africapd
A map of the Africa Parkinson's Disease (PD) published research
Science Score: 18.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
○codemeta.json file
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○.zenodo.json file
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○DOI references
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○Academic publication links
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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (0.8%) to scientific vocabulary
Last synced: 10 months ago
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Repository
A map of the Africa Parkinson's Disease (PD) published research
Basic Info
- Host: GitHub
- Owner: ahmedmoustafa
- License: cc0-1.0
- Language: Jupyter Notebook
- Default Branch: main
- Homepage: https://ahmedmoustafa.github.io/AfricaPD/
- Size: 12.9 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Created about 4 years ago
· Last pushed about 4 years ago
Metadata Files
Readme
License
Citation
README.md
Africa Parkinson's Disease (PD)
To view an interactive map of the published research, please click here
Owner
- Name: Ahmed Moustafa
- Login: ahmedmoustafa
- Kind: user
- Location: Egypt
- Company: American University in Cairo
- Website: https://ahmedmoustafa.com/
- Repositories: 12
- Profile: https://github.com/ahmedmoustafa
Bioinformatics and Genomics Data Scientist
Citation (Citations.ipynb)
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Africa PD Citations"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.1 ──\n",
"\n",
"\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.6 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.4\n",
"\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.1.7 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 1.0.9\n",
"\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 1.2.0 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
"\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 2.1.2 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.5.1\n",
"\n",
"── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
"\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n",
"\n",
"\n",
"Attaching package: ‘tidylog’\n",
"\n",
"\n",
"The following objects are masked from ‘package:dplyr’:\n",
"\n",
" add_count, add_tally, anti_join, count, distinct, distinct_all,\n",
" distinct_at, distinct_if, filter, filter_all, filter_at, filter_if,\n",
" full_join, group_by, group_by_all, group_by_at, group_by_if,\n",
" inner_join, left_join, mutate, mutate_all, mutate_at, mutate_if,\n",
" relocate, rename, rename_all, rename_at, rename_if, rename_with,\n",
" right_join, sample_frac, sample_n, select, select_all, select_at,\n",
" select_if, semi_join, slice, slice_head, slice_max, slice_min,\n",
" slice_sample, slice_tail, summarise, summarise_all, summarise_at,\n",
" summarise_if, summarize, summarize_all, summarize_at, summarize_if,\n",
" tally, top_frac, top_n, transmute, transmute_all, transmute_at,\n",
" transmute_if, ungroup\n",
"\n",
"\n",
"The following objects are masked from ‘package:tidyr’:\n",
"\n",
" drop_na, fill, gather, pivot_longer, pivot_wider, replace_na,\n",
" spread, uncount\n",
"\n",
"\n",
"The following object is masked from ‘package:stats’:\n",
"\n",
" filter\n",
"\n",
"\n"
]
}
],
"source": [
"library(tidyverse)\n",
"library(tidylog)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[1mRows: \u001b[22m\u001b[34m158\u001b[39m \u001b[1mColumns: \u001b[22m\u001b[34m6\u001b[39m\n",
"\u001b[36m──\u001b[39m \u001b[1mColumn specification\u001b[22m \u001b[36m────────────────────────────────────────────────────────\u001b[39m\n",
"\u001b[1mDelimiter:\u001b[22m \"\\t\"\n",
"\u001b[31mchr\u001b[39m (1): african_lead\n",
"\u001b[32mdbl\u001b[39m (4): study_id, year, impact_factor, number_of_citations\n",
"\n",
"\u001b[36mℹ\u001b[39m Use `spec()` to retrieve the full column specification for this data.\n",
"\u001b[36mℹ\u001b[39m Specify the column types or set `show_col_types = FALSE` to quiet this message.\n",
"mutate: converted 'african_lead' from character to factor (0 new NA)\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rows: 158\n",
"Columns: 6\n",
"$ study_id \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15,…\n",
"$ year \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m 2000, 2003, 2005, 2005, 2006, 2006, 2007, 2008, 20…\n",
"$ african_lead \u001b[3m\u001b[90m<fct>\u001b[39m\u001b[23m Yes, Yes, No, Yes, No, No, No, No, No, No, No, Yes…\n",
"$ impact_factor \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m 8.00, 3.90, 9.00, 2.07, 13.60, 13.60, 8.30, 30.00,…\n",
"$ number_of_citations \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m 24, 95, 212, 8, 44, 111, 82, 152, 54, 37, 50, 44, …\n",
"$ citations_per_year \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m 1.14, 5.27, 13.25, 0.50, 7.40, 5.86, 6.61, 2.25, 1…\n"
]
}
],
"source": [
"citations = read_tsv(\"data/citations.tsv\")\n",
"citations = citations %>% mutate (african_lead = factor(african_lead, levels = c(\"Yes\", \"No\")))\n",
"glimpse(citations)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"“Removed 46 rows containing missing values (geom_point).”\n",
"Warning message:\n",
"“Removed 46 rows containing missing values (geom_point).”\n"
]
},
{
"data": {
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vz5y5cvj46OvvbaawsLCw8ePHjLLbcM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Q43y8o/2Xutov6rLXlBBnIa5OHyqKoiiX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\nAAAoBMEOAABAIQh2AAAACvEPimK1xK17XLUAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(citations) +\n",
" geom_jitter(aes(x = impact_factor, y = citations_per_year, color = african_lead), size = 4, alpha = 0.7) +\n",
" theme_light() +\n",
" labs (x = \"Impact Factor\", y = \"Citations per Year\", color = \"African Lead\") +\n",
" theme(legend.position = c(0.2, 0.9))\n",
"ggsave(\"figures/AfricaPDcitations.pdf\", width = 6, height = 6)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"mutate: new variable 'citations_per_year2' (double) with 99 unique values and 18% NA\n",
"\n"
]
},
{
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
"<caption>A tibble: 6 × 7</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>study_id</th><th scope=col>year</th><th scope=col>african_lead</th><th scope=col>impact_factor</th><th scope=col>number_of_citations</th><th scope=col>citations_per_year</th><th scope=col>citations_per_year2</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><fct></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>1</td><td>2000</td><td>Yes</td><td> 8.00</td><td> 24</td><td> 1.14</td><td> 1.0909091</td></tr>\n",
"\t<tr><td>2</td><td>2003</td><td>Yes</td><td> 3.90</td><td> 95</td><td> 5.27</td><td> 5.0000000</td></tr>\n",
"\t<tr><td>3</td><td>2005</td><td>No </td><td> 9.00</td><td>212</td><td>13.25</td><td>12.4705882</td></tr>\n",
"\t<tr><td>4</td><td>2005</td><td>Yes</td><td> 2.07</td><td> 8</td><td> 0.50</td><td> 0.4705882</td></tr>\n",
"\t<tr><td>5</td><td>2006</td><td>No </td><td>13.60</td><td> 44</td><td> 7.40</td><td> 2.7500000</td></tr>\n",
"\t<tr><td>6</td><td>2006</td><td>No </td><td>13.60</td><td>111</td><td> 5.86</td><td> 6.9375000</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A tibble: 6 × 7\n",
"\\begin{tabular}{lllllll}\n",
" study\\_id & year & african\\_lead & impact\\_factor & number\\_of\\_citations & citations\\_per\\_year & citations\\_per\\_year2\\\\\n",
" <dbl> & <dbl> & <fct> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t 1 & 2000 & Yes & 8.00 & 24 & 1.14 & 1.0909091\\\\\n",
"\t 2 & 2003 & Yes & 3.90 & 95 & 5.27 & 5.0000000\\\\\n",
"\t 3 & 2005 & No & 9.00 & 212 & 13.25 & 12.4705882\\\\\n",
"\t 4 & 2005 & Yes & 2.07 & 8 & 0.50 & 0.4705882\\\\\n",
"\t 5 & 2006 & No & 13.60 & 44 & 7.40 & 2.7500000\\\\\n",
"\t 6 & 2006 & No & 13.60 & 111 & 5.86 & 6.9375000\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A tibble: 6 × 7\n",
"\n",
"| study_id <dbl> | year <dbl> | african_lead <fct> | impact_factor <dbl> | number_of_citations <dbl> | citations_per_year <dbl> | citations_per_year2 <dbl> |\n",
"|---|---|---|---|---|---|---|\n",
"| 1 | 2000 | Yes | 8.00 | 24 | 1.14 | 1.0909091 |\n",
"| 2 | 2003 | Yes | 3.90 | 95 | 5.27 | 5.0000000 |\n",
"| 3 | 2005 | No | 9.00 | 212 | 13.25 | 12.4705882 |\n",
"| 4 | 2005 | Yes | 2.07 | 8 | 0.50 | 0.4705882 |\n",
"| 5 | 2006 | No | 13.60 | 44 | 7.40 | 2.7500000 |\n",
"| 6 | 2006 | No | 13.60 | 111 | 5.86 | 6.9375000 |\n",
"\n"
],
"text/plain": [
" study_id year african_lead impact_factor number_of_citations\n",
"1 1 2000 Yes 8.00 24 \n",
"2 2 2003 Yes 3.90 95 \n",
"3 3 2005 No 9.00 212 \n",
"4 4 2005 Yes 2.07 8 \n",
"5 5 2006 No 13.60 44 \n",
"6 6 2006 No 13.60 111 \n",
" citations_per_year citations_per_year2\n",
"1 1.14 1.0909091 \n",
"2 5.27 5.0000000 \n",
"3 13.25 12.4705882 \n",
"4 0.50 0.4705882 \n",
"5 7.40 2.7500000 \n",
"6 5.86 6.9375000 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"citations2 = citations %>% mutate (citations_per_year2 = number_of_citations/(2022 - year))\n",
"head(citations2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"“Removed 41 rows containing missing values (geom_point).”\n",
"Warning message:\n",
"“Removed 41 rows containing missing values (geom_point).”\n"
]
},
{
"data": {
