+vfvr+j57N+/X1x11VWioKDAMR/MxRdfLA4fPuxYZ9++fWL69OkiJydH6HQ60bdvX/HEE094VCQsKysTF154ocjOzhaZmZniL3/5i1i3bp3sPFLu7PMYOfvuu+/E0KFDhcFgCHgeqUDaGoqqfR988IHLet5en6qqKnHhhReKrKwsoVKpXJ6f2WwWTz75pDj++ONFUlKSSEtLE/369RPXX3+92LVrl9+2KmnHtm3bxPjx40V6erro0KGDuOiii8Sff/7ptSri7NmzRadOnYRarQ5oHqkbbrhBFBYWCq1WK7p37y5mz54tO4+UO/djW11dLa6++mqRl5cnUlJSxOmnny5+/PFHj30HM4/ULbfcInJzc4XBYBBnnHGGWLduncu6Bw4cEBdccIHo0KGDSE9PFxMnThRbtmzxaKO9at/atWu97lPJ8WtubhYPPPCAKC4uFnq9XuTk5IgzzzxTrFq1SvYYheM5CSHE/PnzRY8ePYRGowloHqm7775bdO/e3TH/3I033ig7j5Q792Nxzz33iBNPPNExF1/Pnj3F7bffLo4ePer1GBNReKiEcMpzExEliE2bNuH444/HCy+84Ch0QZToVq5ciTFjxuCDDz7wqC7YXsXjcyKi2MCufUSUUPbs2YN9+/bh3nvvRWFhoUdJYiIiIqJAsNgEESWUhx9+GOPHj0dDQwM++OADjicgIiKioLBrHxERERERkULMSBERERERESnEQIqIiIiIiEghBlJEREREREQKsWofAJvNhkOHDiE9Pd0xoz0RERERESUeIQTq6+vRqVMnqNXyeScGUgAOHTqErl27RrsZREREREQUI/bv348uXbrI3s9ACkB6ejoA6WBlZGREuTVERERERBQtdXV16Nq1qyNGkMNACnB058vIyGAgRUREREREfof8sNgEERERERGRQgykiIiIiIiIFGIgRUREREREpBDHSAVICAGLxQKr1RrtphBRO6bRaKDVajnVAhERUTvHQCoAJpMJZWVlaGpqinZTiCgOpKSkoLCwEHq9PtpNISIioiAxkPLDZrNh79690Gg06NSpE/R6Pa8kE1FQhBAwmUw4cuQI9u7di+LiYp8T/REREVHsYiDlh8lkgs1mQ9euXZGSkhLt5hBRO5ecnAydTod9+/bBZDIhKSkp2k0iIiKiIPBSaIB41ZiIQoXfJ0RERO0f/5sTEREREREpxECKiIiIiIhIIQZSFBYrV66ESqVCTU1Nm7YzY8YMTJ061XF79OjRuO2229q0zURUWloKlUqFDRs2RLUdRUVFmD9/fki2tXDhQmRlZYVkW0RERERKMZCKUzNmzIBKpcKjjz7qsvyTTz6JSNXBESNGoKysDJmZmSHd7kcffYSHH344pNuMN+7BJwB07doVZWVlGDhwoN/HtyXoWrhwIU455RTFjwvGJZdcgp07d0ZkX0REROTFYpXnTwJhIBUp5cuBny4Gvjpe+l2+POy7TEpKwmOPPYbq6uqw78udXq9HQUFByIO27OxspKenh3Sb8cJqtcJms3m9T6PRoKCgAFpteAt1fvbZZzjvvPPCug+75ORk5OXlRWRfvvg67kRERHFLLmhKoGCKgVQklC8H1lwHHP4BMNdJv9dcF/Zgaty4cSgoKMAjjzzic70PP/wQxx13HAwGA4qKivDUU0+53F9UVIR58+bhqquuQnp6Orp164ZXXnnF5zbdu/bZu2F988036N+/P9LS0jBx4kSUlZU5HmO1WnHHHXcgKysLOTk5mDVrFoQQLtt179pXVlaGyZMnIzk5GT169MDixYs9uo/V1tbiuuuuQ15eHjIyMnDmmWdi48aNjvvnzJmDIUOG4K233kJRUREyMzNx6aWXor6+3rGO0WjELbfcgry8PCQlJeH000/H2rVrHfd762bmnv3buHEjxowZg/T0dGRkZOCEE07AunXrZI/h008/jUGDBiE1NRVdu3bFzJkz0dDQ4LHPL774AgMGDIDBYMDf/vY3LFq0CJ9++ilUKhVUKhVWrlzpkWWqrq7G5ZdfjtzcXCQnJ6O4uBhvvPEGAKBHjx4AgKFDh0KlUmH06NGO1/Tkk09GamoqsrKycNppp2Hfvn2O9rS0tGDp0qU499xzAQAVFRWYMmWK47V55513PJ6jv9fG1zHzdsz/+c9/Ii8vD+np6bjmmmtwzz33YMiQIY777dm6J598EoWFhcjJycFNN90Es9nsWMdkMmHWrFno3LkzUlNTMXz4cKxcudLncd+3b5/f40NERETxhYFUJOxeAJgbgJTOgCFH+m1pAHa/HNbdajQazJs3D8899xwOHDjgdZ3169fj4osvxqWXXorNmzdjzpw5uP/++7Fw4UKX9Z566imceOKJ+P333zFz5kzceOON2LFjh6L2NDU14cknn8Rbb72FH374AX/++Sfuuusul328/vrreO211/DTTz+hqqoKH3/8sc9tXnHFFTh06BBWrlyJDz/8EK+88goqKioc9wshMHnyZJSXl+Orr77C+vXrMWzYMIwdOxZVVVWO9fbs2YNPPvkEX3zxBb744gt8//33Lt0iZ82ahQ8//BCLFi3Cb7/9ht69e2PChAku2/Dn8ssvR5cuXbB27VqsX78e99xzD3Q6nez6arUazz77LLZs2YJFixZh+fLlmDVrlscxfeSRR/Dqq69i69atePbZZ3HxxRc7gtSysjKMGDHCY9v3338/tm3bhq+//hrbt2/HSy+9hI4dOwIA1qxZAwD47rvvUFZWho8++ggWiwVTp07FqFGjsGnTJqxevRrXXXedS6C4bNkyFBQU4LjjjgMgBS2lpaVYvnw5/ve//+HFF19U/NooOWbvvPMO/vWvf+Gxxx7D+vXr0a1bN7z00kse661YsQJ79uzBihUrsGjRIixcuNDl/f63v/0NP//8M9577z1s2rQJF110ESZOnIhdu3bJHvfs7Gy/x4eIiIjijCBRW1srAIja2lqP+5qbm8W2bdtEc3Oz6x1b5gmx7vbAfv7XUYj3M4T4X17rz/sZ0vJAt7FlnqLndOWVV4rzzjtPCCHEKaecIq666iohhBAff/yxcH7Zp0+fLsaPH+/y2P/7v/8TAwYMcNzu3r27+Mtf/uK4bbPZRF5ennjppZdk979ixQoBQFRXVwshhHjjjTcEALF7927HOi+88ILIz8933C4sLBSPPvqo47bZbBZdunRxPA8hhBg1apS49dZbhRBCbN++XQAQa9euddy/a9cuAUA888wzQgghli1bJjIyMkRLS4tL+3r16iVefvllIYQQDz74oEhJSRF1dXUux2D48OFCCCEaGhqETqcT77zzjuN+k8kkOnXqJB5//HHH88vMzHTZh/uxTk9PFwsXLpQ9Zv7897//FTk5OY7b9mO6YcMGl/WcX3u7vXv3CgDi999/F0IIMWXKFPG3v/3N637c1xVCiMrKSgFArFy5UrZ91157rbjjjjuEEEKUlJQIAOKXX35x3G9/vZS8Nr6OmfsxHz58uLjppptc1jnttNPE8ccf77h95ZVXiu7duwuLxeJYdtFFF4lLLrlECCHE7t27hUqlEgcPHnTZztixY8Xs2bMd+3U/7oEcH2ey3ytERETtxTuQ/2nnfMUGzsI7YCKeHTc78HWbD0jd+VI6AyoVIATQfBDIGwWc8HT42njMY489hjPPPBN33nmnx33bt2/3GNNy2mmnYf78+bBardBoNACAwYMHO+5XqVQoKChwZBfOPvts/PjjjwCA7t27Y+vWrV7bkZKSgl69ejluFxYWOrZRW1uLsrIynHrqqY77tVotTjzxRI/ufXYlJSXQarUYNmyYY1nv3r3RoUMHx+3169ejoaEBOTk5Lo9tbm7Gnj17HLeLiopcxl45t23Pnj0wm8047bTTHPfrdDqcfPLJ2L59u9e2eXPHHXfgmmuuwVtvvYVx48bhoosucjke7lasWIF58+Zh27ZtqKurg8ViQUtLCxobG5GamgpAGovm/NoE6sYbb8QFF1yA3377DWeddRamTp3qNXNll52djRkzZmDChAkYP348xo0bh4svvhiFhYUApOzS559/jvfeew+A9L6yv352/fr1c+mKF8hro+SYlZSUYObMmS7LTj75ZCxf7tqF9rjjjnO8rwHptd68eTMA4LfffoMQAn369HF5jNFodGmn+3H3d3yIiIgo/rBrXyT0vgHQpUnBk7FS+q1NA4pviMjuR44ciQkTJuDee+/1uE8I4dH9yFvg4t6dSqVSOQbYv/rqq9iwYQM2bNiAr776SrYd3rYhFyQFQu6xzsttNhsKCwsd7bP/lJSU4P/+7/98ts3+/Ozb83ac7MvUarVHe5zH3QDSWKytW7di8uTJWL58OQYMGCDbdXHfvn2YNGkSBg4ciA8//BDr16/HCy+84LHd5OTkoLqPnX322di3bx9uu+02HDp0CGPHjnXpZunNG2+8gdWrV2PEiBF4//330adPH/zyyy8ApO6AJpMJp59+OgD5Y+YskNdGyTHztj+l72WbzQaNRoP169e7tGn79u3497//7XiMt+Pu6/gQERHFneky53Byy+MQA6lIKDgTOPkVKQOly5R+D/8PkD8mYk149NFH8fnnn2PVqlUuywcMGICffvrJZdmqVavQp08fl6v2vnTu3Bm9e/dG79690b1796Dal5mZicLCQpcTT4vFgvXr18s+pl+/frBYLPj9998dy3bv3u0yd9WwYcNQXl4OrVbraKP9xz4myJ/evXtDr9e7HCez2Yx169ahf//+AIDc3FzU19ejsbHRsY638uF9+vTB7bffjqVLl2LatGmOAg/u1q1bB4vFgqeeegqnnHIK+vTpg0OHDgXUXr1eD6vV6ne93NxczJgxA2+//Tbmz5/vKCCi1+sBwOs2hg4ditmzZ2PVqlUYOHAgFi9eDAD49NNPMXnyZMd7pn///rBYLC7FNEpKSoJ6bQI9Zn379nWM77LzVczDm6FDh8JqtaKiosKjTQUFBQE93tvxISIiikvTBXDcP4ATnpX+TqAgCmAgFTkFZwKnvw9M2iD9jmAQBQCDBg3C5Zdfjueee85l+Z133olly5bh4Ycfxs6dO7Fo0SI8//zzfrMT4XDrrbfi0Ucfxccff4wdO3Zg5syZPif07devH8aNG4frrrsOa9aswe+//47rrrvOJVswbtw4nHrqqZg6dSq++eYblJaWYtWqVfjHP/4R8El2amoqbrzxRvzf//0flixZgm3btuHaa69FU1MTrr76agDA8OHDkZKSgnvvvRe7d+/G4sWLXQoYNDc34+abb8bKlSuxb98+/Pzzz1i7dq0jEHPXq1cvWCwWPPfcc/jjjz/w1ltvYcGCBQG1t6ioCJs2bUJJSQmOHj3qkRkDgAceeACffvopdu/eja1bt+KLL75wtCUvLw/JyclYsmQJDh8+jNraWuzduxezZ8/G6tWrsW/fPixduhQ7d+50PMa97Hnfvn0xceJEXHvttfj111+xfv16XHPNNUhOTnas4++1UXrM/v73v+O1117DokWLsGvXLvzzn//Epk2bFGXs+vTpg8svvxxXXHEFPvroI+zduxdr167FY4895jPb6u/4EBERxS1TNWDzPNdIBAykEsjDDz/s0dVp2LBh+O9//4v33nsPAwcOxAMPPICHHnoIM2bMiHj77rzzTlxxxRWYMWMGTj31VKSnp+P888/3+Zg333wT+fn5GDlyJM4//3xce+21SE9PR1JSEgCp29ZXX32FkSNH4qqrrkKfPn1w6aWXorS0FPn5+QG37dFHH8UFF1yAv/71rxg2bBh2796Nb775xjEeKzs7G2+//Ta++uorDBo0CO+++y7mzJnjeLxGo0FlZSWuuOIK9OnTBxdffDHOPvtszJ071+v+hgwZgqeffhqPPfYYBg4ciHfeecdvGXu7a6+9Fn379sWJJ56I3Nxc/Pzzzx7r6PV6zJ49G4MHD8bIkSOh0Wgc45u0Wi2effZZvPzyy+jUqRPOO+88pKSkYMeOHbjgggvQp08fXHfddbj55ptx/fXXY8+ePdi9ezcmTJjgso833ngDXbt2xahRozBt2jRHmXM7f6+N0mN2+eWXY/bs2bjrrrswbNgw7N27FzNmzHC8FwL1xhtv4IorrsCdd96Jvn374txzz8Wvv/6Krl27yj7G1/EhIiKKa+Y6wGaMdiuiQiXaMkglTtTV1SEzMxO1tbXIyMhwua+lpQV79+5Fjx49FJ+QUeQdOHAAXbt2xXfffYexY8dGuzkJ4emnn8Z3333nM2MTLePHj0dBQQHeeuutaDfFBb9XiIgobqyeAaT1BAY9EO2WhIyv2MAZq/ZRu7Z8+XI0NDRg0KBBKCsrw6xZs1BUVISRI0dGu2kJo0uXLpg9W0EVyzBpamrCggULMGHCBGg0Grz77rv47rvv8O2330a7aURERPFJCECtB2ymaLckKhhIUbtmNptx77334o8//kB6ejpGjBiBd955x+dEtxRaF198cbSbAKC1q+A///lPGI1G9O3bFx9++CHGjRsX7aYRERHFJ2szoM9iIEXUHk2YMMFjbA4lpuTkZHz33XfRbgYREVHiMNUAhlyguSzaLYkKFpsgIiIiIiLlTNWAvkO0WxE1DKSIiIiIiEg5U7XUtS9BMZAiIiIiIiLlmJEiIiIiIiJSiIEUERERERGRQuaaY137EnNaWgZSRERERESknKmGGSkiOSqVCp988gkAoLS0FCqVChs2bIhqm9qjOXPmYMiQIVFtw8qVK6FSqVBTUxOS7Y0ePRq33XZbSLZFRERE7ZC5FtBlAlBFuyVRwUAqTs2YMQNTp04N6Ta7du2KsrIyDBw4MKTbjTfOwafdXXfdhWXLlgX0+LYEXaNHj8aCBQuCeqxSH330ER5++OGI7IuIiIhikBCASo1E7drHCXkjZNXuo3j71z+x92gDenRMw1+Gd8OI3h2j3SxFNBoNCgoKot2MmGUymaDX673el5aWhrS0tLDuv6qqCqtWrcI777wT1v3YZWdnR2Q//vg67kRERBROiRlA2TEjFQGrdh/FPR9txpq9lahvsWDN3krc89FmrNp9NGJtGD16NG655RbMmjUL2dnZKCgowJw5c1zW2bVrF0aOHImkpCQMGDAA3377rcv93rr2ffbZZyguLkZycjLGjBmDRYsWeXQfW7VqFUaOHInk5GR07doVt9xyCxobGx33FxUVYd68ebjqqquQnp6Obt264ZVXXnHZ9+bNm3HmmWciOTkZOTk5uO6669DQ0ODy/Ny7mU2dOhUzZsxw3H7xxRdRXFyMpKQk5Ofn48ILL5Q9XpWVlbjsssvQpUsXpKSkYNCgQXj33Xc9junNN9+MO+64Ax07dsT48eNRVFQEADj//POhUqkct92zTCtXrsTJJ5+M1NRUZGVl4bTTTsO+ffuwcOFCzJ07Fxs3boRKpYJKpcLChQsd2+jWrRsMBgM6deqEW265xaU9X375JY4//nh07twZAPDVV1+hT58+jtemtLTU43n6e218HTP3Y15WVobJkycjOTkZPXr0wOLFi1FUVIT58+c71lGpVHj11Vdx/vnnIyUlBcXFxfjss89c2rRt2zZMmjQJaWlpyM/Px1//+lccPdr6WfF23AM5PkRERBQu7NpHYfL2r3+iyWRBQUYSOqToUZCRhCaTBe/8+mdE27Fo0SKkpqbi119/xeOPP46HHnrIESzZbDZMmzYNGo0Gv/zyCxYsWIC7777b5/ZKS0tx4YUXYurUqdiwYQOuv/563HfffS7rbN68GRMmTMC0adOwadMmvP/++/jpp59w8803u6z31FNP4cQTT8Tvv/+OmTNn4sYbb8SOHTsAAE1NTZg4cSI6dOiAtWvX4oMPPsB3333nsQ1f1q1bh1tuuQUPPfQQSkpKsGTJEowcOVJ2/ZaWFpxwwgn44osvsGXLFlx33XX461//il9//dXjmGq1Wvz88894+eWXsXbtWgDAG2+8gbKyMsdtZxaLBVOnTsWoUaOwadMmrF69Gtdddx1UKhUuueQS3HnnnTjuuONQVlaGsrIyXHLJJfjf//6HZ555Bi+//DJ27dqFTz75BIMGDXLZ7meffYbzzjsPALB//35MmzYNkyZNwoYNG3DNNdfgnnvucVnf32uj9JhdccUVOHToEFauXIkPP/wQr7zyCioqKjzWmzt3Li6++GJs2rQJkyZNwuWXX46qqioAUjA2atQoDBkyBOvWrcOSJUtw+PBhXHzxxT6PeyDHh4iIiELIagLUOulvlRqwWaPbnihg174gvbBiN6oaTQGt+8ueSpisVpTXtTiWtZitWL2nEg9/sS2gbWSn6nHTmN5BtdVu8ODBePDBBwEAxcXFeP7557Fs2TKMHz8e3333HbZv347S0lJ06dIFADBv3jycffbZsttbsGAB+vbtiyeeeAIA0LdvX2zZsgX/+te/HOs88cQTmD59uiNzUVxcjGeffRajRo3CSy+9hKSkJADApEmTMHPmTADA3XffjWeeeQYrV65Ev3798M4776C5uRlvvvkmUlNTAQDPP/88pkyZgsceewz5+fl+n/uff/6J1NRUnHPOOUhPT0f37t0xdOhQ2fU7d+6Mu+66y3H773//O5YsWYIPPvgAw4cPdyzv3bs3Hn/8cY/HZ2VlyXaDrKurQ21tLc455xz06tULANC/f3/H/WlpadBqtS6P//PPP1FQUIBx48ZBp9OhW7duOPnkkx33G41GfPPNN3jggQcAAC+99BJ69uyJZ555BiqVCn379sXmzZvx2GOPOR7j77VRcsx27NiB7777DmvXrsWJJ54IAHj11VdRXFzsse6MGTNw2WWXAZDeY8899xzWrFmDiRMn4qWXXsKwYcMwb948x/qvv/46unbtip07d6JPnz5ej/tXX33l8/gQERFRiDlKnwNQ6wGbCVAnR7NFERfVQOqHH37AE088gfXr16OsrAwff/yxS4EEIQTmzp2LV155BdXV1Rg+fDheeOEFHHfccY51jEYj7rrrLrz77rtobm7G2LFj8eKLLzqCgXBREtSU1bZgzd5KFGQkQaVSQQiB8roWDO+Zg/vPGRDGVroaPHiwy+3CwkJHxmD79u3o1q2by3E79dRTfW6vpKQEJ510kssy95PX9evXY/fu3S7jdoQQsNls2Lt3ryOAcG6bSqVCQUGBS9uOP/54RxAFAKeddhpsNhtKSkoCCqTGjx+P7t27o2fPnpg4cSImTpzo6F7mjdVqxaOPPor3338fBw8ehNFohNFodGkDAEfQoER2djZmzJiBCRMmYPz48Rg3bhwuvvhiFBYWyj7moosuwvz58x3tnzRpEqZMmQKtVvoIL1++HDk5OY4szPbt23HKKadApWpNtbu/nv5eGyXHrKSkBFqtFsOGDXMs6927Nzp08CyJ6vxap6amIj093fFar1+/HitWrPA6nmzPnj2OQMr9uPs7PkRERBRizpPx2gMpJFYgFdWufY2NjTj++OPx/PPPe73/8ccfx9NPP43nn38ea9euRUFBAcaPH4/6+nrHOrfddhs+/vhjvPfee/jpp5/Q0NCAc845B1Zr7KQX/zK8G1L0WpTXtaC6yYTyuhak6LW4fHi3iLZDp9O53FapVLDZbACkE2h3zifh3gghPNZx347NZsP111+PDRs2OH42btyIXbt2ObIxgbRNri325Wq12mPfZrPZ8Xd6ejp+++03vPvuuygsLMQDDzyA448/XrYU+FNPPYVnnnkGs2bNwvLly7FhwwZMmDABJpNrFtI9sArUG2+8gdWrV2PEiBF4//330adPH/zyyy+y63ft2hUlJSV44YUXkJycjJkzZ2LkyJGO5+jcrQ/w/nq68/faKDlmcvvzttzXa22z2TBlyhSXNm3YsMExfs/O/bj7Oz5EREQUYqZqQHcskNLYA6nEEtVA6uyzz8Y///lPTJs2zeM+IQTmz5+P++67D9OmTcPAgQOxaNEiNDU1YfHixQCA2tpavPbaa3jqqacwbtw4DB06FG+//TY2b96M7777Tna/RqMRdXV1Lj/hNKJ3Rzw6bRCG98hBepIWw3vk4NELBmFEr9ip2jdgwAD8+eefOHTokGPZ6tWrfT6mX79+HmOA1q1b53J72LBh2Lp1K3r37u3xE2iltQEDBmDDhg0uRRB+/vlnqNVqR4YiNzcXZWVljvutViu2bNnish2tVotx48bh8ccfx6ZNm1BaWorly5d73eePP/6I8847D3/5y19w/PHHo2fPnti1a1dA7dXpdAEF8kOHDsXs2bOxatUqDBw40PG+1uv1Xh+fnJyMc889F88++yxWrlyJ1atXY/PmzRBC4PPPP8e5557rWHfAgAEegZn77UBem0CPWb9+/WCxWPD77787lu3evVvxnFX2NhUVFXm0yV/QKnd8iIiIKAycJ+NV6QBb4l28jNliE3v37kV5eTnOOussxzKDwYBRo0Zh1apVAKRuQGaz2WWdTp06YeDAgY51vHnkkUeQmZnp+OnatWv4nsgxI3p3xAuXD8PXt47EC5cPi6kgCgDGjRuHvn374oorrsDGjRvx448/ehSOcHf99ddjx44duPvuu7Fz507897//dVSYs2eK7r77bqxevRo33XSTI7Pw2Wef4e9//3vAbbv88suRlJSEK6+8Elu2bMGKFSvw97//HX/9618d3frOPPNMfPnll/jyyy+xY8cOzJw50+Uk/osvvsCzzz6LDRs2YN++fXjzzTdhs9nQt29fr/vs3bs3vv32W6xatQrbt2/H9ddfj/Ly8oDaW1RUhGXLlqG8vBzV1dUe9+/duxezZ8/G6tWrsW/fPixduhQ7d+50dHMsKirC3r17sWHDBhw9ehRGoxELFy7Ea6+9hi1btuCPP/7AW2+9heTkZHTv3h3r169HY2OjS8bmhhtuwJ49e3DHHXegpKQEixcvdrw2dv5eGyXHrF+/fhg3bhyuu+46rFmzBr///juuu+46JCcn+81sOrvppptQVVWFyy67DGvWrMEff/yBpUuX4qqrrvIZnPo6PkRERBQGzl37NAbAZoxue6IgZgMp+0mr+/iX/Px8x33l5eXQ6/Ue4zCc1/Fm9uzZqK2tdfzs378/xK1vf9RqNT7++GMYjUacfPLJuOaaa1yKRnjTo0cP/O9//8NHH32EwYMH46WXXnIEXwaDAYA0Hub777/Hrl27cMYZZ2Do0KG4//77fY4HcpeSkoJvvvkGVVVVOOmkk3DhhRdi7NixLl1Cr7rqKlx55ZW44oorMGrUKPTo0QNjxoxx3J+VlYWPPvoIZ555Jvr3748FCxbg3XffdRlv5+z+++/HsGHDMGHCBIwePRoFBQUBT3D81FNP4dtvv0XXrl29FmdISUnBjh07cMEFF6BPnz647rrrcPPNN+P6668HAFxwwQWYOHEixowZg9zcXLz77rvIysrCf/7zH5x22mkYPHgwli1bhs8//xw5OTn49NNPMXnyZJfxQN26dcOHH36Izz//HMcffzwWLFjgUsAB8P/aKD1mb775JvLz8zFy5Eicf/75uPbaa5Genu4oKBKITp064eeff4bVasWECRMwcOBA3HrrrcjMzIRaLf915ev4EBERURiYqp2KTSRmRkolAhlMEQEqlcql2MSqVatw2mmn4dChQy4n3ddeey3279+PJUuWYPHixfjb3/4Go9E1Ah4/fjx69eqFBQsWBLTvuro6ZGZmora2FhkZGS73tbS0YO/evejRo4eiE8JE9a9//QsLFixgcBpBgwcPxj/+8Q+PEuHRduDAAXTt2hXfffcdxo4dG+3mxBR+rxARUbu3dR7Q61ogKRfY8xqQMxzIGhjtVoWEr9jAWcyWtLKXfi4vL3cJpCoqKhxZqoKCAphMJlRXV7tkpSoqKjBixIjINjhBvfjiizjppJOQk5ODn3/+GU888YSi+Z2obUwmEy644AKfZeojZfny5WhoaMCgQYNQVlaGWbNmoaioyOfcU0RERNROmWoAXab0t5rFJmJKjx49UFBQ4JgwFpBOGr///ntHkHTCCSdAp9O5rFNWVoYtW7YwkIqQXbt24bzzzsOAAQPw8MMP484778ScOXOi3ayEodfr8eCDDyI9PT3aTYHZbMa9996L4447Dueffz5yc3OxcuVKjyp9REREFAdsZqlaH5CwgVRUM1INDQ3YvXu347Z9gH12dja6deuG2267DfPmzUNxcTGKi4sxb948pKSkYPr06QCAzMxMXH311bjzzjuRk5OD7Oxs3HXXXRg0aBDGjRsXraeVUJ555hk888wz0W4GxYAJEyZgwoQJ0W4GERERRZpax0Aq0tatW+dSEOCOO+4AAFx55ZVYuHAhZs2ahebmZsycOdMxIe/SpUtdrr4/88wz0Gq1uPjiix0T8i5cuBAajSbiz4eIiIiIKOGo9Sw2kagCKTZRVFSE5OTEmq2ZiMKjubkZpaWlLDZBRETtk80KbJgFDHtKul22FLBZgM6TotuuEAm02ETMjpGKFfbxHU1NTVFuCRHFC/v3CcePERFRu2SubS00AUgZKZF4GamYrdoXKzQaDbKyslBRUQFAmgNIyQSjRER2Qgg0NTWhoqICWVlZ7IJMRETtk7mmdTJegMUmSJ69FLs9mCIiaousrCzH9woREVG7Y6r2DKSsDKTIC5VKhcLCQuTl5cFsTry0JRGFjk6nYyaKiIjaN1M1oM9qvc2MFPmj0Wh4AkREREREic1UDSR3ar2t1iXkGCkWmyAiIiIiosC5d+3TGBKyax8DKSIiIiIiCpypBtBltd5WJeaEvAykiIiIiIgocN6KTTCQIiIiIiIi8sHaAmiTW2+rmZEiIiIiIiLyw21OVY2BgRQREREREZFvwvUmx0gRERERERH5IITnMrUOsFki35YoYyBFRERERESBsdQDunTXZSqV93XjHAMpIiIiIiIKjHvp8wTGQIqIiIiIiALjXvo8gTGQIiIiIiKiwMgGUl7GTsU5BlJERERERBQYZqQcGEgREREREVFgTDUygVTiFZxgIEVERERERIExVQP6LC93sGsfERERERGRd+YamUAq8TCQIiIiIiKiwJjrAW26lzvYtY+IiIiIiEhegk7A646BFBERERERtY1KBdis0W5FRDGQIiIiIiIi/4SAbFEJtQGwmSLanGhjIEVERERERP5ZmwFNivf71DpAmCPbnihjIEVERERERP6ZauQr9qn1gJUZKSIiIiIiIlfmGpnJeCEFUuzaR0RERERE5MZUzUDKCQMpIiIiIiLyz1Tto2ufjoEUERERERGRB18ZKY0BsLHYBBERERERkStfgZRKB9iMkW1PlDGQIiIiIiIi/0w1gC7L+31qPTNSREREREREHnyVP9ew2AQREREREZEXAlDJhA+s2kdERERERKRQAgZS2mg3gIiIiIiIYthiVevfJfOl39OF6zpqHWBuiViTYgEzUkRERERE5J1zEOVrudrAqn1ERERERESKqHWs2kdERERERKRIAo6RYiBFRERERERto9YxkCIiIiIiIlJEbQCsDKSIiIiIiIg8q/PJLU/AjBTLnxMRERERkbzpAjjwKaDLBPJHe19HrQcEi00QERERERG1sjQC2lT5+9V6wMry50RERERERK0CCaRY/pyIiIiIiMhJQIFUYo2RYiBFRERERES+WZsATYr8/ZyQl4iIiIiIyI25wXdGSqWKXFtiBAMpIiIiIiLyzdoCaJKj3YqYwkCKiIiIiIj8EAFknWTmnIpTDKSIiIiIiIgUYiBFREREREQhkFjjpBhIERERERFRCLBrHxEREREREfkQ04GUxWLBP/7xD/To0QPJycno2bMnHnroIdhsNsc6QgjMmTMHnTp1QnJyMkaPHo2tW7dGsdVERERERHHEZpbmifKLXftixmOPPYYFCxbg+eefx/bt2/H444/jiSeewHPPPedY5/HHH8fTTz+N559/HmvXrkVBQQHGjx+P+vr6KLaciIiIiChOWPxMxpugYjqQWr16Nc477zxMnjwZRUVFuPDCC3HWWWdh3bp1AKRs1Pz583Hfffdh2rRpGDhwIBYtWoSmpiYsXrw4yq0nIiIiIooDlkbfk/E6cIxUzDj99NOxbNky7Ny5EwCwceNG/PTTT5g0aRIAYO/evSgvL8dZZ53leIzBYMCoUaOwatUq2e0ajUbU1dW5/BARERERkReBBlIqNSBs/teLE9poN8CXu+++G7W1tejXrx80Gg2sViv+9a9/4bLLLgMAlJeXAwDy8/NdHpefn499+/bJbveRRx7B3Llzw9dwIiIiIqJ4YQ0wkFLrAZsJ0CSFv00xIKYzUu+//z7efvttLF68GL/99hsWLVqEJ598EosWLXJZT+U2y7IQwmOZs9mzZ6O2ttbxs3///rC0n4iIiIio3bM0AdoAxkipdVIglSBiOiP1f//3f7jnnntw6aWXAgAGDRqEffv24ZFHHsGVV16JgoICAFJmqrCw0PG4iooKjyyVM4PBAIPBEN7GExERERHFA0sDoAkkI2UArCYgkAJ/cSCmM1JNTU1Qq12bqNFoHOXPe/TogYKCAnz77beO+00mE77//nuMGDEiom0lIiIiIopLlqYAu/YxIxUzpkyZgn/961/o1q0bjjvuOPz+++94+umncdVVVwGQuvTddtttmDdvHoqLi1FcXIx58+YhJSUF06dPj3LriYiIiIjigKURSOnifz21HhDm8LcnRsR0IPXcc8/h/vvvx8yZM1FRUYFOnTrh+uuvxwMPPOBYZ9asWWhubsbMmTNRXV2N4cOHY+nSpUhPT49iy4mIiIiI4oS1McAxUnqpa1+CUAkhEqvguxd1dXXIzMxEbW0tMjIyot0cIiIiIqLYseMZoOsFQGo33+vtfhXoeCqQdVxk2hUmgcYGMT1GioiIiIiIoszSBGgCzEgl0BgpBlJERERERCQv0Al51TrAljhjpBhIERERERGRPGtLYJPsagyAzRj+9sQIBlJEREREROSDAFQq/6upmJEiIiIiIiJShmOkiIiIiIiIFNIwkCIiIiIiIlKGGSkiIiIiIiKFVDoGUkRERERERLCapLLmgdDoWWyCiIiIiIgI1qbA5pACjnXtY/lzIiIiIiJKdBalgRQzUkRERERElOgsDYAmJbB1WWyCiIiIiIgIx7r2pQW2LgMpIiIiIiIiAJZGQKsgI2VlIEVERERERInO0qhgjJQOEBwjRUREREREiU5RIMWufURERERERAqr9unYtY+IiIiIiAjWxsCr9qkSK7RIrGdLRERERESBMzcEnpECAIiwNSXWMJAiIiIiIiLvrAq69iUYBlJEREREROSdkmITAABV2JoSaxhIERERERGRd9YWQG1Q8AB27SMiIiIiIgJUiZNlUoKBFBERERERhUjiBF0MpIiIiIiIiBRiIEVERERERCHCMVJEREREREQkg4EUERERERF5spoAtU7hg1SAsIWlObGGgRQREREREXmyNgLaNGWP0egBmzk87YkxDKSIiIiIiMiTpQnQpih7jFoP2IzhaU+MYSBFRERERESeLI2ANlXZY9TMSBERERERUSKzNAKaYAIpU3jaE2MYSBERERERkaegMlI6ZqSIiIiIiCiBWZuCCKQMgJVjpIiIiIiIKFFZGoIoNqEDBDNSRERERESUqCxNysufJ9AYKW20G0BERERERGGyWOW5bLoI7LGWRkATRPlza2IEUsxIERERERHFI29BlK/l7oIuf85AioiIiIiIElXQVfsYSBERERERUaIKtmofAykiIiIiIkpYVqPUVU8JZqSIiIiIiCjhqQIcT2Wn1ifMhLys2kdERERtq+xFRLFpuoj8Z5vFJoiIiChhtLWyFxHFrnP3AjnDgYnrpAAq3BdINAykiIiIiIiovTPXAMmdAHNdZPbHjBQREREREbV7phogtRtgrlf2OBFk5kqlS5gxUgykiIiIiIjilakGSOmmPCNlM0sV+JTSGACbUfnj2iEGUkRERERE8cpcA6R2VR5IWYOYjBc4Vv6cGSkiIiJKBHKDz1m1j6j9s2ekLAq79lmCDaQSZ4wUy58TERGRFDTtegnQpAI9r4h2a4goVEw1QEoQGamgA6nEmZCXgRQRERFJrEZAxVMDorhirgOSCwBLs7LHWRoBTYry/akNCRNIsWsfERERSWzGhBnbQJQ4BKAK4pTf0gjo0pQ/Tq0DrIkRSPGyExEREUmsRml8AxGRpSm4jJRKDSAxxlcyI0VEREQSa0vCdMkhIj+CrdqXQGI+kDp48CD+8pe/ICcnBykpKRgyZAjWr1/vuF8IgTlz5qBTp05ITk7G6NGjsXXr1ii2mIiIqJ2yGROmSw5RQrBZAJWm9baSSXaDLTYBAFAF+bj2JaYDqerqapx22mnQ6XT4+uuvsW3bNjz11FPIyspyrPP444/j6aefxvPPP4+1a9eioKAA48ePR329whKPREREic5qZEaKKJ6YawF9lvS3JgmwKig40aZAKjG69sX0GKnHHnsMXbt2xRtvvOFYVlRU5PhbCIH58+fjvvvuw7Rp0wAAixYtQn5+PhYvXozrr78+0k0mIiJqv1QqKStFRPHBVAPosqS/9ZmAuR7QBjjuydLErn1+xHRG6rPPPsOJJ56Iiy66CHl5eRg6dCj+85//OO7fu3cvysvLcdZZZzmWGQwGjBo1CqtWrZLdrtFoRF1dncsPERFRwlPppK5ARBQfzDWtGSlturK5pCwNwRWbAMCufT707NkTlZWVHstramrQs2fPNjfK7o8//sBLL72E4uJifPPNN7jhhhtwyy234M033wQAlJeXAwDy8/NdHpefn++4z5tHHnkEmZmZjp+uXbuGrM1ERERERDHBVNMaSOkyAIuCoS/WJkAbRPnzBBJUIFVaWgqr1eqx3Gg04uDBg21ulJ3NZsOwYcMwb948DB06FNdffz2uvfZavPTSSy7rqVSuUa8QwmOZs9mzZ6O2ttbxs3///pC1mYiIiIgoJjh37dNlKMtIWU3SnFBB4RgpD5999pnj72+++QaZmZmO21arFcuWLXMZw9RWhYWFGDBggMuy/v3748MPPwQAFBQUAJAyU4WFhY51KioqPLJUzgwGAwwGQ8jaSUREREQUc8y1QEZf6W+dwq59gDRukmQpCqSmTp0KQMoAXXnllS736XQ6FBUV4amnngpZ40477TSUlJS4LNu5cye6d+8OAOjRowcKCgrw7bffYujQoQAAk8mE77//Ho899ljI2kFERERE1O64d+1rOhShHSdGAKYokLLZbACkAGbt2rXo2LFjWBpld/vtt2PEiBGYN28eLr74YqxZswavvPIKXnnlFQBSQHfbbbdh3rx5KC4uRnFxMebNm4eUlBRMnz49rG0jIiIiIopp5prWrn3adMASwQJrwgaoYrquXZsFVf587969oW6HVyeddBI+/vhjzJ49Gw899BB69OiB+fPn4/LLL3esM2vWLDQ3N2PmzJmorq7G8OHDsXTpUqSnp0ekjURERHFByUSdRNQ+mBtaS5jrMqTy55Gg0QM2M6CJ76E0Qc8jtWzZMixbtgwVFRWOTJXd66+/3uaG2Z1zzjk455xzZO9XqVSYM2cO5syZE7J9EhERJRybWTr5sXJCXqK4Yh/npKTYRFsvrKj10uTeDKQ8zZ07Fw899BBOPPFEFBYW+qyQR0RERO2ArQVQGxhIEcUrTbI0yW4gbCbpwkqwVDrp4kycCyqQWrBgARYuXIi//vWvoW4PERERRYPVKF09jlTXHyKKLCWJD0sjoEkNfl+aYxmpOBfUCDCTyYQRI0aEui1EREQULTajlJECOF6KKB60ZR4oS2Pr2KpgqBlIybrmmmuwePHiULeFiIiIosVmkgIp+yBxImrfzDWtpc+VsjYxkApAUF37Wlpa8Morr+C7777D4MGDodO5RrtPP/10SBpHREREEWJtkbr2OQaJt2F8BBFFn/McUs6E8N/Nz9IIaFOC37dax0BKzqZNmzBkyBAAwJYtW1zuY+EJIiKidsh6rGtfglxJJop7pprWOaTsNEnSRRNtsu/HtrlrnyEhvkeCCqRWrFgR6nYQERFRNNmM0kmWWi/9TUTtm7eufboMwFIfWCDVlmITal1CVACN7+mGiYiIKDD2qn1qjpEiigveMlKBziUVijFSIv6/R4LKSI0ZM8ZnF77ly5cH3SAiIiKKAptROvlR66WgiojaN3MNoB/kukyXHlggZW4AUouC33eCfI8EFUjZx0fZmc1mbNiwAVu2bMGVV14ZinYRERFRJFmN0hVoTWKMbSCKe96KTSjKSKUFv+8EyWwHFUg988wzXpfPmTMHDQ0NbWoQERERRYHNCGhyAFViVNuiEFjspXfSdM5BFjO8de3TBpiRanPVPr20jTgX0jFSf/nLX/D666+HcpNEREQUCfYxUsxIUSC8BVG+llPkWVukAjLOdBmAud7/Y9tctU+XEGOkQhpIrV69GklJSf5XJCIiothicy5/Hv9jG4gSgntNA10GYAkwI9Wmqn0GjpGSM23aNJfbQgiUlZVh3bp1uP/++0PSMCIiIooga4tTIBX/V5KJEpIuPbCMlM3ctkm51bqE+B4JKpDKzMx0ua1Wq9G3b1889NBDOOuss0LSMCIiIoogm1P58wS4kkwU14TMWLVAi020VYJM7B1UIPXGG2+Euh1EREQUTTaTlJHSGBJikDhRXPM2PgoANCmApSn8+2cg5d/69euxfft2qFQqDBgwAEOHDg1Vu4iIiCiS7MUmWLWPAjFdsGpfLDPXeJY+BzzHTLlzfk1LjlXpDuY11TCQklVRUYFLL70UK1euRFZWFoQQqK2txZgxY/Dee+8hNzc31O0kIiKicLKPkWLVPgrUdAGsvx2ACjjh6Wi3hpx5m0PKH1+VGJUGUwlyQSaoqn1///vfUVdXh61bt6KqqgrV1dXYsmUL6urqcMstt4S6jURERBRuNlPrGKkEOAEiimve5pCKpAQpWhNURmrJkiX47rvv0L9/f8eyAQMG4IUXXmCxCSIiovZI2ACVmoEUUTyQ69pnJ4T/bn5toUmMaRSCykjZbDbodDqP5TqdDjabrc2NIiIioihhIEVKaZMjU8CAAucrI6VJkrryhlOCZKSCCqTOPPNM3HrrrTh06JBj2cGDB3H77bdj7NixIWscERERRRjLn5NShjygpSLarSBnvjJSunTAEsBcUm2RIBdkggqknn/+edTX16OoqAi9evVC79690aNHD9TX1+O5554LdRuJiIgoUtR6QMT/lWQKAftcRUm5DKRija9iE3JzSckVlAimap9KLXUXjnNBjZHq2rUrfvvtN3z77bfYsWMHhBAYMGAAxo0bF+r2ERERUSRpmJGiANkLlCTlAUYGUjHFVAPoMr3fp02Xn5R3ugC2/AvofZ0UILdJGMdgxQhFGanly5djwIABqKuTDv748ePx97//HbfccgtOOukkHHfccfjxxx/D0lAiIiKKADXLn1OALI2AJpVd+2KRPcj1RpcBmH107TMeBQwdQ9CI+J9TTFEgNX/+fFx77bXIyMjwuC8zMxPXX389nn6a8wgQERG1W+rEmP+FQsDSAGhTpcyF8Ui0W0OBkuva5xDmin5xRFEgtXHjRkycOFH2/rPOOgvr169vc6OIiIgoSlTq1rEvRL5YGgFdmpS9MB6NdmsSx2KV548SvopNWE3SOEkKiKJA6vDhw17LnttptVocOcIrEkRERO0KAycKhr1rn1oH2CzRbk1ikAuanJf7+zz7yki1lAHJhcG1zUP8Z7UUBVKdO3fG5s2bZe/ftGkTCgtDdfCJiIgoImxmqcgEkRKWRqlrH8UWSyOgTZO/31exicb9QErXEDUk/i/QKAqkJk2ahAceeAAtLZ6TeDU3N+PBBx/EOeecE7LGERERUQTYWqQiE0RKOAdSKjVgs0a3PSTxNYcU4LvYRNMBIKVLOFoVlxSVP//HP/6Bjz76CH369MHNN9+Mvn37QqVSYfv27XjhhRdgtVpx3333hautREREFA5Wo3yFLyI51kZA31n625ADmCqlUugUXb7mkAIAbYoUBHvTfADIOz1EDYn/rn2KAqn8/HysWrUKN954I2bPng1xrA+mSqXChAkT8OKLLyI/Pz8sDSUiIqIwsRkBdVK0W0HtjXNGyl4CnYFU9JlqAF2W/P0qHx3SmsuApFAN04n/rn2KJ+Tt3r07vvrqK1RXV2P37t0QQqC4uBgdOnQIR/uIiIgo3KxGVuoi5ZwDqSTOJRUR04X3ghPTnYIWf137fBE2QK0J7rEeVNL2fAVu7ZziQMquQ4cOOOmkk0LZFiIiIooGG7v2URBcMlK5QNOf0W1Poii+CTjxWaB6g/TT6yrX+001QGYQWSVhQ0i749mrOcZxIZv4DRGJiIgoMFYji02QcvYJeQFmpCKluVw61io1kDVYCqTc+evaZ+deJr3lMJAcwiE6an3cT+7NQIqIiCjR2YyAxm2MFOeWIn/s80gBQFIuYORcomF35Ecg7wzpb7UW0GUCxirXdQLp2qcxSJ97Z00HgOQQVuxT6+I+kAq6ax8RERHFCfeqfWoNIKyAiqcJ5IPzeBptunxJ7Xjgb1xSpBz9FRj8UOvt3NOAIz8DXaa0LjPVSAGWL7pjc0k5X0AJdelzjSHuAylmpIiIiBKdza1rXwJ0yaEQU8VxqWtvQZSv5eFiaQYgpPLldrkjgKOrXNcTVilb5YvWy1xSTfuB1FBNxgtAFf8ZKQZSREREic7a4lq1Tx3/V5IpHAS7hIZT5RogZ7jrMl2G9Pm1Kvy86jKkjJSzpoNAcue2tdGZWg/YzKHbXgxizp6IiCjR2YyApmPr7QQY20BhoE2Txk3p0qLdkvhU8QPQ+xrP5dnDgOrfgI6nBL4tXTpgcctIhbJ6pz1bt95pWTS6QoYZM1JERESJzmpyGyPFjBQFISkPMLJyX1gI27Gqel7KmueNlIIs+3qBlDB3z0iFMpMYK10hI4CBFBERUaLjGClSymYBVG4TtxpygRZW7guLuh1AZn/v96V0Axr3ScGQuV4KkvzRprsGUqZqQJ8dmrYmEAZSREREic7a4hpIafRSJT8iOdam1jmk7OJ1Lim5LmmR7KpW8SOQe4b3+1QqIK0X0PBHYKXPgWMZKaeufaGu2JcgOEaKiIgo0bmPjUiAQeLURpZGz0DKkAs0rotOe8LtnB3A4RVA7TbgxGcjv//aLUDva+XvzxspzTHVYaiCQMopI8VAKijMSBERESU6q7eufcxIkQ/eAql4zUgBgPEoYOgoFdQwN0R23y0V0r5VPk7bOwwBqn4HzLWALsv/Nt2LTTQzkAoGAykiIqJEx4wUKeU1I9VRCjjiUcsRKeOW0U8arxRJR36S79Znp9ZK1RIb9gaWkdKmugaEocxIxUJXyAhh1z4iIqJEx4wUKeUtkFJrpclg45HxKJBeLE2GW7cdyDkx/Pv0VuXOVzCydV7g66vUAJzuM9cFVqQiUNOPzSn22x3ACc+EbrsxhhkpIiKiRGfzUv5c6QSflFgsDYAm1f968cJ4BEiKYEZKaQnxNpccD0NpclX8lTt3x0CKiIgo0Qmb6/gLTshL/shNvKvSSKXR442pSioPrkuP/BipcLM0AprkaLeiXWLXPiIiInKlMUjzylBiUdKVzNIIpHbzXG7oCBgrgeT80LYt2mwWqesi0Dq+yFsgGYxoTlQrhDQ+KrVreLavSQIszYA2PgM1ZqSIiIjIFcdIJR6lXcMsjd679iXlAcY4rdxnl9EPqC8JzbaiGURpDNLnvOkAkBymin2GXKlbZJxiIEVERESuWLWP/PFWbAKQTpxb4uzEWdjgMoYoox9Quz1qzQkZ+1xS4ZxDKp5L4oOBFBEREbljRor8sTR4D6Ti8cTZVONaUjwzCiXQ7ZSWFvdV5U+bDpjrgab9QEqYuvbF4/vBCcdIERERkSsNq/aRH5ZGaXJad0m5QOWvkW9POBmPSs/LTpchBSDhpnTeJaXr2zNSxkrAkKPssYEy5AI1m8Kz7RjAjBQRERG5UrFqH/lhM0nVHd0Z8uKva5/xiFREw5k2VQom2zNdOmCpByDCV6o8zjNS7SqQeuSRR6BSqXDbbbc5lgkhMGfOHHTq1AnJyckYPXo0tm7dGr1GEhERtXcaAwOpRBNM1zBvJ9/xEGC4Mx6VMivOMvoCdSEoOBHMcQ8VXYb03NT68O2DxSZiw9q1a/HKK69g8ODBLssff/xxPP3003j++eexdu1aFBQUYPz48aivj0DKlYiIqL0TXk7Y1HoGUolougBOWgB0niL97fNkXiaDEY+TsLZ4yUhl9Adqt4Vm+5dZgb63tx7zSARRAKDNkILB5E7h24cmvgvXtItAqqGhAZdffjn+85//oEOHDo7lQgjMnz8f9913H6ZNm4aBAwdi0aJFaGpqwuLFi6PYYiIionbCZpJOdpwxkEpc5jppclZvAbYSbX18LPGWkQplwYmmg0BK59BsSwlduhQMhqtiXwJoF4HUTTfdhMmTJ2PcuHEuy/fu3Yvy8nKcddZZjmUGgwGjRo3CqlWrZLdnNBpRV1fn8kNERJSQbEZAbXBdxkAqcZnrgKQCwNrsZ0UfgZIuTarqFy9MlYAh23WZvVBDKDTuBdJ6hGZbSugygPpd4avY56A6VkI+/sR81b733nsPv/32G9auXetxX3l5OQAgP9919uz8/Hzs27dPdpuPPPII5s6dG9qGEhERtUdWozQmyplKA9gs0WkPRZelUcpQmKoBbYr3dfxlm+zjYnTpoW9fNNgs3gtr2MeDeSsDr0TDH0CHIW3bhlLOEwEvPUX6Ha4uhYYcwFgFJHX0v247E9MZqf379+PWW2/F22+/jaSkJNn1VG79cYUQHsuczZ49G7W1tY6f/fv3h6zNRERE7YrNCKjd/sfG4zgXCpCQTnxNVfKrWJul7n9y4rxSm0OoCk407AVSI5iRWizz+ZZb3lZJuYAxPt8PMR1IrV+/HhUVFTjhhBOg1Wqh1Wrx/fff49lnn4VWq3VkouyZKbuKigqPLJUzg8GAjIwMlx8iIqKE5C0jRYlN30HKSMmxNErd9+QYcuMnkBI2yBbWyOgP1G5v+z7MtYA+s+3biVXxWBL/mJgOpMaOHYvNmzdjw4YNjp8TTzwRl19+OTZs2ICePXuioKAA3377reMxJpMJ33//PUaMGBHFlhMREbUT3sZIUWLTZ/sPpDQ+urMl5cVPyWtTDaDP8n5fRggKTvgK1OJFUh7QcjjarQiLmB4jlZ6ejoEDB7osS01NRU5OjmP5bbfdhnnz5qG4uBjFxcWYN28eUlJSMH369Gg0mYiIqH2xtoR3HhlqP+xjn/QdpHE7cvyNC4qnrn3Go56lz+30mVI2qS1aDgPJBW3bRqwz5ALVv0e7FWER04FUIGbNmoXm5mbMnDkT1dXVGD58OJYuXYr09DgZ4EhERBROViOgkR+HTAnE2iQFSIYAMlK+Ail9DmCsDH37osF4VBrjI0ebAlia5Atz+BPp8VHREE+BtZt2F0itXLnS5bZKpcKcOXMwZ86cqLSHiIioXbOZOEaKJKZaqSS2Ptt3sQlLg+9A6r1jp5c7nmpdFqlJZkPNV0bKXpxh22Oty5Q+z4a9QEaf4NoWrOnCe2GJcL1GoSwVH2PaXSBFREREIcQxUmRnqZdOejXJUpZFdr1GQCtTbMJXRbj2GEwZjwBpPT2Xh+p5NvwBdJoYXNvaIpKvRRxXAY3pYhNEREQUZtYWZqRIYs9I+TvxDcXcSe2Fr4xUKJgqpQwgtUsMpIiIiBIZM1JkZ6mTAil/rIkUSFVK82qFg724RxxnbBz8ZTnbKQZSREREiUxuHimV6lhpZkoYZrdASu71T6SMlM0MqHXh2baxMrzZrlgSpwUnGEgRERElMrmMlFovnURS4jDXAbpjE8PqMqSiEt4kUiAVTg1/eB9/FY8YSBEREVHcsfoKpIyRbw9Fj7kO0B2bPsaQDRhlKvf5KjYhV8SgPRaa8DVZbiieZ2MClD63M+TGzyTNTli1j0IjkmU0iYgodGwyXfuYkUo8zhkpfYdjJdCLPNezNPmee8z+/3/drcAJ89vvGCBzLaDPkr/f/Txn54tAxY9A3hmBbb/hDyBvdLCta1+S8oCq36LdipBjRorazlcJUCIiim1yE/Kq9dJ9lDjMdYD2WEZK72tSXgGoAjiFTC4EmstC1ryIa1FYsa/XVUDpO4DVFOD2K6QAIxHEaUaKgRQREVEikxsjpTFIk/VS4rCZAY1e+tuRkWqDzP5A3Y62tytajEeUBVKaJKDbxcDeRQE+QLTfbJ1SSblSKfk4w659REREicxqlLJP7tQ6BlKJTJ8N1G5p2zYy+gPl3wIFZ4amTaEUyJCEYOaQyh8DLB8LrLnO97ZN1YAuS9m22zO1Li67CjMjRURElMhkx0gxI5XQ9B3ki00EKq0nUL8nNO0JpUCHJBiPSpkUJd6VObV233bD3sSp2BfHGEgRERElMiEz3kWtZyCVcJyyJvoOPsZIBUitBYS1deLZ9sZ4RBrbEw4Ne4G0BKnYZ6dSAzZrtFsRUgykqO3iqdQpERFJGEglFveJZzUyVRutJmUT1CYXAC3lbW9fNBgrAUNOeLbdmICBlCEHMFVGuxUhxTFSFBrTBVDyvFTK84Sno90aIiJqKwZSicVcD2gz/K9n9TGHlDcZ/YHa7VIFv/bGPbgMpaZDQHKn8Gw7VhlygZYjcVWpkBkpCh1Lvfws6ERE1L6w/HliMdcCugACKUsjoE0NfLvtvXJf2NgCKyEfT5LyAGNFtFsRUgn2ClJYmesBlSbarSAiolCQ69pF8clc5xlIqTWAzeK6TGkgldYTaIixghOBDEkQAkAQpckD2ba5XllWL17YM1JxhF37KHSsLb5nOiciovZDrZdO+CgxmOsAfabrMn0HwFQDJDmVAFcaSKl1UjAmfMyZFEgp8lAbsxSwNgMpXYGqdUDva13vN9d6Ho9Aube95FngyCogd4R0OxELTQBSRqrqt2i3IqSYkaIQS5CJ5YiI4h3HSCUWbxkpb5PyKg2kACA5H2g57P2+QEuRh1rddmn8VtZgoGaz5/0tIazY1+saYO+bUqEOAGgsBVITNJBi1z4iP9prmVMiImrFQCqxmGs9i03osz1LoFsUFpsApIClbnvb2hdq9nmc1BpAnwW0HHW9P5jJeOVoU4CuFwClbx/b9x+JOYeUNh0wx9dYegZSFFoa/uMlImo3fF344oS8icVcL5OR8hZIKcxI2Sv3xQohpPmt1MfGdeeeDhz92XUd45HQBVIAUDAO+PVqKdP22+3AZz3Cn3WLNXJdO9sxBlIUWto06UuWiIhin80EaAze71PrWLUvkXir2ifXtU+Tomzb6b2A+t1ta18oNR8CUjq33u54qjSGyVkoM1IA8K7MKXeiBVNxhoEUhYbVJM1grk1lCXQiovbCZpQyT95oDKzal0i8jpHy1rWvQXlGSq0DhCV2uv7bx0fZ6dKliwpWpwys8SiQFKIxUtRKmxJXF9wZSFFoWBqkvq8MpIiI2g9ri9Ql2xu1Xgq0KDFYmjwDJH0HwOit2EQQpbuTC7wXnDjhOe/rh7NqX61bIAUAOSdJ1fvsjEcBfU742pCokvKAlvgpOMFAikLD0iBd0WHXPiKi9sNmAtQy01aw2ESC8VKeXJ8FmGtclwUzRgoAMvp5FpywNAH1JcBlNuASI9D/LimACnfpc3uhCWe5pwMVP7TetpnlLzJQ8OJsLikGUhQaLoEUM1JERO2C1ehjjBQDqYSnUnt2x7M2St2zlMoY4Flw4uDnQOcpUgAXqQmg3QtN2KV2A5r2x073w3gVZyXQGUhRaNhn6WZGioio/fA1RopV+8gbm0Ua86RUei+gYU/rbWEDDq8A8se2LtOmhX8S6OYyIKWTTBuLgfpdx4KpEBeBkMuyhTv7FmsMuXHVtU8b7QZQnLDUt46RMsZPypaIKK5ZW3xkpLSug+8pfglb+Peh1klBmDjWhfDwSiD3DNfMUHqxVN0ve6jy7XurfuctSHEvNOEsbyRw5CcgKd+z8EYoJFrQ5E1SnvfzxEBfvxjDjBSFhrke0KWx2AQRUXti9ZGRUvEUIWF4KzRhpzFIAXcoJOe3ZiMOfAJ0nep6vz0jpJRcCXFvy2u3S+O1vMkaDFRvkE70WbEvPAwdpUIezpS8fjGG35IUGmZ7Ropd+4iI2g2bjzFSlDi8lT638zYpb7DsBSdqNkvFHtyDt/TeQEOY55tq+MOz0ISdWgvoMoG6nVIXNAo9tRawWaPdipBh1z4KDUexCWakiIjaDV8ZKUoc5jopgPDGPpdUcmHb9/PjBa63f7vdtfuWIRdo9lIi3UnRPV96LCsdHOD+HYUmfJz+bv1n698/XyL9bgddzNoNe5ap5JnotiNEmJGi0HCeR8rMQIqIqF1gRoqAY4FUuvf7DNmtc0kJW/BdPgPpvqVSST8yY7a8BVEAULTp08Da0FzmOyBsx13M2oU4PI4MpCg07GOkNMmh60tNRETh5atqHyUOi6+MVAfAdCyQ8jWWKlSSOwPNhxQ+KMDT2bodQKZMoQmiIDCQotCwNEpBlPtkfkREFLusRkAjMyEvJQ6fY6SyW8dIBTsZrxJBFZyQOfdw75Lnq2IfxZ520KWSY6QodFjhiYiofWFGigDAVAuk9fJ+n3NGytoIaCIQSB39Gcgfo+BBAhi7vPUxLUeAHU95rla/B+h9fUiaSSHWDoImb3jmS0RElKisRkCtj3YrKNos9YFlpMwNgDYlvG1J6ykFPIrYgLxRrTeTcqVeMo1/ti4LpNAEkUIMpIiIiBKVrwl5KXGYauXHSDkXkbI0StOcBEMu4+C+XCs/1rr00cnel9/Y4tkrpvtlwL73Wm+3lAPJBaFpIwUnDo8vw3IKD/vM5UREFLtsJv9jpPh9Hv8sPqr2Ob/21jaOkQr0hFmbfKywhWf2q/TRyXh3zZ84oXsHLP5lH+Z0WgB0fsJzGxl9gOZyKUjUZx6biDeA8VHt+KS+XYiz48uMFLWdzQqoNa23NUms3EdE1B74GyOl1gLCErn2UHTYLIBa53+9SBSbAKTxWg1/yN5d22xGVooOSbajaEwZIAVe3nS7ENj/ofR33XZW7KOQYyBFbWdpcE3169I4KS8RUXtg9TOPlFovZa2IhIhcIOWncl9NkxmZyToM1KzDVu1E+e10PBWoWgdYTdK4q7SeYWgsJTJ27aO2s9RLk/HaadOkL1vkRq1JREQUAJufYhOOQCoCJ88Uu+wXSC0NYQmkvE20W3rFbu8rL1bBfOgaGKpfxWBjPpYu+Rkn9/3Y+7oqFbDrJekHAEqekX7HWfcyih5mpKjt7JPx2mlTjwVSREQU04TwPXWFxiBdzafEZq/c15ZiEzK8BVEAUPRmX8+Fi13H6nXVH8YBU57Hcrn1/S4nUoiBFLWd2S0jpUll1z4ionig0klZK4pfVpP/8VH6bGkuqUh17QMAqKVA3weVCkjTNKHOGuaS7EQyGEhR21kaXKv96NKYkSIiigcaA2AzR7sVFE7u3fO90XdwykhFsJun8YjHIqtQQw2b4/bA5D3Y0tw7cm0icsJAitrO0uA2RooZKSKiuKDWMyMV78x1UnlwX+yBlNVPlcdQ81Jwot6aggxN68Xa45N3YmNTceTaROSEgRS1nfsYKXbtIyKKD6zaF//MdYAuw/c6hmzAWCX9HbE5xVReA6kaazqyNPWO2wW6Shw250SoTUSuWLWP2s69WwC79lE4eBsczMpLROGl1rPYRLwz1/oPpPQdpDFSYVD66GTvVfseHgVse8R14Wnvo+bb+5Ghab1Yq1IBWUPvRFWjCdmpbhUopwv+7wgRr6/Ro5Oj0JLYwkCK2s5c71rFR8t5pCjEfFVe4j9EovDRGJiRinfm+gADqeqwNWHRVSdj+fbDGDcgH2cUO02dYnY6lzBWARU/oPaMH5AJFdA3z3HX4B2HsflgLUb18TLtCv9HtJlsZcV7vkz4YIpd+6jtLPWuxSa0zEgREcUFlY6BVLwz1wJaP4GUJkkaHxUmlQ1G9M5PR1Wj23tNrWvNiO58AegzEzXNFmSluGaeBnXOwqb9NWFrH5EcBlLUdu5VfDiPFBFR7PNTWhoAM1KJIJAxUg7hye5UNZpQnJfmGUil9QQaS4HqTYBaC2QOQF2zGZnJruXac9MNqHR/LFEEsGsftZ37hI5qfVivXBERUQjYTFKg5ItaL51oU/wKNJCytQA6P9X9gnS0wYTeeWlYtfto60JvXbqPm43aZjOykj3nvcpNN6CirgV5GUlhaSORN8xIUehFrKIPEREFzRZAKWuWP49/gZQ/BwB1UtjmkDJZbMhJ1aPBaJUW+BgXW9tsRoaXQGpQ50xsOlAblvYRyWEgRUSxT26wMAcREwXP2hJYRooT8sY3SyOgSfG/niE7rJPxqgK8CGsTgEbtue7gLpnYdJCBVDjIFZRI9EITALv2ESnHUqrRcU4JsOc1ILkA6Hd7tFtD/By0f4FMrsqu2onBXxDj/Hn/7Q7pd4g+7zabCElHliEPfQsAeHZZ69xTPNEPnZ3/PBtPLi3BvZP6AwAeX7ID+6ua0DU7gCA8jjEjRW0jbInVlc9XGW4Kr6b9QPYwoOVItFtC/BzEB5sxsIyUYEYqoYX5817XYkZGktRVT6dVwWixKt6Gr/LcFBqllY0oymnNSM4YUYSFq0ohAilaE8diOpB65JFHcNJJJyE9PR15eXmYOnUqSkpKXNYRQmDOnDno1KkTkpOTMXr0aGzdujVKLU5AlgbXOaScCVtk20LxrekAkF4MWJuj3RKi+GAz+c9IaZiRovCqbDQhJ00qZ56Tqkd1o3zgbrRpodXwgk007K5oQK/c1kAqLyMJffPTsWpPZRRbFX0x3bXv+++/x0033YSTTjoJFosF9913H8466yxs27YNqanSi/n444/j6aefxsKFC9GnTx/885//xPjx41FSUoL09HQ/e6A2Mze4ziFlp02RTnjD2J+aEkzTAaDTpGi3gih+BDRGiuXP45qwAYhuYFLZYELHY4FUhxQ9qhpNKJguvGa8as+rR9b6g5FuYlzylq3z1RVyd0UDhg/v5rJs6tDO6POPr71uR+n226uYDqSWLFnicvuNN95AXl4e1q9fj5EjR0IIgfnz5+O+++7DtGnTAACLFi1Cfn4+Fi9ejOuvvz4azU4slgZA6y2QSvOcX4qoLYxHAENH6W8hEqtLKVE4BDRGihPyxjVLU9T/T1c1GpGdKr0Pc9L0rXNJeRmDVXu43mMOKVLOV1dIuWCnqtGEnDTX7wtvQVSw22+vYrprn7vaWqkaS3Z2NgBg7969KC8vx1lnneVYx2AwYNSoUVi1apXsdoxGI+rq6lx+KEiWeu9d+7SpUpBFFEoqlTSPiZmVmYjazGYENH7m3GFGKr4pmow3PI40tHbt65CiR1WT/PutttmMrBQGUpFmstig17arkCFi2s1REULgjjvuwOmnn46BAwcCAMrLywEA+fn5Luvm5+c77vPmkUceQWZmpuOna9eu4Wt4vDPXy3TtS5O6/cUbluGODqtJujIOAEl5QEtFdNuT6Pg5iA9Wo1RMwhdW7YtvgQRSYf68VzWYkJNqHyNlQFWD/PtNbjJelucOr32Vjeiek9jV+eTEdNc+ZzfffDM2bdqEn376yeM+97kHhBA+5yOYPXs27rjjDsfturo6BlPBMvvKSDVGvj2RcN4+4M//Ak2HgBOejnZrEkPzISC5k/R3Uq7UzQ99otqkhHfWr8DehUD+WKDbBdFuDQXDZvR+IcwZq/bFt0AzUmG8SOJcta9Dqg5VTfLvt5omM/ILvGdR7UHT09/uxDVn9HBsk9pud0UDeufKFBZLcO0iI/X3v/8dn332GVasWIEuXbo4lhcUFACAR/apoqLCI0vlzGAwICMjw+WHgmTxkZGK1659zWVAcmcAvPoeMU0HgJRjn30DM1IxwXgUyOgPGPlatFu2QMZIaQCb8nLU1E6Ya6Xu0lEkBKA+NsFumkGLhhaL7LqBdO0ryEjC4dqWkLYx0e2uaECvPAZS3sR0ICWEwM0334yPPvoIy5cvR48ePVzu79GjBwoKCvDtt986lplMJnz//fcYMWJEpJubmOSKTejS4jcj1XwQSOks/Z3g8ydETNMBIOVY1tiRkaKoMh4FMo/jvF7tmTWAMVIU38x1/rOSEeSrNxEA1DSb/RabyM8w4HAdu6P6orQrZGVja/fLtmwnHrtaxnTXvptuugmLFy/Gp59+ivT0dEfmKTMzE8nJyVCpVLjtttswb948FBcXo7i4GPPmzUNKSgqmT58e5dYnCNny56lA4/7ItycSmg4BWYMBfQfAXCP9pvBq2g/knS79zYxUbDAeBfJHAwe/iHZLKFiBZKQovpnrpPn5oqTFbFVUxKDRaEGawfepa35GEkrK69vatLi3Ze4EvLhiN2ZN7IcXVuzGtGGdva5nLzQhF+T6C5oe+nwbHpgyIDSNjkExHUi99NJLAIDRo0e7LH/jjTcwY8YMAMCsWbPQ3NyMmTNnorq6GsOHD8fSpUs5h1SkyFXt08Rx1T77eJ3kAqmbHwOp8GspB5IKpb8N2YCxKrrtoWPl6HPBLq7tmNXofx4pim9RrtpX2dg6h5SdTquSrRInzXzhO2uVl2HA9zuZKfdn68FaHNdJ6tZ5co9srNlbhfOGeAZTLDThW8x37fP2Yw+iAOkDNWfOHJSVlaGlpQXff/+9o6ofRYBcsYl47tpnbZYmHE4qAJrlq0NSCAmrNFYDAFRq8OQ9BlhbAG1ytFtBbWFtYUYq0ZlroxpIVTWYkO3WZSw7RY9qHyXQ/emYamidi4pkbT5Yi8FdpEBqcJdMbDrgfVqRthaaUKsAqy1+/2fHdCBF7YCwtZ7gOovreaSOfSEkFUiZEgovYQO/qmKYxiCdkFP7Y2NGKuHJFYyKkKONRo9JXrNT9V4DIRHgmGS1WsXhywHYX9WELh2ki2EGrQZatQpNJs9CH20tNJGd5v31jBc8O6HwiNeufZZmQHPsKnxyodS1j8Kr5TCQ7FaFU62T5pai6HA+S+GYtfbLyjFSCc9maZ2jLwqc55CykwukmkxWpBq8XLj1QqUCbHGcBWmr2iYzMpJ1Lt0kh3bLwm/7ajzWlSs0EaiOqQYc9TE3WHvHQIrCQ6OXvqDjTUuZFEABQFK+dJJP4dW4H0ju4rrMwMp9UWVpbO3SyyqK7ZfNxIwURVVloxE5aYEFUrUBVOyz65Cia1P3wHi35VAtBnV2LXt/UlE21pS6jj82WWzQaVR+x6X5kptuwJH6+A2kYrrYBLV3cXg1qOngsTmkcCxY5ESVYdfsNIeUXdKxLEiK9ypD5MNiL/8QlU62aTwKGDpKfzMj1X7ZjNKEu9S+hOIz7LyNkvnBbSMEKhu9jJFK1Xsdr6MkkMpLT8LhOs9ugyTZeKAG04a6/l/NSTOgtskEm0045vWSCk2ktmlfHdMM2H0kfqsoMiNFwRM2KX+eSOwV+yhymg4AqV1dlzEjFRxvJ2C+lssxHpEyUYD0m3NJtU9CHCveQu1GKD7DofoeCAGzRcCgde2uJ5eRqmkyIyslsMA/PzMJh+s5dlPO4doW5Gd4Bpl9CzKww6l0/J4jDejdxol4O6brcbQ+frOD/Aal4FmbAY2vkphxGGQ1HXTNgmiSpHFTFD5NB1qzgHZJzIJElXNGKikPMPK1iGsq9bGiL0Thl2bQosHoOTSgttmEjKTAOlLlZxhQUcdAypvKBiOyUw1eu+ud3KMD1jp179td0fZAKifOx0ixax8Fzxzdaj9R0VIuVeuzs1fuS+sRvTbFO2/jOJLygIof5B+z2L1EugqYzhPBkGk5AmQdm2bCwIxU3FPrj30Ok6LdksTi7XssjthswmunFpXKe9W92mYzenQM7KS+ICMJ39TG78l7W2xyKnvurlduGt5cvc9x+6iXYiBK6bVqmK1xONTjGGakKHhyc0jZqVTxdxXTZpLGRtklF3IuqXCSq2Hrq2ufx8kHpNuL+XUXMs4ZKY1B+lxQ/LIHUhQ5ct9jcUTJmCfA3rUvsPUzk3WobeYYZm82H6jFIJlASqVSIS/dgMN1LSEpNJEIeGZBwfM3/4Q2NX4n5bVLLpAq+VF4mKoBfbbncm2yj7mL5E424uskJKqcAymKfxq9VCqdIij+v6+8Veyz02lUMFlcL8QqCbxUKhVEAhzDYFQ2GNHRRxGOk4qysWZvFf6sakS3NhaasNOoAbM1zi6sH8NAioJnaQC0vgKptPiaS8pc5zkDfFIBM1Lh1OSlYh8FT64ql9JqXdZmQOs8PjIOs8/USs0KpTFPyWc4VN8DbVTpo9tYh1S9R/nyFrMNSbrA5pECAI1KBSvnknJxuK4FeRm+u+ge3zULG/fXSOOjcts2PsouJ80Qt5PycoxUPFqsAeB8UqMGpltDvx9zg5+MVFroMlKRek6+NHmp2JdcKI2RovDwF0gJkXiVI9vC2gL0vRU4YT5QuhhI7QHkntr27RqypeyhIaft26LYo9ZLpdIpNjgHPOtuBYbMU/Z4YxXQ/y5g6BOhbZdClY0m5KZ7z4zYK/fl+znp96VjulTkoC3biDebDsiPj7IbcP8S2AC8+tNeAFLG5Y9HJ7dpvx3T4ve1YEYq3ngEHJBuLw78Kk7ALH7GSGlTQ5ORiuRz8sVb6XNtmjRWjMKjab98IKXvAJhrvNwhF1gx4ELFD0DeSOnvrOOB2s3KtyEEPLodsYpifOMYqSgI8Hus61Rg/yfKNr3/f0DXi4JoU2hVNhhlM1LZKXpUtzGDkZ8hjfWhVpsP1HhMxOus5z1fejvbQs97vmzTfjum6XG0IT6/QxhIxR257jVh6Hbjr2pfyMZIRfA5+dJ80DOQYjYkvHxlpOTmL5pug+dJCKv2AQDKvwMKxkl/Z/QB6kqUb8Pa5HkBhfN6tT9KumIykIo8r99XXr7H8kYBR34CbAH20LAageoNQM5JbW1hm1U2mpCTKpORStOj0imQstkE1Ar/3eYfm5SXJEII1Db7nosrXGdbHdMMOFofn68Fu/ZR8PxmpELYtS8WNB8C8sd6LleppX9i6ghnyBKBpd5zXJqd4VgWJKOP533TbcCGe4B+dwA75ivv+hKPTNWAStN6PNU6QFiPTayt4JpayxHPQhNJedLng9oPb9MKyFGzMqMii7UAnAMbDTDdc14kv/r8HRj2jO//LSo1kD8GOLwMKDzL/zYPfQl0mhwTFwHrmi3ISPZ+GpqdoseWg7WO2/UtFqQnBV7hD5Am5V21p7JNbYwXvWZ/CXsF8kWr90GjAvY80rbuekrkphvw0+6jEdtfJDEjRcELKCMVR8Ummg8DSfmey3k1PjqScn1PBGtpkk7w4+k92BZl3wIF412XpfUEGvYq247xqPSed8a5pNofm0kKkAKh1rFqX6A8gihItxcrvG5trAT0WYFdoOs8BTjwmfx0EXbCJmWlAwm4IkSutHZ2mh6VTl3BpIp9yo5hXroBR9i1zyWIsrMKaXmkZKe2vatmrGIgFXfkXtIwvNSWBv9jpMyhOImN4HPySXj/p5ZcCDSzBHrIWRql95AcQ578ybupRjoJAY6NY6sLdevanyM/Abmnuy7LGgTUbFS2HaNMRopjpNoXa0vgGSmNgVX7AibXxU5hcSRvn1c52mQgsz9Q/bufba4Cck6WAuMYl27QosHYmsWraTb57JLmdRtJOjQYI1yUKgbJzYXrbXm4zrZ0mvidlJdd++LN6K+AlWfDYzb0QQ8Ci/UAnP8Z6oDpbbhCYLP4/kLWpgHWEHTtm271MjlhhKv2+brSF8+V+0L9nlHCX8U+XyfvtduBjH7S35n9gdodQMeTQ9/G9qJxv5RN1bidiGQNBnY+D3SdFvi2jEeBzONcl+kyAXOt9/Up9jh/rjfeC7+fa1bti7yjq4Hj7gt8/W4XAx/lw/X/pP3/s9t3eM8ZbW5eW7WYrTDo5E/PVSqVy7/dmiZlk/dGW/G9X8LsNLBIpwZ2zYtcV7pg/fHoZI+CE6Go2hfPGEjFEyGAg58BFzdKV6icee1uYJb+oYbrxFibFqKMFIBhT0knezuekUo3R5qpyvvEsIA0l1TVusi2JxI8gigg7O8ZZ037gZSu8vfrs6RxP97UbQc6DJX+zugP1G5L7ECq7Gug09meyw05UhciJVqOAHluGakYGG9BAQrmc63WS3OHUWRYTVJXSl9d59191Bmek/h6yyJG8DvcB6nQhO8Mk/PXSm2zGZ07JMuvLMM+sa9eG7keLO5BFACYbdLy9hJMhUM0XotIiK9nk+iqfwcyB3gGUQDkuxWEsbuGLoTFJhr3A8ldAKgDr04USk0HgZRO3u9LLojTjJTceyNCXXz8ZaR8FUio3wlk9JX+zugH1O0IbdvaEyGkKl0dhni/X58ldYUMlPGoZ9c+akeC+Fyzap8CcmOaFBQjqloHZJ+ocL9Kvpej302zssGInDTfgZRWLZ14A0BNsxlZQWSkctMNqKiP7Dgp9yDK3/Jw08hc55JbHi45afq4nJSXgVQ8+fO/Uno/VmhSQjjQ3yaNT0rtKmUqIs3bHFJ2ho5AS3xWo4mqpgPHgucgWJoAbYr0ty4tsQtO1G6VuuLJBZ6ZA4EaBfNJWZtbj60zTbJ03Cn+qA1SloT8m26BZ9CksGrfkR+BvDNC2aqYU9kgX/rcrkOqHjVN0vuurjm4rn35GUkJP5fUnkcme0wIEumqfUDrpLzxhl374kXjn1LgkpTrf91Q8FcdCADUWqm8sjfvJgPC6ctNlQRcJtN1xNIkPTcASC8G6ncBaUWKmttmzYfkrxCq3MdvUUgYK6WuZ75o9FIXGOdB86ZaacyOM/vEyUq6yrR37p+x9Xd5/4x1OB4oX9b2E7ekY9Urtd3bth2KPWqd94yUku/xUAn3Pr1tH1C2zzFfScU8kvKBhj1A0fTA9y+E9P88tZuydrczlY0m9Cvw/X2cnSLNJZWXkYTaZjMyggykKmTmkup731cwOhVAMGhUKPnXJEXbd9+GLkJpHqVtv2tCX1x0YhfkpSdFonledUwz4EgcziXFjFS8KF0MdL/MxwoyX0CqIAdvWptluhB67MBzkfs/KkC6/a7M9hpLWwMneyAVab4yUnaBBJftSojfM8HwN/bGW+n5uu1SgQlnida9T8lnLK13aD5TBh/FPyiGBPG51niZR0rp93gohHufcttXus+qddKEt8F879Tvlv7PKabgezmS3+EyKhuM6JjmOyPlXDLbYhXQaZSfshZkJKHcS0bKPRABAKNVoO99XwW8bW/b8FWZzkdtDUWCafuReiNy/RzvcIvXjBQDqXhgqpFOJjN8fPlON8Hji1alAy4LsruGpQHQBnJ138uXivs/JX/LG/YCqT2kv1N7AI0K570JBX/ZEV1G/JXYnm6Cx1dEW94zSlhNgZXoNeR6nrw7V+yzy+wvLU8USj5j9pL+gYw9dO4y6S6Jc0m1C8H8L/A2Rkrp93gohHufSrbja93mMqmaqz5TypArceRHIG+ksscA8q9rKP/vh1BVownZfopNdEjVo6qpbW3NyzCgwksWxD0Q8bdc6bruQVMoq/YpbbvNJqBSyc/ZFSkd0/U42hD9916osWtfe/ZeGmBzKuaw82XgUh9jQexVetbdApzw77ZV2rI0RK6bVMMfQKdjKWuNPkp99YXv42WfS0qfKb9Oe9TnJuD4fwLbngCOfzgy+3R+X29/AlCnyr+vk7zMJVVfAnS/xHVZRj9g/8ehb2s4uH+ufT3/UEkvBhp2txbokGM84jkZr11SnlTUgmLf5I1AxUqg+MbA1m/P5c8j/XlqqZCys3baFN8XINxVbwB6XBHcvqNciU8Js1X4rd6Wk6rHtkNtm1YhSaeBMQpVHuxBU4PRghdX7Masif38PCJ8jjQYkZ8RvS59dtkpelQ1ttPvER+YkWqv3P85ANLt93xMkGuX2r3tBRvM9b4n43UIwRWQpj9dy2CHbKLfAAkb/H5U4nEuKfuEnZHMtil9XyflAUa3jJS3kxZdevsoONGWz3VbZA0CqgOYmNdXxT527Ws/ajZLc4gFSq1vnxPyRuPzVHmsW59deh+griSwxxqrpPGdal7jBqSMVGWjCSaLrU1jj0QUxzCnGbRoMkV3UuC9RxtRlBNgIB9GWo0a1ihVLgwnBlLtlfs/B3/LnQV60uRLoAP31Rpp4l5nKpkrI2qZ5Taz60Si9qvnkdJyWDph9yWpQMpIxZPabUDGAOlvtTYyJ1JK39cGt+5kplqpnLc3oZzXLFza8rl2pvQzljUIqN3if7stPjJSho5SoEWxr2aT9JoHSn2sqIszpe+xUFD8v0Ph50lu+0r2WbXWtTBRZn9p3GYgjvwE5J4WeBvaKZtNQB1AXJSRpEV9iwV1LcEVmrBL1mnQ7BbM6GUCs0ADNptNyJ5AG9y2kZOqD+nYILm2u+/XrvRoI4o6poZs/+SKlz0SUdbxwB+vAV2mBL8NS4AZKU2qNJeUc5e3y5o9J4VUJwGXeqmCZDVK/8Sd2QtOyM2LE2rNZf4LTSQXAkd+jkx7IqVmM9Dh2FXr1B5AQ6nvcXjR4J6RqtvhOT7Kzj7wO0fp/Czt0GXNwGIN4Dw/vdxnDAh8LinjEWmuOm807TRrkYjMdVKmOVDexkh5e49BI/8eCwWl72ulJq4Gvj4RLvMuqpOkob4uVfv03vcphHQxIckpa5vRHzjkp4DBfzsAlprW29os4GKZycbjQE2zGVkp/gMj+5iemqbA1pdjL4HuHEy8efVwXP6fX+A8rEinUeHiE7ti4INL0GBsfQ9kJGmwac5EDJ6zBHUtrcuTdWrYbMJv9bx+hRnYUVaP04vliz24b9u+T29evfIk/O2NNS5t91W1r7SyCecN6Sy770jSaVUwWqwwaBXMqxbjGEglouR8oLmN3dDM9a7d7eTYJ+V1Hzs08B6g3+3A4ZXSSVz+GO+Pb9wHpBa5LksvBo78EESjg9R0EEjx8yWUlC9lruJJ7dbWecnswWusBVIat/lt6rbLd1nK6CfdnwiBVMsR4Lh7lY1rM+T4L6piPCqfkaL2oSWICZW9FpsQQJ+ZwInPtS77/e7wlu42VgLH3QMc/y/p9rpbgGHPhG77h74CzvvDd/sb/wRK3/Z+X/Mhz0nE/RWccA+iAOn2fzvEbTBV2WBEtp85pJzVNpuCmkPKLj/D4BFIfbO1HBvnTECawfU0+LgHvkajybX/WV2LFUX3fOmx3WazDRlJGpT8y3vAY9evIB3fbC3H6cXeP3fuQZR9n4PnLPEIpoQQWLb9MLbMnYhkvQZfby5Dh1Q9Tukp/73dYrYiWR8bgUtumgFHG0zonBXG6p4Rxq597ZVaJk2rCbDvd1u7OQVabEKb6n1siqkG0HeQTnp9TQbasBdI6+G6LCnCYzECKX3urTxweyaENEbKXuI+vXdkulO29X1dVyKfkcpsByXQ5Z6/ki5HAFC2FCicoOwxWYOkLl++tBzxcxKuOjamkGJWzSZl46OAY/NIuWUbG/cCaT1dl/W9Bdj5XPimgij7xvV9nTXY93tWyfeJzSxdYPQXBKZ2k9bzVvSocq33+Qa1Piardg+i/C2PA5WNJuSk+a7YZ6dVq3C0wYSs5MDW9ybfrQT6rsP16JyV7BFEAfAIovxxD4C86ZyVjAPV8llTuW14W771UB165qY5AqO+BenYUSY/hrnFbIXBT1GPSOqYZkBlnJVAZ0aqvZr0G/DFQLh0j9OkAZfUB/b4rIFSxqHj8OD2H+gYKW2aZyBlrJKCKEAKkhr+kH984x9A/pmuy1QqOE7YVCH4gvhfPmByCsz0ecCFTtml5gAyUtHir+3Baj7oemU1tbvUtS8YStp4aYNnt89A3tf294Kv6li6DOl9G8vkPtf9bgU+6ACYa1qX+zqOR1d7Vi7055drAXOV7+1bm31XH7NntSI1MTgpV7MJ6HKussd4q1jqLWhI6Sxlr/+XHfh7VYmjvwDDnmq9nXeGFFxlD/W+/iV1wLt6uHTVk/s+ObIq8PFJuacDR3/27ElRtR7of6fn+ul9gPqdkeuOHsNOeHgpKhtbv99yUnVYf/9Zsut3SNWj9GgjRvRSmEV1kp+RhHWlrdm9zzYewl9OidzE4Wq1CnqtGiaLzW+lQn++2FSGa89ovbhclJOKt6r2ya6/v6oJ3XNiZ3xUPM4lFTthKimz713gvN3AdNH6E2gQBRy7+tyGghOBziPlLSPlXDFKpQaglh9b0bhPOol3l1zY9u6JgOdJPiDd/l9+621zXWDPVWPwHJAdToG0PVjVblet1VpAWOTXl6O0jUIAxdcpe1/bx/cEMu4jlgtOCAHsfB6YdtDz+e96xfXEFJA/jg3HuiYpqfz1v3zXIMrX9n1J8jJBMsWWxlLP7tLBqP4dyB7muXzDPwJ/ryrRUCr1DHCeXy69D1C300cbNwInv9j6WRrxDjDqU+/rln0DFIwPrC2F46WsrzMhALNMsZuMBJvHToZ7EAUAlY1mnPDwUplHSCWzSysb29S1r2OaAUeOnbxX1LVACES8HHjv3DTsrmjb/56DNc1I0qmR4zSxrlqtglqlgkWmHF6sVOyz65iux9H6OOq9AwZS7VPLEenKcFv6oaf3DbwkqzeBFpvQHhsj5cy9a0lmP/l/htYWQOPlC88+Zqet3E/y5ZYHMudWUn5kS6AH2vZgeOv+o88CTAr77CttY12J/7mM3CXlSSfvtT4KTdhl9JXmmYpFh74Cck72ns0xyQQn3o7joa9b510LVKjeSyyBHtusJkClaXsmX9iOZX+9XOlW8l5VoszL+1qlkrJgTQfkH1PoNMaky3nAgU881zPXSxeKDNmBtUXfARBW12khfAWovir3abO8L9d1CKwt7Yh7EOVvOSBlpP440ojMNhSb0GvVsByrzPDZxkM4d4h8V/2MJGVjiQJdv29BOnaUe++CJ7cN9+WfbTiEc4/3bHuPjqnYe9R7JcrSytiq2Occ1MYLBlLt0Z//Bbop7LbjTqOXypIHO57BanItSS7HWyDVsAdI79V6O2uw9+yYzQyoZK6qhyqQ8sdqcr0C6ktSiLJksaD5kJT1c5ZeDNSHeZzUkR+AvJHKHmMfM1e3TTph8SVWrwybG4CDXwDdL23bdoRN6rKbeVxo2uXM0gRo/AwQjvT4RVKmPogLFd7U7ZSyQZEixLGeDF5KtueeAVT86LncavIc86RNBdJ6SRl3Z4eXe3Yh9yd/LFC+rPV21Tr5Qjb6LPmCExdXS1UAnek6ABdVeV8/wWSn6tBitiLdy3gmpRqNFhyobkaffPkeJpvmTPQIYDKSNCh9dLLX5XKV9dz1yU/HzsPeM1Kb5kz0KF2eolNjxogesNmkALCuxYyjDUb0zPW8gN2/MB3by7333CirbUFBDEzGa5edokd1Y3xlpDhGqr2xNEsD5otntn1baT2lq2juA4ZDyb1rn80CQO16RTRzIHDgM8/HNu2Xz7ql9QRK3wlpUz183B1o/lP6e/uTQHI34Hz5vshIjpO5pOwnzO5ZOHvw6jzZZKjVbAF6XaPsMYZj3cnqSoBuF/leN7MfcNDLey1anN9jAHDwK9/vMX+qN0rjMALJoCplPOp/7JMhV+ryRbGpZrM0/UVbVa0L7/eAO3uG3Nv7OuckYP9HQNFlrsuP/iyNZXLX/VKg5N+tUzsAUvXY4+cpa1P+KGDDPUDX86XbVb8Bx90nv74mSfr/rXW7GGGuk8ZADn1c2f4TwIhHluFQrVQkoue9X6FTZhJWzR4b9HZe/3kvAGDp1nKf25ELjgINmrxJ1mvQYrZCCOEo625nswlcdFJXPHzeQJf7vtlajiEPfeNSdOLrzWUebe+Tn47lOyoAt2yVEAJCSN3/YoVarYri9MjhwYxUe3Pwc6DzlNCcKIViYl5/tKmuGan6nUCG25VMnZeCFIBUsS+1h+dyQBrwbg3B3CHaTPn7nE9w7bc/9jFANbkQaIlgIKWXmSTY0MaxCLVbpWIk7oLJSClpY8sRqcuM0m5H9iyIpdF7VyNnsVRwwj2IAuTfY7LH0W25e1emQAXyOhn9VewDM1KxrmaL98+24u1sBDrIBGTh+F469BXQ6Wzv92kM0nhA954PZUulsUzukvOl9ZsOSreby6XvBfcAxx9NEqDLki6eCZu0f52P7u4ZfaX/f+7Kvwt8bFY7l5PqvXeHt+XOQZTdodoWjHhkmce6voRqO6GQl2FARb1nt7bt5XXoX5jhEWDN/WyrR+U+b21PT9Kh0ehZ4a+y0YSOAVZHjKRwFfWMFgZS7YmwARUrpS4FoeCv9HgouHftcy9iYJeUDzS7VXXyVvrcmdogjaEK1tFfpHlQ9G5X2X39w3c/8XUWqgIYgbrwsDRZpDNdFnBBG9sgVx5Zny1VZFPiwsOA2u0ExZDnvY1HfpaqcCllyJW6iwY6wah7cB8tcu8lb8svPOx5gqrrABTf0No911tXpkB5274h3/V1aglgDildhuu4EYodQhwrEtTG8RI2i9Tt2tvYVSCw95Ki/Zmlrsbeig7ZdTxVqlRpZ66TxjDpZcYZdZ8OlC6W/i77Rj5I86fT2cChJdIFpnQ/c+zJdSs+/L3y7szt1Pr7z0KKzvW0U65qn3vw42+5nFBtJxT6F2Rgu5dS5StLjmB0X88LEEranp2q96iGty/GxkfZGXRqtJj9l41vL9i1L5Z8PgCod/qiTe8PTNnmubx8pbS8rZI6St11gm1jyTOtbZTj3rWvdjPQ2ctAePscNslOV+Ya/vDsruEsvZe0TuYA5W0HpBPRaeXAEC9dOhYHkfFbcoq0/S0PHWufj2Mj91orUbMZGPKo1C0EkE441t3iuwR4IGq3A0V/9VyuUknZIiVl55sOAgPuAgYfOyYHPpdOcLw5uhoYeL/y9i49Dag/Nj/U1n8Fdty3PSLdDua4R4u38tH7PwE+KgSMTlmgsu+Ce0727ZtqgG2PSu8tZ8Yj/ot5hKNLYXsTis92OLQclroft1Xddv/fufb30tFfpa7oPa9Uvh/341i2TP445p4O7HwBKBgn3S5f7vuCY2Y/YOkIYMOs1mXBvE6rZ7R+9wDAzpfkt5HZHyhb4rqs6ZA0ZYAm8Mlp27uLT+qGB84ZEFPdzSKlX2E6Pt1wyCVoMllsOFJvbPMEtf0K0lFSXo+OvVvfS6VHm9C3IICKwxFmL4HepUPsVBNsC2akYoX7Pw1Aur1Y73355wEGD/7oMgO/gizXRl9tcb/6b673njnocLxndswqUxXKLq134AUnvLXdXA18NSSwxwezfbljE8xx9Gbfe65zBal10gnLnleVbceZsB272izTHSClqzR2LeA2vitd/bUrnACUL/UscmI1Svv11TXGm88HuJ7IAOE/7rFkw72uQRTQ9uekz5JeH/fvhUDGSCW6WH6PBTMRrzdyk856k3MSULlGeV8epccxKRcwVbV+r1R8L41h8rV9s1sFUqWvk5LvHkD6XJndCk6ULQmuK2471WC0IEWvScggCgAKMpJQ7pZNWr+vGid0b3uFxn5esl2llY3oHkOlz+06pulxtCF+Ck4wkIoV7v80HGTKgsqur1DWoMC798nt01dbVOrWf6ItFfJdg1K6SYUv7IQNft+eSir3KW17skz3qJSitm8/mOPorumQVMbY/Qpzx1Ok7l0NewPflrPGP313oVFyzM11UjsznbIYGr10EubcDQcIfvB6pI97KOmyvC+Xe495E67nVDBeGrvhzHjEf9c+QCpUYmlq2/7bq1h7jzlznr8vWEJI46wyAxxnpVJLVfKUVlgN5jhmDZTa1lwuXSCU63oY7PZDsQ17wQlAOpa+Kv3Foa0HazGws49xyU46ZXp//eSWh3s7oaBSqTy6tf246wjOKPY+9lRJ27t0SMaBatdx4w1GC9KTgi8bHy65aQYc8TJWrL1iIJXo5ApOLDlV6t5m/1lyatv3VbPZtVKSM5XKdULbpoNAShff2/M1f0hbnb/PM5hKKQKmBhGguB/LUNi3GOgu0+2x7y3ANyOCe/1qNsm/RoCyQGr/x60VrZx1uxD480PXZRU/BDc+qr2q3wP0uTl077FQyxspjd1wFmiXURaciE2N+6SMcrDUOqmXABDY1Bd2nSZJc5uFW8kLwNfHAx8XAlvmhuZ/Vqil92n9/qzbIc3n2NY5vdqRTQdqMbhLYIHUqtljPQKGYKr2hWo7oVKcl45dx8qgNxgtsNgEslK8f56UtF2tVkGrVsFkkbKyZqsN2hjN/HVMN6AyjuaS4hipRJdeDOz+j+uyJacCVb+4LnO/HYyaTUCXqfL3ZxybtLDDEKBxL5BW5Ht79myXEOEZm9GWMtTOQnHsnJnrpEBTbs6k788HjG4Du6t+kV7Xiau9P8auZhPQ+zr5+9N6An+85r+NNjNQ+SvQw8tYK12GlEmrO1bBUYjAAud4IQSw8znguHuB4x+Odmu80xiksRtNh4AU+ckrvbIHUv4+vxQ5VqP0mrble1JjAKrWK6/6l9EX2PmssrGVSi05Fah1mxsq0O+8SMroB9Ruky5WHfoa6HxOtFsUUQdrmhWNBQpVsBOtoMmbfgXp2FZWh0FdMrFq91GM6JXjc30lbe+dl4Y9RxrQvzADB6qb0TU79rr1Aa1jpOJF4lwKiXXpMifFKpm0bEaIJtxUawEIwOZUAEDpib/fthzr2tdQ6rvbWNag1okSG/4IbH6rpDypy5HP3QtAJ1O2OVTHUe71UyLQtuz/xHumx07u9QvkdW2pkI6pHI1eqg7nT9m30sBvuROn7pe1Vs2q3+VZEj9Qcsfd27FUsm44lS0FOgz1fZwDFc7n1Olsz8HxgbDP65VorC3y3TUj/R5zV7tNulDVFiodcGSV8i64KpXUnbdyXeCPUfq+VvqdF4rPTTDbyDx2sdBmPTYxvZ9Kf3GktsmMjCStR4nvRFOcn4Y9FVJG6pc/qnBKT9+BlBL9CjOwo1waJ1V6tBFFObFXsQ8AspJ1qG6SGbbSDjEjFSu8VefLOA44Z4v88lBYMQUo+xIomQ9ADRR6qajnLL1/cG2xmqSuIb6uSGYeB/z5P+nvhj+ALj6CBee2b/pHa9vHfH5s+VcAjo2zyugPDF8AbLw/fMdR7vWr2xrY43UdgLN+kr/f5TkBKJwc2pK5ztvf+ULrsfRGmwqYGzwLQ3i0cRLQdZr3baR2Bfa+DWx5GI7X6dC38vuU4+tzE8i6uixg4hpl+/TF/b3n9T0JaXkwlczcKXn+SmWfAPzxBtDzb9KcbZoAriTLPf/2QGnb3ddPLQLGfgf8/FfX18OQG7rvGaXc2/jnx8G9HvbvWghg433KX9fCiVIRnI4nB7b+sCeAX691nZcvEt/XSrYfzDZ+vgIo++JYZVcV0PBn+/l8tNHmg7UY1CUr2s2Iuplvr8eyHUfw8g9/AAD2VTbgtRkBfi786JOfhm+2Sr1RSisbMbZfG+eUDJNr31yLZTuO4LWf9kKtAsb0zQ3ZMYgGlRDxNjWWcnV1dcjMzERtbS0yMgKciyYerJgifakrMT2It8vvdwPdLwaqfgd6X+N73XW3ACf8G/jtDuCEZ+TXk2u7Pg8weRmfUXhOdP5h+RoT5XwsazZLky0fd6/nenLPVe45BbrPYLe/53XpJNt5Qk6l21C6frgc/UUq0WwvId8W7eU9qUTJs1LhCW2qdJGj/x3y68bKaxqMcL5/Nz8MdLsg8GkaQiVUr0eotrP+NmDIY/5LfZvrgQ13Ayc8e6zHRACUfudFQ3v+fITAiyt344JhXZCfEfkiD7Hi6oVrsGyHZ7Z+bL/QBRJzPtuKB6cMwD+/3I57J/WHJsbGSUXiGIRKoLEBu/YlsrKvlK2fMyK4/WhTpS4hgVSMSukMNB/0v55c272dsPpaP9yyT/G+3P1YZg2SxhDUepmDRK7tcssD3Wew2/dWcELpNpQuD5eOp0jz6zT80fZttZf3pBKFZ0tjOQIpfR4rr2kwwvn+7XMTsOslz5L/4Raq1yNU28kbKRWV8Wf3K0CvqwMPogDl33nR0J4/HyFQUWdM6CAKAFaUeO/yLLc8GLnpUkU8q03EXBAFROYYRBoDqYTm4x+7+z+mnBHAhJ+D2402TSo8EMgg5cxB0hgSvxNHKj0pifBJjN3E1YEfyz43ATtf9HLCJdd2meVe93mqj9dP4fa9Vu5TuA3Fy8Oo7y1AyfPK57rx0E7ek0pkFEtjOZrLAYPMOEOHGHpNFQvj+9eQDeSeIWWcIypUr0eItlMwzrOkvru6XdJcS9knKNu2ku/ZqGnPn4+2qWwwooNMZbpEYpP5FyO3PBj9C9Px694qZCTHXtlzIDLHINI4RiqhqeH9S1wdukpHv94A/PE6IMzA/o+Aoiuk8UpySt+VSnvDBmye62N9ubbLieI1g0CPpb4DUFcCvJcsHS9N0rHJbFVwFOxw4eM5Oe9z54tS5kWWj/eBN0n50ol1W7aheP0wSi4Aqn4D3ktqPe72992vNwClb0qFBHwt7zIN8q+TnHZyHat2G7DrZQBWaZyU4s9kEM9T7riHan1nwgafnzH3bXe/zPf63nS9APhqMPDTpYDNqLyNQQnV6xGi7fw2S6r4uf0J+c8S1EDR5Qrbd0wsVefzKoa+8yJs08HAy57HM7XKe8AQysTRZxsO4rONZbAJ4OUf9uDCoZ3xr2khmIg7RCJxDCIt/j/BJE+usESnEJVk/fUGYM/L0skpIA1Y3/OytFxu/X1vw/HPxtf6cm03yFRCC9VzCqdfbwAOfwcIEwAhPf8/XpOfBDXQ59TtYmDf+/L3F4xXtn2VSvpxzpzljVa2jXC/95T49QbgyPeux33Py9JA8j0vS7f9Ld/3DpBU6H377f09WbESwLGqnsF8JpU+T/v3hvtx9/W9oWR9Z0fXAOtuBrKGer9fl+G57T9eV/6ZXHsTULcNsLUob2Ow8kZ5X6709QjF6+r4X2CBz88SrFJQFc7jEi2x9J0XYZv212IQAymM6ev9e0NuuVL3fbQJn2wocwQqRrMN76zZj/s+2uT7gREU7mMQDQykEtmYz6WBro63gRrodC4w+tPQbL/0TacbKpnlQa4v1/YLDof3OYWT3HGx1LftOSV1lMapNcrMi5U/EsgdpWz7yZ1as1ItR6QuYAVnBb6NcL/3lJA77s7VuAJZbq6O8/dkEJ/JtN7Kn2c4vzfsGvYCv88CKn8BhjwOTFrv/TWyycx1ovQzGUwb26L5sDSlgJLPpJxQfFaVfsbCdVyiKZa+8yKsusmEjml+iowkgNdmnIyx/XId2Re1KrRFFv73e+v4cucq8x/+HsC48whxPwYAMLK4Y8wVmlCCXfsSXTirBVlbjv1h/8ehAmBzWt7G9eXa3l4rIHk8f8Dx/Nv6nIqmS/M2HTfbdXnNVmls0PiVgW9r21PAtseATfdL42ZSuwOnvQekdlPWplh5neSOu0OAy329TrHyXJVq