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+++4YYbIiIi+vfv/8knnwTeW3kZQoj1\n69ffeOON/r2LX3/99a1bt0psd4JKsVuE1pjAmmICa+062e5EFkJc8d/O643b7d63b9/lO+XW\nrqysrNjY2KtdFgBc55jAmhJCOJ3O8PDwui5Et5jAmmICay0rKysmJqZWLhCshKIon3/+eSVb\ndHGOHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmC\nHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AlTXReA\n60N5uSgpFh63bA2VwyMkWa7rggAAQLUR7Bo2IZTfToufDikXziu//SrLshCKMbmd3CLJ0Kmr\nbA+r6/oAAEA1EOwasPJy3xc7vel7ZUe4bLMbboiXZFkSipKfJ2f+qvx8zNi3v6F1m7quEgAA\nqMU5dg2Vx+PdvsV3YL+hWZwcHiGZTP7Dr7JskENDpdjGwlnkWbdGOfZTXRcKAADUItg1UL6v\n05RjP8mxjSXDleeAbLMbYmJ93+4VuTnV/fA//elPJpPp4MGDFRv37t0ry/KKFStqWDEAAKgK\nwa4hEjkXvF/ulqJjqrhIwhoqLub40vdV9/NnzZqVlJT09NNP/9+IQjzzzDO9e/d+5JFHalAw\nAABQg2DXECknjsuhNtmk4gzL8HBf+l5R7KzW51ut1jfeeOOLL77YsGGDv+Wdd9757rvv3njj\nDZnrbQEA0AzBriES587KoaFqespGk2wOEWfPVHeIIUOGjB49etq0aS6Xy+VyzZo1a/Lkyd27\nd5ckqaio6LHHHktMTIyIiPj9739/5sz/fPiWLVu6detms9mSkpJee+216o4IAAAIdg2RKCmW\njGoviBZms+QqqcEoixcvLiwsnD9//iuvvFJWVjZv3jx/+8iRI48dO7Z27dodO3aEh4ffdttt\nBQUFv/3227333jt06NC0tLQnnnhi6tSpe/furcGgAAA0ZGx30vAIIUuyUH1IVBZCEqIG4zRr\n1mzevHkzZswwGAyvv/56dHS0JEn79u378ssvL1y4EBkZKUnSmjVr4uLiNm3a1KJFC4/H8+ij\nj7Zq1apHjx7t27dv3rx5DQYFAKAhY8Wu4ZFlYbMJn1dtf69PqulOxU888USrVq2Sk5PHjx/v\nbzly5IjH44mNjTWbzWaz2Wq1Zmdnnzt37ne/+12fPn06dOgwcuTIv/3tb507d05MTKzZoAAA\nNFgEu4bI0DxOKi1V1dXnE55yuVkNF8+MRmNycnJycnLgmomIiIimTZt6KhBCPPfcc6GhoV99\n9dWOHTs6duy4cuXK1q1bb968uWaDAgDQYBHsGiJDqzbCVSJ5fVX2FM4iY/decnhEbQ3doUOH\n7OzsI0eO+J+ePXu2T58+Bw8e3LVr1/z58/v16/fiiy9+//33w4YNW7NmTW0NCgBAA0Gwa4jk\nxk1MN94s5V2sol9ZmSh2Gnv2qcWh27RpM3LkyBEjRmzfvn3Xrl0PPvhgcXFxhw4dZFmeM2fO\n3//+98OHD7///vtpaWk9evSoxXEBAGgICHYNlPF3N8mt20g5FyRFuXKP0lJxMcc88j45tknt\nDr127dpbbrll4sSJ99xzT1RU1Mcff2w0GgcOHLho0aLFixd37959+vTpjz322IwZM2p3XAAA\ndE8WNbrgMfjcbve+ffv69++v6ShZWVmxsbEmNTv36kBZmXf3p77v0w3hEZLNLhmNkiRJQkjl\n5aLYKTduYuz9O0Pb9nVdJaqhYU3goBNCOJ3O8PDwui5Et5jAmmICay0rKysmJsZsNms6iqIo\nn3/++aBBg67WgZ+fBsxqNQ0bbmjTTjn8o++H7yXZIBsMwucztGxl7NjZ0CVVdvDzDwBAfUKw\na+gMrdoYWrUxDR6mOAtlj0ey2eWIyP9ZvQMAAPUKwQ6SJEmSzWaw2eq6CAAAcE24eAIAAEAn\nCHYAAAA6QbADAADQCYIdAACAThDsAAAAdIJgBwAAoBMEOwAAAJ0g2AEAAOgEwQ4AAEAnCHYA\nAAA6wS3FIPkk6XBxyQWP1+XzRZpM7eyhjc3mui4KAABUG8GuQXMpysYLFz/Jy08rLAo1GA1C\neIRUpvgebBL7YNPG3cLsdV0gAACoBoJdw/VbWfm8X8/szCuIs1pSHWGy+J92tyJ25Re+e+Hi\n3BbxE5o35Wg9AAD1Bf9qN1AXPJ7Zp379psjZPiw00mQMpDpJkkIM8g1WS3u77cVfM5efy67Z\n58fHx7dq1aq0tLRiY7du3RYsWHAtZQMAgEoQ7BoiIUmv/nb2e2dJC6tFluQr9rEZDG1DbX8+\n/du+ImfNRjl58uSLL754DWUCAIDqqTeHYoUQPp+vsLBQ01G8Xq/T6TQY6l/ejYiIUN85vcj5\nTnZOl6pOoQs1GppZLGuyc3qFO66c/io1cODAV1999aGHHmrfvn31332d0noGXqP6O4Hri7Ky\nMiFE1f1QI0xgTQkhysvLmcDa8U9go9Go6SiKoiiKUkmHehPsZFk2Go3Vii814HK5HA6HyVRv\nvpaaSSssijGbTXLVaa1JiPmDnNw/xjdvabVWd5T77rsvJCRk8uTJaWlp8mVj5ebmPvPMMzt2\n7JBledCgQa+99lpMTEx1hwg+rWfgNWogE7iuCCFkWQ4PD6/rQnSLCawpIYTT6WQCa8c/gc0a\nbyuhKErl//nhP0YN0U8lrgizql+dRkkKMxp/KimtuutlZFlesmTJ/v37V6xYcclLQohhw4Yd\nP378vffee/fdd3/++efbb7+9BkMAAICK+I9RgyMkKd/jNV/l1LrLhchynsdbs7Fatmw5Z86c\nGTNmDB8+PDY2NtD+xRdffP/99ydPnkxISJAkacOGDa1atUpLS7vppptqNhAAAJBYsWuAZEky\nGwxCUnuahSIJcw3OsPtf06dPb9q06bRp0yo2HjlyJCkpyZ/qJElKTExMTEw8cuRIzYcBAAAE\nu4apSYi5VFEb7Mp8oklISI3HMpvNS5cuXbt27e7duwONl5+9azAYvN4argsCAAA/gl1D1N0R\nlu/xqOlZ6lM6h9lSHdd0C4r+/fs/8sgjjz/+eFlZmb8lJSXl9OnTZ86c8T/NzMw8ffp0hw4d\nrmUUAABAsGuIhkRFtrfbSiq9XtrvTHn57yIckdd8kdpf/vKX3Nzco0eP+p8OGDCga9eu9913\n31dffbVnz57Ro0d37dr15ptvvsZRAABo4Ah2DVFzS8idjaJ+cZV6RGXZ7oLb08VhH9e0ybWP\n2KhRo1dffTXwVJblTz75JCkp6Z577hk1alTLli0/+eSTy7dEAQAA1cJVsQ3UuKaNfysrX3U+\np3WoxXbZbopCls6Vu5Os1mnxcU1DarIlT2Zm5qUjjhs3bty4wNOYmJh33nmnBp8MAACuhmDX\nQBll+bmkhOaWkD+d+i3abI42m0INBqMse4RS5PVd8HgGRUZMi49rb7fVdaUAAEAtgl3DZZSk\nSc2bDomO2pqbl15UnO/1fltU3DfCkRoW1j8y4rboyBCOjQIAUK8Q7Bq6FlbLlLhmUpxUrigu\nRYk0mUhzAADUUwQ7/A+LwWDh3tsAANRn/EMOAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdgAA\nADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdgAAADpB\nsEPwCCGcTmddVwEAgG4R7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGw\nAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA\n0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmC\nHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAA\ngE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOmEKzjBut3vFihUZGRmF\nhYXJycnjx49PSkqSJEkI8e677+7evVtRlH79+o0bN85oNAanJAAAAJ0J0ordggULvv322/Hj\nx8+dO9dkMr3wwgvFxcWSJG3YsGHbtm0TJkx4/PHHv/jii9WrVwenHgAAAP0JRrC7ePFienr6\nM88807t377Zt286cOdPlcn333Xc+n2/btm0PP/xw3759e/bsOWHChE8//bSsrCwIJQEAAOhP\nMIJdUVFR69at27Rp439qsVisVmtBQcGZM2fy8/O7d+/ub09NTXW5XCdPngxCSQAAAPoTjHPs\nWrZsuWjRosDT9PT0wsLCDh065OXlybIcHR3tbw8LC7NYLPn5+UEoCQAAQH+CdPGEnxDis88+\nW7Zs2Z133pmcnJyWlmaxWAyG/1s1DA0NLSoqCjw9fPhwdna2/7HRaPR6vZmZmZpW6PP5srKy\nNB2igVMUpaCgoK6r0C0msNYURSksLKzrKnSLCaw1JrCm/BNYlmVNRxFC+Hy+SjoEL9hlZ2cv\nXrz49OnTjz766LBhwyRJstvt5eXlQojAt1BaWmq32wNvadeuXeAArtvt/v777+Pi4rQuslGj\nRiZTUPNuwyGEKCkpCQsLq+tCdIsJrCkhRHFxscPhqOtCdIsJrCkmsNays7Ojo6PNZrOmoyiK\n8ssvv1TSIUg/P8ePH3/++ee7d+8+a9asiIgIf2NUVJQQoqCgICoqSpKk0tLS8vJy/2M/o9EY\n2P1ECCFJUsXlPY0YDIYgjNIw+UM8X6+mmMDaYQIHARNYO0zgILgeJnAwhvf5fC+//PLgwYOn\nT58eSHWSJCUmJkZERGRkZPifHjhwIDQ0NDk5OQglAQAA6E8wVuwyMjLy8vLat29/6NChQGPz\n5s2jo6Nvv/32t99+Oy4uzmAwrFy5csiQIVarNQglAQAA6E8wgt2ZM2eEEPPnz6/YOHny5Dvu\nuGPMmDFer/eVV15RFOXGG2985JFHglAPAACALgUj2I0YMWLEiBFXfEmW5bFjx44dOzYIZQAA\nAOgbJ1ECAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACd\nINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgB\nAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADo\nBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEO\nAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABA\nJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2\nAAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAA\nOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATBDsAAACdMNV1AWoJIXw+n9Pp1HQUn89XUlJi\nMJB3tVJWVlbXJegZE1hTQoiysjJZluu6EN1iAmuKCaw1/wQ2Go2ajqIoihCikg71JtjJsmw0\nGh0Oh6ajFBcX2+12k6nefC31i38uav2X2JAxgTXFBNYaE1hTTGCt+Sew2WzWdBRFUSpP5/zH\nCAAAQCcIdgAAADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAA\nQCcIdgAAADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcI\ndgAAADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdgAA\nADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdgAAADpB\nsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdiQmx78AACAA\nSURBVAAAADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcI\ndgAAADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6ATBDgAAQCcIdgAA\nADpBsAMAANAJgh0AAIBOEOwAAAB0gmAHAACgEwQ7AAAAnSDYAQAA6IQpyOOtWbPmvvvus1qt\n/qcffPDBqlWrAq8ajcYPP/wwyCUBAADoQ1CD3ZEjRzZu3Dhy5MhAsMvOzk5NTR0+fLj/qSzL\nwawHAABAT4IU7A4cOLB9+/b09PRL2rOzs9u1a5eamhqcMgAAAHQsSOfYWSyWdu3aDR069JL2\n7Ozspk2blpWVOZ3O4FQCAACgV0FasUtJSUlJSfnll1+2bNkSaBRCZGdnb926dfHixUKI+Pj4\nKVOmpKSkBDqUl5f7fD7/Y6/XK4Twer2a1hmEIRoyIYSiKHzD2hFCBH5kUOuYwFpjAmuKCaw1\n/wTW+qQyRVGEEJV0CPbFExXl5eUZDIaUlJQ5c+Z4vd6VK1fOmzdvyZIlERER/g6ZmZkXL170\nPzYYDF6vN/BUIx6PJz8/n1P9tOPz+UpLS+u6Ct3yeDx5eXlMYO14vd6ysrK6rkK3mMBaYwJr\nyj+BDQZtj4X6A3olHVQFO5fL1bFjx9mzZ0+YMKGWCpMkSWrUqNHGjRsDT59++umxY8fu379/\n0KBB/pbWrVu3bt3a/9jtdu/bt69p06a1WMDlsrKyYmNjTaa6zLs6JoQoLi52OBx1XYhuMYE1\nJYRwOp3h4eF1XYhuMYE1xQTWWlZWVkxMjNls1nQURVGOHDlSSQdVudJms0VGRu7Zs6eWqroy\ni8USGxtbUFCg6SgAAAB6pXbBcM2aNTt37ly+fHktngDx1VdfPfnkk0VFRf6nLpfrwoULCQkJ\ntfX5AAAADYraFe+5c+cmJydPmjRp6tSpCQkJdru94quX72OiRufOnZcuXbpo0aIRI0aYzeZ1\n69bFx8ez9QkAAEDNqA12/qsWBgwYUItjOxyORYsWvfXWWwsXLjQajampqTNmzND6rEMAAAC9\nUhvsdu/efe2DtW7d+p///GfFltjY2FmzZl37JwMAAOBal8d27tx5+bbDAAAACL5qXFW+YcOG\nHTt2XLIJ2ddff11cXFzbVQEAAKDa1Aa7N998c/LkyeHh4V6v1+VyJSYm+ny+s2fPNmnSZOHC\nhZqWCAAAADXUHopdsmRJr169cnJyTpw4YbVaP/roo8zMzLS0NK/XW7tXVAAAAKBm1Aa7EydO\njBgxIiQkpGnTph06dNi/f78kSf369bv77rtnzpypZYUAAABQRW2wCw0NDdy/Lykp6ejRo/7H\nvXv31vqOFAAAAFBDbbBLSUnZvHlzfn6+JEnt2rUL7H5y7NixwK0jAAAAUIfUBruZM2fu27cv\nKSmppKRk+PDh+/fvf+yxx55//vk333yzb9++mpYIAAAANdReFXv77bevWrXq3XffFUL07Nlz\n7ty5L774osfjSUpKWrRokaYlAgAAQI1qbFA8bty4f/3rX2FhYZIkPffcc7m5uYcOHTp27Fi7\ndu00Kw8AAABqVWODYkmSnE7nN998c/HixYEDBzocjvbt2weuqAAAAEDdqsaK3bJly5o1azZk\nyJAHHnjg2LFjmzdvTkxMfP/997UrDgAAAOqpDXZbt2597LHHevbs+d577/lbunXrZjabR48e\nvX37ds3KAwAAgFpqg92CBQu6du26Y8eOMWPG+Fvat2//448/Jicnv/zyy5qVBwAAALXUBrsf\nfvhh5MiRRqOxYqPNZrvnnnsOHjyoQWEAAACoHrXBLioqqqys7PJ2l8vlcDhqtSQAAADUhNpg\n16dPn7Vr1xYUFFRsPHny5Lp163r16qVBYQAAAKgetdudLFiwoEuXLt26dZs4caIkSTt27Ni9\ne/eyZctcLtf8+fO1rBAAAACqVLZipyhK4HGLFi327NmTlJQ0e/ZsSZLmzZs3d+7czp07f/nl\nl61bt9a8TAAAAFSlshW7nj17/v3vfw/cCrZTp067du0qKCg4evSoxWJp1apVeHh4UIoEAABA\n1SpbscvIyLjxxhvHjRt3/vz5QGNkZGSfPn26detGqgMAALiuVBbs9u3b169fvzVr1rRt23bR\nokUejydoZQEAAKC6Kgt2PXv2TEtL++CDD5o0afLHP/6xS5cuO3bsCFplAAAAqJaqtzsZOXLk\n4cOHX3vttezs7FtvvfXee+89duxY7r8LQqEAAAConKp97Mxm8x/+8Idffvnl/vvv37RpU7t2\n7WL+ndZVAgAAoEpq97FzuVx//etfN2/eLEnSHXfcERsbq2VVAAAAqDZVwe7dd9+dOXPmmTNn\nOnbsuGTJkv79+2tdFgAAAKqrikOx33777e9+97sHH3ywsLBw4cKFGRkZpDoAAIDrU2UrduPG\njVu7dq0QYsyYMQsXLmzevHnQygIAAEB1VRbs1qxZk5KS8sYbbwwcODBoBQEAAKBmKjsUu2DB\ngh9++IFUBwAAUC9UtmI3Y8aMoNUBAACAa6RqHzsAAABc/wh2AAAAOkGwAwAA0AmCHQAAgE6o\nCnYul6tly5b/+Mc/tK4GAAAANaYq2NlstsjIyD179mhdDQAAAGpM7aHYNWvW7Ny5c/ny5T6f\nT9OCAAAAUDOV7WNX0dy5c5OTkydNmjR16tSEhAS73V7x1fT0dA1qAwAAQDWoDXYXL16UJGnA\ngAEa1gIAAIBroDbY7d69W9M6AAAAcI3UBjs/p9P5zTffXLx4ceDAgQ6Hw2azybKsUWUAAACo\nlmrsY7ds2bJmzZoNGTLkgQceOHbs2ObNmxMTE99//33tigMAAIB6aoPd1q1bH3vssZ49e773\n3nv+lm7dupnN5tGjR2/fvl2z8gAAAKCW2mC3YMGCrl277tixY8yYMf6W9u3b//jjj8nJyS+/\n/LJm5QEAAEAttcHuhx9+GDlypNForNhos9nuueeegwcPalAYAAAAqkdtsIuKiiorK7u83eVy\nORyOWi0JAAAANaE22PXp02ft2rUFBQUVG0+ePLlu3bpevXppUBgAAACqR+12JwsWLOjSpUu3\nbt0mTpwoSdKOHTt27969bNkyl8s1f/58LSsEAACAKmpX7Fq0aLFnz56kpKTZs2dLkjRv3ry5\nc+d27tz5yy+/bN26tZYVAgAAQJVqbFDcqVOnXbt2FRQUHD161GKxtGrVKjw8XLvKAAAAUC3V\nu/NETk7Op59+euLECbfb3aZNm8GDBzdv3lyjygAAAFAt1Qh28+fPnzdvXklJSaAlNDR01qxZ\nzz33nAaFAQAAoHrUnmO3evXqWbNmdenSZdu2befPn8/Jyfnss8969Ojx/PPPr1q1SssKAQAA\noIraFbv//u//7tix486dO61Wq79l8ODB/fv379Wr17Jly/7jP/5DqwIBAACgjqoVOyHEgQMH\nRowYEUh1fhaL5e677z58+LA2tQENwtly935n8b4i5/HSMo8QdV0OAKAeU7Vi5/V6FUXJycm5\n/KULFy60bdu2tqsC9M8txNbcvE9y87dezDPLBlmWPIroHxneN9xxf5PYJiHmui4QAFD/qFqx\nM5vNkyZNWr169a5duyq2f/755ytXrnzyySe1qQ3QrXPl7j/8fPLZX04dLint5gjr6rB3CbN3\nDw/LdruXZWU/+fPJXfmFdV0jAKD+UXuOXefOnRs1anTLLbfcdNNNnTt3liTp4MGDaWlpcXFx\nJ06cCFwY27t37zvvvFOrYgFduODxzDx5+oCzpJPdLldolyUp3GQKN5nOu90PHTm+OiX51qjI\nOqsSAFAPqQ12kydP9j9IS0tLS0sLtJ89e3bevHmBp1OmTCHYAZUQkjT/1zPfO0tahVqv1ifa\nZJKt1mXnstuGhiZYLcEsDwBQr6kNdl6vV003WZar7gQ0YHsKizbkXOwSFlZ5tyiz6WiJ6+3s\nnP+XeENwCgMA6IDaYGc0GjWtA2ggduUXNjaHqPlxahYSku4sdvp8Dn76AADqVO+WYnVOUZQg\nDBGEURomIYQQoiF/vUKSDjqLI4xGoWJbE6tB3u90/ugs7hPuUD8EE1g7TOAgYAJrhwkcBEGY\nwFV+fr0JdkIIn89X8YZmWvD5fKWlpQaD2htyoLrKy8sb8vH6YkUp9XpNQvh8qvarM0vyueKS\nEqPaCckE1pQQory8nK9XO0xgTTGBteafwG63W9NRFEWpfGmg3gQ7WZaNRqPDUY2lixooLi62\n2+0mU735WuoX/1zU+i/xembwKSaTSRGKSVb1u9Ugu+22UPXfGBNYU0xgrTGBNcUE1pp/ApvN\n2u5CqihK5esjJHcgeOxGg81oKFPU3l6iTIhYjX9HAAD0pIbBzuPxfPTRRx9//LHWx0YBneli\ntxeou8a82Ofr5QjrYLdpXRIAQDfUBruSkpIJEyZ06tRJkiQhxNChQ0eMGHHnnXf26NEjKytL\nywoBXbk1OjLH7VFzT9hz5e7+keGhnBADAFBN7b8Zf/rTn1asWBEfHy9J0o4dO3bt2jV16tQP\nPvggKyur4gbFACrXwxH2aLMmJ0pLhVRZtrvg8XR12B9oHBu0wgAAOqD2HNVNmzbdeeedW7Zs\nkSRpy5Yt0dHRL7/8ssVi+fDDDz/99FMtKwT05o/xcVlu9xcFRa1CraYrnQN7vtwdb7U8e0Pz\nxiGcYAcAqAa1K3bnz5/v3bu3//GXX345cOBAi8UiSVLnzp3PnDmjVXWAHoWbjH9p1eLu2EYH\ni13nyt2livCv3nmEuOjxHC4pbWMPfb5FQq/qbF8HAICkfsUuLi7u4MGDkiRlZmb+8MMPkyZN\n8rcfP368cePGWlUH6FSkyfRSy8TbG0Vty80/UuLaV+SUZYMixPCY6CfjwkfENLKr3rsOAIAA\ntcHu3nvvXbRo0dSpU3fu3Gk2m++66y6n07l69erVq1ePHj1a0xIBXZIlqX9EeP+IcJdPuejx\nuIWINpui2cELAHAN1P4rMnv27CNHjvz1r381GAyLFi1q3rz5/v37n3rqqTZt2vz5z3/WtERA\n32xGQ4LRUtdVAAD0QG2wczgcH330UWFhoclkstvtkiS1aNFi9+7dvXv3Dg0N1bJCAAAAqFK9\n4z4RERGBx40aNRowYEAtlwMAAICaUhvsioqKnn322c8++8zlcl3+ak5OTq1WBQAAgGpTG+z+\n+Mc//uMf/+jRo0fnzp0NbIUPAABw/VEb7LZs2XLfffetX79e02oAAABQY6rW3jweT3Z29pAh\nQ7SuBgAAADWmKtgZjcbY2NgDBw5oXQ0AAABqTFWwMxgMr7/++ltvvfXWW28piqJ1TQAAAKgB\ntefYrV+/vlmzZhMnTpw6dWpiYqLZ/G/3Js/IyNCgNgAAAFSD2mBXVlbWtm3btm3baloNAAAA\nakxtsPvkk080rQMAAADXqHp3nhBC/PrrrydOnPB6vW3atElMTGRPOwAAgOtENWLZjh07unXr\nlpSUNHjw4KFDh7Zs2bJr1667du3SrjgAAACop3bFbv/+/XfccUdMTMzcuXM7depkMBgOHTq0\nZMmSYcOG7du3r2vXrppWCQAAgCqpDXZz5sxp1qzZd999FxMT42+56667Hnvsse7du8+ZM2fr\n1q2aVQgAAABV1B6KzcjIeOCBBwKpzq9Ro0YPPfTQ/v37NSgMAAAA1VONc+xkWb5iuxCilooB\nAABAzakNdqmpqe+8805ubm7Fxtzc3HfeeSc1NVWDwgAAAFA9as+xmzdvXt++fbt06fLEE090\n7NhRCHH48OElS5bk5ORs3LhR0xIBAACghtpgl5qaum3btmeffXb27NmBxo4dO65cubJ79+7a\n1AYAAIBqqMYGxbfccsuBAwdOnTr1yy+/SJLUunXrFi1asEExAADAdaJ6d56QZblly5YtW7bU\nqBoAAADUWGXB7tZbb7Xb7Zs3b/Y/rqTnZ599Vst1AQAAoJoqC3YFBQVer9f/uLi4OCj1AAAA\noIYqC3bp6emBx3v37tW+GAAAANSc2ksfxo4de/To0cvbv/zyyylTptRqSQAAAKiJKoJdcXFx\nbm5ubm7u22+/ffz48dx/l5OTs3379pUrVwanVgAAAFSiiqtin3rqqVWrVvkf33XXXVfsM3Dg\nwNqtCQAAoF4QknTMVfpzadnpQmdj2RAfausaZrcZ62wzuCqC3ejRozt27ChJ0rRp0x5//PFW\nrVpd0iE8PHzUqFFaVQcAAHBdEpK0I7/gveyc7bkFYSaj5PPKBc5SofR0OG6Njry/cWyEyRj8\nqqoIdkOHDh06dKgkSVu3bp08eXKXLl2CUhUAAMD1q0xRFp85t+RsVpzFkuqwG2S5rKwsJCTE\nYDDkebwLM8/tK3LOTryhdWhokAtTu1S4e/fuK6a6nTt3+pMfAABAQyAkaWHmueXnsjvY7I3N\nZoMsV3zVYTKm2EIznCV/Op153u0Jcm3VuPPEhg0bduzYUVpaWrHx66+/Zos7AADQcGzPy196\n9nzHMJv53yNdRQlWyw/OkkWZZxe0anHVThpQG+zefPPNyZMnh4eHe71el8uVmJjo8/nOnj3b\npEmThQsXaloiAADAdcInSeuyL95gDakk1fklWCzvZOfc1zimhyMsOLVJ6g/FLlmypFevXjk5\nOSdOnLBarR999FFmZmZaWprX6x0wYICWFQIAAFwvfiwu2ZFfEGM2V9nTZJAbmc17CouCUFWA\n2mB34sSJESNGhISENG3atEOHDvv375ckqV+/fnfffffMmTO1rBAAAOB6cdxV6jAaVR5dDTcZ\nj7nKtC3o36kNdqGhofL/LjkmJSUF7kLRu3fvPXv2aFIaAADAdSbf6w0xqI1PIbIhzxPU6yfU\nVpaSkrJ58+b8/HxJktq1a7d7925/+7Fjx4qKgrrGCAAAUFdCDUafECo7+4RiVZ0Ca4XawWbO\nnLlv376kpKSSkpLhw4fv37//sccee/755998882+fftqWiIAAMB1okmIqVTxqexcqojmlhBN\n67mE2qtib7/99lWrVr377rtCiJ49e86dO/fFF1/0eDxJSUmLFi3StEQAAIDrRA+Ho5PdXqqo\nWorL83q7O+xBqCqgGsuD48aN+9e//hUWFiZJ0nPPPZebm3vo0KFjx461a9dOs/IAAACuI43M\npt9FhGeWlVfZM9/r7R5mvzUqKghVBagNdmPHjg1cMOHncDg6dOjwzTffTJkyRYPCAAAArkfj\nmjbu6rBXfleJMkU5VVr+UNPGQb5jbBXBrri4ODc3Nzc39+233z5+/Hjuv8vJydm+ffvKlSuD\nUysAAECdaxpinpFwQ6LVklnmVq50IUWB1/uTyzUrMe73jYK6XCdVeY7dU089tWrVKv/ju+66\n64p9Bg4cWLs1AQAAXM+6hdlfbpm4MPPsx7n5MWZTuNGkKMKtKGU+X67H2y3M/mx83IiY6OAX\nVkWwGz16dMeOHSVJmjZt2uOPP96qVatLOoSHh48aNUqr6gAAAK5LrUOtf09uOSq2aE9h0S+l\nZee9nnCTKSE0tIfDPrRRVLRJ7fWptauKUYcOHTp06FBJkrZu3Tp58uQuXboEpSoAAIDrnVGW\nB0VFDIqKkCTpXFZWbEyMWcWtxjSlNk4GdiQGAADAJVTeZExrlQW7W2+91W63b9682f+4kp6f\nffZZLdcFAACAaqos2BUUFHi9Xv/j4uLioNQDAACAGqos2KWnpwce7927V/tiAAAAUHNqNyh2\nu92Bx+fOnUtPT/f51N4oDQAAAEFQRbDzer0vvfRSu3bt3nvvvUDjjz/+2KtXr6ioqDlz5lQM\nfAAAAKhDlQU7j8czePDg2bNnu1yuxMTEQHuHDh3+8z//s2nTpv/1X/81cOBARVG0rxMAAABV\nqCzYLV269Isvvpg+ffrp06cHDBgQaL/hhhtefvnln376acyYMV9//fWyZcs0LxMAAABVqSzY\nrV27tnXr1i+99JLBcIVuJpPpnXfeSUhIWLdunWblAQAAQK3Kgt2JEyf69+9vuvo9MQwGw003\n3XTs2DENCgMAAED1VBbsDAZDaGho5e8PCwur1vUTa9asKSsrCzwVQrzzzjuPPvro+PHjV6xY\nwZW2AAAANVZZsOvUqdN3331X+fu/+eablJQUlYMdOXJk48aNHo8n0LJhw4Zt27ZNmDDh8ccf\n/+KLL1avXq3yowAAAHCJyoLdwIED09PTN23adLUOK1asOHDgwM0331zlMAcOHJg/f/6cOXMq\nNvp8vm3btj388MN9+/bt2bPnhAkTPv3004rreQAAAFCvsmA3Y8aMDh06PPzww6+++uoltxQr\nKiqaN2/eE088kZSUNHv27CqHsVgs7dq1Gzp0aMXGM2fO5Ofnd+/e3f80NTXV5XKdPHmy+n8K\nAAAAVHpLMYvF8uGHH06cOHH69Onz5s3r2LFjixYtZFk+efLkoUOHioqK+vbtu3z5crvdXuUw\nKSkpKSkpv/zyy5YtWwKNeXl5sixHR0f7n4aFhVkslvz8/ECHixcvulwu/2NFUXw+n9PprMmf\nUjWfz1dSUnLFq4Bx7YQQ5eXldV2FnjGBNeWfwFr/FmrImMCaYgJrzT+BjUajpqMoiiKEqKRD\nZcFOkqTWrVvv3r1706ZNy5cvP3r06Ndffy2EiIuL69Wr15gxY8aPHy/Lco2LczqdFoul4s9w\naGhoUVFR4KnP5wuckOf/Y2i9GbIQgv2WtSOE4BvWFF+vppjAWuPr1RQTWGv+r/dacpEa1xrs\n/O6555577rlHkiSXy+X1esPDw2ulOLvdXl5eLoQIfAulpaUV1/+aNGnSpEkT/2O3252VlRUR\nEVErQ1+Ny+VyOByV7PCCayGEKC4udjgcdV2IbjGBNSWEcDqdtfULEJdjAmuKCaw1/wQ2m82a\njqIoSuWr2tVb8bbZbLU4J6KiooQQBQUF/qelpaXl5eVRUVG19fkAAAANSl2eypCYmBgREZGR\nkeF/euDAgdDQ0OTk5DosCQAAoP6qyxVvo9F4++23v/3223FxcQaDYeXKlUOGDLFarXVYEgAA\nQP1Vx6cyjBkzxuv1vvLKK4qi3HjjjY888kjd1gMAAFB/BTXYtW7d+p///GfFFlmWx44dO3bs\n2GCWAQAAoEtsFwQAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q\n7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAA\nAHSCYAcAAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE6Y6roA1GNu\nIU6WluV7vCaD3NhsTrBa5LouCQCAhoxgh5o473a/l31xb5Hzq8Iis0FWhPAoYlij6NuiI++K\nibYaWAkGAKAOEOxQbbsLCt84e/5wiatpiDnVEeZfpfNJ4pjLtTu/YGd+wZzE+ASrpY6rBACg\n4WFlBdWzM7/wwZ+On3e7k0OtDqMxcOzVKMmNzOaOYbZviopnnfr1XLm7LqsEAKBBItihGjLL\nyv/73PmWVmu06cprvbIkt7BafiguWfDbWSW4tQEAAIIdquHt7JwjJa5ocxVH8FtYLB/k5H5e\nUBicqgAAgB/BDmqV+JRvi5zNQsxV9jTIcmOLeXc+wQ4AgKAi2EGtIy7Xd84Sm9GopnOkyXio\nuISjsQAABBPBDmrlerwWo9qN6iySYW9RcYHXq2lJAACgIoId1DLKshBqOwtZ6hUeZpTYsRgA\ngOAh2EGtGLOpXFGb7MoUxWIwhJtUHbcFAAC1gmAHtdrbbX0jHE6fT03nfI+3a5id9ToAAIKJ\nYAe1QmR5QGSEmp2HPULkeDxDoiODUBUAAAgg2KEaxjSO6e4IO+/2VNJHSOJkadn4Zo17OsKC\nVhgAAJAIdqiWRmbTjIS4BKvlaut2XiGOu8pujgyfHn9DkGsDAAAEO1RP1zD73BbxHey2QyWu\nHI/HLYQkSYokuRTlrNt9sNh1T2yjV1olcdkEAADBV8W9oYDLdbDblrVt9dHFvLTCosyy8vQi\np5DkvhGO3o6w2xtF/y7CwTUTAADUCYIdasJqMIxuHDO6cUyh15vv9RklqXGI2WJgARgAgLpE\nsMM1iTCZIkzMIgAArgsssQAAAOgEwQ4AAEAnCHYAAAA6wdlRQDAoknSkxHWitKzA67UZDXEW\nS9cweyiXmwAAahXBDtCWIkn/ystfl31xR36B3Wg0y7JPCJei9Ap33BYdOaZxjMPInn8AgNpB\nsAM05PIpr2Se/ce57DirpVuY3SD/3x5/uR7Pgl/P7CtyzkmMb2G11GGRAADd4EgQoBWfEAt+\nO7M2O6dDmC3WbKqY6iRJchiNKXZbelHx86d+y/FUdvtdAABUItgBWtmSm7/q/IXkUItZvvLN\nOGRJSrRavnM6Xz+TFeTaAAC6RLADNOEW4v2ci/EWi1mu4qcs0WpdkZX9Y4krOIUBAHSMYAdo\nIsNZnFZQGGWu+jRWsyxHmUxfFhQFoSoAgL4R7ABNHHeVOozGKx+CvUy4yXTMVaptQQCABoBg\nB2gi3+sNucqpdZcLkeV8r1fTegAADQHBDtBEqNHoE2qDnU8Iq0FtZwAAroZgB2iiaUhIqfCp\n7OwSSnMLW9kBAK4VwQ7QRA+HvcTrKxdCTed8j7eHI0zrkgAAukewAzTRLCTk8bhmZ8vKq+yZ\n6/H0jXAMiAwPQlUAAH0j2AFaeaRp4/Z224VK7ypR6lNOl5U/3CQ2jDvGAgCuGcEO0Eq81TIt\nvvkNFsuZcrdypWOy+V7vEZfrhRbxt0VHBb88AID+EOwADfUKd8xLSujhsP9Y4jpb7i7y+kp9\nitPry3Z7fipxNQ8JWda29cTmTeu6TACATlS9LT6Aa9HOFrqkTavPC4r2FBSeKCsr9PqsBkO8\nxdIzPGxYdFSEiSOwAIBaQ7ADNGeS5cFREYOjIiRJEpLEhnUAAI3Um2AnZEWbzQAAIABJREFU\nhFAUpaSkRNNRfD6fy+Uychq7NoQQ5eXlBgMnAGiFCawpIYTb7db6t1BDxgTWFBNYaz6fr7S0\n1O12azqKoiii0o206k2wk2VZlmWLxpu4GgyGkJAQk6nefC31ixDC5/Np/ZfYkBkMBovFwr+L\nGhFCeL1eJrB2mMCaYgJrLTgRQlGUyjvUpwQjy7LW35d/CIKdRoQQBoOBr1c7siwbjUa+YY0w\ngbXGBNYUE1hrwZnAiqLIld6InINiAAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKATXB0D\noH5TJOm4qzTL7S5XlCiTKdkWGs11fwAaKn79AaivyhTlw5zcj/Pyd+cXWgwGoyS5hegaZm9v\ntz3QOKZTmL2uCwSAYCPYAaiXzpa75/16ZnteflxISLcwu+F/N3YqU8T23ILV53NeapnwcNPG\nnG4CoEEh2AGofy56vP/v5K/fO0s62m2X7NRpMcjx1pBos+n5U795hXi0WZO6KREA6gL/mwVQ\n/yzMPJvudCaFWq62/7rdaGhjs/7p1G/pzuKgVgYAdYpgB6Ce+c5ZvCb7QqK1ilte2gzGZiEh\nq89fCE5VAHA9INgBqGfSCotiTGazXPWvryYhIZsuXDxZWhaEqgDgekCwA1DPHC52hZuManoa\nZSnMaPzJVap1SQBwnSDY4f+zd9/xcZ7XnejPeZ63zPtOH2DQAYIUq0ixSZZkdUu24ybbsrPO\nTXHa3Ww+uXa8SXadT/bG2V1vvJvcm0+cu5tyk/txYifeZJ3EJY4UF1mWrEJ1Uey9g0THYAbT\n3vY85/4BsIAcFEoEAYLn+49EzIt5nwEGxI9POYexGwkBFMLQmsd03SRLiLEwXNAhMcbY0sHB\njjF2I0EAUwgCmuf1BGQJ/ouOMXaz4L/vGGM3mBbL9PR8g11dU4tpLuh4GGNs6eBgxxi7wWxP\nxMfnt7rqab057m5LcgsKxtjNgoMdY+wG895cZr3rVJWe88pzfnBXKsmtYxljNw8OdoyxG0yX\nbX+gOXfcq0ezLsiOhOHGuPtzbfnrNjDGGFt0HOwYYzeeX2xv/WRry8Favd4o2xHAQBB0WNav\nd3V02nPUMWaMseWEVygYYzceCfAfe7vbLPMLp/qaLLPJMBwhBUKoaUKp4TB8IJ36d90dmxO8\nu44xdnPhYMcYuyGZiJ/qbP+xXPbx0cLrlUo5Uq9OVO5MJTYl3PszqQ/ksjGucsIYu/lwsGOM\n3cBWO7Ff7+4AgHKkPNIZwzARF3tQjDG2aDjYMcaWg6QhkzCvPmOMMbaM8VIFY4wxxtgywcGO\nMcYYY2yZ4GDHGGOMMbZMcLBjjDHGGFsmONgxxhhjjC0THOwYY4wxxpYJDnaMMcYYY8sEBzvG\nGGOMsWWCgx1jjDHG2DLBwY4xxhhjbJngYMcYY4wxtkxwsGOMMcYYWyY42DHGGGOMLRMc7Bhj\njDHGlgljsQfAZlWp6DOnqDwBgQ+xGOaaRVcP2PZiD4sxxhhjSxEHu6WqUolef1k9/wxaFpg2\nCiStwfOwu0feehtu2YaGudhDZIwxxtjSwsFuKaKhweiZJ/XZM6KtA8ypAIeT/6lVwx98V57r\nk+9+H7rxxRsjY4wxxpYcDnZLDhXHo6e+B2MjormlwcN2DFtb1ZGDACA/8GGet2OMMcbYBXx4\nYokhUjuepcEBSKVnugRRYFOzOrCPdr95PYfGrqFAa1rsMTDGGFt+eMZuadH9Z9Wbb4iOztkv\nQxSYzaoDe8WmLQt7lkIpCAKIxQBxAe9yc9AAzxZLzxcnDtXqFaUkQItl3ZGMv78p28UHYhhj\njF0LHOyWFjp9El0XxDxmUu0Y9Z3RZ8+IW9Zc+2GUivrAPjp7hqoV3XdadK/A5rxYsVJs2AQG\nv2feitOe/wd95749UsibRso0LERNNFytPlea+M7Y+KPNuZ9ra5GcnhljjL09/Et6aaGx0auY\ngbNjVBiFax3s1Buv6n17aGQI3DiapujshjCkkyfCfXvE/j3G/e/Czu5re8dl71Ct/p9OnjlU\n87YkXHFJenOlbDLNCa0+f6rvrB/89oouznaMMcbeDt5jt7SQVwcp53u1FOB513YA6tkfRt9/\nAnwPm/PoumCaIASYJiSToq0dRkaCL/+FPnHs2t50eRuPov92+uwxz1sRs0Sj3BYX8ta4+5cD\nQ389NHL9h8cYY2w54Rm7pQUtm7Se79WkwbKu4d3V7p3RjmdFa/uM4TKZFFKoHc9iJou5pmt4\n6+XhnO+/NFE5VKsXw9AWosO270jGXytXXy5NrI+7s3yiibjajT0+MvbebJr32zHGGHvLONgt\nMak0njwO8yxQFwQ48+HZq0W1qt67C3PNc0wZunEaHdGvvSx/7IPX6tbLQEWpL/UPPVua2F+t\nJQ1pIWjAmlLjUWShaDLn/kGLC3mo7n23UPyl9tbrMGDGGGPLEi/FLi2iZ4WuVwHmUQojDCkI\nRHfvtbo1HTtC/WcxFpv70lQ6evVFKhWv1a1vdMNB+Nnjp//03EAlUutdp9Oy8qbVaporY7Fe\n2z7nB/sqtcEgmPN5coZ8faJyHQbMGGNsueJgt7Rg7yqxeh2U5/7trkvj8v53QSJxrW5N586C\nM9ty4QUoJdo29Z+9Vre+oXla/+7pvmeLxfVx15GX/0AFBCZiXIq9lVohjGZ/KkeK4TCc90o8\nY4wxdjkOdksLSsO4+z4qFWc/FUETJdHZLe+46xreWlcm0Jx3Hwtp0sTENbz7jesbI2P/Mja+\nynEaHmfVRAhgoHCkOO37imabixWAiiic/yZLxhhjbDoOdksOdq8wHvsEjY5AeaLBmqzWNDaG\nTXnj4fdiInkt76s0zb/WhkDQ6hre/QYVEP3zaKHLtmb6QTIFakAAsFAUwmgkDGd7Nq3jUtjz\nqWLIGGOMNcKHJ5YisfE2M5WKXn5BHzuMThwsGwSC0uB5VK/JbbfLex/ETPYa39VxoDDfchuk\novme8FjWdleqL06UtyZm/FIkpKFIEwlEsASOR6pt5nPME5F6ODuv1XDGGGOsIQ52SxR2rzA7\nuvTJ49R3morjFATouphrEr2rsKNrIRp8YWsbHD8K7jw27RGh54vWtms+hhtOn++7QszyzXAE\ndthmIVQxFBKgPvMyqyYaCaP7M6mFGCdjjLGbBAe7JUxKsXotrF57fe4mVq5WT32f0mmUc7wr\nqFoR6zZgCwc7KEfKmCtkd9n2gF8xEQWi0jPusevzg4/kcw9mrln9GsYYYzch3s3DpmBrm7z7\nXigUZr+MVESloth2x7wa2i53SSnnOOkKkDGMta5T1Soimqlj2LkgWOc6n+3u5K8pY4yxt4N/\nj7CL5L0PYu9KKowRzbBiGIUwMmw88LC41g1qb1C9TqyqFM1Vd7AnZq1xnIrSCiiafjC2otSh\nWv1W1/n8yp4VMe45wRhj7G3hpVh2Cccx3/do9NT39OGDlE5DLIZ4PvorRdUKlSeMB98t33nf\nQmzyuxHdFnfvTyfP+kHWmO1HCQF7YtZIEN6eTLw+UXaltITQRHWt35FMfDzf9FOt+dmfgTHG\nGJsP/l3Cpkum5KOP4arV+sBeffwomCaiIKUoCuWW7XLbHdi9YrGHuISYiI81N/3midNpKcWs\nYXc4jN6Ty/zFuluGg/BgrVYII0eIVtvaEo+7V5Q1Zowxxt4aDnbscmiYcst2uWGj2reHRofB\n80QigStWiVWreaLuSh/NN708Uf7O2Phq15kpoBWjqM/z/2TNqpgQPTG7h5dcGWOMLQwOduwK\n9bra/YY+cojO9ZFpIiJoTS8+L9fdKjZvE+s2LPb4lhYL8XO93RHRv4yOr3DshJSXPqqABvxg\nZSz22yu635G8Zv3fGGOMsYY42LFpaHREPf2kPnUCMxls77wwQYdEenhAfeOQvOte48FHgDeE\nXSJnGP/3Lb2b4u73CsXdlWrKkBaiIqiTLkbRjzc3/5uO1o1xrjzMGGNswS3yr+dvfvObX/nK\nVy78UUr5rW99a/GGc7Oj8kT0g+/A0CC2tF7+GCLGkxhz9WsvR0DGI+9bjAEuXTEh/k1H28fy\nTS9PVI7U64UwignRYVu3J+KbE3FewGaMMXZ9LHKwGxoa2r59+4c//OHJPyJv4VpEROr5Z2jg\nHOaaZ7xGSsy3qFdeFJ09Yv2t13FwN4Zm0/xQUxbgWnd7Y4wxxuZn8YPd+vXrt2/fvrjDuCFQ\nrUonT+ihfqjXARHdOHZ2i96VYM7cfPRq6HN9aufroqNzjuukxHRW7X5DrF3PNYoZY4yxJWXx\ng91DDz3keV4YhslkcnEHs3RprXa+Rgf36/4+iDlgGAAEUQQvvyBWrBLbbhfrN779m9DJ45iI\nzyerYdzVx47owX7R0fX278sYY4yxa2Uxgx0RDQ0NPfHEE3/0R39ERN3d3Z/+9Kc3bOBDl9OF\nYfTU9/TuNzDbhK3t0x5KZWh8LPzG14wHH5H3PfQ270Mjw2DNswwHoh2DkWHgYMcYY4wtJYsZ\n7AqFghBiw4YNn/vc56Io+vKXv/yFL3zhz/7sz9LpqT7ox44dGx0dnfx/IUQYhoODgws6pCAI\nRkZGltBWP6LYqy/a+3frbBMBgO9ffoE0IJvTzzxVD8Lg1tvezq3ixXFUqsEtGhFE1aFB/+q/\nHUqparV69aNj87Lk3sDLThRFtVptsUexbPEbeKHxG3hBTb6BxQJvUiIipdQsFyxmsGtqavr6\n179+4Y+f+cxnPvnJT77xxhsPP/zw5Ec6Ojry+fzk/4dheODAgWx2Ybelj46OptNpOb0U2WI6\ncwr27YLWNiFmHpJpQks+fvpkfONtkHkbXx/HBc8D05zXxQLdVNq9ym8HEdXrddflwh8LZcm9\ngZcXIqrVavF4fLEHsmzxG3hB8Rt4oU2+gY0FLgemtZ49Oy6hamS2befz+WKxeOEjlyaAIAgQ\n0bYXtmS/EMKyrIX+rsxfdHCfTqXRmCts2Q4VxuSRg/L+d731e2WyenQY5/dPDQpDI5sTV/nt\nIKIwDBf6m3gzW2pv4GWGiIIg4DfwwuE38ILiN/BCm3wDm/OcH3mrtNazz2ov5qnGHTt2fOpT\nn5qYmJj8Y61WGx4e7unpWcQhLSlUKas9b8I857dcV589A0Rv+Xaiuwdq81skjUJs78Ru/k4x\nxhhjS8tiBrvNmzdPTEx88Ytf3LVr1/79+3/v936vu7ubS59cVCqCECjn9Y9XtGx97Ai8jc0T\nuHqt6FpB83gGXSriipXo8nw+Y4wxtrQsZrBLJpNf/OIXbdv+wz/8wz/4gz/I5/Of//znF3rX\n4Q2EgmCeC6MAAIgAQL73lm+HMUdsvwPGCxBFs11XnhDtnfL2O9/yjRhjjDG2QBZ5K0M+n/8P\n/+E/LO4Yliy0Y6T1fI+HaQIAjDlv545iwyb58Hj09JMi1wzOFU9FRKUiNuflQ+/GZOrt3Igx\nxhhjC4H3qC5dmM2Kji6IIpjPVuLAF2vWNkhjV0m+835IpenNN3R/H7gJNE0UqJVGz9O1ityw\nSd7/LmzOv827MMYYY2whcLBbwhwXm1vo8AGyLIgiQEAhIeaANb2HWL2ua1UoFdGrh1/9S3Bd\n0dkt1m7Applbvs5KbtwMq1brwwd13xmaKFIUiZgDzc1m7y1i5S3cRowxxhhbsjjYLSZSEfT3\n68IoeHWwbEymRFcPxGJTjw6cg3JJjwyhYRJOxikipTCVhnQGHQeUorERKpZAIJgmOg54HlXK\n6vTJ6KnvG+96t7z7vnnN9l3JccXW28XW26/ZS2WMMcbYwuNgt0i0Vvv36L279KkTYNkoJSgF\nYYidXWLNOrH1djp2JPr2NzCZxHwrFcbAMgBxspYJ1atQLkGuGTyPvDrYFgQB5pog5gAAWha4\ncUyHasezVCoaP/aht5jtGGOMMXaj4V/5i8HzomeeVLt2YjojLmu36nnq+R/pvXtosB9aW8GO\nIREQ0XgBTBMmC7IbJqCkkSEwDJAGBD7mWy8/zWCY2NKm9+1R8YR86N3X76UxxhhjbPFwsLte\najWqlEkrtGz18gt63x7R2tZgv5plQa5J950GaYjJCnaI2JwH24aJCapVQUpABKWAAKIIHBdb\n27FhEWNEbMqrF54V62/Fto4Ff4GMMcYYW2wc7BYYaX3kkD50QO15E1EAIgU+aIW5phm7REyU\nQGvQARXGsKV18mOYTEE8gV6dPB9UROUyWAhEaMcap7pJhoREXB/YJ6822CmlTx3XfWeoVMQw\nhJiDTc1i5SoOiIwxxthSxsFuAVG1op5+Uu/dDamk6OgCKUFrGjiHvg9jY7pWw1wTOpfHMqrX\nwJCAgkrjmEpfOEsBQoAbRzcOQUDFAsViqIm8Omo920lVx9X9Z+Xs10ynz5xSr+zQxw6jGwfT\nIhSgFBw5GP3we/KOu4x7HwQuYscYY4wtSRzsFgrVqupfvq37TmN7B1zo1+vVoVajyawWBHT2\nDHT1TMt2UQjVKsQcQAApqV7DC8HuwjNHEaBAQBAI9ZoXBAUhKpEKiQSiLTAjjYxpTOU409Qn\nj1O9hvHEfIat9u9R3/pHzGREeyfApdWRE5jO6P17o/Fx+Z73YXPLW/y6MMYYY2zBcLBbGETq\nmaf0mVOX1fKlILg4c2YYAEBjo9jWcfHgqtKA5wOVkBD4jZ5dAxAAKMS+mDvm+WUCA1EgEIAm\nOKG9vGX2xOysYSAKApijS9iF4Z0+qb71j5DPg315mgQAkBKbmmloUP3wSePRj8EsS8CMMcYY\nWwxcbHZB6DOn1K7XMdd0xQPq4uwdABgG+L4uFS98YCqdTe6+QyClGjy7kEQUIh407JO2EwEk\npIwJYaGwUThCpAxjQqnXJyr9fkBKie4Vs+3DuyCKold2QDqDDVPdBek0nTmldr469xMyxhhj\n7PriGbsFoY8eFvFkg21tKM6ntvNMA+o1IA0oAICkCa4LWgMgEGDDjXGWBY57WsgxKRNEDa+x\nURgG7q/W4hIyvavAtK685vIxHz9Kx4/OfTwCETJZfeyI3H7n5KRdoPWeau2cH5SVShtGr21t\nTMT5XwyMMcbY9cfBbgEQ0cC5xm1bDQP0ZYdhBdXr4PlT1wsUdozKE2SaoDUY5pXPgUIeSmZk\nqeQKhVJO3wl3kQR0pfAmil5P73y21+mzp9GNT5tQnIlp6sEBffa0v3rdN0bGHh8t7JiYiAsp\nESKCqlKPZDP/Kt/0geacnMd9GWOMMXat8MTKAggCUKphvwd0HNB6WqETBESgS/bAUTJJKgLS\noNRkM4nLKMSvdK5oDj03CmfvKtHi11/ONH0n0wxazz3sUoksCwAIwNe6qpSvLw+hF0dtWqWx\nsc8eO/nHBw9ZI0Mf1NE2U652nPWusy0RP1avf/roif948ky54VIyY4wxxhYGz9gtFGo4k2aY\nmMtRqQTWpWuj0y7EmEO5ZhgbwUQC4/Ern+OAYf1jJp9fseYXzhwbcONew5tHUcqrj5jWN5s7\n8i/u+NiOZ7CzC2/dJFrbZxxw4PsA/XWvGEWj4VTQbDKNjGG025Y7fcFXIR3cs/shtfN3hvo1\noiA41pwfTKZ3dvbsa+1sNs2MNP5heDTU+r+uWmHOZxaQMcYYY28bB7sFYFlgGOj7Ux3ApsN0\nFnyfgmBqso0AiNCc9o3AeJyKBVAawnB6BAQAOIvCjaJXem4x8q0/v/PlYswpOm50IXhpZdXr\nOb9+xk083tU7kMl6KqJzx/WuN2jHs8YDj8h7H7hyYARwTENYqQ2ZpoUiY0yu8JKvdZ/vH697\nG1ynK2ZPBbR6PSqM9xaLbipzIpfXiABgKLVheOCdp46/2HvLtzZtK9vOWtf5h5GxLYn4T7fm\nYS41rWNi3qX2GGOMMdYIB7sFgIjtHXrfHrTtBo+aJjY10+gIBAGYJoAGxyHbvjCpRdUKjI8b\nj/0ERKE+dACGBinmoGEQAoQR+F4pkTU6VkEuswNFX675wROHHjh+xDeMUErU2gqCk4nUj9q7\nf9TaMW7FDKBACD8Ws20bkyn14rNULRvv/eBl2e4v+gcHIvipMHCnHYlFA9FAsAUdrtdDolVO\njOo13XcGtB5uyletixdHQo7H3JLtbD93Jh54X7393oplr4jZ3x4tfLgplzQaZFxP6+8VijtK\nEyfqXkgkANpt+85k4oNN2RarweZCxhhjjM2Og92CkKvXqZd3QDKJotH5gZgjWtqoMErlMgBh\nMoVhRFphEFCthr0r5fsfFavWAIBYv5GOH9X9Z6laQQJ049jRmc23RQOjk6doz2RyX91+z+Mb\ntvYUC8lqJSqXSsI4lUrXzp+6CBFTWtuTu/oMA1vb9O43VTYn777vwnCeLpZ+91TfYx3dyRMH\nC6Q1Xj5xJgETUh73vBRQ09hYJEXJNOuNYqtGHEim1w0PffjArr/beldaylfLldcqlYcz6cuu\n3Fmp/ve+/ueKpbxlJQ1hoNCadlerTxdLT4wVfrI1//F8E6/gMsYYY1eFg92CwJ5eue0OdWDv\njB0aLAvbOsAcBSFEWzsoDZYp0lnsWSFWr71QnQRTadx2h9h2x6WfurJaq50d0pecfDllWq9l\nml0NGULfMAHAVMoSwkSsoLwjql8yMoG5Jn34kFi/ETNZAPC1/puB4Z6Y1Zdse6Vn1cah/pF4\n8srxCkBXCG+8oH0PtB53k3rmkzfDidSDxw6/1tV7tLk1JeXhWv2yYPej8dJPHTzSZdubEvGL\n6U2iA6LZMMZC9evHTg4Gwac7Z9wRyBhjjLErcbBbGIjyoXdDpaL6TmMuh1fMgQEAVctQr5s/\n8wvYu+qqnntD3H13NnO07jWbRkR0rO71eX4cYF0QBFICEAH4Guo6igkxasbu8uvTPt+yaGRI\nHz0k3/FOAHijXH16vLQl6RLAv2zYnK1XWyqV8Ss62AKADWB6ntZ6wokX3Pgsbx0lxETM2Txw\n9mhzq4VYCKf1vThWr/9J/+AqJ5ab4UhvyhAbXOf3z5xbYduPNueu6ovDGGOM3cx4t/pCQTcu\nP/gRuWYdDAxAuXyxhwQR1Ws0PCQyTebP/eurTXUAIAB+vKX5nO97Wh+o1vr9IGXInArdMCAU\nAIiAAtFAHJLGhurEA9UJUAourTziOnS2b/J/d1WqaVMiIAAMJ1LfvO2OwWSqrVwy9OWVSjL1\nWjbwK058LJ2ds3pK1bZ6x8eQSAHFph+K+MuB4aO1+kypblJMiF7b/tuhkYmIC6Ywxhhj88Uz\ndgsI4wnjQ4/pdbfqwwf07p2AghBAa7F2vdh+p9yyHWKzNu+a2Qeasj/Vmv+L/sFAU0IKADSV\noulVRSrCGDPt/3xkHxZHtJRQr4PrCsumRBylCdXq5GWjYXhp8DqVbfrKHfc+fPzg+w/u9SzL\nlwYhSq2dMBxJxMuWNZLNmkIqP5ihLvKUQEhDqVgU1ZVuu+QkRF8QfmVweGuiQRmXy+RM47Vy\n5UfF0od50o4xxhibHw52C0wIsW6DWLfBeM/7qVwmrdBxMZ15m88qAR5Mp//k7IAmiggMBLik\nVZlGHDOMVdXK7xze88j4sIcYAFgxB7RS1QqUxkU8QaYJRICo4fImZ0XH/eam25+5Zf3q0eFc\nvWpHUc20BlLphO//5M6XNGDakCc97QDO1PQCACanABXpCaXfkbq4ae/NWi0p5Twr22UN441y\nhYMdY4wxNk8c7OahWtVnTlGxAJ4HlgWZrOjpxWTq6p7EcdFxr+Exz+dKpTVujAiGgrCkFEhp\nmJYnDV+IqpCPjvT/0uljq/yaLw0i8ggsBACBhgDDoGpNjIzQRAnTmZwhA2rQYGLcib/WvfLS\nj6wZGzaUsoTIGUazaVaUsmbOZ6ZSddM4rumnW5vXOBcnJofDKDbvcnWOFINBOM+LGWOMMcbB\nbjbk1fXrr+rjR2iwHywbpASlIAiiwDfuf5e44y5MNDhAeh14Wh+s1ZsM05GizbaKUQRVuHd0\nsBJzclH04Ej/nYWRQBqTM2oC0SetSYoLMUyijgL11PeMj/z45kS8GKkV87hpXzq3N910O2mB\n2GPbb5Qr0kA5w6SdG/qvtbbd4rq/1NF26RWBJjHvRhQCIKB5NENbFEQ0NkqjI+DVwbQwlcL2\nztk7vDHGGGMLjX8PzYhKRfWD7+oTxzCTxemduDAKo9dfkYMD8uH3Ykvr9R/baBi+XJq4PZUE\nABMxb5qQSd8LasPpo4E0Vo6P1M1pReYQQAOJyRBGBEphU7M+ckgf2Hvnpi33ppNnPD9nzvFm\nGAIY7ejM9J0A182Zxq1x90C15kphXnHmV5BKePXHM/nf6Gxb60zbR5g1jHDeWS0gnV2CUYlI\nnziq3nydDh0E0yRDotIUhaKnV667FTdvRfstbp1kjDHG3iY+FdsYefXoB9/RZ05hvuXKpl5g\nmKKpmYYG1A+/D+WJ6z+8QBNcUUPl2VXrMvVaU70aCnnl2urFj4QhZnIYcyCVVocPuIifyDed\n9vxAN1iQvfhJpE95fvqOu2RrG9WqANBpW1uT8ZgQFaV80gpIA0VAvlaZ8sTOW9b9lwcfuLIu\n8dqYVQrVbHe6RCnSG+MNCq8spihSz/4w/Pv/WTrXdzTb9KabfN103nDi+9O5gfGC/8PvR49/\nk8YLiz1KxhhjNykOdo3p116BE8cxm4OZ1g0RIZ1R/WejF5+/vkMDAGgyTSK4LIqdyOX/fuud\nKa9GgHDFuYap73QQgONirgkAwHX04YNUHP9Ivun/6Go7VK95V5Q4meQTHa55P9/W8uiqlfLe\nB6FQoGoFAPKmuSURX+86OcMwEQWgA7C2Xo2tWPljH/3Y9mTiyqe6zXUeyqYK4dw753yiYhTd\nf0U0XFzquae9l54/FE+/pnEwjDytNFBIVIqigxHtdhPFUyej7z9BlfJij5QxxtjNiINdA1Qp\nR88+hdnsjKnuPJHJqtdeopGh6zOwC9KGfCzfVFLRZR/f39pBgE4UpHwvHviJIHCi0FSRhSiV\nBs/DeELkW6hWpeFBOHcO6nX1D3+nHv/mvx8b/K2W5n3Vep/ve/oKya7RAAAgAElEQVTiUqmn\n9Tk/2Fep/kpH22/3dktEsWq18TO/gOkMDQ+BV5dAHba1Me7e4TrvQNpSKbVtvG3lY5+wZzhc\nYiH+RL65zwvCRic2LiCAU57/qc72y1ZyF5c+fMB78fn9bmKUKCVlTAgDhQCUgBaKhJQ+wWvC\nGD11Ur/w7GIPljHG2M1o6W1gWgLo9Ck0LTKvWIG9kpTgOHTqJOav9067B9LJ7xfG8+bFEnGr\nxoY/vm+nqbVvGEKDIC1JyQhMIAwB4glsbkfD0CNDUK2CYYAQAKD9Opw+CQf2/e9d3e/euO2v\nUtkD1drrlaqBEBHdnkg8kk1/oqX5jkum30TvKtHSpvbs1KdO0NHDJCUQgdbytq1i/Uaxbj00\n6rRxwYeac7sr1b8aHF7rOg3P1WqiU55/fzq5tFqKaV3Z+VqfHasAznSw10BMGsY+su989cXU\n5m3Y0Xmdx8gYY+wmx8GuASqMYaMO9w0JK6YLows980kqohPH9ZmTMD5Ovg+29Vg6d1Kaj0uR\nj8UAYNPQuc+88FTRcRViIAySiESSNBEgQlwI9Hyq1WiiCIY5VRiZAIAw5oBlQSJJpVLPE9/4\nwvsfLW/ZftYPipFKSdEVsxsfX3Bdefd98q57qThOtSoYhkikID532WEAQIDP9nSaQvzx2YEO\n28qbpjyf7gigGEVnPf8DTdnf6e1JG/LafPmuBT1wLjx6uD+VcWeNrQLQMoxRwxLHjyQ52DHG\nGLu+ONg14nsk5TxrcpAQ4HkLOhw616defF4fPQzxOFg2CgETWpw9+5lqeXtL+1dXbUg6sfcd\n2j+USFWsWML3nSCIpCTEEIRCShkGIhIijI+BZV8oyUGk0I3D+Tk/dF0wjOi7jycz2Y2rVtPZ\nPn3uDJWKURiC42BTXvSuwkx22sgQMZvD7FUXELaF+M2ezruSia+NjH57ZMyV0kRURDWtH8yk\nP9XZ/tHm3PzL3V0f5cGBkjBiYu6saaAYlUZ49uz66zAsxhhj7BIc7BqxbdDzLp9GGq35Tu+9\nBfrY4fBrX8V0Bjs6Lj0RgY5jZzLvLBaTB3eNacpXy4V4EgDKdizl1UMpNIGBGJdyarkzigCQ\nVIQXklykMJmato/QsiCbUc8/o/bs1Af2lRKpITdeEzIbBh1vvm7WPeOBd8m77n3LndAuhQAP\nZdMPZdO/2d15wvNKkXKE6I7Zt8bdJTRNd4m+YokQxeyd1M4jQ5YX47g0Y4yxmxwHu0ZSafT9\n+V7sB5h5uy3CZkKDA+qlF0RTHhyn4QVuJrOtWIThwaNNLSUVScCaabmmlVKKDMMRYqoosdYQ\nhSAkKA0qAmmAUmDbmMpe8ZSojx3Z39bx1U13HDPtNyxHAkUA9/r1O+vVf/XmG90jw/K9H8DU\nNTususqJrVpKJyRmUiTKwTzrtICpYWLWFVvGGGNsIXCwa0D29Ea+L5QCOcfkEZEmrya6exdk\nHETqlR1QGINZe8uaAhXC+tDvbG4JSBNBzLac8TEMw4uHGJSa6kIBQEojKAoDzLfC9E1s5NXD\n/nOjlvVELPFcLJHT0fagDgCEOCLlV9K5HU78k4N9H/3Bd40PPQbz3oa4PJTdRHvUuBzMlSwd\njcWWWAU+xhhjNwGeVGgkm5PvvJeK8ygzO1GSm7dhV/dCjEL3n1X7dsNcc2MURSgNKJdSUZg3\nzRbLTMXjojkPlgWBf35Nmaa6TgiAKATDxI4uvOysA5EaLxxOpIYMe3291q5C+3xFEiRKar0q\nDMal8W9XrPtf4yW1641r/4KXtqizK6YjU80r2yV8b7i1baGHxBhjjF2Gg11j8h3vxPbO2btK\nUK0qcnl5930LNAbqO4Mxd85aekAEAAOx+Hct52/imS8nsv/sJE8m0qKtA3PNICV4HoQREIFW\nAAh2DNvaMX559WCqVk9HetiwLISYvrxC3qSUVmsi/zd71+86eRLmv1q9LKxsbv6b3nVNtbkr\nD8cDf3+2GVevuw6jYowxxi7FS7GNYToj3/Ue9fSTNDyIqSzI6QmYiEpF0ZQX9z2I+ZaFGkR5\nAixzzquOOe5Xmjr+pr0nDmQjIkAgRAXwY7WJT7qJ270a+D4Vx6kyAaYJmtCNN+xVX/Pqx2NO\nkrSpVcWYsYZfQus2FX2FxLZzfWLV6rf1Am8ot8bdv9q8/Wi11FWtlWbY8ggAplYt1Yk/WrXu\nV/PN13N4jDHGGHCwm4Vo78QPflTteE6/+Tq4LlgWCkmkIAioVhObtsh33o8tC1iXmIIACKhW\nA79OkUIAkBJiDjixC31in3TiX8p1HEe5pTphIl7Y96YQX4q534qnfrcw9EksQjIF5QkQEqJg\nphJ9o0qZQkogR0Vn3QbdwC5oVeHXm9s+M15Yc01f7xInAD6wauUfDQ1+9sSh1kp53HHpislU\nN/TbyuUvrd3UtmX7HY06qjHGGGMLioPdbDCTNT74Eb39Djp1ksbHoF5Hx8F0RvT0YveKBb99\nvUqFMQp9lAYgEgAQgRoF18VUBhKJF2Lxf93UdUvk99SqoPRkRToCCImU1plIxWTwO9kWSfqn\ntSbHgSgEpcBpvKl/AtAkMLV2w+hQOltHURTSQ9AoDNJxooxSBhAAGAAJrfd6wU0V7ADgkWx6\n56bbftc0f+3UkW39fWXbqZtWJFASWFGYDLzTmaavrtowsm7DH3R3LPZgGWOM3Yw42M1NtHdC\n+/VuIaBeel7t2wNhiLHpq36GCWGoBs+V8m1/2tLTG4UZrcEwIfII0dPa1xQRIQACkIYWXf+N\nTGt7uXRvImkODmJzM1iNl1lDIaTWrV79K6vWPZ9M9xmWQSQBEEADRAhpTS1R2KlCAWBrNSrn\nXiZeZhDg17o7EOBX46kPday4uzDSUS7ZUeRJcTaT3Ztp+qem1s2tLZ/v7W6b4YvMGGOMLSgO\ndkuRfvP16JkfiLZ2feY0kJ7WehUBpEQR+7YZ222Y61QEACAEmWaoojoAIhqXLBEmtM7q6O/c\n1Nqh/kR7R9qrgdKXbxmcemZs8+rf7Oj50+7VJSlTpMSlVdsIQoBjplUWck3kgwZMzKuB2DJj\nIf77ns47U4m/Hcr+5ljeFcIhHQhZU/quVOKXc5n/rTWfnKtKDmOMMbZAONgtMj3YT6dP0fgY\n+D5YNmazmMmFj/+TaGsDy8LmZioUrqwYRyh2NLXka7Wphq9KDTlxH6jdqwXCUEJc3P5FlA+C\nIcN6urXztS3v+D8LA22vvwLpNLpxuOQa8LwVlfLftnX/9951VSlcatB4wwBIkB6REshCS7Tk\nF3B/4VKGAA9m0g9k0sfr9SM1bzyK4kK02dbWRHyptUFjjDF2s+Fgt2ioOK5efE7tfA0dF22b\nhACtwA+pNH6hMDJmcuT7UK+BOW1pr4jw/WzLlvL4ZK2TqmEdsR2XVCBkLgxSga8nm8MCCaKK\nFXupqUWtvGVA05/fcusXenrV7p366CG0LJAGKqXDQPTesnf9pt8jKyRyaMb+Cgjgkh40DFuI\nrenUgn59ljgEWO04q2c+HssYY4xdfxzsFgcN9Kunn9RDA9jRiULChS6wcaJ6FXxfDw9OdhIT\n+VYaHaZKBUwTJieEwqBkmEBkagIAbRrHE0kLAVCUTKskjZgTtwVK0hpFII26aUaRqkvZbcm/\nHhr5qS0bN63bQCPDVBiFeh1iMZnOiLaO4th4cf/hjIqAaJbieai1kLIl5rTOoxQLY4wxxq4n\nDnaLgErF6OknqTCKuabLH4siqNXAcSAK9diIyDVBGIJhoh2D0Cc/AgBQ2kEJCFqg0FSynYI0\nkpOLpwgghEfaEwZYF0+/EoIAMBEzhrGjNLEp7mJL62W1Wk7UvTbbHA8gEUWoNSBe3u+eAEhH\n0lBSTii1s1y9J51cgC8PY4wxxt4iDnaLQL2yg4b6MdeogC3pyTiFQlCtpisVMg2cnKg7f9QV\npMgi3VMaL1h2IvR9wGl79SdbwoYhGAYICQBEpAliAgEgKeVJr3HHiBN1b4UVs1EMAbpaiTBU\nAiIUNPWMZAhUwqqh2JRwq0qf9DwOdowxxtiSwnu9rzcaHVGvvgTpbOOHJzOcUuT7RAqA0DDA\nMMEwwTJBStAEmqww2lydKJgmAAQCBUzfFYcAiBCGk38KgNpsKyYkABgIpRk62ZeiyJK43nW6\nndiEkEUrVpBWWRpVIatCloQ5LoxAGuvjTrtlmSiKUeO2Y4wxxhhbLBzsrjfddxpiMZypIoY0\n0HYgCEATogRA0JccUNUKBIIUoNWjg2dHTMs3TDg/qTYNIhABaCLwtW47vx9OEcRF4/1zCSkV\ngESMi6k6J6YQBKgRNaIlMSYFAA0F0WgYRaSTkqd7GWOMsaWFfzdfd6UimjNXr0UkrUCryVVU\nwEuCHREoBUICAaDYNFH4tVNH/7xndRahwRQcAigFBDXSHZaVN6e+0VWtu2ZoKdZlW29WKp5S\n+2u1pDQMBALSAEQgEMT57OgrvbNSzRpGl801eNnii4henai8Xq70B4GndMaQa1znvnRqRazx\n+5wxxpY3DnazUooKY+TV0bQgkcDEtdhS5vuTx2AbonoNgmDyf6dOyl5cZb1svRV/5dShsVzT\n/8rkQ0ANly/IasSaUs2WvcZ1Js9BaKLxKLprho1xd6WSXxocHvWDhGEYk/v8JnfvTZ/gMwXG\nCCXSWq70wRbb6+XK/9c/+N2xYtYyHBQSISSaGBmbiKJf7+r45Y62tMHFohljNxcOdo1Rqah3\nvUF9Z/SpEyAEkQat5eZt4tbbxOq1F6qBUGGMigXwPLBjmM5gU/MshUKmxGKk1YwX1WtgGAAG\nBP7FSbsp0z9Jk43wn4b7epH+ONl0wrDiQIIIcLIDGAYAKw1jpetcaEQxEIaPNuXunKE5/buy\n6RbDLAShMddLiDQFSD8YL/5Ce8scL5axBfP42PgvHz7WaVtbEq645E3bDuBp9aWBwSP1+ud7\nuztnmKJmjLFliYNdA/rAPvXay3p0GBMJ7OqGyUilFPWdjvbvEVtvlw+9m/rPqt1v6gP7wDSF\nEKQVRZFcd6u4batYux5m7kCAuSbwG59LBQAIQhACpAQiCAMCxAtPhTj1cQIgDaYFCGYQ/FJ5\n/Ha//plcxynDMoCIwCKd1LpZq2RTFs7vqBuPol7b/pWOVjlzbkubhgaKgAzAiCgk0kQEgAgG\nookoAOta50yjw7aeK5V+vr1lrhjL2IJ4sVT+5cPH1zpOqtGcXEzIda77cqn8hdPn/nB1r8sd\nQRhjNw0OdpejfbvDJ/5JNDeLpunlSKSERBLicb1/jz52hMoTmMqIzq7JDIcAQFoPDeijh8X2\nO4yH3gOxWMPnx55eCnwMQzAbFfi9sKPOsgBRBAFFIRCdbxeLoBVICUYMDAPCcPL67YH354X+\n30s3HzDtLhUZRBCGmEhMdrDQAAO+3xuL/Upn220zN3g9UfeO1GqbE/HdlRoChETiQiU7gjrB\n5Exes2mudR0T8btjxfEoyhn8FmLXm6f1n/cP9sSshqluEgKsdGJPFopfGxr5xfabtP0dY+wm\nxP+QnUaOjegnviXyLRBrvIEMUQABDfSjaWMyeenMHKLARBLa2vSeXdFT3wXVuKoIpjPyvod0\nabzho3Tp1AIR5pqwowvTGYy76LqQyUDMAdOCyTg1ea4BAAA2Bd7/NT78vnplr2mfNMwRIYrx\n5GgUnfaC3eXqnanUf17Z8+5sZpbXXoyUKdBATBmSLm7Xw6kXhxASaQA8X+sYEQrnK6owdj09\nNV56vjSRb/hPo0sgQLdtfqdQrOsGvY8ZY2xZ4umWaewDeyGRgFk25ZSKNFGEWIxKBUin0L58\nWg6FhHyL3rdbtbTKO+9p+BzGnffQ8CD1n8VM7vJPN02qVUFIUiHGYpRrQsOA+NSuOAQgu0RD\ngyAQUBARXvK7rSsK/tv40E+Ux18K1elVa8rZbFyK7ph9VzJ5dyoxywrspJhAT9Epz9dEWcMM\nSYdEioAABKBEYQmUiKUoOlKvb3AcIHJmPgXC2MJ5ZaLcNHXCZw4pw3h1oryzXL2Xi2kzxm4O\nHOwuoomSdXAfdnbPeIFWVJ4g08LJbXDVKlwR7AAAEDHbpA8dEBs3Y7zRSQXXNR55n/rh9+n0\nSchkp63JOg4WRjVpEXOxOQ9XLHRiKg1a0cgwCIm2jYYN5TJFAWgCRNC0xa9vu/s+ed89eJV1\n5vKWOaEiU6CDEgBMFOaVvzkJXCFHgsjB4J50Ks/tYtli6PP8uJzvakNcyjOex8GOMXaT4GB3\nEQ2cI9OEmUoHA0CtDvU6Tm6eExJ8b8YrbZsG+unUCdy4ueHj2NRsPPqYeu3l6NkfomWhaYFh\nEGnwA0KBMRda265MdVOfm8mBadPgAHqePnUMUIAQQARagzRACrQsDAJwru6be7TuSRSCLj99\neyVH4GAYfMzNWXMeAWZsAVS0nvPs9gUGYIWXYhljNw0OdpeoVmH2tUXfvxj7EEnNXLUEAGIx\nGhqEGYIdAOhzZ6FeF51d+vQpogqmMpjNittuwe4V6uUdVCnPFOyACGo1TCYhDDEWmzpvISXY\nMXQcUEq9/AIN9MtHfgybGrWjncFLpXKLYQyEgQUz9KY4TyAWw2gl17FjiyQl5fBUuce5RUCp\nWf61xhhjywsHu4sIcfbJKtSKLpknmGPGQBpUrzW+UaWsnn5S7d2FyRTGYmLFSgLCMIJKRb20\nQ3ie2H6H3vk6FcYwlb68MF6kqDBKRCgEdnZBvU71GoQhRCFEIfkeuC7mW/W5s/TD75kf+hi4\n7jxf/mnPa4/ZgDgcBkmBSd+PB76hlCRSKDzTqFixmmkRUDVSTZZh82wdWyS9MXtXuZKZx4ls\nAqioaCV3oWCM3TQ42F2EbhxmbWyvES8uVBLBHJvYqOH8H02U1Hf+WfefFe1dF6bGEABsCbaN\nyZQ+uA8rZXH/Q7T7Tb1vDzgxNG0SArQizwPfw7YOKIxiKqUHB6BcAmkACkAAIiANYyOQymA2\nR6dPqVdflA+9e54vv6yUibDGtROjlbEo6qhOIKDGqe4XSb/epkuD8eRJN9FmW640JmY49svY\nQntnOvmXg0MdYM+5z64YRfemU1tnKMrNGGPLDwe7i7CzC6MIlJpxc5shL9aZU6pBpbogoGoF\nvDpFCkJfE6nn4uKWNRcOZJCK1A+/r/vPYjbXuEeFENiU131n0HGNDz1Gt9+pz56h8XEMA3Rc\nyDWJbC74269gNqtHhiEIwHamkqZWoDRoDQRUHKfKBCbT0XPPiK23YyY7n5eflPKsDt579tTH\nd738P3o3fK21Mx1FCa1M0gQQoihLWUXxs4Nngu6eF6Xg5S22WB7KpN+TyeyqVDtmbVisifp8\n/9Od7bwZlDF28+BgdxEmkv6mLc6Zk5htanyB7YDWBABEoNS0E69END5GY6MgJEgJQoDSFCn1\nxqvRc0/Ld9xtPPAwOK4+dEAdOiDa2mfvPIa5nNq7S6zdINZtkF09lz6kdr2BpkHFcYiiqeO0\nRBAEEIWACICAAAgQRlQYQ8OInnvafPRjczc6A1gRi0Unjv3C6y+cS2Z/sjB0Z628M5E6HnNL\nQgqEjIrW1mrvqBY3j4+dHh99dcO2FTNUYL7JUbVC5/qoVAIVoR3D5hbo6LjaE8psdibiZ7ra\nP3+qbzAIm8zGX1tNdKzufay56bF84x9nxhhblvj3zTTBxs1utULVKjY8GeDEIJEkr45KYXMz\nWOdnC7SmkWEqT4Adm4pQkcJ4AjMZQMRUWu3dBaWS/MCH6cghTKbmjFmIApNpfeSgWLfh8sfG\nRikM4ULjCtLgB6DV1MHYyYZjiCAQiEgpeuPVKJ0xHnxkztd+j+usPX5oJJ7yTBMAbvFqt3gN\n9giOOvFbRgd+dSR/e/LuOZ/zpkKVsn79FX36JA0OgGkAClAKfF+sWo23bZEbbzvfPoRdA5sT\n8c90tf/xucFj9XqHZV12SLYcqTO+/6Gm3Od6u3m6jjF2U7lhgh0RKaXK5fKC3iVIpPxNW80n\nvkmZXMNjBxhPiFJRJxI6mb6wIQ8LY1gu0WTOIwIiDAPd3EwXdqFlcnTqhP/P35DHjlBrx+w7\n+aae07JoeMgbHaXp1ZLl4ICs1SgWm7pR4E+1uND64nEOIoDJcsZElhW98KPAstWmLTPdKyLa\nU/d2nTzZn8j8U3N7jtQKr7axWkmqxuM8a7kPjAxSYax89ZN2njdzjZgb2vCgseM5GDwHqQxM\nP4ysxkbw21/3Tx7X9zxI1mxLh2+fUqparYqbozXqdik+19r05ZHCP4yNpwzDQRQIIUFZqc2u\n8xutzZ/IZcx6/Rr+lUFEnuchJ8UFc1O9ga8/fgMvtMk3sFzgfUpaT3Zxn9ENE+wQUUqZTC5s\nldFKpeJs3ioyGfXic9R/DhJJcGI4OdEShlCrUrmMt20RJ45jGIAbBwDyPCqNgx2b+mlRCsIA\nW9tEMjXtqfMt4sRxIi1n3RV0kZR07mwMCKe/5CAKSCBO/sU3uSNw8vt75c8qAQEJP8DOTnns\nsLNpM142JAAAeLVc+dLA0HcK45l6YLa0BSACgGrOXOdV7ymNv7c0akx7A1FN61zcWVEqmKWC\nyK+b12u58MlEALDQ38Trj8YL0csvUGkcW9oaPJxIghsXB/ZJy5bveT8s5C+tSqUSj8eNm6aB\n79Zk8v9pbv6VWv21ifJAENaUyhjGOte5O53MLsAXYbm+gZeOm+0NfJ3xG3ihTb6Bzbm6Hb5N\nWuvZ0zn//DQgVq0WbR1q7y46dUIdOUiIQCRWrMSeFcatt2H3Cn30sHr1RTrXB/EkVMogDSAC\nrUApsGPYnMfEFT85iBR3aWxsvoO4EBMv+zDgxZwVhkA0ta+uwTMAElLg9yu1v+6X9u4316zN\nG8a2ZCJ9vnX6P46M/dujJzstc2s8DuUSKBUIqisdhUHJML7c3nXKcX5+6JyrFQBooJrSTaax\n1nHQ96hYnO9rWe7U88/QyNCVDeIuEgKbW9Qbr0JXt5y5tCF7CxBgveusd7mqImOMAXCwm5Hr\nyrvugbvukZUy1GpgmpBIoDk12SbWrBPdK9SBvXT6pN6/B6IQTBMNGx0HkqmZeldIN6GGBikI\ncD7rcVoTaYjHL/+446AmIpo6AztTqgMggH3J1P/sWv219i4X0K4HdOK0R3prPH53OvnJ1vzB\nmvdrR0+sd92EFACgtQZEC1FKUdc6iqIupZ9NZYXWPztwRhNFRKvdWI9tG4gkEML5Vohd3vTp\nk3rvbujomOM6KSCT1XvelOs3ztbdhDHGGHsbONjNARNJuHL6DQBiMbn9HbR2vdq3W6xaA1LO\neSSCbBtME2s1mE+w8+py/cZ+w3pueHRftVYIQ4nYYpofd+KrXFcEIZACoJluSoh/39b9W+u3\ntvrBlkrJFBJiMeG2AEBV6b8ZHHllolKO1MpYLHG+5yZKGUbRsDSLUtYAx4VM6cgg+Oem1u2h\n//FaKWsYsQvLiJGCGM+RAADQyePgujiPgxHouvrEMRrox64Z+xEzxhhjbwcHu7cnDAFxxt5f\nVzJMXSuLTGaOy4h0ufzs2k3/79ETB2r1tJSWEATkayrUo39HkDKNWC2YpfnF11u7fnvd1vWV\ncpw0IICeLHGnAYUjxWontq9aH/T92y/ZbFEw7VMgitK0SBtIaVCE6CMGQvyP1q7ucfMjtYmL\nAwx80ZSf76te1vTYKNrzPUSCdozGRjjYMcYYWyAc7N46RbRfw4k1G0sAacSuKNgU+nKWsypE\nICW2tlOl3GAT3qXPPF44bjvfKRRXKconU0NO6kIrs2pXt7H/9eOWeytVEKBhtjvmxj+7Ydu6\nSjmuQpBGiFgWIpImhsoWOiWlQIxIA9Jxr7Y5EZeAw2G4C6ULKkkKACYPZKTCYF1lIhOGZRR/\nZVklN/WztQkAoFpNrFiFHZ1v8Qu3zHj1q1haFZK8+kKOhjHG2E2Ng91bERI9MVb4xsjYM8WS\n29xhRGEkjRrA/V7to/Xyo7UJq2G8iwKxYqW494Ho7/4aUOCV++eIqFKmQkH5XtK0f60yITRZ\nOnqzc8VLPat2t3cT4lAy/eS62x48fjBCgUAmTWYwAkSgyZVZ+lp7b7MfJFRUNaxzjjMhjQlp\nCCGgWlNEWdPIGUZNKUfIQqiG/DBpyDOeHzekqQQoBQJX1KofGzizcWL81nIpEIIA4krtTmWP\nWMZaJwalcXnfg1cxT7msoWnRhX4kcyHSYCzsgSnGGGM3M/7dfNVKkfqvp/v+fnisy7a2JRKo\nIpoogm0TYp9h/la27SXb+a3SSPMVB1qpXJa3rJOr1uDP/KJ+4Vk1eE6kMhf32ymlhwawXI4s\ne3c6px1n8liEIOoeL2w+1/ej1eu/vXGbZxg/WHtrb3G0pVotW1YqjMRUiJy8HMumtSedawn9\nQTu2L5m2tI6RTkUR2PbkxFJIdMrz61pnDGkLLETReBjVlI4JAZYFvv/wUP8nBk6vrFdGLPtg\nMg0AEWCSVHMUuJVSqCJz422Cj3aeh6k0DfZDw4rWV14cBJieayGeMcYYe6s42F0dX+vPn+r7\nl7HCpoQ7tfyWTEGlQoGPhpEllQ7q348lAsDfHx9y6eJEDvkeNrfIbXcAgOhdhc153Pk6nT6p\n+k7h5EJepQII0Nx81LQ9Avv8GqtGLMWcsmXfd/KoofXXtt45YTtfu+3OW0ZHUvWaj+hMPz9x\nLJ7amcy0Bd7+ZDqulEk0tbB6foJNAiakCEhXlY4boqxURempxq8oHiyN/f7Bnaed+FnbvXSZ\nFwk04qF4Mh76Wc/Tg/2ikzeKAQBgdw/t3jmfhiIQhtjRKab3iGOMMcauIS7wfXW+OjTyT6Oj\n/z97dx4k93Xdh/577v1tvc++AYPBQuwgCQIEd0qirY0UqdWSLNmSbNN0rErlOalEtus9uZ6r\nXmJbsWOnnJQqfs6TLVuSY8m0YlthLDpaqIikJFIkQRIkQewYAIPZe+/+Lfee90fPDGYGg4UU\n1pnz+Qvd80P37V9fYg7vveecjangzKEqpaizE0ncqjmngGgns1MAACAASURBVPVJ9Hg698Vs\n+9wlHDYxMaF33Yb2mVJnlM3pt9ynP/YJ9xd+xfngz6otOzhIqbUbwvbOsTjpiONCs5ELm0ES\nt663So3kCncfPXDX0YMATra1P7F+c83zHWthzExihLWwtui4RHgpV0jPj+paHa7OIJdUAm4k\nppgkGtwKSfoa9Y8fO3g8myt7PjDboIzBgLYWpFylJ9s6UCmb730bkZQ7AQB1w2ZaM8SNJdqv\nLcCM4rTasBHSY1cIIcRlI4HdGzCVJP9zcnrID9SitZkgRasG4TiIIjArYCiJvhWkT2sXxqA4\nzeNj+qEPqB2Lty/JcdXAatXXz8Vp1d3DccTjo9uLU+unxgaLk2unJzaNn143Nd5Rrylmo9R4\nJnvb8JF0FAH4/tobCPxce5dpawMBSsNz4fuB45Qdx7PstlrHggA6+1yXSwRGxGCGmp0G7zt5\n5IZqueT6UApaQ2kosop8gvYDBIF2dMiMbI6PHbP7XrxcN/r64vt69+08PXX+SJfLJawZ0rtu\nu2LjEkIIsQJJYPcGPF2qvFCt5ZwlUiApnVG9/VRoAxGazXSzuc/xnmo07akTtHGL+8g/1zfd\ncq6XNUcP8+lTaNT5+FFdrWmg4fpN12u4Xt3zPJOsKk8PFqc8k9Rdf8Pk2IapMQAnC+2P3nTr\nqkbNdPfS6iHKZmEMrMlGjVBpzxoAUAQCXBd68Z67r8glAljP9ifzrNlZnBz3586KEYhAyoIC\nx4HWrW4YFgARcjlz6PVLcE+XBbVpi/OuB+34KNdrOCtvhq3hqUnq7nHue+eSDYiFEEKIS0XO\n2L0B++uN3HkKW7gudXWTMRw2kSR5xoHdd/ibNmCpDq3z8dhpMNuxUXg+iEySzPtWyCjd0Dob\nh6tLxeFCR93xBovTL/WtBvDYhm35ZuMjxw5RRyf6V1EYchQmbqAYVmswgy20c3Y95IhtzMyt\nKI1tw4A0NtSquyfHXmrrnH9lwhwo5c1u49rWUh9AQWBf3ceNOqUkUgEAfevt1NZmn/lhePRw\nMwhi7ZBSPnMqjtGo6Zt367fcR/nC1R6mEEKIZU4CuzdgOom9Cx6Q15rSGQB+FBfb8heM6gDw\nxDiXiggCKKUBhxTACwrUMULtpOKwt1aqOV4mCltPl9g+sevOj23bxi/v5ZGTFKTguKV0Jsu2\nopQHwPHguvNfyoBrxkbWEoHAACzDwlYSdsJGPK8/PQOG2Vcqo888GVueCW2VAgj1OiSwm/Vs\n76qv7bxj1MvuKk31Neu+sVOuS/2D3Tdsvm/H9qxUhxFCCHH5yS+bN8AndbH1ygBL8C8YBQIA\neGwU2oFSAAhwCJGFOuuvho7TUauaTI7YpqOo7nljUfyLfT1O/0betIUPH7SnTlC16mkvpSil\nnSlCeuEObMy2bqwBO0QAEkZG69Bal9A0XAeBOWFWBMtwiQKtU/NCPQtOmDvc2dckSCm7FgP8\nl5Mjv3PsRL/ndW/c/O3ZBU4GysacaIb3HTz62bWDawP/6o5TCCHEsie/mN+APt9rXHQp2rox\n/f6Fe8JycZrHR1mdWVULlGraRAGLuko41hK4u1bZc+LYuqnJOqmR7t739XUAoEyWbtypbtwJ\nYFWjGT3/0rZMan+tWUyStNKt8NKCW1GdAjHDoLXHipzr9Pvevlq9kgpcZmLrKu1p5RKphQOo\nG3tDKpgJ9eJYDa7F2TWWV6TPnxj5g+FT2zPpQC04tEpAQet8JvVMpfrZI8f+w4Z1vZ5UJxZC\nCHEZSfLEG7AnlysmiT1P07BZlrmYmFtz2aV/zJbrNTTqYOax0/ACMmfiRYcoo3XCmKlUAii2\nqThKR5G2cNiG2oU1XqP2npNHUn/5/yX/9D85bM799RtSwU+3t4WWt2dTfb5XtknDmpi5ltgY\nDJABJ2zTWmWUSiwXHGfAc4d8fzjIfrt3oDOJGfAXR3Vcs6bbc4fm1pwaddXXT9JEAfjfpfLn\njp/YnPYXRXVzCDQU+M9Xav9h+OSFp44QQgjxE5AVuzfgxmz6g92dT5XKq/wL7KmNxvH9HW2L\nAztme/B1PnTAjo7Y40cBqLXrmUBaIZ3lqDm3s5lSihl1axTggIMk1tYapRRzQmrS1Q3LO9oK\nec+DMfz8s6Zace5/b6tAmgLe3dH2W0eOb8+ktqZT/Z43mcTTcVJMrAsoBZe0p0kTWSACel2X\nQDekA0X0P7pX/d7Y6SnHi5VyZ/eRY7YNa/s9b2MqNbv6Z22lordsu7S393rEwJdOjw94XqAu\n0C52KPC/PDr+4Z6uPecK94UQQoifmKzYvQEKeKS/dySKS2e1C5uvYszJMH5koM+Zd8aOy6X4\n7x+Nv/Zl8/qriCJatVqtGkSjjhMnuFxiMCcR5u3zprXKO45D5MWxsmxIgZmYa47T5nq353P9\nrVxXrdHTwwf2J098a+aNJifed+LoffXK8bFxHh8rVMsbiAY8L6V1m+vmtZNSShMxc92YtYGX\ndzQADdqYCkY33PBE/+rBRq2SJCWTTCXxRBw3rc1pHShVtzOfmifG9W13qKF1l/oGX38O1Bv/\nMDndcxEbrA5Rl+t+r1i+AqMSQgixYsmK3RtzUzbzp5s3PLL/8JrA63GX+HU+HsfHmuF/3rR+\n/sIMl4rmsb/nkZPUP0A0kyQBAJ6PfJ4rJTQbyg04DOF5mK2o4hF5bJmtJaXBCmxcNx+kujKL\nElGJu7rsMz9Qa9fz8LHkB993g+A3s4Xf6h96yU+tqZS1GU1lchk/BTVz5s8yatb2eu76YEGH\n0zbP/+6uO3LPfH/79OTxVFor7WhygIT5RBgdbjSHHGddo+Jt3ua89e2X6pZev5rW/tN0yVGo\nWhsQeefYip2Td/Sr9Qs1qBBCCCF+AhLYvWHv6ex4dIf7+ZOnnyyVOx0n5zgOIWGuGjsZxXe0\n5X5v/dBb2+ZVLEuS5H/9I58+RR2dZ78aBSkK0mBr45jSaYLiZh2OA0UAwSQE0szQCq7nGNOq\npbL4RZRGKmUe+zs2hvoHSDtrgX9fnviDQvffZnLdJkk3m4NRPJHLVRwvZo6sXZ8K1qX8s7cP\nX1b6W5tu/o2jr/3MqWNlP6i7fqIcEHsmSUdhptT4+tabbn3bOzdfaDN6eTvWDP9qbPzZcvVb\nxVLNmPEoZsaA7/V5btdS4X6LRzQVJ7woKUYIIYS4dCSwezPuzOd2ZjPfnCo+XSofaYZNa32l\nduf8O/K5d3e0zy/8BsC+8hIf2E99fed8Oc9DuUSug0YDfQOUy6JR5zhGow5r4TjQDrQDtvB8\nlc0scQDfJFyvcZzQ2rU0e9ir3yR/MDXy3lr5e0H6GcerJ5FfKY0V2v1Uqtt1l6y0PB4nr9Ya\nXpD6zzfuGd6wefvoyaHpKS9JAJSC4OjqtXsHBp9OZbeNjP5RJn2eCGZ5+9uJyb8cGTvQbPa4\n7vrAf73RzChtwdNJMhJFq33/hlTgLlXpxjK8xd3ohBBCiEtJArs3KaXU+7s63t/VASBmXvIX\nOQAw2/2vIp9fYpkmCrlU4rBJjQabBEkCAGOj6Oul3n4CuF7nUyfgt3rGM6KYOgvsLlFChaen\nOGySsSiVWCloTUEAxyXgrWHtrWFtIo6frocbG7X9fav+ctcdvNRoE+bhMEwpFYMzWu/v7tvf\n3QfAM4aBeDYQXAX8qFz9y9Pj/2pw4E3duevbV0bHf/3QsRvSwfogANC0bG2r2y75RJ5WI2GU\nMG9LzyaazNNk23dWFxAhhBDiEpLkiUvgnFEdwOWS2f8KpVILn2WUivboEa6UYC0HAYIUHM0K\nHMf21EkeH2VriWajQWaEIeUL1Na+4FVqVR4ftceO8Pg4mQTW8sQYj4/x6RF7+BCPnp4rg9Lm\nOP0KxSC458iBoeLUkkOdiJPpOHEUJXZeFWIg0jpeuLw3GPjfLZamW5HoSvJ8tfZvDh7dlA7y\nszek4Oi8o81sBRwCslqPR/HRZnj2X5+Kk11ZqfwnhBDiMpIVu8usUiGlQQsCaC4V7fgY+T7m\njttrDfIpipDEpH0ulylJuK0N1iKKYAx1dqOjHXMRZBTx1ARXKlCEOAEYTABgLBTgOPA8rlZQ\nnOZ8ntIZ7Tj9jn4tMTXf2zgxeipfWD810VMpp+ModJyJdPZQV08xMS5Rw9qhwM+cpyUukFbq\nxWrtuWLxvlqFR09zo05KUTZHqwapp/cy3MRrxZ+PjPX7XnbezXGJ2l1nOIwz84L7tFaHGs0+\nz51/GyvG7Mik39XRDiGEEOKykcDuzWLm0dP2xHGUS0gSpFLU3UODQ5RZWKXsrE4V3Kjz2OiC\nqK5FKfgBrKUgzcZwuUyeh1yOHJfybZifrBA2eXycoxCui2YDAFp9X6nVwpURhYgjMAOEYpGr\nVRD6/UA73hTolpNHbxwZ3jgx1nRcQ0oxByY+0tH1j+1df963VqVTa4Pg/B+dgPvHTq5+7cfx\nyEkKAmgHzJwkaDb0jTv1bXdR/zLcpT3caH51bPyWs6rQrfb9kjH1xPqzX6gCeYom4mQusIuZ\nDzeaD68fks4TQgghLisJ7BagOObpKVaK0hks2j+dh8dHzQ+eNHufo1QarktEbAzCJvWvUpu2\n6t23YS6xIJ2GtcC8VMjiNLsuLV0ag0FEvX2kFKLIjp3Wt95m9728IKozxk5MII7guAgbIAXm\nmR4VRADDWjCDGUqBFMAwCVJpMHfXKu3WxtXywY6uo22dmLfI5Efhzx98bVtx+h933lY6u0/t\nPNqa972y96f2v4y2djWw+sytA2CZjx6OXnrB+cBH9Pabzn+rrzsv1epZx3HO2nYPlNoQBAcb\nYd2aYHZp1iEqmwTwAdSMOdho/spA38d7u6/0oIUQQqwwEtgBmOkJYfe/mjlx3I6ejgCA9Y6b\n1MYttG3HosZZ9uDr9unv8+S4Glg9t+o289u+2TRPfMuOjjjvuL9Vl4Q6OtW6DbZaplYORBRx\npbL4yN2Zl7aUy8/UsfN9SqWRzlBvH1cqlJ6pXcelIpoNeB7iGMZCtQK71odgmr9AaC0UQApE\niGI4mqz1bEKO62hn3BqHSAEWMMwF1xtt67ilNNX98rN/sfuusr/0CIn5gdde+ukDrxzIt61P\npRf/WBEKbcoPkq9/lYKU2rDxYu799WIyjv1zhLxtjrMlrQ41G+NR7BG5pIipYexUnEzG8ZZ0\n6rfXrvlUf48caBVCCHG5SWAHrlXNt75pXtoLz9VhCEVoNsBsXtxrXnhODQ7p935I9fW3Lran\nTsT/7S9URxfaljos5XnU08sH9hulnPvfC625XEJ7B4aPoqsHjsNhk5Q6Z8PQJEHHvMP1qRSK\nRX3HPclffwlESKVgLddrM53HjJlZcmMQmEF01uuStUwMgJNIJQRmBpzEbCtOruntr2gnYXaI\nAkUFxznWDE/YzA0T4+/av+9rN9265AA3TYw++MqLx9s7msxZfY5AJQiovdP84Ptq1SAutKt7\nHVFEOHer16xWN6bT424ylSQ1YyJmh2hLOnVrvvs9He2DwYou+yeEEOKKWemBHdeqyTf+Ox87\nQkpxsai0guOi1Y+BGWBz5BD/+Z/oD35Ub9rKJjFPPqEKbUiftVg1hwidnfalvXEUURybA69B\nKdTrXCpRocCMxUfr5iQJ0mnK5s484zgoFlEp07r1dvgYjY7AcVCvIUiBGSYBaVhDYIulgw5u\nfQoGUSu5glq7vWg2syeO5fpXUS4/d3GH4xzm5lgm+47X9z01tOFkYYnI9a5jB4vpdIOoVZn5\nnPcgk+GTw3bfi2r3bee8UdebLtdtnnVicj5FlHN0zJaAkkl6PHdbNr09k5ZzdUIIIa6Ylb47\nZL79T/bYEUQxN+oIAtbOmZNnRHAcSqdtpWIe/Ws+PcKHDtiDB5DLnfclQc2Qk5hf+LGdmqLV\ng2rVIK1aTURcr6FcQhLPbZ6ekSTkuqqz60zYxxalojl5PP72NzE1pTI59n0Om0gM6jU0GtQ6\ntkfESs+0qVg0DMaZIhzAzJu2dmYVQWk+PcKVM61L211nwPeqoLrnbx4fPftztTXqdx05WPKD\nhrUDnneBqZPJ2WNHzn/J9WVnNl0zJj77uwMAxMwHG83vF8sH6s3xOK4ktpSYL46M/dwrr3/6\n9cM/KFeu8GiFEEKsTCs6sLMHXzcvPkeJ4aiJc/dRID/gStl8/at85LBKpy/QEapRtyeOwRq2\nFoSZzrDpDFYPwvOhFBmLMDwT21mLMITnUVfPbC1iwFoeHeVSkYhUVw9yOeRyqn8VurrZc9nz\nicBErAkAiGipQnpMZ8d6wMwpMQIzPI9HTiGK5n6+PhVktSppp79SOvsFe6rl2HFKjNW+f8FV\nKPJ9Lpc4ic9/2XVkte9/sq9nJJwtUGcSrlZ4apLHxxoT469MF483mnlHZ7R2iAparQ+CocC/\nOZt5qVb/4Mv7/2Z88qoOXwghxIqwsgO7A/vhelyrnDOqsxZxjDgCkT1+zLz0PM5b4A1JwpOT\ncD1ohxVRfCZmonSG+gbQ1sYEJAaNBsIQzQZphzq7VN/A/ONoPDnO1QopvagzLDkugch1bRAQ\nQEkyWyGPoDCbHNt6iaUWlpSaiUoJAEMpOA6XinM/Tym1KZ1yHSdu1Bt2wSswYOuNBmPA925I\nBRfui6W0HT6GZvOCF15HfrG/dyxOSlHE01P21Ck+PcLF6aRWPRAn00mSiZoqDJlt3dhuz0tp\nBYCAPs/dnAr+j9cPP1FcIlwWQgghLqEVfMYuSXjsNCUxO0tFdcyIIiQxQK3NWbYGk+OsFHV0\nUVvHXIRXVapKKsM2Zy2Xixw22XXIWgLYmPkBEDkOdfeyZa6WYQx1dFA6C9/HwvU2rtW4OA3P\nZ62RyS54Bc9na8EgUlZrSmLouUIqSsEyeLayyry/d+aZs+KxVj6HtXNbwDmt1wVeNZ9LK3qp\nVvcVgSlm22B7azad9t0gl2uyzZ73tBkAZqMGh8hbVkkDW9KpPxla/c/2H1xbrXQotMrQjGh3\n3HGzbImUNbYWxf2es2ZhtkTO0UOp4E9HRvfkc+lzHbIUQgghfmIrN7DjRt0eO4Jmc4nMTWsQ\nRbAWav76HJGF9VwUixyGk70Df9/W+QMvNaGdZ/3UrWFjR6X4QDJ2szVBPWqlLPD4GKpVKhQ4\nl6PZCmfU3s7lIrQDY5ZOGq2UoR3EERV6aFGCgutSvsCNOhwHWiEBWebZGhwzWRLEYMJMimxr\nfY4XJ1fM5XAQcaOOKJzJF2m9SRzfuHr1+7s7LfC9YhkAEXpc56/9zP/Ytud4Jntr2Oi05vaw\n8b56uccs3ViMwgideSyv1qicxPc/9/Sfj5z+LwNrX/aCHmsyzGPaCQALiogiTWuj5rrQKN9f\n9OV2u85TpfLjU8VWf2EhhBDicli5gV2rii8TLz6g1uriZXlRHzAATIBleN5j2ba/bOt9OVfo\nsibLfEez/sCJIw8NH5n0vMNBpiMOe6OQ2MJarlVsvUrlLHX3ztQZ9nzqX8WnTnKtTl28aLkO\nScLlEhSpfBva2gDUSb3i+RNKW6Db2q3tHelKCVoTKYCYbSuaA82sLBIUwzJAoFYW7EzCBJsF\nn312xZFIcZLQvB8dAP4gaPvu0eE+170zn5uK4xNRdCqMiSjJFXrjqKrUtHJ+4KX+Kcj8XK34\nvvoSmQG2UXPW7H6z3801il/aa/e9dF9v301Tp/82k3vKz/zPVLaktANut7bdJr1xUrAWScLT\nk9Q3sOjL7XTdH5YrEtgJIYS4fFZuYEeptBpYZY8eXvyDOIa1Z0d1AJgUWfNXPQP/19ot6xq1\nTfUqPM+z9ucOv3brxOjxVDohlRCN+EFYrw41661VMbJMtRqb09TX20qPoGwOqwZwcoTHTiNf\nIM+H1syWophLRVhLnb3c0T6q3b/KtD0VpH/sBT4zgJBoV6Hrtlz7xw69ugqt6iVEPNd2gsBs\niakV1WF2E1bRzBKdnS1orBX0zFfPAM37sPuj+Le333oY2JFJEzAchq/VG2mlWg1SWesp4yRK\nbY2jjUkyqZ1f6xyY1mO/UJlecKfCUHX3qm03XpJv6hrBSWz2vYi2NhB12uSRyvQvV6a/mOv4\nnULX+jj0mc/cRMfhahX12qL+chmth+dyL4QQQojLYAUf93Fd6u5tHUs7w1ok8VJRHbOjieiH\nvav+z7VbNzVqbca0+rE+cPLononRU34qUQqAw5w15mA6O+HN7sQpsoBt1nl8gu3Mshmlsjbw\n1T1vpa5ue+qEHT7GJ4aRyagNG5HLUWfnj4LMv+ro/0K2raTo5qi5JQ63xOHNUbOi6MvdA//m\nxtu/m2sHKRDgOLCWrSWi1qrimXRYIig9U77OcaEVmMEWjjtbAwXKMrkzQV41jn63vfdIrrA6\nCAiYjJPXao2s0u7cPrLWaUVlUgcdF0Demi1R+H8Xer4XnCnsx0liJ8f1jTup0HapvqtrAZ88\nYY8fpXl71gQotilrU/OjuhatUa8ves4Bqok5d5FjIYQQ4ie1clfsAKgt2+yPf8TWnNmXnGvn\nsIhl5eg4m/ni4IZVzXrGJK1chMFK6aHhI8dSGasUZtJSSTOnrD0RpNprsZ5ZTSNYy/UKldJo\n7wCAONZr1zt3vgVEaDa4XofnUTrD46PmtX3PecGHu9cMmeiGJFo0kLTl9TY6HaR+4eY7vrTv\nR/eMnIAFXJesYTuzwWqtJSbouWwJBjMcB4ZgQmgHs0f3yFrOpMn1AEal8qif/UHf4PZsFoAF\nhsMwUEovuCEE30+F4Wnt9Jik25oU28Ek/ots+x1hw7OWGw0uTjn3/pS6ZeneFdcvnp46Oxck\nz3bpM4ZKcRwvmkkJI+84F04oFkIIId6slR3YbdpKa9bykYOYa3vKc0mm8zBDKWZ+qbPnm/m2\nm+tVWNs62LZraqzkuvFccTigFdt5zFOOW3S8zrmKJ6SIwfUatbcDxM2GXrdhJoMhlabZAVB7\nZ21o3R/mOgZN3GXM4pHM6rCGCZ9ft3VrFHZpBddDFHEcwVoYi7CJOIalmSU9a6EdxDGlUujo\nQDPkShlaQymOI2QyXCpxo04bNz+xbsuAmpkSxTgZj+KC655VOYXI94M4ngC6owhKdZH5dpB+\nJjZ3TYzSmiHnbW9X23a82e/kGhaGOKuL2lAc1ZRmmt0Qn0MEu/jrq5hkfapwWccohBBihVvR\ngR2Ucj7wkeS/ft5WyrM5jGdtlDEzWzgepVLPtXcVjCXtIJVCFCNJ1lUr1ZnVvnl9HogAuMwl\nx5kX2IGtoWodUQTH5WqFNm5eYki+/997B5+1aqu5QGnfTmNe9lOP3nTbP/vR9xh1hE1oDa1B\nRL7PYDIGbMGA61E2h3SaMtmZY3/5AjfqXK1Qvp3WrqOOTjW49uiqwf+195XduZkd5LIxbutA\n3hLIdd26k7fZrA5DMqZNqb3rN73lnrfQuvXkL5/+sPOR78MsLvJyYxy+Jawd1147L1y5Y6YF\nKdVgYCI2d+Yv0LZECCGE+Ems7MAOoK5u/eGP8df+issleN7McTSAwWS5FdYQAGvImPE4CVq5\npUoj0H6jngLHrZxTYCYv1drZTFSOFp/VI4alOLGVsr7lVrV2/dnjYeD7Xb29w8eh1Dm7yrYY\n06udJzu7f7l/QA8fBxGU4rncWC9A2ICxUES5PPX0LFiJDFJoNNSmLc67HqSOztZzE5WqNy+N\nIrRWn3vXUAHTxsZteaegAKSieKKjTa1bc74BX+/a2hFF4AWJzA7zB2rlz3T05mOj5wfBzIuq\nXo9E8Ts6Cve15SGEEEJcNis4eWKW2rDJ/YVHaHCIjIUxsJatgbFgBsESFYNgJJU5Saoahkmc\nxMnM2ozDuKFaZqKZIEzRmRRUMDH4rF1dJuJySQ0O6bf+9JKH+cbj+LF6WGjrmIkhzsVaxFE+\nm3uiVBk2htauo65ueD6aTWo00WxAEbV1oL0dRDw9ZcfHOEnYGA6bKBXtyAm1abPzwPvmojoA\nduHbMZZYvpyH5v+cwMl5Rrss0KrVanCIo8VprQ82Kh+ulQ853oLVPJMgdSbNYipOhnzvX6zq\n96Q6sRBCiMtppa/YtVDfgPfwp+2Lz9efftI9cayVXMrAaCoz4gdT2nXACqgrXVPaNBtlUFpr\nItrf1ZupVc38g3lE0BrWGpC76JQVszJGrV2vH3jfokIYc6biRBPc9nYG88QYHBfOWd9RHMMk\n1DuAKHSTeJJp7dQktINCgbq6iZmUah2hIwCFdp6a4GqVrSXtwPWwetC9aZc6ayO403Xiub4V\ngKfInjuys+A2x/FmY9OIuePscS4v5Hq0ZSu+/Th6++Yvf7rMv1maMKCvZ/Jr4ijPFkmCdKb1\nFSeWT0bhxnT6X6zquzmbOffLCyGEEJfAMv9l/AZ4nrr19lq+rf3R/8bVkvX8Q15wwvFSbAuz\npX03N6p/q51QO9koHAlSbenMCTfYmUw3XQLUvNgOUCpRKmfNmRP0zHAcGhh0fuZj52xN2wqn\nWvu/7R3wfJSKXKtA6ZnlPWZYQ7kCslnUazw1aXPtTqXEtTKY2VhKpZDLI5+f2VMtl7hc5kYd\nYFiG78DE/Nqrhhmuu2gveH0q9ba2/MkoKmgNIKd1cu41uJi53dHObGBXSpIdmfQ5r14u9M27\nefi4PXqIOrrmP1+w5t8WR2+Mm99I5Z7zUjlu+rk2G8V1Y8rG/nxv168M9N2QWp5HD4UQQlxT\nJLBbwHvlJShCOnOI9EnHzbJV81atttXK26ulcddTbHNxfNz1f5zLv+3UsaJ2GQZqNgsVSIjy\n1rY7GunMzI6qMaS02rnrPFEdgG7XvS2fa1gbKEWZDDJpaoYcNtHKkHUcCgI2BpOT3GwkRImi\n3lZdOoBcsDEYH6Owic5uOz2J6Wm4LoIAxhCY2tpn3ub0SPylLzj3v1fvvm3urTXw1rbCfxg+\nWUinALQ5Tpujm9a6S9VqDq3tmv0gJWN253J3FlZAWoDn6be/G48/Zg8fpPaO+V+lx/yJyvRD\np088Q+rQHW+Z7uzOaN3nuXty2U3p1HleUgghhLiE2zdC2AAAIABJREFUJLA7g2tVZ3QEHZ3j\nYTjcDHNJoojmH5NLJcnbJsf+85qNaWMzJg5M8vW+1W+ZHNs6PTnu+bAMsq0MhjqpTSb0Wgft\nW5Uv4lhtXK92LuiyxSY5fWL4ubGJ0TCKHd2ZSu8YHNyYCp4olftnuqwSgoDmdx0NQ0xOcJJA\n62ml3zs51jvv1BcpBc/nchn1OpIYvj+z1KeIE0NzB/+zOeX5yT/+AwUptf1Mf4iP9HR+Z7p4\npBn2eq5L1Od5r9brjlaLDgM2rO123R7XAZAwH2uEv9Lf27bct2JbKF9wHvyA+cH3k//9XRUE\n8H3WDtggTrhea99247tvv0sNrL7awxRCCLFCrYhfxheJT53UE2M8sPpUGKUcR4ERJ2j1X6XW\nNii/dXL0SDrzj939a+u1QhLvC9JfWLvx1+JwoFad9HyALdu6cgZMvGo2xwLWIozg++qn33Xm\naB3bgy/t/eKxk3/qZ9JsAssKiKYrlfHpXY465no9rrdUUirz1ARHEVzXJsmIF/zGybNaohHI\n0dyoIwjm5WfQTJniuWc8T3V0med+pIbWITszqnbH+cyaVQ+99CrAvZ43EHiVJDkZRRntzK3a\nNazNarUxnVJEMfOBRvPjvV0/29t9Kb6B60QQ6Le9Xd28i48etpPjVK+T66FQoNVr1OCaJZvR\nCSGEEFeGBHbzVCvsOFVjJqK44Gh4ARwDa9Cqe2INCEqpnz993Gf+m96B9jh2YV9N5/7b2s0f\nPH5gS3H6tB+UHa8/bPYkUYXhEbwkUUmiBof0g+9XQ+tm3iiKvvPdb/+nSv31TP4mE3nz8klt\nWB8NqZHCj23p1kJOJQZsoXQrhYJrda5WWyX3jnnBg+Mj75oaO/tzcGJACknS2qIFAOZWOsWC\n61IpOzpiXn5B33HP3HO7c9lv3LTt9w8ffXZqui8O1yWxUs4x1/MBpXRI6HTdjamUS3Q6ik6F\n8a+u6vvXgwMLKratDNTeQe0dEsQJIYS4pkhgN48xBKobq2m2GZfSaJWZtQaNBEqB4Fn78ZFj\nt5YmH+tedTSdPaXpW22d38vm3zF68sOnhu8qTvjWWgIAQ+pAJjeyaevud93fNdc4le0z3/32\nx+GvSztrz+pHpYj6gEyt9ONM/tmx8Z3lotMqfZzJUjqNOIbWBnTUdXc36795+FWHsKhsCjFz\nkkApGANrZsZvDKWXSMmkTNYeP6pvv/vMizDvPLT/P7304t8k9nvtnd/JFFzmnDU1Ik44Q3Ac\nfajRDK35UE/XR7q77m3LS48sIYQQ4hohgd08qTQliVspb6rVArYgMkQNx636QR2t3rAzFxKw\nqzzdm8SjhTYAPz92qtasr0liJ5M56DmrK6XnBtbs7+k/0t55sL3jSDPefWrs3/mpNYEPoLrv\n5f9Yqq7OOR28dJdRRFEujnbF5vlC+3Nt7f1x0sYmSGJMT4VERdcb94OfrZb+dXm8K/C5Xl9U\nD2U2qgRAsDxTqdAYpJfIWiXPR73OYXOmtz2zefIJ871vFzq6Hg6CXyyOHatOTypNQK8xytrh\nMCy3dbTdsnvt4JoB3/vJb7kQQgghLiEJ7GZwHJl9e1W13FYptTFbIgZZpfJo9FVKk35qwvNc\n0+ouwAnpbBIPZ3IayEbhmsnRrNYKxEDT9Yt+6lhb17c3bAGggRtSem+t/m+PnfiPG9elmf/h\nwMGnCx3bkmjpcYQhkgRK59luqFW2W7OZzYte0FQKSmVq1beMjfwU8V0aBKDQxuUSacXzznXR\n/D+1NnnjmHK5JVfsoJUdPoZmE0EKgH15b/LEt6ivH9oBoJjXxdG6eZcPuJpPn1A/bOieD0AC\nOyGEEOIaI4EdANjjR5Mv/zlPT4GIiC2gmS1YWwYjcnRns97ZrIOIAQY0MwPdjXqu2VhTq3Sy\nhVHxbLKDVSowC+K2ocDfd+rUt5vV+6PG9xuN7uAcfaXiGEmM2R6jPUlUVurh6nSPSSpKWVDu\nxDEOQ0piWrMOvo8gRV09PDEO31twZr8Vz7VO7iUJeT51dC3Z6IKNVYNDM8t1jbrd+7zq6GpF\ndedCuZwdOUk//pG+7x0Xc29XHGO4OI1GHa5L2TwyUpRYCCHElSOBHewrLydf+wrXq9CawWQB\nYKY9FEMBXpIwETMMUVNrBvnWhEq/ZezknvHRfBI5IIDLflD1/WIqqy3X3ZnVLMfaW08cveXU\n8Z3Dx+DoOtHxzTdnmzUQwXUXBFvMaJ2Nm+VZfjGTOdSo9JgkZy0AdlyEIbTDxWnq7QPQKk03\n06NCO63ayGj1ugW3jtZRVxe8pVfXKIrQ3g7fB2AO7Lenhqmn74J3jApt9vhRXatJ1DIfl0v2\nhefs8FF75BApzWxhrb55l9q2Q23YtGRgLYQQQlxaKz2ws6Mjyde/yo06tJ5NmICy1s5uaTKY\nQMRsQI61LpECLCGbxKHSOYp92LrjJ4p8YzLVSr7ZBDCeyQHoqFc/9PJzt5wcnkqlj3Z2TRu7\nVatn2jp3VktILKyB60HPZpQmCaxdkLhKcJmL6kzKKaVSXC7B87lcpI7OVmhI7R0UpGypiHIJ\nSoEIWpE10A51dFJb+5m3OAvXqnrnrlbMwcPHKXVx3SNcl0+fsiePq01b38jNXs7s/lfMD5/i\n8TFks2r1GrR2wo3hY0eSl/eqnbv1fe+42NsrhBBCvFkrPbAzf/eorZZoQWaEAoH4TEt3BhNB\nWbaKXJMk2nEsV7WTKEobw0xekhjXTZRKlPJM4hmbicNCs/lzz/9g7dTk8baO1qaoJnasubU0\nHTkOFGAZzcbsvifD2MWl5hgGlJ4/kmwWlTSiCKS42aC5zgeplEql0NnFUQhjOAwxOY6OTupc\n0PlqsTCknl61bbZAcbXCrnexy0qOy5XKRV677Jl9L5qvf426uhbdcNIauTyyWbPvJTQazoMf\naC2OCiGEEJfJiq7DZY8cskePkHIWbpMxCERzJU/QOlhHAECaSbOtaSdRlLHWt5YBxxp3ties\nY+1UOnPb8NGff+7p9ZMTY5nc/IarrqJ8EteVBhhsZ7ZfrQUzWmVNrIU1rUNyFmgqNWDOJM8S\nKWprRxyBMNNkbD7XpUyWcnlyHBpYRXECaxdfMydJ7OS4vnkXzdVhSRK6+O1CpRDHF3vxssbj\no8nXv4ru7lYCytmIlOrutocOJN//7pUdmhBCiBVnZQd2L70AWDCfWa2zDGthea5D7JmwjMBg\nJkRKK7b5OE4liWKr2RLYT2LHGj9JKkFwKl9YOz15+/FDY9nc/JCRwQiCW+uVKdeFteDZEnTM\nMzEkzXSIaMV2Rcf96VrlhvhMxzAAlM5Qbz+SBM0GeH7QCABsEp6coIHVzsc+pW6+hUdHOGye\n/cG5VrOjI85971A33XLm2XSazTkqsJz9CiahpeqnrEDm2R9SNkd+cN6rCJ2d9unv8+jIFRqW\nEEKIFWlFb8Xy+CiIwJiJq6zFvH1P8Ewvsbmwz7HWKhWYZOY4HgFMM9uszJkobLje6WzBkGKQ\nZ4xjbaTV7IuxYWRc78Fq6feVUyedhsHMi7deg2ZCTAJA1ppTQeHXSqNnr6FRvsDVCnV029Mn\nKZWB64IUrEGziWZT3XG3vuteSmfUux40PX38ysv21AkKAnZcWAuToF6n9Rucdz6gNm5e8LJd\nPTh6GEtWRVl84xhheDFpFstfpWye/eHFNIcl7XAqbQ++rnv7r8C4hBBCrEwrOrBDGDEpai3a\nWV4Q1WF+Rbi5Z0jNVPxlLAj5WlVRHG1tZ716Kt/mJ5EhSsdRNFs6JLQ84HuBUmsbjd86tO9z\n67dtqZXcmbokPBPSnVkmpKPpzANTpx+MaksM21pY67z/Z7hc4hPHuVJGFCGVUt29tHY9dffM\nXKaU3n0btu6wRw/z6AjXa1CKsjkaWK3WrMXc+bxZav0G88S3uFAgdYEOYVyr6Y1bqKf3/Jet\nBPbUSfK886SnzEepFI+cutxDEkIIsZKt6MCOfQ9sQQomWRzVneuvgIkISoNntmstmKEUOHQc\nBnXWa03HJYYl5ZqZ17Tg0NrVvock5tL0L4SNMT/1hVXr1jWqOZPM7sMSYAGKlDoWpO8oT//m\nwX1uRyeyucWDqJT1jTupu4d6enHDpguMOJ1W23Zg244LfjRaNah27zGvvEwdneepzcEmQamo\n3vWexZ1nV6ZG/fxl/xZwHK4tFakLIYQQl8iKDuyoq5sOvg5XLx3V8RKLdoTZ8r+kZqujwDAn\nRBYEokg7bc16a3+3tQBnwVVjN6ZTbY7DlTKU0kS/MXJ0qFn/+67+l3OF9jgMmBVRqJyy60w5\n/iMjx/756WNtScLNJi0K7MLQVsrurbdfjrpo+t77uFTk06eorWPpKxKDiTF191vUBQPKlWFu\nG18IIYS4FqzowE6vu8H++FnE5+juNfcLm2ce8dzu67yYjwANNkoZQIMTpTJR1HQcxWw0hWyb\nxm5IB0OBDwBJAkUAFPDxqbF3lqf/qdDxQjo3ls5E2um2ydbJ4r1jp7clTRBBKUoWZDNw2OTJ\nCfc971erBi/53QBA2ZzzzveYb33THj5IhTYEZxICmC1Vq1wuq3ve6tzzNhAVk+R/F8t7a/WJ\nOLbM3a57YyZ9b1uh011Bk4oyWSQXm3GCJKHO7OUcjhBCiJVuBf0OPpvauFmvWmUPHeSzF13m\n55vOpa5aEDET2BpSem7NjJhdxwuIYuaEOSaKQWk2o+Tktd6WTp+JddjODwm7TPyxyZGPTY+p\ngcFWwAdl2SGuhXAcgM7UK4kirlaos9t56INqx82X4WbMDqqjU7/3g/Ti8/a1V+zwMXJc1ooS\nw3Gktu7Q77lVrdvARF8dm3h0fPLH5Wqb6/hKARwyf3F0fGcm/b6ujo/3duuV0WiB+gc4jpEk\n5Fz4PyVu1lX/qiswKiGEECvWig7skEqjt98ePkiLtl3nP6IzSautvFUQEYOsZUUgBWvhuMrR\nGYAZMZjYakXkuLfks5lFBWlbh/Pm4ThW7fmZqA6AUtTTi0wW1TIXi8yGR07AWDW0Tm/crHbu\npvZzbJJeOuQHes+d+pY9PHKSy2VEIdJp6uymzi4QJcy/d+zE/3vq9LrA355dUPFklYeJOP7s\nkeH9jeZvDa32V8AhPMrmnD13mldeRHvn+a/kJOF6XW3afP7LhBBCiJ/EVQ7smPkrX/nKd77z\nHWvtPffc86lPfUpfXILhpULaoVbFk1YwRwQ7W9aOZ6K62bInczuyDIBpdjnN0XOdWInggQC4\n1qrde9wDr6OnZ0HI6PkLigYnifJTyBcWjyqTQSYDrdVNt6gt2ylIoaODnMV5rJeX49Dg0NnL\nbn9yavS/joxuz6Tdpdbk8o6zPaO/MjpecPRnBlfE6pTafZsdO83VKqWWLlAMAMyYnND33kdd\nPee8RgghhPiJXeU1la9+9auPPfbYww8//OlPf/qJJ5744he/eKVHEEdQGo4LAoHAzK0QbsEp\nOlqwNdv6IzMAIoLnL8hjsAZJrHbtcR54H23czGNjMGciOQoCpNMwBiAkCVyXOruW3sUzBs1Q\n3XSLWrOWenqvdFR3Dq/U6v/u2PCmVLBkVNfiEG1Mpf7j8KlnK9UrObarhbq69W138eQ418+R\n8Wotj4+pLdv0Xfde2aEJIYRYca5mYGeMeeyxxz75yU/eeeede/bsefjhhx9//PFmc4lOCZdR\nKsVgeB5mW4gREWhRLLewwcNcCgUpBsMmM89aizgCaXi+c8/byA+c+9+rbrrFnj6JcolaKRpK\nUSaLKESzQZ5P3T1YcpmHmaen1J7bVd/A5fnYb9Kj45PdrhNcaI/VV9TreY+OT16ZUV11avNW\n92OfonyBx0fRmO0Iwowk4XLJjpzUO3frdz9Irne1RyqEEGKZu5pbsSdOnJient69e3fr4a5d\nu+r1+uHDh7dt23blBrFqkCyDFFyP44hBBCYG04Id1AVaaRPGQGskMcKIk4QYSKcpmwOz2rp9\nphl8EDjveo/ass2+9gqPnbbHjoAIzNTdS9Uq+vrOVQKNS0W1eo1z99su04d+c5rW7q3Vu86q\nbLykLtd5tVYvJybvXNG99atFbdhI/QP2xRfs0UP2wH4ixcxqzZDeuIW27VBr1l6O8jRCCCHE\nIlczsJuamiKijo6ZbIBsNuv7/vT09JUcg9q0hdo7UK2w61IcMzOIZvuELYlmfkMTwXHguiBS\n3b2kNTyPGw2Vy+vb7zrzW5xIrV2v1q7nJEa1CmOQThMp851/Mi/8mAptWNRxNQq5WFTrNuif\neiey11ZpjLEofrJYujV/UaMKlHqmUj0VRXnn3CfPlhdKZ/Qdd+s77uZyiRt1clzK5rAoe0YI\nIYS4nK5mYFepVHzfV/P29VKpVLlcnnu4b9++0dHR1p+11kmSDA8PX/JhZAeH0i89b5VqbcDC\n8mzJuoW41RwCzLb1J7aWlaIwjCwzWTU1qaqVyi17okaI84yz3gCAbTf5qbR/6HV3+Cgcj7WG\nNYgT09Mb7bg53Lzd1huoX/oP+5M4GMVsbbNx0Xvlxh48dSrjL9h/tNYWi8VLP7hrUJTMfNdX\nkDFmZGTkCr/pimKtLZVKV3sUy5ZM4MtNJvBl1ZrAdJn3Z5jZGHOeC65mYJfJZMIwZOa5u9Bo\nNDKZM03ot2/fvn379tafoyj64Q9/ODh46Qvz8kMfSKancOI4lGLDpJiXbERBBN8DKUpiGNvK\niyUiBCmfDYoltf4Gdfdb0qvXXOwbDw3xvW/FyCk7OYFGHX5A+YJaveaaXeOhMKTTE34qdZEH\nMzk2m1atGkzNr3LM1Wo1lzurSZq4REZGRrq7u52LKKon3gRmrlQq+Xz+ag9k2ZIJfFnJBL7c\nRkZGurq63Is7sPSmWWsPHjx4nguu5n8/7e3tzFwsFtvb2wE0Go0wDFt/vpIol3fe96Hk7x41\nw0fBgFYwZydPEFwXrcPvWiNJEEXQDixT4Kv1G2ntOrV56xvNXSXtYPUaffGx4FXV63lvbS+c\njuL8RZSkqRlzZyG32pN0ASGEEOLKuZpZsUNDQ4VC4fnnn289fOGFF1Kp1MaNG6/8SGj1Gudn\nPqaH1tNMPMdgnq16AoDg+2cW0oigFHI5tWYtpVPOu97jvOd9evtN10hFksvHJdqTy03E8cVc\nPB4nO7OZtF7+NYqFEEKIa8fV/L2rtX7ggQe+9KUv7d+//8CBA3/2Z3/2zne+M5jXn/RKot4+\n95d+NV69htPpmR6pSsNx4HtIp7FoZTWOKVfgep1WD6mtO67KgK+KD3d3bgyCSnK+3X0ANWPH\n4/ijPV1XZlRCCCGEaLnKRxl+9md/NkmS3//937fW3n333b/4i794NUfj+417fir/jUepd4Br\nFZRK7HlLnIKMIsoX4Lk8Me7c/yCuUiR6VawJ/I/2dn/m0JEtqXTqHKtxTWsPNhq/s25oU3ql\n5MMKIYQQ14irHNgR0Sc+8YlPfOITV3cYc5LePvXhj+NHT1PY5HyeS0VyfZ6LYFoliHM5+D5P\njLvv/4hafxU2jq+uj/Z0VYz57SPHV/t+j+fOD3sZPBEnw83o19cMfKpfemcJIYQQV5okHy1G\nGzbp9k7zo6f4+econUEUo9EAgRnkuhSkEBu1eb2+7S4aWBG9UBch4JH+3i3p1BdPj/3jZLHg\n6EARiEJjS8b8dFvh/1m35u3tbVd7mEIIIcRKJIHdEqin13nP+3nPHfbEME9P8dQEwgieSx1d\n1N6uVq2hvv4V3kjg3kL+znzuhWptb7U2HscMdDnOzbnszkzau1DDMSGEEEJcJhLYnQMR9fbr\n3v6rPY5rl0N0ay57a+7aao8hhBBCrGSyuCKEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeE\nEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeE\nEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeE\nEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUxIYCeE\nEEIIsUxIYCeEEEIIsUxIYCeEEEIIsUw4V3sAb4C1tl6vX9a3CMOw0WhorS/ru6xYzNxsNuX2\nXj4ygS+r1gR2nOvpn83ri0zgy0om8OXWmsBxHF/Wd7HWnv8CYubLOoJLJUmSZ5999nK/S6PR\n8H1fKVnIvFyMMfKv9uUjE/hykwl8WckEvtxkAl9WzWbT87wrMIGDINi5c+e5fnrdBHZXxlNP\nPbVz5850On21ByLEmyETWFzXZAKL69rTTz998803X/UJLP9jJIQQQgixTEhgJ4QQQgixTEhg\nJ4QQQgixTMgZuwUmJyfb2trkbKm4TskEFtc1mcDiujY5OVkoFK563rEEdkIIIYQQy4RsxQoh\nhBBCLBMS2AkhhBBCLBNSgXoGM3/lK1/5zne+Y6295557PvWpT8k5D3G9+Iu/+IuPfOQjQRC0\nHspkFteFKIq+8IUvPP/886VSaePGjb/0S7+0bt06yAQW14nR0dE//dM/ffXVV5VSO3fufPjh\nh9va2nANTGD927/921fy/a5ZX/3qV7/xjW/86q/+6u233/61r32tWCzecsstV3tQQlzYq6++\n+sd//Mfvf//7fd9vPSOTWVwXfud3fmffvn2PPPLI/fff/8orr3z9619/xzve4XmeTGBx7WPm\nz372s8z86U9/evv27U888cSLL75433334Rr4F1i2YgHAGPPYY4998pOfvPPOO/fs2fPwww8/\n/vjjzWbzao9LiPN54YUXfu/3fu+zn/3s/CdlMovrwsTExDPPPPMv/+W/vP322zdv3vwbv/Eb\n9Xr92WeflQksrgvDw8OHDx/+9V//9RtvvPHee+/90Ic+tHfv3jAMr4UJLIEdAJw4cWJ6enr3\n7t2th7t27arX64cPH766oxLi/Hzf37Jly7vf/e75T8pkFteFcrl8ww03bNq0qfXQ9/0gCIrF\nokxgcV0IguCRRx5pb29vPcxkMqlUynGca2ECyxk7AJiamiKijo6O1sNsNuv7/vT09NUdlRDn\nt3Xr1q1btx48ePAf/uEf5p6UySyuC+vXr//DP/zDuYfPPPNMqVTavn27TGBxXejp6XnooYcA\n7N2798iRI3/3d3/30Y9+VGt9LUxgWbEDgEql4vu+UmfuRiqVKpfLV3FIQrw5MpnF9YWZH3/8\n8c997nMPPvjgxo0bZQKL68tTTz31zW9+MwzD1urdtTCBZcUOADKZTBiGzExErWcajUYmk7m6\noxLiTZDJLK4jo6Ojf/RHf3T06NFf/uVfvv/++yETWFxvPv3pTwN48sknP/e5z+3YseNamMCy\nYgcA7e3tzFwsFlsPG43GXPQtxPVFJrO4Xrz++uu/9mu/1tnZ+Sd/8ietqA4ygcV14vXXX3/y\nySfnHt59991BELzyyivXwgSWwA4AhoaGCoXC888/33r4wgsvpFKpjRs3Xt1RCfEmyGQW1wVj\nzO/+7u++/e1v/8xnPlMoFOaelwksrgtHjx79/Oc/nyRJ62GlUgnDMJ/PXwsTWLZiAUBr/cAD\nD3zpS19atWqVUurP/uzP3vnOd86VexXiOiKTWVwXnn/++ampqW3btr388stzTw4MDHR0dMgE\nFte+O+6448tf/vIf//EfP/TQQ0mS/P/t3X9IE30cB/DPmWXpdBRT0YFK5OzHNGySPwrRRuE6\nkAJLSURnuDIWiCwISwr1j6hlC8nGLEnRqEhKohGVgVRqBbMfEyqVkBIic4Eubc7tnj/uYYjP\nU5jteVzX+/XX3ff7Zd/PjnG8/d6dd/nyZalUunbtWl84AzMcx/2f8/ksjuNaWlo6Ozvdbvem\nTZvUavXMmx8BfNbAwEB5eXlra2twcDDfgh8z+L6bN282NjbOaty3bx/LsvgBw29heHj44sWL\n/f39fn5+crm8qKgoNDSUfOAMjGAHAAAAIBD4MwgAAABAIBDsAAAAAAQCwQ4AAABAIBDsAAAA\nAAQCwQ4AAABAIBDsAAAAAAQCwQ4AAABAIBDsAMCH9PX1MQxz6NChhS5krlpbW5nvKCkpWejq\nAOCPg1eKAQD8yJ07d65evVpXVycSib43ZufOnevWrZvVqFAo/ut5AQBmQbADAPiRvr6+S5cu\n6fX6HwSs3Nzc3Nzc/39eAIBZcCkWAH4D09PTLpdr7oP/5JclTkxMLHQJALBgEOwAwHepVKod\nO3bU1NSIxeKAgICkpKT29nan01leXh4bGysWi1mWff/+PRG5XC6GYUwm08GDBwMDAwMDA9PS\n0pqbm2d+mtlszsjICA8PDwkJSUxMbGhomNnb09OTlZUlkUhkMtnevXtHR0eJKDMzU6fTEZFE\nIikoKJjft/DWvBaLhWXZiIiIyMhIlmUtFovnQzIzM3ft2mW1WhUKhVwun1+dACAACHYA4NMe\nPHhQW1tbUVFx5syZjx8/7t69Oy0tzWKx6HS6vLw8s9ms1Wo9g6uqqi5cuKBWq3U63djYWGFh\n4YkTJ/iupqYmlmUnJyfLysoOHz68ZMkSjUZz7do1vvf27dvp6ekfPnzQarXZ2dnXr19PSkr6\n8uWLwWAoLS0lovb29iNHjsyjfm/N29HRkZqaarVai4qKCgsLrVZramrq/fv3PRPZbDaWZeVy\neUVFxXwONAAIAwcA4DOsVisR6XQ6fjcrK4thmCdPnvC79fX1RKRQKFwuF98SFxcXFhbGcdz0\n9DR/Tuvo6OC7JiYmUlNTRSLRp0+fOI7btm2bWCy22Wx8r8PhCAkJKSkp4TjO6XTKZLL4+Hi7\n3c73NjU1EZHBYOA4Tq/XE9Hnz5//teCWlpZ/PbVmZWXxA7wyr9vtTkhIiIyMHBkZ4UeOjIxE\nRESsX7/e7XZzHJeRkUFEJpPpF48/APzu8PAEAPi0lStXbty4kd9OT08notzcXD+/v682ZGZm\nzoxW6enpW7Zs4beXLVtWWVm5ffv2u3fv5ucpv1yZAAADYUlEQVTnt7W1MQwTFBTE99pstunp\n6cnJSSLq7e19+/ZtQ0ODp3fPnj12u/2fD7p+zz+fio2NjeU3vDLvu3fvXr58WVNTI5FI+BaJ\nRLJ///5jx44NDQ3FxMQQUVBQUHFx8RwLBgChQrADAJ8WHBzs2fb39yeiFStWzGrxSEhImLmb\nmJhIRIODg0QkEomePXt269atN2/eDA4O9vX1ffv2jR/W399PRDNvTfP39z9w4MDci/zBU7Fe\nmXdgYGDWSCKKj4/nvx0f7KKiohYtWjT3mgFAkHCPHQAIFh/7pqamiKimpiY5OdlsNkdHR5eW\nlnZ1dUVHR/PD+AGzMqK3eHFehmFm7vLLlp5r0J5lPwD4k2HFDgCE49WrVzN3nz9/TkQymWx8\nfLyqqkqj0RiNRk+v5/+n8JdNX79+nZSU5OktKyuLi4vjn2CYN2/Nu2rVKiKyWq3Z2dmeRv5+\nRJlM9isVAoDAYMUOAISjs7Ozs7OT33Y4HNXV1UuXLlUqlUNDQ06nMywszDPy0aNHw8PD/PaG\nDRukUqnBYHA4HHzL48ePz549a7fbPePdbvc86vHWvDExMXK5vL6+3maz8e2jo6Pnz5+Xy+We\n9T8AAMKKHQAIiVQqValUxcXFoaGhN27cePHiRVVVlVQqDQsLi4mJqaurm5qakslkT58+bWtr\nCw8P7+7u7ujoUCqVer0+Pz8/JSUlJyfn69evRqMxKipKo9EQUUhICBEZDAaVSrV58+afqicu\nLs5b89bW1rIsq1AoCgoKOI5raWkZGRlpamryPEcCAEBYsQMAIVGr1efOnevu7j59+nRAQEBj\nY2NlZSURLV682Gw2p6SkGI3G48ePj42N9fb2njx5cnx8/NSpU0SUl5d379695cuX6/X65uZm\nlUr18OFDsVhMRDk5ORkZGQaD4cqVKz9bjxfn3bp1a1dX1+rVq00mU0NDw5o1a3p6epRKpXcP\nIAD87hjuD37xDgAIhsvl8vf3P3r0aHV19ULXAgCwYLBiBwAAACAQCHYAAAAAAoFgBwBCwDCM\nVqtNTk5e6EIAABYS7rEDAAAAEAis2AEAAAAIBIIdAAAAgEAg2AEAAAAIBIIdAAAAgEAg2AEA\nAAAIBIIdAAAAgEAg2AEAAAAIBIIdAAAAgEAg2AEAAAAIxF9WkALzDLHGHQAAAABJRU5ErkJg\ngg==",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(citations2) +\n",
" geom_jitter(aes(x = impact_factor, y = citations_per_year2, color = african_lead), size = 4, alpha = 0.7) +\n",
" theme_light() +\n",
" labs (x = \"Impact Factor\", y = \"Citations per Year\", color = \"African Lead\") +\n",
" theme(legend.position = c(0.2, 0.9))\n",
"ggsave(\"figures/AfricaPDcitations2.pdf\", width = 6, height = 6)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"group_by: 2 grouping variables (year, african_lead)\n",
"\n",
"summarise: now 39 rows and 4 columns, one group variable remaining (year)\n",
"\n"
]
},
{
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
"<caption>A grouped_df: 6 × 4</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>year</th><th scope=col>african_lead</th><th scope=col>papers</th><th scope=col>impact_factor</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><fct></th><th scope=col><int></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>1986</td><td>Yes</td><td>1</td><td>1.672</td></tr>\n",
"\t<tr><td>1988</td><td>No </td><td>1</td><td>8.770</td></tr>\n",
"\t<tr><td>1990</td><td>Yes</td><td>1</td><td>2.186</td></tr>\n",
"\t<tr><td>1993</td><td>Yes</td><td>1</td><td>2.186</td></tr>\n",
"\t<tr><td>2000</td><td>Yes</td><td>1</td><td>8.000</td></tr>\n",
"\t<tr><td>2003</td><td>Yes</td><td>1</td><td>3.900</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"A grouped\\_df: 6 × 4\n",
"\\begin{tabular}{llll}\n",
" year & african\\_lead & papers & impact\\_factor\\\\\n",
" <dbl> & <fct> & <int> & <dbl>\\\\\n",
"\\hline\n",
"\t 1986 & Yes & 1 & 1.672\\\\\n",
"\t 1988 & No & 1 & 8.770\\\\\n",
"\t 1990 & Yes & 1 & 2.186\\\\\n",
"\t 1993 & Yes & 1 & 2.186\\\\\n",
"\t 2000 & Yes & 1 & 8.000\\\\\n",
"\t 2003 & Yes & 1 & 3.900\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"A grouped_df: 6 × 4\n",
"\n",
"| year <dbl> | african_lead <fct> | papers <int> | impact_factor <dbl> |\n",
"|---|---|---|---|\n",
"| 1986 | Yes | 1 | 1.672 |\n",
"| 1988 | No | 1 | 8.770 |\n",
"| 1990 | Yes | 1 | 2.186 |\n",
"| 1993 | Yes | 1 | 2.186 |\n",
"| 2000 | Yes | 1 | 8.000 |\n",
"| 2003 | Yes | 1 | 3.900 |\n",
"\n"
],
"text/plain": [
" year african_lead papers impact_factor\n",
"1 1986 Yes 1 1.672 \n",
"2 1988 No 1 8.770 \n",
"3 1990 Yes 1 2.186 \n",
"4 1993 Yes 1 2.186 \n",
"5 2000 Yes 1 8.000 \n",
"6 2003 Yes 1 3.900 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"papers = citations2 %>% group_by (year, african_lead) %>% summarise(papers = n(), impact_factor = median(impact_factor))\n",
"head(papers)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"“Removed 10 rows containing missing values (geom_point).”\n",
"Warning message:\n",
"“Removed 10 rows containing missing values (geom_point).”\n"
]
},
{
"data": {
"image/png": 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GSJUjX5TKeioqIjR4507dq1xHhubq6L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b919an8tC+eS4+fzv2b69xOGgqo2IIs9l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\nAA0MMyg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"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"ggplot(papers) +\n",
" geom_jitter(aes(x = year, y = papers, size = impact_factor, color = african_lead), alpha = 0.7) +\n",
" theme_light() +\n",
" labs (x = \"Year\", y = \"Number of Papers\", color = \"African Lead\", size = \"Median Impact Factor\") +\n",
" theme(legend.position = c(0.2, 0.8))\n",
"ggsave(\"figures/AfricaPDpapers_per_year.pdf\", width = 6, height = 6)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "4.2.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}