62ey5Hmp0ExugIP+xbFshWNfbm3Z9hSwcz7QclS6QFB8s7L1e10LqPWAtQnoe5vrZMNeK2A6nfQ6BPGZdDmOwnW5exv73AYMuDPwbQOu2zBkAyndgTM+kIr3hEJb379KP2Ny76/2rh18D/znhz147edSVDea0CFVj6tPK8K1I3sFvb3DdS3ITWcQZRfOgMFklj5T9iBKpZK+Uo3m2BqH53wM9lU24n/rD0SxNW3HjBSFj8Zeocfm+tuxvI3rx5twPv/03oCxEjBVty4TNqmaWJ+ZgW9n21PAxnuk7djMQPMhoHINsO+DtrcxWuSOu0OAy+PxfdrW92Svq4G9bwY2iXPtdmnaA8ck5AIewdHGu4GmQ1J34aaDwMbZADQ+1r/Hdf3Nc6QKhIMfcg2i5ITqM+myHV9tPCTd3vZU4Nu2fybt22g+BFStAUrfU9bGcFL6GYvHz1I78J8f9uCxJSU4XNsCi9WGw7UteGxJCf7zw56gt7npQC2O5/xREaHXSaf09rpJ9t8GXeye6nfPSUVmsg6bDtREuylBi92jS+1f0RVON5z+cf5/e3ceHVV5/w/8fSeZmewTQjZiEohAIRCgBBShQfJTGkJl91sV+MYqlEIriHDsQT20gJ6v0srqoVGgmFqxshpMj21oOGERCGExqUERyEYEEkICZN/n8/tjyMCQBGZgwix5v86Z4/HOM3ee99w73OeTe+8zES9Zp72z6ez84f9z6wePAeDiHiAo1jDJhbnOrTMUYCotAAVQNIZ/rc+ts04fbaGjz91ngGXLnXE/fdB90tUdCP8lULi14zZ1VwwTy/y42/A7ao/Oav89XdwBaYGhEFEAxdXwX5PfJbqzfTMMhznlZoGmAEV3uV/wTtb6Tna0ntv7qNIYvleit+z7ZPxOamC330lLv2PO+F1yAFuOFKJFL1C7KHBxUUHtoqBFL/j4SOF9rzPn4g0MeoT3Rz0M/zP01hno2yehfTbaSmemO8n0x8Ox/cSPaG6xrzNn5uKlfU7oaG4ZtmYWoaCsGhH+XvjfEeEY1edeUxd3gtYZqW6f8SriJeDxROu0dxBmb4/Ozt99BPDdu0DxXsPsgC11wGMWzhpWX3ZzsgnVzQGsAuhbDMsd1d0+9ztnbLvXcmdjjX0y6Cng8HPAj8lAbRHg0w/oM88wk2T+3wzTq/eZZ7jP7m7vmZ8EKC43CwbAsO/pDUVE77l3ae8K498MLd1XrfWdvFcmxdVwhldRGb5f9WVASTqQ+5Hhu9r6mQU/1XZ53c3fKZNmw3oUlf19J+/nO0Yd6uiY0t5yAPc8/pRW1eObCzdwtdJwSaUAUOTWRaillfX4y/5cRPh7IsLfE726e8Jd44K7MfTlAjLyypF7tcZ245AupHV2vt1Zl9DQpIdWrcKz0Y/g/6baz6x97fHUumJsZBDWpJ1FYXmd7ceuFlJEHvjHUxyeub9e7AiO5pbhjS9yUNvYDDe1C+qbWuChccXKaYMcYod0Nna1PUrSgaMzb95/cLMY0vgCj28yDNDMsSfMcAmRSnvrAmx9g+EyqSk/dmbvyVGVpAPHXr75o76BQHOd4aSS3+PAwDcA/5Gmd0Z3xNJ9zxH21Tv7qG82zB7p6mO4X6qpxnBWr7kOUHsBfX4L5H4INFUbljdV3rxcVwCVu/3mJKvp6JiS8EQ4Pj1WZLJcdfN7pRcxafv25IHwdnNFVtENXCivRYC3FsN6dsPi7dkorWqAxlWBSlFBL3o0NguCdW5ImR+DgrIaFJRVo7C8FnWNLXBTuyDC3wMR/l6I8PeEv5cGiqIY+1hd34QWAdQuCschdFdHcq9i3qffQO2qgofGPsau5tYGPCPlZLZmGv4hDfDSQgB4alxwtboRWw4XoHegl6271+VsOVyA6oYmBHhpoSiKbbfH6U+ABh2gdwdc3QzTcteWAKf/DniYORlA6OvA9/9nGKy1DtoULyDsdaDSSW8Qpwdz+hOgzh1QRQANLkCzq+HsSVM3QBsNVHUwM96dLN33HGFfbbePCuAaDFSWA27hgF5jOD1QcxX49q+AqAB1L6D2OqAKAfQeNyfcUOw3J1lNR8eUzV8XoFmvN1meX1YDAHjU39NwdkkEV6vqseKf32Hh0z9B3IBghPm5Q7lZcP16dAT+lHoWjc0CldICvQAuKgWzYnohwFuLAG8tHo/wM/alrrEFheU1KCirwYnCa7ha1QCVoiAjvww3ahvhqXGBu8YVHhoXlFTW47PMIhZS1K7PMn+Eq4sCFwXo5qGBiDjMPuM0hVRiYiLef/99FBcXY+DAgVi3bh1Gjx5t6249dAVl1XBTu6CuqQX1N2dqadELci5VYI8dTYHZVeRcqkCLHqioazYus9n2yPMGWmIMl/+4qAGogOY+QIUboDa3LxMANx+g7GugucYwrXrAaKD6SYD7F7Wndb9zdQea6w1FfHMdUO0GaCzZZyzd9xxhX+2gj9dOGYqjytt+r00fYTjTpNIaLqt1cTdcFthcc/OyPpUd5yRr6eiYUlHXBC+ta5vlgKGtogAeGhf4eWrhpnbBlKFt75tpnZ3v4yOFuFbTCD9PDWbF9MKc0e3P2ueucUFkDx9E9rj113q9XvDztQehcVVBUSlw17hAURS4qV2QX1Ztlc+AnE9BWTU8ta5QKQpExKH2GacopLZv347XXnsNiYmJ+NnPfoaNGzdi/Pjx+P777xEebuGUzA4uwt8LxwvKEezjBm83xVjVPxbhh7lj7n8KU7o//71YgeMF5cZLHmy6PVxKgSuHDFMit/7luu6S4Yc7YyzpS28AL3dWL8nZWG2/Ayzf9xxhX22nj4f/3f5nplIDLU0dfJYWTKJBDqujY0qgtxZNLXqT5ddqGgBFMVlWUdeERwN8O1z/nCd7P9B05yqVgn7BPjheUA4/j1vvW9/UgiFhHb8vdW23j10dbZ9xiln71qxZg9mzZ+PXv/41IiMjsW7dOoSFheHDDz9st31DQwMqKytNHs7if0eEw0PjipLKelyvbURJZT08NK6YOaJrFZT2wq62R595hvss6i4ZpkKvuwS4egF95z38vlDXwf3Och19Zv1e42fZxXV0TJn1s15tlvt6aODrrn7oxx+7Ou6RQ3DkfcbhJ5tobGyEh4cHdu7cialTpxqXL1y4ENnZ2Th48GCb1yxfvhwrVqxos9wZJpsADDejfpZZhPyyajzq74WZT4RjVG/7vsbUmdnV9ihJB3I33prxq+88IOj/2aYv1HVwv7NcR58ZP8sur6NjSnvLIbDJ8ceujnvkEOxtnzF3sgmHL6QuX76MRx55BEeOHMGoUbdumH/33XfxySef4OzZs21e09DQgIaGWzc4V1ZWIiwszGkKKSIiIiIiuj9dbta+1llnWrXerNYerVYLrVbb7nNERERERET34vD3SPn7+8PFxQUlJSUmy0tLSxEUFGSjXhERERERkTNz+EJKo9Fg2LBhSEtLM1melpZmcqkfERERERGRtTjFpX2LFy9GQkIChg8fjpEjR2LTpk0oKirCvHmcyYiIiIiIiKzPKQqp559/HuXl5Xj77bdRXFyMqKgo/Otf/0LPnj1t3TUiIiIiInJCDj9rnzWYOzMHERERERE5N3NrA4e/R4qIiIiIiOhhYyFFRERERERkIRZSREREREREFmIhRUREREREZCEWUkRERERERBZiIUVERERERGQhp/gdqQfVOgN8ZWWljXtCRERERES21FoT3OtXolhIAaiqqgIAhIWF2bgnRERERERkD6qqqqDT6Tp8nj/IC0Cv1+Py5cvw9vaGoig27UtlZSXCwsLw448/Ov2PAzOr8+kqOQFmdUZdJSfArM6qq2TtKjkBZrUVEUFVVRVCQkKgUnV8JxTPSAFQqVQIDQ21dTdM+Pj42HwneliY1fl0lZwAszqjrpITYFZn1VWydpWcALPawt3ORLXiZBNEREREREQWYiFFRERERERkIRZSdkar1WLZsmXQarW27kqnY1bn01VyAszqjLpKToBZnVVXydpVcgLMau842QQREREREZGFeEaKiIiIiIjIQiykiIiIiIiILMRCioiIiIiIyEIspIiIiIiIiCzEQqoTHDp0CBMnTkRISAgURcGePXtMnq+ursb8+fMRGhoKd3d3REZG4sMPPzRpk5eXh6lTpyIgIAA+Pj547rnncOXKFZM2169fR0JCAnQ6HXQ6HRISEnDjxo1OTmfqXlmvXLmCl156CSEhIfDw8EB8fDzOnz9v0qahoQELFiyAv78/PD09MWnSJFy8eNGkja2zWiPnpk2bEBsbCx8fHyiK0m7/bZ0TePCs165dw4IFC9CvXz94eHggPDwcr776KioqKkzW4wxZAWDu3Lno3bs33N3dERAQgMmTJ+OHH34waeMsWVuJCMaPH9/uemyd1Ro5Y2NjoSiKyeOFF14waWPrnID1tmlGRgaeeuopeHp6wtfXF7GxsairqzM+7wxZCwsL22zT1sfOnTuN7Wyd1RrbtKSkBAkJCQgODoanpyeio6Oxa9cukza2zglYJ6sjjJXee+89PPbYY/D29kZgYCCmTJmCs2fPmrQRESxfvhwhISFwd3dHbGwsvvvuO5M2jjBWslZWRxkvASykOkVNTQ2GDBmCDRs2tPv8okWLkJqaiq1bt+LMmTNYtGgRFixYgC+//NL4+ri4OCiKgvT0dBw5cgSNjY2YOHEi9Hq9cT0zZsxAdnY2UlNTkZqaiuzsbCQkJDyUjK3ullVEMGXKFOTn5+PLL79EVlYWevbsibFjx6KmpsbY7rXXXkNycjK2bduGw4cPo7q6GhMmTEBLS4uxja2zWiNnbW0t4uPj8dZbb3X4PrbOCTx41suXL+Py5ctYtWoVcnJy8Le//Q2pqamYPXu2ybqcISsADBs2DElJSThz5gz27t0LEUFcXJxd7b+AdbK2WrduHRRFafd9bJ3VWjnnzJmD4uJi42Pjxo0mz9s6J2CdrBkZGYiPj0dcXByOHz+OEydOYP78+VCpbg0PnCFrWFiYyfYsLi7GihUr4OnpifHjxxvXZeus1timCQkJOHv2LFJSUpCTk4Np06bh+eefR1ZWlrGNrXMCD57VUcZKBw8exCuvvIJjx44hLS0Nzc3NiIuLM9lmf/7zn7FmzRps2LABJ06cQHBwMH7+85+jqqrK2MYRxkrWyuoo4yUAgFCnAiDJyckmywYOHChvv/22ybLo6GhZunSpiIjs3btXVCqVVFRUGJ+/du2aAJC0tDQREfn+++8FgBw7dszYJiMjQwDIDz/80Elp7u7OrGfPnhUAcvr0aeOy5uZm8fPzk82bN4uIyI0bN0StVsu2bduMbS5duiQqlUpSU1NFxP6y3k/O2+3fv18AyPXr102W21tOkQfP2mrHjh2i0WikqalJRJw763//+18BILm5uSLifFmzs7MlNDRUiouL26zH3rLeb84xY8bIwoULO1yvveUUuf+sI0aMMB572uNMWe/005/+VGbNmmX8f3vLer85PT095e9//7vJuvz8/OSvf/2riNhfTpH7y+qoY6XS0lIBIAcPHhQREb1eL8HBwbJy5Upjm/r6etHpdPLRRx+JiGOOlUTuL+vtHGG8xDNSNhATE4OUlBRcunQJIoL9+/fj3LlzGDduHADD6VtFUUx+kMzNzQ0qlQqHDx8GYPgrok6nw4gRI4xtnnjiCeh0Ohw9evThBupAQ0MDAEPfW7m4uECj0RhznDp1Ck1NTYiLizO2CQkJQVRUlDGHvWc1J6c57D0ncP9ZKyoq4OPjA1dXVwDOm7WmpgZJSUmIiIhAWFgYAOfKWltbi+nTp2PDhg0IDg5usx57z2rJNv3ss8/g7++PgQMH4vXXXzf5a6m95wTMy1paWorMzEwEBgZi1KhRCAoKwpgxY0w+C2fJeqdTp04hOzvb5Ey5vWc1N2dMTAy2b9+Oa9euQa/XY9u2bWhoaEBsbCwA+88JmJfVUcdKrZe5+/n5AQAKCgpQUlJiMg7SarUYM2aMsY+OOla6n6zmsKesLKRs4IMPPsCAAQMQGhoKjUaD+Ph4JCYmIiYmBoBhZ/D09MSSJUtQW1uLmpoa/P73v4der0dxcTEAwzXQgYGBbdYdGBiIkpKSh5qnI/3790fPnj3x5ptv4vr162hsbMTKlStRUlJikkOj0aBbt24mrw0KCjLmsPes5uQ0h73nBO4va3l5Od555x3MnTvXuMzZsiYmJsLLywteXl5ITU1FWloaNBoNAOfKumjRIowaNQqTJ09udz32ntXcnDNnzsTnn3+OAwcO4A9/+AN2796NadOmGZ+395yAeVnz8/MBAMuXL8ecOXOQmpqK6OhoPP3008Z7UZwl6522bNmCyMhIjBo1yrjM3rOam3P79u1obm5G9+7dodVqMXfuXCQnJ6N3794A7D8nYF5WRxwriQgWL16MmJgYREVFAYCxH0FBQSZt7xwHOdpY6X6zmsOesrKQsoEPPvgAx44dQ0pKCk6dOoXVq1fjd7/7Hfbt2wcACAgIwM6dO/HPf/4TXl5e0Ol0qKioQHR0NFxcXIzrae8eBRHp8N6Fh02tVmP37t04d+4c/Pz84OHhgQMHDmD8+PEmOdpzZw57zvogOe9kzzkBy7NWVlbimWeewYABA7Bs2TKT55wp68yZM5GVlYWDBw+ib9++eO6551BfX2983hmypqSkID09HevWrbvruuw5q7nbdM6cORg7diyioqLwwgsvYNeuXdi3bx+++eYbYxt7zgmYl7X1PpK5c+fi5ZdfxtChQ7F27Vr069cPH3/8sXFdzpD1dnV1dfjHP/7R5r5NwL6zmptz6dKluH79Ovbt24eTJ09i8eLF+OUvf4mcnBxjG3vOCZiX1RHHSvPnz8e3336Lzz//vM1zd/bHnD7a81jJ2lnvtY77Xc+Dcn2o70aoq6vDW2+9heTkZDzzzDMAgMGDByM7OxurVq3C2LFjAQBxcXHIy8tDWVkZXF1d4evri+DgYERERAAAgoOD28xMAwBXr15tU+nb0rBhw5CdnY2Kigo0NjYiICAAI0aMwPDhwwEYcjQ2NuL69esmf2kpLS01/qXQEbLeK6c5HCEnYH7WqqoqxMfHw8vLC8nJyVCr1cbnnC1r66xBffv2xRNPPIFu3bohOTkZ06dPd5qs6enpyMvLg6+vr8nrnn32WYwePRoHDhxwiKz3812Njo6GWq3G+fPnER0d7RA5gXtn7dGjBwBgwIABJq+LjIxEUVERAOf7rgLArl27UFtbixdffNFkuSNkvVfOvLw8bNiwAadPn8bAgQMBAEOGDMHXX3+Nv/zlL/joo48cIidg3jZ1pLHSggULkJKSgkOHDiE0NNS4vPUy6ZKSEuN3EjCMg1r76GhjpQfJag57ysozUg9ZU1MTmpqaTGZEAgzX/t4+y0wrf39/+Pr6Ij09HaWlpZg0aRIAYOTIkaioqMDx48eNbTMzM1FRUWFyqYK90Ol0CAgIwPnz53Hy5EnjpUHDhg2DWq1GWlqasW1xcTFOnz5tzOFIWTvKaQ5HygncPWtlZSXi4uKg0WiQkpJicp074FxZ2yMixmv8nSXrG2+8gW+//RbZ2dnGBwCsXbsWSUlJABwrqyXb9LvvvkNTU5PxwO9IOYGOs/bq1QshISFtpic+d+4cevbsCcB5st5uy5YtmDRpEgICAkyWO1LWjnLW1tYCwF3HGI6UEzBvm9rzWElEMH/+fHzxxRdIT083FnmtIiIiEBwcbDIOamxsxMGDB419dJSxkjWymsMesho9xIktuoyqqirJysqSrKwsASBr1qyRrKwsuXDhgogYZoQaOHCg7N+/X/Lz8yUpKUnc3NwkMTHRuI6PP/5YMjIyJDc3Vz799FPx8/OTxYsXm7xPfHy8DB48WDIyMiQjI0MGDRokEyZMsKusO3bskP3790teXp7s2bNHevbsKdOmTTNZx7x58yQ0NFT27dsn33zzjTz11FMyZMgQaW5utpus1shZXFwsWVlZsnnzZgEghw4dkqysLCkvL7ebnNbIWllZKSNGjJBBgwZJbm6uFBcXGx/2tE2tkTUvL0/effddOXnypFy4cEGOHj0qkydPFj8/P7ly5YpTZW0P2pmV1NZZHzRnbm6urFixQk6cOCEFBQXy1VdfSf/+/WXo0KFOt/+KiKxdu1Z8fHxk586dcv78eVm6dKm4ubkZZ510pqwiIufPnxdFUeTf//53u+9j66wPmrOxsVH69Okjo0ePlszMTMnNzZVVq1aJoijy1Vdf2U1Oa2QVcYyx0m9/+1vR6XRy4MABk+NhbW2tsc3KlStFp9PJF198ITk5OTJ9+nTp0aOHVFZWGts4wljJWlkdZbwkIsJCqhO0Ttd45+NXv/qViBh2kJdeeklCQkLEzc1N+vXrJ6tXrxa9Xm9cx5IlSyQoKEjUarX07du3zfMiIuXl5TJz5kzx9vYWb29vmTlzZpspIjvbvbKuX79eQkNDRa1WS3h4uCxdulQaGhpM1lFXVyfz588XPz8/cXd3lwkTJkhRUZFJG1tntUbOZcuWtbuOpKQku8kp8uBZO3o9ACkoKHCqrJcuXZLx48dLYGCgqNVqCQ0NlRkzZrSZftUZsranvULK1lkfNGdRUZE8+eST4ufnJxqNRnr37i2vvvqqyQHcHnKKWG+bvvfeexIaGioeHh4ycuRI+frrr02ed6asb775poSGhkpLS0u772PrrNbIee7cOZk2bZoEBgaKh4eHDB48uM106LbOKWKdrI4wVuroeHj7sV+v18uyZcskODhYtFqtPPnkk5KTk2OyHkcYK1krq6OMl0REFBGRe521IiIiIiIiolt4jxQREREREZGFWEgRERERERFZiIUUERERERGRhVhIERERERERWYiFFBERERERkYVYSBEREREREVmIhRQREREREZGFWEgRERERERFZiIUUERERERGRhVhIERGR0xERjB07FuPGjWvzXGJiInQ6HYqKimzQMyIichYspIiIyOkoioKkpCRkZmZi48aNxuUFBQVYsmQJ1q9fj/DwcKu+Z1NTk1XXR0RE9o2FFBEROaWwsDCsX78er7/+OgoKCiAimD17Np5++mk8/vjj+MUvfgEvLy8EBQUhISEBZWVlxtempqYiJiYGvr6+6N69OyZMmIC8vDzj84WFhVAUBTt27EBsbCzc3NywdetWW8QkIiIbUUREbN0JIiKizjJlyhTcuHEDzz77LN555x2cOHECw4cPx5w5c/Diiy+irq4OS5YsQXNzM9LT0wEAu3fvhqIoGDRoEGpqavDHP/4RhYWFyM7OhkqlQmFhISIiItCrVy+sXr0aQ4cOhVarRUhIiI3TEhHRw8JCioiInFppaSmioqJQXl6OXbt2ISsrC5mZmdi7d6+xzcWLFxEWFoazZ8/iJz/5SZt1XL16FYGBgcjJyUFUVJSxkFq3bh0WLlz4MOMQEZGd4KV9RETk1AIDA/Gb3/wGkZGRmDp1Kk6dOoX9+/fDy8vL+Ojfvz8AGC/fy8vLw4wZM/Doo4/Cx8cHERERANBmgorhw4c/3DBERGQ3XG3dASIios7m6uoKV1fDIU+v12PixIn405/+1KZdjx49AAATJ05EWFgYNm/ejJCQEOj1ekRFRaGxsdGkvaenZ+d3noiI7BILKSIi6lKio6Oxe/du9OrVy1hc3a68vBxnzpzBxo0bMXr0aADA4cOHH3Y3iYjIzvHSPiIi6lJeeeUVXLt2DdOnT8fx48eRn5+P//znP5g1axZaWlrQrVs3dO/eHZs2bUJubi7S09OxePFiW3ebiIjsDAspIiLqUkJCQnDkyBG0tLRg3LhxiIqKwsKFC6HT6aBSqaBSqbBt2zacOnUKUVFRWLRoEd5//31bd5uIiOwMZ+0jIiIiIiKyEM9IERERERERWYiFFBERERERkYVYSBEREREREVmIhRQREREREZGFWEgRERERERFZiIUUERERERGRhVhIERERERERWYiFFBERERERkYVYSBEREREREVmIhRQREREREZGFWEgRERERERFZ6P8DomlyMkI9/ioAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot a line plot of yearly count of international events over time\n", "plt.figure(figsize=(10,5))\n", "plt.plot(sorted(years2_raw), [years2_raw.count(y) for y in sorted(years2_raw)], label='Non-indigenous artists/designers',\n", " marker='o', linewidth=0.5, markersize=4, color='orange', alpha=0.8)\n", "plt.plot(sorted(years_raw), [years_raw.count(y) for y in sorted(years_raw)], label='Indigenous artists/designers',\n", " marker='o', linewidth=0.5, markersize=4, alpha=0.8)\n", "\n", "plt.legend()\n", "# set x-axis\n", "plt.xticks(np.arange(1890, 2011, 10.0))\n", "\n", "plt.xlabel('Year')\n", "plt.ylabel('Count')\n", "plt.title('Yearly count of international participations')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**1898 in context**\n", "\n", "There are 35 non-indegenous artists/designers associated with international exhibitions in 1898. 27 of these artists/designers performed at the same exhibition in the UK. The exhibition was held at the Grafton Gallery in London. The exhibition was called *Exhibition of Australian Art*.\n", "\n", "
\n", "\n", "**1961 in context**\n", "\n", "This peak consists of 64 non-indegenous artists/designers associated with international exhibitions in 1961. 55 of these artists/designers performed at the same exhibition in the UK. The exhibition was held at the Whitechapel Gallery in London between June and July. The exhibition was called *Recent Australian Painting*.\n", "\n", "
\n", "\n", "**2007 in context**\n", "\n", "The highest peak occurred in 2007 which consisted of 108 non-indegenous artists/designers associated with international exhibitions. Most exhibitions are held across Europe. The exhibition network in 2007 is a lot more sparse than the aforementioned years with only two exhibitions including two distinct artists/designers from the DAAO. The rest of the exhibitions only include one artist/designer from the DAAO." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Key takeaways\n", "\n", "- US (28%), UK (13%) and France (12%) are the top 3 countries with the highest number of exhibitions for indigenous artists/designers.\n", "- Similarly, UK (36%), US (13%) and France (10%) are also the top 3 countries with the highest number of exhibitions for non-indigenous artists/designers.\n", "- Considering raw counts, Greece is the only country that has more exhibitions for indigenous artists/designers than non-indigenous artists/designers.\n", "\n", "In terms of proportion ratios, \n", "- Indigenous artists/designers are roughly **three times more likely** to have exhibitions in Austria and Netherlands\n", "- Indigenous artists/designers are roughly **two times more likely** to have exhibitions in US and Germany\n", "- France, Canada and China approximartely hold a one-to-one ratio of exhibitions for indigenous and non-indigenous artists/designers.\n", "- While Japan, New Zealand and UK are more likely to have exhibitions for non-indigenous artists/designers.\n", "- UK is almost **three times more likely** to have exhibitions for non-indigenous artists/designers than indigenous artists/designers.\n", "\n", "Below we show countries with at least 5 exhibitions for indigenous artists/designers. This list is sorted by the ratio of exhibitions for indigenous artists/designers to non-indigenous artists/designers." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "\n", "
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countrycount_indigenouspercentage_indigenouscount_non_indigenouspercentage_non_indigenousratio
Loading... (need help?)
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from itables import show\n", "\n", "indigenous_stats = pd.merge(international_events['place.address.country'].value_counts().reset_index(),\n", " international_events['place.address.country'].value_counts(normalize=True).reset_index(), on='index').\\\n", " rename(columns={'index':'country', 'place.address.country_x':'count', 'place.address.country_y':'percentage'})\n", "\n", "non_indigenous_stats = pd.merge(international_events2['place.address.country'].value_counts().reset_index(),\n", " international_events2['place.address.country'].value_counts(normalize=True).reset_index(), on='index').\\\n", " rename(columns={'index':'country', 'place.address.country_x':'count', 'place.address.country_y':'percentage'})\n", "\n", "all_stats = pd.merge(indigenous_stats,non_indigenous_stats, # how='outer',\n", " on='country', suffixes=('_indigenous', '_non_indigenous'))\n", "\n", "all_stats['ratio'] = all_stats['percentage_indigenous'] / all_stats['percentage_non_indigenous']\n", "all_stats = all_stats[all_stats['count_indigenous'] > 5]\n", "all_stats.sort_values('ratio', ascending=False)\n", "\n", "# display data\n", "show(all_stats.sort_values('ratio', ascending=False), scrollY=\"400px\", \n", " scrollCollapse=True, scrollX=True,\n", " paging=False, showIndex=False, dom=\"tpr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] } ], "metadata": { "kernelspec": { "display_name": "tf2", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }