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Last active June 1, 2020 01:06
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Analysis of ages in /r/relationships posts
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"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import json\n",
"import pandas as pd\n",
"import lzma\n",
"from tqdm.auto import tqdm\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import gzip\n",
"import glob\n",
"import re"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# pip3 install --user git+git://github.com/aminnj/yahist.git#egg=yahist -U\n",
"from yahist.utils import set_default_style\n",
"from yahist import Hist1D, Hist2D\n",
"set_default_style()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data/RS_2017-11.jsonl.gz already exists\n",
"data/RS_2017-12.jsonl.gz already exists\n",
"data/RS_2018-01.jsonl.gz already exists\n",
"data/RS_2018-02.jsonl.gz already exists\n",
"data/RS_2018-03.jsonl.gz already exists\n",
"data/RS_2018-04.jsonl.gz already exists\n",
"data/RS_2018-05.jsonl.gz already exists\n",
"data/RS_2018-06.jsonl.gz already exists\n",
"data/RS_2018-07.jsonl.gz already exists\n",
"data/RS_2018-08.jsonl.gz already exists\n",
"data/RS_2018-09.jsonl.gz already exists\n",
"data/RS_2018-10.jsonl.gz already exists\n",
"data/RS_2018-11.jsonl.gz already exists\n",
"data/RS_2018-12.jsonl.gz already exists\n",
"data/RS_2019-01.jsonl.gz already exists\n",
"data/RS_2019-02.jsonl.gz already exists\n",
"data/RS_2019-03.jsonl.gz already exists\n",
"data/RS_2019-04.jsonl.gz already exists\n",
"data/RS_2019-05.jsonl.gz already exists\n",
"data/RS_2019-06.jsonl.gz already exists\n",
"data/RS_2019-07.jsonl.gz already exists\n",
"data/RS_2019-08.jsonl.gz already exists\n"
]
}
],
"source": [
"%%bash\n",
"# Pushshift data of reddit submissions in nov 2017 to aug 2019 from https://files.pushshift.io/reddit/submissions/\n",
"# Stream pushshift data and grep for r/relationships, saving to compressed output files\n",
"\n",
"# This means that the final disk usage is ~200MB at the end of the day, but the\n",
"# total data streamed is ~75GB\n",
"\n",
"fnames=\"\n",
"RS_2017-11.xz\n",
"RS_2017-12.xz\n",
"RS_2018-01.xz\n",
"RS_2018-02.xz\n",
"RS_2018-03.xz\n",
"RS_2018-04.xz\n",
"RS_2018-05.xz\n",
"RS_2018-06.xz\n",
"RS_2018-07.xz\n",
"RS_2018-08.xz\n",
"RS_2018-09.xz\n",
"RS_2018-10.xz\n",
"RS_2018-11.zst\n",
"RS_2018-12.zst\n",
"RS_2019-01.zst\n",
"RS_2019-02.zst\n",
"RS_2019-03.zst\n",
"RS_2019-04.zst\n",
"RS_2019-05.zst\n",
"RS_2019-06.zst\n",
"RS_2019-07.zst\n",
"RS_2019-08.zst\n",
"\"\n",
"\n",
"outdir=\"data\"\n",
"mkdir -p $outdir\n",
"for fname in $fnames; do\n",
" date=${fname%.*}\n",
" ext=${fname##*.}\n",
" exe=xz\n",
" if [[ $ext == \"xz\" ]]; then exe=xz\n",
" elif [[ $ext == \"zst\" ]]; then exe=zstd\n",
" else\n",
" echo \"unrecognized extension: ${ext}\"\n",
" continue;\n",
" fi\n",
" fnameout=${outdir}/${date}.jsonl.gz\n",
" if [[ -e $fnameout ]]; then\n",
" echo \"$fnameout already exists\";\n",
" continue;\n",
" fi\n",
" echo \"creating $fnameout\"\n",
" curl \"https://files.pushshift.io/reddit/submissions/${fname}\" | $exe --decompress --stdout | grep '\"subreddit\":\"relationships\"' | gzip > $fnameout\n",
"done"
]
},
{
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"output_type": "stream",
"text": [
"\n",
"(282578, 105) Index(['archived', 'author', 'author_created_utc',\n",
" 'author_flair_background_color', 'author_flair_css_class',\n",
" 'author_flair_richtext', 'author_flair_template_id',\n",
" 'author_flair_text', 'author_flair_text_color', 'author_flair_type',\n",
" ...\n",
" 'report_reasons', 'rte_mode', 'saved', 'selftext_html', 'ups',\n",
" 'user_reports', 'visited', 'mod_note', 'mod_reason_by',\n",
" 'mod_reason_title'],\n",
" dtype='object', length=105)\n"
]
}
],
"source": [
"data = []\n",
"fnames = glob.glob(\"data/RS_*jsonl.gz\")\n",
"for fname in tqdm(fnames, position=0):\n",
" with gzip.open(fname, mode=\"rt\") as fh:\n",
" for line in tqdm(fh, position=1):\n",
" js = json.loads(line)\n",
" if js[\"author\"] == \"[deleted]\": continue\n",
" if not js[\"is_self\"]: continue\n",
" data.append(js)\n",
"dfc = pd.DataFrame(data)\n",
"del data\n",
"\n",
"print(dfc.shape, dfc.columns)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'subject1': 'MY', 'subject2': 'BOYFRIEND', 'age1': 26, 'age2': 28, 'gender1': 'F', 'gender2': 'M'}\n",
"{'subject1': 'I', 'subject2': 'GF', 'age1': 16, 'age2': 18, 'gender1': 'M', 'gender2': 'F'}\n",
"{'subject1': 'ME', 'subject2': 'WIFE', 'age1': 16, 'age2': 18, 'gender1': 'M', 'gender2': 'F'}\n",
"{'subject1': 'MY', 'subject2': 'SO', 'age1': 18, 'age2': 29, 'gender1': 'F', 'gender2': 'M'}\n",
"{'subject1': \"I'M\", 'subject2': 'FRIEND', 'age1': 23, 'age2': 26, 'gender1': 'F', 'gender2': 'F'}\n"
]
}
],
"source": [
"def parse_title(s):\n",
" # NOTE: Yes, this is the kind of code that only makes sense while you're writing it.\n",
" # - Parse specific, but common pattern with two sets of [] or () referring to age and gender\n",
" # - Require exactly two, and only one of them must be first person (i/me/my)\n",
" # - Return subject,age,gender for first and second person. Ordering is such that\n",
" # the first person is the OP\n",
" subjects = re.findall(\"([\\w\\'']+)[\\W]?[\\(\\[][0-9][0-9][\\/ ]?[MmFf][\\)\\]]\", s)\n",
" if not len(subjects) == 2: return {}\n",
" genders = re.findall(\"[\\(\\[][0-9][0-9][\\/ ]?([MmFf])[\\)\\]]\", s)\n",
" if not len(genders) == 2: return {}\n",
" ages = re.findall(\"[\\(\\[]([0-9][0-9])[\\/ ]?[MmFf][\\)\\]]\", s)\n",
" if not len(ages) == 2: return {}\n",
" ages = [int(x) for x in ages]\n",
" genders = [x.upper() for x in genders]\n",
" subjects = [x.upper() for x in subjects]\n",
" subject1, subject2 = subjects\n",
" gender1, gender2 = genders\n",
" age1, age2 = ages\n",
" iposter = -1 # 1 if first set is the OP, otherwise 2\n",
" \n",
" firstpersonwords = [\"I\",\"ME\",\"MY\",\"I'M\"]\n",
" for word in firstpersonwords:\n",
" if subject1 == word and subject2 != word: \n",
" iposter = 1\n",
" break\n",
" if subject1 != word and subject2 == word: \n",
" iposter = 2\n",
" break\n",
" if iposter == -1: return {}\n",
" \n",
" if iposter == 2:\n",
" subject1, subject2 = subject2, subject1\n",
" gender1, gender2 = gender2, gender1\n",
" age1, age2 = age2, age1\n",
" \n",
" return (dict(\n",
" subject1 = subject1,\n",
" subject2 = subject2,\n",
" age1 = age1,\n",
" age2 = age2,\n",
" gender1 = gender1,\n",
" gender2 = gender2,\n",
" ))\n",
"\n",
"\n",
"tests = [\n",
" \"My [26 f] boyfriend [28/m] didn't get me a t-rex\",\n",
" \"I [16 m] got my gf [18F] a dinosaur\",\n",
" \"Me (16 m) is tired of my wife [18F]\",\n",
" \"SO (29M) stole my [18F] dinosaurs\",\n",
" \"My friend (26/F) is a dinosaur, and I'm (23/F) worried about her\"\n",
"]\n",
"for x in map(parse_title,tests):\n",
" print(x)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"tokeep = (\n",
" \"author,created_utc,\"\n",
" \"gilded,link_flair_text,\"\n",
" \"num_comments,num_crossposts,over_18,permalink,\"\n",
" \"retrieved_on,score,\"\n",
" \"selftext,subreddit,\"\n",
" \"title,url,\"\n",
" \"subreddit_subscribers,\"\n",
" \"removed,hidden,locked,\"\n",
")\n",
"dfc = dfc.drop(dfc.columns.difference(tokeep.split(\",\")), axis=1)\n",
"\n",
"# Add columns of parsed info\n",
"extra = pd.DataFrame(dfc[\"title\"].map(parse_title).values.tolist())\n",
"dfc = pd.concat([dfc,extra],axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(282578, 23) original\n",
"(109429, 23) parsed_title\n",
"(95919, 23) not Non-Romantic or Personal issues\n",
"(87128, 23) MF/FM\n",
"(67004, 25) unique authors\n",
"(52137, 25) partner words\n",
"(28985, 25) not removed\n"
]
}
],
"source": [
"print(dfc.shape,\"original\")\n",
"\n",
"# we must have identified the two subjects in the title\n",
"dfc = dfc.dropna(subset=[\"subject1\",\"subject2\"])\n",
"print(dfc.shape,\"parsed_title\")\n",
"\n",
"# first pass at cleaning up relatives/parents/friends/etc\n",
"dfc = dfc[(dfc[\"link_flair_text\"] != \"Non-Romantic\") & (dfc[\"link_flair_text\"] != \"Personal issues\")]\n",
"print(dfc.shape,\"not Non-Romantic or Personal issues\")\n",
"\n",
"# I'm not a homophobe. some people just can't type properly. in the selftext, they'll say\n",
"# \"oops, title is a typo, I meant...\". sigh.\n",
"dfc = dfc[dfc[\"gender1\"] != dfc[\"gender2\"]]\n",
"print(dfc.shape,\"MF/FM\")\n",
"\n",
"# retrieve date is usually a month after creation, so one could do analysis with comments,\n",
"# as the post is basically \"complete\" at that point\n",
"dfc[\"created_utc\"] = pd.to_datetime(dfc[\"created_utc\"], unit=\"s\")\n",
"dfc[\"retrieved_on\"] = pd.to_datetime(dfc[\"retrieved_on\"], unit=\"s\")\n",
"\n",
"# 1,2 ordering is such that 1 is OP\n",
"# for convenience, separate age by M,F as well\n",
"dfc[\"age1\"] = dfc[\"age1\"].astype(int)\n",
"dfc[\"age2\"] = dfc[\"age2\"].astype(int)\n",
"dfc[\"ageM\"] = (dfc[\"age1\"]*(dfc[\"gender1\"]==\"M\") + dfc[\"age2\"]*(dfc[\"gender2\"]==\"M\")).astype(int)\n",
"dfc[\"ageF\"] = (dfc[\"age1\"]*(dfc[\"gender1\"]==\"F\") + dfc[\"age2\"]*(dfc[\"gender2\"]==\"F\")).astype(int)\n",
"\n",
"# small fraction of people make several rapid fire submissions with different ages,\n",
"# maybe they are time travelers, but I don't care\n",
"dfc = dfc.drop_duplicates(\"author\")\n",
"print(dfc.shape,\"unique authors\")\n",
"\n",
"# more targeted method to sure we're not getting relatives/parents/grandparents/etc\n",
"partnerwords = [\n",
" \"BOYFRIEND\",\"GIRLFRIEND\",\"GF\",\"BF\",\"HUSBAND\",\"WIFE\",\"PARTNER\",\"SO\",\n",
" \"GIRL\",\"GUY\",\"FIANCE\",\"FIANCÉ\", \"BOYFRIEND'S\", \"GIRLFRIEND'S\", \"FRIEND\", \n",
" \"MY\", \"HIM\", \"HER\", \"WITH\",\n",
"]\n",
"dfc = dfc[dfc[\"subject2\"].isin(partnerwords)]\n",
"print(dfc.shape,\"partner words\")\n",
"\n",
"# ignore deleted posts (either by OP or by admins).\n",
"dfc = dfc[dfc[\"selftext\"]!=\"[removed]\"]\n",
"print(dfc.shape,\"not removed\")\n",
"\n",
"dfc = dfc.reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"FM 15621\n",
"MF 13364\n",
"Name: gender1, dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc[\"gender1\"].str.cat(dfc[\"gender2\"]).value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Relationships 12420\n",
"[new] 10784\n",
"Breakups 2497\n",
"Dating 2374\n",
"Infidelity 720\n",
"Updates 133\n",
"[queue] 21\n",
"◉ Locked Post ◉ 1\n",
"Name: link_flair_text, dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc[\"link_flair_text\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col0 {\n",
" width: 600px;\n",
" } #T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col0 {\n",
" width: 600px;\n",
" }</style><table id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbab\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >title</th> <th class=\"col_heading level0 col1\" >link_flair_text</th> <th class=\"col_heading level0 col2\" >subject1</th> <th class=\"col_heading level0 col3\" >subject2</th> <th class=\"col_heading level0 col4\" >gender1</th> <th class=\"col_heading level0 col5\" >gender2</th> <th class=\"col_heading level0 col6\" >age1</th> <th class=\"col_heading level0 col7\" >age2</th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col0\" class=\"data row0 col0\" >Boyfriend [24m] is mad about my [22f] reaction to his gift</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col1\" class=\"data row0 col1\" >[new]</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col2\" class=\"data row0 col2\" >MY</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col3\" class=\"data row0 col3\" >BOYFRIEND</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col4\" class=\"data row0 col4\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col5\" class=\"data row0 col5\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col6\" class=\"data row0 col6\" >22</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow0_col7\" class=\"data row0 col7\" >24</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col0\" class=\"data row1 col0\" >Me (29f) with my (46m) friend/date</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col1\" class=\"data row1 col1\" >[new]</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col2\" class=\"data row1 col2\" >ME</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col3\" class=\"data row1 col3\" >MY</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col4\" class=\"data row1 col4\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col5\" class=\"data row1 col5\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col6\" class=\"data row1 col6\" >29</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow1_col7\" class=\"data row1 col7\" >46</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col0\" class=\"data row2 col0\" >I [24F] am not sure if I am doing right by not giving it another chance with my ex-BF [23M] of 2,5 years</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col1\" class=\"data row2 col1\" >Breakups</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col2\" class=\"data row2 col2\" >I</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col3\" class=\"data row2 col3\" >BF</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col4\" class=\"data row2 col4\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col5\" class=\"data row2 col5\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col6\" class=\"data row2 col6\" >24</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow2_col7\" class=\"data row2 col7\" >23</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col0\" class=\"data row3 col0\" >Is there any literature that might help me (32M) and my wife (30F) make joint decisions?</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col1\" class=\"data row3 col1\" >[new]</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col2\" class=\"data row3 col2\" >ME</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col3\" class=\"data row3 col3\" >WIFE</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col4\" class=\"data row3 col4\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col5\" class=\"data row3 col5\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col6\" class=\"data row3 col6\" >32</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow3_col7\" class=\"data row3 col7\" >30</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col0\" class=\"data row4 col0\" >Guy [20/m] asked me [19/f]out. I like everything about him but his sometimes-annoying voice. Worth telling him?</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col1\" class=\"data row4 col1\" >Dating</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col2\" class=\"data row4 col2\" >ME</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col3\" class=\"data row4 col3\" >GUY</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col4\" class=\"data row4 col4\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col5\" class=\"data row4 col5\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col6\" class=\"data row4 col6\" >19</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow4_col7\" class=\"data row4 col7\" >20</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col0\" class=\"data row5 col0\" >Would it be a bad idea for me (20M) to apologize to he girl(20F) I cheated with years ago?</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col1\" class=\"data row5 col1\" >[new]</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col2\" class=\"data row5 col2\" >ME</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col3\" class=\"data row5 col3\" >GIRL</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col4\" class=\"data row5 col4\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col5\" class=\"data row5 col5\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col6\" class=\"data row5 col6\" >20</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow5_col7\" class=\"data row5 col7\" >20</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col0\" class=\"data row6 col0\" >I (37f) suspect my husband (41m) has NPD</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col1\" class=\"data row6 col1\" >Relationships</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col2\" class=\"data row6 col2\" >I</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col3\" class=\"data row6 col3\" >HUSBAND</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col4\" class=\"data row6 col4\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col5\" class=\"data row6 col5\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col6\" class=\"data row6 col6\" >37</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow6_col7\" class=\"data row6 col7\" >41</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col0\" class=\"data row7 col0\" >Me (17 M) and my girlfriend (16 F) of three months aren't in a healthy relationship. I don't know what to do.</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col1\" class=\"data row7 col1\" >[new]</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col2\" class=\"data row7 col2\" >ME</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col3\" class=\"data row7 col3\" >GIRLFRIEND</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col4\" class=\"data row7 col4\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col5\" class=\"data row7 col5\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col6\" class=\"data row7 col6\" >17</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow7_col7\" class=\"data row7 col7\" >16</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col0\" class=\"data row8 col0\" >My [23/F] girlfriend still talks to her ex despite repeated arguments they have. What should I [22/M] do? Does she really have feelings for him?</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col1\" class=\"data row8 col1\" >Relationships</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col2\" class=\"data row8 col2\" >I</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col3\" class=\"data row8 col3\" >MY</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col4\" class=\"data row8 col4\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col5\" class=\"data row8 col5\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col6\" class=\"data row8 col6\" >22</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow8_col7\" class=\"data row8 col7\" >23</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbablevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col0\" class=\"data row9 col0\" >My [29 M] girlfriend [35 F] has two kids from a prior marriage and wants me to meet her kids this weekend.</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col1\" class=\"data row9 col1\" >Relationships</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col2\" class=\"data row9 col2\" >MY</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col3\" class=\"data row9 col3\" >GIRLFRIEND</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col4\" class=\"data row9 col4\" >M</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col5\" class=\"data row9 col5\" >F</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col6\" class=\"data row9 col6\" >29</td>\n",
" <td id=\"T_f4184f70_a3a3_11ea_84a5_784f4351fbabrow9_col7\" class=\"data row9 col7\" >35</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x11a8a4ef0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(dfc[[\"title\",\"link_flair_text\",\"subject1\",\"subject2\",\"gender1\",\"gender2\",\"age1\",\"age2\"]]\n",
" .dropna()\n",
" .head(10)\n",
" .style.set_properties(subset=[\"title\"], width=\"600px\")\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Age distribution of 28985 r/relationships posts')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+71+RqMm5FTgo03akWNaRRK3SdcCAFGkK8U1Cw+OqXA0b4OIgzagczpnjk5Y1wwdfY8ufA9qkyONsfDAolq5cTQjK1z76Bjg0RbqbgzRbgaKk5dcFy18kRS1D4CR8zRmHD5K2Tlo+KqksS4GT0xzfYQ3fnknLi4NlmWr6xKZ3gJ2T0jSnbK2njZS/3lZ5m3M8v5L3yxrghBTpTscHbmLpytViBM4Plq8iqaZvlKYD/hyOpfsqeduq6fNuEm5Xmm3/V5DmfsrXnjPg50GakuQ0mjTVxynvBdCkSZOmdBN+hJnYF/NDKZaHX9zLgMIMeYVV2s/PkO7UpB9Lw5OWt8MHjRy+5sXOGfLak0STrI3ATpXYB+FN3egM6XbG3+jEf8ikSFMSLN8zeL0JiQDC+nT7MfqxNDvIY8ek5ZUJ+hyXYZvCtNmCPjdkyGc/yjb9OjZp+ahgWb6DPncHy8aSpolFlPb6IO30LOtZRPomFq0p23Sw3M1tDsfpgcH71wLds5wXsUDmVlIHTScE+RVXtDyVKH8Y0HTA2SnSNMPfRGRqRhjbpntIHVwJm/oMy1KmQnwNlFj6OSnSNMAHO9dnKZPD105MeQOJH34+lm5elnxWAmdWcX+Hx+bnQLMc3jMuSj8uy3mZ7bpyaZDu0QocF//NtB0ploWBtDuyrOfDIG2HFMurGvT5f8GyWamOzSDt4CDtwuS0SetZS/omqg0o28TmtKTl7wbLDs9QnnuDdD9JWjYqWLaVDE0mgZeCtFckLSsOlmUL+iwGWqVZR0HSdj1U3duc4/k1KqnMac9X4KIg3fdA82BZE8o+hMiUT1PK/s66rAY+71yCPguDNEUZ1jM2SNczXTpNmurLpI6cRaQuGxzMP5Ji+dP4p77gn2r/X6pMoqZLe0X/zsP3s5OS89V8P8hQpp+TGAL6Vufctxny+l9URvBPlwekS5uKme2Af1IP/kYz1TDLsXV9i+9jqDLa4H+gE/1tkSqRc85FZbgqmqpqonPutWrIZxn+qXJKzlczD6tv/yRd2nyKPu8hwUu/ifZ5OrfigycAB5pZcvOf0J+cc0tTLXDOfU/Z5jQZO3JN45fB/P3OuS/TJYzOizHRvwacU4n1VQsz28HMHsT3YRIzibIjBALgfPPMF/A1GzJZh69dU5piWdhZ9M/Nd1SfzoX4gFxMubTOuS1Rnmn3d6QU35/JxjTLw+Zdu+JvhN7BB53/gb/R3xItbwk8bmbhZ14VN7ssTV/NrC1wZPRvtlG7sl1XLo/+biH7dewOEp3HHmtmjTMlTuLwfQa9T/Yyzw3mM3Z8XEmXBPN/cM6lOw5wzj2MD2aBb0Z6dIZ8743O51T5bMHXxo1Jvq6EHdG3Ib17SHznfJUh3ViXaHKcSrisOEO6bP7qnEvZzNQ5txUfjI85Lalz4+re5lx8QqKpdSr/xP8uAmiFf3gTcwaJMs9wzpW7LsY459ZTthl68gAbtbXtua7nj8F6VlRiPSLbFAV9RKROMrOD8O27wf8AnZicxjkX69smJt0oXocH829EP8wyeT7DsvAHUS596IwL5g/LIX3oMHyVcfA3MmkDTJHKDmG8FF/9G3ztgqfTjWzhnBvrnLstmpZXcn0xle6DKMnYTDcxkaeC+YPTpsqv3iQ+749cUp8IyaIb5VeCl47IkDxbcG1xML9DlrSpHBvMP5ZD+jAIl6ncNcbMBuL7pgj7+foMXyOh3DXCzO7CB306Ry99A/wb38nzv/FPmMHvv9uBF1IECcbg+wAB37/Io2ZWZjQt8yNKXUz5IG65oevNbBg+OLNP9NJ3wJNRmR4mEQxqCFwLTLTUI1KFQZ/JwF7OuSOccxc6537pnOuPD5yH/XPdZWYHpsironK5DpyI3waHb5pUqfzMrBuJPqxmOefKjdQUcs6twDeJA1+TIecRGZ1zTzrnDoqmct9fQZlakOgHq9qZWXd8/zzgj4+Xc3jbM8F8TV1Xwhv6e8zsSFJwzn0cfOdkeiAzLsMy8Nsek/LBRo5ezLL8LRLfpy0p2xdXdW9zLl7O9PAgCs6F3yPhyIXhdX10Dut6jkRw+IDoQUZMbW17uJ7R6UZCc85NCtYzN1UakfpEHTmLSF01JJh/LMOPlsdJ1PA50cxaRzUXQuFwuDPIbnaGZb2C+UvMbG2WvMKnm11yWHcovMF4P4f0c/BP9Ct0bXfOlZrZ3/B9+QD0Az43s/fwHX1OBN5zzm2oSL45yHjDVQEZgyORmcF857Sp8is8tt7N8T3h8NrFGdItzLAMytYAqdDQ7WbWkUSny2vJXFMuJtdyVzsz+wE+oDIwadHzwFDn3Hcp3vNrEh05O3xzqL865zYHaRrim+H8FR88PQG4haDjUefcZjM7F3+D2hD/JH2AmY3Dd37eAt8pauxaMY3EcVGm42cz+wm+tlfMnfiRt9YFaQxfW/CBKO+DgIdIDH0e80WU/zLgklQ1b5xzn5vZsfgg0wH4B4d/JE0NywrI5Trw4+jvdOfcgirkFwZ825rZbTmsO6wt0AXf91OlROdKMb7z29h0HJWrXZer8Loy1TmXqgZastq4rvwVX/vV8Nfkt8xsDj5o9xb+QUe5czGDbLVCtgTzFbrGBVaTpVP46Bz/CN83Fvhti3W4Xd3bnItMtZ9iwt9F4fdjhb6TnHPfm9kyfN90DfHfC59Gi2tr22/D114C31H1LDN7H/+AcCLwtnNuTbo3i9RXCvqISJ0TNXk4K3jp92b2+3TpA43xHRM+mPR622A+l9opKav6RqNPNAleujiHvEKtKpi+YzC/OG2qSBS8WUXZ7c3VcPz+uxL/g7gBvoZUrJbUBjObgK+h8Z9q+tGUrcZVrnKpmh02baro51BbOgTzuVZrD4+LTJ97uVoi1Sgs97wcatJB7uWuNmbWBB/YHEZiZLRYWf6fcy7lk+zofb8LXrrZOXdLcrroZvrvZuaAv0cv/8LMbgqb1jnnJprZj/AB61bRlKrJ4cv4Zq2xJhXJo4UND+ZHO+euSFoea5L5HzNbTaKGwslmtr8LRvpyzp2fYv3lOOfWmdlvSdSmOcbMWrjECGwVlu14MbNmJJrG5lKbMVN+OwXzxVR8pLoKXzvM7P/wzYKPJHNzk5pSJ68rzrnXzeyn+D5cYvt1r2i6Atga3az/F3g4h2DfqizLq8PSLE1uY8LfGfHPvAa2ORdLKlteKn/sxM6z+LFTW9vunHso+q12E4nfawdG02+BzdEDrWfxfXpVtcayyDZBzbtEpC76EZW/EUzVP0gYqMklWNE0zevN07yeq0z9d6QSVo3OtZZNLk9xy3HObXHOXY3vZPfPlH+a2QTftO1BoCS6aa0rLIc04Q/1Su2jSGH2JJUWNjnI2MdJGpvTLcgxEFNZNVbu6mJmPfE1kK4lEfDZhG+GtUe6gE+kP9A+eM9fMqQFPxpU7Ka5Eb7mThnOubH4JjfXA1PxgctN+JoTz+GbmA2kbO3AcFjivUgMtwxlh/kuxzn3EmVrCx6fLm0OxpOowVGIr61SkwaQuCZXtglrTK1dw82siZk9je9A+GTK3kxvxjclHAOcR9lmc9WtJs/PKl1XnHOP44+fK/A1yMJrcwG+psmfgK/M7PryOVRfWXKUXIs4nXCflfnuruZtzkUuZU5X3mo9dmpr250f6r07Psj/PmW//wvxAdg7gHlm9vPKrkdkW6KaPiJSFw0J5idR/gl3ssYkmiscYWZdnHPzguXhU+hcOsncKc3ryU+zm+TQl0xVhOvL9QlzlWqxOOe+wA/LfI2Z7Yxv6tUP37Y/dnO3I/CkmfV0zmVqCldbcnl6HqapSqeNLbMnqbSwqWCu/eqET2Lz1RllnS63mZ2A79MpPPdfBH4dHe/ZdAvm5zjnMtYocM5tMbNp+H5oIE2zzqgpw43RlM6hwfzUNGVa6Zz7lOzewz/tTlumXETNV5bjO/mFyvUBVRGxpl3/S9dpcAWE19T/OOfOSpuy6u4mUYNrE77W1gv44OOCMBBrZjnVtKqkOn1+Rv0m3QncGfVvdDjQFzgG38TZ8Dfqw83sG+dcck3e2pTugVCy8Hu4XJOlWt7mXMqcrrxrg2U7UPZYSifjsVNb2+6c+wZf2+emqCP4vtF0LIl+lnYA7jezkiydv4ts8xT0EZE6JerzIFaVfytwevTlne19X+Cf7BjwU8qO5hQ27emeQzH6pHrRObfKzNaRuHnciUSnrDUh7Lh5j2yJzayYss1WqiTqOPrxaMLMDo7mu+GfeF9I0F9JHuVyAxvuv1xukNMprsJ7swmr4e+WNlVZYSeVc6qxLBURlrurmTWIOgfNpFbKbWY9KBvw+R640Dn3VPp3lRPWDsn1aXcYGKpUDQQzizWxjOXxTr7LFJXLKBv8TDkqXHWI+kmKBc+qWssHyvb3ky64X2VmthPws+jfrcAA59yEDG+paC3QithmritRM8Gx0YSZ7YpvDhTrN+qXlG++XZs6Zk8C+BqzMRkHYKiFbc6lzOnKu4RE0Gc3sjQVM7P2wfrWkRgVLKXa+ryjAPuz0RSrKfkwiT6LLiF7p+Qi2zQ17xKRuuYcEgHpt3IJ+ETC0YCSm3iFzRqOyZRJNNpOcgevoSnB/CHZCmVmA83ssWg6OVv6DOs6KrrZyqRcM5JcmNk5ZvZUNKUdjcc5NxX4RfBS1kBULembQ5pw2OEpScvC2lppa4JFQ+9m/cyrYFown/WzNLOmlN32SncwWxXRORrr0LUJZWunpHNCMF+T5X6QxGc6H+hVwYAPlL3R6ZY2VVm7BPPxvinM7A9m9nE0nZclj+PxterAdz4aBlfCMrU3s1yaLaUr0xgz2xBNg3PIpweJoNP3VH1I6Uz6kqilVx1Bn7BT255mlrW5ppmNCK7huTY7PpjEb+xJmQI+0XU91+OqMsLrSu+oj6RswuZ/1X5+mtkBwXdO2vPAOfc1vrPzWDOhfH/ntDGzH2ZKYGZ7kDjXluKb8eVzm3P5fuwfzIcdNlfoO4my1/XpsU7Da2vbzey4YD0npEvnnJtD2d+J+T6uRGqcgj4iUteENx3/rsD7ngzm90oKXowj0aa7v5mFI1Ik+x1lqycnC4drzVglP3pKfTO+5tFPgZWZ0qcwmcTNXRG+r6N06zL806rK6AicGk3ZRuIJn5TXZOfAFbGvmaUNxkQd8Z4bvPSfpCThzXSmJ+GnkujbpSa8S+IY6WZm2fpdOYdEc43JeR52dmww/8tMCc2sDf6HfUxFzvOcmVlf/GhV4AN7J+bYnCtZ2N/KTuZHsMq03vYkhj12wIRgscMPr74PiVo8qfIw4DfBS/9MSjId32QIfJA8YzOlKJh9XPDS+GB+Dr6GYGPgtEz5RMLafS/WcH9RsaZdC/DbXCXRTeVH0b+t8Od0WtF3xW/w1+/DKzC6UNgXSrZ+5E6iBmsdOec+JzEaV3N8H0JpRcd3LAi1AD/iUXVrQOI7J2Og0Tm3lkSzvLrwnTMky/JLg/k3g46f87XNZ0QPCFIys4NI1G7eBLwdLH45mL8guo5kclEwH17Xa2vbWwbryXYtq4u/ZURqjII+IlJnRD8+YsOrb8I3y8iJc246UBK8dG6w7EsSwZoC4GkzC4dxx8wamtkw4Losq/oniY4RB6R7ahXdtP2VRDX5GVmq95fjnNsE/CN46a6o2UAqfyDRX0dFhT/qf2FmmYJeFwbzyZ2Phs1MdsmhZlJ1ui8KJqQyAtg5mp/gnEse4v2zYP7UVPmYWWf8ULDZhPugUw7p46JhssOb+3+k+yzMrAjfX0HMXyuyrhpwN4nA6hlmdkaqRNEx8XcSwaqXc+yPpjJ+HMw/kOJzz0lUvrB2WKbPpSFwP4nO459xzoU3F2ETgjPNLF0Njz8CR0TznwFPJJVpNWVrvvzZzFIGLKN9fiuJ2gfTnXPh9owJ5k80s7QBJDMbRCJosBXfEXaNiMod66vtuRxHTcpFeB7fama7pEpkvk+zx4KXKnKOhc1+e0fNllOtow8wMof8Kn1didwVzN8U1UZJVZ5WSWnvyqGpZmXMItHcsL+ZHZkuoZmdSmJgh5rs8DpXl5pZytqMZjaQsrVhw2MmX9tcRJrO56Oaa6OClx5yzoUPp54k0dxrVzKc72Z2EYlanospG/Sprm3fRND5s5kln3/86OwAACAASURBVAvvkmi6epaZ7Z5uPWT+LSNS/zjnNGnSpKlOTPibQRdNz1Xi/bcG718ENAiWFeF/iMSWb8bXTrgb/+NkfrBsYjA/PMV6zgiWl+IDM4cA7fA3VieSqF3k8LUMelVynzTBj6QVy+sb/FDx3fE/jHoBj0bL1uJrrTigJEVeJUE+eyYtmxwsm4evrbEnvmlFMb6W0dggzXJgx6Q8OgfLXbQP7gQGBmmGB8uHZNn2MO2IpGVDkvavw98cDwF+EH0Wh+J/tIbp9k2xntZBHg7f0eqJ0Xb3AH6Fb77k8E++05YfH2wMj43R0T7YPcfPoSUwN1i+EF+Da7fo894d/yR5UZBmbJr9F19PDsfZf3L9XDLkcXuQxxbgHnyNl/b4G9X/A94I0qwBuqfJa0KQrriS5QmP6afxN/u5Ttck5dULP6pNLL/5+HNkj+j46QycCcwI0qwAuqUoV3htWIR/Ot4l2k9H4Ud7Co+hfmm2rxjf6Wp4Tv4WP6pXW3yg8yTgzSDNRuCQFHmNCtJsxQci+uJrAXYADsMHs0qDdLdV5nPJ9djEN5GKreuoClwrsl1XLGkff4M/x36Av97tjj/nvw3STAUa5rod+NpX4XfKbPwIXh3xHeKfhA/kbSFxzY2lPRtf86dRkN8RwXKHH+HtTqBPmnPm+BTlCc+H7/E1mPaOjpVu+Gvn50GaD4HCqpyb+IB7LO3wpGW3BMvW4kdtOgh/HuwcbfN9+O/qWLr+GY7blOdJkPbiIO2oFOdS/JxM8V6XNK0FbsCfazviH1b9Jamsj6fIp8rbnOP5NSpFmV/AN3PeGX89Ppey3zXLgE4p8jopKZ9X8M24donK3Tsq89YgzaCa2nb8KIax5Z/gfzf+Klj+RNI2/Qb/8G1H/O/AY/G/+WLl3UTw/axJU32d8l4ATZo0aXLOge/IcnnwZX1GJfI4JOnHyQlJy/ekbAAl1fQ3ygYUrk2zrl+R+MGeaVoD/KSK+6Y7ZW8KUk1b8MGoD6L/S1LkUxKkTw427IW/Eci2PQ5/43hcmrJOSJF+eLB8ePD6kCzbHabNFPT5LYmgTMb9k2Fd1+aw3bPwTfrSlh8ftFmZ4r39cvkcouV7Uza4lGmaCrRMs03x9eRwjFVH0KeQsj+4M03ryHAjT/UEfZbmWJZUU6rz5wRyP0e+J83NGv6G6+sc8tgCXJBlGw8k+7EfmzYAZ6bJpxn+Zi7X/fNvUgRBKvDZZD02gT9HaZZnWxcVuK5E6VtRNhiWaZoBdKzoduADx9m+I0qBK/G1DpKXFQd5FVD2ZrfctpIh6BMt3wX4OMdt/pIUAYCKnptkDvo0A2ZW4Ji7PkX+o4Ll/bKUpTqCPgvwAdFsZX0LP7pnqvOsStuc4/kV7pe/4AMbmdazGjg4Q35XUDaok2n6bYZrTJW3nbLnemyaECzvQG7XVxdt09DKXsc0adqWJjXvEpG64kckqvSuwT+VqqiplK1WX6ZDZ+eH+90f/+NvAv5J/Cb8D7n/4mukXIF/ch+TcohS59yd+KdmM9OUpRTfpOxA59wzFd2QpHV9iQ9oPYX/oZLsC+Bo59yYFMtyXccc/JP1bCNYvA0c6tIPbzoEeB4f+CjF90lUkyOcgf/8DsPXoEhlNv6GINP+uRkfPErVtn8LfqSPvmTpl8n54bxPwTcH2oA/vkqowLDHzrlP8DVLHiaoyp5kBXA9cKTLMoR4bXHObcb3LfNL0o/ysgV/bu/vnHuzhovUKnuS3DnnxuL74vkX/rNNmQxfq6iXc258mnwW4p9w/we/P1L5GDjWOZfcl09yXu9HZbqDsqNzJRsHHOacS+7PKpbPOnxNrF+S+Xz9Cj8q1Tku6qS1BsWa571Q3etyvgnLAOAa0p/TS/HXhT6ubBO9XNfxIv5akGowAof/TA52zv0VHyxNO9KR8/0m/QQfqFqLvy4spGy/JNnK8w3+Ovk30h+/a/E1iHpGx2mNiY65I4EHKNuZfrIvgLOdczfUZHkq4HzgRlL31bQOX6PlOOdcuX2cp21+DV+7JV0z2jeBg5wfqCEl59zf8H2CZWoiOwu/3SPS5FFd2z4CX4t0Ef76uZJg25xzS/C/ZZ4k/fU1Vt4BzrmRGdKI1BvmXKr7BxGR7ZeZ3Y5/+gq+dsiTWdLvg+8IsQP+Jn8efuSxjMObVrJsxfgmIDvhn4B/5Jyr1tFVonbyvfFNVprjf8h+g+8suKQ611XdzGw/oCe+GcVyfF9K72d+V5n3N8f/QO4CNMUHlMY75xZkfGMNifoXOgrfn0JjfHX1z/AjAtX0TXelmR9u/FB8QKItPiDxDf6JbK6d4dZZ0XFyKL4pUCv8DeDXwETn3PIK5NMB36xhV/yT8OXAtIocs0FeTfDB4b3xzZTW4/f52y73URBjo9QdhD+PdsSf/0vxfQH9r6Llquuizmn74pvqxWrqfYL/LKt8jkX5H4U/F8BfUyY536l0mK4dMAj/2X0JPO18v27Vzsx2iMrUFX+NX44P6E10zmW6Ia8RUV9CvfFN7Frhg1rL8LWsZrk836yYWWz9C51zRdFrrfCjge6Kbz73Bf674vvUuZTLs8a22cxGkegw+Vjn3BtRH1lH4Gv17ogPzL/tKtinmpntHZU79ntnMfCecy7nUfxq6/MOOtXviu9cfWNU3mn18VomkomCPiJS70U3Qz+I/l0f1ZzJlH4iiU5U96zojyIRERGpH1IFfeqyVEGfPBZHROqAhvkugIhILWhFYpjetWbWIapqXE40RO9h0b8lCviIiIiIiMi2Sn36iEi955xbjG+/DX6o6PvMrFFyOjM7GN9vTuzamO9hsEVERERERCpNNX1EZHvxB3wHw+CHKj3OzN7Et2tvhR969cAg/Zv4oUBFRERERES2SQr6iMh2wTn3gpldiB+ZpBm+I+Sz0iR/HLgo351HioiIiIiIVIWCPiKy3XDO/dPMXgYuwA/Xuyd+tJbvgW+BScBjzrl38ldKERERERGR6qHRu0RERERERERE6iF15CwiIiIiIiIiUg8p6CMiIiIiIiIiUg8p6CMiIiIiIiIiUg8p6CMiIiIiIiIiUg8p6CMiIiIiIiIiUg8p6CMiIiIiIiIiUg81zHcBpPaZWWPgh9G/S4EteSyOiIiIiIiIyPauAdA+mv/IObexOjJV0Gf79ENgWr4LISIiIiIiIiLl9AKmV0dGat4lIiIiIiIiIlIPqabP9mlpbGbq1KnsvPPO+SyLiIiIiIiIyHbt22+/5eCDD479uzRT2opQ0Gf7FO/DZ+edd6aoqCifZRERERERERGRhGrrd1fNu0RERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6iEFfURERERERERE6qGG+S6AiIiIiGy/tmzZwurVq1m5ciUbNmxg69atOOfyXSwREZGszIyCggKaNGlCq1ataNGiBQ0aNMh3scpQ0EdERERE8mLVqlXMmzdPQR4REdmmbdy4kZUrV2JmdOnShZYtW+a7SHEK+oiIiIhIrUsV8DGzOveEVEREJJMtW7bEv8ucc8ybN69OBX4U9BERERGRWrVly5YyAZ8WLVrQvn17dthhB8wsz6UTERHJnXOOtWvXsnTpUlavXh0P/Oy999514kGGOnIWERERkVoV+1EMPuBTXFxM8+bNFfAREZFtjpnRvHlziouLadGiBeADQatXr85zyTwFfURERESkVq1cuTI+3759ewV7RERkm2dmtG/fPv5/+F2XTwr6iIiIiEit2rBhA+B/IO+www55Lo2IiEj1CJspx77r8k1BHxERERGpVVu3bgWgQYMGquUjIiL1RjggQey7Lt8U9BERERGRWqUh2kVEpL6rK991CvqIiIiIiIiIiNRDGrJdRKSCtm7dyqpVq9i0aRONGjWiZcuWFBQohi4iIiIiInWLgj4iIhWwdetWFixYwLp16ygtLaVhw4asWrWKoqIiBX5ERERERKROUdBHRKQCVq1axbp161i2bFm8pk+7du1YtWoVrVu3znfxRERERERE4vRYWkSkAjZt2kRpaSmbNm1K+b+IiIiIiEhdoaCPiEgFNGrUiIYNG9KoUaOU/4uIiIiIiNQVCvqIiFRAy5YtadasGe3ataNDhw60a9eOZs2a0bJly3wXTURERETqmCFDhmBmPPfcc/kuimyn1KePiEgFFBQUUFRUpNG7RERERESkzlPQR0SkggoKCtRps4iIiIiI1Hl6NC0iIiIiIiIiUg8p6CMiIiIiIiL1WqxvnQkTJjBmzBgOOOAAmjVrRvfu3bnjjjsAmDp1KkcffTTNmzenTZs2nHHGGXz77bfl8lqxYgU33ngj++67LzvssAPt2rWjV69e3H777axbty7nMo0ZM4YjjjiCli1b0qZNG44//njeeOONCm1XRcuyevVqrrzySjp16sQOO+xAr169ePLJJ3nssccwM0aNGlUj5ZT8UfMuERERERER2S7ceeedPPfcc+y7777svffezJw5kyuvvJLPPvuMkSNH0rx5c3r16sXs2bN58sknmTdvHlOmTIm/f/369fTp04dPP/2U9u3bc/DBB7N+/XpmzJjB9OnTeeGFF5gwYULWclxxxRXceeedNGnShB49egAwbtw4Xn31VW644Qauu+66rHlUtCxr1qyhb9++zJw5k/bt29OnTx9KSko444wzOPLII2usnJJfqukjIiIiIiIi24WXXnqJZ555ho8++ojp06dz6623AnDfffdxwgknUFJSwvjx4/nyyy/p1q0bU6dOZfbs2fH3P/3003z66aecfPLJfP3114wfP57JkyfHAy9vvfUWn3zyScYyPPXUU9x555307NmTTz/9lPfee4/33nuPTz75hM6dO3P99dczefLkrNtS0bJcd911zJw5k9NPP52vv/6aN954g88//5zhw4czceLEGiun5JeCPiIiIiIiIrJdOP/88/nxj38c//+0006Lz//973+nefPmALRo0YKjjz4agE8//TSeZsOGDRxyyCFce+21NGnSJP56165dOfTQQwFYunRpxjLcfPPNmBmjR49m1113jb++22678ec//xmAkSNHZt2WipRlw4YN/POf/6Rp06bcd9998fRmxvXXX89BBx1UY+WU/FLQR0RERERERLYLffv2LfN/y5YtAejQoQOdOnUqs6xZs2aA7wcn5oILLmDy5Mn06tUr/try5ct56623mDp1KgDOubTrX7ZsGTNnzqRz587sueee5ZYfe+yxAEybNi3rtlSkLB988AGrV6+mT58+tG3btlxeJ510Uo2VU/JLQR8REREREQFg3rx5DB06lC5dutC4cWMaNtw+uwA1M8yMIUOG5LsoUs3at2+f8vWmTZumfU9yEOejjz7il7/8JT169KBFixa0a9eOfv368d1332Vd/9y5cwH4+uuv48dZOO20004ALFq0KKftybUs8+fPB6C4uDhlPkVFRTVaTsmf7fMqLiIiIiIiZWzevJkjjzySr7/+Ot9FEakxDRo0qNL7n3nmGQYNGoSZcdRRR3Hcccex++67c+ihh3LNNdfw3//+N+P7S0tLAWjTpk28CVYqsRpI1VWWTZs2AdCoUaOUeW3cuLHGyplvo0ePLlNbqyIuvvjiai5N7VPQR0REREREeOedd+IBn27dunHxxRezww475LlUInXLpZdeypYtW5g0aRK9e/cusywWWMmkY8eOgK9x9OKLL9ZaWVq3bg3AN998kzKvzz77rMbKmW/XXnst8+bNq9R760PQR827RERERESkzM3g7373O6666iouueSSPJZIpG5Zvnw53377LcXFxeWCLBs3bmTGjBlZ8+jatSu77LILX331Vcpade+++y5FRUX84he/qNay7LfffvH8169fX2bZpk2beOaZZ2qknNuy+hL0VtBHRERERETYvHlzfD65Q1sR8U2dmjVrxoIFC3j//ffjry9evJhBgwaxePFiALZs2ZIxn8svv5zS0lIuvPBCVq5cGX999uzZ/OxnP2PhwoVlRhWrjrJ07tyZPn36sHz5cv7whz/E+ynavHkzl112WcrATnWUsy4oKSnBOZfTdPvttwNQUFDAE088keeSVw8FfUREREREpIxw+GcR8QoKCrj88svZvHkzffr0oW/fvhxyyCEUFRUxZ84cLrroIgAuueQSnnzyybT5DBs2jIEDB/Laa6/RuXNnDjvsMHr06EGPHj347LPPuPrqq+PDxVdnWe69915atWrF7bffzm677cYxxxxD586deeCBB+LrM7NqLee25O233+bqq68G4Pe//z0DBw7Mc4mqh4I+IiIiIiLbsSFDhmBmDB06NP7aUUcdFR+lJ5WxY8cyaNAgdt11V5o0aUKnTp044YQTGD16dLwD2FRiecb6yZg9ezbnnXcexcXFNGvWjD322IMrrrgiXksBYPr06ZxzzjkUFRXRuHFjOnXqxFlnncWHH36Ycbu++uorhg0bxv7770+LFi0oLCykQ4cO9OvXj1tuuSWnkZayqex+qIjq2I4vv/ySiy++mOLiYpo0aULXrl0ZNGhQfFjv2DGQbmSnmNrY3rruj3/8I7fccgvFxcVMnTqVFStW8Lvf/Y7333+f6667jv3335+SkpJyTahCDRo04LnnnuOOO+6gS5cuvP/++3zzzTf07duXZ599lltuuaVGyrL//vszbdo0zjjjDJYvX86kSZPo1KkTzzzzTHwI9rBJU3WVs6JKSkri14pRo0bVyDqSrVy5knPOOYctW7bQp08frrvuulpZb63ItZqTpvozAUWAA9z8+fOdiIiISG2aPXu2mzVrlps9e3a+iyLOucGDB7vYb8NUU2jt2rXulFNOyZi+Z8+ebs6cOSnXFUtz0UUXuZEjR7rCwsKUeXTq1MktWLDA/f3vf3cNGzZMmaZp06ZuwoQJKddzzz33uEaNGmUsZ5s2bdy4ceMylnPw4MEpl1d1P+SqqtvhnHOPP/64a9q0acr3mpkbMWJE/Bjo0qVLXrdX8ueKK65wgHvzzTfzXRQ3d+7c+HE1cuTIWlnn0KFDHeAaN27sPv300yrlVdnvuPnz54fnVJGrpvt/jd4lIiIiIrIdGzx4ML179+a9997jkUceAeDXv/41u+++e5l0paWlDBw4kAkTJgCw2267cdppp9GxY0cWLVrECy+8wMcff8yMGTM4+uijmTJlCkVFRSnXOX78eB588EEaNmzI4MGDOeCAA1i8eDEPPfQQS5YsYeHChQwYMIBPPvkE5xwDBgzgmGOOYcOGDTz77LPMmDGD9evXc8EFF/D555+XyXvSpElceumlOOcoKCjg5JNPpnfv3hQWFrJw4UKef/55Pv/8c1asWMFpp53Gl19+SZs2bXLeX9W5HzKpju145ZVX4rUXzIwTTjiBQw89lCZNmvD222/z/PPP89vf/padd94579srNW/IkCEUFBTw0EMPlavF984779CgQYN4h8/bk/HjxzNy5EgArrrqqnLXvm1edUWPNG07E6rpIyIiInmkmj5108iRI+NPmcePH19u+R//+Mf48ksvvdRt3ry5zPItW7a4a665Jp7m9NNPL5cHQc2QnXfe2X344Ydlln/22WeuQYMGZWqiPP7442XSbN261R1//PHxNNOnTy+z/Nxzz40ve/7558uVYevWre68886Lp3n00UfTljNVTZ/q2A+5qOp2rF271nXq1MkBrlGjRu6FF14ol8fYsWPL1AJKVdOntrZXat4hhxziAHf33XfHX9u6dau77bbbHOCOOeaYPJYuoTZr+mzevNnts88+DnDFxcVu3bp1Vc6zrtX0UZ8+IiIiIlJ3bd0K332naevWvH4Mq1ev5i9/+QsA/fr146677qJhw7KNBgoKCrjppps47LDDAHjqqadYsGBB2jzvu+8+fvjDH5Z5bbfddqNnz57x/8877zzOPPPMMmnMjLPPPjv+/6xZs8osjw1V3adPH0466aRy6zWzeGetAPPmzUtbxmQ1sR/Sqep2/Pvf/2bhwoUAXHnllZx44onl8jj++OO54YYb0pahNrdXat6f/vQnCgsLueyyy9hzzz059thj6dq1K8OGDaNt27bcfffd+S5irXvwwQeZPXs2AMOHD6dp06Z5LlH1U/MuEREREam7vv8e+vTJdyny7733oG3bvK3+qaeeYvXq1YBv+pWug2eACy+8kHfffRfnHOPGjWPw4MHl0rRr1y5lEAKgY8eO8flTTz01ZZp27drF55cuXVpm2c9//nNWrVpVJniUrH379vH5cKj6bKp7P2RS1e146qmn4vOXXHJJ2jwuuugi/vCHP7Bx48Zyy2pje4cMGcLDDz+cU9pkXbp0oaSkpFLv3R4dc8wxTJkyhT//+c+89957vP322+y0005ccMEFXHvttVk78q5vNm7cyM033wxAt27d+OlPf5rnEtUMBX1ERERERCSjiRMnxud79OiRMe1BBx0Un083wlaPHj0oKEjd6KBZs2bx+e7du6dMEwYfkkdJuvzyyzOW7/vvv+emm27KmCad6t4PmVR1O6ZNmwZA165d6dy5c9p0LVu2ZL/99ounD9Xm9krtOOCAAxgzZky+i1EnPPjgg/Faaddcc025Wmz1Rf3cKhERERERqTaffvppfL5Lly45vy+5Fk5MWFMnkzAAVFGrV6/mrbfeYtKkSXz11VeUlJQwd+5clixZUuk8q3s/5KIy27FmzZr4UO65lLNz584pgz61sb2xjsQro0WLFpV6n9QN48ePL3OMxSxfvrxMmg0bNpRL06JFiyrVzCktLWXEiBGAvx6dc845lc6rrlPQR0REREREMooFECpq3bp1KV9v3LhxVYqT0aZNmxgxYgQ333xzyiZLZsYhhxzC5MmTK5x3de+HTKqyHatWrYrPt27dOuu6mjRpkvL12tje/v37079//0qtR7ZtDz/8cNamfY888kh8VMFQly5dqhT0ee655+J9Xv3sZz+r0WtSvinoIyIiIiJ1V+vWvj+b7V0ON+41KWxOdc8996RtmpWsa9euNVWklLZu3crAgQN54403AN/JcK9evejRowfdu3dnn332oVevXqxdu7ZSZaut/VDV7SgsLExZ5nSWLVuW8vVt5XMXqaj7778/Pn/RRRflsSQ1T0EfEREREam7Cgry2oGxeG2Dz+Css86iTZs2eSxNemPGjIkHSvbbbz+efvppfvCDH5RLt2bNmkrlX1v7oarb0apVq/j84sWLs67viy++SPn6tvK5y7Zp1KhRjBo1qtzrJSUl8cDhyJEjGTJkSLWu96uvvmLcuHEAHHzwwXTr1q1a869rFPQREREREZGM9tlnHyZNmgTAJ598Eh+eO5UlS5bw2muvAdCrVy/22GOPWikjwMsvvxyfv//++1MGSoBK9+tTW/uhqtvRqFEjunbtyty5c/nwww/ZuHFj2uYr//vf//jqq69SLquN7U3Xr0suqtqvi2yfnn76aZxzAJx++ul5Lk3NU9BHREREREQy6tevHw8++CDg+8LIdPN/1113xUeVGj9+fK0GfRYtWhSfz7TesWPHVir/2toP1bEdhx9+OHPnzmXNmjWMGTOGc889N2W6WGe2qdTG9ubSr0s6ufbrkksTN6m6WCClrnv++efj8yeddFIeS1I7cmuUKSIiIiIi262f/OQntG/fHoD77ruPuXPnpkz34YcfcvvttwOw55570rdv31orI1Cm+dH06dNTppk6dSq33nprpfKvrf1QHdtxwQUXxOeHDRvGnDlzyqW5++67U3aSG7OtfO7ZOOc01cK0LVi2bFm89trOO+9cq0HpfFHQR0REREREMmrSpEk8wLBmzRr69+/P888/z+bNm+Ov/etf/6J///7x4ZXvuOOOWq9hcdxxx8XnL7jgAsaPHx+/IZ0zZw5XXXUVRxxxBM45GjRoABAfwWfr1q1Z86+t/VAd23HkkUdy9tlnA77p1YEHHsjPf/5z7rzzTq677jp69erF5ZdfTmFhYdrh2Gtje0eNGlXpIENJSUkF9mrd5Zzjvvvu45BDDqFVq1Y0bdqUfffdlxtvvJH169fnu3j1yrvvvhs/RzLVXKtX8h0N1FT7E1AEOMDNnz/fiYiIiNSm2bNnu1mzZrnZs2fnuygSGDlypIv9Rhw/fnzKNFdddVU8DeAaNmzo2rZt6woKCuKvmZkbMWJEyvfH0gwePDhtOQYNGhRPN3fu3JRpxo4dG09z/fXXx1/fuHGj69GjR5kyNm3a1DVu3LjM/y+//LLbd99946+1adPGjRo1KudyVnU/ZFNd27Fu3Tp35plnlsknnBo0aOD+9a9/uf79+zvAde3aNS/bu70755xzHOAKCwvdYYcd5g4++GDXqFEjB7h+/fq50tLSfBexVs2dOzd+XI0cObJa87722mvjed92223VmndMZb/j5s+fH55nRa6a7v9V00dERERERHLyl7/8hUcffZRddtkFgNLSUr777rv4k/O99tqL559/nt/85jd5KV+jRo145ZVXOOqoo+KvrV+/no0bN2JmHH/88cyaNYsTTjiByy+/PJ5mxYoVsYejOanp/VBd29G0aVMef/xxXnrpJU488UTatWtHo0aN6NSpE6eddhoTJ05k6NChrFq1Kp4+H9u7PXvxxRd57LHH6Nq1K59++invvPMOU6ZMYdasWRQVFTFhwgTuvffefBez3pg2bVp8vlevXnksSe2xilzcpH4wsyJgPsD8+fMpKirKc4lERERke/LJJ59QWlpKw4YN2XvvvfNdHKmE0tJSJk6cyMcff8zq1atp27YtBx10UJ26iZo2bRrvvfce69evp1OnThxxxBHlmjG9/vrrTJs2jdatW3PqqaeyJ+uxcwAAIABJREFU0047VWgdtbEfamM7ioqKWLhwIX379mXChAlp020Ln/u25qyzzuI///kPjz/+OGeeeWaZZaNGjWLo0KH06NGDmTNn5qmEUlGV/Y5bsGABnTt3jv3b2Tm3oDrKo6DPdkhBHxEREcknBX1Eat6KFStYu3Yt4DusjfX9k+y7775jxx13BHz/QbHRuqR27LvvvsyePZtvv/2Wjh07lln20Ucfsd9++9G4ceN4n0lS99W1oI+ad4mIiIiIiNQzt9xyC507d6Zz5868/vrradOFo3cdeeSRtVE0CfTq1YuTTz6Zdu3alVu2ePFiwHeoLVJZCvqIiIiIiIjUM2EA54YbbmDdunXl0rz77rsMHz4cgLZt23LKKafUVvEkMnLkSJ577jkaNmxYbtltt90GbEejTEmNKH9kiYiIiIiIyDZtwIABHHDAAcycOZPJkyez9957c8YZZ7Drrrvy/fffM2XKFMaOHcuWLVsAuOeee2jRokWeSy0Aa9eu5aKLLuLVV1+loKCAa665Jt9Fkm2Ygj4iIiIiIiL1TIMGDXj22Wc58cQT+fjjj5k3bx633npruXSNGjXir3/9a7lOhCU/xo0bx0UXXcSXX35Jw4YNue+++1TTR6pEQR8REREREZF6qEuXLsyYMYNHHnmEJ554gg8++IAVK1bQunVrioqKGDBgAEOHDmWPPfbId1G3e8uXL+dXv/oVo0ePBmDPPfdk5MiR9O7dO88lk22dgj4iIiIiIiL1VGFhIeeffz7nn39+vosiacyaNYuBAweycOFCmjZtyjXXXMPVV19No0aN8l00qQcU9MkjM+sGHAXsCmwGFgDvOef+l9eCiYiIiIiISI375ptvOO6441iyZAmHHnoojzzyCN27d893saQeUdAnCzObAPStQhY3OOeGJ+W5C/B34BTAUqzzHeAS59xHVViviIiIiIiI1GE33XQTS5Ys4bDDDuPNN99U7R6pdhqyvZaZWVdgMvBjUgR8IocDk83sxFormIiIiIiIiNQa5xzPPPMMBQUFPProowr4SI1QTZ/sngCmVyB9IXAJft9uBN6ILTCzBsBTQOfopXnAtcDrwFpgH+A3wE+AZsBjZrafc+7rKm6DiIiIiIiI1CHz589n0aJFNGvWjMsuuyxj2hdffLGWSiX1jYI+WTjn7q1IejO7n8R+vcg5906w+AKgZzT/DdDHOfdtsHyqmZ0GPAacDbQC7sTXChIREREREZF6YvHixQCsW7eOl156Kc+lkfpKzbuqkZmdB/w8+vdfzrmHk5L8OpgflhTwAcA554BhwKbopR+ZWXE1F1VERERERETyqFevXjjncppEKktBn2piZt3xnTMDfAFcnrS8B7BH9O8yfDOvlKJg0ITo3wLg5Oosq4iIiIiIiIjUfwr6VAMzM+AhoEX00vnOubVJyY4N5sc55zZnyfbNYL5/FYsoIiIiIiIiItsZBX2qx4UkhnV/2Dk3MUWaA4P5KTnkOTOY37uyBRMRERERERGR7ZM6cq4iM2sL3Bz9uwK4Kk3SPYL5uTlkPS+YLzazAufc1hzLVJQlScdc8hERERERERGRbZeCPlU3HNgxmh/hnFuaJt0uwfzCHPJdFMwXAs2BVTmWaX6O6URERERERESknlLzriows12Bi6J/lwL3ZEjeMphP7u8nlQ1J/+9QgaKJiIiIiIiIyHZONX2q5vdAo2j+thSdN4caBfPJAZ1USpP+r0iArnOW5R2BaRXIT0RERERERES2MQr6VJKZFQNDon9XA/dmectGoGk0n0sAp0nS/+tzLBrOuQWZlvvBxkRERERERESkPlPzrsq7DN/XDsAjzrnVWdKHtYCa5ZB/GPRx+MCSiIiIiIjUMDPDzBgyZEi+iyIiUiUK+lSCmTUhUcsHMvflE7M4mO+QQ/pwhK1vnXObc3iPiIiIiIiIiAigoE9lnQG0jeanOOfm5PCez4P5bjmk7xLMf5FrwUREREREREREQEGfyhoSzI/J8T0fBPMH5pD+gGB+Uo7rEBEREREREREBFPSpMDNrCxwRvPRUjm99LZg/wcyy7ftjgvk3clyHiIiIiIiIiAigoE9lnEhi1LNPnHNf5/i+qUBJNN8ZODVdQjPbH+gX/bsAGF/hUoqIiIiIiIjIdk1Bn4o7KZh/K9c3Oee2AH8NXrrNzDompzOzlsAjwUt3Oue2VriUIiIiIiKVMHbsWAYNGsSuu+5KkyZN6NSpEyeccAKjR4+mtLQ06/tLSkq47LLL6NatG40bN6Zdu3aceOKJvPnmmwAMGTIkPjpW8vtir5955pkZ11FcXIyZ0a9fv7RpvvrqK4YNG8b+++9PixYtKCwspEOHDvTr149bbrmF7777LvvOqILFixczfPhwDj74YFq1akVhYSE77rgjffr04brrrmPhwoU55TFs2DB23313mjZtSufOnTnppJN4/fXXARg+fHjKfZls0qRJDB06lG7dutG0aVN22mkn+vXrx/3338+6desyvnfz5s088MADHHXUUbRr147CwkLat2/PoYceyogRI1izZk3uO0VEap9zTlMFJmAhfgh1B/y0gu9tCEwO3v8VcDawK9AJOAvf4XNs+UdA4xrYhqLYOubPn+9EREREatPs2bPdrFmz3OzZs/NdFAmsXbvWnXLKKS74LVpu6tmzp5szZ07aPF588UXXsmXLtO+/9dZb3eDBg+P/h+bOnRt/fdCgQRnL2qVLFwe4vn37plx+zz33uEaNGmXcljZt2rhx48alfH8szeDBgzOWI51nn33WNW/ePOP6mzRp4kaPHp02j/Hjx7s2bdqkff8ll1zirr/++pT7Mqa0tNRdfPHFGcvRvXt3N2nSpJTvX7JkievZs2fG93fq1CnjMSGyvansd9z8+fPDc6vIVdP9f6yZkuTAzIqAXYKXJlfk/c65UjM7C99HTzegKzA6TfKFwCnOuY2VKauIiIiISK5KS0sZOHAgEyZMAGC33XbjtNNOo2PHjixatIgXXniBjz/+mBkzZnD00UczZcoUioqKyuTx/vvvc/rpp7N+/XoABgwYwDHHHMOGDRt45513eO2117j66qvp1i2XgWwrb9KkSVx66aU45ygoKODkk0+md+/eFBYWsnDhQp5//nk+//xzVqxYwWmnncaXX35JmzZtqm39c+fO5ayzzmLDhg0AHHvssfTr148ddtiBxYsX88orrzBz5kw2bNjA0KFDOeigg9h9993L5DFr1iwGDhwYr4Vz+OGHc/TRR9OqVSvef/99xowZwz/+8Q922WWXcusPDRkyhMceewyAXXbZhTPPPJMuXbrw3Xff8eqrrzJ58mS+/PJLBgwYwNtvv83+++9f5v1n/n/27jw8rrLu//j7niSTpe00TUIIbdOCgAgIspWlgiyij8giixR5WGVVRH1cQHH9oaI+qCioLC7IVhAFEXhEZLMghRZUBArIIhSaLiRpmk6SyTrn+/tjlk6SmWSSzJ7P67py5czMmXPuzDkzmfnMfX/vj32Mf/7znwDsvffeHHXUUdTX19PW1sYDDzzAypUrWbt2LUceeSQvvfQSfr8/I4+hiGRQptKj6fADHMeW5G3jFLZTB9wCDDA6LQ8DtwNbZ/HvUE8fERERyZuJfAsaDptt3KifcDi7x+Tb3/52/P3ohRdeaIODgyOOQ9i+8pWvxNc58cQTR90e6xHi8/ns+uuvH7WPu+++e1Tvm0SZ6ulz2mmnxbdzzz33jLrd8zw7/fTT4+vcfPPNo9aJ3TaZnj5f//rX4/e/6qqrxl3n29/+9qj27bnnngaYc86uvfbaUff/xz/+YQ0NDSkfSzOzm2++OX7b8ccfbz09PaPWueaaa+Lr7LvvvsNuW7FiRcrjHZPY0+iXv/xlysdEZDpRT58iZmZ3AWMPmE1vOx3Aqc65LxCZCWwB4AfWAMvMbPwBviIiIiLTQGcnHHBAvluRf08+CXV12dl2V1cXl19+OQCHHHIIV1111agaMT6fj8suu4xHH32U5cuXc8cdd9DS0hLv7fOXv/wl3iPkk5/8JB//+MdH7eeYY47hC1/4At/73vey84dExdpxwAEHcPTRR4+63TnHxRdfzE03Rcpovvnmm1nZ/7x58/jUpz6VdJ2LLrqIyy67DM/zRu3/4Ycf5plnngHgpJNO4vzzzx91/7322ourr76aJUuWJN2+53l885vfBGCnnXbi1ltvpbKyctR6n/jEJ3j88cdZunQpTz31FE888QSLFy8GYMWKLYMaTjrppKT7+epXv8qVV15JZ2cny5cv55xzzkm6nojkj0KfPDKzt0l/yncRERERkYy744476OrqAuBzn/vcmEWBzz33XJYvX46Z8fDDD3PGGWcAsHTplooFn//851Pe/5Of/GTWQ5/zzjuPYDDIXnvtlXKdrbbaKr48ODiY0f0vWbKE/fffn+233x6fL/m8OTNnzqSqqopQKDRq/3fcseXjQarQCOCEE05g3rx5SQtCP/roo7z++usAXHDBBUkDn5hzzz03fvwefPDBeOjT37+lysTy5cs54YTRkw9XVFTw97//nd7eXmbNmpVyHyKSPwp9RERERESmscceeyy+vMcee4y57j777BNffu655+LLTzzxBBCZVWusmj3Nzc3stNNOvPzyy5Nt7rg+85nPjHl7Z2cnl112Wdb2f/rpp495e09PDz/72c9Szpr11FNPAVBVVcW+++6bcjs+n4/Fixfz+9//ftRtEzmme++9N845zGzYMd1vv/3iyz/+8Y/p6OjgwgsvjK8fs/3224+5fRHJL4U+IiIiIiLTWGIAs3DhwrTv19bWBsDAwABvvPEGECkAPZ558+ZlNfSJ6erq4tFHH+WJJ57g9ddfZ/Xq1bzxxhu0trZmfd8AfX19LF++nL/97W+89tpr8f2vX78+VmczqbfeeguApqamcQsjNzc3J70+8fE9+OCD025z7JjG7nf66afHh8HdeOON3HjjjWy11Va8733v4/DDD+eII46Y0DkjIrmn0EdEREREClZtbaSezXRXW5u9bXd0dEzqfrGeKps2bYpfFwgExr1fbQb+mLFCk4GBAb7//e/z3e9+d9gQpRjnHPvtt9+wmjWZZGZcc801XHLJJQSDwaTrLF68ON47aqTYfdJ5nKqqqpJeP9VjGnPDDTew7777cvnll8fDqLa2Nu68807uvPNOIPK3fPWrX+XDH/7wpPYpItml0EdERERECpbPl70CxhKROFTn5z//eco6NCNtt912QKRocEyykGWk7u7uCbZwtNh06CN5nseRRx7JQw89BESGQC1atIg99tiD7bffnl133ZVFixbR09MTb3+mnX322fzmN7+JX959993ZZ5992GGHHdh5551ZtGgR8+bNS1k7qaKigsHBwTFrK8W0t7cnvT7xvt/61reG1TAaS0NDw6jtfOpTn+KCCy5gxYoVPPDAAzz00EOsXLkyXovoiSee4Mgjj+QXv/gF5557blr7EZHcUegjIiIiIjKN1SWkaieffDJz5syZ0P1nz54dX964ceO466cKKtI1NDSUcj+/+93v4oHP7rvvzp133skOO+wwar1MBE/JrFixIh74NDc3c9ddd7H33nuPWm+snkq1tbWEQiHefvvtcff32muvJb0+8ZgeddRR7LnnnuNuayzOOQ444AAOOOAAvvnNb9Ld3c0jjzzCr3/9a+655x4gMiPZGWecMe6QNBHJrfRifBERERERKUm77rprfPnFF18cc93W1lZuueUWbrnllnjdmJqaGrbeemsAVq1axdDQUMr7h0Ihnn/++aS3JfYwGmsbL774IuFwOOlt9913X3z5uuuuSxr4xP6ObEjc/+WXX5408Blv/zvttBMA69atSzozV0wwGORvf/tb0tsmckxDoVD8mMammwe4//77ueOOO5IOQ5s5cybHHHMMd999NyeeeCIAmzdv5oUXXhhzXyKSewp9RERERESmsUMOOSS+/Mc//nHMda+66ipOO+00TjvtNNavXx+//oADDgAixZOXLVuW8v733XdfyinSE3unJG57pNtvvz3lbRs2bIgvx8KTZP785z+nvG0qMrH/Aw88ML58/fXXp1zviiuuSPlYTuSY3nrrrfFjmjh71yWXXMKJJ57I+eefP+b9E/eVqj0ikj8KfUREREREprHjjz8+XvPl2muvjc/ENdJzzz3Hj370IwDe9a53DZsV6tRTT40vf+1rX0v64b+7u5tvfOMbKdsxc+bMePHip556Kmkvl9dee42rrroq5TYSh6b9/e9/T7rOU089xQ9+8IOU25iKdPb/+uuv8+UvfznlNj7+8Y/Hez19//vfT9qb5w9/+APf+973Um5j8eLF7LbbbvF1UxWtXrt2LV/96leBSOgW67UDxIeErVq1ipUrV6bc16OPPgpAeXk573znO1OuJyL5odBHRERERGQaq6qqiocg3d3dHHroodxzzz3x4Ka7u5vrr7+eQw89NF5A+cc//vGwYsHHHnssixYtAmDlypUcddRR8aE+nufx5JNP8v73v5+XXnppzLYceeSRQGR417HHHsszzzyD53ls2rSJpUuXcvDBB9Pd3T2sjlCiD37wg/Hlc845h7/+9a+YGWbGSy+9xEUXXcRBBx2EmVFWVgYQD5cSC1JPVuL+L774Yu666674ULTVq1fzne98hz322IO2tjZqamqAyDCuxP1vt9128VAoFApx2GGHccopp/CTn/yEb33rW7z//e/nhBNOYHBwkB133DFlW6688kp8Ph+e53HUUUdx00030dvbC0QKbt95550sXrw4PtTsu9/9LjNmzIjf/4wzzogvH3PMMdx88810dXUBkZpEq1at4uyzz+Z3v/sdACeeeGJGZmYTkQyLvQjqZ/r8APMBA2zNmjUmIiIikksvvPCCPfvss/bCCy/kuymS4KKLLrLYe0TAysvLra6uznw+X/w655x9//vfT3r/N954wxYuXDhsGzU1Neb3++OXd911V3v3u98dvzzS888/b1VVVcO2kbh/wM4880z7r//6LwPs4IMPHnb//v5+22OPPYatX11dbZWVlcMu33fffcPaMWfOHLvhhhvi24ldf8YZZ0z4cfzwhz88bP9+v9+qq6vjl8vKyuxXv/qVHXXUUfHramtr7dJLL41vIxwO2+c+97lh2xn5c+mll9rHP/7x+HFJ5qc//ak554btu66uzsrLy4dt64ILLkh6/zPOOGPYes45mzNnzrBjCtjChQttw4YNE36sRErRZP/HrVmzJvF5Nd8y9PlfPX1ERERERITLL7+cm2++mblz5wKR3jYdHR3xHig777wz99xzD1/60peS3n/bbbdlxYoVHH/88fHrQqEQAwMDAHzgAx/gwQcfHNabZKR3v/vd3HPPPTQ1NcWvi+2/srKSSy65hF/96lcp7+/3+7n//vs57LDD4tf19vbS39+Pc44PfehDPPvssxxxxBF85jOfia+zadOm2JejU3b77bdz0kknxS8PDAzEe9gccMABrFixgrPPPpsLL7ww3luqs7NzWE8jn8/HFVdcwfLly1myZAlNTU1UVFTQ1NTEEUccwZ/+9Ce+8Y1vEAwGAaiurk7algsvvJD77rsvPuwqHA7T0dERL5S9YMECrr/+en7+858nvf+vf/1rvvKVr8SPmZmxadOm+DH1+Xwcd9xxrFixIl7MW0QKi8vUi5sUD+fcfGANwJo1a5g/f36eWyQiIiLTyYsvvsjQ0BDl5eXssssu+W6OjDA0NMRjjz3GqlWr6Orqoq6ujn322Sc+fCsdr732Go888ggbN26koaGBxYsXx2eU2n///eM1YlJ9FhkcHOSRRx7h5ZdfpqenhwULFvCBD3yAxsbGtNvw9NNP8+STT9Lb28u8efM46KCDWLhw4bB1HnzwQZ5++mlqa2s54YQTMhpcvPjiiyxbtozNmzezzTbbsN9++7HzzjsPW2flypU88sgj1NTUcMwxx7DddttNaB8HHnggy5cvZ+HChaxevTrlembGihUr+Oc//0lnZyeBQID3vOc9HHjggcNmTUulq6uL5cuX8+qrrxIMBqmqqqK5uZn3vve9zJs3b0JtFil1k/0f19LSQnNzc+xis5m1ZKI9Cn2mIYU+IiIikk8Kfaa3dEKf6ayrq4vNmzcD0NjYiN/vT7qe53nU19fT2dnJ4YcfzoMPPpjLZopICoUW+mh4l4iIiIiISIFYunQpzc3NNDc3jzll+z333ENnZycA73vf+3LVPBEpMgp9RERERERECkRigPODH/yA9vb2Uev8+9//jtck8vv9nHrqqTlrn4gUl/J8N0BEREREREQidtllF44++mjuvfdeXn/9dXbZZRdOPvlkdthhB7q7u3n22Wf54x//SH9/PwCXXnrphGsBicj0odBHRERERESkgNxwww0cd9xxPPbYY7S1tXHVVVeNWsc5xyWXXMLFF1+chxaKSLFQ6CMiIiIiIlJA6urqWLZsGb///e9ZunQpTz/9NO3t7cycOZN58+Zx8MEHc9ZZZ7HXXnvlu6kiUuAU+oiIiIiISM6sWLEi300oCs45lixZwpIlS/LdFBEpYirkLCIiIiIiIiJSghT6iIiIiIiIiIiUIIU+IiIiIiIiIiIlSKGPiIiIiIiIiEgJUugjIiIiIiIiIlKCFPqIiIiISE455/LdBBERkawqlP91Cn1EREREJKd8vshb0HA4jJnluTUiIiKZYWaEw2Fgy/+6fCuMVoiIiIjItFFVVQVE3hz39PTkuTUiIiKZ0dPTE/8yI/a/Lt8U+oiIiIhITs2ePTu+3NbWpt4+IiJS9MyMtra2+OXE/3X5pNBHRERERHJq1qxZ8VoHXV1drF69mu7uboU/IiJSdMyM7u5uVq9eTVdXFxCp5zNr1qw8tyyiPN8NEBEREZHppaysjIULF/Lmm29iZnR1ddHV1YVzjrKysnw3T0REJG0j69M551i4cGHB/D9T6CMiIiIiORcIBIYFPxD5tnRoaCjPLRMREZmcWOATCATy3ZQ4hT4iIiIikheBQIBddtmFrq4uNm/eTF9fH57naZiXiIgUBeccPp+PqqoqZs+ezaxZswqmh0+MQh8RERERyZuysjJqa2upra3Nd1NERERKjgo5i4iIiIiIiIiUIIU+IiIiIiIiIiIlSKGPiIiIiIiIiEgJUugjIiIiIiIiIlKCFPqIiIiIiIiIiJQghT4iIiIiIiIiIiVIoY+IiIiIiIiISAlS6CMiIiIiIiIiUoIU+oiIiIiIiIiIlCCFPiIiIiIiIiIiJUihj4iIiIiIiIhICVLoIyIiIiIiIiJSghT6iIiIiIiIiIiUIIU+IiIiIiIiIiIlSKGPiIiIiIiIiEgJUugjIiIiIiIiIlKCFPqIiIiIiIiIiJQghT4iIiIiIiIiIiVIoY+IiIiIiIiISAlS6CMiIiIiIiIiUoIU+oiIiIiIiIiIlCCFPiIiIiIiIiIiJUihj4iIiIiIiIhICVLoIyIiIiIiIiJSghT6iIiIiIiIiIiUIIU+IiIiIiIiIiIlqDzfDShGzjkf8F5gEdAA9AIbgOVm9uIEtvMO4DBgATAItABPmtm/M95oEREREREREZlWFPpMkHPuI8AVwDtS3P4k8Akze26MbcwFfgYcC7gktz8OXGBmz2ek0SIiIiIiIiIy7Wh41wQ4574E/JEUgU/UAcAy59y7UmxjO2AFcBxJAp+oA4EVzrmjptBcEREREREREZnGFPqkKdrD5/sJV90A7A3UAFsBpwBvRW+bA/wyyTbKgDuA5uhVbwKnAlsDM4H9gD9Eb6sBbnHOLcjk3yEiIiIiIiIi04NCnzQ456qJDMeK+ayZfdzM/mlmvWbWbma3AgcBm6PrHOice++ITZ0D7BVdXgccYGZLzazVzHrM7Cngo8Ct0XVmA1dm5Y8SERERERERkZKm0Cc9pwLzo8t/NLOrkq1kZm8B1yRcdcSIVT6XsPxFM1ufZBsGfBEYiF51jHNu20m0WURERERERESmMYU+6TkzYfn/jbPu7cCd0Z94qOOc2wPYKXqxncgwr6SiYdCy6EUf8JGJNFZERERERERERLN3jcM5VwfsH734ipk9O9b6ZvYvIkO0RvpAwvLDZjY4zq4fAT4YXT4UDfMSERERERERkQlQT5/x7ceWx+nxKWxn74TllWms/0zC8i5T2K+IiIiIiIiITEPq6TO+3RKWXwZwzr0b+CRwODAPMCIzcT0I/MzM/pNkOzslLL+Rxn7fTFje1jnnMzMvnQY75+aPs0pTOtsRERERERERkeKl0Gd8CxOW251zXwa+BVSMWG/X6M+FzrlvAd+JFmWOmZuwvDaN/W5IWK4gMqV7MM02r0lzPREREREREREpUQp9xpfYK+YM4H3R5Q3Aw0AH0AgcAmxN5DH9FlDH8Nm6AgnLPWnst2/E5RmkH/qIiIiIiIiIyDSn0Gd8MxKW30dkKNfXgR+YWWxadZxzfuD7bAl6/sc5d5eZPRa97E/YzshAJ5mhEZcnUn+peZzbm4CnJ7A9ERERERERESkyCn3G5x9x+RtmdtnIlaIB0Oedc+8BDote/QUgFvr0A9XR5XQCnKoRl3vTay6YWctYtzvn0t2UiIiIiIiIiGSZ56VVwnfCNHvX+BLDliDww3HW/9+E5UOdc7HHOHFIV00a+00MfQzoSuM+IiIiIiIiIlJEPM9j/fr1Wdm2Qp/xJdbRWWFm4w3NWgbEhn3NIlLbB+DthHUa09hvYi2h9WY2mMZ9RERERERERKSIBINBenvTHtwzIQp9xteWYjmp6DCv9oSrYgWcX0247h1p7Ddx1rDX0lhfRERERERERIrMwMAAQ0Mjy/pmhkKf8T2bsDwrzfvMTFjuiP7+V8J1e6exjT0Tlp9Ic78iIiIiIiIiUkT8fj/l5dkpuazQZ3x/T1jex41TBdk5twNbevesMbPO6PIDCasdkVDrJ5XDE5YfSquAjL1TAAAgAElEQVSlIiIiIiKSUZ7n0dnZSWtrK52dnVkrtioi01cgEKC6unr8FSdBoc84zOxZ4KXoxbnAsePc5eyE5f9LWH4KWB1dbgZOSLWB6Axgh0QvtgB/Ta+1IiIiIiKSKZ7n0dLSwoYNG2htbWXDhg20tLQo+BGRjPL5fGyzzTbZ2XZWtlp6fpaw/HPnXNKaPM65fYD/iV4cAq6I3WZm4cTLwA+dc4nFmmPbCAA3JVx1pZnpv4qIiIiISI4Fg0FCoRDt7e20trbS3t5OKBQiGAyOf2cRkQnw+bITzyj0Sc+1RGblAtgGeMo59wXn3E7OuTnR3xcDD7NlqvVvm9nIAszXACujywuAJ5xz/+2cW+Ccm+ecOxn4B7B7dJ1VwE+z9DeJiIiIiMgYYsVVBwYGkl4WESl02akUVGLMzHPOnQDcA7wXqAd+GP1J5nrgO0m2MxQNdh4iMoPXdsDSFNtYCxxrZv1TbL6IiIiIiExCrLiq3+9nYGBg2GURkWKgnj5pMrMO4P3AV4HNKVZbC5wDnJNqSJaZvQEsIhL2DCZZxQN+B+xtZv+ZartFRERERGRyAoEANTU1NDQ00NjYSENDAzU1NQQCgfHvLCJSAJyZ5bsNRcc5VwkcCrwTmAG0E5mS/e82gQfUObc1cBCRoV5+YA2wzMzWZrzRw/c7P7ov1qxZw/z587O5OxERERGRouV5HsFgMN7TJxAIZK32hohMXy0tLTQ3N8cuNptZSya2q+FdkxAdcnV/9Gcq23kbuCMjjRIRERERkYzz+XzU1tbmuxklTcGaSPYo9BEREREREZG88DyPlpYWQqEQQ0NDlJeXEwwGmT9/voIfkQxQ6CMiIiIiIiJ5EQwGCYVCtLe3x3v6NDQ0EAwG1cNKJAMUnYqIiIiIiEheDAwMMDQ0xMDAQNLLIjI1Cn1EREREREQkL/x+P+Xl5fj9/qSXRWRqNLxLRERERERE8iIQCBAMBmloaIjX9KmpqSEQCOS7aSIlQaGPiIiIiIiI5IXP52P+/PkFM3uXZhKTUqPQR0RERERERPLG5/MVRNFmzSQmpUihj4iIiIiIiEx7mklMSpHiShEREREREZn2NJOYlCKFPiIiIiIiIjLtaSYxKUUa3iUiIiIikmMqFitSeDSTmJQihT4iIiIiIjmkYrEihanQZhITyQSFPiLTnL5pFBERyS0VixUpXIUyk5hIphRU6OOcawLqgBlABdALhIBOM3s7n20TKUX6plFERCT3VCxWZHrSl62SD3kLfZxzuwGHAfsCewMLgZQVspxz/cBbwAvACuBJYLmZWfZbK1Ka9E2jiIhI7iUWh439/1WxWJHSpi9bJV9yGvo453YBzgSOB7ZLvCmNu1cB7wR2BI6NXtfunLsbuMnMHs9gU0WmBX3TKCIiknsqFisy/ejLVsmXnIQ+zrljgC8B+ydeDRjpBT7DNpdwv62As4GznXPPApeZ2Z1Tb7HI9KBvGkVERHJPxWKLm4boyGToy1bJl6yGPs65RcCVwH6xq0as4gEvA68Da4F1QDeRWj79RIZ7VRGp8dMU/dkO2AWoHrHN9wC/c86tAr5sZn/Owp8kUlL0TaOIiEh+qFhscdIQHZksfdkq+ZKV0Mc51wj8L3AakVAmFsz0A48DDwDLgOfNrG8S23dEhnkdCrwfOIJIMATwbuD/nHOPAF8ws+cm/5eIlDZ90ygiIiKSPg3RkcnSl62SLxkNfZxzZcBngG8Cs9gS9qwEfgn83sy6prqfaPHmV6I/1znnqonUCfoE8N7oaocB/3DOXQt83cw6p7pfkVKkbxpFRERE0qMhOjJZ+rJV8iXTPX2eBXYmEvYMAbcDPzazf2Z4P8OYWS+wFFganRXsC8DHiAwPuwA4CWjMZhtERERERKS0aYiOTIW+bJV8yHSsuAuRIVw/BXYws9OyHfiMZGbPm9mZRGr//BAIAfW5bIOIiIiIiJSeQCBATU0NDQ0NNDY20tDQoCE6IlLQMt3T5wrgB2b2doa3O2Fmth642Dn3XSJDzkREREQKmmYFEilsGqIjIsUmo6GPmX0xk9vLhGgtn2/lux0iIiIiY9GsQCLFQUN0RKSYZHXKdhERERFJj2YFEhERkUwruNDHOVdDpAZPDVBhZqvy3CQRERGRrNOsQCIiIpJpeQ99nHO1wKlEplhfDGyVcLMRbaNzbi/g28BtwG/NbCjHTRURkQKgmidSqjQrkIiIiGRaXkMf59zXgC8Cs2JXjbF6NXAE8CHg6865881sWXZbKCIihUQ1T6SUBQIBgsEgDQ0N8fNbswKJiIjIVOQl9HHOVQFLgWOJBD02YhVj7ABoR+BB59ynzeza7LRSREQKjWqeSCnTrEAiIiKSafnq6fMj4Dgi4U4s4FkHLI/+/myS+2wA/gNsH71PGfAz59x6M7s7F40WEZH8Us0TKXWaFUhEREQyKedfHTnnDgU+wZawpwU4HlhgZicBP0l2PzP7j5ntCHwK6I/e3wdcGy3+LCIiJW5kjRPVPBERERERSS0fPX0uZcuQrleBA8ysI907m9k1zrk1wN3RbTQCpwMa5iUiUuJU80REREREJH057enjnFsAHMiWGj7nTCTwiTGz/wNuZUvdn+Mz00IRESlksZonTU1NNDY20tTUpCLOIiIiIiIp5Lqnz3sTlt8ws79NYVvXA6cQCX4WTalVIiJSNFTzREREREQkPbkOfZoTll+a4rb+lbAccM7NNrPNU9ymiIiIiIiIFADP8zSjocgU5Tr0GUpYDk5xW10jLtcACn1ERERERESKnOd5tLS0EAqF4nX8gsGghnWLTFCuQ5/1CcsLp7itxhGXJ1wbSERERERERApPMBgkFArR3t4e7+nT0NBAMBjUMG+RCch16PNc9LcD9nXONZnZhklu6+CE5Q1m1j+1pomIiIgUDg1rEJHpbGBggKGhIQYGBpJeFpH05PSdg5m9QGSadgPKgB9NZjvOOR9wUWyzwJ8y0kARERGRAhAb1rBhwwZaW1vZsGEDLS0teJ6X76aJiOSE3++nvLwcv9+f9LKIpCcfXxf9kC1TrX/MOXdFNMRJi3OuClgK7BG9yoDrMttEERERkfxJHNbQ2tpKe3s7oVCIYHCqJRFFRIpDIBCgpqaGhoYGGhsbaWhooKamhkAgkO+miRSVXA/vAvgV8HFgfyKBzWeBQ51zPwIeJkUQ5Zx7J3A08Gm2zAJmwI1m9o9sN1pEREQkVzSsQXJJQwmlEPl8PubPn69zU2SKch76mJk5544GHgV2IRLc7A7cGFsl+uMAnHNrgVqgKnq7i94OsAL4VG5aLiIiIpIbicMYYh92NKxBskEzJEkh8/l8KtosMkV5eSU3s43AIcC9bBnqRXQ51qZYsLMNUJ1kvf8DjjSzvqw2VkRERCTHNKxBckVDCUVESls+hncBYGbtwEeccx8DvgDsnXBzYm8eRlz/CnC5mV2f/VaKiIiI5J6GNUiuaCihiEhpy1voE2NmvwV+65zbk0jvn/2BecAcIr1+NgGtwN+Bx8zssTw1VURERCRnNKxBckFDCUVESlveQ58YM3sGeCbf7RARERERmS4CgQDBYJCGhoZ4TR8NJRQRKR0FE/qIiIiIiEhuaSihiEhpU+gjIiIiIjKNTeehhJquXkRKnUIfERERERGZdtKdrl7BkIgUs4yGPs65cCa3lwYzMwVXIiIiIiIyIYnT1ccCnYaGBoLBYLznU7rBkIhIocp0YBKbat1leLsiIiIiIlLAiq1HTDrT1acTDImIFLJs9JJR4CMiIiIiMo0UY4+YdKarTycYEhEpZJkOfS7N8PZERERERKTAFWOPmHSmq08nGBIRKWQZDX3MTKGPiIiIiMg0U4w9YtKZrj6dYEhEpJCpCLKIiIiIiIwykRo9xdojZrzp6tMJhkRECplCHxERERERGWaiNXpKuUfMeMHQZBVb4WsRKU5FG/o45xqB9dGLb5jZDvlsj4iIiIhIqZhojR71iJmYYix8LSLFqWhDH4ZPDb+dc67OzDry2SARERERkVIwmRo92eoRU4qKsfC1iBSnvIU+zrnZwGnAYmAroGwidwfezfDgp7AHDIuIiIiIFIlirdFTLIqx8LWIFKe8hD7OuX2BPwDbTGUzREIfgLejP0XFOfcO4DBgATAItABPmtm/89owERERESlZ6dSSKYYaPcVcE0ehmojkSs5DH+dcPXA3sHX0qsTeOonLI1nCskv4HQLONTMbfZfMcc4tAW6fwF1eMLN3p9jWXOBnwLEk+Xudc48DF5jZ85Npq4iIiIhIMunWkin0Gj3FXhOnGEI1ESkN+ejpcxGRwCcW8ISA5UAvsH/CbeuBV6P3qQCaoz9Eb38N+B5wr5ltzEG7M1Io2jm3HfAoW/6WZA4EVjjnTjKz/8vEfkVEREREJlJLppBr9BR7TZxCD9VEpHTkI/Q5nS29dp4GjjSzdgDnXB2wEtgeGDKzQxPv6JzbHbgc+CCREKY+R4EPbAl9uoHr0lh//cgrnHNlwB1sCXzeBL4KPAj0ALsCXwKOB2qAW5xzu5vZW1NruoiIiIhI6dSSKYW/o5BDNREpHTkNfZxzuwFN0YtGZFhWe+x2M+twzt0GfA1ods4dYGZPJtz+nHPuw8DviAQjlzvn/mVmD+eg+bHQ5wUz++Ikt3EOsFd0eR1wgJklhkNPOec+CtwC/DcwG7gSOG6S+xORHCjmmgKFQo+hTHd6DshETOV8KZVaMqXyd4iIZFuue/rEatwY8KqZPZdknZcTlvcBnky80cw859x5wCFAHfBL59wuZtaXhfYmioU+r01hG59LWP7iiMAHADMz59wXgY8SmZHsGOfctma2egr7FZEsKfaaAoVAj6FMd3oOyERM9XwplVoyuf47FMyKSLHKdeizdcLySynWWZ2wvFuyFaI9gpYCnwYWAmcC12agfUk552rYMtPYq2OtO8Y29gB2il5sJzLMKykzW++cW0ZkGJsP+AiRHj8iUmCKvaZAIdBjKNOdngMyEVM9X0qllkwu/w4FsyJSzHL9KjUjYTmYYp3VCctjFU9ODE1OnmyD0pTYjkmFPsAHEpYfNrPBcdZ/JGH50JRriUhelUJNgXzTYyjTnZ4DMhGZOF9itWQaGxupra3NWnCR3bl1c/d3JAZtra2ttLe3EwqFCAZTfZwRESkcuQ59ehKWZ6VYZx0Q+6+1/RjbeiX62wH7OOdSTfWeCYmhz2SHd+2dsLwyjfWfSVjeZZL7FJEsG1lDQDUFJk6PoUx3sXO+oqKCvr4+BgYG6O/vp7w8H/NtSKHL92um53l0dnbS2tpKZ2cnnueNWuff/4bPfhb+939z0qSsUzArIsUs1+8m1iQs755shWhNmzVEAp/5zrk5ZrYpyaqJ0XoV0AC0ZaylwyWGPq3OuYuBo4F3ESm2vAlYBdwN/MrMQkm2sVPC8htp7PPNhOVtnXM+Mxv9XzUJ59z8cVZpGud2kbRN9zHupVIbIZ/0GMp0FwgE6OzsBIgHPb29vfHhOtPpNVXGl8/XzPGGOT33HFxzDTwS7a9eVQXnngv19cX9fqEUikYX8+MvIlOT69DnqehvB2znnDvYzB5Nst4rbOnlcwhwV5J13jnicjZ7+sTaEgYeB+aNuL0ROCz6c4lz7hQze2TEOnMTltemsc8NCcsVwExSD4kbac34q4hMnca4l05thHzSYyjTnc/nIxAIUFNTQ09PD57nYWb09fWpro+Mks/XzFT1hB57rIebb57F448PX7+vD37zG/j854v7/UKxfzmh92si01tOQx8zW+OcewpYRCSkudU5d4KZrRix6t+BI6LLF5I89PlMwvIAsDHT7U0Q6+lTRiTwGQKWERnq5YA9gP2i6zQBDzjnjjezexK2kfhfIXGYWyojZyObQfqhj0hOqPhoRKymgEyeHkOZ7oaGhqisrIz3HBgcHNTwEUkpX6+ZicOazGDFCh8PPVTHK69UUlFhJPsO9t574cwzi/v9QrF/OaH3ayLTWz4Gi/8A+D2Radu3AZY7554FrjSzG6Pr3AV8Pbp8iHPuOuArZrbROVdBJPA5M7oNgCfMLJzFNicO7/oTcJ6ZrUtcwTm3N3AzsDORcOhW59y7zKwlukpi/890ppcfGnF5Iv9Vmse5vQl4egLbE0lKY9xFRDKjFIaPSOnz+/2UlZWzalUDt99ex+rVs/H5fPh8Hs4NRYcnRoKf2lo480w45RTo6yv+9wvF/OWE3q+JTG85D33M7E7n3B+BY4mENg54D5GeMjdG1/mXc+6vRGatMuAc4CznXCtQS6SGT+yrBAOuylZ7nXM+4F/A88B/gM8nC5jM7B/OuYOBfxAJXWYAXwEuiK7SD1RHl9MJcKpGXO5Nt80JQVNS2a15LdOJPqSIiGRGsQ8fkbGVQj0Vz4MVKwL85Cd+XnrJh+eFAQ/P83DO4XkOz/NobCzjrLPg5JOhpiZ2X71fyCe9XxOZ3vI1LcR/Az8hEuY4ktfj+QSRYV4zo5fLiPQMiokFRrea2d3Zami0ePJH0ly3zTn3HeC66FXHsSX06WFL6FOTxuYSQx8DutJpg0gu6UOKiEhmFPvwEUmt2OuphMNw331w7bXw2ms+oJqyskHMDOcM5xxmRn39EGed1cdZZ82masRXl7l8v1AKAVum6f2ayPSWl9DHzPqATzjnLgOOBHYE/jlinVedcx8A7mR04eSYq4H/yWZbJ+H+hOUm51zAzILA20RmGINI4efxJM6wtd7MBjPVQJFM0YcUEZHMKebhI4WgUD/sF2s9laEhuPtuuO46eDNxTlkcZWVlmBlgNDT0ceyxrRx7LCxY0DQq8IHcvV8o9oAtW/R+TWR6y1dPHyBS2Bm4dozbn3LO7QicBBxMpKdPP/ACcJuZrcpJQydm/YjLsQLMrwK7Rq97RxrbWZiw/FoG2iWSFfqQIiIi+VbIH/aLrZ7KwADceSf84hewbl3ydXw+HwsWeJx4YgcHHthJVdX4PUcy8X5hvGCvWAO2XND7NZHpK6+hTzqivYJujP4Ug8RXU2PLrGL/IlLHCGDvNLazZ8LyExlol4iIiEhJKuQP+8VST6W3F37/e/jlL6G1NfV6O+4IF1zg+MAHKunpmcnAgD8nPUfGC/Y8z6O9vZ2Ojg6CwSBVVVUFH7AVokLtMScik1fwoU++OedWEik0DfAhM1s2zl0OTFheZWax/zIPAP8vunyEc84XrReUyuEJyw+l2VwRERGRaaeQe9MUej2Vnh647Ta4/nrYuDH1ervuChdcAIcdBpEMILc9R8YK9gKBAC0tLWzevJnu7m76+/vp7++noaGhIAO2QpUqWJs7dy7d3d0KgkSKlEKf8f0b2De6fAKwbJz1E2sMJRaYfgpYDWxLZHavE4hMXT+Kc+49wCHRiy3AX9NvroiIiEj6SuGb/ULuTVOo9VSCQbj5ZrjhhshyKnvuGQl7DjoI8jkB7FjBXiwQCoVC9PT0ADBjxgxqamoKKmArdMmCtfr6el5++WXKysoKbuikiKRHoc/4bgdOjy6f55y7w8weTbaic+5i4H3RiyHg57HbzCzsnLuCLdPL/9A59zcz2zBiGwHgpoSrrhynR5CIiIjIpBRyLZyJKPTeNIVUT2XTpkjQc8st0N2dbA3D8zz23HOA884b4tBDZ1BWlvmCy52dnXR0dABQV1dHbW3tmOfcWMFeLAAaHBwkEAjQ39/PjBkzmD17dtGdy/mULFjr6urC87z49YU0dFJE0pO30Mc5tz1wNpECzTsAs4GKSWzKzCybf8efifTuOQTwAw86535OJAz6D5Gp5HcFzgOWJNzvSyMDHeAa4BRgP2AB8IRz7mvA40CYSGD0LSKPB8Aq4KcZ/4tEREREKOxaOBNRqL1pCklbW2QI1223Rer3JGfstVcPH/1oGzvt1EN5eTlr19ZkNDjxPI+33nqLNWvW0BttyIYNG5g/fz4LFixIuZ+xgr1gMDgsAAoEAtTX19PQ0KBzYAKSBWtmhnOuIIdOikh68hL6OOc+DfwvUBm7Kh/tSIeZmXNuCZGp2PciEkz9D2NPFf8DM/tZkm0NOedOJlKj5x3AdsDSFNtYCxxrZv1Tab+IiIhIKoVcC2eiCqk3TSFZvx5+9Sv43e8iM3OlcvjhcMopXdTVraO9vZ3W1uyEgMFgkI0bN9Le3k4wOq4sEAhQXV1NbW1tyv2MFezFgp+6ujq6urowM8LhMDNnzsxIm6eLZMFaOBzGOcfg4GDBDZ0UkfTkPPSJhh5XJlxluW7DRJlZm3NuMXAR8BlgqxSrPgd8w8zuTnE7ZvaGc24RkWFeSxjdu8kD7gA+Y2ZvT7nxIiIiIikUci0cmZo1ayLTrv/hDzA0lHwd5+CII+ATn4CddoLW1j5aW7MbAg4MDNDX10d/fz/hcBggXnh5vP2kCvZ8Ph9z587l5Zdfjl/2+XysW7dOw7smIFmwNnPmTNatW4fP5yvIoZMiMr6chj7OOQf8MHrRiPTwaQVWApty2ZaJiva4+Y5z7nJgf2A3ItOzdxH5G540szfT3FYHcKpz7gvAQUSGevmBNcAyM1ubhT9BREREZJhCr4UjE/f663DddXDvvRDNVEYpK4Ojj4bzz4d3vGPL9bkIAf1+P1VVVVRWVtLfH+nQXllZSWVl5ZT2093dTVlZWbxHysDAAM65ohuqmG/JgjUNnRQpbrnu6fM+YBu29O75DfAJMxvMcTsmLToF+2PRn6lu620ivXpERESKVinM/jRdpVsLR8e48L38MlxzDdx/P1iKfvTl5XD88XDeedDcPPr2XISAsXo7oVCIGTNmAFBTU0N9ff2U9lNKQxVHyvfzT0MnRYpbrkOfHaO/HdAJ/E8xBT4iIiLTRbofMkpl9qfpbLwPdDrGhW3VKrj6anj44dTr+P2wZAmcfTbMnZt6vVwUxPb5fCxYsIBAIDCh2bvGU6pDFfX8E5GpynXo0xD9bcBTZtaV4/2LiIjIOCbyIaMUZn/K97foha4UjnEp+uc/I2HP3/6Wep3qajj5ZDjrLNgqSUXKVOd+to+rz+ejrq6Ourq6jG2zVIcq6vknIlOV69CnPWG5I8f7FhERkTRM5ENGsQ+p0Lfo4yv2Y1xKzGDlykjYs3Jl6vVmzIDTToMzz4Q5c5KvU2rnfi56KeWDnn8iMlW5Dn1eTljeMeVaIiIikjcT+ZBR7EMq8vEterH1LCr2Y1wKzCI9eq6+Gp55JvV6gUAk6DnttMjyWHJ57sfO+b6+vvi+qqqqsjJ0rNR6v+j5JyJTlevQ53FgHTAX2NM5t4uZvZjjNoiIiMgYJvIho9iHVOT6W/Ri7F1R7Me4mHkePPJIJOx54YXU69XXR4ZwnXwyVFdHApbW1rFDxVyd+7Fzvru7m9bWVsLhMOXl5TQ2Nhb8uV8I9PwTkanKaehjZuac+y7wMyLFnK93zh1iZn25bIeIiIikNpEPGcU+pCLX36IXY32OYj/GxSgchr/8JTIb1yuvpF6vsRHOPRdOOMFjcDBIV1cfq1dvxOfzxcOVVMFKrs792Dm/du1aNm3aRH9/P5WVlQwMDNDc3FzQ534h0PNPRKYq1z19MLOrnXMfBI4BFgErnHNfBh40s3Cu2yMiIlJssj08aKIfMpINqSiWIUy5/hY93/U5JntcSnHYTCEKh+Hee+Haa+GNN2LXGp7nYWY45/D5fMyd6zjvvMj06xUVW3qPbd68me7ubkKhEDU1NVRWVqYMFXN17sfO8b6+PjzPY3BwEL/fT19fn2rTpEnPPxGZipyHPlEnALcBHwV2A/4E9DnnXgU2AxMJf8zM3p/5JoqISK4VS1CQT7kaHjSVDxnFNIQp19+i57M+RzEdl+lmYAD++Ee47jpoaUm8xRgaGsLzPADmzh3itNNCnHVWPX5/5Jh1dm7pPRbrSeN5HuXl5TjnkgYrsdfa2HmXrRo7sW2Xl5dTVVVFb28vFRUVOOeoqqpSbRoRkRzIV+hzInA4kanbITLUqxrYPeG6dLgJri8iIgVKH0jTUwzDg4qhjYly+S16PutzFNtxmQ76+uCOO+CXv4QNG0bf7nkenufR1NTDkUeu4aCDuth66wZCoQr8/sgxS+wtVlZWhud5+Hw+hoaGmDVr1qhgJdlrLUBjY2NWXmtj5/y8efOoqKgYVtNHtWlERLIv56GPc24JsHTE1QpuRESmOX0gTU++hweloxjamC/5rM+R7eOinnpbjPdYhEJw221w/fXQ3p5sC5EhXQsXhjjmmLXsvPNaysoc4TCjjllibzGzyP2qq6uZNWsWgUBgVLCS69faxHO+rq4uq7N3iYjIaDkNfZxz5cBP2NJDx0VvGgLagf5ctkdERAqHgoL0FMP0vcXQxnzKV32ObB6XYumpl4tgaqzHoqfHxy23wA03QGdnqi0YO+4YYsmSjbzznevp6Rleo2fkMRvZe8zn82Fm1NfXJw1W8vFaq5o0IiL5k+uePu8DmtjSs+dZ4NPAkyriLCIyvSkoSE8xTN+b7TaqR8nkZPO4FENPvZFhjM/nY+3atSnDkdh9JnquJXss/P5Gbr21jzvuqKGrK/V9990XTj21mwUL1rJxYzs9Pf309vZSU1OTsufORHuP6bVWRGR6yXXos2v0twNCwIfM7O0ct0FERApQMYQZhaAYpu/NZhuLpUdJocl24d5i6KmXGMb090fClOrqanp6euKvP4nn0WTPtcS/ffPmCu6/v4lHH53H0FAFZWUj1zbCYY899+zh5JM3c8ghMxgYGKC9PXJ/5xzV1dXMnDmTWbNm0dTUlPSYTaQnjV5rRUSml1yHPrOivw34mwIfERGJKYYwo1AUw1CJbLWxGHqUFJpcFO4tht4jiWFMf38/oVCIvr4+QqEQAwMDo86jyZ5rfr+fTZsq+e1v38FDDzUwNOSjrMxHebkbsaaxaFEXhx/+H+bObQPghReqmTNnDj6fL/5YVlZWMnv2bJqamjJyjqd6rQXo7OzM+knZyRgAACAASURBVNA3vcZPXzr+IvmR69BnY8JyR473LSIiBa4YwgzJr2LoUVJochGUFUPvkcQgqqenB5/PF5/aPNl5NJlzraUFfvGL2dx+ew0DA5FqBmVlkde22Idb5+CDH4RTTumivPxV3nzzTdavj4z5CgQCVFdXU11dnfKxzMQH55GvtbnoQadeetObjr9I/uQ69FmZsLxdjvctIiIiRa4YepQUmlwEZcXQUy8xmKqoqKC7O1IgOVJzZ/R5NJFzbfVquO46uPtuCIcdUEF5uYeZ4ZyLhj6Oo46C88+HHXaA1tY+XnutP97zyMzw+Xz09fUxf/58qqqqRvXE6ejoYM2aNQwNDeH3+6moqMjIB+dcBIPqpTe96fiL5E9OQx8z+5dz7lngPcAi59yOZvZqLtsgIiIi2ZXNLvzF0KOk0OQqKCv0nnqJwVRtbS0bN27E5/MRDoeTnkfpnGuvvgrXXgv33Qeel7g3h88XKeBTVgbHHQfnnQcLF25ZIxY2DQ4OEg6H8TyPcDhMb29vfAhejOd5rFu3jra2NjZu3EhPTw8ADQ0NbLXVVlP+4JyLYFC99KY3HX+R/Ml1Tx+IzNb1CFAG/MI5d7hm7hIRESkN2e7CXww9SgqNgrItEoOpxsbGMc+jsc61F16Aa66BBx9MvS+/Hz76UTj3XJg7d/TtgUCAqqoqZsyYwdDQUPzY+P1+NmzYQHl5efy6cDiMc462tjY6Ozvp7++nurqarq4u5syZM+UPzrkIBtVLb3rT8RfJn5yHPmb2uHPufOCXRKZw/4tz7lwzeyPXbRERKXYqiiiFJhdd+Au9R0mhUVCWXDrn0ch1nnkmEvY8+mjq+1RVwcc+BmefDY2NY2+7oaGB7u5uvGg3oerqaiorK+np6WFwcDB+vCoqKjAzent7GRwcZHBwEL/fj8/ny8gH51wEgwofpzcdf5H8yXno45xbAvQAfwA+ChwKvOqcewJ4GlgDBIGhdLdpZjdloakiIgVNRRGLT7GHdOm0X134C1OhBGX5eg5MZb9m8PTTcPXV8OSTqderqYFTT4Uzz4T6+vTaVVVVRW1tbfw5EgtvnHPDnkMVFRVs2rQJM4u/3ldUVNDQ0JCRD865CAYVPk5vOv4i+ZOP4V2/JTJlO9HfLvrz3ujPZCj0EZFpR0URi0uxh3Tptl9d+CWVfD0HJrtfM1i+PBL2/OMfqbcfCMDpp0d+Zs9Ov03BYJC+vj7C4TB1dXXxmcTC4TA+n4+BgYH4c6isrIyyskiNoOrqagBmzpxJQ0NDRodOZvt/R6GEj5IfOv4i+ZGP0GckG3+VlNwU7y8iUrTUo6K4FHtIl277S6kLf6H2zCrUdo0nH8+BWOCzbt06urq68Pl8VFZWjrlfM/jrXyNhz/PPp972nDlw1lnw3/8NM2dOvE2hUIjBwUH6+yMzeG211VbU19cTCARYt24dzrn4c6i/v5+mpiZaWlriw7rmzZtHTU1NwR37Yj0/RURKVb5CH5en/YqIlAz1qCguxR7SpdP+2Ie92Dno9/upqqoqyg99hdozq1DblY50nwOe59HZ2UlHRwcAdXV11NbWTvjviz1W69evZ9OmTXR1dVFRUUEgEBi239h529s7wOOP13DTTTN45ZXUb1W32grOOQdOOgmqq2PtHR5yACmDj2AwSHd3Ny0tLfEZxGpra6msrKSyspLa2tpRw2A8z6O1tZVAIDCszk+hvd4X8/kpIlKq8hH6bJeHfYqIlJxS6lExHRR7SDde+5N92IPIDEnF+GGvUHtmFWq70pHOc8DzPN566634uQSwfv16mpubWbBgwYTOpdhjFQwG6erqor+/P76P2H49z+PNN1u47z4ft902m7VrK/D5Yufv8OBnm20i066fcAJUVm5p78jzvrOzE4C+vr6kwUdfXx+tra20tbXFe/v09PTgeR4zZsyIH8vE4+l5Ht3d3Rl/vc90r5xcnZ/qTSQikr58zN71Zq73KSJSilQUsbgUe0g3XvuLOYxIplB7ZuW6XZn8cJ3OcyAYDLJx40ZaW1vp6uqK36+mpmZUEDKe2GPj8/niwVJlZSXOOcLhMJWVM7nppl6uu66etWsdZkZkHpHI7eXlFZSV+ViwwHH++fCRj0BFxfB9JDvvYzV3ent7kz4XBgYGCIfD9PX10dfXh+d5VFZWxkOiZMcyG6/32eiVk4vzU72JREQmphBq+oiISNREP2CpKGLxKPaQbrz2F2pIMlmF2jMrl+3K9IfrdJ4DAwMD8Ro3/f39mBk+ny8eoIzX3sRtl5eXU15eTmVlJWYW74ETDpfzpz/N5q67hmhrqyQcDmM2hOd5eJ6Hcw7PczQ1hTjnnEHOOGMrKipG/72e59He3k5HRwfBYJCqqioGBgZwzo2afSvxuRBrW3V1NWbG4OAgPp+PqqqqMY9lstf7qYRy2Qhqc3F+llrAPBnq6SQiE6HQR0SkQOjby9JX7CHdWO0v1JBksgq1Z1Yu25X44bq/vx/P8+L7mUrwM9ZzwO/34/f7GRwcJBwO43ke4XCY3t7e+JDBZJK9flZVVVFVVUV9fT2tra14XiUPPLANy5btQFeXn7Iyh89nCdswPM9oaurg0EP/zUEH9bHttgvo6alMGra0tLSwefNmuru76e/vp7+/n4aGBqqqquLrJHsuVFVV0djYSH9/Pxs3bsQ5x5w5c+L3jdXvGe/D/FT/Z0w0qE0naMjF+VlqAfNE6b2CiExUwYQ+zrlaYH/gHUA9UANUmNkXo7fPBKrNrC1/rRQRyR59eynFrFBDkskq1J5ZuWxX7MN0f38/XV1d8cuRYVCTD37GEggEqKqqYsaMGQwNDcXPpcpoEZ1UwUOq18+Ghgba2nq5665G/vzn3ejqKse5LWFPZNmHz+dj2207Wbz4X2y//VtUVvoZGKhh06ZNrF+/Pt62xGLMoVCIUChET08PADNmzKCmpob6+npgS02fsrKy+HCuzs5OZs6cSXV1NXV1dfGhZjNnzqS5uZlQKERra2taH+an+j9jIkFtukFDLs7PUguYJ2oyx109g0Smt7yGPs65MuAM4AJgD5LP6vXF6O/3AI855/4KfNvMHs1NK0UkU/L5pqMY3vBM928vpbgVakgyFYXaMytX7Yp9mI71WIkVQi4vL48XSM50O3w+Hw0NDXR3d+N5HgDV1dXMmTOHgYGBlMFDstfPTZs8br3VuOuubens9KLDuGzY/pxzLFpUxkc/2sGcOa/Q2tpFf38NZsbQ0BDBYBDnHKFQiPr6+ngx6dj+BgcHCQQC9Pf3M2PGDGbPns2CBQuAyIfzvr6+eG+e9vb2eA+koaEhNm3aRHd3N+Xl5YTDYVpbW/H5fHR0dKT1YX6q/zMmEtSOFzTk8n9sqQXMEzWZHlrqGSQyveUt9HHObQ/cC+wUuyr620YsD7sbcChwqHPuBuCTZqZPQyJFIJ9vOorlDc90//ZSsidXH8gKNSSR0SYyVCc2xTlARUUFPp8vq4F0VVUVtbW18X3EpicfGBhIGTwkvl62tXk89FAzf/3rNvT1+aJBT6RWDxDv2bNo0SCf/3wF++3nMNuKt97aDr+/glAoRG9vL8FgkJ6eHgYGBqJTuvcSCASoq6sb9XodCASor6+noaEh/jjW1tbS2dlJWVnZqELPoVCI7u5ugsEgAENDQ4TDYWpqatL+MD/V/xkTCWrHChpy/T+2FAPmiZjocVcvYhHJS+jjnHs38AiRYVyO4eFO7HKyXj+J65wJbOec+y8zG8xSU0UkTeN9gMjnm45iecMz3b+9zIRi6NGVa8USekruTHSoDoCZUV5ejs/no7KyMquBdKrXQr/fH39+w/DgoaGhgddf7+bOO+u5776ZDAz44uFOODwU3bLD53Pss08P553n8aEPbR3/e53zsWDBAgKBAB0dHaxbtw7nHJs2bSIUCsV78nR0dFBXV5f263WysMTn88W3GQ6HAeI1k8ws7Q/zmfifkW5QO1bQkI//sdM5YJ7ocVcvYhHJeejjnKsAbgEa2BL2tAE3AI8CXcBjSe76HPBN4LPAHCLBz8HAFcCns9poERlTOh8g8vmmo1je8Ez3by+nSuFGcsmK8c6aNQvITk0WKXwT+ZCeGPwkPreyGUinei0MBoNJg4eNGyu5+mofd9wxj/5+LxpQufi5PTgYGSa2997tHHvsBnbbrYw999xz1Lnv8/moq6ujrq4OiNTkmWgbR24zWVhSWRmZMSwW/EBkKvnZs2dTXV1NWdn/Z+/dgyTJ6vvez8msR9a7uqq7Z6ZnZ3ZhxS67gHkYYUDCl7UQCAkE1gNJIIfkkKwHsuWwpetH2JZsK+69Ede6tmRhhDBCILAJG7QWlmwkoReshAAhEA+JndXuzs50T09Pddf7lfXIPPeP6nMmu6a6u6qrurtq+nwiJqa6uyrz5Dkns/J88/v7/eyx+vkkvzMOEhp2dnZm+h1rxPuDmXTcjYvYYDCchtPnHwN/jduCzzuBf6zCtIQQ9476kJSyDvyMEOJXgI9yOwfQjwohfkFK+cSxt9xgMIxknAXEad50LNINz1l+ejkti+LoOmmCyXhrtRq9Xo9+v69DXYzwc/aYVAg/LnHhoMX9qGvhsPBw65bDO96xwu//fppeb5CvRwiBbdvcNox7PPJIi1e/+nHy+RKO45BM3kOj0TjwupDL5bh586bO1xONRnXy5WC/HHZtGSWWOI7D0tISMEj+DBCPx1leXuaeewZtG6efT1IcOWgOzPI71oj34zHJvYJxERsMhhMVfcTgDvPHA7/6gJTy70+yDSnlhhDi9cBXuB0e9veA/3NmDTUYDBMxzgLiNG86zA3P2WBRHF0nTTAZb6/X25OMN5PJnHlR7CxylEX6rAXpoyzuLctibW2NP/mTAu99b5THHktjWSE8r6+TPqv3RaMh3vQmwbd/exnH2aJQ6AADgcXzvEOvC9lslkuXLhGPx3FdV5d+n7QP9hNL1D5KpRIwEJmy2ezY/Txu/81SGNqvbbP8jjXi/ewxLmKDwXDSTp+XARd2X3vAPz3KRqSUBSHE/wf8PwwcQ6/FiD4Gw6kxzgLiNG867uYbHmODv80iObpOErUgS6VSOhlvJBI59mS8hvllHoTwoyzu/+IvfH72Z9t84hN5BkW4fDyvi+/L3dw4kkhE8PrXt3n728M8/HCGSiXE1tbk1wXLGuT4yWazU19f9xNLgqFkQca5ro/Tfyflmpnld6wR748H4yI2GM42Jy36vGj3fwl8Tkp5a4pt/U8Goo8AniuEsKWU3rQNNBgMkzPuAuI0bzruxhseY4PfyzwsZOeRYE4WIcSJJeM1zB9BMSGZTJJMJun3+6ciGE+yuP/Sl+AXfxF+93cl/X5El14XQmiHj2X1eeUr13nta9f52q+9xPLyOWC668JpfG+Me10fp/9O0jUzq74y4r3BYDDMnpMWfYKPM9an3NbVwOvQ7ra3p9ymwWA4Anezk2aeMTb4vZh5uD9B4SeTyRhR7AwySkyIx+OnJhKPs7j/3Ofgne+EP/7jwc+D0uu3//d9n0jE4+Uvf5pXvvIKqVSHdDqttwe3536lUtGhVMlk8gSPdDLGva6P03+L6Jox4r3BYDDMnpMWfSoz3PfwHcpBJd4NBsMxczc6aeadRbyhP27MPNwfI4qdbcYVE04qZHS/xX0qleZTnxqIPX/6p3s/o5KPCyGIxfo88sgNXvOaG3heEcuy8bwoiUSCUCh0h0jQaDTo9/v0+30KhQKNRmMuXZHjXtfHEUcW0TVjrlMGg8Ewe05a9LkReP3CKbf17MBrD+PyMRgMZ4yTuqE3eYPuHowoNl+c5Lk1jphw1JDRoxzH8OI+HI7w+c+n+If/sM+Xv2whhCq5LvZ8JpuFN72pxutfXyIUatNuO3jeeZrNJpZlkc/nuXTp0p79L5Irctzr+jjiyKK6Zsx1ymAwGGbLSYs+jwH93f0+SwjxiJTyD464rW/b/V8CX5LK62swGAxnhJO4oTd5gxYfI9rNJyd9bo0jJhxFHJnmOCzLIp3O8vGPwzvfKfnKV/r4vmTwLG/w91AoBAiWl+EHfkDwlreE6fcdut1lvS/XdfdcA4fbOq57ZlbnyjTbmeS6fpg4YlwzBoPBYIATFn2klGUhxO8Br2Pw6ObdQoiXSymLk2xHCPE1wE8EfvVrM2ymwWAwLAQncUO/SE/IDXdiRLv55aTPrXHEhKOEjNZqNZrNJhsbG7q0ubouHXQcngf/+3/Du94FTz45mKu+7+9J0gywvOzxoz8a4ju+AxwHBtH9t7ebzWYPvQaOI3jN6lyZdjuzvq4b14zBYDAYTtrpA/DPgNcw+Na+H/hjIcTbpJR/Ns6HhRDfArwbSO3+qgi88zgaajAYDPPOcd/Qm7xBi40R7eaXWZ9bh7lLxhET9hNHQqEQlUpl5Odc16VQKFAul5FS0m63iUQiLC0tjWxnvw8f/Sj80i/BtWu3fz+cpHl52eWtb23wPd/jcPHi6oHHedhcHkfwqlQqbG9vs729je/7pFIpVlZW7iiBPotS6ocxzXXdOPsMBoPBMMyJiz5Syi8KIf4t8G8YhGY9AHxWCPGHwO8CneD7hRCvAfIMcgC9EXiY2wHeEviHUsrqybTeYDjbmJvJxWPaMVvERKDTME5/LdJ5YES7+WWW59a47pLDxIRR4ojjOHeEUAW3reZUp9Oh1+sRDodHzrFOBx59FN79btjcvHPfytmzttblDW9Y52/+zRrnzi2TSNwWZo7qojlM8PJ9n/X1dYrFIpVKBdu26XQ6ZLNZfRzj7tt1XWq1GuVymVAohJTyWM+54PVoVLibcfYZDCfDIt0bGM4ep+H0QUr5M0KIFPCTDIQbAbx6918QAfz20M8EPvMvpZQfOtbGGgwGwISJLCKzGLNFTQR6FMbpr0U7D86aaLdIzPLcmpWja5Q44vs+hUJhz7bz+TwbGxs4joPruliWRTQaJRwOY1kWtm3rOdZuw3//7/Ce90ChsP++H3zQ4ju/s8pLX1pCSotQaPmO/pjmOA8SvGq1Gv1+n2azSaczePY4XPp9nH37vk+xWKRer9PpdGi328RisT39MUuGr0dqn77v0+/3jbPPYDghFu3ewHD2OBXRB0BK+U+EEJ8GfhFYYSDiqGTMwaTMQaFHiT014O9JKT9yQs01GM48px0mYp6gTM6swgwmzS+xqGM1Tn+d9nkwKWdJtFs0Zpm7ZZaOrmFxpFAo7NlWp9OhUCgQjUZJJpN0Oh1CoRDZbJZOp4PjOKyuruJ5Dv/5P8N73wul0v77e/7z4e1vh0ceEcAytVpk3/44LudaUNyJxWL4vn9H6fdx9l2r1RBCaOHFsizi8Ti+7x/LOTd8Pep2u1iWRb/fx3Ec4+wzGE6IRbs3MJw9Tk30AZBSPiqE+B3g7wI/CDyfYG3OvQjgGeA9wLuklAfcQhgMhllzmmEi5gnK0dhvzFzX3Tc/xygmyS+xyGM1zhxftHApU71nPE5LqDzs3Bq3Xcfp6BretnKRdLtdWq0W4XAYgHw+TzQaxXUj/NqvLfPRj2aoVm8nZR4uv/7iF8OP/Rh8/deD0L8+uD+O6zgjkQjhcJjl5WXq9frI0u/j7Fv1TywWw7IsPM8jmUySz+ePZT4NX3+U0DSqzfPEoj4YMBj2Y9HuDQxnj1MVfQCklA3gF4BfEELkgL8BXASWGCR7LgMF4HNSyo1Ta6jBcMY5zTAR8wTlaIwaM9u2KRaL2LZ9LKLMIo/VOHN8EcOlJk0Ke9YWZPMqVE7SruN0dA1vu9ls0m639d97vR4rKyt0OgkefXSFRx+N0W4Pri++7+v3qfLrL3+54O1vh5e9LCj2HK0tszpOtd2VlRWWlpZGln4fZ9/qehCNRhFCEIlEyGQyOIOyYzNn+HqUSg1qnMTjcaLR6Fw6++b1fDMczln7bpiERbw3MJwtTl30CbLr3vnYabfDYDDcyWmGiZgnKEdj1Jh5nocQ4thEmUUeq3HmeDqdplKp6Cf50WgUx3HmalE1DWdxQTavQuUk7ZqFo2u/Bd3wtl3XpdFoUCqV6Ha7NJtx/tf/Osfv/E6ebtfe3ZZ3R/n1l760zT/4BzZf//UJarUa29uTt/O4nGvjbHec95z09+R+ibfT6bTO6TNvC/N5Pd8MB3MWvxsmwYRSG+admYo+Qoh/BihJ8xeklOUR7/mpwI8/J6WszbINBoPheDjNMBHzBOVojBoz13X1zTbMXpRZ5LGyLIu1tTU2NzdpNpvE43HW1tb2neOqtPSiE1zsDy/oz8KCbF6Fym63S6/Xo1ar4fs+ruuSyWT2hPJMWrp8Pw5b0AXdYuq9OzsRfu3XUnz84xk8zyYUun2eBMuvv+QlZd70phu87GUJlpeX2dgoT7VwHG7LrL6TxnHEHfaeg74nj8MlsYjhm/N6vhkOxoh1B7OI56LhbDFrp8//FXj9fgahWcP8a24nan4fg6TMBoNhAZg0TGRWmCcoR2d4zCqVyrGKMos8Vr7vs7m5SavVwvM8Wq0Wm5ubexakqhxyu92m2+0ipdQlmhfxxnd4sa9Cd5Qj7CwsyOZVqAyFQlSrVTqdDp1Oh2g0SrVa5eLFi3rcms0m9XodKSXJZJIHH3yQUGjyW7tJFnQbGxa/9EuXePRRn15v4OIZCD63Y7UsS/B1X9fkda97mvPna7pPVR6gWSwc59V5MOp7cty2HkUYOq3v5aMyr+eb4WCMWHc4i3YuGs4WsxZ9XCDGQNQ5B1zb533BSl0Gg8FwIOYJyuw4blFmkcdqnIXv3XbjO3zMnudpV4IqM323L8iSySSe5xEOh4lEIqRSqbkRKofdZOrnWq1Gs9nkySefpN1uY1kWsViMarXKc5/7XLLZ7ETn3Djz+umn4V3vgt/8TfA8AdjYNoDE932klIRCgm/9Vosf/mGBbdcoFgWdjqPDICORiL427LefgzhtV9pR3TrjlnufRxFr1izyg4GzjBHrDIbFZtaiTwG4vPv6/xZC/CsGFbeqgCul9Ifeb4Qfg8EwFuYJymw4CVFmUcdqnIXv3XbjO3yMKtmuKsd9ty/IlLtL7GYU9n2fer1OJpOhVqudqmDZ7/fJZrPU63VCoRC2bZPNZun3+wDU63Xa7TbtdptWq4XjOPR6PaLRKCsrKxOJBQfN6ytX4J3vhN/+bbgzolHS7/cRwucbvqHKd393jfvvj7C2tsbGbumNoHA1zfkza1fapALONKLMONeWsxI+s8gPBs4yRqwzGBabWYs+fwS8jYGY88juzxqxt0yDAJ4Rk5ZuGM37pJQ/MIsNGQwGw93Ooooyx804C9K77cZXVXTzPA/XdXEch5WVFZLJJI7j6FChnZ2dhVmcTbKYVwvtUqlEp9Oh1WoRj8dZX1/Xws80Totp8rioMuLpdFp/XrmRYCCmWJZFp9NBSkm73SYUCrG9vU0ikZhILBiVoPyZZ1L83M9l+IM/2P9zoZDPN31ThUceeZp0ukk4HKHVWmZzc3NkGGQ6nSYejx/p/JmlK+0oAs7w/sPhMPF4nG63y/Ly8oFjO26597vJRXgQ5jto8TBincGw2Mxa9PlPDEQfxWGKziwUHzmj7RgMBoPhDDOOoHO33fgmk0kajYZ2+FiWRbPZ5IEHHsCyrIULN5l0MR9cWHe7XdrtthZ/er3eVE6LacN1DpuPyWSSpaUl3V7f94lGo/i+P5ZYEBSkQqGQLq/++ONxPvrRe/jylzOEw6M/G4vBW98Kb3xjCc+7RaHQBG73Z7PZxPM8nY+o2WwSDofJZrNHPn9m6Uo7iqtmeP87OzskEglc16Xf7x84tpOUe79bXISzxJQKnw+MWGcwLC4zFX2klJ8WQvx94N9zu4rXcWMEH4PBYDBMzbiCzt1049toNEgkElQqFb0YTSQSNBoNgIULN5l0MR9cWDebzT3OkWmdFtOG6xw2Hx988EH9vnq9vhtmJUilUoeKBcOClOt2+NznQjz66D189atJhBDYto/v+1iWrT+XTMLb3ubzbd9WJx7v7B6fS7fbxfd9ve94PE6j0dChZ5Zl0Wg0KBaLrK6uHilps8rho8K5pJREo1FSqRT5fF6XKj+KgKR+dl2XSqUysr+Dc6VWG9QgaTab9Pt9pJQHju08lntfFM5KriODwWA4Tmbt9EFK+U4hxIeBVwP3AnH2CjM/rd4K/EegMoPd/vkMtmEwGAyGM8R+T4/nVdA4DtRi3bZtEokEMOgXtRiet3CTw574TxoiE1xoRyIRnScnGo3qRX4oFNpXCDiIWYTrHDQfQ6EQDz30EBcuXGB9fZ1+v69DwA4TC5Qgtb29w+c+F+fXf32Np59OI6VEiL0l1wEyGfj+74e3vtWnVhsswOv1HuVymWq1SjgcxvM8ms0mS0tLnD9/nr/6q78iFovhui6+72vxZ1LRMFiprNPpAFAul4lEIniep8PfVldX9x2X4XmjxjXoqrFtm2KxiG3b9Pt9bNvmxo0bWlBKJpM6NE2JWM1mk2g0OtbYTlPu/Swzb7mOjOvIYDAsIjMXfQCklNvAh0f9TQjx09xO4PwfpJTXj6MNBoPBYDDsh3l6POCwkJJ5CjcZZ8wmDZEJLrSz2SzFYhEhBL7vEwqFcByHWq2mQ3gmmScnEa5jWRa5XI5sNnvoQjS4WK1Uanzyk1E+8IEHeOaZhBZ71DM6lW8xl4Mf+iH4nu+BRAIqFSUWbbOzs0O73UYIoUWSZDJJu91ma2uLpaUlms0mrVZLH7fneROLhmrRXywW6fV67Ozs0Ov1aLfbOI7DU089xdd8zdfsKwKMmjeO4+A4zh5XjXIQ7ezs7Mnv1Gg0yGQyxONx1tbWaDQaOqwsFovR6/VmNraLIDqftOhxmrmOho81mUyyubl55r83DAbD4nEsos8YmJLtBsOccFafWp3V4zYMmLenx6fFYSEl8xRuMs6YHSVEJrjQXl1d3XNd8H2fQqFwpHlylLYM59kBtIPnoGvUYWKBEj7qJ1504gAAIABJREFU9Raf+ITDhz60zLVrEaSU+L66HRskhrYsm+Vlj7e9rcEP/dASuwYwYLDgVsJLvV7XLh6V/FmJM8Gy9ypf0lGFkeG8S71eT/9OOZHq9Tr5fH7k50clYI7FYrp/E4kE+Xyebrer36PyO6mQtKWlJS5evEij0SCbzZJOp+8Qks5CKNZpiOWnleto1LEqYbBUKp3p7w2DwbB4nIbo83cDr3dOYf8zRwhhA38IfD2AlHKsPENCiGcDf4tBmfsesAH8iZTy8eNpqcGwl7Pqdjirx224zVmqlHMQh4WUHPS3eXziP22IzLB4UigUjjxPJm2L7/tcv36dYrGoS7FHo1GWlpYIh8NTXaNKpRof/ajFBz5wjps3I9rNBCClv/suwepqn+/8zm3+zt9J4DgWzeYOvd7tdquFd7AvlCuq1+sRi8V0Imm1KJ9WNBzOuxQKhbR4oyp4SSn3FQGCYyalZHt7e09IYywW01XS1H5UPqJer0c0GqVcLhMOh8nlcsBihWLN8jydVCyfxb5PK9fRqGMN72Y2P+vfGwaDYfE4cdFHSvn+k97nCfAv2BV8xkEIsQa8A3gzIxJRCyH+CHi7lPLLM2uhwTCCs+p2OKvHbbiNqZRzm4NcIvv9bZ6f+M8yRGbaeTJJWyqVCuvr6+zs7OiExaFQiHq9TiaTOdI1qtuF//E/4B3viLOxEaPf7wPsCj4C3/eQUpLPN3jd657hG7+xzb33XqRcbujcNsGxVcKIqloVCoVwXZdoNKqraalkzo7j3OGcmmTRrwQD13XxPI9cLkc4HMZxHDY3NxFC6IpgyWRyXxFgOAGzqibW6/W0kKNEBJWzx/M8XNfVrh/gjtC0ccb2tB2lsz5PJxHLZ7Xv0xLYRh2rcv+Z7w2DwbBozFT0EUJ8P/ABKaU3y+1OgxAiCvywlPI/HtP2Xw78qwne/yzgE8ClA9729cCnhRDfJaX8zSmbaDDsy1l1O5zV4zbcxlTKmY7TEE5PY8xOcp+lUol2u70nh1AkEsFxHGKx2ETXKNeFD38Y3vMe2NoC37eBvq56BQIh4MKFJt/wDX/FAw88RSoVp9eLU6/X95R9j0Qi5PN5NjY2cByHTCZDr9fD8zyq1SrRaBTP84jH4ywtLZHP53UfHVWAGxYMbNvG930uXryI67pcuHBBJ4YOh8M85znP2VcECI6h6udOp4Pv+3ieR6VSYXV1lX6/r8UF3/dpt9s6fEwIMfHifh4cpbM+TycRQWe579PIdTTqWFOplHaJme8Ng8GwSMza6fNe4KeEEP8v8CtSys6Mtz82Qog48MPATwLnGVQKm/U+UsAHGbMfd8PAPsJtwecaA5fQx4Em8DzgnwLfxqDq2QeFEH/NJLs2HBdn1e1wVo/bcJtFCs+YR05DOD2NMTuteSKE0M4ZYOxrVKsF//W/wq/8CuzsSHzfD4g8FvZu9fX77mvxxjdu8PDDN6nVKnQ6IYQQOI6zm9RZ6LHsdDoUCgWi0SjJZFKHU62srGDbNs1mEymlrm4Vj8dJJpPs7Owcub8qlQrb29s6FCuVSrGysoLv+6ysrHDjxg1s28ZxHFZWVmi1WmMl63Zdl0QiQaPRoNfr6X5W4WFBcUEIwcbGBq7rateS4zhjH8OsRI9p3EKzPk8nEUEX/eHKfseqknmb7w2DwbBIzFr06QL3Af8J+DdCiP8EvFNKeWK5e4QQ54C/D/wosMQgfKpwTLv7BeB+oMVApDmMHwResvt6E3iFlPJm4O+fFUJ8BwMh6a1ABvh54G/PrMUGQ4Cz6nY4q8dt2MsiVMqZV05LOD2NMTuufQ4v5rPZrL4OdToder0eiUSCtbW1PX8bRb0Ov/qrPu99r0+1CoPQLT+QrweEsHjRi+D7vq/Fq14lqddTtFo2hUJEh5Ktrq7i+z5CCJ0wOej6UeJKLpej2+2SSCTo9/tEo1GEEMTjcarV6pGqnQX7ZX19nWKxSKVSwbZtOp0O2WyWZrOJ53n0ej0A7Tg6TEhQY3j+/HnK5TK1Wk0Laslk8o7wMPUdcenSpSN/R8xC9JjWLTTr83QSEXTRH64cdKzme8NgMCwasxZ9HmbgqPlmYAX4aeCfCSE+DLxbSvnHM96fRgjxDQxElb8NhBmIPT7wTuBfHsP+vhP4vt0ff3J3P4fxjwKvf3JI8AFASimFED8JfAcQAb5VCHGflPKZKZtsMNzBWXU7nNXjPuucdn6Nu4lxhNO7qb9nfSz7lRG/ePEisViMTqejQ7uWl5dxHIdkMnlHGyoVePe7XT70oTC1mh/YvtSCj5SShx9u8v3f3+KbvinL0tISAEtLgzLvSsBR+1NlqS3Lot/v67LrqlKX67pkMhmSyaR2BqnPK0GjXq8f2d1Sq9X0fjudgWFcCWHKfVOr1QCIRqNUKhUuXLhApVI5dHwcx+H8+fN0u11KpRJCCFZXV7l06dKe98/iO2IWose0bqHjeMAxruhxNzxcMQKPwWC4W5ip6COlfBp4gxDiW4B/BzwXcIDvBb5XCPEM8D+A3wU+KaVsHXVfQohl4NXA6xiITOfVn3b//xPgx6SUf37UfRyw73uAX9r98beklL8ohDhQ9BFCvAh4cPfHHQZhXiORUt4UQvwh8FrAAt7EwPFjMMycs3pTczcc9920qD5u5iG/xklznPPjsEXxuP09b3N4VHuAmc8dtZgvFAo0Gg0sy2JlZYV7772XTCZDqVQCIJfL6evUxsYGzWaTer1OuWzzO79zkY99bIl228b3+zqUa5C3B4SAhx4q8W3ftsUDD9RZXV2l17ttSj7oGhgc21arxfXr1+l2u3Q6nT1CS6vVYnl5WbuCWq0W4XBYCzRHcbeovgd0NbB4PE6tVkNKSbPZpN1u68ph7XabmzdvEg6HDx2fgVBWIZFIIMTgdlEIQaPRIJfL3SH8jPsdMWrezEL0mNYtdJoPOMzDFYPBYJgfjqV6l5Tyfwkhfgv4IeCngHO7f7qPgdvlHwG+EOIp4MvA08BNYItBbhuXQahYFIgBSWANuIdBONWLgAuBXQYrYN0E/rmU8leP49iEEBbwAQahYyXgB8b86DcGXv+elLJ3yPt/n4HoA/AIRvQxGAwBzqKIMQ1nrWLbYfNjFmLLQYvicfp73ubwfu1JJpMznzvdbpder0exWKTf7+uQpUajQT6f12OkRKF4PE6hUODzn9/k4x+/zGc/ex+eF0KIvi6/7vsSkFiWxQtfWOSNb7zBfffViEQiR646psrIt1otHXKmhBYYiEOq6hhAOBzWokwsFiMajU7sblGlsZeXl6nX61iWRTweJxaLsbOzQ6/Xo9Vq6bAv13W5ceMG8XhcJ7/eb3wsyyKdThOLxWg0Grpsveu6Rx7Pg+bxPLiFZvWA4yjXjLvh4YrBYDDcDRxbyfbdCl6/KIR4H4McOz8BrAbeYgMPAM85wubvKHMObAA/B7xrGgfRGPwTBg4jgB+RUm6O+bm/Hnj9mTHe/4XA64fH3IfBYLhLOOwGexIRY1ZuinlzZUzCoicVnZSD5kc6nZ6J2HLQfNivv13X1WE4ruvSbDYpFotjiynHOZf367PjmDvBUKhWq0W73aZer1OpVCgWi4TDYWKxGFJKUqkU1655PProMo899io8D0AiRB/LsvTxCyF54Qtv8cY3bvD85w8SM8diK1p4mdRlosSMra0tfN/XIokSdp544gle9rKXYVkW0WiUer1Op9Oh1WrpZM6ZTGbPfscZPzUWKysrLC0tEQqF6HQ6WghTOYc8z6Pf79NoNEgmk/i+j+M4d4zP8D673S7RaFQLJ71eb6rxPOxaPI3oMS8hUtMKtIv83WEwGAx3A8cm+iiklG3g3wkhfp5BcuLvA17FIGwJBgKODLweuZnA6+B7GsBvA+8H/rcMZiw8BoQQfx34t7s//hcp5Ycn+PiDgddXx3j/tcDr+4QQ1nEfn8FguJPTuFkd5wZ73IXorNwU8+bKmJRZJhVdhAXMQfNjFq6nw+bDqP62bZtisajLHTcaDTqdDv1+f6xQoFnO5evXr1MsFnVlpnw+j+M4I/ssFArNPCFtOp0mFArpSlKe59HpdLRoEolEdt09cX7v9+7hT//0Ap43yM+jyogDu689vu7ryrzmNU/z7GcPRKJ0Oo3jOKTTae1+GTVPD5rLap4MwsnK9Pt93UZV7erKlSvk83ndbyqZcyqVIpVKcf78eb1NNX6NRoN6va4FrQcffFAnVYbRYUHK9ZRKpXSZ+F6vRygUwvf9PWMRHJ9Rc8bzPD1HjzqewX6r1Wo6vA1uu7iC59dRrxHzEiI1zTVj0b87DAaD4W7g2EUfhZSyC7wPeN9uPp5vAV4J/A0GuX8O+rZVQs82g3CwzzMQez45RpjUTNgtAf9fGCSJXgd+bMJNrAVe3xjj/VuB12EGIW61cXa0m3PoIM4f8neDwcDp3ayOc4M9rogxq7CmRQ+PmtUT80nmxGmKQwfNj1k4Vw6bD6P62/M8hBD6M2rx7fs+tm0fuvie1RxU4Ug7Ozs6R02r1eLSpUsj+yyXy9FoNO6YO8lkck/y4GQyOVEpZ5W753YenkGJ9W63S6GQ5bHHnseXvnSPzs+jBB+l+ViWz4tffJU3vGGThx9OsrIyiKRfWlrS+XfW19eJx+Pk8/k79h+cy0q0CIVCXLp0iWw2q+eFZVnYqtb77ueUONVoNEilUnv6LRqNkk6nOX/+/J5xqdVqNBoNnn76aVqtFpZl6aTSDz300IH5dJTTaGVlhVAoxLVr12g2m4RCIWKxGL1ejwsXLuA4zp5zu1ar0Ww295Rev3jxIlLKI18Lhq8BnU6HdrtNOBym1+sRDoepVqvazTbt98Y8hEhNc81Y9O8Og8FguBs4MdEnyG4J9/fv/kMMsumtAZcZ5MqJMUgA7QJloAJsSCmPq/T6OPwcA7eOBL5fSlmd8PPBu4nmGO93h35OMKbow0CUMhgMU3JaN6vj3GCrBU0ul9NPzT3PI5lMTrytWbVpnpnVE/Nx58RpP90+SORS5aqncTocNh9G9bfrurrf1Hts2yaZTJJIJA5dfCsHRa1Ww/M8XUVq0jlYKpVot9t6O51Oh0QiQa/XIx6P39FnKkQneCyqwpUaX8uyaDabJJNJXf78IDFwY2ODdruNZVk6JElKydZWnsceewFXrqhnN4M8PVKixZ5QyOMFL7jCy1/+FVZX+6RSGXq9KADPec5z2Nzc5Pr16xQKBX0cq6urXL58mcuXL9/h5CkUChSLRQBdgn1lZYVkMkkoFCIajZJKpbSTx/M8HXomhNDz5jARpdvtUq/XdTibN4hT01XJDrqmBueTbdvU63U9fy3LIpPJsLy8TDwe33Nuu65LoVCgXC4jpaTdbhOJRHjOc55DPB4/0rVg+BoQDocBiMfjRKNRLYi1Wi2q1epdIXJM45Rc9O8Og8FguBs4FdFnGDnwJ99gPAfMiSOEeDPw93Z//Hkp5e8fYTPBb8ZhQWcU/aGfjQfWYDhhTutmdZwbbMuyWFtb48qVK/pny7LY3Nzcs9CcVVjTLMOjTpJZu23GnROn+XRbHbMam0gkokN9VCLbaV1Pw/NBVWxS+1X7Ch5rpVK5wxGSy+V06e/DxicUClGpVHSIkaoidfHixTuO3XVd3e/BY1fvUX+XUgZy4ogDhcHhYwmOr3ItVSoV7Vrab7zV3Nje3qbZbCKlZHPzHL//+w/yxBPnEUJg20K3VVXlCod7vOhFV3jpS79IPN7cDYkL6WTGtm2zubnJ+vo6V69epVar6Rw8/X6fRCKxJ8eMmruNRoN+v6+TNfu+r6tmtdttpJSk02k8zyORSGhHUiwWI5VK4TgOq6urh55nkUhE97fnedi2rfPzjHNNVfOp2+1y4cIF1tfXiUQi2jEUj8dZXV3d8xl1jCoJteqLfr8/VRLu4Dnf6/VYWVkhFovpcysSibC9vT3y/eMyT2Gk01wz1BgpodZxHB1ed1rMU98aDAbDSTAXos88I4S4ALxn98e/BP75ETfVYeBggvEEHGfo5/YE+7p0yN/PA386wfYMhjPJaQkdqqxwLBZDCIHjOHrhGqTRaGDbtg7NUE/igwvNWYU1zUtC0Uk4DrfNuHPipATD4cXLsANF5UpZXV3VxzwL11NwPvR6ParVqs5Fs7W1RaVSuSOfzH5zaJLxUGFQwZ+DfaFyxhQKBe24UYLEPfcM3DNKpAmFQrodsVhMl+weRwwYHk8VxqPEFfX3YOJq1Q+3c74UuXIlxcc+9jKefHIZIcC2LUDocCrP6xOJ9HjRi/6Cl7zkS8Ri7d0+sLTDxLZtpJT0ej3t2qlWqzr3jhBCC0PB+afmrlqQA/p1oVDAcRza7Tat1qA2xrlz52i323rRnkqlSCQS2qlz2FxKp9OkUikd0hUUjia5pkYig+peqi/Vz6O2oXJJRaNRwuGwdpdNcw0fdQ1Q1cay2aw+B6bNGTRPeXCmuWYkk0mazSaWZen5plxxp8FR+9YIRQaDYZExos8B7IadvR/IAz3g70gpx3HpjKLJbdEnPsb7g6KPBOrj7khKuXHQ34M3yQaDYX/mQeg46HwdR1iYVVjTtNs5jRvm43DbjDsnTkIw3C9JrRCCUql04DFPmyckOB9U/yr3Sjgc3q0cdbtkd61WY21tjWQyqXPH5HI5stns2POg3++TyWS0k0KF9fT7A2OsGu8bN25QLpe1G6jb7XLp0iVqtUGEtG3bWgiIRCJks1mWlpYm6o/h8VVCiBLZlNgQTFyt+iGRSPKZz0R4//tfypNPpnf7U53rAssSCAGplOR1r9vm+c//Aq3WFu12l35fauFChV4lEglisRiu6+K6Lrdu3dIJsgEtBkcikT3zL1glSy3EYVB23fM8tre3abfbuh8jkQgXL17c48waJTLut4C2LIsHHxzUtEgmkwghtHA0yTV1kuuyciH1ej3tMlldXcVxhp+rjc9h+5/F98Y85sE56jVDVVerVCq6P1T+q9M4lqP07byJcAaDwTApRvQ5mBcA37j7+irwViHEWw/7kBDiZwM/flRK+RhwC1je/d3qnZ+6g2Cy5ZsnlbDaYDiMs/S067Qqp6jwlHa7Tbfb1eEolUoFy7L2iAjjCAuzSgR61O2c5A3zYVV1pnXbjDsnTkIwHLV4Ue6PkwhJDIbbuK5LtTpIdVev1wmFQjQaDd2mWCzGxsaGFg/C4fBYi77geKoQpqDDw7ZtnbdFjbfruniep0OTqtUq58+f132gwpRUqM/KygrLy8tHdjrtl9NnOHF1KBThqacu8+ijSb785fju3wcOm4Ejx0JKSSLR4w1vKPBd3+WTSgnW19NsbAzyDylBTQkvy8vLhEIhVlZWuHXrFu12m36/j+/7OoTKtm3C4TBSyj3uCjWXVe4eVbpcJVx2XVefP+FwGNd1dVl0FUY1HOZ22AI6FArx0EMPTXVNneS6rMbp0qVLY5+Hh33HjbP/acRNuLvy4ChnnW3bJBIJYHAOntaxHKVv51GEMxgMhkkwos/BBL+hHwB+YszPBd+3ATwG/BXwvN3fPXuMbdwbeP3kmPs1GI6Vs/i06zQqp4y6Ke31eqyvrxONRnXfq7CveQ+5Oqkb5sOq6kzitjlo4TfOnDiqYDiJqDpqnkQiEV3C+qRCEoddL8HcOVJKdnZ2dP4WlcNleXmZlZWViZ6u27ZNs9kkl8vh+74WWlRIY7DcucpN0+l0iEQiOvePcuNEo1HtNFHlzSdh1PgOV+9yXZft7W3K5Rp/9md5Pvax+7h1K0soZBEK2YHkzINwtWy2y2tfe51v/MYy0ahPNLqKZTk6iTSwJ9n0vffeSywW0/3ebre5efOmFn0sy9rND2TjOA6pVOoOoc2yLHK5HOl0mitXrlCv12m327iuS7PZ1GOoEk4Pz6WjLKBncU0ddxuTnofjfsftt/9Rnz+Ko2VRc6iNYt6O5SjtuZtEOIPBcDYxos/J8efAm3df//Ux3v/iwOtPzb45BsPkmKddx8coR0PwplTdXNbr9T19v7q6qt0W8+q8Oqkb5sOq6owris1K3DxoYTpK3AEm2u+oxUsqldIl0GflbDiMYdeLEl9gMF9hEOLheR6+7xOPx6nX6ywtLY3MeTNcXSp4vcnn8yQSCRzHwXVdhBAUi0U93iqsTDlapJREIhEdJjlLB9ao8Q3+vL1d4jd+w+IjH3kJW1uDqG4hukCYUCiEbdtYliCX6/D616/zilfcJJWK0O/7emxzuZwOE1MCTiaTuaMSV6FQIBqNIqXc3a6lhZ+D3BVq7Hd2dnBdV7sMVbUrIQTZbJZ0Os3Fixfv6Kt5W9CPYhKR6aDvODV3DjpPZvUdOQ+hxbNi3o7lKO1ZhHluMBgMB2FEnwOQUv45MFYCHCHEM+y6c6SUoz7zO8C/3n39eiGEJaX0D9jkawKvf3ecNhgMx4152nU8DIsMysGQz+d1qEin08GyLB1Co/q+3+/fUbFm3jipG+bh+ThcVUflW9nZ2dGvg4mGDxIbZilujhKVKpUKAFtbW9TrdSzLIhqNHrjf/RYva2trexwns3A2HMSwm0IdT7lcptVqaREiFArpUt2q2tyonDdq36OuN57n6fAiFdI1PN6dTofz58+zvb2tc9+o3D8nEbLZ68Gv/zq84x0prl51dsUuDylV3p6BE+fyZfj2b9/ha7/2JqGQ1GXXV1ZWCIfDeiFaq9VYWlrSuXxyudwd46NC5nK5nA7xAnTfj3LpBMe+WCzSbDbZ2dnRla5U+GgsFuPSpUusra3d0VeTLKAXITRYuSpV5TPXdclkMloQO+w8mdV35GmFFh8H83YsR2nPvAlXBoPBMClG9Dk5Pgs8A9zHoLrWtwMfHvVGIcQLgVfv/rgB/MGxt85gGAPztOt4GCUy5HI57WhQITuFQmEh+/6kbpgPqqqTTqf1AldVm5JSks1mCYfDh4oN04ibw4td3/dHOpJUtad6va6rEx2034MWL7NwNkwicAX3qY4X0BWt4vE4/X6fdDpNIpEgn8/rsKH99n3Y9Wa/8c5kMtppFPy9+pxqa9DlMouFqOvCRz4C73kP3LwJniewLHu3MpYABqFSuVyVN77xBq97nUcyGaPd7tFqdbXQE4vF9JytVCoUi0WKxSK+75NKpUaGDKlz7Ny5c1iWRblcpt1uE4/HyWazrKys7DnnlOBz8+ZNPX+UqNbr9ZBS4nmeThSt+lI5XiatBHdaocGTCk2hUEhXPlMJrKvVKqlUCtd1Dz1PRs1Jy7J03qlJ5tlphBYfF/N2LJO2Z96EK4PBYJgUI/qcEFJKTwjx74H/uPurnxVCPCal3Aq+TwiRBn418KufP8QRZDCcGOZp1/EwSmQYTpjq+z6NRmMh+/6kbpgPmp9BcUPlf4FB+FE6nZ5IbJiEUYtd5doKhuyFQiFarRbdble3zff9Q/c7avEybV6gad17wUTkqj2JREInTw6FQly6dIlut6sX0aP2PWo8HcfB9322trb0PmKxGJlMRosma2trbG5uHniuzFKEaLfhQx+CX/5lSaHg75aUF/i+ZPD1PajGtbpa4VWv+jIveMEW2Wwa110iFBJ7nErRaJR0Oq1FqfX1dYrFok7i3ul0yGazI8PigkmZlVtIOXYuXbqkkwmrY9/c3KRcLmuRMZjoWTmx4vE4zWaTer2uQ8du3LhBPp/HcZwDRcbhkNVms6lD8U4iNNj3fa5fv87Ozg7VahXLslhZWeG5z32udvoNv79SqehrhKp4JqXUSa4PO0/2S/Ct8k6dhTx4dyvzJlwZDAbDJBjR52T5ReBtwN8ALgOfEkL8S+CPAA/4m8C/Bb5m9/1fAX7hFNppMIzEPO06HsYRGRa970/ihvmgPgou0lSCXxg82R9HbDiqwDbKSROLxQDuSHwcHO9UKkUqlZp4v5OKGdMKXKMEpmB/CiGIx+MkEgkdZqWqGalF8H77HhU2VqvV2NraolAo6DAxlcdI5bfaL8nyQW6rUSLEYeJZterzy7/s8sEPhqnVrN2kxz5Sgu97+n333Vfn1a/+S+6//zq9Xle794QQ2l2jwvmCx1+r1ej3+zQaDT1fVRWta9eu0Wq18H2fTCbD8vKyHuNz587pNjuOoxNMK0eTOvZ6vU6tVqPZbBIKhchms2SzWTKZDM1mU+f0cRyHer1Os9mk1WoRj8dpNBpkMpl959bwPFTH0O/3tQCiQv5mcR0bNVaVSoXr169z7do1Op0Otm3rMMqHH354zz6VQPTEE0/QarW0U0xKyYULFwDGrpQYnHvDeadMHjyDwWAwnAZG9DlBpJR9IcT3MMjR82zgWcB/2eftN4A3Syk7J9U+g2EczNOu2TOuyGD6fi/7LcpH9VFwkea6LtHoIH+KSph9kNgwjcA2ykmTyWTwfX9P4mNVXlyJUul0mgsXLkzsCJg0XEstjmOxmF7gKwfHfqh+d11XJxhWrqRarabdJsEFcr/f14JFoVCg0WiwtramK1HtN++DoVgbGxtsbW2xvb2tXVGqmt2lS5e0O2V4XiSTSTY3Nw90Ww2Pk9pf0OWSTCZ58MEHqdct3vWuNh/8oKDRsBDCR0oPZcpVFa/uv7/CG96wzgtf2MD3Pfr9ZT3HVNtViJsSfZQwUiqVuHXrFr1eDxgkI/c8j3g8TqFQ0DlmVAjW5cuXaTQaOpxOOVmWl5f3PXYhBL1eTyd8BohGo9xzzz26P4JiTbc7qBCmEnX3er1959bwPFTClud5NJtNYJDcOxqNsrGxMZXzZT+hs9PpUK1W94hmANvb23e0uVaraUdVpVKh3W4jhCAUClEqlUilUiSTybGE4OA1aDjvlMmDZzAYDIbTwIg+J4yU8qoQ4msZhHm9BQgPvcUHPgL8uJTy1km3z2AwnDyL7uI5Lg5yWkzqaAkKa5lM5o6cPvuJDdOyX96Z1dVVLTqotruuu2dBeZSF8DThWqrC1UEE+71Wq+kS37FYTCeeTiaTe8QcJRK0Wi0qlYoWtYBTAR7xAAAgAElEQVSxkk4H88+Uy2UqlYrOO6NEPJUPqVQqsb6+rkWmXq+ny7a32216vd5It5UaJ5WEemdnh0qlwubmJq7r7gozK7z3vXl+67eWaDRsfN/D93u674QQSCl57nPLPPLIV7n//tKuwylOIpHGtm0dRqXaG8yjEw6HiUajfPWrX9WCQ7PZ1L+3bVtXPqvVarovw+Ewtm3r10GxTwk+o5xmqv9UXwohSKfTpNNpWq0WzWZTl7QvlUq0Wi0tqtm2feDcGv6bSkKtqok1m02azSaxWEzPpaOeb/sJnWpe+L6vhS3183Cbg2GVgxxM6HFqNpvYtq3D7g67Rg+HtVmWtZC52AwGg8Fw92BEnxkhpbxvgveWgO8VQvwE8CoGoV4RYB34QynljWNppMFgmFvuVhfPfsLNYaEzh4k6kzpahoW1ixcvAqOrd82S/VxcKgxJocKdphX9DgvXGpVUWuXGUS4j5SIZ1Y/Bfi+Xy3Q6Hb2gFkLoinLBvq7VakQiEQqFAvV6XQsCg9w3HCpuVSoVtre3uXnzpp4Pap+qDLxyEFWrVV2BSoWXKReS4zh60T7stlJ/DzqYSqUS5XKZatXhD//wWXz+8/fjeREsS9Lv97SjR7X9hS8s883ffJ1nPau6KyBEsSxLhwolEgn9cygUol6v4/s+vV5Ph0wph4qUEsdx9oR+LS0tYdu2FjPUsUspKZfLWJbF8vLynnDGZrO5p1R78NhTqZSu8hWJRHSy7Rs3bhCNRvW+VSXBSCSiRb5oNHqHUBacu8PzMBqNksvl6Ha7NJtN+v0+0Wj0jlw5R2E/oTMej5NMJnUiaiGEzv80LLpEIhGi0aj+p+am2obneWNVShy+btm2TbPZJJfL6Xm4KLnY7gYWoWKc4fgx88BgMKLPqbLr5PnIabfDYDAYjoP9hBuVaPcgl85hos5RHC37VZg6TsZ1cc1K9DsoVHCcpNKH9WPw76oEuxJfggv94PFEIhG2tra0wyKYT+kwl0cwmbHrujqPTSwW06F50WiUzc1N2u02ruvqykvqGIQQ2iUTjUbJZrPYtq1Fj1AoRC6XAwbhOCqR77VrfT7+8b/G5z53L75v725H4nn93STNctfZc503v3mLF70oQiKRIBJJaydZJBKh0WjQbDapVqvaEVSv1/eEWbmuSyqVQkq5p388zyMUCuH7vv5dJpPRrhklnvX7fXq9HpVKRYfDFQoFLUopASIajWqnWaPR0I4iJSwFk4t3u4OKYo7j0O12WVpaIh6Pa9F2WCgbPsdHhe7F43GuXbumj19VIzuq80UJfkrcCuZGWl5eJhQKIaXULqWlpSVdGW34vMnn87Tbbe2wUsLRJG0cdd3K5/N7KjGaBefJcFoV4wzzhZkHBsOAuRV9hBBRICylbJx2WwwGg+Fu5ziehO0n3IwKORl26Rwm6kyTgPikbwJP0sV1kMhUqVQOTSp9kHtDhakokafX6+ljS6VSZDKZkS4GJUSpEvQwSEisxAjlMBrV5mAy42q1iud5OpxJtb9arWqnUqvV0tWWVFiPbds6Hw5ALpfTFZWUqNJoNHTuofV1i9/4jYf55CeX8H2BlCAEWqAZhEL5PPTQU7zylV/h8uUO+Xwe38+TTCaxbZsLFy5gWRa3bg2itJUY1Ww2tfCl+k8JE+FwWIfJSSlpt9tayLAsS5dgj8fjnD9/XufaUeJTMKSt1WrRaDQIh8P0+30SiQS5XI5cLqedZmpOZjKZO0RAJVrt7OyQSCRIJpNEo1GSyaQeR+UUU0JZ8FxuNBojk2mr804dk8ojdRTnizqPG42GFh9DoRD5fH7PMWazWUqlkh77YZedOm8uX75MOp2mWCyyvb2tBcVR4Z/7Meq65XnenkqMhpNhUjeo4e7EzAODYcCpiz5CCBt4PfC3gFcySHCcAwQg2W2jEOJ5wNuBD0kp/+h0WmswGBYJY+kdj+MSQfYTbkaFnAy7Sw4TdaapsHW33wTuJzIF+1lKqZ1OlmWRz+e1ALKfe0OVBFeJeFUOmX6/z8WLF7UgMGpBfc899wCDPClBZ4kSmPabf2p8er0etm1r0cjzPFKplBYQVL4eJZLAIEm3CtMBdCWxZDK5p6KSWtTfuBHnwx9e5pOffDa+L7EsgRCD8uuWJXZFCp9XvKLIy17258Tjhd3wtoHjqd/vU61WdU4cdf4IISiXyzpESDmeVJJmVcZe9afneTqxt5QS13WJRCJ0Oh08z9Oi1Y0bN3SfqH/q80r0Ub8TQpDL5Ugmk7pdvu+TTCa1ayvodopEInp+qO00m009vmobhUJhX3F2eB5WKhVc10VKqauDxWIxksnkka4z6jwulUo61C0ajZJIJPR8U6KhcvcctB/LsrQwdv/99x/pu2PaaniG2TFNfjPD3YOZBwbDgFMVfYQQ3wv8G+C+4K/3eXsW+FHgR4QQnwR+REp55XhbaDAYFpVFtfSehlB1XCLIfgugeDxOq9U6cGF0mKhzkKPlsD48qzeBqp/D4TA7OzsAtFotnW9keXkZx3H2uDdUzh7V7ypHyrVr13QoTCKRoFqtsra2tu9cDQo/wXNSuW/U/Bu1v3A4rEvBSymJx+O62piUUrt/VChTMFmychGFQiFs294Nv4ro+SGl5Atf6PB7v3eZz39+edfVI7HtEEKAENaug0Ty5jf3+d7vdbHtFo8/7lMqWTpkCtBVnzqdDvF4nG63Sy6Xw3EcVlZW9NwslUpa0FG5iVReJSGEdkCpkC0lrKnjUE4hJSKpv7VaLTqdDslkUruclAgmpSQajeI4jm7H8PVRVVRrNBosLy8jhNAJlzudjhZ/grmYJhE5lNBVLBa1E6vdbnPjxg1yudyRkpb3ej1dxUyNr+M4AFNd/4/qzptGjDbMFiPAGcDMA4NBcSqijxiUCPkPwD/gtsgj93k9iv8D+DMhxHdLKX/z2BpqMBgWlkV0c5yWULWfCOK67h0hPsDYolRwAdTr9fRidXl5+Y4kuqOqZx2WC2fUwmycPjzum8B5dZip8YjH4yQSCZ1rRrktVKLjQqGgF9MqzEdVeIrFYrTbbS0qtNttKpUKyWTy0HNrvzHd2dnRVb6GEz2fP39eh8aopLgwCNOxbVu3JxKJaNePEqKazabOA+R5nhZUXNclFApx/foS/+2/5fnSl5Z2c+ao9wySP0ciERIJi+/6LsEP/ACcOxei3w/x+OM3EEIQiUR02fNgVSsVEqWcUo7jcO+99+oy6gBbW1sAOsRMuX+UiKWEFRXKlkqlSKVSOI5DuVymWCzieZ5+r/rXbDZZWlrCcRyazaYWilSoUrA6WbVa1aXXR4VlhUIhqtUqMBC0RuVimkTkUOcbQLvdBtC5c45yXVbHonI4RaNRKpUKFy9ePLXrv6nEOD/XPyPAGcDMA4NBcVpOn58Cfnz3tRJ4OsCXgevAt4/4TAWoA6ndz8SBjwghvkFK+cfH3mKDwbBQnLSbYxY3uqe1UBklgti2TbFY1OEjaoEFjAz7GXWsagFUqVRYX1/Xv9vZ2dEL+YOqZx3lafs4fXicN4Hz7DBT46HENyVIDFdQUov9Wq2mF+UqBCgcDuv8KZ1OByGEFgPGObdGjamaf6MSPWezWVZXV0mn04RCIT1fVILhZDLJjRs3yOfzhEIhHW7kOI4uKw7oalPlcpkrV9J89KMX+dznInjeQOwZIHfFHwvHkbzlLS4//uMpHGdQUr5UGpwDpVJJl6FX7hKVo0ih+k1KyfLyMtlsluc973l4nsfOzg7hcBhAO1SUwyooAqlwpWQySS6X48KFCySTSYrFos4JNHiGhv5fncPZbFa7gCKRCBcuXCCXy+mwvVKppEU/5aIaDstKp9NsbGzoSmFwZy6mSUQONYaJRIJOp4Nt23vafBSU2yv4M5zM9X+/a/7dWolxHObp+mcEOAOYeWAwKE5c9BFCvBj4FwyEGxgIOf8aeJ+UsiKEuJcRoo+U8i+EEBeAnwZ+cvfzEeB9QoiHpJT9k2i/wWBYDE7S0jurG93TEqpc18XzvD15XZQzYjjpryoP7boujuPom6n9FjlqERSNRqnX61SrVS3EqAX9JG0dddMW/FutVtOuIhjdh8M3gcqBsbOzM/UNYVB0UqFKqVQKOLw0+bSM6iPVpuDvlNilRJZR54YKPVL/lKMlEoloUVCFHSknUNDJMkmbfd+n0+kQCoVIJpPAXnFBlcrer6x9LpejUqlw/fp1bNumWq1Sr9ep1+u4rrvrxLF5/PFlPv3pB7h2bXXXQWMhhBcItfKIRnu88pVP8i3fUmRtLc5f/iU6j1Gj0aDRaOicOepcUUmKVZWrUChEr9fT1bCCrrmdnR1dTUzl8FGikepPQLuHVMia2oc6dlVavN/vY1mWrualxBmVv0jlK1JtU0JPo9HQ4lqn09GCTHAOHJaLSb13XJHDsiwuXbqk5546N8Lh8JGuy/1+n0wmQ61W0wnGVVLqYChjvV7XIuVR5ugoRpVmV+KjSkx9FheV8+awPcsCnOE2Zh4YDKfj9PmZwH63gFdJKZ8a54NSyhbwT4UQTwHv2v31s4HvBj4464YaDIbF5SQtvbO60T1NoUqFp6i8Lq7r6uOB2y6OarWqk7CqsJqlpaUD9zWtmHWQqAaD3B3NZpN6va4dFmpBvF8fqpvAWT+ZVsfW6XS0ANXv97UD4biEn1HHsZ8z6/z58zoPTiQSIZVK7SnrriodKReKCnXq9/u0Wi3S6TSNRkNvV+XlmZRut8sXvvAFtre3gYGzRwihS6oHxQXf97XLBtBJh9Xv19fXKZfLVKtVPUcHOV/6PP30vXz2sy/h5s1VLEsQCvl4Xh8hQjr/TzLZ4xWveIKXvOSrRCId+v0IN27Y2Lat+1EJFSo5suqXoFilxFLP83TonAop29jYYHt7W29P5SpSJb1h4BAKzplKpYLneToXkQrZSiQSOk+QEp9UEmdVil0JRup8rdfrOtl0LBaj2+2SyWRIpVK64tXw9dGyLNbW1qjX68BATArOl+D8GxZRR7n4stksKysrJBKJqa/LyvGlnErqZ7VP1c+qPe12W1+Tg+fgUVyaw+Juq9UiHo/TaDS0EDUP7r6jMI1r9azmSzMYDIZ550RFHyHEKvBN3Hb5/Mi4gk8QKeW7hRDfCnzz7q/eghF9DAZDgJO09M7qRncehCqV16VSqdwhQClUaIlyJhx2nNOKWQeJajBYKD/55JM67EiN8fnz5w8ttzzrJ9PBUKVer7cnVEktBmfxxHF4YaYS+Y4qx67KmUciEfL5PE888QTtdpt6vY5t28TjcdbW1oCBgFapVLh165YeWxUCZtu2zucTjUa1SGTbtg4nCrrH1D5HOR/6/T6f+tSnuHr1Ko1GAykljuOwtLREPj8ofa7EhWQyyfXr17l+/bou2x6Pxzl37hz9fp9isajdK61WazcpcocrVy7z6U+/hJ2dPDAou676TohB3p5s1uMHfzDES15yg1KpSrkco9HwdHW5breL67q6zaoal3I6KRdNkEajsceloxxHOzs7WoCRUpJKpchms9x7772cP38egKeeeopGYxBOpqrcSSm5evUq29vbOul2OBwmn8+zvLxMvV7fU7lM5dwBdI6gTqejK4GpY0skEliWxerqKisrKzov07BTbHNzU59Xqu3BpN1BwbHX6+k8UNlslnA4vEcAmeV1+aDrpWVZpNNp4vG4FsrU8QfPwaOKvsFrfLfbpd1u47ou5XKZcrms+1OJk4vCtCK4SZprMBgM88lJO31eBahvjU0p5f+cYlvvZCD6CODl0zbMYDDcfZyUpXdWN7rzJFSNWlCpstjNZlOH39i2fehxTitmHdbWer1Ou92m3W7jeZ4OVYnFYoeWap71k2l1rKlUSofqqIS/ajGs3nfUcR21MOt0OliWpZMBKzFLiRRCCB3+ViqVcF1XJ79VCzvLsnQJbOWUUWXPlZClnCQq5EiNvyo7vrGxQaPRoFAoaBFChfBcunRJu4SeeeYZNjc3dRlvQJcpdxyHeDyO7/u6mtTOzg7Xrl2jXq/r5MQ3b94kHA5rkQSg35d85Sv38Ud/9AKKxYzuM5WgGcRu+fIu3/3dJb71W7usrKSwrFX6/TqtVkuLBCp5NaCPRbl7lMMtm81y7tw5bNtmY2NDl25XQosSH1RSafU3lZPowoULrK2t6etUqVSiVCpRKBS0q0jl+FFjn0wmdS4hIQTJZJJqtYrruroaWDQa1eF7yn3kOI7elpoTsViMfD6v8/co4UY5dlKpFKVSiZ2dHR2OZds2jUZDtzkonNZqNS101ut1HU4YFFqC1+VpXCWHXS+V409dn4ZzVw23fRLRN3iNbzabutKZEsKV+DbsKjoO+v0+m5ubNJtNEokEa2trRw5jm1YEN0lz55N5Sa5tMBhOj5MWfZ61+78EvjTltj4beJ0XQqSklPUpt2kwGAwTM8sb3dMSqsLhsA5JUjeFwwsq5fBQOUpUMuZhp8OoY5pGzDqsrWqhGwxHUv1/WF/OSrAL3lQnk0nOnz+PEEKHLLmuqxfaQog9T88nvSEftTBzHEeXC6/ValqEUaKB6g+1qFdlrjudDolEglKpRDqd1qFpjuNoUUg5eYIVsGzb1uXbVd8Xi0VqtRrFYlFXVVJzJpfLaRElkUhQKBRoNBq6dLdyDDWbTcrlsg7xUoJOtVql0+loUU7laFHJmns9+Iu/uJ/PfOZFlMuDHErK2aP63LIsVlY6vOlNWzzySJVQSNJux7h6dYdWq0W329VVubrdLvF4XI9bt3u79LuqdpbP57n//vtJp9M8/vjjuvpYvV7XTp52u02hUCCdTuv5oPouk8nosKrr169rZw+gRbbg3Faim8oZ1Gw2tbig5qCqzNbtdqlUKlr4UaKRSqIci8WIRqPaoaXm1Pb2Njs7OwDE43GuXr2qS8crcVGFxAF3JIFW+ZnUMRwkoh530t9xzu2jir7Ba34kEmF7e1vnj+r3+1NVJZuEfr/PF77whT3Xj1u3bvHiF7/4SMLPtCK4SZo7f8xTcm2DwXB6nLToEyzDXppyW5Whn5MMkkIbDIa7kHl+UrWIN7rD5dRV+eZIJMLW1pa+KQwuWHzfp9Fo6GSsk4hbw2KWysUyTn8Nt7VSqeh8Qt3uoNpTJpPR243H46RSqbGEm1kIdqNuqh3H4dy5c2QyGarVKkIIHXLT7Xb10/Ogw2LcG/LhhZgKt1OLTimlzusC6FwvgHapjEItipWApIQB9b8SDpSIk0wmiUQiFItFLMtie3tbu3I8z6NWq2HbthYBWq0WqVSKSqWi3RFBQUb1pUogrgSNXC6nhSa4XaFp0BeCz3/+ufzJnzyfWi2JEHv/DmDbNmtrXd7yliLf/M0+IOh0YrRaLTY3N3W/qe1nMhnq9TqJRIJMJsP29rYOy1Lty+fzxGIx7XxSAo3KdQSD0Kp+v08sFqNcLhMOh4nFYtqt8+CDD7K2tsYXv/hFKpWKFsFUmKISfoQQ2lnX6/W4efOmrviltqdCmVKpFIlEQudmUo6tcDisnT3KSRWNRnUOHDWnVKhYu93Wx6WOQ7WhWCzq8VRhi8r55bou0WhU9/tBIuqkrpLh74BkMsnm5ua+58445/a4ou+o759gEnuVzLlSqcykKtlB+w1eFzY3N6nVamxubuqQW/X7y5cvT7y/WYjgJmnufDFvybUNBsPpcNKiz83A67UptzWcObQ65fYMBsOcsghPqhbtRjcoVKmbQfWkf7+bwlmJW5OO56i2NpvNPW1tNpukUimdaDaZTI4tRk17TPvdVKuKU1LKPaW1g6LNUW7IhxdmSoxRThmVB8a2bXq9HoBOuLy0tKSTcCsnTzweJ5fL6UXyPffcoxM327bN8vIyxWKRaDS6p39Vv1mWxcbGBtVqVbvAVLuUU0VV4lLHrsK8UqmULh+vQpCU6NBsNqlWq4RCIZaXlymVSjpPUr8f5otffJjHHnuAWi2628eD/gn297lzVV772qf4ju9Is7qa1wl+VajVIP9PW4fCOY5DKpXi4sWLWiS5dOkS5XKZnZ2BIyiZTOr8QYVCQTuqWq3WnopnKrTO8zwikYgO61KiWTabZWtri0qlwtWrV7VDSH0O0E4r9XnP83BdV4fcpdNpksmkrsCVTCaRUuq2tlotLarFYjFisRhra2vaMaREkFqtpqtzqfmkPqcSMivxqdls0ul0EEKQSCS00JjL5bTIGczps5+IOomrZNQ1QznPSqXSyHNnnHN7HGHooOuVOkcjkQhXr17V75+mKtk4+1XHcDth+eA8V6F5zWbzSPs04Vl3Hya5tsFggJMXfR7f/V8ALxdCpKWUtSNu65WB1+Xdyl4Gg+EuxDypOh6UUKWS1VarA+38oJvCWYhbRxnPg9oqpeTy5cu6LPVRcoNMc0yqPeVyWSc7Vk6NZz/72cBgAa3Cf4Llo9WCTYVbua5LJpPRfT/qSb9amOXzeer1uq4SphZoQXeGElIcx9ECzz333EMsFtOiTz6fv2ORvLS0pPO6qMS0KuGy53n0+32uXLmyJ3mtchgFXTkqR4+UknQ6jW3bOuTt3nvv1Y6SYN4ahap+lUgkOHfu3K6QYfGZz6zxiU88m1Yruisoefi+BCSDqCPJ6uo2r3jFF3je8wosLWWo130ymSS3bt3Ctm08z6NeH+TwUWILoNuqxkyVXXcch8uXL+sQNtU+5YAJim/qs+pny7J0SGI8Hte5XlQYUKPRoF6v0+l0tJBh27Z2WAWTg6swN7Vd5eJRoWIq95AqW++6rq7slfj/2Xvz2EjW/TrsVK9V1dV7N/fhzNxl5t3t3W2u342k+ClwHC9PBqIgcRwERiAkCqwkchA4UJA/IiGAYRiJEyuOEymIoCgJ5CgBYllObDmKLFtPz3nSu8vcfd7cO3cWksMme++u6n2p/NE8P37d7CabHJLDmakDEFy6urrq+6qK9Tt1zvlFIlhfX0c2mz1wnvCYYkcwkgmcKwBif2PWEInD4XCIy5cvIxKJQNd1rK6uAjjYvWvyWA4EAnOrSqZdM6hqOayYPercnocYmvbZqVQKW1tb0HVd3nNaXckO+9zJ6yS7ugWDQVH6hEIh6QZ3XDyJqlUPh8ML1/bgwQNwzqSP67rva5q2BWAVQBjAfw7gPzrh6v5DrhbAPzqFzfPgwcMFhfek6mxx3jeFjzKfs7aVXcdUnLUlkBa1u3fvolKpiGKEuS1s2726uopgMChFMi0yfr8fsVgMlUoFnU5HSJhqtYrV1dVDn/SvrKzg9u3bkjMDQHKWmOvC4hwAotGojBMVSNPGZbJIrlarYwqrQCCAfD4vapR6vS5WLWbOACNLWTKZRKPRgK7rSKfTWFlZkbBZbjfzoGixokKFZBWzae7fL+Mf/sNV/PZvv4FGgzYvn3z3+UbWq9XVHbz77ge4fHkLgYAfw6FfMpUYAs3cIhJuJMj8fv9Yh67hcChqMnbNymQy8Pl8cBwHjUZDrEwAZHvZSSscDov9iwTFYDCQsa/X62OB0VRoARArWTAYlLkrFApC6AGj84aqq8XFRWQyGbTbbRQKBSGQCI4nCb5JsNi3LEuUS+y8xXltNpvSCY7EJjO0BoOBHFuzzpVpFkhd1+dSlUy7ZjDP6zQC9A8jhqbZKfP5vFgAud0MHT+t680818mVlRXs7u7K6/xcduM7CU5TtXqRbdnPCjz1lgcPHoDzV/oAo65bf23v57+sado913X/1nFWoGnafwHgx5U//eopbZsHDx4uIM6LlHhWb1DP+6bwUeZz3m09a0sg118oFGDbNsrlslheXNdFLpdDPB6XjmcsBh3HEXKHXbZqtdpUlcjW1ha2t7dFHRQOh5HJZCT/hQoRTdPQarWE7EkkEqIGoS1I0zT0+330+30Ui0VRDRw1FmxxXalUEAgEJIeJ+TNs0047GRUd7PZmWRaCwaB0AXv99dclNJnnGAA57+LxOBqNBkqlEtrtNjY3G/jH/ziJ733vMjqdIFx3iNGzHhea5u5ZkPx4/vk8/sSfuI14/EsMBn0Mh34hJUh40PZFxQrnipYqbjvHi5YZhmOzTbthGBKeTWUTyRLHcWTM+XkkT6hsYfc0jstwOBSbFNVZVIql02nE43GUy2WZK5VYc10XzWYTiURCxpLqHyqMQqFRpzFaynidow2P+2JZFnw+HxYXF+XvVH3s7u6KtY5qIm4jSanDzt+jLJBHXXOnXTOi0agEgJ/ldWuWnZKEJ/dF7Wh2Fp877ToZCATw5ptvnlr3rtPEk2DLvqg4zXsRT73lwYMH4PGQPv8VgH8LwDWMbF5/U9O0fxHAfwngn816k6ZpBkYt2n8OwI29P7sA/m/XdX/vTLfYgwcPjxXnQUqc5w3qRSOXJm8KWTCQHDjt7XuU+Zz3BvY4FrKj5mPa69VqFYVCAQ8ePJAcHYYW82cSQa1WCwBEKaE+rY9EImIJYdEdi8Xw8OFDsU7Zto1gMIhYLIZer4fNzU20Wi15jaG2JA64rM/nQ7FYFIKJNqx4PC52sEuXLh1oK62SAhsbG2IparVaYhdi1y3uG8kKdrdqt9uidjIMA/F4HH6/XwiKSagtvLe2tlAu+/Hrvw783u9l0G77MLJuDfZye1x53/Xru/jOdzbwyivdvfFNSiE+GAxgWRbC4TCiUXb00oTEYdYOc1AYmtxut9FsNmEYhmRd1Wo1yeOhpQcYFd0k76g6YbA2SRnmKTFHiKTe119/jUwmg+eeew4PHjwQNY3rutLSXdd1ZLNZyWsiucb1tttt+Hw+PHjwAM1mUwp+5vxwv0zTBABsbGygUqmIvY2kSTablbwi5v0AwMLCAvr9PiKRiISDk5Siui6TyRx5/s5SrfT7/ZnqIBWzrhmnra6Z57NJ3FJFd1bK03mvk4FA4EShzWcNz5Z9MpzFvciTljnowYOH08e5kz6u6/Y0TfsOgD8AsIQR8fOdva8WJrp6aZr2zwCkADwPwM8/733/EsBPnelKpj8AACAASURBVMNme/Dg4THiLJ9UscAtFouo1WqS0xEKhZBOpw/kNjzqZ17Up5+8KVS3j8XwLHLgUT5rnvmcRcbMcwN7mDVCXa/P58POzo5YlKLR6IF26pPzVa1WUalUUCqVJNSWxTxbpLOdONUdwWBQlqFSgkoQBgazsxYVJswJarVa0HVdWnEDkNbgVPSQKCDZxA5SquWo0+nAdV1sb29L7ke/30c2m526v/V6XVqwc9wty5L5YHcnVdXCLlgkDkg4lMtlpFKpA4Xx5Bw7Tgy/+qtr+I3f6KPR6O0V1kPF9gQAGq5f38C3v/0Frl3rwbIsWNaIeKjX69KhyufzCfFDsoeqKpI5qqqGyh8G4dKipWma/M5jhBa1brcryhsSY8y5YfByq9USGxhJHZ/Ph0gkAtu2kUgk8MILL2BxcRF3794Vi2A6nRbSKpVKoVQqScA1Q6EZ2sxQZXbXY5c7Zisx40fXdTleaTUMh8OwbRumacp71AJdzRSiFY3qIGYuHXX9Oom6b/LYmEXwnHUxO3m9isViokY7S+Xpk67Q8GzZJ4NHlnnw4OEs8Fj0n67r3tU07dsAfgPAW3t/1gCYe1+usvi7GG/1ztduAvhJ13UftfW7Bw8engCcxc29WuCygG80GojH45LbEA6HxbpxGuTMRb6hUy1F9XpdnuxPIwceFUfN56OSY7OKzEAgIOvtdru4f/8+HMcBAFGpvPDCCzIf0+bLMIyxltZU9rCltmrV6vf70vacuTEkGBiirGmatNAOBAJiE2s0GrI+KgwikQii0ahYd4BRXg+LQVqxhsOhkAf8Ugmidrst5EQkEpm6v8waIhlC1Y7f75e8GubXcM7U7k/8rFarhWAwKHkzpVJJSK5bt26h1WrBtpP4nd+5iu9+V4emBTCR6Sx4+eX7+ON//AssLZHcGdnZOKacH5JaVCKVSiXZ32q1KrY0dqwyTVMIDXY+YhcxEmp8vVqtikVPtbfRNsbjW21xz7Ho9XpynITDYZnH1dVVsXDl83lZp9o1azKrSR1n/q3b7SKTycAwDKTTaeTzeVEuBYNB+QyVlGPeFLN8SC4yY4nqn2g0KuqWUCgE0zRhWZYQbIfhuOq+WRlAp6HuPInSUr1ecdtI8p6lHfa8FBpnoT71AoRPBo8s8+DBw1ngsZl+Xde9o2nauwD+YwA/C2B5zrfWAPxtAH/VdV3vCujBg4cTQy1w6/W6FMXM2+CNVrPZPDVy5qLe0LGQyeVyqFQq0h4bwFRy4DQ+b56OOfl8XnJTstksLMtCKpU6cv2zikwA0pp+e3tbrEuu60pxbts20uk0gOnzpbZfJ1lDlUsgEBD1D7s0ZbNZBAIBrK6uol6vi5picXFRFBOxWEwUZsPhUNo/k0xwXReRSASDwQC1Wk3GjO2hl5eXMRwOxVJGQoqtvUk2Ub3CoGDHccbmVN1fv9+PdrstqiG2gGdHKXaYotVIDZVmVg33JxwO4+7du9B1XYiycrmMfD6Kf/JPruOzz64A8CEQ6EHT+uCznpGCaIjXXruHH/3Rz5DNOjAMA5qmy+fHYjHJNQoGg/J5HP9CoSDqK5IuVCdxm0lYDQYDCSqORCKwLEuKVO4/M2RIhFEpRBIoHA7LOEUiEaRSKVkv7V8sgEme8fjv9Xqi7mJgNLcjm80e6KTl8/kk34YFtc/nQzKZRKFQkO1VyUPOP/fJ5/MJUUa72mAwwMOHDyUjisslk0khyjjG8xTx86hW1GtCu92G4zjSjj0YDIoijp97EhL+NJSWT7oCZxJnpT71AoRPBo8s8+DBw1ngsSa9ua7bB/DXNU37GwD+HEbhzO9i1N0rCcAHoAIgD+B9AN8F8H+6rtt4LBvswYOHpwpqgRsOh9HpdKTAYuvtacs+Ci7qDR1JFlqKbNsGACEMVCXBo2KeIoNKg1KpJJapXq+HZrOJV1555Uir2azCrFgsot/vw7ZtKS5p8/L5fFLM08ZFMpBKD5I0AJDJZCRk2bIs9Pt9bG5uAhjNM4vT5eVlrK2twXEcZDIZIUYmW1pzbKrVKprNphTaJBPY4jsajcIwDCnA2YY9n8/LfAWDQRnfXq8n5AwtZM1mE47jIBwOY3t7G81mU+aY6hOGNpN4IgnIcGDTNCUImQoQkhAAZBzZkYxET6/Xw8OHUXzve2/hyy+vSpt1TRug1xuK5c3vd/H221/jW9/6BJZVBQD4/YaEFBuGIedqIBBArVaTdue0RdHWRFsVLVccCx7jkyQslTrcP+4v389tbLfbcg4nk0lpAc9OapwnKohIVHGeDMOAz+fD1tYWLMtCpVIZ6x5G8icWiyEWi4ntq9froVarjZGHLKiHw6Hk9jB/iXPDz6N6kfYsZvqYpolCoYB2uy3d6IrFIjKZDNLptCiDqHQ6jvrmMNXK5DWh0Wig1WrJWNu2PRaUfVIS/rSUlo8jI+WssuDOSn36tJFj5wWPLPPgwcNZ4PHH+0PIn9/c+/LgwcMFxUULIJ6FebdzkoBhIGk8HpfMEj5pPi1y5qLe0LGop6UIgBSf83boUXHYHMxTZHBOAIhypt1uw3Vd3Lt3by6r2bTCjPPI91HZAEByc6hoYhtxkn/ZbFYCdoFRCDOJF13XpYtXt9sVJQaJCapOjhozFr7M56ENTO2AFY/HReGiji1bZlerVZlDFv1UHqVSKdRqNdnGRqOBWq0mip719XU0Gg3Z7na7LRkyAMTORVUcuz5xX2l1q9VqkvMTiURkDr/6ysD3v/8u7txZF7KHcN3RVzDYxxtvfIlvfeszxGIkrkY5OAzC5jyp1jXmNUWjUSFtc7mckAe0u9GiRhKPqiY1xJxWJ85FMpkEALRaLRiGIR3Z2CEsmUwinU7j+eefRy6XEwVQNBoVsisYDAqJRksZs7M4Vo1GQ/6WSCQQDoclO4ihzpVKBaZpYnl5GZZliaKKx0G1WhXlE/OkGBKeSCTkd253KBRCv99HMplEpVKBrutiget0OjAMQ7KHeBzwnDktTF4TOH4MmlZJUeDkJPy8WV8X7f/bWWbBnYX6dHIs5+kU6GEEjyzz4MHDWeBCkD4ePHi4+LioAcSTOM52ziJg1tbWAABbW1ui/jgtcuai3tCpJAsAyUhJJpNYXl5GIpGYe/+PmoN5igyqGhhOy8K+0WigUCjMZTWjaqZcHkW/pVIpxGIxmKY5ZpVhFyfLsrC4uAjTNLG7u4t6vS7KFdM0YRgGMpmMqCnYJpldhIrFIhqNhqh/SCA8fPgQqVTqyDmetLQ5jiO5PZyTaDSKYDCITCZzYN95PHOcSUwwS4aKCRJZtPz4fD4UCgUJIV5ZWRFSx+/3i/VMtbZRATMcDmEYBgzDwOXLl+H3+3H37l04jiMdvJrNJh48yOC3fmsVX3+9dIDs2d+/Pr75zc/w5ps3EY2OQoY7HW0sKJrBxCSeqKxRlVGtVksyuur1OmzbHrO5qRY3klicG8MwZEz4ma1WC/l8HgBE5UIlDklQzrdlWXj77bfHzu9ut4tcLic2uWAwKFY7ALL9bNmu5u0Mh0N53TRNbG5uotFowOfz4dKlSwCA9fX1sWOLBAZVPbquIxqNIpvNClGoKnQmFTa0t5I45Hjw/Gy1WkJetdvtU7F88hpA8o6EXCKRkE5kzWYTAOS1k5Dw82R9XcT/b2eZBXfa6tMn5V7hIuNxKMk8ePDwdMMjfTx48DAXLnIAsYrjbOdRBMxZkTOnfUN3Gk+oVZKFT/cDgQBWVlYQj8extLQ093qPmgMWFcFgUAgSKlEIFrUMMAZGBMQsq9nkGJimiS+//BKbm5tSJFqWhbW1NaytrYn6Jp1OS1ct2pXu3r0ryhRamXw+H+Lx+FihzHBgWqNisZi0S2cLbxY+k8dfv98X0igSiWBlZQXtdhvVahUPHz6UDBgSK8lkErquIxgMSkeqSfB4Nk0TpVJJgoxpU9I0Dc1mc8y6xDblVDMNh0MhfGh76na7iEQi0lmMJIkaOE17VTgcFmtOq9XGgwcr+N73XsW9e1kMBuzCNU74hEJdvP76J3j99Y9hGCNiZDCAkCIAJExa7ZA2HA6Rz+el4x5tbSQESfrwvSSM4vG4zA+PIR7zlmUhFouJvanX66FerwOAEGe0k/GzMpmMEDa0Cqqhv59++qnkGI32bSBhyaqNiR3kmLvT7XZhGIbYuG7duiXdq2g/fPHFFxGLxcZyrtS8IIZbZzIZLC0tjR2DanB7oVCQ8TUMQ4ipWCyGSCSCdDotCrlarQbgdBUhVNaRdFKtaJlMBqFQSJY5KQlPEo1zHY/HJSAbwIX+/3aWWXCnrT59Uu4VPHjw4OFZgkf6ePDgYS5c1ADiSRx3Ow8jYJ6Ep22n9VRVJVlYHEWjUSQSiQPF4lE4ag5isZhYUEj0sEW4mtXDEGQAotwAcMBq1u/3cfv2bclSYZZLr9eTfBK/3y9djRKJBFKplHSrYhG9vb2NfD6PfD4vRA6LXxIwVHNsbW0hn89LHlSr1cK1a9eEMGEWD3BQRdXv93Hz5s0xkiqXy0HXdeRyOdTrdbExcT8rlYpYfOLxOLa3t2fOcbPZRCqVQr1el6BgZhZROaQqkaja6fV6sG1bFEZq1hEL8aWlJQmrbjab6HQ6qFareyRPa+99PXz2WQa///svYWsrC00DXHeIEdmzT/iEwx288cZH+OY3P4GuU0WkTbUOkZDgvnBO1S5k6v6THKOaiTY+2qVIAJHEokqIaqqVlRVsbm4il8tJi3PmPZF81PVRmLRt25LVNKmOYC4UA7a5flroaKEk8QNA1EjMIOp2u3AcR45vhjO7rotyuYyNjY2xfKh5iniV8NnY2BDy1TRNDIdDLC4uYmlpScgxto8vFoszFSFHkc+Tr1uWJXlSvV4P5XJZCFiSM+wOlkgkxs7XWeT2rG1Qr5OqVYy2o93dXdi2LUTmRfv/dpZZcKetPn1S7hU8ePDg4VnCuZM+mqbdPcXVDQC0MAp7vgfgQwC/47ruD0/xMzx48ICLG0A8iSdlO08Lx3mqelRRRpKFLdpZLFqWJaG+8xQE884Bg5lJPuzs7EgBwn0LhUJIp9Pw+XxIp9MIhULydJ42q9u3byOXy+Hhw4djYcNUatAuQ5KCxYdK6lWrVTiOI52TWOST+GDBD4yyfGgros3IMAx89tlnQkwMh0O0223E4/ED+769vY16vY7t7W30ej3JjFG7b6kqHwAyH6VSSToZTZtjHg+O40h2D9VKnLtWqwVd14UwUW1bVFExP4kkIEmszc1NUX0xF4d5Oa1WB7dvX8If/ME72NlJjpE3Ko9jGC28+eZNvPbapwiF+jJf7IpF0nESJH5IhnBOhsPhmFWNtiv1GCXpQ7KG88v54vEYiUSg67rMC5VQJGE4JnxPMBjE8vIyTNOcSqxsbm6i2WyKtUslEgOBgJA4AKQDHD8nGAyi0WhIkDewr36iUsu2beRyOTSbTYTDYaTTaayvr88s4nkNKBaLqNVqyOfzcsxwvFKplLRpZ1cvbr+u61PJpKPI52mvk8ArlUqS40NbWyQSGcszmjxfp+GwbZh2nUyn09jd3YXf70e9XofjOGg2mxJ6TtURj6vHibPOgjvNBxzP2v9gDx48eHgS8DiUPlcwetSnHbHcPMtwOQD4MQB/EQA0TfsegL/iuu77J9xGDx48TOC0bjrPOizzogYlnxXmfao6jyJo2hNf9Wn8vEqiw+aAqpxcLgfHcaS9OJUZfMoPYMzKkUwmx9qaq6G1tm0jn88LCQNACnZCVQ9MK+RIfFAFQvUICQaOD4NzVVBxQfKKGULcXsdxxuxYjUZDcksAjGXv8EvdbhINnU4H0Wj00Cfn7XYblUoFX3/9tRAK3E8qpBYXF+H3+6XgJ9nCHCCV7OG+kthpt9tiQaLdrNXq4qOPlvFHf/QGSiXajPa7cI06cwGm2cBbb32Al1/+HMHgvnXL7/cjHA7DMAx0u13JjFHB9uTAfkc5tQsaSRGSNCSIOG8cU5JFaocsLsdjMBQatZmPx+Nj1i2V7KHNi4RgLBY7cE7U63XJyfH5Ru3gOWbs9MV94Rzwd+4Xt800Tek0x7/zOK3VamKta7VaYl08TO1C5ZzjOLIfqu2SY2DbNmq1mpDJCwsLSCQSB9bNjnOzyOdppAvtYpxr13Wh67oQlMclCw4jwKddJ23bFpKz0+kIGdrv96X73e7uLiqVCi5dunRkx8CzxEXNgpuGZ+1/sIezxUUOWPfg4UnC47J3kcyZ1HBrM34+znIagH8ewP+nadq/57rurzzKhnrw4GGE07jpPI+Ax4twc3zaNymHrW/ep6rzKoImn/geVczN2saVlRXJH+E2A8Dt27exs7ODQqEgtg4WqLR7sZhn8c/PTCQSWFhYGNsvvk9VbbCYDAaDou5gFywAcBwHW1tbY8ddKBRCNBqFaZpioyLppKpJAEi3qlgsJnYuvl6tVuVvzAliGDXHi/k4DMulygWAzJ2qaAEgtiwWpBwnKrCokLh79y42Njak3bZKbrFleLvdFhKHChnOPTs5HXUsjggSDZ9/fg3/4B9cQqlEUsuF6wJ7XAV8Pg3JZBs/8iOf4urVjzActg+QWhx7zgP3XVXAsEsW38t256FQSDqFkbCiTUu1HXEsGfisBjvzdZICfr8fq6urqNfrKJVKME1TAqI5NtwOdm4Lh8MHznEeuzwOBoOBqGhICHJOqEQiqRkOh9HpdBCJRBCPx8XmSOsR84sMwxASk4qz27dvQ9d1aaueTCaRSCRQLpdRq9VEpdbpdGTOOR48x0jGTJLJ/X7/wDmovj6LfJ72O89PXrui0ahkCoXD4WOTBYd95uR1kioq2udIOpIMHAwGqNVqqFaronycp2PgWeJJsBsDF+N/8EWDR1ycDF4ouAcPp4fHQfr81N73nwbwI9gnah4C+H0AnwOoAhgCWASwBuBPAbi09z4XI0vXLwHoAkgAWALwDQDXlWUCAH5Z07SHruv+9tnukgcPzwYe9abzvAIeH+fN8WnepLD71ObmphSDwWBwbH3zPlU9ac7CrPcxdJiEw7SQVdXaQUtJPp9HuVwWwgHYD2imJafT6cB13bm2lYQBg3FZvAaDQVy6dAnBYFBsTLqui4XK5/OhXq/L+NHOdPXqVeRyOdi2LUoAKjLYwWt9fR2O48A0TbRaLdi2jUajIdYsFtP8mYUlsbS0hHv37iEej2M4HIoyQ9M0lMtlhMNhNJtNIbRIOpmmKV3UdF0faytfqVTEzpXP52UMqXIZDocSGkzVCZUrJMhM0xQSSNM0sfRMotNx8b3vXcJHH72DUim8RxoNFQuXC9fVkExW8WM/9jm+9a082m0HrdYQsw43Ht9UI03LuVHbd7M4T6fTEjzMNuO0cDHQ27Zt2VeqyUiakDB0XRedTge9Xg+NRkPOn1gsJuQZVTe0JjHImcfutGOTndaYmZNOp3H58mWxUzFLivvG7aD6iYRlPB7HtWvXsLm5KccqbWg8j0Zz0xGF0WAwgGmayOVyWFpakmygRqOBaDSKTqeDZDIpqi2/34+FhQVYlgXLspDP5+e26BxFPk97PRqNCinb6/XESsnQcnYYO+q6qYZBM3x9ssOXep0kOctjnedpJpNBMBiEz+dDsVhEv9+Xjna0nJ3W/6qnnQR4Ugiq84BHXJwcXii4Bw+nh3MnfVzX/Z81TfsF7BM+OQB/GcBvutPSG/egadq3APzXAP45ADqAPwvgO67r3lOWWQHw8wD+nb0/+TAifl5wXbcHDx48PFY8CwGPp3WTwhvFQqGAUqkEx3GgaRoymQyy2exY6PE8T1VPmrMw7X3M4aAlRW2n3O12JQTatm0kk0lUKhVomiZWLKobgH2lBDNRwuGwtNOmnUjXdVEkTILF3LVr1/DJJ5/IOldWVhAOh/Hiiy/u5c20UCgUZBtJXHG+SBYMh0NcvnxZMj5KpZIoD9LpNC5duoRUKiXt3zc3N4WgUgtwqjb4mqo62dnZEeVGr9dDPB7Ha6+9hp2dHclParfbopRqt9swDAOmaSIajUoXsXw+j2KxKIoUjheJJgBC6JAsYQYR1T2qEojdmmjpIQGxn3kTwOefv4wPP3wLzaa1R75gjOwBgFSqjHfeeR/Xrt1FMOhDpeI7kIsk79hT6DCThlYpKmqoauGyJLIGg4FkNqXTadRqNSnYud/Ly8uiJHIcRwKbqejgfNHG1mw2kcvlsLy8jO3tbVECNZtNUaDwvZxPwzCwsLAAXddnHpvZbBbJZFKIQx4/9XodPp9PWsqrlj8SflTqkLCMx+OicNJ1HZVKBcCI7AmFQkJUcp31eh2pVEpINarQut0uMpmMEMThcFjWScLLcZy5LTpHkc+zXl9ZWUG9Xsfm5qYcgwwNp+LoMKgh7twvn8+HbDY7lv2lXid5bSYBDIzUdyRTfT4fyuWynCOzOgbOg2nkDgCPBHiG4BEXJ8ezcM/owcN54XEEOf8kgF/A6O5wA8CPua778Kj3ua77RwB+VNO0/x7AX8JI1fN3NU1713Xdzt4y2wD+kqZpHwP47/beugbgXwXwv536znjw4OFYeBYCHk/rJoU3ioVCQSxDVC0kk8mx9c3zVPWkOQvT3kd1CG9iWWixiO50OqhUKkLgsJBjUC3VC5ZlSdtkKnXYnapUKokSwufzodFozGxTvrKygt3dXViWJQqHQqGAa9euCaG0s7Nz4LjrdruS21Eul+G6LhYWFnDt2jWEw2FEIhGkUilRM62ursp+85hVCSradGg1CwaD6HQ6KJVKuHz5shSAzWYT5XJZMl6i0Sja7TbW19eRSCSkgxcwsmSx+5Rpmkin08hkMmPHFdUIzApi6LBK+JBcoZWJhJ1qKSLRMqkyqdX6+Pjjl3Hz5ptotQwA2OvI5cr6XBfIZgt45533cfXqXbB27ff3FTLTwplHy/TFYkSSh6ob2vV4jNHqRasR242rZFsoFJKW3FRNGYaBXq+HWCyGZDKJWq2GUqkkti8SSt1uF/fv34ff75fcF9qwSCDF43GYpinjpIYZTxb40zKyJpdZWloSmx/3k3PB/eTxxvOQHb4ymQx0XRdFWLFYRKVSkfGgTSsYDIodMRKJSBt2Ei8kGNXz6jgWnaOWP+x1hoRP5gcdVRQzxH1nZweVSgXD4RCGYWB5eRmGYSCTyRzYBuYRtdtt1Go1xONxtNttuRZduXIF29vbyGazct0BDnYMnAezFB6WZZ1a+L6Hi4/zIi6exmPlWbhn9ODhvPA47F1/Xfn5p+chfCbwHwB4C8AfA/BNjAig/0ZdwHXdX9I07c8D+Pben34CHunjwcNjx7MQ8DjvTcpRN2i8MVSVGCRbTnLTc9KchWnva7fbUrBwX0j6dLtdISpIglAxYVmWPIVn63PLsmAYhrRwByBFGG0qXFbNxVHhOI5k6jSbTSnkc7kcQqEQXnnlFei6LiqNcDgs9h/a56hoYTDu66+/DtM0Rf1gmia++uorUVwxUJkFejweH+u65bqutBVvtVq4desWLl26JBk0lUpFyBiqjjjvkUhECAgW7CzSqfhQrSwMLSbhpVqRVHUMf+br/OJnVSoVaXcOAI2GHz/4wVv4wz/8Btrt8eONgh3XdbG0tIMbN36Ay5cfSJbP/nIzBbxjYPZNJBLB7u6uFMokq0j2qG3bqeDiGAAQqxWVNyST1OOUahha4Ca7gtm2jWKxKMclFUXMgaHSRj13hsPhzMBzHrOzOlj5/X65Nuq6Lqq5Xq8n4da6rmNhYQHVahWlUgmFQgHBYFBIJ15LA4EAarWakEI8/3iNnVT3BAIB3L59W9RTk6qT4ygRjlp+1usnLYqpxqtUKhJIDoyuk7FYbOa2TF6jY7EYUqkUMpkMAoEA1tbWxHKp2mqP+79qlsJj3v31bEFPB86DuHhaj5Vn4Z7Rg4fzwrmSPpqmvQXgRYxUPndd1/3d467Ddd2hpmm/CODv7P3pL2KC9NnD/4p90ueNE2yuBw8eThnPQsAjb1LS6bRYLAaDwZhKZZ4bNN4YMntDLfxPetNz0pyFaeHOLBLb7baEoDI/h0HBJBcYPkxlgmma0hlpOBwin89LaDNtFMCogI9EIgBwIBdHBa0wahHFlsv9fl9UM8A4CREKhYRYInHEbf/qq6+wvLwMYFQoU1HA3J5QKISlpSUhhlzXlYwfVW3TarWQz+fl916vJxYs2oo0TRuzy/n9fjQaDaTTaVEmUGlk2zbu3bsnQc26rotFhkUq95N5Smo+EjOPhsOhZNwAEAXWqLuZgY8/fgPvvXcdnU5wJnGztraNd9/9AMvLG3Dd6SoeHj/AfqDyJJjvkk6n5RhQO4eRrFHJGZKKaog3lTe6riOZTMrrpVJJlGO6rguJoyqi1GBnXddlrqiW4nzxOHQcR8i5drsthE+xWJRleY7yvJ7VNnw4HCKTycg+sHU895Ek6nA4hOM4QnZQhZJOpxGJRNBoNKSYZLvzSCQCy7KwtrYmijESYs1mE7VaTVqV01553tYTtQjm2M3TLp3nPceJZCDVXrNwVCHp8/mQSqWk69hJ/1fNIndIxJ1W+P5J8DSqQi4qzoO4eFotZM/CPaMHD+eF81b6vK38/PEjrOf7e981AK/OWOYLZZm1R/gsDx48nCKe9oBH2o1u3749pqjY3t4+tPibvEFT80ASiYQE9sZisak2p8Nw2jf4lmVJG2oWyqFQCKurq8jn82MBqFREJJNJsVAw5BkA7t69i1KphHq9jnA4LNs4HA7nfjJKCxiL/0AgIN2UQqEQyuWybBMJoXa7LZYcbiPVQo7jIJ/PSwjv1tYW8vk8Hjx4IIoCdmzq9/tYWlqSuSbBRAUJi75arSbhsiSYIpEIwuEwCoUCwuEwHMcRJRILeSqSYrEYqtUqtra2hDBkK/uVlRU5RtTwZxIXapYOA6ZVEoXET70ewkcfvYVPP30NvV4Ao+czB0ma9fUNvPPO+1hb25V9nQWfzyeKr+FwKKSO+jpbvbyZAgAAIABJREFUhK+vr+POnTtCGJJY5LaqodR8Ddhvn+73+yVse3FxEYlEAnfu3JFOcZOfTesbFWg8ltPptJC1KqnE41DdZxbyKsE42U0MGBE/00gA1aJFQsYwDNi2LZbBcDiMfD6P7e1ttNttbGxsSOcp0zSxvb0t5COPMcuy5PXnn38elmXJsUSilVYwEi0M0D6p9eSk1xmVKFevH9O67KkgWWgYhhxLyWQS0Wj0yILasiwhU0nwTH7Go/6vmqXwSKVSc+UlnZUt6GlVhVxUnAdx8TRn3zzt94wePJwXzpv0yZzSeraVn4OapqVc1y1PLFNUfjZP6XM9eHgicBGe4l2EbThrzNpHx3FEtcFwVpI9VG4cdYOm3ii2221RKnQ6HeTzeTiOM9dN+lnc4DuOI4HDXCftFPyZ6pZAIIBsNgvXdcWepIaZ1mo1NBqNsQ460WhUnt5PK4rUcWfb8na7jUQiIYofFoTdblfIGY4vOxy5rotkMol8Pj9W5NOmxg5lpVIJxWJRumNxWcdxJF/JsizJAVKJH5U0ICkzHA7FQkXigl3AmL3CvB+2xx4Oh9jY2MCDBw+kMFazhNh9yTAMtFotABjLuVGPB/VzNU2DbVv48MM38fnnr2AwmE32XL16D++88z4WF/N76zr6WGEYMckGjoPa8pzkF5VUast42tQ0xTdGhZKa1cKObaFQCAsLC6J+ajQa0p6c5yHnBQCSySTC4TCi0Sgsy5LjhyG/tOjxWKS1i8QaLVK6rmNra0s+k8cb26DX6/WZJICu60gkEojFYtja2pLxoAKHeTuNRkO6i/G6wuwhbictcKFQSJQ7AMaOJR4/nU5HCBYqjE6SXTM6Fua7zsy6Zq6trWFra0uIXwBjXfamFX0ki1544QXUajW0Wi2Ew2EsLi7O/CzgYIjyLNvoo2KWwiORSMylIjorW9DTqgq5yDhr4sLLvvHgwcNROG/Sp6r8/NwjrCc9xzIR5efGI3yWBw9PFC7CU7yLsA1njcP28ShSZ94bNN4oVqtV+P3+E92kn8UNPhUK0+xXlmWh0+kgHo/DdV1Eo1Ekk8mxcFp1uxqNhthU2EEnEomMhcuqRdHkuLNzGJUKJFNCoRAGgwEajQbC4bAoWlhEl0olyUBxHEcsPSQmgsEgarWaZPyQOOj3+0IcsGsWtxHY70bGMSHJFYlEJEiZodYMKGYWEDuVmaYpxBRVG9vb28jlcqjVamMtxOv1OjY2NrCysjKWT6PavGahVovhww/fxhdffAPDIc/Lg8u/8MId3LjxPrLZ0qHHBedH/Z05KySmGIgMQFRwwWAQzWYT+Xx+LMuKY8RlqZzifqnEldpdKx6PS0YRCTBCzf4JBoOivPjGN74By7Lw4MEDFAoFeR8tjNwXkiypVAp+vx+pVEo6z/H4UW17VFp1u1057w6zFZHoZXcydlCj7ZBdyNhmnQRPo9GQbCPLshAMBkXZM3ltobJNtVSSmDupfXSe68xR/xd0XZeQY+DwrBsSJpZlwTRNyb4KhUIoFotwHAfAKB/spCHKj4qjFB5nFb5/FJ5mVcizCi/7xoMHD0fhvEmfO3vfNQCva5r2kuu6t06wnj+t/NyZovIB9nN8XADHDYv24OGJxUV4incRtuGscdg+HkXqzHuDxuKG3Zw6nY4oEea9SVeXJVHBYvqk6qvJ/WOWz927d8W+RFIoHA7j3r170lmLih5uE4NUO52O2L9mhciyaOR4MDyahJKu66Ky4TYAQCqVQrFYFJKEOT5UQTBQWQ2cZkFNdQUJG2C/zXggEEClUpH8kYWFBcTjcSEKuC7LsuD3+1EqlcTCRYXFcDiU4ptzUa/XRVHC7lTMjbFtW/aLWT3tdhu5XG5MDUMCaBKjblwp/OAHb+L27WtwXd+M5Vxcu/Ylbtz4AKlU5chjgioTNVdI7drF/VTDo/lFlZOa6cRluB5d18X2pZKHBK187LaWy+VQKBSkRTmPWxI9JEto02s2m9L1inNNe1Y4HJYMoHa7jWg0Ctd1YRiG5OUUi0UkEgkUi0U5tkOhkFjbSLQcZfPw+XyIxWJ4+PChEKkM+aZ9iwHOzP0h2TYZ3MzA9MlrC9dvGIYQjbQVdjodUcocB/MQCUf9X5iHDJ8Vhh0Khca6f9HyxXNLDVHu9XpCrLXbbSEJzwLzKDxmqZ/OyhZ0HFXIs6DYfRrgZd948ODhKJw36fNPMVL7xPd+/9uapv0Z13Xn/m+raVoC+y3fAeD3Zyz608rP7x9zOz14eGJxEZ7iXYRtOGscto/HeaI/6wZNLW5s24bjOGi1WjAMQywl80i3eUMfDAZRLI5cr41GA7Va7dC8jMNu9lXSqtfroVKpIJfLSSAyrTe6rsO2bZimiUqlIuGzas5MMBhEIpFANptFKpVCKpWa+rm0N927dw+VSgXtdlvGggUSg19ZoPd6PbRaLZRKJQltJkHD10kWGIYhBIBhGDBNU5bhl5qLwzFqNpvSSWo4HCKbzSKdTkue0WAwQDQaxcbGxoFcGgYEUzlFJQuL8Z2dHeRyObTbbbRaLclJmpwn7gcJl1nqnnI5gw8//Ba+/PI57C/CcOTRzz6fi5de+iHeeecmotGjyR6C1jgqXPx+/1gXsUlLFrDf8p1EHUk1rgeAZNRw/bQvqfvo9/sRj8exsLAgwcf1eh22baNeryMYDAqpwdyXyc8qlUpiv1PnBIB0+SI52O12EY1GJXOJxxAzoIhIJIJUKiXkQrVaPbSrFEFCk8cUScJ2uy0qsEAggOXlZaTTaWxvb0vnOeZBra+vS87PNGIpnU6j0WiIPZD2t0ajcSz7KHEYkaCS11TMTSOv5yHDpxFHzPRSr8UkFyevz36/H9VqVcjncDiMarWK1dXVufbztHGU+uksbEHHeejwtCt2nyZ42TcePHg4DOdK+riu29M07W8B+HmMSJsfB/D/aJr277uu+8Whbwagado1jFqvX+YqAfzaxDJxAL8I4EeUP//dR954Dx6eEFwEb/dF2IazxmH7OO8T/cNu0NTihhYm0zTHwpDnkW7zBp+2KRIvhmGg2WxOVV/xZp95KLSMXL9+XQos7h9VKCRUms2mWHZCoRBarRYCgYDk9pCwIQGi67qE11KpM2nJWFtbkxDj3d1dabnd6/Wkg5ZhGFK40h7S6XTEVkUVA7Bv8WFBHQwGEQwGpZBPpVKyvdwnzhkAUQSRTFM7DF2+fFkKUM7f/fv3pdB0XXdMtcJcFqpZuF2FQgHValXyW1TblAra1kigBAIByfIh8vks3nvvHdy795wQMiQ7Rh21AL+/j1df/QJvvXUT0ai9R9b4DnzuJOGigiQJQ5Zp7VLze5jVxL9R1UNMrpskC8eNJILasSsUGnWrSiaTACDB4AzPJvHG0GvazFqtlpBJtm3D7/ej2WwKGdnv98Wi1+l0xhRWHOtJ9R6D16ncCgQCaDabqFar0HVdCJnDimYSTrQfNhoN6QzHcUgmkzBNU9bF418lfQ77DNoOu92ukG7MInJd99jKzFlEgmVZQhyw65jaKUwdw3mum9PIdtra1Guxei6p1+dgMHjgGFaPv/PG41DFzqsKeRYUux48ePDwrOC8lT4A8NcA/CsAXtn7/dsAPtY07XcA/A6AzwDkADQBhACkMOrQ9WcAfAdAEPsqnw9d1/3fuWJN034GwN/cWwZ7y30J4P86w/3x4OFC4SJ4uy/CNpw15mn7+yg3xmpxo2kaTNNENBpFNBrF0tLS3NJt3uBTwUAblJo1MgkSOHfu3EGr1RJ1BAC89NJLY0+gqR5qtVqi4uF2tdttpFIpKcbYcYiEB/NR+GVZForF4tQio1wuo9lsCiHEwjwUCmFtbQ2xWAylUgm2bSMcDqPdbgtBZVmW7K9q06KyJx6P4/Lly1IYklT74osvxtrHq7lBkUhEcmSoFOJ6eQx8+umnKJVK2N3dlTbhbBnO7KFgMChz3Gw2YRgGKpXKWFelo+aXXas4ZiSJcrkl/NEfvY0HD9b3lh796xwMhvD7fXtEk4tvfvMWXn/9fYTDo+KfKgnVhsXPUrt9TWJSfcPjhARTPB4XeyFzh1TLHD9jcp+Z30PCQw2DDgQCsCwLKysrQtqQxFDtZMFgEKZp4sqVK5Kr5DgOyuWyEDQ8z2jrIznX6XRkjEmWxGKxI9V7/X4ft27dEuKWNjKqfWYp2prNJgqFAhzHke2mSoqqJba4DwQCWF9fF6JpVgE/qdxjFk4mk5HweeZfnUSZOYtImCSvW62WXMsmx5DrmXXdVOeN48EQbiqxeC0m6aMSyFQ+8TgkQR+Px6daBs8Dj0sVO8//p2dBsevBgwcPzwrOnfRxXberadq/BOC7AF7A6C7Uj1FOz58+7L0YZQG5e99LAP61iddXMCKKeOfZA/Dvuq47R48RDx6eDlwEb/dF2IazxlH7+KhZCJNKonA4jFgshqWlpWOTST6fT8ip4XAoqgVmnuTzeWiahmg0ipWVFXS7Xdi2LZYiFvnsTDXr81WigJkpS0tL0DQN8fjI1Vup7FuGVLtPp9PBw4cPJXdnVt4G1+u6LkzTRDKZHFM17O7uwjRHDRsDgQCi0SgymQy2t7dFAaMWzisrK1heXsbCwoIU9AyCpYKEmSrMQqKSIJvNIhaLoVarSX4PrTGmacK2bezs7KBSqYhqpNPpiDKBBIpqNWu322IzOqoVOgBRugyHQ0SjUQwGQ3z5ZRLf/e6r2NhYwWQw84jEGSIU6uLdd7/Cn/yT22i3c+j1+uh0/ELIMUDZ7/ePWavUv80C50i1xHFeqfKhuoPjohJMs9REJOSYA0SbVSqVguu6Y5k8xWJxLPiZ4eLspkU1G3OhqtWqkCw+nw+NRkPIJ2YAUS2XTCaxvLx8wOYyWUiTNOXxTOUZs50mbTMrKyvY2trC5uamBISTrGQwc7fblSyhbreLfD5/KNFTrVaFSOXxTCKJYemBQEBsjbTTnUSZOY1ImCSvue3HJa9V9WGn0xGyM5VKCek3GfwOYCoJxQ55/DvJ48eBi6yKvcjb5sGDBw8ejofHofSB67o7mqb9MQC/BOBfn3h5ls6WPWQ1jNQ7P+m67v0Zy2oYtWz/Kdd1/+DRt9iDhycLF8HbfRG24awxax8Py0IADhYi04qe01ZLcX3pdBo7Ozuo1WoYDAZ48OCBECjpdBq7u7u4evWq2K9o02E+y+RT3lQqhVwuJ2oEKnho2er3+7hx4wYcx5FOWMxPASAdjvhFhctk3gY/h6HP02ws3e6oRTb3R9d1LC0tSfgtSSZaqWKxGF588UVcuXJlbA5Y3DBbh9Yadm9im/Hl5WVR+lDNEAwGYRiGtPt2HEcURtxXEhpU/ZD44LEzslwdTfio+Taa5sNnnyXxu797DVtb2b0lD64jHO7gjTc+xhtvfIp4XEOzud86noSL+kXFDgCxax31pF/dPq6bFjmSKqrNRv1s9T0quFw6PWre2el0oOu62OvUzmxUlHEcmYlDAkRtE16tVrG5uSnHKu1APt+oVTh/JzGwurqKhYWFuXJN2HmLBB7Hr9lsYjAYHFC0bW9vo1QqoVAoSCgx1Ux8XzqdhmEYKBQKAEbXkmlZK8zA2tzcRKVSQbPZRK/Xg2VZQpQwf+zKlSvY3t6WZagK5LF4UrKeyhzOB5U58Xj82OQ1FUOlUknmiSHps4LfgYMdsi6aCvWibc+Tsm0ePHjw4OF4eCykDwC4rlsF8G/sZfz8LIA/h/E265PQAHyBEVH0P7mu25yyzEMAvwngdwH8Hdd1a6e71R48ePBwNGZlIVBNME8w5mmrpbi+ra0tAKOA3HK5LKRDIBBArVbDc889B8dxYFmWWLqGw6FYMiaf8iYSCVy6dAkAsL29Db/fLxk6AMTSkkql8Pzzz0uQMZ/Ks8MXC3MSAAStQVTm8G+GYSCdTo+1gy6VStL+nUU/bV67u7uitqC1KBgMwrbtA2PFYmdtbQ2hUAjVahW2bUtQdDgcRjgcloyVUCgkBXqhUBCVUrvdFlWValliy22OvUr6zOq6pc4jCZLROn24dWsZf/iHbyOXS40FNKswjBbefPMjvPbapwiFRgRUp6OJaoJjrOab0IKmZlVRfXIYOJckalTyRVUR0X7HDkwq0aRmFank0MOHD5HNZsWaB4yOZZIB/X5fbIYkIEm0OY4jAeZUhpTL5bFOaiSHqMCiUigUCglZuLKycuR5SEUdu7yp4eYMY560zVDF0u12RWFHwpAt5mmP8vl8KJVKosyZzFqp1+solUpjdkna7brdLpLJpFif2Cq90+mgXC7LXM8T6DxL0UjimwH0nOd5WsJPW+ekYsjv948Fac+Li6ZCvWjb86RsmwcPHjx4OB4eG+lDuK77fQDf1zTNB+A1jLJ+UgBiADoYdfvaBvCe67rFI9b1ywB++Wy32IMHDx4Ox6wsBBaYKhmUSqWwtbUlIbXqTfVpq6VYdNIeRVsRC9tms4lyuYxGo4Hr168DgGTXRKNRWJZ1oFjz+XxYX1+HZVlotVqyvyzI2TWMuT2JRAJXr17FxsaGqD8GgwEqlQp8vlEXJNpsaGl7+PAhwuGw5KowY0jXdVSrVQAQAou2HKpqKpUKotGo5Inw8/r9vpBvk5Y1n8+HpaUlfPXVV2LFYsFN0oNWLxIYJH6azaYoG9QuZdOycEhqTJJCh80fC+rBAPj66xfw3ntvo1QaqV+mkUWRSBNvvfUBXn31FoLB/t5y4+SSmqvDkGoAQu7weGH7cs7bNKgWPzU/ifurkob8PDXMmSogWko4RlTNcIx1XUc0GoVhGKhWq9J5SiWlSD4Fg0H0ej0JRHccBz/84Q/R6XTk2Oz1eojH46hWq2PEEUkVAIhGowgEAnAcZ+4OXKp1KB6Py3lBm59qpzJNE81mU5ZR551WNfW4Ygc72t5UBVa32xXSkeNHEtQwDAlt5vxQqddqtVAul6Uz3mHBvYcpGkl8l8tlOb7ZZv4oEmnaOi3LOjWr0TzXVVrjyuUygJGiMZFInAnhcZFVsRd52zx48ODBw/x47KQPsZe78/HelwcPHjw8Nkx70gxMt2VNW3ZWFgIwKqRpG2G4r23biEQi8Pv9ePjwIdLptBQzJEuYI/OoT1q5nnA4PGbjmSQdAoEAXnrppbmf8lLNQ2VLt9tFJBLBzs6OqAqYlWKaJrLZLPL5vJA0/X4fu7u7QjCw4K9Wq5KPQ5sNt5cqHBIGLBQty0Kz2ZQOTMViUTJAaPNiVk+v1xOrGdHv9/HRRx+hUChIxyGqekhQ0Lq1tLQk3Y6oKlKzk6hyUcdXJVkmlT2cD/V3ALLfnU4fX3xxDe+99zaq1QT2o+7GEY3aePvtD/HKK7cRDLJ1ul8se7MyedS8HhJWJDANwxjbpmkgicWfVVBJpAY88+8Eg5lJspG44Djyb8zKYec15iCpGUH8zvHz+/3SHY52w0ajIWotdn7rdDqi6uKYkHScN8iWYdqmaY4FDLuuK9sPANlsdixjh9cFEqE87hggDgC1Wk22jQHoattxkjtUGpF0NE1TOt3xHLBtWzqEkRhTVV+H7e9h3Z2mKXMsyzpSmTNrnWrw9FlbjVRrHOdpZ2cHa2trR3ZF8+DBgwcPHi4iLgzpc1xomhYD8C/v/Zp3XfcfPc7t8eDBw5OJaV1tmG/B4oJqkslW4isrKweW5d+nFSimaWJnZ0cya5iR0+v1xloZ27YtagUSCIFAAAsLCzPtYPMiFoshnU5La+pcLieqA7ZRTiQSqFarY0XXYQHVJEbK5bLYoAzDQKvVkn3lulOpFHq9HqLRqLR3bzQaqFQqY6G/tMGUy2XJbGFrbaotBoOBtG8noUOVCS01/X4f4XAYrusiHo+j1WrJfPV6PWxsbKBUKuH555/HwsICEokEtra2sLW1JaTUpM3I5/OJ6qfT6SCdTqNWqwkxxWOFczgtnJhF++Q8qtk2zIEZbX8QN29exve//03Uapb6jrH3x+M13LjxAa5f/yH8fndv/ZooeBhcPElE8bNZ8KvZQxx/Eneco2nKIqqE1HBmElnhcFiUZjx+VBUU1V2Li4sIBoOo1WpwHAcAhIxQu35RyUPr0jTCifvEcGdaFuv1utiO+DrnluoY7o/f70c0GhUbYrvdPjRAGdjPhSK5SnuXbdtoNpuyXgZMr6ysSCeuWCyGbDaLO3fuyPjQGsrtIlHJ0HKSW1TK2LYN27bR7/fHCJfFxcUxwlM9rwOBgIwJVVmHqWkO6+50khDg4XCIYrGIUqmEer0+1kms3++fm9WoXq+jWCzi4cOHothKpVIwDAOJRMJTvjzleNQmDB48ePBwEfHEkj4AugB+DaM7XkfTtKTXpcuDBw/HgdoRxrZtKfpM00SlUpGbPiocWOirwavTnkozB2PyxrFarR4o/ElM0FrR6XRQqVSkIFStEfV6HQsLCwBwopwNYN+OFYvFsLGxgXg8jkqlgsFgANM0cfXqVcmwmRZCPWm9qFar6HQ6uHfvHqrVqgTfMgCaRAyVA8PhEJFIRPaH+8z3kCAYDAbSelkNiFaDfkk2ua4rnYcymYwsz+Kar+u6jt3d3bFMIdu2pVV8NpvF+vo6HMdBvV6XrkskG6jW4ja4rovNzc2xFttsTU1lymHdqEi6sGBXSZZ98sWPTz99Ce+//zoqFX1vmYPrSqXKuHHjA7z44lfw+yGE0WQgN7d/mlpHJWnU3zneVAFN5i4RHB9VraS2TI9EIrI9zGfiMUKijkHFAKTYJ6lAoo4Ejzp+3O5pncXUbe50OrJO1QZGMonHHo83WgwzmQxisRgajYZ0Ijssk2syBJfKIlopy+WyWCebzSa2t7dlPalUSjKwtra2sLGxIccgz2taC9mRi23HqZTZ3t5Gp9MZG+PLly/jypUraDabcg7T9kh1nWEYME0TlmUhHo8fqqY5jNg5bggwr8W1Wg2NRgPtdhu2bUtwO/OfuN5ut4t6vX7qBflwOEShUMD9+/fFNqhpGmq1mlz/PTy9OMyy6BE/Hjx4eJLx2EkfTdNCALIYtW2f+20A/gXlZwvAIoDc6W6dBw8eTgsX8elZvV5Ho9GQ1srMlGEbXypxWLhOC16llUn9O5UH6hPh4XCIcrksxTAzNEzTlPwTNVBXVQMxw4PFDwvuaTei04gsy7Jw/fp1BAIBmQc+Oaedhrk9LC6nWTYAjJFctJu0223U63VRB9HiFAgE0Ol0hKyJxWIIBAJIpVJwHAeZTEZyjtQW5SzcWaxSqRCJRCSXBdgv5mmlSiaTosSgLY65KktLSwBGZAiLaCo6Wq0WAoGA2G5s25btmiRmVNUG9/Hrr78WBYf6HuKwYGZVkaKi2w3gs89ew0cfvYVWy5z5/kymiHfeeR/PPfc1eCj4fH4h2kg+kdRg+/Fp9i51G/heNUibxMm0/CESJ6oaiiTKNDVJs9mUnChd1xGJRKTjmm3bY8cvA8R7vZ6QhCRl2B6eqpB2u31gGzl3VBNRhcbXSOhZloVGoyEqMRIY6+vriMfjQtKQ4PP5fMhms9IRa3I8VOKXhBFVLAAkV4f2wMnsHLaXV+1otDUCkIycWCw2loPEvB/OfSQSEdJzOBxK1zKGNtO6pnbqSyaT6Pf7CIVCM8mVw4id44YAk6xqNBqieuR1hFa+WCw2VVl5WgU5r527u7tiI2QmFI8hr135043DLIuewsuDBw9PMh4b6aNp2p8H8HMA3nyE1bCFOwDMTpb04MHDY8Vxn56dF0FEpUez2RRli2maiMfjYr9gBg63S32izeDVoywM3P9qtSo5HX6/H0tLS6IsolWp1WqNkU1UAVERVCwW0e/3peCavBGdRmTR0nL9+vWx1szMBqHNhsVeuVwW0qnRaCAYDEqIqaq8oNWqVqsJ4QNArDIs+kkO0bKVSCRk+1VlCQApwNnam3Y0kgM8dnZ2dkQJQusQ1SMM9+XY6bouIdKO4yAUCokKRlWtVCqVsZBcrlttm81lSXI0m03JiVEtUfNgUlkDAJ1OCJ988k189NHraLf1PVJCJWRG3xcXd/HOO+/hypUHmBaxQ+WGqkqi0kclZ6a9jyQPSUKV7Jm1fzxfVKUN389jgMcUrwGtVguJREIICxb8tHX1ej15bX19HaFQSAhNZuYEg0GkUimYpolGoyHnMnNxVPUUiR2Su6qCi+e5Sr4yBycYDGJ5eRndbhe1Wk06hZH8IzkzeY1SiV/mxDBEmTk/qoWJ5496/avX66JIikQiQlwFAgEsLi4iFoshFosJ2UIFkq7raLVaQljw3OG1yXEcOX+4v5lMRjp58TpxmKLpKGLnOCHAqo2L285ue8xBmqWsPK2CnAU/x5yEIm2/JNg8PL04zLLowYMHD08yHgvpo2naLwD4ef76CKvi3ec/db327B48XFgc5+nZecqrWfixvTbJlk6ng2g0KoHHqoJEfaLNTJ+jLAwkYra3t1GpVNDpdBAOh1Gr1fDyyy8jlUqh2+2iVCqJCoM5QrRsVCoVISMqlQo2Njam5kuQyGq1WlI4AaOCkUVTPp9HqVQSUigajQrRxSKQagyfzwfHcVAqlbC8vDxm51AVHAzepfWGagmSAIZhIBQKyTwyKwM4qDAJBAKIRqO4cuUKEomEEFNqpywqeFKp1FgmTCgUklwhkjb1eh2bm5ti6en1egcsSiQ6aBdTlTC0H1FVxKKc3ZfULl3zgkQPlRWtVhgff/wGPv74m+h2xztcjb4DgIuVlW288857uHRpayrZA2Bs2ycDpDkfh5E+XJbzSAJv1v5xzgzDGBsTqmV4fNBuxLFkUc8uazzXOZ4kPTOZDBYXF7G6uopXX30VX3zxBWq1mqhYQqEQstksSqUSCoWCjC0JJtq+GPqcSCSEwPH5fKKYiUQiCAaDcgxQZVer1WCapmS9dDod2LYt+59KpWZey1Q7FudismOZShZPXv9ov6LKzbIsycZKp9NC1JBsIfGzuroqoeXMA6Nta2trC7lcTs5BdunSdV3yvCYkjd7SAAAgAElEQVQVfaZpotvtis1tXmJnXgJfHYNGo4FwOCxWUB4PhykrTwNcHwBYliXnSSQSweXLl3H58uVH/h90nl3BPBwfJ8mi8uDBg4cnAedO+mia9i5GhM/0liP7f5t2O6surwHoA/h7AH72NLfRgwcPp4vjPD2blyA6DTUQ32MYBprNphABVLSoqo61tTXJgVE/bx4LA4NfGcZKC1AkEkG73ZabfgY1d7td6cTT7XaxsbEhoct8Gl6v17G1tSVqIYKqHTXHhaoFdujJ5XKyLyzqdV0XOwcLfnbWYtZHJBKBrutCcrEgZftzFv20TnF+Wbyz3Xq/38f9+/exsbEh9i81b8bv90sraqopCoXCGBHW6/UkI6nRaMCyLLTbbZimCcdxJKyWREOj0ZBQaOaDkIhQw4e5vfyuWqFUpUu/30e1WpVtPEw9MwnVAmXbYdy8+QY++eQ19PvT/yW7rov19S3cuPEeVle3j1z/LDCwmPs7DSphxPbgR+0XiVMeh7quS8aSmsdDUlGda5JntDKqOVZUe7HwZiH26quvSke1SCSCpaUl7OzsSFcwVanDwGMSF9FoFMFgECsrK2J34nk8HA5RqVQQDocPKL6+/PJL+P1+URN1Oh0hGHd2dhCPx8fO/VnkDYkfdvaazM6ZvP5RJReJRCSnir9bloWFhYWZ6huSyVQxUcFD8tm2bSlmD7s+F4tFuVbx2jMPCa+OAY+FQCCAS5cuHSA6VKsYiTeqKKcpK2l1Y/4P5/FRwM+JRqPodDrIZDKIRCJIp9PIZrOPrCai2otjAgC5XA6XLl166ruCXUR79zQcN4vKgwcPHp4UPA6lz3+KfcJHA/B/YETctAD8BIB/e++1DwH8t3vvCQK4BOA7AN7ae/0rAD/ium7pPDfegwcPx8dxnp7NQxCdlhqIBRLtTGoA7aS1wHGcqTf98zzpLpVKEgTKzBGfz4dut4tGoyGE1rR1DYdD2LaNra2tMUsSC8hJMiwWi8GyLLF0sbhk96E7d+6gVquh2WwKAWIYhvzMOaJahm2cNzc3oWkalpeXsbCwMDbutJxVKhWxWpXLZSGcSAqw6L958yby+TyKxSJqtZpYamhjGQ6HcBwHDx48kFboDJulRYhzTwKtXC5LoK1pmkI60QbEdupq9gywr+JRx3syD2byb8B+O3OSZMB+5y2CliqVLCKB4jgRfPjhW/j881fQ788mYa5evY8bN97H0tLuzGWOg2nbchTmXYZKDL/fj0AgIOHcJFPZzYpEErOeSMywcKciCYAEFne7XbH0sRB78cUX4TgOqtUqLMuCZVljyiTVbsfW6fF4HIZhjIVEk1hYWFgQ8pKd5UhgFgoFUTFxDFutFkKhEBzHwe7uLsLh8Fjg+fb2NmzblmObhCdtjtFoFNFoFEtLS1IET17ver0estmsqOWoxKM6cZrCaNY1qVwuo1AoYHd3F47jjBFQ6vWY9sfBYIBarSbkFwmp1dXVuSxVXL5QKKBYLAIYkVX9fh/ZbFbGimQA5zCRSKBUKglxPamsTKfTyOfzkvfjOA62trYeWQ3Kgp8Ez2Ek1UlIjHq9jlKphHw+L0oxWvOe5q5gw8EAWw8fPhHhyMfNovLgwYOHJwXnSvpommYB+FPYV+z8Ddd1f05Z5Lc0TVsG8GcBvALg703Ytn5B07R/E8CvAHgBwN/XNO3HXdftncPme/Dg4YQ4ztMzlRDi01zHcRCLxaQoPK5d7LAbONM0cfnyZfj9fnlizI5RwKNbCOr1uthEJoNwSUDMWjfJLa6DqhPDMGAYxtT3+nw+XL9+HQAkeDYajUoreNu2x1Q46lyw/XOz2US32xUVD9UTpmkimUwikUhIF7FYLAbHccQ2Q0URW4SzuOeYbm9vo1qtYmdnB8VicaqSpNPpyJwxl4TWrEkyRy3s+RpJn8lQZe4LxwkYb3WtdtsiwQbMJj1IvnFdKsEz2cGK66nXo3j//bfwxRcvYTjkcXhQ+Pr881/jnXfeRzZbnPrZjwJ1+45jSZsHtEmqbcFVyxiDuUngcax5vNDGA0Cynbit+XxeApTT6TRyuZzsC0Ohr1y5IjZAtn3v9XqiCKIlkEHi6vUokUggk8mgUCiMhaqT9Ot2u6JKo6KN5A+zwajmy+Vyoqah7ZDnkZqPRMUOc6EY9NxoNKTrHInZQCAgCpHjXpeGwyE2NzdRKpVEeQOMbExqJhD/xnEG9q8H7PTHMTwK3Ebbtg+EcEciERkrlQwwTRNra2tjqsdJZeXW1pZkIQEjMov/Fx6FOJm34Kdip1QqiVU3nU4fqdahdZhkKDC6ZjF4/qlBrwd89hnw3nvAe+9h+PHHaP7Kr6CojOtFDkc+ThaVBw8ePDwpOG+lz1sA+Gi/A+CvTlnm/8WI9AkB+DaAv6++6Lrur2uaZgL4HwC8C+A/w34+kAcPHi4gjvP0jARRMpmUHJbBYIBoNCpPc+e1i82jCOLnXbp0SWwYLKx6vd4jefqHwyGKxSIqlYp0BGOBS0UCbSvqezhObFtcKpVg2/aYzYUEA4kqAGPje/369TELV71ex+7urhAmAMYyWxYXF7G2tiZP5FWVikpaTI6z4zhSrNXrdQn+VXN/gsEgYrEYNE2D4zioVCrSQWyyi5RKvvB3KhyY/8L5pg2IoCKB62RhOwm16J5GerDjlBpqPK3blbrNkySS2uocACqVOD744AZ++MPrcN1p7mUNmubixRe/xI0b7yOdrsz8vNPAWRI/JOgms5GojqKChmoeKjxGdrd9ZQyznBqNBnZ3dyUPq9vt4uuvvxZbIt//3HPPwXEcrK+vIxaLScYPO1TR4kVVhXq+kHgZDAZoNBoHsqkikQgKhYIEG9OyCEBa0ff7fen6xsBnkgKmaQpZy65dJItu3rwp6+92u8jn8/IZhmHAcRxcvXoVxWJxTC1JxU8+nz/0msrrYLlcFlUjANme5eXlsWui4ziIRCKoVCpoNptyjbFtG4ZhjOXqHAZeO0mcAfvEqDpWs8j7WcpKzvlJCbDDME/BX61WsbW1hXw+j263i3A4jFarhVgsdigZxuMwHA7LHITDYei6fiaZMedmqWq1gE8+EZIHH30E7Kn3AACDAQK3bqGbzQLwwpE9ePDg4XHgvEmf63vfXQAfuq5bn7LMfeXnNzFB+gCA67r/o6ZpPwPgDQD/iaZp/4vrundOe2M9ePBwepj36ZnP58PKygpu3rwp9qd2u4179+7hueeeQ71en9suNo8iaJKQIkEyGdp8XE8/C61arSY5IOyqw65A2b2bYK57kqSybRv5fB6dTkfULixcLctCrVaToGIGrU4+MQdGVpOdnR1p+0yQfGIHIHY1MgwDsVhMlBg+n0/yfKjCYRHBz2ShzGyXfr+PSCQiQbEkqGq1mli0Ji1TwH7Ir+u6kmfC7k+05HC5aSCxMOv1o9Q76mtUpKgExSy7l0qeqOsulVJ4//0b+OqrF2aQPYDPN8Qrr3yFGzc+RDxenUkwnTZBc9g4PQpoyZlcN+eWijV+Eaoyh++t1WpChPC4cBxH1uP3+1Gv17GysgLbtoVoTKVSSKVSeP7552cWvmpnra2tLbEUklhSLYdfffWVbCdziVZXV8WaZlmWqDZ6vR7K5TKazaYQU8PhEKurq3JusODd3t6Gz+fDzs4OWq3WWBt3XdfRbrflPDJNU9RJPp8PjUZDzv9ZlhnuWy6XE3spu1Ilk0mkUqkD7yHRTsWVOkfhcHhuEly1S3F7ASAajYoaax4r7+T8Pe6wXc6tbdtiA45EIiiXy4eSPuxEyCwqYES8pdPpU8+MOdOGCI4D3Ly5T/J88gmwd12eBk3TYN26hdDqqheO7MGDBw+PCedN+qgV3+aMZe4rP790yLp+DcAvYrQPPwPgrzzKhnnw4OHigHkTtPew4GZRR+LmKLsYcyjYGWiaUgU4SEhNqgBO8oSUhFOj0ZBAZKoNgsGgECvpdFrWPUlSNRoNaZvuuq50GdJ1XVQ1juNIgDLDc1VyC4AUKCzmQqGQtDI3DAOLi4tCpqiFiWVZorxIJBLSZjsUCmFnZwf1eh2WZcHv94t9o9frIRqNSngsySDbtnHv3j1piQzMJl5INNGeRbVEMplEpTJSwEyqfFQcpsqZN2iZ1jsqnmjNAXDANqbauLj+fD6L9967gbt3n5v5OT7fEC+//AVu3LiJROJggX1w+X310WngLAgfYH/8JvdlsjMYsK/OIhk5GaDOTmB8/yThRvKHHbdmqeYOO4+r1SoKhQK2trZQKpUkd4vbUiwWJdSaBGg0GpW8nWg0inq9Lla/O3fuiGqIRGgkEkEikUC/3xeViuu6Qtwyc6rT6YgyhvtCZYxKTpO8KZVKh1pm1DbkjuPIsWyaJtLpNC5dunRgTEimABizSfL4nlQnzgIJdWYtMSheJa6pUppGBswiLlZWVsYIsCclbNfn84kK7ay7dx3HAn0kqlXggw9GBM8PfgDcugUc4xrk8/lg3bqFzF/4C0/UfHnw4MHD04TzJn3Uz5uVw3Nf+fn5Q9b1u8rPPwGP9PHg4alBt9sds4CweGJRN49djAHKzLBptVowDAN+v//IgoUkB4tG2iqOQ/7wqXW/30c8Hgew3w2KbZdjsRh0XT/wHtV+BUAKIWalMDyWLdk7nQ5M00Sj0ZDW6SS5GD7Lgi0cDguRYZomlpeXJciW+64WJuo6mDVCy0wmk5FuWVQNkaRaXl5Gr9dDMBjE/8/em8e4kfbpYU8VWawqsng0jz6k7tZIc2hGc2h09KzX++2XzZeNg2CNeJ0YGzjZxAsnMJDDXiyyiIPYgOPN6cSxsTmwRmIngOMgi8TJP443682e2Q/ft990j6SRRprRjG71zW4275us/EE+v35JkWz2qZamHkAQu7tYfFmselm/532e51cul4XIIxlAEqWfGKB6g/+ovmLBzVwT1YJ11OSFakuiHUklHNTfccwcx+rqJJaWFvDkybmh+/f7m3j//Xu4evUGHIdkz3jjUoOijwKqxYvn9mGJJcuyJCCbhI2acUTw+Knb8HVVRZWatTTos+Y5Gg6Hh6rmfD4fVlZWkEgkelqcq1k32WxW7IM8N6lQ4z5N05Sw53A4LHYt13XFikmlIOcrzjkkPZhVxAB0vqYaDM58I17ftEmxYN/c3JT5DxhumeHvqeIDOkqbiYmJoR2pIpGIqBJJfFGVVSgUXgifHwWqrgYR6QAGZivxb8OIi2Kx+FLDduPxONbW1kQNaZombNseK+dIVaEdJ8a1QA9EOo32p5+i9v3vQ19agv/Jkw4Jvt9BvPMO8Mkn0BYWELx6FdMKueeFI3vw4MHDyeKkSZ+s8nhy0Aau6+Y0TcsBiKIT1jwMz7r/awDe1DTNcl23OmJ7Dx48vCIIBAJSUAGdG+WJiYmeom4vuxjDj9nliqvb7XZ7rBXGw8rj+y0IyWQSAKRTFgspx3GGPoeZGywgmfFB1Q7bRgNApVIRxQALxUqlAmA3QJSvz+IyFouh1WqJ+oAYVJhsbm6iWq1iY2NDCuFwOIyvv/4axWJRFE18PgkjElRUDFC1xXwjElckBVSCi0U/g6IZLE1VEtUHKllwFCBZoeby9BOKKjrnyhksLi5geXl26H4No4EPP7yDq1c/RzBY2TdZdRRtqQcRJ2rODom0g0K1MDIPRyVt1Nfvfy2V2OG26s/DxkXlyMTEBPL5/Autz5nTRYIyGo3KtcxsqVKpJGHruq6LIkZVGTHHh5ks2WxWlGi6rouVk13/CJ7PLHZpx2S4OklaBp4zN4cWr0ql8gLJspfFiYR1Pp+XeSIcDsv815/jo0LXdZw9exZPnz4VlRHfJy14wzqHDcOw+XoUeTOKuHiZYbuxWAxzc3MIBoOoVquwLAuJROJUhf/uywK3utpR8HTtWu7Tp2g1m9C781wTEMJ9KPGj68ClS8AnnwALC8C1a0B3sQMAdPRK/T148ODBw8nipEmfL7v/awB+TNO0gOu6g5YdHqOT1xPRNO2tIXk9lvJYAzABYO1IR+vBw2uGYXaHEwt8HHNMLIzeeustFAoFuK4Lx3Fw8eLFfSltGALMVXu2Mh/nvY6Sx3N8o/YxqGNZIBAQ1QsL2tXVVSm++p+jaRq2trYQCoWQz+eh6zrS6bSol5iLQfVTo9GQzjxckWcIMrCbUcO8omq1img0Cp/Ph+Xl5Z7uM/2fC4ta5vH4fD7cunVLyALVEsMsIGaScBsW/4ZhSPgp3wOLatM04TiOFJks8rhPBkWr6hrVinVU6N/X4Pwh4NmzOSwtXcfq6pmh+zLNGi5fvo3Llz+HZdW6Xc188rnsB/22sv2oc1Tbmqqi4fOB0fYyop8QUaFa0FTCR30NjkENve4PeDZNE8DudcxQZdUixkKUYcTb29tYW1sTxQgVNLSJkvxhhzeSCVQlkWxh1zsGGLNlPNVx7BxVr9exsrLSowSjYofHid252CWLKsV6vY5sNivzQqPRgGmaiMVimJqaEksW33s/yTKqI6JKWHNO0DQNk5OTQpCNIq9JtHK//MyADqnH+eO4g5P3m91zUt9jVEOyrftxvNZh38vQ8yMcBh4/3s3jWVrqkD59r61ev2qHQx/H4PcDH320S/JcuQJ0c4o8ePBwgkHqHjyMiZMmfT4FUAZgAwgD+A8A/MqA7b5Ah/QBgJ8F8DcHbPPH+34uH9EYPXh4LTEqH2F1dfV4Ah8POKbZ2VlZAU4kEgf6wmSBYJqmrLKHw+GezlGj3uuwVWYWX3sdr0EWtGaziZ2dHVEIcMVaXcWfnZ1FNpuVzkO0j9RqNaTT6Z6Wv4ZhwHEcJBIJAB01TrvdFnVTvV6H4zjSNQbYzVChqiGXy4kKgh1z+otGZoiUy2XJNtne3paigNYPKjtILpGQsSxL7FkkDNhmm0U97V4+nw/RaBSapiGTyUhO0CB1yqifjxOuCzx+/AaWlq5jY2Nq6HaWVcWVK7fw4Yd3YJq7BbLf7z+UMonHipYfv9+PQqGw5/P6W40fBCRrdF2XcG2VzAEgZEk/KUBbIS18PDcMw5DObCww2aGJ1w+f6/f7EQqFJD8nEAjg7NmzKJfLSKfTQipSOWOapqh4gE4Q8erqKkzTRDabRTQalZB113URDAYBdIgg1eLF8GHbthEMBpHNZqUVOd8TiSYSJcFgEKFQCFNTUz2Eta7rSCaT2N7exs7ODqrVqhAZ/Hyi0agcv0aj0TMXsZjgc5ifxTkym832ENbM+7JtG8lkcs+5lPY0HhNezzzf2D7+uIN4RxFb/TjW4OIBOE6l0VG8F/n+yWbR+uorWHfuIHj3LrTPPgO6HRqHoZ+kdV0X7UAA9Y8/hv2TP9khej76CLCsUbvx4OFbi5Oejzx4GAcnSvq4rlvWNO3/AvDz3V/9NU3TZgD8GoA77u5d6PeVbX6p251rk/vRNM1Ehyxy0VH5pF3XzZ3Ee9A0zQDwzwB4G8AUOtlEGwBuAlh0XXfsO3lN0y4A+B6A+e5+lgH80HXdr4563B48DFOukPA5ksDHIxrTqJa942JQwUDrxjjvleqWVqslEn5d11Gv13tsI6pdbBDxo3YIunPnjmSH6LqOWq0mq8UqisWiBK+ye5nruqhUKqIwUAsx0zSlOCVRQ9UNC2xm+dBOwtdstVrIZrPY2NjA7OxsT7cf2lWA3WKfyiuOg8dWbcXMTCbXdSUfhMqedrstRTnJgf4sFwa/Mpx3L4JCDZk9TrTbwMOHb2Jp6Tq2tpJDtwsGy7h69SY++OALGEavmofHaVg7+XHBDCXa3vZ678xIMgxDbI8Hye4h2UOyibkzVOjw8xr1/phxY9s2otEoJicnJQuHwe3MSAkGg2IVpGqm0Wjg4sWLQp7V63UUi0XpmsXzLRgMCjnC7Jx0Og1N01AqleT6AiDqNW6nHlPa1RKJBOLxuBCePO+oItT1Tqc6kpqWZUkHMRJBhOM4QkZTOcRrtlqtolKpSJaWqnAZVEwAwOTk5FBbFFVEkUjkhXlu0Go0n8+wZZI/tIReuHDhRIJ4x8luI440uPgl41DvpdUC7t0DFhehLy4itrQE5Ac1yh0OTdPg2jYKFy4g+847qHzwAeyFBUzPzcF+xY6lBw8vA6/TfOTh9cFJK30A4K8D+DkABjqEzV/o/vs1AP9ud5v/E8DfRsfCNQNgSdO0vwXgLjpEy18C8FF3WxcD2rofNbTO8uMvo6NOGpbA90zTtP8MwP/gjrgD1zTtDID/Dh0V0wsWaU3Tvg/g33Zd986hB+7BQxfDlCulUgmtVutggY/HNKajsg30FwzValW+hPl6jUaj54uZRYXjONJ5iivcpVJJOvDUajXJ1lHVDsNWcqguUtumsw27umLOm4V0Oo1sNivFKIkUWpv4Hvlckj0AhJRhVy21sGdhrlpvmNmxtbWFjY0NaUmsHivaAHncqMwAIDYltZ06CQXbtkWZxEKZygUSBoRq31KDpcf5rI8y06cf7baGb755G4uL17GzMzF0O8cp4tq1G7h06R78/sE2KR7vw4CKKKqu9tqfaqfice/vQNYPlSgkiajayWzbFjJCDRIvl8sSfNwP0zTln6ZpiEQimJqaQiwWk7Fpmibn1ubmpmQEsR26z+dDKpWCYRiYn5+XLne0b1Hpxu0ty5JzjMQvz0dd17Gzs9PzPkmI8pjy+g+FQhJkTHUa7YgAEAqF5FzP5XKSWUXCSUW73cbq6qqo8EjEBQKBnsB527alRTpJlnFsp8zx6SeN/H4/stmsPM9xnIEqTxI9lmVhenoalUoFlmUhGo1idnZWxnISK9bjKmqO87vkpLGv91KvA3fudDJ5lpaAGzeA8gGE77FYx6a1sADt6lVsOg7KXXut7XXb8uBhX3id5iMPrw9OnPRxXfehpml/AcD/jA5hQ+jKNtuapv0qOgSLC2AWwH+tbKthV+VTBvBfHPe4Afw6OmTVKMwD+DsA/rimab8wiPjRNO08gD8AMDdiP98B8Eeapv3Lruv+3wcdsAcPKoblIwSDQZTL5bFzE05iTEf12v0Fg5qhQdtDLpeTzI96vdMpam6uc3k6joNsNisFkeM48pgKAxI47Co1bCWH7482ENqhyuWyZChQScSCnK/Bjl2GYQCA2GDC4XCPhYWFKAAJTAY6RSa7hKnb0boBdAibzc1NNJtNbG9vI5fLCWFEEkbTNCkkqYrgOFmws8AlyUAlBe1k/BtJITWot9+OM+oGiQXncSp8Wi0dX311EZ99dg25XHTodpFIHtevL+Hdd+/D5xtNPh0FOaUeM34+o7blOUHyZpzsHwYKM4ibz+F5qp5rsVhMrF7lAQUnyRHbthEKhUR1ZNu2nE9U1JGEpuKHBCKVJvw/HA7DsixMTk5ieXkZqVQKlUpFFD/qtcRMHZ6bPJ85B5BYZag5SSEAotzh+a+SnYZhSNewaDQqqiR21jNNc+CNPombTCYDwzDkfTUaDQSDQTSbTcTjcdi2jUgk0kNGj2M7JXkFAMlkUn5eXV2Vz05VPva3fXccZ2BL9NNsTTju75KTxMj3UqkAN2/u5vHcutUhfvaLVGo3j+f6deDNNzthzOjcjM96eSQePBwYr9N85OH1wctQ+sB13b+vadoDdCxa3x0yjr+GTm7Pd7FLDlEVQ8KnAeDPua776DjHq2naX8Qu4VNHJ2Po1wE8AhAEcBXAf9gdKwD86wD+PwB/r28/PgD/ELuEz1MAfwXA/wugBOB9AH8ZwL/Y3e8/0DTtI9d1n8GDh0NiWD4CM33GyU04qTEd12v3vx6DXUulEp4961xmoVBIxkJFRagbUKkqUCKRiBSRtLuMWskhaZNMJlEoFFAsFsUqs7m5KW2I2eKZKg7eKLDtO9UEtm1Lng9VBcwUUZUFar6JZVnY2dmRVswsvsPhMAzDkCwPBjarqiISYlQvqFk+KmmlFgYkgbitauGicomgEsE0TbTbbSHj1OcAkC5sLNa5/3EIonEJl2bTh3v33sONG1dRKISHbjcxsYPr15fwzjvfQNdPLlPI7/dD07QXVFyDwPeutqDfC1QG0cJHklMl+Uj60KbF/CZCJRVJjPAxLVQAkEgkxGLI7mzsfqUGPDMgmkQXx0dFn+M4YkfkdUhVWbVaFdJJtRLynAM65E6xWBSihte+mtfj8/mQy+UkE4nn4uTkJObn56UNu0qMMS9IhUrc0HLJfRaLRcnFGlQgDCsmVNupmuNDOyYD5JvNJkKhECKRiMxbvHZqtRpyuRxc18XU1JQQZa9C0X/S3yWjcJQhzO1sFs7XXyP8G7+B6IMHwBdfdCxc+8XsrCh5cP06MD8PaMObsL/M7mgePLzqOE3zkQcPxEshfQDAdd0fAPhpTdPCAN5AXxCz67oNTdP+OQD/KYB/C53wZ0IDsATgF13X/eFxjlPTNBsdAgoAWgB+xnXd31Y2KQH4JwD+iaZpfxfAv9H9/S+ij/QB8G+iQxABwCqAH3ddV+049qmmaX8GwD8A8K+g07b+VwH86SN6Ox6+xRiVjzBubsJJjukkXo95H8+fP5fVcFpEUqkUALxQXFFdAEAydVhIFotF6Z4zrJtXKpUSi0ulUpEiVbVorKysSDtgFrY+nw+xWAymaWJnZwc+nw/nz59HLBbD1tYWTNNEIpGQgpUKJBaTuVxOxkqyicoavkefzycBtWqnJwASoqtpGkKhECzLwvb2dk92i0rQMKhXJQkINaeH+zUMQ3KTSBax0Of/7PrlOI4opVio7vW5j9OVqtHw44sv3seNG1dRLgeHbpdIbGNhYRFvvvnoRMkeYFfB5fP5hJgbhXHedz/YLYrWJJUo4mN+RsFgsCdXip9no9EQJQy7Ymmahnw+L/swDAOFQqGHrKTqpz9smgSMSsby+o1EIojH43j33XcldJzWRp5PJDja7TYSiYTYvwKBgBA6fr8flUoFgUBAutTxujIMQ7J7SOTw+vH7/ZidncXq6ipCoRAymYxY3GjNVMG5xDAMrK6uStoeu1oAACAASURBVIctoKO4i8ViEkq9vr4ueUbT09NiiSRZxmIiEAjIvAZAjj+7+PFa5b7y+Tymp6dFbUWVEMdNous41T1H2d3mZX6PqTh0gGsmA31pCbOfformH/0R9Pv3oaFLxO5nIBcu9JI8MzMHfEcePHjYL07LfOTBg4qXRvoQrusWAAzMrnFdtwbglzVN+6sAPkEn36cG4K7rut+c0BB/GkCi+/gf9RE+/fjLAH4BgA/Ah5qmhbvvj/gl5fEv9xE+AADXdV1N034ZwJ8BEADwL2ia9obruk8O8R48eAAwfPXuZa7qnfRrq68XCASwvr4utg0SJcViUQiWQSs1/ELntpubm2i1WqjVaiiVSlheXh7ZzUslPahY4Mq/rutIJBIoFosol8sIhUKy/ZMnT5DP59FqtWDbNu7evYu5uTkEAgEhfAzDwPr6OgCIEoSdjki+mKaJRqMhiopCoQC/3490Oi0dukiysGBnsUnCiuG6wIsKGhbEDLZlNtIgVYraft2yLFiWJeQblRBqFxlaf2iHGccjv1fmTa1m4M6dj3Dz5seoVod3pJmc3MTCwiLOn38yapH8WEESjjao4wA/JwZtDwNVIlSutdttOaeokOHveI3RngXsdqVSu3+pbdzV1yFxE4lE4PP5xD61vr6ObDaLSCSCcrmMZDKJer0uHayomKEqLRqNolgsol6vC2HF8/XChQtIp9NCxnJ8PO81TUOxWIRt23IOuq4rKiGq9GhnI6nx7NkzCVHWdV0IYJI1mUxGFFXNZhPZbBazs7N49OiRXLs+nw+rq6uYmZmRMPBkMinHMpPJvJDjQ8sqO4Tx+DcaDcRiMRSLRSF3eXy4n3q9jlQqdWTBo/0Ez7A8ocOQTKdBnbLvANeNjV2r1qefAg8fAuhYrAKAWK5GQtOAixd3SZ5r14Dk8KB5Dx48HD9Ow3zkwYOKl076jAPXdavo2KVeBq4rj39j1IbdLKJNdMgpAEgBKACApmkfA7jY/f0WOjavYftZ0zTt9wH8CXS++/8UOoofDx48HCEikQiy2ays8rdaLcmgKRaLcBwHk5OTAy0OJHGePXsmxAnVBFQ09H/hqzcBJHsKhYIoc2gDYWgqSQ1mB6ktzBnYqmkazpw5I23Rq9VqDzFAG1ej0UChUIBlWVL0UlVBwon2HdXWRcUFQ6QZRE27zyC7EEkWdhviseX++sExMBNJDRtW988inN3MDpvlU60G8Pnnl/H555dRq5lDt5uZWcPCwiLm55+/NLIHQA+JMoyMGUSaHATjWOFIKKoB4uq/flsdCRGgc27QZmSaJuLxOMrlshBEqp1L0zRRE/FcJVFCq6GaIWWaJkKhkFguLcsSsimTyfS0k+d1GIlEUCwWkUqlUCgURGkWDodh2zaazaao/5g1RNUVlXKWZcn2tCeWSiUhlufm5jA/Py9zB21YwO41wMwldjIjAWoYBqrVKprNJiKRiBA+JIepFtI0TYKueYx4fFTVHMnT6elp2a86HxQKBUxMTBxJ8Ogg9cuwPKFXvbvNyABX1wWWl3tJnufP9/8iPh/w/vudTJ7r1zskj2cb8eDBgwcPI/BKkD4vGdPK4xeUOSo0TdMBqK1d1D6Z/6zy+Hdc192rX+/vokP6AMA/DY/08XCCOErZ/VHte9DzABxqnFx1j8fjSKfTokbhavvZs2eh67rYufrHwW44JFtI0Axqw66CWRlUa1C5wIJnUPbQs2fPRE2kBiKn02kEAgGkUikJh93e3pb8DgBSdNC+0t+9SS3KSRJRFUQyiqoPXdd7FBDDyAXunzk/zIUZBGby7NVRitseltAoly3cunUFt29/iEbDGLrd7OwyFhYWMTu7eqjXOyqoiqdR4Hl8XAHX/WNisHj/2FQVl9pinpaiYDCIc+fOIRKJ4N69e5K7o2ZFARDSh4Rfs9lEpVIRe1+5XJbzhyoXx3FgWRbq9bpkcjHkmUHNhUJBrkUSr8yJsiwLwWCwJ7vIMAzMzc1he3tbrg/mYXH+MQwDExMTEvhcKpV6OrZxvtF1HclkEhMTE3j8+LH8nUQwVUE8hrxmy+UyyuUyKpWKqEny+bzkJgWDQdi2jWQyiWQyiXv37gkhTLUSjz1b2vM1aDnldXtUwaOD1C+06Z2m7jZH8b3Xk7lUqyGytYWJmzcRefIE+PzzjrJnvwgEgMuXd61aV64AweH2Uw8Hw3He93jw4MHDy4ZH+uyNX0LHtgUAxT22/ZPotJkHgG9c191S/nZNefyjMV73pvL40hjbe/BwJDh0JsEx7HvQ87LZLABIEXjQcbLAC4fDaLfbohSgJUQtQvrHQfVNoVAY2YZ9EFHEDlkMmbUsSzrwxGIxCdimbYSEiNr1Ctgt8CuVCtbX12Wf6vbqOLjSr5IrJLpYsHD/VPfQJsbn9Aczj/rc+JrDVEH92x8nisUgbt68ii++eB/N5vCvvzfeeIrr15cwM7N+rOM5CMYhcqjoGGX/oqWJgdCHtYoNG5eq/KE9kqHjDCen8oYEqG3bouZSu9hRIcJrtlKpiJ1pZ2enx4pVr9cxMTEh4c0kLkme8LquVqtCHnGfLPZ8Ph8cx0EoFBJ75/T0NEqlEiYmJqSDnmr7nJubQ7PZRCaTERKVKpxKpYJMJoNYLCah6fn87toQr0POXxMTnTUkhjuXy2WxYrKrIFV8JH0uXbokVrJmswnTNEU5w307jiPzQLVaFfK2Xq/DcRyEw2EkEokjCx4dpH4xDEPUV6ehu82RfO+1WoisrKD1W7+FyRs3YN2+DV8+LwTa2LBt4OrVDsGzsAB89BFgDlciejg8jvO+x4MHDx5OAzzSZw+4rltGX8j0IGia9l0A/6Pyq7/Rt8lF5fHjMV76qfL4DU3TdNd1x6qINE2b3WOT6T3+7uFbjH1nEpzAvgc9z7Y72e7MrTjoONWAZtWiZVlWTxHCm8K1tTXkuzfyVDiwy5baEYuBztlsFs+fPxdSpVaryT5ovwI6hV0ikZCuQ6urqyiVSkin02Kp4rbMy2GBHA6HRU2h2qL6C/FhGTxq8HQsFkOlUhFVEVUGqhqoP5h5L/R34Dpp5PMObty4hnv33kOr5Ru63ZtvPsL160uYnEyf4OiOFipZtxcYTjzos1SJxqMA7VmJRELISNd18c033wgZwoKL70ElXF3XlWBlhgxHo1E0m03s7OxIpy6O17ZtNBoNTExMSJt4Xm8qcURCkhY1XmPJZBKJREIUQ2oOjWp9bLfbOHPmTM/1wywcdqHjseZz1OJSVUnxunZdF7FYDMFgUCyZOzs7Qp7wePDaVPe/sbHRkzdG1WA0GpWAdaqTSqVSzzFPpVIIhUIIh8OYm5sTtdFhMajjGOcsEmMn0d1mlJLjQN9NzSZw9y6wuAh3cRGtxUUgnwe3dgFoXUXTyJkvHO4QPCR53n8f2A9J5OHQOM77Hg8ePHg4DfC+VQ4ITdN+BYCDTsjzVQAfdP/kAvjPXdft79x1Rnm8MsZLqEvMRve18kO27ccBTOIePHQwMpOgi4PKoJkjw4KoWq0iGo3uKekfNKb+wvCg9gDaO1j4sB04Q4VJ3iwvL2N1dRU7OzsoFAoIBAIS3EpVBdUTVMusrq4inU6L3Ypj5go/lQeu6yISiUhhxBvQ5eVlZDIZ7OzsiBqDK+RsJZ9IJCRTCIB0USIppRb/arvqftD2AUDIKXaIUp+j5v3sFydhN1KRzUaxtHQNX331Llx38Jg1zcXbbz/A9etLSCQyJzq+44Da8WwUYcNrZZBFTyUVgaOx1JGUCYfDouJZW1sT9QrnBs4j6mv2d4UjGRMKhYQw4PNIeFUqFViWBdu2MTk5KbZI5t+QRKLaiZbOYDAoKhfHcXpW+hkOreYJ+Xw+CX7n8Z+dnRVrpDovqoomZtmwgxivPXbWYzaXaslkPg+Pj5q3RQJKvd5V9ZTjOACAVColhJh6HddqNTiOg6mpKVy4cGHgfH7QeX9Y++IzZ85Ivthx2Gn6FZbqnNuv5Bjnew+1GnD7dieTZ3ERuHkTqFTgAi8QpFT3DJx14vFdq9YnnwBvv93J6TnA+/JsSEeDsT5/Dx48eHiF4ZE+B8efB3B2wO9/HcDfHPB7dfmqNMb+q30/hzA+6ePBw4ExaFV2kOLlIDJov9+PXC7X0w45l8vh7NlBl9LoMVlWx0nJbI7+MGQVw26SSczQ4sD9hcNhIZRIULE4Va1ctFaw6GThxU475XIZ6XQa2WwWtVoNwWBQlAbMIWGhwEDpdruNjY0NIX4YbsvinMUE25c/f/4ctm2LpUXXdclMUQNbWRgyg6UfJL5YEDNXRQ1xZoDtfpU+J41MZgKLi9fxzTdvjyR73n33Pq5dW8LExOiW768K+BmP26J+VEHj9/uFFFA/e+57v58/n7OxsYFkMinXUaVS6bEj0lqoqoE4DsuykEgkcO7cOZimCV3XpbU5w59JolKtZhiGdLzitaSqZZj7o2ZZlctlRCIRUcxks1lUq1Wsra0hnU5ja2tL1IaDSGtd1zE/Pw8A2NrawkY3x8U0TSG4SDLbto18Pg/TNOX48v3TrknilcemPxSdmUOWZYmtCxg8bxqGgWS3sxNVigyyTiQSSCaTQwmfg877o9oXD1JRHAWpMciKWy53RNvMfVKVHAOPVaMB+7PPgPv3OyTP558DA+ZOlXBTz9d2uw2frgNTUx1yh921zp/HQRPhPRvS8WCv+x4PHjx4eNXhkT5Hjz8L4E9qmvanXNf9PeX36jdHP6EzCP09hvfzbT63x9+nASzuY38evkUYtiqrBicPkkFns1lZMR11oz7McrTfMbEjDwNdAUj3J9WWMOomWX0vbNFs2zZKpRICgQDS6XTPij1X4dWxUylQKpUQjUZFacOQZjVHh2HI7OzDArVer6NSqeDBgwdoNBooFovSlUct3mkdI3Gzs7MD13WRy+Xk94Zh9BwfkkP92Tz9bcw5ZgbvqgQC36dakJ9GpNMJLC4u4OHDN4duo+ttXLp0D9eu3UAkUjjB0R0/+i0/BwHVaGonJ3XfVJHt9xwgmVIqlTA3Nwdd11EoFMT+pOZPcQx8DHTsS5OTkzh//jwSiQQKhQLy+Ty2t7cRCAREBcSQ8UajgUajgfX1dTx8+BCO4/TYH4Fd0lYlONvttljRAGB5eRnFYhEbGxvSHp5qt0gkgnA4LKR1P1lx5swZmUtILBeLRTl+vLYMwxAlFOeZQqHQo0ria/YTPpyTdF3HxMQEotGoFKrjzOXD/taPw9pfxm1ffFSkRv94SYjT1tev5IhEIiisrCD44AECt28jeO8e7IcP4R/jNfsD1quTk2hduQLjJ34CsZ/+aeDs2QOTPHu9L8+GdDTY61o5DDxllgcPHk4DPNLngHBdd7bbrSsK4B0APwPg3wEQBxAG8I81Tftjruve7j6lBsDuPh5ntrf6fq7sY2zLo/7+snI1PLwaGLUqCwyWQTcaDTx//lxaKg+7UW82m4jFYhJG6vP5elam9zumbDaLTCaDYrEoRZAahgyMJqkymYy0QaeVhWoh5n+4riv5QaZpIhKJoFwu97SJbrVaojwyTVNuGMvlsthZaLciicRiDthtfb21tSWqoXK53NM9iGQLyRuqf9RVfe6TK5TMZQmHwwAgqp9qdTDvrKp41Nb0/Rkmpw3r65NYWlrA48dvDN3G52vhgw/u4sqVGwiHxxFbvpo47OejnpPqvgbZrfYDXieBQAC6riPY7T5EkkMledTvKJIioVCo5/orlUrY3t4WYoTjInlDoqRWqyGbzcI0zR6Fm1qo8zVVtV6hUBDCZ2VlBRsbG8jlcnLtM/yZ11I/WaHruhC/7DbGa5F2K1o9eWzUbmdqBzOfzwfTNGVsJMh47Hg8qTpSr+FRc3n/3xzH2de8fxz2l6MiNfrHx+PB9xMIBGAWCgjevw98+SX0xUXM3r+PtqLW2TOLpwv3zTdRePttbMzPI3PhArTpaSSTSUxPTwNHTMT0v69arYZ8Pi/n834JBY+Q6GCva+Wg8JRZHjx4OC3wSJ9DoBusvINON64faZr2dwD8IYAL6BA8fx3An+5uXsIu6TNOr02V9HEBvF5L0h5ONUatyg6SQfMGlNaFYTfqtBdEIpEeu8E4EupBY2J3Gj6fq/xqITKKpGo2m0IY1Wo1hMNhKQxI+Ozs7IhyhquA/cHKbAvtOA7i8bjkVayuriKVSiEQCGBlZQWZTKaHTCJY6FG1EwgEUC6Xoes6TNOUAtGyrJ6CiMUfSSNgt/BVbXB+vx+hUAhnzpzB5uamfE7q66vZRMBudg+VTINsQ4PadJ8kVlZmsLS0gGfPhosb/f4mPvroDj7++CZCobG5828tqD4BjrabGs8lZueo1xrzg1Q1kfo8AJKzlclkkM1mUalUxNZJkkUNMO8ndXh+92f/qHOPmmVEtV2lUhGrGLPEVIUfLZv9ZAUVUezaRUuo67pIpVIAOvMl27mTrGq1WkISu64Lx3GErCVpxWuXxI9hGNA0DeVyGfF4HJubmygWi1JYDpvL1b/tVZwyv4jjsywLPp/vyO0ve5FL45IU/d9T4XAYxtYWwvfvI9L9F1xfh19RbmpAx441CroOvPfebh7PtWvwRaMoLy/DVy5j4phDqdX3pVrWeJ7vh1DwCIlejKtG2w88ZZYHDx5OCzzS5wjhuu6qpml/BcD/1v3Vn9A0zee6bgvABoBk9/eTY+xO7bC15rrui0ZyDx5eAgbJoGl/olVj2I06LQ7xeFxsFIe5OR7Hhz+KpKJiQNd1JJNJaWVsGAbW19d7LFrT09MS0BqJREQBUK1WEQqFEI/HEYvFkEwmpRDhyiGDlkulEkqlktygq2QJlU/1eh1bW1tot9vShtk0TZw7dw6GYWBlZUW6jFENAKCnWKY6SM344U381NQUtre35bNggLNt2wgEAtjZ2QGwq+yg8klVHKk2HG57UnBd4PnzWSwuLmB19czQ7QKBOi5fvo3Ll2/BtmsnNr6jhKrwOimo1r6jAt8HbWMsgpjjw1bstKapmT58XrPZlIwrlTRlFg9JFlUxxHOfnbDYhUu1XdIaGolE0Gq1pF08yWDuk9ZKvg7VR7xuqtUqstks1td3ezAEg0FpSw4A4XAY4XAYxWKxh1iq1WpC4vJ1qIhqNpuwbVsIIZLBJHxIVFmWhVqthnQ6faDCcq/i1HEcsaZRjVgsFiUg+qjA7xMej3A4LPP3fkiKSDiM0r17CN+4gcCtWwjeuwd9bQ0ads/xscKTfb5Oy3Tm8Vy50um2pUDHi6qp41LMqN+/+Xwn5pGEf6PR2Nfn7hESxw8vINqDBw+nBR7pMwKapoUB/FPdH3Ou6/7hGE/7HeVxEEAKnU5c3wB4v/v7C2Ps55zy+MEY23vwcCIYJINut9vY3NwcSL7036gzGyaZTEp3rIPeHI/jw9+LpIpEIqLymZqawhtvvIH79++LqoD5IKFQCBsbG7h48SKy2SwePHiAer3ek7Pzxhtv9ARJqyuH5XIZm5ubPeGrAMS6EYvFhKip1+syRqoReOyi0Sh2dnakGFZba7MYVHN5gN2igOG3LFRZWKl5KIMKfiqa+q2hJ0tGAE+enMPS0nWsr08P3c6yqvj448/x4Ye3YVmv9o01yZCThJofMwr95F8/icnHJE14XTCHq9FooFKpiBWJ9ivOBapip9lsolQqIZ1OY2JiQuyRzK+ybRvlclnIIVo1GbR84cIF6ZDHrllEq9VCJBIR8oLkq0pSUU3oOI6EolP9YhgGgsEgnj9/jidPniCbzcr7rtVqsm++figUQiaTwdbWForFIkqlkuyT78fv98tzmM2lqgFpFWWYtOM4MAxD8sYOUljuVZwWi0WEQiFks1mZR0OhUE/nsv1gkGIH6BARlUqlR5XF74mRJEUkAjx8KJ219MVFnOlmsvG4tbvzqeu60ABoXZVkj7rHNIGPP94leS5fBmx7d7yVCgLdc0b93joOlcgg9C8mqNfgfj93j5A4fngB0R48eDgt8Eif0UgB+EfdxysAZsd4TrbvZ3573gLws93H18bYzxXl8Q/G2N6DhxND/w1uu91GsVh8IWi53W7j0aNHyOVyYmvijTo7zRx2HHutsOq6LlarUqmEYDCIZDIpHXj6O9f4/X4kEglsbW3JfhqNBrLZLBzHwf3791GtViVwud1uS4vn1dVVUROo44hEIpiYmOjkSCihyiyGqTCyLEvClEnGsGvYs2fPMDs7i1KpJPYPy7KkexgAyfnhflmcUiGwubmJcDiMUqkkN/gA5P0AGEkysOA8SWVPuw08enQBS0vXkU6nhm4XDJbx8ce38OGHdxAIHDzI+LTgZdsrBn3G6nnV3x5czUFRfwbQo16heow5N2o+DXNrarXabqHefR1d14UMiEQiEl5MJRxVapFIRMijcDiMc+fOIR6PAwDW19dh27bk65BwMgwD0WgUsVgMlUpFwtVpY6KNlNdsuVyWbmAktHd2drC1tSUKOtqhotGohFCHQiFUq1WUy2Wsra1JqDSPJ+2Y8XhcLJ31eh2maWJqagrLy8tiHeNxm5qa6pkvSAbtt7DcqzhVlUihUAjAbgv6/WKYYsdxHAm7p2WPJD6bBAgp0WrB+PprOL//+wg8egTcvQtke2+/VLtWs3uu9ocuty0Lvk8+2e2u9cEHQN9xOw4b1GGydNTvX7UD234/d4+QOH4cZ0C0Bw8ePOwHHukzGqsAGgAMAGc1TUu4rru9x3NUhU4JncwfAPgtAP9R9/E/r2ma3s0EGoafVh7/9vhD9uDh5NFPvvCmeHNzE9vb22JrYtAob9yPIkRyrxXWdrst7dNJfrTb7Z6Mnv4bMcuyYFkWbNtGo9EQdRJDW7PZrLRh5zbpdFpWw/uLAo5xfn4ehUJBCJZ+2whDXVkEs7DL5/NSIJI4I/nCG/RarSaPVWWFGizLgjqXyw3s3jUKLOhPivBptzV8883bWFq6hkwmPnS7UKiEa9du4NKluzCMk1XFHCdUi9N+oYYjsyg87OfGz980TRiG0WPBIUGj5t0AEMWMYRiiXgMgge/M+CH54jgObNuW7nYqGQmgh0wxTROmaWJiYgKNRgORSEQsU5VKBaFQCIZhYGJiAs1mE8lkEmfPnsXa2hoA9JBKVOGcP39ebKi0qjK4mePg/ESFDrvosQU9w9o53larBdM0EQqFMDs7i4cPH2JnZ0eyxUik2LaNSCQi24bDYSGcOD9973vfE9spFT60x3HcBy0sh3VIpIqzWq0KcXdYgmCYYoffDeywxXOlXq8jm06j+sMfIvzpp0jcvg3nq6/gq9Xg8/k6c90e3xsSRh8OI/f22yhfugT/j/844j/xE4glEiOfm81mkU6npZtjOBxGKpU6sA3qqEikwxIKHiFx/DiugGgPHjx42C880mcEXNetapr2KYCf6P7qZwH8vT2e9ueUx7/n7t5pfwrgCYA30Gmp/i8B+D8G7UDTtMsAfqr74zKA3xu0nQcPpwkq+ZLNZlGtVrG1tYV8Pi/FXrVaRSQSEQvDSYRIDrphTyaTknPDVXw1m4KWjFgsJoUIC00W4yxsuSrdarWQz+elRbOajdBut5HJZFCv16WQKxQ62exUFVDRQJsGC2USNX6/H9vbHc6ZFhQW2n6/XwpIklX1el3a0HOMavef/YI5JmoRfhxotTTcv/8ulpauIZeLDt0uHC7g+vXP8O67X8LvP30dxQ4LNatJ/X8c8oafFa8ztks/zGenhjv32wj7/wZ0CB+qcajsobWGRb36XJKflmXhzTffRCaTwfLyMgqFgswPhmFIx7+pqSkhXqnumZiYQCQSkdyscDgsQfGcn6LRKDY3NyWUmcfLtm00m02ZB7LZrFjHGo2GEL5qi3e2YOf11x/Qrir6OAbDMHqOHXN5LMsSEmtqagrT09OiblELxfn5+YGfTywWO1RhOYy439jYQKFQkHkolUodOo9tmK2I52sgEECzUEDs2TMkf/d3Yd2+Devrr2FXq2h15y6frgN94dwDkUwCCwvQrl3D9vw88qkUmt3x+4NBRCYmRo613W7j+fPn2N7eRjablfOZ3w0HwVFl6RyWUPAIiZPBSVn/PHjw4GEUPNJnb/xP2CV9/mNN037Ldd3ngzbUNO1nAPz7yq/+ez5wXbeladrfAvDfdH/1NzVN+0PXddf79hEB8PeVX/3qHoogDx5OHdSbetM0UavVXuhuBeDYQyQH3bDTfsFxtVotUb6oHW/efvttbG1tIRQKwXVdhEIh1Ot1WZFmsUlFAXM2arWaED8kfJaXl5HL5ZDJZFCr1YTEabVaPV2z1I5AtHmR1GHR7Pf7pdhgRy/m/wC7CgY+Ry2s+9U9e4HqDq76045zHGg2dXz55SV89tlVFArhodvFYllcv76Ed975Gj7fy+kadpJQiT2eD2wDPgokE5g7o2kacrncnqQRFWGDQDsPlUO0JqlQiRS19bhK+HBMBMmRZrOJUCiEQCCAt956C5ZlYXNzU7K1aIWMRCKwLEuuE1o1E4kE2u02JicnByoXuP9gMCgWKVrOisUiXNdFNpuVcTL/hwocv98vJK2qnlKVVVQF8vW47+3tbUxOTiIQCCAYDMIwDCGPLctCKpXC9PQ0otEogsEgYrHYvkmbw8yb/apLdgR88OCB2OpisRiKxSLm5+cPlcc2yFZk1GqYfPoUrR/+EGdu3EDg66+hKepDyeLRNOiaBk0Jse45A8+c6di0PvkE7WvXkI/FUO9a3iYdB8FicV8EB1WWDNwGIIT8QW1QR5mlM+7nPkxVu9/zxmvx7sGDBw+vJjzSZ2/8LwD+IoCPAcwAuKlp2t8A8Jvo2L8MAJcA/Dw6Kh9++/3vruv+Zt++fg3AvwrgxwDMA/iBpml/FcD3AbQAfBfArwB4q7v9FwD+2+N5Wx48HB/6b+qTySSCwSCi0ah0t2L3nv5W6ioJdNgbSt6wFwoFKeqYuVMoFKSVMi0EZ8+exfLyMizLQrVaDJTYZQAAIABJREFUFYKHq/xc5Q4Gg9J2ORQKIRqNYnt7G48fPxaiq1AoYHt7W9qvq527qIJggC0DoanIYHHBQofFZa1Wk7HQ1sDiWm3jrIa/HgYks0hKHdRuNAqNhh93717CjRtXUSqFhm4Xj2ewsLCIt956CF1//ckeFbQX0bK3lxWP5IzrumKlUs+jvZ47CFSm9JNN/fukZYr7odKsP5i5UqlI229uW6vVhOBJJpOSxWNZlnSs41jW19dFecZW1QCEXGbQciAQQD6fRyQSkeBjkrG8VsLhMAqFAjKZDKrVKkqlUk+RXyqVEIvFxEKWz+dF6cdrLBgMQtM0UTUxZ6hcLotV6dmzZ1hdXe3pzmUYBubn58X+OYxMOYpie9g+BtmNarWatKtny3oAcBzn0HlskUgEhefPEfz6awRu30bo7l1Yjx/Dr6gnXQBal2TjPAh0SdAu2ePTdeCNN3bzeK5f75A+UCxUGxs9BOB+laQ8ViTjW62WWHiPs+vkuBjnvDgqO5nX4t2DBw8eXl14pM8ecF23oWnaz6HTlWsOQALAf9n9Nwz/GMAvDNhXU9O0P4tORs8FAOcB/K9D9rEC4Gdd1301ew17OBU4aKFw2AJjWD5EJBJBvV5HPp/vkfJTcbO8vCwdcgzDOPQNZb1eh2EY0h2HFoXt7W0Eg0G0220JPq1UKtjc3EShUEAoFJLMDl3XJYD1+fPnyOVyosqZmppCOByGpmnY2dmRYpv2FU3TejqAWZYlXYbU9sy0dlSrVSGiWGSppI5a/FBVQLKHxXh/lsthlDnc57iEwX5Qrxu4c+cD3Lx5BZWKPXS7VCqNhYVFnD//eK/Yjtce4yq1aLNi+LGmaSgWiwd+3UHduYahX1VGAqi/sxcDgUl4kqTc2dlBuVxGpVKRnJtIJCLEF+cJEp68hl3XRblchm3bCIVC8v4ZpJzP53HmzBkkEglUKhWxcbFNO9VIpVJJxlCv10UdyLBcBqXz+jUMQzoA2rbdQ2Ixz0jXdaTTabGVZbNZaflOG+nVq1fFijeoq9Vhi+1RBXu/3YjkGhWQ3J5h0QeyNaXTPZ21Zr/5Rs4LTdOg+3yi2FG7abWUY+m6Lmrz8yhfuwb7u9+F81M/1bFvDcBRWKiY41YqlRAKhSTfLZFIYG5u7sDfS0eVpTPqMwUg51G1WkWxWBSL8UFVtV6Ldw8ePHh4deGRPmPAdd1vNE37YwD+EwD/GoYft28A/FcA/q475O7Ydd3HmqYtoGPz+jl0lEIq2gD+IYC/5LruxlGM38O3EwddlTuK1TxmBWSzWWQyGenuxRVjkkDsVMOg0EqlIjeVyWQSyWRSlDf95NM4xFQgEECj0UAwGES1WpWCxjAMsXnR+kLbDHN52DGIhWCxWEQ2m5VgV13XsbW1he3tbTiOI62GaSFRbTK6rqNcLqNYLEogKkmdfD4P27ahaRpCoRAKhYKoJfj6LDJVAofbqMQMcRTBvTzGR41qNYDbty/j1q3LqNXModtNT69jYWER5849wyEFS986SGht9/MjWXFQkEgcdj6QmCThoQYkqyQlC3zaEv1+v+Rk0fZIcmVtbQ2BQAChUAimaQrxyfPdsiwhZP1+P8rlMqrVqih+SKpQ5ZNMJsW+CQBbW1ui1iARXKvVhBjmNUSFG+cEkql8DRK3DIwuFosyx3GeoDWzUCj0dPcKBAKYnp7G/Py8kCrDulqVSiUsLy9LRzHOr4Nyfwh1jiR5QcuaWrCr9iLXdbG1tYVgMCjZPoZhiJ0uHA6Pp0hZWRGSB4uLwNOnPX9WO2uNOPGgv/8+yhcvonDxIooXL0KfmEAwGERidnZkePNhLVT8LEqlEmrdwOhAIIDJyUkh6g6Ko8rSGUbCZLNZFItFOY+4gMHz96B2Mq/FuwcPHjy8uvBInzHhuu4qgD+vadovAvgOOiqdCQAVAGkAn7que3/MfWUA/Lymaf8egJ9Ex+oVAPAcwO+7rrtyDG/Bw7cMB12VO8rVvGKxiGaziVwuJzehwWAQpmkimUxicnISuq6jUCggm82i2WzKink+nxf7k+M4L6xijkNMMTSaRRMLNpI9tm1LFxxm/DCXhwog0zTh8/mkY5da+HJb2jc0TROVD1u6A5CW9bzxZicxBkRXq1VRHhiGIa3gVYvWsIJ7ELlzUh229oNKxcKtWx/j9u0PUa8PLxrPnl3BwsIiZmdXPLLngFCDlUnADIOq4hlG7NDK1J/309/RjUqQ/tdUW7e7rivdv3w+H4LBIJLJJHw+HzKZDHZ2doQYYXYW83TYhY4qNxJCnDdoj1RtVszAajabQgqROKFayLZtxONx+P1+pNPpF8ZP8odkDwkuErVqpz8eD84fwWAQruuiWq32PE/X9Z58ImD43Fur1bC5uYmdnR24rotKpQK/349qtSoB1P1zYD+BRLsac5hUOy3QsdYZhiEB86VSCaZpot1uIxaLIRwOY2pqSsbcd8Kh/egRyn/wB2j84Acwv/gC5tZWj3pnLPj9wEcf7dq1rlyBFgoh2m5Dy+dh7YMgOayFip/F9va2hOA7jgPHcY7EznQU4b7DSBiqS3kecQGD6rSD2sm8Fu8exoWX/eTBw+mDR/rsE67rFgD8P0e0rw10VD0ePBw5Droqd1SreWoBs7OzI0UZA2nV1rwMb2VRRcsGX7dcLveQT8B4IdC6rmNubk6KHgAScqzasyYnJ8WexS5fLAZbrRYqlQpKpdILBTGzSZgrAgC2baNarSIQCGB9fV3UBvV6Xbble6d6h5krLCzV7j4syse115w2lEo2bt68ijt3PkCzOfwrZ37+GRYWFnHmzPrQbTyMDypiqCAZBBIoqnquH+q5R+KFz+lvB09lC5+nnsdUxDAkmC3fGQ7+3nvvCSm0ubkp1kQGnjP8mSQPiY5oNCokRi6XE6KL8wyfS/KH8wbno0gkIlldwG5h26/UY/c+5t2QTE4mk6IAaTabyGaz0DStx8qq67ooARkAHw6HkUgkemw9/XMtnwugh4w2DAPlchl+vx+lUmngHNhPIFHpxUww0zSldTztrUCHKGcGmW3bknkUDocxMzPTKd4A4P79joLn00/hLi2htb4OvdlEwHXhAqhpGgy/H37DGE78WBbw8ce7JM9HH3V+N+A83S9BclgLlfpZqCQjFWanAcNIGAA95xHD+NUFlIPYybwW7x7GgZf95MHD6YRH+njw8JrioKty4z5vr5Uc9aaZtg9aHcLhcM8+/X4/wuHwCx2xAMgKebVaRTQa7cmwGYeYisViSKVScF0XT548EYWN4zjQNA2zs7OiDqAKgEoA3iQzx6cfJHq4kspCkSoFhkjX63UpvPiPBSUtMFQ3qF24gN7OQK8SCgUHN25cxd27l9Bq+YZud/78YywsLGJqKn2Co/t2QCUU+0FiQ82gGXaOq4QP1W9UnPTvm9d5fzt3diDjNULSs16vS5EwNzcnNiR2SNJ1HaZpSsFNJSBDoFutFlKplBBIAMSmpGka4vG4BMkz1LlWq8l12Ww2hUDJZDKSgUSyCejMidFoFKZpwjAMxGIxsTo5joOZmRnpBHb27FkAEGWRbdt4+PCh2Fxt2xaChuqi5eVlmW8Z7kwFDlvCU3nDjCAA0j6c73nUnKhpmqgdGYDN5+ZyORiGgWAwCJ/PJwpIqpV8AEKPHiHw278N7e5d4LPPgC75zs+8f17TdR16N6tHbFyhEHDtWofkuX4d+OADwOh3uB8NDmuhehVULcNIGMdxsLm5KWM3TROJREKuoYMqL7wW7x7GgZf95MHD6YRH+njw8JrioKty4zxvnJUc9SaZdgnbthEOhxGJRHr2mc/nkUqlEIvFJEciHA5jZWVF8ih0XcfKyoo8f9ANud/vRzabfeGGdHZ2VlQ8LExYlNJ2try8jLW1NSlkqQxQsz76wQ5aamFM+0axWJSCWi1yh3XAoiVELZapiGLu0KuAXC6Czz67hi+/fBft9vBi4K23HmBhYQnJ5PYJju50guqVw+TuDAIJmEGgqoav268kUxVmanYU83h8Ph/K5fLQ1+1Xp6nnPh9zu0ql0pPjpes6NjY2JBhZVZy4ritd7NhJSdd1IV4ymYy8H13XUSwW8f777yMej0uAPMkmkh7cF7v90YLGluCBQACWZWFmZkbI6EAgIOR1NpsVhQUtqwCwubmJ9fV1UdfwWFPZWC6XhYj2+/1IpVKisAmFQigWi9jZ2RGFEcPhLcvCxMSEHN9BpEQ/aeG6LkKhkOSOtdttWJaFYrEIy7JkH5ZlIeC6iK+vI/D55/DdvAnn669hNBqApqHZVY2os5HamQ2K6qsRCqH94z+O4He/2yF53n0X8PUSwMdpAzmMhepVULUMI2GADlnYP/bTYkvzcDQ4rRYqL/vJg4fTCY/08eDhNcVBV+XGed44Kzn9N83MukgkErAsS8KP6/W6ZCVQSRCJRJDNZrGysiKKAqoSuAJuWdYL3cGo1FGJqDNnzkiI9MTEhBSbPp8PsVgMpVIJ6XQa6XS6h2Bi5ghXxPtJH13XEQ6H4fP5eqw0tAOo0noAPda1YTat/i5Z/JljOc3IZGL47LPruH//HbjuYIJK01xcvPg1rl1bQjyePeERnk4wf+a4MMyyxfyZYbk/qrpMDRHnc0luDgP/puYEDbIs8rUajYYoY4LBIKampoTcMQwD4XBYwpQBiJpufX0dhUIBU1NTQuowbD2Xy2FqagrlchnJZFLmpEgkItesYRhCfrEwUS1qVN6Q5AqFQj2t20mIqXMgX4eh8DwGbONO1U0+nxfrq2maqNfrmJ2dRa1WQzAYxM7ODjRNQ7VaFTvZ2bNnJVgZQM98R5VHNpsVIisej0uQfq1Wk+NerVZ3bXrVKsy7dzHx5Anijx7BefgQWpeAbrdaaLsumn35YmoIs3QLjEaxfu4cts+fR/WDD5D45BO8+fbbCA4hCU6zDeRVUbUMI2FehbF7ODhO87XzKqjkPHj4NsIjfTx4eI1x0FW5vZ43zkrOqJvmQTcs/SuRzWYTsVgMW1tbEvzKcErHcTA5OSnKIOaEbGxs9HS4mZmZwcbGhrTe5Yo3w6QNwxBbAv/OHBFaFtiuWYWmaaI+sCxLimZ25mJQswq1mxEJMP4/TlbPUatAjgpbWwksLl7HgwdvDd1G19t4772vcPXqZ4jF8kO3+zbiKHKaRuU9DSJ9SLy0Wq2hz9M0TW7a+8PLVaK1/9rgc6kkkpbc3XOd3fNIrKrKHxIYtm0LweP3+9FoNLC2tiZj5RhIXFUqFcn04TzBeYb5NMDunMRuXIVCoSfklqo9Xv98b8zu0nUdwWBQcnRoV6VSRg2LLpfLaDQaQpBRpRQMBkWxU61W5XUCgYAQNY7jSNh8JpOB67pwHAehUAi2bQuBBaBnfnUcB6urqzKvUmnI7dm9q7Wzg9nHjxH+6itEv/kG9oMHaHcVTpqmod39/ABA03W4fR0C5ZyZnQUWFqBdu4b0mTN42m6j3LXY2baNRCo1Uhlz2m0gr7Kq5VUeu4e9cZqvnVdBJefBw7cRHunjwcNriOOW/Y67kjPsxjObzYq6pt1uIxwOI5VK9dywMLjVtm1R2rCI4ar85OSk7HN9fb2nw025XBZrBENh2+02EokEHMdBOByWorfRaAh5w2LH5/P1FKUqGOrKQpE5J5lMBtvb2z2dt1j4qvtQlQ/A6ey2tRc2NlJYXFzA48fnh27j87Xw/vv3cOXKDUQixRMc3bcLBzl/aK0ahUF/ZwgzAITD4Z7OWcBuaCyvIxIz3J9hGBIWTDsVAAk9jsfjQjg1Gg2USiWxPZJEUdvDk9gh4cJrloHH7LDV/x4YzM7n+Xw+WJYlc0IgEJCgY+6vVquhWCwiGo325HbxWPSHRTNPBYBk5pD80XUduVwOlUpFxknbHDN8+F7UbmT97cLVx9lsdmAhaFcqmLx/H/nf+R3M3ryJwMOHnc+qS8Y1Ox9cT85Yu90WCxfnsdrZs6hcuwbrO9+B81M/BczMdPYD4Gy7jVA2i0wmAwCIx+OIxWIjv3c8G8irjdNqL/o24DRfO6+KSs6Dh28bPNLHg4fXDCch+z3MSk673cbz58+xvb2NbDYrK/5U7XAbFpehUAiapollw+/3o1gsIhKJ9GSW8KaHHW6Ajt2KGRYs5BqNBsrlMrLZjr2IxSRX+Elk1Wo1UeyoGUDMDmIxyBBUwzBQKpUkL0NV8AwrytXg5lcFq6vTWFxcwLNn80O38fub+PDDL3Dlyk2EQoNzXzycLFS7Vf/v+0lNNaB8EJh1NT09DQAoFAqirqEditevaumiUoat1lutlpAvVNfUajXp7EXblBqOTgURx2wYhoRMcztgN2/LNE2cOXNGxk5LVaPRQLFYFEUM0JkvbNtGJBLB+vr6wNeq1WrI5XLymnx9ABKSy2KHx3BmZkb2qypyaNVSM32KxaJ08mM3P9qnyuWy5AP1o91uY2trC9vb26g+eYLUkyeIfP01ko8fw15bg+7zIdrdzlXaxmudD1zmSCGpXRe18+eRf+cdFN99F/onn0BPpRAMBhGfnQX65i1d1xGPxxGPxwefgAPg2UBeXZxme9G3Aaf92vGUZh48nD54pI8HD68ZDir73c+q3WFWcri6z4wJANKphwUebybZNr3RaODs2bOdgqZriQiHw1heXpabzEAgIAoctfMPu3WRCFpdXYWu62LnohWFxRizOBi6qhbEbDvNQrZaraJYLIq6gVYNdcV8Lwxrp32a4LrA8vJZLC4uYGXl7NDtAoE6PvroNj7++HPY9uDi1MPLwaC26lTkqLk+KtHDbfvtYzz3V1dXEQqF4DiOqGQYSk2ylUofXqOmaSIajUo+DokN7jeXywGAXPtUt9D6xPybdrst5BLtWbz+qdYJh8M4d+4cdF2XgHe2TqdtjWQRALl2OWdwO46nUqlIiLyqCGy320J6cy5QizHDMJBMJnvmX86f8XhctuNrZTIZsZ6pgdiVSgU7OzuYn5/fnWtdF+2nT7H9m7+J0I9+hHdv3UJgc1PG5vP5oHVJKQ3oyeIhdF2H7vej9u67yL71FrbeeAMbs7MIdNvRB4NBRKNRsYmdhsUDDy8Xp9le9G2Ad+148OBhv/BIHw8eXjMcRPZ7kFW7g67k8AZR0zQEg0HpZuP3++VGpv9mcnJyEsvLyxLUbFkWms0mLly4IDeZlmVhcnJSlDxU57DlO4smKgZY4HHF2zRNUerwOYOOk6pKYBt2AKjValJ8vi5wXeDp03ksLi5gfX166HamWcPHH9/CRx/dhmW9fHm5h72hdqXSdV0yaIBdgoikCoOO1WuCBIymaZJBMzU1BcdxUC6XsbKy0qMqIrHq9/tx7tw5ZDIZUdOx3TmJFr/fL4TwzMwMUqmUbA/s2sQ0TYNpmmIBrVQqsG1blDNTU1Pw+/149uwZ0uk0crmc2LRKpZIQyACkFbyu66JcoqWKpAuJYQY7cyzAbgc2Fr7jFmO6riMSiSASiWBra0uIdBJLalC8rutot1oo3rqFyP37wNISsLgId20NkS5JzflIWqZ3CbcXEAgAly93MnmuX4fv8mW0m02U1tbQLBQQKBREBWmaJiKRyJEX854N5NXFabYXfRvgXTsePHjYLzzSx4OH1wz7lf2S8FldXUWhUBACZNCq3bhqoFHbqSvffL1EIoG5uTnout5j06rX6ygWi9je3kalUpEuXMViUbrikCwiYXTmzBk8ePAAPp9PcjFYRKmWCTXElm2P1XDZQaAags8fFNb8OqDdBh4/Po/FxQWk06mh29l2BVeu3MSHH36BQODFQF8PozEqgPm4QfsTlSpqRy31b5w3SPyo4HVTKBSEfCF5SmKEFinm9Jw7d06yXmifZIAzs2vUIOJCoSCZPJZlIZvNiuUpFArJ2C3LEtsl0CFhgsEgfD4fnj17hqdPn0rHKpWs5fuiFVTN4Oq/nql4sW0bAEQJpM6xo9poU21EUr2/06DjOLIf13U7qkVdh/3sGaaeP0fy8WPMLC8jUC4DPh9coEet1BMSr2nQu5+jBgC2DVy5AiwsAJ98gvb77yPfnRsDgQAiwSBiSvZSvV4/EtvIXt8Zng3k1cRptxd9G+BdOx48eNgPPNLHg4fXDPuR/ZLwWVtbw87ODgqFggSt9q/acdtisYhCoSD2iYsXL0qmhbrdMNUQx5dKpTAxMSFdgABgc3NTWqaXy2VR5lC9w7wPFmosSgOBAObn5zE7O4svv/xSWiKrYahqcd2fazIorHkYSBa9LgSPinZbw4MHb2Jp6Tq2txNDtwuFSrh69Qbef/8eDKM5dDsPo3EchI+q7BjWnUvXdekgxXbeJEFM0xT1jmmasCxLuj71EyEqEVQoFPDgwQPMzMxIx7tWqyWKGNouqYiZn5+XMeZyOQlApvqG//L5vIQsU4FDa1a73e4hStgFy7ZtsSM1Gg3s7OwI4cIOYsCuYohqmv4gY2DXIhUKhZBMJpFMJoe2S+cc21+M9c+J1WoVOzs7op5ikL3jOLD8fsSfPUPg889x6d49BL/6Cr5uRyxd18Wu5QIyZv5Ts5MQicBdWID2ne90iJ5Ll4DuPD1qjj5K24iX+zIYr0MAsmcv8uDBg4dXCx7p48HDa4b9yH5ppcrn8ygUCmKfULtSqdsWi0U8evRI8nYmJiYAAO+9957sfy+vf//4WAhsbm5KGGw6nYZlWS+EurKQBCB5OoVCAdvb24jFYrJ/wzAkk0dtKc0sENM0pd2yetz26mb0uqLV0vD11xextHQN2ezwlcNwuIBr127gvffuwe9//UivVxm0TOq6jlAohEajgUqlIt2uCJ/PJ23DdV2X1ujMj2m1WojH45iZmYHjOGi321hbW0M8Hkc2mxUiVgUzumj5AnbbqjNzh+3KSczweVT+0UrFTB2fzwfDMKSrHv/GMWrd8GF272q1WrAsC5ZlwbZt2LaN2dlZPH78GMViUcbDY2FZFkzTlH3T7sm/8/WZFTY7O4upqSlMT08PbJc+qnBX58RqtYqNjQ15vUgggOAXXyCcy8F+8ADOnTtol0q73f8A6F2SCtgl9Uj0kNirOQ5K776L+uXL0D75BP733sPsuXMvBC73j2fQHH1UthEv9+VFvC5EmGcv8uDBg4dXCx7p48HDa4hxZb8kU5jvAXRaD4fD4RdW7WjjUBU4ACT8mK83jtdfHR8LyeXlZcnrYbHJYGd2rGFRy+Kv2Wwik8mItQQAbNuWLBKu7LNQbLVaogToL1CZ02MYhtg8Xkc1j4pmU8dXX72Hzz67inx++AptNJrD9euf4eLFr+DzvXrt5V9nkOSkekcNVCY5wvPY7/eLYqVaraJQKPTk2tAmFY/HMTk5ifPnz+Pp06fSCtzv90s4ej94PdF6xZD0drstBBMtY81mE3fu3EGhUBDitlwuy3NI9pimiXg8LrYlWkg4DlXZYtu2qASpAiwWiz02M1rISGirdjQSxCSpgsGg/ItEIpibm8PMzMzQdunEIBWHalnNrqzA+eILxB48wNTTp0itryOgaTD8fvi6c1C7q0zU0CGfSEirHbdaqRQK77yD9bk55C9eRGV6Gk44jEgkgpmZmZEF+F5z9Kjvj/2oVPr3W6vVkM/nhVhzHAfFYvFbRRq8TkSYZy/y4MGDh1cHHunjwcO3GCyiTNME0LmhZ9HQv/LInIlWq4VKpSLECgu8/n2O8vqrhUMul8P6+jo2Njak4Go0GqL0IXHD55umiXK50wacNg8APZlBzWZT7CTNZlOKQAY0+/3+nlbPzDGhfaK/BTS7+ajjf5XRaPhw7977uHHjCopFZ+h28XgG169/hrff/ga67pE9pxUkU6jq4fVMwoPESygUQiKREIKFHbFInhiGIR2vLl++DF3X8fz5c7km1JDg/muA1596zQC7+TCWZcn1/fTpU2xvb6NYLIpqUFXZsGPU3NwcwuGwKJIikQiePn0q17JpmqIU4jXPTCDDMHoC3ovFoqihbNtGKpWS9uLFYhHFYhFra2tCNsdiMSSTSaRSqYHWlUHkB4AXVByFlRVEv/kGk9//PlI/+hHMR4/gUn3Fzlw+nzwGejut8Rj6z5/v2LS6mTzlYBBbGxvIdskDMxBANBrF9PT0noX4QfNY9qtSUffLz4Xvy3VdlEolCQF/VRUv+4UXgOzBgwcPHl4GPNLHg4dvMYb58gfdeDuOg1qtJrYHAJKpoRYLvIknqeLz+ZDJZKBpGrLZLPx+P9bW1tBqtaQNMrOCOIZ2uy1qHFUxwG5fQGfVmH/P5/MAgFKphHg8Dtu2JbOEigCqHliwsCChiogqIKCzgk+Sh8XKsHyUQSCJNCgM9mWiXvfjiy8+xM2bH6NcDg7dLpVK4/r1JVy48GiQO8TDKYJqcyJhStKFChfHcRAMBhGPx9FqtVAqlSSoV827cl1XsnwAiMJHzbshMaEq7voVQP1t33n91et1rK+vS9t0XufspEXFnRq0TuUR5yq/3490Oi15XWwDr+s6crmczCvFYhFbW1twHAe2bWNychL1eh2GYWBmZgaTk5MIBoNCEn/11Vcdm1S3JXwikcD8/Lxso6pQhpEfjuOgtrKC5g9+APuLLxD56is4a2vw6zpsAM1WCw3XRYs2UhI/6LRS57HVNA3lM2dQvnQJ2o/9GCLf+x6ib7/d87lH2m3kC4UDZaocNI9lvyoV9XU4R1e6+UT5fB66riObzUo2Wzwex/LyMizLem2VP14AsgcPHjx4eBnwSB8PHk4RTjrgcT++/GKxiGQyia2tLRiGAdd1pWBzHEfGv7q6CgAol8vY3t5GvV5HLBbD6uqqWC/a7TZqtZqQLv0rn9w/Q09ZYLKIZVHK4rDZbCKXy6FarYoioNlsIhQK9bRnJ/iaqsKAYyNJZJqmvI5qSRgXp4nwqdUC+Pzzj3Dr1sf/P3tv9ttG/q75PbWxqljFfZFESvLecm/udlv+zS8HJ0C2c+YuyQwGCZC7AMlNgFwEOECUUp/kAAAgAElEQVQuEiAX+QOSIMl/MEAuEgTBIJhc5GQZzDk5mchud7t/3W27bXdbCyVR3ItLcavKBfm+LtKi9tX9fQBDslQsFousUr2fet7nRberz1xubm4Xjx+v4ebNd/idxhtdOxHYJOhCn2eCQKqqQpIkxGIxHllOx8R0rtVwOESpVEKz2cTf/M3fsBOH8rzoOKFjhNZNTiDK5qGpZMHpZNRuWalU0G63+fimtjBy5NGydCxTXlA8HkcymUQ8Hsfbt29RLBZRq9XYQUTL0jHXbrdRqVTgui56vR4sy0I0GkU2m4Vt28jlctxapKoqcrkcj34PQp+DstBKpRKwvY3k27cI//Yb9B9/xPLGBr8u3/cxkGVAUSArykR76vjNG7VtqSqG9+9D+fM/R+3mTdTv3EHPshjGRBYXP9iG02SqnPSxx3WpBJ8nCBclSYLruuyotCwL3W4XxWKRp7V9rM4fEYAsJCQkJHQZEtBHSOiK6LICHqkvn4BTqVTatwggV0AsFuN8CrqDXygU+OK+1Wrh7du3cByHHQWlUolHN5Oo5YryduguP/DexeP7PufrkIuBsksoYJUCZIMFLxXAnU5nIryVRAUnFa8AJlpXCEhRQXlc6/30tLDLUqej4/vvv8b33z9Arzf7TnI+v4XV1SdYWtoUsOeaiGCLrusT06fo8x4cO+77PjY3NxGJRACAj5FgcDktNxgM8NNPP0FRFM7vomOF1h08loPtVcHMHFofOQNt255w2tE2Utg0Hb/k1PE8D/V6HaZpfhAETwUzweNg5hdtK4GFVqsFz/PQ7/cRi8UQDoeRy+WwubmJcrnMOWKJRAK3bt1iF+C+EMT3gfV1SH/910j97d9i7tkzhEolAGAARmPUPc8DfB/D8fugjvf5eGHU8nmUb99G67PPkP37fx8Ln3wCIx5HxvOgHxHGnCZT5SSPPYlLJfg8kiQxdAzmPAHvW2YJMFKrMYBz/xt4kTdbRACykJCQkNBlSEAfIaErossMePQ8D+vr6yiXyzPvdNMFPt3Bp6wOCmGli1jHcdDpdHhkOsEUKtKo7YlgDwGaYFgpAG4/oWIQeD8+WZIk6LrOYIZcCFR40phnes5ZACboQiAFW1SCxel1Uqtl4rvvHuL58y8xGMw+zS8vb2B1dQ35/PYFbt3HJXJv7BdufFqRq2baMUM/o4waGqs+7a4hKEsAqFarQdM0nm5FcIJgKjByzzmOMxFsHMzNohHsQYdP0ElH7VLk1qDHRKNRdDoddLtdnsgVHL1O54Bg4LNpmvu6SYJuiXq9DgCoVqsT7wm97kajMdEeWq/XYds2NjY2UCqVuEWsUqngxo0byGaz74twzwPevAHW1t7/29uDPYZrw+EQPiZb3oLT0vzRmwBPVVG5eRPlO3fgrKyguLAAxbZh2zaWlpZgjQOYaR0XHY57VOhxGpfK9GMpp4nagZvNJgeBO47D7zvty/MCP5dxs+Ws3uOPYfS7kJCQkNDFSEAfIaEz1Gkuwi4z4LFWq2FzcxPFYnEUCqrr6HQ6iEajHHZKF+2RSITbMEKhEDsA6DWTi4DaP6j4ooIUmCweNU2byB8BwKCH7P+0ToJFNHadHAcEiOjOPy1HWTz7iVwIB7VgnUchf55yHAvPnn2DP/3pcwyHyszlbt36DaurTzA/v3uBW/dxKjhC+yzhIDlmguG+dEwQ+AEw4XYjTW9H0AFEj7Msi6ERBZzT8UDAhx4bdAURuKVjP/ictA3UShWJRLi43d7e5rHprVaLp3DR4wgQUVslZQtRyxi1b4ZCIRiGwe1ZQdDlOA4A8LmBWreazSYAoFKpQNM0tFotBtXD4RD1en2UHeZ5UF++xPDVKyRev4a3tgbUahNTs4LveVCyJMEfn0uGuo6dXA67y8so3bqFxvIypPHropH1xjhoOhKJXGoL03Ggx1m3lAWnd0WjUbRaLWxubqLX6/FkRVVV+b06DSiZ9bf5uk7T+lhGvwsJCQkJXYwE9BESOiOd9iLsMgMeKWeD7vB3u11YloVKpYJkMskXzKFQiFtEgkUabWc0GoVt20gkEgAAx3EY5vR6PYY9pmnC930GPqZpMjiSJIkdAVQgBcenUzFM66GAWIJjnKURyPeYpaC74Krk75xE9XoET58+ws8/fwrPm/1Zu3PnDR4/foJMpnSBW/fxKpijc9YisAK8b60Mjl+nVhly2RzmSAu2e1EL0/z8PE/D63Q6HKweXCe3LY2hkK7rfOxGIhEOZCYYRNtmGAZWVlbgeR42NjbQ6/XYjUTnQ/qeHEOSJCESicAeu2AICrVaLTQaDX4OyuVZHGfdSJLEbV6tVguSJCGVSjHMoqle3W6XXYiu60IaDBD79VckXr/GwuYm5ra2YIwBdH9q/3E+EgAJo/OfNxxi6HnwIhF0HjyAc/8+3mWz2IpEUHMcfow9diwFQR21vBmGAWAE3i/DsXFc6HHWLWX0f/r7SXlswOiGQPCmwkl10N/m6zpN67rCKiEhISGhy5GAPkJCZ6TTXoRd1YDH6Qtmgjj5fJ6dB7SdsixjZWUFwOhuv+/7qFQq3IJBgIiWtW0bmqahXq9z8bi7u8ttYeTkCYfDnK9DhR8VUeRMoHYu2uajFOJUCAezTa6TqtUYnjxZxcuXK/D9/V+DJPn45JNf8OjRE6RS1X2XETqZ6DN2Hu1/NG6dilAStVXRNLpgllXw98EWr+kQXcMwEA6HOeBZ13XEYjHOz6J2L3K4kPum0+lgOBwy3I3FYgCAUqmESqUyUawrioK9vT30+32GSnS8EZAl2EutalTk07mDoFC73UatVuPW036/j6WlJTQaDUSjUdRqNX6tFA5fq9VgWRYDH8/zoPR60L79Fqk3bxB79Qrx9XXIgeJelmUMJAnwfUhjt2LQoUiup2E8ju6DB6jeuwf3yy/h5vNodTqcf6Q6DmLj/WaaJnRdRzgcRrVaRavVAgBEIhF2O12mY+OqQA9yAgHv38fpmwon1UF/m6/rNK2r8r4JCQkJCV0PCegjJHRGOu1F2GUGPCaTSWxvbyMajXJhZZomksnkvhfMqVSK20PoZ1SAqaqKTz/9FJVKBa9eveIijorURCLB7R+6riMUCmFxcRHlchnr6+sMkigbIxwOI5vNIpvNQtM0NJtN7OzsoNVqYW9vD8PhEK7rThS+xynCqbAFcG3cPuVyEmtrq3j9+u6BsOfTT1/g0aOniMfrF7yFQqcRQRAAfBwEs7SCjhpytu33eAo4J0cb/c4wDJimyW1hqqry2PNerwfXdTk7y7ZtdgABgGmaMAwD8/PzyOfz3AbW7/fhui6GwyFDn36/j1qtxhkttJ2apk1kCZHLhwr8fr/PYe3k4iEYpWnaxMQ/WZYRjUYRDocZMlEel9doIPHLL1j6+WfEf/kFsfV1SJ4HCeO8ncBX0MQzScIQgDwepw4A3WQSg2++gfpnf4b2Z5/BSSRQHwcOt9tthPf2GAj5vo9oNArP8xCJRJDL5ZDL5dBoNLAxnuxFgCscDgPApTo2jgI9Lio7Jgh+ghDstDc/pv8WU7ug7/uYm5uDYRhX7mbLYbqusEpISEhI6HIkoI+Q0BnpLC7CLiPEExhZ7JeWlhAOhzk3g0JUm80mT1wBwOHK9Dopb4HuUFOB8/LlS+zu7nJAp67ryGazcF0XrutO/PzGjRtIJBKcuQG8t/YbhoFYLIa7d+8im83iu+++w7t373j8NLkLTuq2CLaOAZgIwr1qKhYzWFtbxdu3t2cuI8sePv/8J3zzzVNEo80L3Dqh4+igAGj6eTCIGcAE/AmHw9A0DbVajduYgo8POoKoQJdlGaFQCP1+H1tbW1BVlWFMNBpFNBrl9dN2kXOGWsvoPJDNZpHJZOB5HkqlEnRd5xas4XCIcDg8EeQenNQEjFqcgm2VNI2PnD2yLHPotGEY6HQ6E+eE4Ll1MBiMcoAGA6RevYL94gWy794hXihAliR4wyE8cjv5PoJod2K8PEYQyEmn4T54gPrdu6jcuYN+JoNMJsMtY6VSCdVqlR1EtC0Ez6g1LRwOs2OHxs1Pw5NSqXTkmwUUxl2pVACA13kaAHOYw/Sis2PO4+ZH8G8xtfgBYIhqGAay2ezBk9uumK6qM3haImxaSEhI6GpIQB8hoTPSSS7CrsoFkSzLWF5eRjweh+u6KJfLkGWZp9tQwUUZO1QsTt+hTiQSePbsGRzHwbt373hkO92xJ2BEhRMwcg40Gg1u9QqHw+h2u2i32+xYIAfCYDDA9vY2A6OzCFqezkq5isBne3sea2urePfuxsxlVHWAL774EQ8ffgvbbl/g1gmdREEAMv05pkyq/Vw81I6YTCZh2zYfF+S4Ad63eE0DUXLLUF4WOXOCk/lc14Wu64hEIhNQidw2dF4jUFSr1TAcDlGtVjkLqNFo4N27d1haWuKQZNpuGtVNr49cPpTTRcCLQJOmacjn8zwVjDJ9wuEwot0u8E//KSL//J8j/Hd/h9tv3/I+o4JekiTIigLQ+HoAEu1TSQIkCY35eZRu3kTxxg20Pv0UZgCAK4oCGUCn00G1WuVzH4Ve02uJRCLsgCSX0vT5fD+of9SbBTRhkQAMMArHXlpampiyeFwdBlkuIzvmrG9+7DftjfZhr9dDOp1GPB5HNps98XNc9N/y6zD6XYRNCwkJCV0dCegjJHRGOu5F2EVfEB12UUoX2rVaDYqi8EW+pmmcrWEYBnRd56KG1geMLPMU2FqpVNBoNLhwA4BwOMyOoWKxyC0alPcxNzeHdDoNy7LgOA4ikQhPEdrb20MoFMJPP/2EZrPJxepZ7purJt8HtrZyWFt7jM3NxZnLaVofDx78gK+//g7hcOcCt1DopApmSM367B2UNUVumoWFBXbaBR0rwCgzxnEchjX0OJpo5fs+T0giAERQhsBDPB7nFi1abzD8fH19HTs7O9xWRc9FGVvb29sA3oPV4NQvXdcnXn8ikYDv+6hWqwx3KPcnHA5j5ZNPMNzYQPjHH2H+k38C/YcfIK2vAwAMjNw+nqKMnDzj1xtsaSP3kwegmsth7+ZNlG/dQvX2bYQyGZ40qGAECUzThKqqaLVa3DpK+y8YLm+aJiKRCCKRCDzPQygUOlYBTuDMNE3e/4ZhfHCzoNFooFwuo1gs8pQyamuLx+OHQpKDXEIHQZaPITsm+Lc5eIzQjYjzDIo+b/BzlUObRdi0kJCQ0NWRgD5CQmeo41yEXeQF0XEuSve7yKe775qmod1uQ1EUxONxbgNxXZefp91uTxRKFPxM7gBaJ7kCgNFd10qlgm63i3g8jmQyiXq9zpPECFjRJB96vo9Rvg+sry9hbe0xtrcXZi6n61189dX3+Oqr5zCM7gVuodBpFQxLnuUsO2gEPDlnHMfh43m6jYpcddPr9DyP3Ty0/mD2T6fT4RDddrvNgIlgznA4hOM4+NOf/sRupb29PbTbbc7tovMHuYgoZwcAO4VUVcVgMIBhGBw8TeCp3W5DAmDu7CD25AlixSISr18DY4g0LZqmNRgM4MkypABI81UV7soKeg8ewP3iC5SXl9Eej6mXAOQMA/F4nF8n5e10u12EQiGeaOg4DmKxGHzfZzcnvX+JRALVahWSJKFUKp246D8oUJ7GmAffV5pYdhiwOI1LiNru6DxP79d1zY6hvCn6XJ5FFs5p/5ZfFcfvWetjAIZCQkJCH4sE9BESuiRd5AXRcS5Kp9sNCMwMh0OektPpdNjR0+/30Wq10O/3uU1D13X0ej0uECiXI5VKYWdnh1vFKKNkMBigWq2i3W6j2WwiHo/z7yhYlqb+0OOCorv40/k810m+D/z6602srT1GsTi7zcAwXDx8+AxffvkDdH16sLTQddJ+WVJBR80s+b7PcBX4MB+HIMosiEBFPAUq0/j34PHoOA63WFJwNG1zvV5ntx1Bmun2SIJEBEdUVWWnDLWmkcvE8zx4gwGUX35B7NkzfP76NeY2N2G229A0bZTzNc76miVpvA9hmmjcuIHG/ftorKzA/MMfYMTjiEajSIRCWLJtNBqNDxwvACYK78FggJ9//plHveu6jnq9jk8//ZShWigUgm3bKBQKcBwHznhMu67rfH6l1qJZBT05IumcSlBu+twcCoV4iho5tIKuy4N0GpeQbdtoNpv8HsqyjGazCdu2D3zOi9Rh0CR404OmyUmShEwmwy3FZxkUfZy/5R9zC5QImxYSEhK6OhLQR0joknSaC6Lj3hk86kUpOQG63S5M00QsFkOr1eLCp9/vo9FooNFoYHd3FwDQbDa5wNR1HcPhkPNAaJtoYhe1hyUSCQY4dIedMj5c10W73YZlWej3+7xMMOdkWjT6mHJNrhP48TwJb97cxtraY5TLqZnLhcNtfPPNt/jiix+haYOZywldP3H2DLUgHZIvRYAoHA5z+CwFMpP7hGDONAxSFIWPzaAjiP4Fn5Omd1mWxecM2sZOpzMagz5eZ7Blhl4DjWQnZxO1atm2DUNVYb17h9Dz5wj/+CMir15BHk8TC267JElQDip+bRtYXQUeP0ZnZQVb8ThK4xyhUCiEiG0jmUxyLhhB5WQy+cGqgvCjUql8EOo+DdGoYN/d3UWlUkG1WoWiKIhEIojFYgxvDiroj3pujkajSKVS6HQ6sCwLwCgPLZVKHQosTuMSajabsCwLtVqNX4NlWbwfL1tHgSbTNz0oINw0TaTT6TMNij7u3/KPuQXquoRNCwkJCf0eJKCPkNAl6aQXRCe5M3jUsby03uAI8/n5ebTbbVSrVQ51BcAhsYPBgAu94XCIRCKBbDbL03yCuQnVahWapiESiQAAarUams33E6ao4APA7gIqUg4COQSr6N91kOdJePXqHp48WUW1mpi5nG038ejRU3z22c9Q1bPLMRK6OiKwEHTUHAR8TNOEZVkIh8MwDAO7u7ucgUNwlNq3tIBDhqZ3UQsTfd9qtSYmfZH7wbIsboUxTZPdfMG8IXIIGYbB4ElRFESj0YmWM1vTkN7YwK1nz7C0s4Pwixfw2+1RsDLBlADoIYeRpqqQFQU+xsd5NArv0SNof/ZnkP/wB2BlBRjvN8vzEN7cRFrT+NxoGAa7aY7jpBgMBojFYmg0GpxDFI1GsbW1BV3XMRgMOHC+3W5jb28Pruvy9tfrdUQiEQ6tn1XQHxUYUNh+NBo99vSu07iEyH2kKArDpuAUt8vWUaDJNEjr9/vQdR3RaPRMwMpp4MZJXELXpR3sOoRNCwkJCf1eJKCPkNAl6aQXRCe5M3iUi9JGo4FWq4WNjQ0ewZ7P5zEYDLCzs8MtVsEQ5eAIaSoayW1Ar4Xatur1OrdDBN0GtB4SrS/o2jms5WUwGByYgXKVNBzKePFiBU+fPkK9Hpu5XCxWx6NH3+L+/RdQlOsBsoROLmqHOijXRdM0HgmezWYRiUTQarUwNzfH2VfB3B5yNFC7VygU4kJ/Gq5QayYdf9TiRK1cNCKenofgMGXpdLtdnswlyzIiqorc5iaSb94g/NNPSG9tQR0OoY6D4X0AQ8+DBMAPTNpSVRUSAEjSCPgsLACPH6N86xbqn3yCTi4HdQylpsHNfudUz/NQLBaP7aQgMBaNRvlxdE5yHAe9Xo/zzignh85VdC7q9/uHFvTHAQY0+n0/l9JBOo1L6Kq36BwFmpz3azgN3Djutl23drCrHjYtJCQk9HuRgD5CQpeo414QeZ6HUqmEcrmMRqPB2TmH3Rk8ykWp67rY3d1FoVBgiFIqlTh0lWATrW8WgKHRy91ul7Mz6vU6T7YBwF+DRWNwW8mtEPx6lH1zlTUYKPjpp8/w9Ok3aDZn52EkElU8fvwE9+79Alm++hBL6OxE0GC/zzsdKwR9Wq0WdnZ2kMvlEI1GYRgGA1lqmSToY1kWj0cnsDMcDifOHdQGJssyFEVBo9GA4zgMYmRZ5tYsms5FI9xd14U1HCL+5g0y794ht7WFTLEIKRACjTFMotc4HIMRGqEujcFTL5tF76uvkPzLv4Tyxz8CS0uo1eso7eyMwM14kt8scEPnVHJD7O7u8hSz40xr2g/GdLtdyLLMY79pf/m+D13X2UFijMOhad8dVNCfZOrjceHCaVxCV71F5yjQ5CJew0nhxnG37WNuBxMSEhISOj8J6CMkdE1Ed/jq9fpEzk46nd63VWu6MJheF2U00O97vR4cx0Gr1eK8DoI9VBCSC4HcPPR/KkYjkQiPYu50OhxuSgUXBTNTWwq1hFCeCI2HB95PFLru6vdV/OlPX+Dbbx+i3Q7PXC6dLuHx4ye4ffsNruANW6EL0izASXDBdV1sbW3xOHECpjRJKxikTI47VVUZeITDYZTLZQZEwZbKIBAKZusAgGEYDG08z4PRamF+cxPZ9XVEX72Ctb4+SiOnDB5Zhhxo0fTHv5vOyHEyGVTv3kX17l3g0SNIuRzS6TS0+fmZ7TmHgZugG6LRaKDZbKLdbiMcDkPX9SO5PA5yDRFgiEQi3G7X6XT43JdOp6FpGpLJJJrN5qEF/VGBwWlcHid1CV31Fp2jQJOr/BqOu21iIpaQkJCQ0EkkoI+Q0DUR3eFrtVo8tYdyPegil2DOxsYGAx1N03jqluu66Pf7qNfr8H0f8XgcmqYx2Gm1WgxaqPCjQFXgvdsAAGd3UKuIaZrsANrZ2YHv+6hWq/yc5Apot9tcQNE6NE3j9o5gC8l1Vrer4YcfHuDZs6/husbM5bLZIh4/XsOtW7/hgM4eod+5CJjS9zQa3fM8WJb1QZg5ZbCoqopEIgHHcaBpGprNJkMLAOwACh7vQXBE4EctlTC3s4NcoYC5jQ1E9/bet2d6HjxJAuEcH4A8/jDzcTx299Tm51G7dw/OJ5/A/eILNHWdx2gbhgGcQXtO0A3R7XbR6XQQDocRiUR4atVRXB7TMMbzvA8gjmEYsG0bW1tbE+fc4GSss4INl+XyuMotOkeFJufxGs4qW+c423bV2+2EhISEhK6mBPQREromcl0X9Xod9XqdQ1opaFVVVayvr6NarfJd7VarBUmSkE6nEQ6PHCadTgeNRoOhSqFQgKZpyGQyiMfjsG0bpVJpos2EHAYU+kqQh9pAKMi5Xq9DkiSUSiVomsZFW3Di1nA45O2jAnR6BDtN8roO+Tz7yXV1fP/9V/j++wfodvWZyy0sbOPx4zUsL28I2PM70azWrcMeMx1qDoBdP47j8DQ8y7J4/QRSNE3jbBlJkmBZFo8gp8DnTqfDmVwAMBwMYJZKmN/YwPzWFnKbm4jU61zQSpI0Cl0ef/V8Hz7BnXHO13A4hCdJqN+4gcLiIjbn57GTy2E4BlHZbBb5fB4pTUOn0+EMnLNozwm6H8iJY9s2IpEI5ufnT1WczwIMyWRyJgA4K9ggXB77axY0Oc/A48vK1rnq7XZCQkJCQldTAvoICV0DUb5OqVRCo9EAAEQiEQYkr1694rasXq/HRRS1G2SzWfi+z2HNNHGGXDy9Xg/VahWWZcG2bR7lTIUiFY+RSARLS0uQJInBUrlc5nYzagkhKBTcfvpKhdisSVvX1eHTbpv47ruv8fz5l+j3tZnLLS1tYHX1CRYXCxe4dUKn0UlgzbRCodCxWxbp+JzOvSL5vs8Ax7Is6LrOz0MuusFggE6nwyAlFouh2+0iHo9zSLOqKLB3dxF79QrJN2+QffcO5niqngRAkmVIgcli/PyjjWCHz0CWsZfLoXL7Npz799G4fRtDXZ84N6njSVAEd27duvXBdC3DMDAYDPD69WsAo/yZXC6HZrN5pAI+CI4IcBMkP23hPwswHOTWOCv48DG6PM4LzJw3lLlM19VVbVUTEhISErq6EtBHSOgaqFaroVKpoFKpoNvtQlEUtNttvktfr9fhOA4HHxN8oVG71A7W7Xbhui46nQ4XQ0Enj6ZpyOVyqNfrHFpKkEbTNOTzeSwvLzP0efHiBQaDwUQ+CLV4BVvCgjk9NPHrY1GzGca3336DH3/8HIPB7FPqzZvvsLr6BAsLOxe4dUKnEbnZgtPj6PN7nM8wFecAjjxlLjjNShuPIJ+1blmW8eDBAxSLRezt7fHx7rouT5kCRqA4nU4jnUig9i/+BfD999CfP0fk5UvIjQY7dKa3QVEUDm4mF57v+xioKmp37qBy+zbeZTLYzmTQG4OqUCgE0/dhBoKgaT9KkgRd1xGPxzlQmIpYVVVRq9Xw4sULDo7f3t7G0tISlpeXj1TcRqNR1Go16LrOocuu66LVamFzc/ODwv+6OEIOc3lcl1HepJPsm6O+xvOGMpfpurrK7XZCQkJCQldTAvoICV1RBS9ut7e30el0GOZQpocsyzxKnUALOWXo98EAWNd1AbzP46Gi0vM8DmpdXl5mkFOtVtHv9+G67kSYcy6Xwy+//PI+oHX8fLTd1I6iKApfkFPR+rEAn0bDxtOnj/DTT5/B82YXVnfuvMXq6hqy2dIFbp3QWYigDwFUOl6UgOuF2pJmOdcImBL4OOpxIMsydF3n445cO0GpqgrbtmEYBlRVxf3797G4uIjt7W2evuU4Dgaui8S7d5j/279FenMT8TdvkOp04A2H6A8G8IZDDDDK5gk6d6RxC5eqqoDvo2cY2FlawubcHHaWllCZn4dh23wuGToOvHGmEJ2PqKWMYJLv+xziTqHCwSK2VquhWq2iWCzCcRwA4Bweysg5qrrdLp+/CJZLkjRR+B8VPJwUqND78PbtW3Q6HZimidu3b58IPuzn8rBtm51S5XKZXZRXfZQ3cHwwcxxIdN5Q5mN0XQkJCQkJfbwS0EdI6JI1a9LW5uYmms0mHMfhAojCkBVFgWma3ApBxUQweHk4HHJ4KRWlVDTqug7TNBnmmKYJTdOQSCQ4EFbXdei6jmKxiG63i16vx2PdW60WZFlmBwK1v5AjgLaRsococBbAtXf61GoxPHnyCC9e3Ifv7x/GI0k+7t37BaurT5FKVS54C4XOUkHnC0Egmj5H7VX0lcBsUAR8CP4QRNzrmG0AACAASURBVALeBzIH3T/0HIZhcMgyhTMH28yCE/OGwyFevXqFSCSClZUVLCQSMH/4Aam/+zto332H6K+/Qul2IckyFFnGUFXhB1w3tE5v6rjshMNo3b+P/tdfw1tdxRtZxvbuLprN5giCDYeQez3ous6Al8AWwap4PM77isAXTZHar7Dv9Xp8vqF9SQ5F13VRq9WO5PJwXRfNZpOBD+WNUbscPfYo4OE0bp12u43Xr19jb2+Pz/We5yGRSJzIrREEZNNTyhzH4b8Fuq7PBChXxRF0XDBzHEh03lDmY83WuSqfDSEhISGhs5WAPkJCl6hZxYRt22g2m3j79i3/ji6EaewwtUYE4Uuz2cRwOJy48KdQZSqAJEniC+RMJsNFEDkZXNeFoihoNpsYDAZot9vo9/vodrsA3o919n2fQRRtgyRJsG0btm2P7vyPW77a7TbnBF1XlcsJPHmyil9+uXcg7Ll//wUePXqKRKJ+wVsodJai1iZy8Pi+z9CGcnOCwcbUhhUEOLQOcrv0+33Yto1er8fHDQDOswHeQ1GaAEWtkwRV6auu6+zykNptpNbXkSwU0FxfR+zdO1idDoaDAYZjF6CPkZPHHzt5lPFze+Pn8zwP7WgU2/k8tvJ57C4vo5/P4+atW0gmk7BtG8PXrxnE0DGvqipisRg8z4PjOOxKIjeUZVmQZRmpVIqL+kwmg3Q6DWDk7KE2tGCBrus6n3MIQJfLZXY8HcXlQdvi+z5PJmy1WqjX69zmdRTwcJpWoWq1im63O3GO73a7qFaryOVyJ/ps7rdd9DzUskvtuUHABVxeAPF+Oi6YOQ4kOm8o8zFm61ylz4aQkJCQ0NlKQB8hoUtUo9FAs9nE1tYWXNeFYRjI5/Po9XpwHAftdhudTgeDwQCKosC2bSQSCSQSCaRSKeRyOezsjDJims0mwuEwms3mRKGpaRra7TZDHdLNmzeRTqfR6XTYeRAsUAzDQLvd5pHrwcldkiShWq1iMBjwP7qTT9Ny6vU6u4v6/f61zfPZ20tjbW0Vb97cmbmMLHv47LOf8OjRt4hGnQvcOqHzEjlggs4dAgkEaeh3BELJ5UY/J9cdTc8jmEEh6nS8ElgKAiM65oKtmAScbM/DwtYW5tbXkXr7FvHtbcjjYl/VNHjj4pmON2+0MaP2rfHr8n0f3fl51O7exebCAn7NZFA1TbhjWKAoCuxxy2c6ncabN2/Q7XahaRo7CiORCBKJBHRdZ1hN4EeWZUQiEQ6Up/MPjU0PhULsZiwWi+xqymQyGA6HSKfTsCwLAGCaJrefHsflEYlE0O12YZom79dWqwXTNNkdcxTwcJpWITrnBsF4v99Ho9FArVY7FSjo9Xq8LnJiUo6RYRhoNpvQdX0ix+gwgHWRTo/jgpnjQKKLgDIfW7bOZYVTCwkJCQmdvwT0ERK6RLmui2KxiGq1Cs/z0Ol0OEyZnABUDJmmiWw2i2w2i4WFBdi2jUKhwEDH9330ej0oioJYLMatWxSOSq4Fag1Lp9O4efMmAKBYLKJYLHLoa7vdxt7e3sQ0ruFwiGQyiVAoBEVReFoX/SPAMxgM4DgOt3kEX8dxJhddtnZ25vDkySp+/fXmzGUUZYgvvvgRDx9+i0ikdXEbJ3TuouMlKIJAw+GQQSZlZtExRoHNJGrPIjcetW4Bo6LRtm0+doMh0fQ8mqZBdxxk1teR39rC4vY2EqUSJLwPlobvA7LMWTy+70MC2OUij9fnzM+jdu8e+l9/DfkPf8AgmeSA+EaphP7YCUiwiib57ezs8IQ+RVFgWRbC4TDm5+cRiUQYHLuuy44nKt4jkQhisRjK5TJn7BA8a7fb2NraQrVaRavVYmfBnTt3EA6H2f2UTCbhui42NjZQrVYnQqUPcnlkMhnE43GUSiUGbYZh8Db0ej0uag8CD6dpFbJtG8lkkvcffVZc18XOzs6pnBQUek37lT434XAYnud9ALji8fiBAMvzPKyvr6NcLvNNiFQqdeQA7ePquGDmuJDoY4My563LDKcWEhISEjpfCegjJHSJotwKuminu+ihUIjvogMj2zVBn4WFBcTjcdRqtYm7csEgZypEqYBzHAeu63LLl2VZXHgCk0UN5QjReGRqNaHCpdfroVarcQsB5QWRqKAjp8R1G8G+tZXD2toqNjaWZi6jqgM8ePADvv76GSyrc4FbJ3RRCmbpBPXBBKvBAJqmcTYWwRqCrgAYkBI08H0fpmkiHo9zOya1hgGA3WjgZqmExe1tzG1swN7bAzAany7L8miEuixDlqRR2xYmg9slSQJkGdJnn6F24wbKt2+jsLAAjDO7stksu4/6/T6q1SpCoRC7lxRFQTwe5+0vlUoMdA3DQDgcRi6XQywWG0EpXYfjODAMg8GyZVlIpVJc1BPYIRcRAbBOp4NWq4VWq8UQZW9vDysrK5ifn4fneajVavjtt99QrVbhui6fV2hK2LSmYUIsFkOr1UKpVGIg3e12OWPoMPBwmlahXC6H3d1dSJKEZrPJLVjD4RClUunUTopgJhO10oXDYfT7fei6PgG4gIMBVq1Ww8bGBkqlErrdLrvSotEoh26ftY4DZo7yXolMmpNLhFMLCQkJfbwS0EdI6BJFF1W6riMUCrFTwDAMLC4uAgDn40QiEViWxYXG9F04ym/QdZ1bClqtFjqdDmf5DAYDmKaJTCaDXq+HYrHIE2DC4TDS6TT6/T47iCikeTAYoFarTdxhHwwGE61hQZ1krPVlyveBjY0lrK2tolCYnbMRCvXw1VfP8dVX38E0uxe4hUIXKYI4wWl4wPtWnWC2Dk1KolBlAkKhUIihqCzL7Ayi9Q+HQ1QqFUQjESQdBwvPn2NufR25zU1Exi2aPOZdkgDfH8EeSRp9BSDJMvwx/ICioH3vHtQ//hHxv/gLeA8fYrNeZ4hrjWHM4uLiBLBotVoTrUDkLjIMA9FodML5Qxk+NElrfn4eALCzs8OtVLFYjIFPKpVCs9nEu3fv2OkDgNvDwuEwZ395noder8eOKHKebG5uYm9vD47joFKpYDgcwrIsbtk6isuDHCzkhOl2u6hUKhymfBh4OAg2HAYZVFXFw4cPUSgUUCgUOOybXJincVIMBgPEYjFuU6OQbPrdfoX7QQCLJow1Gg3eT5ZloVKpnBv0Oa4Oeq9EJs3p9LGGUwsJCQkJCegjJHSpMgwD2WyW8xjo/zSC+dNPP0WtVkOlMpoAZds2P3b6rpyu60ilUrAsC61WC5Ik8dQachdQAOzGxgZisRjnbti2jVwuh2azyRf8wQweAj3BYgAAtytM6zrBnt9+u4m1tVXs7s7NXM4wXHz99fd48OA5dF1Y3T8WkSMu+HkNZueoqopOp8OwIJjzE1yGslrIzUPhywRL6DGhUAiqLMPe3mbAk11fR6jRmNyOMWihbSS4MBEurapo3LqF0p07KN+6heEXXyC9tIRbt25BTibZCVipVLj4TyQSDGxIqVQKpVKJHTSu68KyLMzPz8M0TXQ6HRiGgXK5DE3TGOgEi8FgKxW1k+bzeTSbTezs7KBaraLZbHJOEZ2XVFXlXDEA7BCifUsZI3t7e6jVarwPCYKnUqkjFfPUqkYTvQjMbW1tcSD+Udax3xSso0AGVVWxvLyMaDSKnZ2dicyU0zgpQqEQNE1DNBrl9VGodjDwOvheXXQA8UU6b0Qmzen0MYZTCwkJCQmNJKCPkNAliu6sLS0tzbyzRkXKYDBAsVhEs9nE4uLizLtydNEGANvb2+h0Ouj3+zyhq1KpQNM0NBoNLsJu3bqFcDjMRS5nhYzl+z6vYzAYMOy5bq1bJM8D3r69g7W1VZRK6ZnLhcNtPHz4Hb744geEQoML3EKh8xa5eehzPO3o0TSN3RPtdhvA+9Yuz/Og6zpUVUUul0O1WuVR4wRM2d3T6yGxu4v81hZyhQLmNzagB2FpEDhNbSO1c3meB880UVpeRunWLdTu3cNuJoPueJsty0J83GZFOThHzecIhUKwLIvbu+bn55FKpRiG0PjzRCLBQGdpaWmi/Wu/QpEeR2PEyeVEwc6maWJpaYmD5/f29rjtjcD39BSuYNZQNBqdaFHdT0HgUCgUODtpOBzCcRzYtr2vi2UaVNA0xelC+LiQ4aydFLPWRwB/VuE+yy2TTCaxs7ODaDTK7V3hcPjELp+Ldt6ITJrTS+QgCQkJCX2cEtBHSOgStd+dNRrDTO6fZrM5cbc+WFTQY4MjjxuNBk8FovYQcvvQuGD6R9OGfN/H9vY25ubmsLe3x+6GafX7fc7wuS5unqA8T8Ivv9zD2toqqtXEzOVsu4lvvvkWn332EzTt+oRPC4HhwDS4nBYFpFP7YhD69Pt9KIrCzhbP89Dtdrl4DIabN8YuHZrKhH4fqfFkrey7d5jb2oI2zgaSgNH0LMxww43buACgq+vY/eQTNFZWUL51C41cDoPA6PHh2JlDz61pGlzXnZhIpSgK5wsZhsEOGnoNtVoN7969Q6VSgWmaPHkvnU5zeG88Hj/0zj8tR7CkVCoxVA5mzIRCIV4/gSUqMOPx+AcgpNFoQFVVWJYFx3H4/Uin04fCkmngUK1W4TiHT9abfpyiKGg2m/w5CIKL40KGs3ZSHLS+kxTu9DfFNE2GPvQ+nUQX7bwRmTRCQkJCQkL7S0AfIaFL1nT2RLDgoEweahXZL8eHiqNWq4WdnR2elmWaJjRN43wRWp6CPWkCEU3ZsiwL29vbfId4WkHQc92Az3Ao4eXL+3jy5BHq9djM5aLRBh49eor7919AVa+ni+n3LAIM0WgU9XqdM3X2E4Gc6RBYaqHq9XqIRCIcNkwtSKTBYADXdREaDpEpFJB4/Rpz6+tIb21BCQQ9I9CyxW1bvs+j00mdcBiFpSVs5/PYWVpCPZ2GOXbgGIaBfruN4XDITh5qUaIwYnLx6bqOnZ0dqKqK3d1dtNttfp5mswnbtieycsrlMhzHwWAwQDQa5f1H++WoAGH63NXtdtHpdBhEWJYFTdOQSCSwvLx8qFOIHD2UHUYZPpR5lsvlDoQl08BhMBhAlmXoug4A+7pY6DVsb2+j0WhMtNXt7OwAGLXk5vP5I497n9ZZOynOcn2yLPN7cxZQ6rhQ7LStYCKTRkhISEhIaH8J6CMkdIU0XagEJ3IFM0SCRQUBn9evX6PT6fBEG8p7yGQyqNVqHJRKoa3BUNp+v49arQbXdT9wPZCoPSOYbXLVNRgo+PnnT/H06TdwnMjM5eLxGlZXn+CTT15BUa7+6xLaX9R+FZycNR3GHNQskEn5V5TvQxOxJEmC5rqY395GvlDA4vY2Mru7UMaPlSRpFLAsSfBGK4IfcO8EM36ato2txUVs5/PYXlxEO52GPM5hAUbHJZ0DgucBmvxE7p7gxKbhcIhisYjBYIB6vc6Al5xP1PYDYCIrp9vtIhwOc+sVbcNxNH3u0jQNABAOh5FIJDj0er8cnll5ORR8TNMEKRtHVVU0m80DYcc0YFAUhach6rr+gYuFgE+hUGBXEOUHkTNS0zSetJZMJpHNZj86yHCWEOk4UOwsWsFEJo2QkJCQkND+EtBHSOgKqdfrod/vo9FocAuJaZpc2FEgLAU6e56HUqmEQqEAx3F4QpBpmgBGhY5hGIjFYhzSSi0TND2GlguOEt5PVFBfB/X7Kn788XN8++1DtFrWzOWSyQoeP17D3btvIMsC9lx3UWbLLHfPrMdM/z8Y2Gx0Olh88QKJN29GTp5icTRJK/iYMUAlqEPwZ0BOH0lCI5lE9e5d+I8fo3HvHn7tdtlhoygKjHGrGTlRyJkiSRJCoRA8z+Pjjyb0aZqGWCzGrVv9fh/1eh2VSoVdTr7vIxwOM+ylY57gLhXEBJZO2g4zDVn6/T4ymQxM04Rt2yiXy5AkCaVS6UgFfaPRQLPZxG+//YZarcbAemdnB8lk8tCclv2C7pPJJGzbhmEYHwABglaO48BxHA6rp98PBgP0+32evNbr9QRkOETHcd6cVSuYyKQREhISEhL6UAL6CAldIamqym0plKlgWRZP7CG3QaFQQC6XQ6FQQL1eZ7eP67qczUHFrG3bmJubw/r6OlRV5ZyfdrvNYbXBcObrrF5Pww8/fIlnz75Gp2POXC6T2cMf/rCGmzd/hajPPi4FoeVJiu9ws4mbpRLuVipYKBRgbGxMOIIkvIc8wTBmds6pKmRFQWNhAevZLDYXFrCdy2GYSCCXy+GPf/wjou02Br/9hs3NTYY55LSh9kz6XhsHNNPxSQBDlmUkEglEIhHous5h09VqFa7r8gQxArqUcURAR1VVHrM+ayrXcRSELPR8pVIJiUSCIXO5XD5yQd/r9eA4DkM8AnmmafI6DtJBQff7fS6CLWDkUopEIlBVdSLIm6aOBVtmBWTYX8eBYiKEWeg8dZFT5ISEhISuogT0ERK6YpoGL71eD5ZlcVgz5fBsbm6iXC5jd3cXpVKJxyAPBgO0220kk0kuTFqtFizLQq1WQ7PZ5Lv6wOgOtmEY8DzvWA6JqyTXDeH586/w3XdfodvVZy43P7+DP/xhDcvL65CmRyUJfVSSjvIG+z4ijQbyhQJy4+la8Xod0tjxAgDDqXHulMkz0Q4my9jLZlG5cwfeo0fQ/t7fQ3UclNxqtaD5PpKRCG7cuAHLsmBZFsOparWKbrfL0CQajSIUCjHoSafT8DwP9XodjuNAURRu9QyHw4jFYjxla2dnh50qiqIwpKBlI5HIgWPWp6dyDQYDFAoFPn/kcjneL9OybZshU6/XQ6fT4ZbS7e1tmKY5M5tsP4VCIW43IweUpmkMYg4DU8d14dD+13Ud0WgUnuchEokgEolAkiRsbW1xIDZNFxM6XEeFYmcRwiwKe6H9dNFT5ISEhISuogT0ERK6QhoMBojFYiiVSlAUBcAoODQ4OYjAT7FYhOu6KJfLGA6HXDhSvkepVIJt23zXvdfrodlscoAtZWzMzc1x6xe1LlyXNq5228D333+N58+/RK83uzhYXNzE48dPkM9vCdjzOxNd1HueB/g+4tXqBOSxxxk3QUkA5LG7zp8GPL4PT1GwOzeHzYUFbC0sYGdhAZ5pwjCM0XSqWo1zdGKxGHRd50Bm27Z53Hc+n+djTlVVpNNpAEAqleJlqSWLwoMpd2vauUKwptPpoNfroV6v87SpxNhltLKycmh4Mu2rSqWC58+fo9PpMHTZ3d3Fw4cPPwA/VFR1Oh2Uy2XeTlmW0Wq1oOs6PM9DKBSamU0WXFfw8bHYKHidnE6WZUFRFBSLRRiGcWaF/UHjzwuFApaWlj6a3J6rqNOGMIvCXmiWLnqKnJCQkNBVlIA+QkJH0Kw7iGd9Z5EuVIH3I6U7nQ6SySS3dtCdUFmW4TgO6vU63PH4ZmDkRuh0OhMtWwR4+v3+xDQwGttMbV/TBe5VVasVxrNnD/HDD19gMJh9GrtxYx2PH69hYWHnArdO6CJFOTrBti5y5MgAksUiFjY3kS8UML+5CXNqChcwbtl6/2D4AAbj9UkABpqGYj6PvZs3sbO4iN25OTQDgeeU4UNOuZ2dHc6y8X2f4Yvrutjc3MTy8jLDBM/z0G63YVkWIpHIB24aKoZ7vR6i0Shs20atVgMAzvYC3jtb6LmSySSD4MXFRXzyyScMkOhctV/BMxgM8PLlS6yvr6NUKnHwMz1XoVDA8vLyxGNqtRo2NzdRLBbhOM4EmKJWKXotlmXNLOinC3fLstDpdJDP51Gv16EoChzH4dYxClLer7A/LgQ4yBkkcnvOX6fdz5dZ2AuH0dWWaB0UEhISEtBHSOhQzSoeqGg76zuL09DFMAy+60/P0+12EY1Gsbm5yUWl7/tcdBIsovYOTdM4O4RcPDQZCACHOruuO3PS0VWQ49h4+vQb/PTTZxgOlZnL3b79K1ZX1zA3t3eBWyd0GQrmVym+j8ze3sjFs7WF+UIBxjiQlyxewaNLCvw8aADr6TpKN25gd2kJm/PzqORykDSNQW+73f6gfYxCl+mYUlWVc3RoopjjONz2RMHr1G5JuTEvX75EIpHgY71arTLUUhQFzWYTlmXB8zwUi0U0m82Jc040GsXc3ByDpFQqhWg0eqRzled5ePnyJXZ2drC9vc3baBgGO4hardYH70GlUkGz2USlUmEnIoFmRVGg6zqy2Szm5ub2DVEm7Ve4ZzIZzjkqFovodrtoNBrQdR39fh9LS0v7FvYngQCzWpGuQ27PxwAeTrOfL6uwFw6jq6+zaB0UEhISuu4S0EdI6AAFx/g6jgNZlqHrOtLpNBdRZ3FnkS7Yd3d3OVxZVVUeM5xOp2EYBj8PFXyGYUDTNG6FINcDTeIi5w5NIhoOhzz2mYpWygLq9/sTgbVXSfV6FE+ePMKLF/fhebMvpO/de43V1TWk05UL3Dqh0yoIbo4jZTDA/N4e8ltbWCgUMF8oQBsMRpk742XoqzSeojWBasbHS8+yUFxexubCAgq5HKrZLJTxcUaZOKFQiNsoCe6Qo0gdT94iKCTLMn/f7/fhui7/vtPpoFQqQZIknt7leR40TcPW1hai0Sj6/T6HNdOYcBrJTmPYKd8mk8mg0WgwBKbi0zAM6LqOeDx+KACh80+pVEKxWOTpX0FoZZomw+NisTgBFnzfZxdRECQnk0kkEgmYpolMJjNRCJPLMAgp9ivcCRxZ1mgKH8FtOu/NKux/T3f3zxs8HASUrgpsuqzCXrQOXX2dtnVQSEhI6GOQgD5CQjNEF9Lb29uoVqtwHAeapiEajWIwGKDVanFWDnDyosLzPKyvr6NcLqNWq7HbJhwOc3ipYRgTxRkVV7FYDO12m4szyt4g9w9No6FR7NNQJwh/gA9dRpetSiWOJ09W8erVJ/D9/cN4JMnHyspLrK4+RSJRu+AtFDoLHfVzp/b7WNjeRm6cyTO3uwt1DF84rGncnoXpdQZ+37IsbC8tobi0hOE338D4/HP4GLUudbtd6OPWSgpNpwlalIdFUAcAh/8S+AFGE6ZSqRSazSa3WZKDjtx4oVBowo1HxWq1WoUkSRzYTO1Qg8EA9Xp94jm63S4HMR9UfB4EQILAgBw7rVaLIbOu6wiHw8hkMgx0isXiBFjQxi4ociSFQiEkEgksLi5ibm4OyWRyIiB6FqSwbXvfwj0cDqPdbrPjiJ7PMIyZhT09VtM0BvbdbndmEPV11nmCh4OAEoAr43K5rML+9wQXr6tEi6aQkJCQgD5CQjNFF9KNRgOO46A7bhOhzAwqRE57Z7FWq2FjY4MncPX7fZ7wE4/H+cJ1+uKbApvj8Ti3UtBknCDkAcAQKJhBsl8GxlVRqZTC2toqXr++O3MZWfbw6ac/49GjbxGLNS5w64TOUge5fEKui1wA8mSLxZFjZ3odAZcbxq42+jT7vg8nFkPx5k2UbtzAVi6HWiQCjB068XgcyW4X+Xwew+EQtVoN7Xabx5tLksRwodfrcbuSoiiQZRnRaBSxWIwDimm6lGVZqNfreP36NbtlgmPYXddldx0wgkHkuCOAYhgGXNeFqqpotVoTxaTv+4jFYhM5X7OKz4NcELVaDXt7e9jb2+PWM0VRIEkScrkcFEWBbdvI5XKQJAnVavUDsGAYBpLJJNrtNjud5ufncefOHczPz3/wfu0HKZLJJEM10zQRi8WgadpEmPLi4iJCoRAGgwEURUE2m51Z2EejUdTGgdoEeuh8HgRQV11HcdKcJ3g4CCgBuDIul8sq7EXr0PXQdWjRFBISEjpPCegjJDRDdOEsyzJfwNEI32Ahcto7i5VKBZ1OB41Gg0epa5oGVVUxPz/PF65UjAYvsBOJBADwOGRN07goo/aMYNvXdHFNIatBQHSZ2t3NYm3tMX799ebMZRRliM8//xHffPMMkciHk5eErocImgQ/d0arhdw4cDm3tYV0qXTk9REo8T0Pbj6PzYUFbMzNoZDPw43H34OEfh9Wu81h6K7rotvtcvgygSBVVdFut9HtdqFpGgaDASRJYmcNACQSiRE0GjtZKH8rGo3yBD7DMBjY0DFI7h4qSKePz2BOF0EnytIZDocIh8OQZRmKojBooTD2/YrPWS4I27bx448/ssuQsr0ymQw0TYNt27BtGysrK6hUKigWi/uCBcMwMDc3x61s9P9ZY82noUS9Xke9Xkc4HEYqlQIwgh3ZbJYBDRX0iUSCX99B07sIyJmmyVMLAcB13WvTenPUtq3zBA+HAaWr5HK5jMJetA4JCQkJ/f50VVqbjyMBfYSEZogunHVdBzA6wKPRKBYWFvii+6zvLFJhCYwAEwCUSiWEQqEP8iu63S729vZgGAa7jqhFo1arsYuAWkeogKRpXoqicJvEfuGsF6lCYR5ra3/A+vrSzGVUdYAvv/wBDx8+g2V9OIFJ6PqIAIflODw+fW5jA/HKh1lMhzV++ZKE2vw86isrqN65g+bKCsoAh5YPXBfy+DggKBPM5On3+2iPIZAkSbBtG+FwGN1ul502zWaT87wURUEsFoNpmh+cD4IKhUKcu0OtoBRIrGkaj2qn45ngLPB+ch9l8hiGwYCKsr6oBUzTNM73Mgxj3+JTlmWG1K1Wi6E1tZ+1Wi12MhLomZ+fRzKZBDAC067rsptpFlQ66ljzYOsVQWzf9+E4Dmq1GtLpNDKZzEQb3UkK+sFgAF3XGX5QHtJ1ab05atvWeYKHw4DS793lIlqHhISEhH5fuq4B/gL6CAnN0KwL6eBBfRZ3FpPJJAqFAhc4iqKg1+tha2uL28oolJUKRsdx0Ov1oGkaut0uWq0Wer0e6vU6T9AhSZLEOSR0t5smAfm+zyeti5bvA5ubeaytPcbWVn7mcqFQD1999RxfffU9TNO9wC0UOkzBXBvKkJop30e0XmfIkysUEGs0RuHK0od5TT4w+l0glBkYQZ7duTls53LYyuXg3LuH2NISAww0GgxFCHwOh0MOUKZMLvq5JEmoVCowDAO+78O2bZ4aVa1W0Ww2eQIeuYAikQiiY2uuCgAAIABJREFU0egH54Og6PyRzWYZmNByuq5zPo3jOLz/6PimY5WygWj8+97eHreB0XQwchGl02l2xkwXn57ncfA8TQorFAocUA2M3IKe57Gb8ebNmxMTvwgOp1IphlJBqHScwpf2TTgchmVZcF2Xw+hpLDs5ek6j6956c9S2rfMED4cBJeFyEa1DQkJCQr8nXdcAfwF9TiBJknIA/hUAOQBJADUA6wD+me/728dYz20A/xqAZQB9AJsA/s73/Rdnvc1Cx9dF3cGLRqNcBNJUHppsUywWAYyKxFQqxe1cNLa90+nwOOhms4lGo8FBsSRy+ASneQFg1wA5EC5Kvg+8e7eMtbXH2Nn5MO+DpOtdfP31d3jw4DkM43rcmf+9iNxj5DohyEIjvgEAvo9EpTIBeawpR9l04LIU/PlYQ0XBzvw8CmPIszM/j0EoBFmWYZom5ufnGThRFg8A3iYCPASWyOVDocO0vRSgTu6QYKslMHLeJRIJRCIRpFIpGIYB27Znnh/o/EHa29uD7/vQdR2maaLT6fD2dbtdKIrCwIUKaGrh9DwPlmXxa+x0OnzsUo4XOZuy2ewH79esCxRg1OKZTqc57DiVSmFpDNGazSa2tra4ZSuXy8GyrH3HrlM7Fe0Pmig2q/VqcXERvV4Pruui1WpBURR0Oh3e72cBZ657681xoNV5gYfD/g4Kl4uQkJCQ0O9J1zXAX0CfY0iSpE8A/PcYgZp9r2okSfqfAfyV7/u/HrCeHID/DsC/DeCDW9ySJP0NgP/I9/0fzmK7hU6u876DR3fgCcgQgKH/07SZbrfLRV84HOZ2LJpI02630Ww2PwA+weeZFo0+vih5HvDrr7extraKvb3MzOVMs4OHD5/hyy9/QCh08Q4kocMVHE1Ok6swHCJaryP2yy/IbW4iVyjAcI/mzOLWQwADVcVOPo+thQUU8nkU5+YwHMMlAJAlCcYYxqRSKeRyOYYZwQl1BA+C35PLhYKZCYL2+31uMdI0Df1+n4OcQ2PARJAnCHyCTpj97L1UMNNI9k6ng1arhXa7Ddd1UavVMBgMEIlEoCgKotEo4vH4RACzpmnIZrNoNps84h0AX1y4rotoNHogJJl1gULLZzIZJBIJhiLxeBzFYhHFYhHVahWe5zFooiydaR3X7izLMsMYz/NQKpWgaRosy0IqlToTOHPdW2/OGlqdNIPgoL+DwuUi9LHrOmZ3CAkJnZ+uq4tYQJ8jSpKkfwPA/wLAOmTRfwjgzyVJ+td93//TPuu5BeCfAZgdXgL8OYD/V5Kkf9f3/f/1pNssdPXVaDTQbDZRKBTQaDTQarU42yMUCqHf73OxC4zasugueygUQr1eh67rl9aidRR5noTXr+9ibW0VlUpy5nKW1cI333yLzz//EZo2vMAtFDquPM+DJklIvnuHpd1dzK2vI7OxAa3bnXCTHUVdXcd2LodCLoftxUWU5+bgBUZ7S+P2L03TYBgG5+GoqspwgJ6PJtSRs40yrOiYCsIfctQR+KQJW5Rt0+l0OAxd13V2oxAYCraGHdXe67ouqtUq6vU6QypyE+VyOeTzozZHRVEminwCQZZlTYxTtywLtm0jmUweKUNn+gLFMAxks9l9CxraPpooqKoqqtUqt5ROQ52T2J0JamQyGW5LU1UV+XwesixzntmsIusoxdh1hhJnAa1oH7mui3K5zJ//65JBIPT70VWEK9c1u0NISOj8dF1dxAL6HEGSJC0C+B/wHvi8APBfAvi/AJQBLGAEe/4LADEAWQD/oyRJD33fdwPrUQD8T3gPfN4B+M8A/O8AWgA+B/CfjtcVBvCPJUl64Pv++rm+QKFLU6/Xg+M4XFwNh0MuSMnVA7yfspVMJnk513VhWRZPp6GL+Vk6aDT2eWg4lPDq1QqePHmEWm120RWJOHj06Ck+/fRnqOrlTxAT2l9Kv4+53V3kCwXkCwXM7+5CHefL8NQpYLJda5/PXMc0R61a+TwK+TzKySQQCOwlyENOImAEQcLhMIf70uSt4XCI9fV1dqHIAVgUDDymn9H3lItD4IccQpSr1Ww2EY1G0e/3efKTaZool8v8OzomyT3TaDS4LSlYrFDB3el0UKvV0Gg00Gg0GFBRyHoymUQkEuGA5enCZxrcpNNphMNhxGIxpNPpI2XozAp53g+KBIPsCUBPF2VBqHMSu/M01KBso62tLXYiaZq2b5F1WDF2FQvIk+go0GrWaw3uo3q9jmaziXa7jXA4DF3Xr0UGgdDvQ1cVrlzX7A4hIaHz03V1EQvoczT95wDS4++/B/Av+77vBH7/DsB/JUnSXwP4fwDYAO4D+A8B/LeB5f4DAN+Mvy8A+JemMoD+P0mS/hGAfwzg38MIIP03AP7B2b4coasiKvgowJSKUAqTpQKYcjTo4p6KYgqIpfaPRqMxE+xcFPAZDGT8/POnePr0ERwnMnO5WKyO1dUnWFl5CUW5OBgldDRpvR7mt7ffT9fa3R1NwQKAQPAyf66C4Of9L9GMRDiPp5DPoxaP8+MlSYIcGFdObV5B8EPgqN/vsyOmWq2iUCigWq1yLg61Y/V6Pc4ZMk2TXT40GY8C0On4kmUZlmVxa2UoFIJt23AcB51OB/1+H7Iso91us8OI/shT21ZpPFq+2WxC13Vsbm5ysRKEHxSqTtlB9LoVRYGqqvyY/YqJowTLz9JJLlDIBUS5O8PhEKZpMliehjontTvT66Wib29vj+GaJEk8yWu6yDqoGItGo1eygDwPHVQsB/dRtVrlz56qqnxMXPUMAqHfh64qXLmu2R1CQkLnq+voIhbQ5xCN3Tn/TuBH//EU8GH5vv+DJEn/NUaQCAD+fUxCn/8k8P1f7Rf67Pu+L0nSXwH4RwBCAP5NSZJu+r7/2ylehtAVVTQa5YBYGh1N7RRUUKqqisFggE6ng42NDciyjGq1yu4GshPG43E0m80D3T7nqX5fxY8/foZvv/0GrdbsLshksoLHj5/g7t3XkGUBe66KdNfFwtjFk9vaQmZvD9IUKAxO2WL4E5iu5QOox2Io5PMMeZwZdtdgCDTBD2q1ogwqAkqDwQD9fh+1Wo0zriiHh+AJtX3pus7wJh6PIxwOwzAM1Go11Ot1bpckOKTrOgeoRyIRXp4m3AW3l0a204QtaqkMh8Not9totVowTRPtdpuLlSD8CLanBce3x2Ix2LZ9IJA47Z2l416gTI9hp+B4ep+moc5p7c5U9O3t7aFWq6Hb7SIcDs+c5HVQMXZVC8jz0EGvNbhPFEVhNxvlSF2HDAKh0+m6ON6uKly5rtkdQkJCQtMS0OdwfQogMf5+F8DfHLL8/4b30OdrSZJ03/e7kiR9DWBl/PMSRm1e+8r3/W1Jkv5vAH+JUWD0v4WR40foI5Msy1hZGX0sTNPExsYGer0eF7W0DLWpRKNRnjgkyzK7H0KhEMrl8qUAn15PxQ8/fIlnzx6i0zFnLpfJ7OHx4ye4destruA15+9OZquFXADypMrlA5fn6Vej/0DCCPLUMhkUxq1a63NzaI1bEkkEdID3EIfACU2toxwdaknp9/v8WabHdLtd1Ov1iXBmClyWJIlbVsglR+u+e/cuWq0WyuUyfvvtN3Q6HXbwdLtdSJIERVFgGAbi8ThSqRRs2+asHhrNTmHOsVgM9XqdA5TL5TK3IhmGgX6/P1GsBGFILBaDqqrY2tribQ+Hw0gmk0gmZ+ddBfflRUELgky1Wg2VSgW6rkPXdX6PpqHOaaEUFXnBtr6DJnkdVIxd1QLyPHTQaw3uExoQYJomIpEIf66vegaB0Ml1VVum9tNVhSvXNbtDSEhIaFoC+hyu24HvX/qH98iUAt9LGI103wbwF4Gf/x++7x82Nun/xAj6AMC/CgF9zkWXfRfM8zw0m02kUikAQLVaxd7eHo9ip6wRYFR0NxoNdv9QMTQcDlGr1dDpdC5suwHAdUN4/vwBvvvua3S7+szl5ud38PjxE9y48S7YFSR0wbIbjRHkGY9Pj9dqR34sv22yjPLcHIrLy9hZXkb19m24hsHtT67rAgHwOF1wBlsZTdOEaZoIhUIwTZOdbtR+Re1eQdcPOU7IaUOQRdd1JBIJLC0twTRNnrBFF+btdhuSJCEWizEsDcKl/5+9e49tLMvvxP4998HLNymKepGS6t1dXf2srtLYTnZtr+0EdhDYs3HgjbNOYniTReBgDWRjYJNsgAQBdpMAjhF7HRhIgHjj2EkWOzCcxyabjb2eWTtje0rd1dM9PdM9PT09VZIoiaL4fl1e8p78QZ7TlIqUKJXe9f0AhaakK/JKoqrrfvl7DP+Ozc7O6iBo1HDhYrEIz/PQaDRQKBT0cHXVirb/YmV/GDI3N4dEIoFCoaAfTw0yvojq9bpeB6+qRdLptP7+Dv99+TyhlPq+xWIx/TM+aJPXQRdj1Wr1Ql5AnoaDLpb3f49UYDr8+3HRLv7p5FymireLGq5c1tkdRET7MfQ5XA/Ah4Pb701w/LV9b6srqwdD7/vzCe7n8dDtexMcT0d03q+CqcdvNBqo1Wool8tYW1uD67rPBD7A5yvW1aBndWFaqVTOdPV6qxXE17/+Jr7+9TfQ6Yy/iMpmN7CysorFxXWGPWdNSiQqFWQ2NnTIE6uN7ErVhmf1qCoe3zCwMzeHzaUlbC8vo3b7NjzH0WvNLcuCY5p7BiGrCh0hhK62SaVSei6MlBKRSASdTgfT09O6hWp3dxfJZBLtdlvPv1EbpIZboVTbllp3rtaoT09P4+bNm0gmk3t+f8vlsh6krAYix2IxNJvNPZVCvV5PV9nNzs7qwGf/P/K73S7a7TYqlQoA6PBVVRmNuljZP7dGhU+q0ucivvIOjL9oVFVRwMkF58MXfYFAAM1mE47j4Nq1a0ilUiO3co27GLuoF5Cn4bAh3bxgfXFdpoq3i/xcvYyzO4iI9mPocwgp5T8C8I+O8Cl/bej2t6SUqvzi5aH3fzbB/TwZun1dCGFIKSdabTTYNnaQ+Unu56o771fB1Ir273znO3qzj5rpsz/wGTZc/QDgzAKfRiOEx4/v44MPXke3O/6vjuXlNTx8+AjZ7DMjq+i0+D5SxaJu1crkcgg3myMPVfmbxLNBT8+2Ub5+Hbs3byJ/7RrWpqYgB+vBLcuCZVmIhPotfLFYDFJK3SqltmCpNjDLsmDbNhYWFhCNRvXH1NBl27bRaDTg+77ezNVqtXQrYywWQ7fb1XOqVPvW1NQUDMPA9PS0vs94PI6HDx+OrOTYP0g5FAohEonoIdAqjFKzdlRVy+zs7Mjv3/7KCsdxMD09rYetW1b/d2PUunH1d87u7q7+O8c0TdTr9Qt5UXHYReNJBueGYSCTyeDjjz/WYZgK58a1vo27GLvIF5An7bCvlResL66L2jI1Dp+rRESnh6HPCRJC/AKAvzL0rt8Zup0Zur0xwd1tDd220d8IVp3wVNYmPO6Fdl6vgqlXxjc3N5HP59FqtfSmIDUYVs3NGEWFPuoC+rTVahG8++7b+PDDV9HrmWOPu3Hje3j48BHm5/Onfk4vOuH7SO/s7Al5nMFcnMM/+fOQx7NtbGazyC8vo3DjBvDaa/AH83aazSaMwfBe4POKllgshvn5eUgpUSgU0G6391TxqG1U6jlcKpX0Vqt4PI5EIoFyuYxyuawra2q12p7Wq2AwCKBfxXD9+nXdxhgKhWBZlm4la7fbuqJoa2tr5FrvdruNRqOh58OokGZmZgalUgm7u7tot9v6gqjRaKDdbu+ZLTPsoC1aAHQIogZNW5aFpaWlkWvNXdfds3EvGo2OXNd+Xg67aDzp4Lxer8M0Tf09UrPLjnN/L9IF5Iv0tdLkXqSKNyIiOhhDnxMghLAA/KcA/vbQuz/F3jk8w/+XbUxwt+19b0cweehDEzjtV8GG2x7Uq/+dTge7u7v6QqZSqehKCbU+eniN87jBzOqC+jTXsFcqMbzzzgN861uvwPfHX3jevv0pHj58hJmZgwcB0/EZ3S5m83kd8ixsbsI+RoWX6zh66HIum8XuzAzkoOUpHA4j4LoIhUI6iFFVZyrEmZqaQjQaRTAYRDqdBtBvnxqe2aOoGTy1Wk0P/u10Ovq4arWqV0jbto1er4dAIIBWqwXXdfVMnVgshlu3bun159VqFY7jIJ/P62HOqmoHgA5+VBVKvV7XrV2WZemqnEwmg2q1irW1NXieh2q1ilarhUKhoGfXLC8vH6mtSFXr5fN57A4GY0ciEXS7XczMzOj2r0AgANd10RxUY6nvW71eRyQS0d+v8x66ethF40kH55epHYXoonuRKt6IiOhgDH2ekxDiBwD8JoA3h969DeAnpZTD4c5wkrA/0BllfwnHUf4vvXTIx+cBPDrC/V1Jx30VbJIZFsNtD57noVKp6PaXWq2GTqeDRCIBz/MQCn2+8ardbusL1nGhjxBCV/qchlIpidXVB/j445ch5ejHEELipZc+wYMHq5ieLp3KebzILM/D3NaWDnnmt7ZgHmMzWzMc7q9Pz2aRy2RQnJrC/tVpphC6QkcMbqtqE3WxrVagN5tNxGIxeJ6Hra2tPdu0AOxpKVGtUmpuTiAQQKPR0OHL8MW8aveSUqLdbusKj1KphE8//VS3iAH9sHZ4ELPa/GVZlq4iMgwDhUIBlUoFzWZTt0s6joNIJKKDlFQqhWQyiadPn6JQKKBWq0FKiU6no7dzjWotGldZoUIKNfxYtWv6vo9IJIJoNIpwOKyrYQDoSqpqtaqDI9M0J66aOc1h9IddNJ50cH7R2lHOe9A/0fM6qyow/q4QEV1sDH2OSQgxD+C/AvBvYGi5DYCvAvhZKeXTfZ/iAlBX95P8nzC47+2JVzNJKdcP+vhphQWXzXFeBdsf5uxv39g/u6NQKKBareoWE9Wy0Ov1UKlUMDMzg1AoBCGEvvhTa4vHVfEMX6Cf5Ir23d0UHj16iE8+uTP2GCEkXnnlIzx48A6SycqJPfaLLuC6mN/c1EOXZ/N5GGPa+w5Si8exOajiWV9YQCWRwCRTtB3HgWmaCIfDOlDc/9zyfV+3axWLRUSjUd0+ZVmWDjXVRboKg9RzdXi7VbPZ3FMdpFq0hBCwLEtXGAkh4Hke3nnnHUQiEViWhXQ6jVarpWf+ANCP53ke1tbW4DgOisUi6vU6Go0G4vE4TNPUVUr7N06pzUbqcTudDiKRCIrF4p7Q57ALGxVSDA+0ViGumhWk/s5R3xsAeraQCsPUoOvDqlzOYhj9QReNJ90+cpHaUc570D9dDgw7+LtCRHQZMPQ5IiGECeCXAPxn2NuyVUW/xevXxwxcbuDz0Cc8wUMNhz4SwMGrd+hYjvoqmApzxrVvqLkehUIBhUIBOzs7er1zu93WYZHaTCSEwNzcHOr1OiqVClzXnahlS12An4R8fgaPHj3Ed797c+wxptnDvXvfxNtvv4t4vH4ij/siC7ZayAzN40kXChBHaNVTA5jLyWS/iiebxWYmg/Zgy5Ge93RIC5iqurEsC5FIBLOzs6hWq+j1enrIsjpOhTSNRr+AsdPp6HalUCikH9c0Tb1tqVQq6fk4juMgEAggGo3Ctm20Wi1dWaQqW0zThOu6OugQQug2sJ2dHQDA5uYmXn/9dQghdEikZvWoz6vVavrzgP7snHg8fmjViGpJ6/V6z/wuTnJho0KLmZkZGIahv1exWGxPGKb+zlGhVqfT0WGUagWdpMrlsJk6p31BetLtIxepHeW8B/3TxXeZw46T/LuBvytERBcfQ58jEELcAPC/AvjC0Lt9AL8N4D+SUm6N/MS+bQDpwe3Ra2H2Gt6wtSmlPLud3DTWYe0b5XIZ9Xod5XIZW1tbe9pkXNfVVT4AYJqm3t7VbDbPfG7F5uY8Hj16iCdPro09xrK6eO21b+D+/ceIRkdvg6LDhev1PUOXU8Xise6nkE4jl8kgf+0aijduoBkO68owIQRs29ZDkDudjq4m2V+1MxyYhEIhhEIhTE9PQ0qJV155Bd/97nfhui4ajYYOPlQYocIf27b1jBzVZmUYhp6X43meHkzcbDbh+z4CgQB830c8Hke9Xofv+3BdV1cazc3NwTRNSCl1i5eUUg9iVuvdC4UC7t69i1gshkQioS+41DlUKhUEg0G4rotIJIJIJILp6emxVSOpVAq5XE5vDjNNU39NaqDz8IWNen8sFgPw+RwhFVqoMKzb7SIQCMC27Wcee39Vi9riNTzT57Aql+FqIDUnSf1co9EocrncqV+QnnT7yEUZSsz5QnSYyxp2nHRYxd8VIqKLj6HPhIQQDwD8Y3we3AD9Vq6/IaV8d4K7+ATAq4Pb40sqPjd8Jf6diU6STt3+9g11YaqGMe/u7urhsKVSSa+nVmHP8HYjdbHe6XROtE3rIFICGxsZPHq0gvX1xbHH2baHN954H2+99R7C4UlGUJEmJWLV6p6QJ1E5eiucFAL52VnkMhn9xxtsr1KryzHYYKUqaRKJBBKJBIQQqNfrejvc8Nwd27Z1uBEIBOA4DmzbRiAQwOLiImKxGBYWFiClRD6f18/PcLhfoKhCGcdxEAqFcPPmTR3qqFXrKvgpl8v4+OOPkc/n+9vABuGJ67r61eV2u41wOIxIJIJEIoF6va63g6nNdqr9Sv2edLtdBINBXZmkLrh830c+n9czYdLpNMLhMBKJBNLp9NhXs5PJJFKpFGq1Gkqlkv4+DW+OUhcyauOW53nodrvPDJAenhV00Cvpo6pajrq9S/19ZNs2CoUCAKDRaKBSqeDjjz+GYRh71sNfhgvSi+KizReii+eyhh0nHVbxd4WI6OJj6DMBIcQigP8Lnwc+LoC/CeA35eTrk94D8MXB7QcTHH9/6PZXJ3wMOiHjSp+HX52v1+uwLEsPqi2VSrp6Rw1pVReFlmXp2SXqIk4Noj2LwEdK4OnTJTx6tILNzYWxxzmOizff/DrefPN9BIMTrgB/0UmJZKm0J+SJ1p9tgdszWUeI/g9liG+ayC8sYH1hARuZDDbn59Ed/KPZNM1+9cbgH9OxWEyvIFfhhOM4WFhYwJtv9mfKr66uwnVd3UIkpUQsFoNpmgiFQuh0OnojVjAYRL1ex/b2NvL5PGzbhuM4SKVSeg5VJBLB/Py8rrpJJpNIJBKIRCJ4+eWXR4YV6XRaz7RZW1tDo9HQ69fD4TBM09R/otEoqtWqDj6klEgkEkgmk1hbW9MbveLxuP6zvyrE933U6/WR69QPCk/UuaqWNtM04TiODmWBzy9sxg2Q3n/BNEnFyqhjjnLRpf4+UqGZCq16vR6CwaD+OQOX54L0orhI84XoYrqsYcdJh1X8XSEiuvgY+kzmv8HnLVllAD8upfzzI97HP0F/DhAA/IQQwhgz+0f5saHbf3DEx6IhR+1dP6z0eXFxEb7vY2dnR28FEkLAdV198ex5nq4CAqAH1aqLb9Uio4Y3nxYpgc8+u45Hj1aQz4/vKgwG27h//zFef/0DOA47CRU1c2YP38f07u6ekCd0yM9RzeBR/wUAz7axNT+PjUwGW0tLKC4uojcIFVQVmGEYME0TwWBQV9ioDVdqbo/neToMmZqa0hUv6XQam5ubOhiKRCJ6Dbo3mPWjwhUVUpZKJV31I6XE9PQ0ZmdnEQwG9Zp2dUGjWpfGhS/lclmvWFdhpwqAVAuaEALRaFSvMFfzfDzPg+M4iMVikFLi+vXraDQaEEIgmUzirbfeGvk7/DwzYYLBoN6oN+oCTl3YjBogfV5hivp61bYxtbq+UqnoYCoSicDzvEtzQXpRXKT5QnQxXdaw46TDKv6uEBFdfAx9DjGY4/OvDL3rXztG4AMAXwPwPQDX0V+p/tMA/uGYx3wTwA8P3lwH8EfHeDzC0XvX1fGbm5t6hbLjOHtKnw3D0NUDa2tretaIWr0uhNBtKmq4ba/XQ6vV0q006sLytEIf3xf49NNbePToIXZ3p8ceFw438eDBu3j11Q9h291TOZfLTAgBC0B6exvza2vIbG5iIZeD4x6tCkoC6AQCKCwvo3jrFjYXF/EkGkVnaEubBcAeBELDYaF6DqlQQVWa6PseVJB1Oh29onxnZwflclmHKftbr6rVqq4+s21btx6q56OqahNCYH5+/sDWqP32/865rotms6nPRQkGg3qtOwAdoNbrdT1IORKJ4Nq1awiFQmg0GrptTM0XGmW4Ik+FTpOc+2EXcIZhIJPJoFaroV6v61lIjuOca5iiqpQqlQoCgYAO8AKBAEKhEMLhsD7Hy3BBepFclPlCdDFd1rDjNMIq/q4QEV1sDH0O91P4vDPj/5BS/j/HuRMpZU8I8asAfn3wrl8RQvzx/uHPQog4+oOhlV87pCKIDnCU3nV1sZrL5VAqlVCr1fZUNQy/kq+Gs8bjcX2/KvRR92/bth6uq6oeOp2Orsqo1U5+IZvvC3z72y9hdfUBSqWpscfFYjU8ePAuXnnlW7Css5kndFmY3S7mtreR2djA4tYW5jc3YXlev2xqUPmj/kI4qLezHQwil81iI5NBLptFaWYG5uB50ul00B0M31VUMKMqelRljHpbzZBS7VqqrUtV/3S7XbTbbaytraHT6aBQKKBarep/1Kv5Pep5Wi6XEY1G9dBi1e6lVq97nqdnVQ2f42EXOPt/52zbRigU0lU96n5U+9TwgGh3RJhmmiaWl5cn/vkdd0jpYRdwvu8jl8vpyqnhTWXnHaaozWSRSES3wanNgOrcLssFKdFlchnDjssaVhER0fEx9Dnc9w/dDgshfuUonyyl/OWhN38TwF8F8H0AlgF8VQjxnwD4EwA9AD8I4D8HcHtw/DcA/L1jnjfhaL3r6mK1VquhVqvpC1B1YTr8Sn40GkWv19MbetRw3VAohF6vh1qtpuegqDXXnufpGSGGYegKjJPQ6xn46KO7WF19gGp1/MVnIlHBw4fv4OWXP4ZpMksEAKvTwcLWll6hPre9DXMwZ0kN6R28AQyqaiDlM4FPIxJBLptFLpPBRjZnrea5AAAgAElEQVSL0tSUbuVSjEE1jaqs2XMegwHhgUBArzNXbYHqcwDoQeAqEFIhhGma6PV62N3dhed5evOWOh4A5ufn9aauQCCgn8NCCORyOfR6PbTb7T3hT61Wg5QS6+vr+jmsQs9RYcr+3zHP8zAzMwPHcfRxlmWh2WyiWCzqi45gMKi/L2qjVygUQiqVOtLP87hDSg8LtNT97u7u6va7aDSKaDR66iuaDzs3wzCwtLSkz0ttFlNf+2W7KCWi03UZwyoiIjo+hj6HuzV0+0cHf45Chz5Syq4Q4mfRn9FzE8ANAL875vM2AHxRSslpus/hKL3r6mJVXUQDQCwWQzwe3/NKfrfbxUcffYTt7W3s7OzoYEDNStna2kKlUtkzxNmyLD2rBIBe+f68PM/EN795D++++zbq9ejY46amSlhZWcWdO5/AMCadPX41BdptZDY3dcgzm89DjJjHLvYFNoN36v/W4vF+Fc8g5KnG48+EPPv1er09c4LEUDuXmpujZt6otkBV9TN8XoZhIBqNIhKJ6IAmlUrpDVfNZlPPjTIMA5ZlIRgMQkqpK1PUkObh34nNzU20Wi393DVNE9VqFfl8HkIIPW8I6Fe0zczMPBOmjPqds20bs7Oz+jhVjaPm4ajzS6VSKJVKaLfbCAaDmJ6ePvKFyXGGlE5SHTR8P+p7E4lEEAwGTz3wmaRyKZlMYmZmBpFI5FLNFyEiIiKi08XQ53CJk7wzKeVnQogV9Nu8fgaAve8QH8CXAPySlHL7JB/7RXRY7/rwK+jNZhPtdlsPPY1EIojH41hYWNAXWL7v46OPPsK3v/1tFAoFtAcrsy3Lws7ODlqtFprN5jPn4TiOnllyEtU9nmfhgw9ew+PH99Fshscel04XsLKyips3P8WLWrkdajZ1wJPJ5ZAerLY+iACeaeEqpVLYWlrC9tISNrNZ1AZVXKOqdkbe59Aw42FqHpTajrW9vQ3TNFGv12Gapl7Jro5Vm67m5uYwNzcHx3HQaDTQaDT0c1G1UqlWMFVhtrXV7yZ9++23R26NWl9fR6FQQLPZhG3baDQaqNfrqNVqOrACgFAohFqthqmpqWfClEnmRYxrLwCwJ4w6TsvBcYaUTlIddF6beqrVKhqNBtbX13UYpr53+7eFsWWDiIiIiPZj6HMIKeVLp3CfRQA/J4T4DwD8RfRbvQIA1gB8WUq5cdKP+SLZ3wqRyWRGrpMefgXd8zyUSiU9DNW2bYTDYczPz+95Rb1arWJnZweVSgXValW3aKl2mnGBzqhZJcfhugG8//7reO+9t9BuB8ceNze3jZWVVVy//r3Dik+unGittifkmSqVjn4nQmB3fh7bi4v9lq2FBbQjEd2CBfRn/6ghysDnbVeqIka1VgHQYY+qIlPPL9u29Wrt27dvo91uIxqNYnd3V8/VUZU6quJHBRLZbBb3799HLpfTYY9qNwyFQjBNU1cNtdtt3SIWCoXw8ccf45VXXtkzr6ZeryMcDuP27dvwfR/b29t6LlCn09FVQ7Zt76kg2h96TBo+jGsveN6Wg+MMKZ2kOui8NvW0223k83mUSiU9bDsQCGBq6tmZXWzZICIiIqL9GPqco0Elz5fO+zyuklGtEGrT1kEDZ1WAowbiqs08+y9WO52Ovhj3PE+3upzUbJ5x2m0H7733Jt5//w24rjP2uEwmh5WVVSwtrb0YYY+USFQqe0Ke+GB70TAxWJcuAf3f4bk8Ughsz81hc7A+fffaNchYTFfK9Ho9HRSqjW62baPVaukBzMNVPGqdurqtApJoNIp4PI65uTn4vo/FxUXE43FkMhkYhoH19XW9Wt2yLBSLRT07RwUuiUQCkUgEsVgMzWYT8XgcoVBIVwYJIRAOhxGLxZBOp7G1tQUppW4vrFQqOsBIJpMjf2fUfJ1wOIxaraZbmmzbhuM4SKVSmJ6eHht6HHeDFnD4/Jput4tcLjd2m9dxKl4mqeI5r0oaFUC5rqsHeJ/XingiIiIiunwY+tCVMukQV9/3USgUUCwW9YYjVY0TiUT0pqP9c3cCgQCSyaSel3Lams0QHj9+Cx988Do8b38n4OeWltawsrKKbDZ36ud0rnwfqVJpT8gTaTQO/BQhBEzD0Ju3AKBnGNien+/P48lkkJubQ3ewDUsFhUHH0Vuz+g/dH+ht2zZisdie7WsqEFGzeFzX1fN1gH5739TUFBKJBJaWlrCwsDBy9bgKFdRgcABotVp7NlylUim9+Upd+DuOowMKKSWi0ahez66CzG63q6t/hlfAj9q2FQ6H0ev19NwaFSZFo1E9XHlpaQnJZHJk6HHcDVqHfV6328Xjx4/3BC/b29u4f//+M8HPUSpeJq3iOY9KmkAgANM0ddCoBnif14p4IiIiIrpcGPrQlTJJm4a6sKxUKqjX63BdV1/sDl9QDb/Sr6oP1EwNx3FgmuaJDGMepV6P4N137+PDD19Ftzv+1/T69e/h4cNVLCxczfFPwveRLhT2hDzBdvvodxQOo3jjBjYWFrC5uIj83Bxaw7N4PA+G78O27T0/e8uy9Dpz1a6lWgFVCxcAXf2j2qoikYhuKVQbuNR672QyiWAwiHq9PnILUzwe1xvfFhYW0O129ep0NRtq//NzuErFcRwkEgnMz88jHo+jVqvp7XFqUHkkEtFtQ9VqVX+NAFAoFPSAaFWlND09DSklYrEYMpnMoeHNcTdoHfZ5uVwO1WoVuVxOV70AQC6XO9Ja9/0u8jycYDCI2dlZeJ6n//6ZnZ1FMDi+vZOIiIiISGHoQ1fKJG0a6sKy2WyiMagSSSaTEEIgFAohmUzqagd1AT5cfaAG747c7vScqtUY3nnnbXzzm/fg++MvOG/d+hQPH65idvbwocSXidHrYTaf1yHPwuYmAsdoY3EdB5uZDHLZLAo3bsC/exfxqSmUSiU0Gg1dxaK2q9m2rQcVq/AG6M9TAaDn6ahh3N1uF71eb882Lt/34TgOkskkGo0GbNuG67p61lO328WTJ09QLBbx0ksvIRAIPFP94vs+nj59it3dXbRaLR203L59G/V6He12e2QlyrgqFcMwcOfOHRQKBYTDYUgpEQ6Hsb6+jqWlJd3WqAY3q+qlRqOBQCCgjx/eYjfJenLVSlatVvUa+EQicWhL0v6QVrW1WZaFeDyORqOxZwueCqsah1R7TeKizsNRVUhqJftV3Mp1WEsfERERER0fQx+6UiZp01AXlp7nIR6Pw3VdRKNRzM7OYnp6Gt1ud8+FR7lcfqb6QLXxnJRyOYHV1Qf46KO7kHL0/QohcefOJ3j48B1MTxdP7LHPk+l5mNveRnYQ8sxvbcGasHpqeLtWMxzGZjaLjYUF5LJZ7KZSUOvKLMtCpNWCNAy02229bcv3fd3Kp9qdVAjkui4sy9KtUCog8jxPf+7wsGb1cSklXNdFKBRCIBBApVJBp9PRc21UC9Knn36KmZkZpNNplMtlGIahN8ip0Md1Xd3ipSpR1CybcDis5wABOLBKpdlsYmZmBp1OB+12G67rIhgMYmNjA6ZpwrZtHXiqrWGNRkNXkqhWMVU5NMnFuGVZKJfLcF1Xfx3lchnZbPbAz1MhrW3bKAy2rNXrdTiOg/X1df19tW1bV/qoTXtX1UWuQjoJx20FJCIiIqLJMPShK2WSCyR1kd9oNNBqtRAMBnVVQ71e31MVpGb/7O7uolKp7Pm8kwh9dndTWF19gE8+uXNg2HP37kd4+PAdJJOV537M82R3Opjf3NQhz9z2NoxjzEaqR6PIZbP9FerLyyglEujt25ilqIoctb1qePByNBpFOp2G7/soFot6E5v6PKA/r0c9J0zT1OGQuh91X+rjvV5Pb9IyTVNvzwKwZwC4qlhZW1vT86N2dnawu7uLer0O3/fhui4ikYh+X7PZRK/XQ7PZRC6X0xfGB1WpqM1bqu2s0WjoGT+RSASe52FmZkZXN6lKJ8/zEAgEdKvYUatgxNAMJfX2YVRoGw6H9bk2Gg2EQiE0m02k02kd4A7/fmcymSOd22VzUauQTsJxWwGJiIiIaDIMfejSG9UacNDFQjgcxtraGiqVClzXRbVaRa1Ww/z8PFqtFtrttp7to9ZqVyoVFAoFPcy3Wq2i1Wod+5zz+TRWV1fw6ac3xx5jGD7u3fsmHjx4F/F4bexxF5nTbmMhl9Mhz8zODsS+UGYSlUQCuWwWG5kMNrJZ1AdBnvo5mUJADlqu9lPzdgzD0CvWDcNAMBhEPB7Hq6++imq1ilgshna7rVvAXNfVVTBqa5VhGKjVami1WnqwsPp4KBRCt9vdUx2kQiDVGqZWvg+3IALQG7LUUHE1e0dRYc9xLoz3tzwGg0F9Durjtm3rQGXU9rujthJ1u10kEglUq1UEAgEYhoFEInHoDCwV2qqqpG63C8dxdFDm+75eUz9uexddLpPMYSMiIiKi4+O/lOlSO0prgAqHPvvsM5TLZd1+IoRAu93WwVG73daruVWrCdCv/FADfVWbz1Ftbc3h0aMVfO9718YeY1ldvPrqh3j77ceIRp9/VslZCjUayORyyA6GLk/v7h7rfoqpFDaXlvohz8ICmmPad9RWI7VlSwU76mejwphQKIRYLAbXdfWsnGQyidnZWQDA3bt3Ua1WUSwWkcvlUC6XdeWPZVmYmprSs55s29bHtdtthEIhSCn19i5/MBBaSqnbACORCHq9HmzbRjQaxa1btxAIBPSWr0qlos+32+0iHA7rFe1A/0JYtUqpVrRJL4z3tzwahoFGo4FoNKqDqOEZQCfRSqSCpHg8ru9HtWIdxjAMfa5q1fz+4drPM7SZLpZJ5rARERER0fEx9KFL7Sgr2lU49PTpU72JS81lUQOaVcvNcKCjwh81x+U4q9o3NjJ49Ogh1taWxh5j2x5ef/0DvPXWe4hEjl9FdJai1aqu4snkckiWy3s+vr/FZz8BwBcCuzMz2BhU8mxls/D3BQ3Bwc9ouKVKVd+o9eJAv31KVfKoj2WzWSQSCTSbTZRKJTiOo8MT1TJVr9eRSqX0nw8//BC9Xg+u6yIQCCAcDmNhYQHpdBoAMDU1hVQqhVKppGfWqDXqKlhRweHi4iKazSaklEin01hcXEQ0GkUgEIDv+8jn8/qCNx6PIxaL7ZnHEwwG0ev10Gg00Gw2EQ6H4TjOxBfGo4KcaDSqt4vtD3ZOopVo0hXop/X5dHnwZ01ERER0uhj60KWl5u0Ui0VUq1UEg8GxFRDD4VCz2dTHqUBCDoUK+0MK3/eP1WogJfD06RJWVx8ilxs/cyQQ6ODNN7+ON9/8OkIh98iPc2akRKJS6VfxDEKeeK2GcZGOnncjBHwpASkhAfiGge25OewsL6N69y4C3/d9kIO5Na1WCzOBgF5PbhiGnjWjKmx6vZ6uhAmFQohGo3rtuGoDikajWF5eRjqd1lujdnd3EYlEUCqV9P2pFq3hn28ymcTS0hLC4TBarRZarZYOivL5PMLhMJaXl+G6rt7eFYvFEA6HAUC3JamhyJFIRFcM7d9+5fs+6vX6ngte1XZWLBZRqVT0lrlWq/XMJq1JL4xHBTmnOS/leSuGrvrwYvocf9ZEREREp4uhD11KqnKnUqmgXq/r1pd0Oj2yAmI4DIrFYigWi7q6Qm1zAjByJsxRSQl89tl1rK4+xPb23NjjgsE23nrrPbzxxgdwnIs3v8IyDMxUKphfW8Pc06dY2NhAuNkEAF1NYwUCEIPgZP/3TlVIyUAAhUwG6/Pz/c1a2SzseBzxeBy3b9/G/fv3dVtePp/H9vY26vW6Xlc+PT2NaDSqZ9HU63W0Wi0d+HS7XbTbbV2hFQgEEAgE9BY2wzAwOzuL2dlZrK+v97+2wWydURUzhmFgeXkZyWQShUJBBy87OzsIBAJIpVL45JNP9Ewh1U6mwpxJK2rUY4274FVflxogrr7eo27SOi/PWzF0lYcX0178WZ+8UbPuLvLfF0RERHR6GPrQpaQqd1QVBABEIhGEw+GRFRDDq6CFEIhGo3s2NY2q8Dkq3we++91bePToIQqF9NjjwuEm7t9/jNdf/wZse7L15GdB+D7SOzvI5nJY3NxEdmsLwXZbV/JIKYHBBiYxPER5sK7cMAz4vR46gQB2lpZQv3cP/ttvQ776KmrtNra2tvrzaqTE9PQ0bty4gTfeeENfiCSTScTjcQSDwWcGCQ9Xx6gWq3GGW/nUmnQ152lxcREADh1UrC5C1YwnNXOn0+mgVusP1fY8T19QqaqeZDJ55IqacRe8+2edOI5z7E1aRPTiOMqsOyIiIrr6GPrQpaQqdzzPQzwe16utE4nEM+0zan6PaucyTRO2baPZbMLzvOeu7vF9gU8+uYNHjx6iVJoae1w0Wsfbb7+Le/e+Cdt+/oqi52V0u5jN55EdDF6e39yEPQjBAMA0DAjThEB/9o4E9DwjY9C6BQBuOIzyrVt6u1Z5fh6BUAjBYBDXr1/H9PQ0ehsb+ufkOA7S6TSWl5efuQA5iVaPw+Y8HeX+Rw2ZlVLCMIwjbxs66ivvnHVCRMcx6aw7IiIiejEw9KFLSVVX9Ho9tNttBINBpFIppNPpPYHP8Kud7XYbrVYLW1tb2Nragus+3/ycXs/Axx+/jNXVB6hUEmOPi8erePDgHbzyykcwzaMPgT4pludhbmtLb9aa39qCeUDgJQFI34cwDEAIBCwLEkA7FsPOrVto3LuH4s2bWHccdH0fvV5Ph0LRaFRX7fR6PcRiMQDQbUrT09NjLz6et9Vj3ArodruNcrm85yLosDBpVPCitoR1Op2Jtw0d55V3zjohouMY93fgcWbTERER0eXH0IcunW63i2KxiO985zt7Bv5Wq1XMzMzobUhqSO7Gxoau9CmVStje3n6uf/x2uya+9a1X8M47b6NWi409LpksY2VlFS+99G0YxvO1jh1HwHWxsLmphy7PbW9DHKGFTUoJH0AzHkf17l24r7+O+I/8CEqxGLqDbVLlchnuYIMV0A8qVNATCARQLpcRDof1BizLsrC0tIRkMnms8GKSaplR1TmGYWB3dxemaR6p3WHc5qtcLgchxMQVOMd95Z2zTojoqEb9HTjptj8iIiK6ehj60KXS7Xbx+PFj5PN51Go1NBoNmKaJhYUFdDodPHnyRA/nbbfbKBaLyOfz6Ha7ej33cQMfz7Pw4Yev4t1376PRiIw9bnp6Fysrq7h169MzDXuCrRYyQ+vT04UChJS6NWtSpakpbGaz2F5extbiItxUCuFwGMlkEsuBAGzf1+vDVbucEAKmaQIAQqEQpqam9ParRqOBSqWyp7rmuIHPJNUyB1XnHKfdYVTwctQKHL7yTkRnha2hRERENIyhD10oh1Vy5HI5VKtVbG1todlswvd9vbLbNE00Gg29vcn3fR0OqfXa3tDMmkl1Ojbef/91vPfeW2i1QmOPm53NY2VlFdevf4az6MAJ1+vIDoU8qWJxz8cF+u1UEKIf/Pj+yPCnkE5jM5tFLpvFzvIy2tEoLMvSw60tIfQ69Hw+j0QigWazqbdfqYsKy7LgOA5isRiWlpZgGAYCgQB2dnYAPH/QMWm1zKjqnHa7rT/vJM7lqBU4fOWdiM4KW0OJiIhoGEMfujAmqeRoNBp6zbrv+/rCvdvt6vsAoI9Rx/V6PXS7XT18eBLtdgDvv/8m3nvvTbiuM/a4+fktfOELj7C8/BRHuPujkRKxalXP48nkckgMNkqNIoB+2GMYsC0LvpT97wWAndlZ5LJZbC4uonDtGjrBIILBYL9Cx7bhOA6azSZarRY8z4MQArZtIxAIQAwGOHuep0OLVCoFKSUikYie17O8vKzDuZMKOo5SLbM/lCmXy+cauvCVdyI6S2wNJSIiIoWhD10Yk1RyhEIhdLtdvblLCKG3KakL+EajgWAwCNM0EY1GUS6XAfT/ETzJpq5mM4j33nsL77//BjzPHnvc4uI6VlYeIZvNnXzYIyWmSiVkNjaQHczlidbrE7VpqWDGEAIIBNC+dw/1e/ewvbSEJ6kUmgBs24bv+5iSEkIITE9PI5VKwTRNRCIReJ6HTz75BJ7nIRgMwrZtSCkRj8fRaDQghNCBWiQSQTgcRiKRQDqd1q8oHxR0HHWTFfB81TLnHbrwlXciIiIiIjoPDH3owjiskkO1G7muq8Me1bJlWRZKpRKig9YkNTcmGAwiEunP31GfN06jEca7797HN77xGrrd8b8a1649wcrKKhYWtk7saxe+j+ndXd2qlcnlEG63+y1ahtE/b9OELyWklICUIwOgnm2jsLSE0u3baL32GoJf+AKmMxn4vg/LdbHouvB9H77vQwiBTqcD3/cRj8exsLCATCaDer2OTqeDbDaLer2OVquFUCikv/fFYhH1eh2NRgOO4+hh2vF4/NA2KxWyHHWTFfB8wc1FCF34yjsREREREZ01hj50YRxWyVGtVtFut3XQo1q6PM9DsVhEJBLR1SehUAg3btxAtVrVYU8wGESlUnlmVXu1GsW7776Nb37zHno9c+z53bz5XaysrGJ2due5v1bR62F2Z0eHPAubm3D2nZcwDBiD1irf99HzfUANZh7M6XEDAWwuLGAjk8Hm4iKKCwsIxWKYnp7G7du3kUgkEA6H4fs+XNeFlBKO40BKiVgspgccSykRCARQr9f3hCHpdFqfj6rOUbN7QqEQPM87sOJmVNBRLpePvcnqeYIbhi5ERERERPSiYehDF8a4Sg7VorW5uYnt7W10u130ej3IQdVLt9tFs9kE0A+A1Nao3d1dzM7O6nk+nufBMAw0m030ej2Uy3G8884DfPTRXfj++ODgzp1PsLKyiunp4thjDmN2u5jb3t4T8liD0Go/PY9HCBimCWEYMA0DvU4H7XAYm9ksthYXkb92DbvT02h7nm5bMwdtV2p4cTweRzQaRaFQQKvVQqfTgZQSqVQKkUgEgUAAu7u7erPV/qqbUW1Y8Xj8mUqdo7RKPc8mKwY3REREREREk2PoQxfGqEqOaDSKXC6HZrOJWq2GarWqK3xM09S3O52ObldS7Ub5fB5Pnz5Fp9OBPRhQLIRApZLGV7/6Or797Zcg5eh2LyEkXn75Yzx8+A6mpspH/lqsTgcLW1s65Jnf2oIxGDJ9EDWPR/3pTk+j+uqrqN+9i2/H43hiWeh4Xn+rlmUB3S5Et6urdQCg1+uh0WjAdV2YpolyufxMyOL7PoLBIAKBAEzTHFl1MyrcUYHQ81TccJMVERERERHR2WDoQxfKqK1LqhWo3W7rip5YLIZGo4FWq6Xn+3Q6Hb1GvFwuY3d3F96gCqbX66FUmsXq6hfw0UfL8P3RI5ENw8crr3wLDx68g0SiNvF5B9ptPYsnk8thNp+HkJOMXf6cEAKtdBqVl15C4fp19N5+G4lXX8V0Oo3G7i56T5/C2dlBb7C1TG0vG/58IYQOgNTH1Tr1USHLQVU3hw3WPm7FzXkPVSYiIiIiInpRMPShC02FEK7rol6v6/cBn1eMNJtNPdRZCIFarQbf99Fut+H7Pra3Z/Ho0Qo+++w6Bs1TzzDNHl577UPcv/8uYrHGoecVajSQGWzVyuRySBcKx/r6iqkUcpkMNrNZVO7cwcL9+1hcXEQqEIBt2wiHw8hkMgCAVqulv8Z6va5b3ADoKhvDMPR69VgsBsuykEqlUK/XR4YsakbPUQOh53ERhioTERERERG9CBj60IWmQgg1iHh3dxe+78M0+wOXpZT6tpr10+12IYTA+vocHj1awdOnS0P32A9JVHWQbXfx+usf4K23HiMSaY09j2it1q/i2dhAdmMDyfLRW74AYGdmBpuZDDYyGeQyGbTDYT1kOpvN4u7du5ibm3smDFleXkY8HofjODrYabfbaDQa6A7au9T3KpVK4d69e3AcB8FgUH8f1X+DweBEa9UPCoSeF2fzEBERERERnT6GPnShqfAhHo+jWCyi1+vpLVRqNbvv++h0OoPAp4f19UV87WsPsL6eGXu/gUAHKyvfwsrKt+A4Lfg+0G4LvQ49UansCXlitclbvRQpBLbn5vohTzaL4rVrcAdzhVSFjiMEYrEYwuEwFhcXMTMzMzIMMQwDqVQKhmEgGo1ibW0NhUIBgUAAjuMAgA6Obt68CQB6Bk8+n9eBDgDMzs7uqQwaV3XDNiwiIiIiIqLLjaEPXWgqlACAXC6nA57hwcX92TU9fPbZEh49eoitrfmx9+c4Lt566z289dY3kEj0W72EFEiXSph58gQzn32GzMYGwoPZQUfRsywUMhlsLS8jv7yM7YUFdG0blmUhGo3ixvQ0stkspJTwPA/1eh2WZUEIgUQigXQ6fWj1iwpilpeXsbCwANd10el0MDMzg+npaSSTSR3olMtltNvtQ1ejDwc8apaPCn6epw1r1OYvtnARERERERGdHYY+dCHtDwzm5+dhGIaeY9Ptdgcr2wU+/fQ6Hj16iJ2dmbH3Fw43cf/+e3jttQ/gWB2kCwVkvrWJ7Po6FnI5BNttCCEAKTHp+GXPtrG1sNBv1cpmUV5aQjydRigUQiQSQaJWgxAC0WgUMzMzmJqaQigUghACqVQK8Xgc9Xr9SKHIUYKYSWfy+L4/dkvXcduwDrtPIiIiIiIiOn0MfejMTFr5MSow6PV6CIVCQ6GPxCef3Mbq6kMUi6mxjxmJNPDw/ir+UvqPcC3/FJl/vIGFzU0ERgwjllKOGfPc5zoONgcBz0Ymg52ZGcih83csC67rYmpqCqZpIp1Ow/M8JJNJ+L6PUqmEra0tAMDm5iaWlpawvLx85BBk0iBm0tXoh23pOo7TuE8iIiIiIiI6GoY+dCZ838fTp0+xu7sL13XhOA6mp6dHhh6jAgPbtlGr1WBZQTx+fANf+9rbqFQSox9MSqSdXXxx7vfx070vYenP1mENrTY/yHCVTzMcxubCAjayWeSyWeymUjAG7ViDLwoY2p4lpYQQAuVyWW/PSiQSaDQaaLfbepsY0G/TUvNxDMM4lRaoSWfynHhAsvEAACAASURBVMaWrtPa/EVERERERESTY+hDZ6JcLmN9fR35fB6dTgeO46DVaiEejyOV2lup0+l04HkeqtWqXr0ei03jz/7sOn7/91dQKkUwHM8IKWF2e7C6XVwznuDfMf57/Dj+b1hrvSOdYz0a1VU8+evXUZ2agi+lDmoM9Icjm6apB0gD/a1hQD/4cV1Xbw9TK9Zd14XneXtWzbuui1arhbW1NTiOcyotUJO2gk1aEXQUp3GfREREREREdDQMfehMFItFNJtN1Go1HYREIhEUi0WkUqk9rV/NZhOlUgmu66JW62J19Qa+8pU7KBZteF4HBrowPQ9Wtwur24XZ6+Gm8V38fPC38KP2H8IU/tjz0FU6UqKcTCI32Ky1kcmgPqiAcRwHiUQCM7YNAPA8D41GA77vw7IsJBIJRCIRCCHQbrdRr9fheR56vX7INLxCXv231+vB931dEeQ4jp5NVKvVTq0FapJWsNPY0sXNX0REREREROePoQ+dCSml3jQlpdThR71ex9bWFnZ3d/Wg5maziadPd/HlLy/gK1+5iVbdgd3twem2EWi1Ibre4E6Bu9ZH+Pnwb+GH7H+GzwtYhG670oRAcXoam4uL2F5eRuXOHVQHFTatVksfFggEEI1GcffuXVy7dg07OzvY2tpCoVCAlBK2bSObzWJubg6RSAQbGxtoNpuoVCool8vwPA/hcBiWZSEYDMK2bV3p0+12EQgEEAqFkE6nEYvFYJomKpUKgPNrgXreLV1ndZ9ERERERER0NAx96NT5vq+DD9M00ev1YJqmDoEeP36M3d1deJ6HUGgOX/7fYvjKHz1Aq27A9BoI9aqDCh0BoL9d6zXrQ/y14P+AH7D/FIYhABh7qnh6AIpzc8hfu4bCjRvYmJ9Hy3FgGAYcx0EymcT12VkUi0VsbW3BdV29aSuTyeDGjRtYXl7G8vIyPv74Y8zOzqLdbiMYDCIWiyESicB1XSSTSYRCIViWhWQyqef6BINBXc1TG2zx8n0ftm1jamoKy8vLAIB8Pn8hWqCOu6XrrO+TiIiILo5Jl3QQEdH5YehDp65arcIwDNi2rQONcDiMQCCA73znO9jZ2UHine/i/a/ewR+uL6PVDQLowB66DwlAQOJB4Ov465G/j7fNVQAShmHDEAK+aaK0tITdGzewvrCA6q1bkJEIotEout0uMpal5wkFg0EsLCxgbm4Otm0jlUrpFq1wOIyVlRWk02kYhgHDMPDKK6/s+QeN7/vI5/N7Bk0vLCwgHA7rli61kj2Xy+3ZQhYOh/XMHt/3Ua/X2QJFREREl86obasnOZuQiIhOBkMfOnWdTge+7yMcDutKn3A4rGf8tFoufvt//7dQqffDjlFr07/f+nP89dj/hLcDH0AC6Jo2qjdvovnqq6jfu4fGrVvoGAaKxSJc10UwGEQymdRbwp48eYJ4PI5Wq4VIJIJyuYx0Oo07d+6g2+2i0WggEokgk8nAsvb+WqiKFfVq1vb2NqrVqq4OGv76Zmdn93zuQS1ObIEiIiKiy2rUttWTnk1IRETPj6EPnTrVtuQ4DoQQsAcDkovF4qAyxseDO4/xTx//0DOf+4P2H+MXwv8jXo5+hvLNm/jw9k+g88Yb2JyehggE4DgOgsEgDMNAu9mEEEK3eQkhMDs7qwOZWq0GwzDQarX0rJ1ut4tgMIh4PH5g4DL8alatVkO9Xker1UIoFILjOLAsC5ZloVwuPxPgHPQPH7ZAERER0WW0fxbhec0mJCKigzH0oVM3vMnJ8zyUy2U9FNk0TViWhbs/uIZH79VQlzEIAD8S/RP85CtfQeB2F58t/gC+df1nYQ0CHsuyINAPYtT6dDU4WVXpBAIBCCFQq9Xg+74OZ4YrjarVqv7vYSXJw69mua6LZrOJcDiMaDSKRCKBYDCIarWKdrvNEmciIiK68oZnEZ73bEIiIhqPoQ8d6nmH9A23MakSYNVOFQqF+rNzEgn8S68+whPrFv7yz9YQvTeHze0fguf1N3UFg0EIITA1NaWDnVarBcdxdAuXmpFjWRaEEGi1WhBC6Pk5qtrIMAxEIhE4joNisThRSfLwq1dCCITDYcRiMcRiMczPz4+c88MSZyIiIrqqhl/U42xCIqKLi6EPHeikhvSpNqZOp4N2u41KpQLTNJHNZmEYBlzXxZ1fiyAWi8KyZlAoFDA7O6urghzHwezsLCKRCOLxuA5fVJgTDoeRyWSQy+WQSCRQrVZ18BMMBtFut3VQE4/H4bouDMNArVYDcHhJ8v5XsxzHQTwex/z8PJLJJPL5PEuciYiI6IXB2YRERJcDQx860EkN6et2u8jlcsjn82i327rNSs35SSQScBwHruuiWq3Ctm1IKRGLxfa0UantV+rc9v8jQ/3jQ0oJKSWA/myfUCiEaDT6TGXOpCXJh72axRJnIiIietFwNiER0cXH0IcOdBJD+rrdLh4/fqw3XrXbbdi2jWvXrsHzPDSbTTSbTVQqFT3kORwOY2pqCqZpwvd9TE9P64HL6hWkUf/IGP7HhxACnufpypxEIqErc466Lv2wV7NY4kxEREREREQXDUMfOtBJVLDkcjlUq1Xkcjl4ngfLsjA9PQ0pJRKJBAKBAHZ2dgAAnudhZmYGoVAI8Xj82KXCh4UwxylJPujVLJY4ExERERER0UXD0IcONGkFy0HDnhuNBjqdjh7K3O12YRiGbhXb2traEyrZto10Ov1c5cKThDAnXZLMEmciIiIiIiK6SBj60IEmCU8OG/YciUR0mON5HmzbRiAQ0EOZT6stiiEMERERERERvcgY+tChDgtPDhv2nMlksL29DQB7gqNMJsO2KCIiIiIiIqJTwtCHntthw54ty8L9+/eRy+XQaDQQiUSQyWRgWf2nHytyiIiIiIiIiE4eQx96bpMMe7YsC8vLy+d4lkREREREREQvFoY+9Ny4rpyIiIiIiIjo4mHoQ8+Nc3mIiIiIiIiILh6GPnQiOJeHiIiIiIiI6GJhKQYRERERERER0RXE0IeIiIiIiIiI6Api6ENEREREREREdAUx9HnBVSoV+L5/3qdBRERERERERCeMoc8LbmdnB+vr6wx+iIiIiIiIiK4Yhj4vuGKxiGaziWq1et6nQkREREREREQniKHPC87zPHS7XXQ6nfM+FSIiIiIiIiI6QQx9XnC2bcOyLAQCgfM+FSIiIiIiIiI6QdZ5n8CLTAhxE8CPAFgG4AFYB/CnUsqPzuocUqkUwuEw4vH4WT0kEREREREREZ0Bhj7PSQjxGwD+PQBPpJTXJ/ycDIDfAPBFAGLEx/8EwC9KKT84wVMdaWZmBouLizAMFn0RERERERERXSW80n8OQggL/eDmKJ9zA8CfAfjLGBH4DPwFAH8mhPiXn+8MD5dIJBj4EBEREREREV1BvNp/Pr8IIDvpwUIIE8CXACwN3vUEwM8BmAMQBfB9AH5v8LEwgN8RQiyf2NkSERERERER0QuDoc8xCCFuCyH+CwC/esRP/bcBvD24nQPwA1LK35VS5qWUDSnl1wD8qwD+58ExCQC/diInTUREREREREQvFM70mZAQ4m8B+DEArwGYP+bd/PtDt39ZSrm5/wAppRRC/DL64U8AwE8KIa5LKb93zMckIiIiIiIiohcQK30m9xPohz7HCnyEEG8BeHnwZgH9Nq+RBmHQlwdvGgB+6jiPSUREREREREQvLlb6TO7/RX+l+rA59IOgSfwLQ7f/UErpHXL8PwXwLw5u/yWwzYuIiIiIiIiIjoChz4SklH9n//uEED+MyUOfB0O3/3yC4x8P3b434WMQEREREREREQFg6HOWXh66/dkExz8Zun1dCGFIKf1JHkgIsXjIIcedSURERERERERElwRDn7OTGbq9McHxW0O3bfRXulcnfKy1SU+KiIiIiIiIiK4mDnI+O/Gh240Jjm/veztygudCRERERERERFccK33OTmDo9v5AZ5TuvrePEtAtHfLxeQCPjnB/RERERERERHTJMPQ5Oy6A0OD2JAFOcN/brUkfSEq5f8vYHkKISe+KiIiIiIiIiC4ptnedneGWrvAExw+HPhJA7WRPh4iIiIiIiIiuMoY+Z2d76PbsBMcPb9jalFJ6J3w+RERERERERHSFMfQ5O58M3b45wfHXhm5/54TPhYiIiIiIiIiuOIY+Z+e9odsPJjj+/tDtr57wuRARERERERHRFcfQ5+z8k6HbPyGEOOx7/2NDt//gFM6HiIiIiIiIiK4whj5n52sAvje4vQTgp8cdKIR4E8APD95cB/BHp3liRERERERERHT1MPQ5I1LKHoBfHXrXrwgh5vcfJ4SIA/jtoXf9mpTSP+3zIyIiIiIiIqKrhaHP2fpNAH8+uL0M4KtCiH9dCLEshMgKIX4WwDsA3hgc8w0Af+8czpOIiIiIiIiILjnrvE/gRSKl7A6CnT9Af4PXDQC/O+bwDQBflFK6Z3V+RERERERERHR1MPQ5Y1LKz4QQKwB+HcDPALD3HeID+BKAX5JSbp/SaZjqxubm5ik9BBERERERERFNYt+1uTnuuKMSUsqTui86IiHEHIC/iH6rVwDAGoAvSyk3TvlxHwJ4dJqPQURERERERETHsiKlXD2JO2KlzzkaVPJ86bzPg4iIiIiIiIiuHlb6vICEEA6A1wdv7gDonePp0OUxj88rxFYAbJ3juRAdBZ+7dFnxuUuXEZ+3dFnxuUvnzQQwM7j9wUnN92Wlzwto8OQ5kVIxenEIIYbf3JJSrp/XuRAdBZ+7dFnxuUuXEZ+3dFnxuUsXxJOTvkOubCciIiIiIiIiuoIY+hARERERERERXUEMfYiIiIiIiIiIriCGPkREREREREREVxBDHyIiIiIiIiKiK4ihDxERERERERHRFcTQh4iIiIiIiIjoChJSyvM+ByIiIiIiIiIiOmGs9CEiIiIiIiIiuoIY+hARERERERERXUEMfYiIiIiIiIiIriCGPkREREREREREVxBDHyIiIiIiIiKiK4ihDxERERERERHRFcTQh4iIiIiIiIjoCmLoQ0RERERERER0BTH0ISIiIiIiIiK6ghj6EBERERERERFdQdZ5nwARnT8hRAbADwPIAEgBKAN4CuArUsrNI9zPTQA/AmAZgAdgHcCfSik/OulzphebEMIG8KMA7gCYQ//5tg3gMYBHUkr/CPfF5y2dKyGECeDLAP4CAEgpxYSfx+cuXTp83tJZE0IYAP55ACsA0gBaALYA/H9Sym8e4X743KVLiaEP0QtMCPESgP8W/f+Bjaz8E0L8HoBfllJ+dsD9ZAD8BoAvAnjmYkUI8ScAflFK+cFJnDe9uIQQAsAvA/gP0Q8oR3kqhPi7AP47KaU84L74vKWL4m9jEPhMgs9dOitCiJ8B8A+O8CkfSilfG3NffN7SmRNC/BSAXwVwc8zH/xTAvyulfP+A++Bzly41ccC/h4noChNC/BiA3wcQmeDwPIAflVJ+Y8T93ADwFQBLh9xHE8BfkVL+n0c9VyJFCPEPAPzMhIf/NoCfHxX88HlLF4UQ4vsB/DGGXog7qNKHz106S0KI/xjA3znCp4wMffi8pfMghPhbAP7LCQ4tAfjnRlXs8LlLVwFn+hC9gIQQiwD+F3we+HwE4K+i397lALgO4G8CqAw+PgvgHwohgvvuxwTwJXz+P8InAH4O/XabKIDvA/B7g4+FAfyOEGL55L8iehEIIf4GPg98OgD+LoA30H+uzQL4cQD/bOhT/k0AvzDifvi8pQtBCBED8DuYsPKaz106B7cH/60D+K8n+PNb+++Az1s6D4MKn+HA5+8DeID+c2zm/2/vzsMkK8pEjb+fTTcCAgKyCQoIjgugKAiCIDDKjA6yiFcdcGOYcbuuCJer47ihc73jNrihjgvORUdkXEAFEUUFBG3cQBBlaXYQFGSRxWbp7/4RJ62o7KzMrKrszKqs9/c8+XREnDiRUXXi6ar8KhbK773XNNfWAz7doQ3HrsaCM32kBSgiPgm8ssleAOyRmX/qUG974FzKDzaA12fmR6vrrwQ+2WRvAHZq3wOoWY7zBeCQpuikzHzuoL4WLQwRsQZwLbAB8ADwrMz83hR1PwP8Y5O9MDOf0Hbdcas5ISI+D7yM8hfiNVvlU830cexq2CLiLGAPYGlmPnWGbThuNVTN7wyXAps3RW/IzI90qPdI4FfAuk3R7pl5TnXdsaux4EwfaYFp/mpRL495XaeAD0CzNvmYqugf2qocXqWP7LTpc7O05kjKzAyA/SNiy2l2W3omJeAD8M2pAj6N/00JDAFs38ymqDluNXIR8XxKwAfKWOuHY1fD1prpc/ks2nDcathezETA56ROAR+AzLwG+ERV9Oy2Ko5djQWDPtLC8zjKNFYopx39qEf9b1fpHSJidYCI2AF4TFN+M2X6a0fND8kfNtkHAQdMr8sSO1XpU7tVzMxbKPtQtWzYSjhuNRc0S2w/1WRPy8xPdKvf3OPY1VBFxJrApk32shm24bjVKBxapd/Zo+6Xga82r78EdRy7GicGfaSFpz694JJupxs1bq7SwcSJSftU5Wdk5n092vl+ld67R12p3SZVeqW/tNWao1nXq4ruqNKOW41UMz6Pp4zRPzKxFLEXx66GbZsqPaOgD45bDVlErA+0liJempkXdKufmedn5v9oXh+vLjl2NTY8sl1aeB4Aft2kz++j/hZt+duaf3esypb20c4vq/Tj+6gv1Q6nLNuCsqFoN88BWpuOX5aZdeDScatROwrYq0m/KjNv6PM+x66GrQ76zHR5l+NWw7YLExMbes1m78axq7Fh0EdaYDLzFOCUadxS/xX6N5l5T5N+TFV+ZR/tXF2lt4yIB2Xmimn0QwtYZt5N2ey2q4h4OpNP4Pi3tiqOW41MROwIHN1kv5iZ/z2N2x27GrY66PP7iDgK2A94LGXj21uBi4CTgc80/0+3c9xq2Lav0pcARMR2wKsp+wNuBiRlrH0X+FhmLuvQjmNXY8Ogj6QpRcRhwAuroi9U6YdX6ev7aO7GKr2YciLYHVPUlfoSEUdTxtIGwJOB7ZpLCbw3Mz/bdovjViPR7I/yRco4uhZ4zTSbcOxq2LZu/n2AMmNis7brGwF/3bzeEhEvyszvt9Vx3GrY6hnqN0fEmynB9sVt9bZtXq9tfpd4T9uWB45djQ2DPpJWEhGrAe8A3loVLwM+XOXXqdJ39dHsn9vya+EPQ83eYaz8QQTgBOADHcodtxqVYyh/OU7g0My8fZr3O3Y1bK2ZPoso/8/eT9ms9nLKHn87UJbSQNl37fSIOCgzv1G14bjVsNV7AL4MeHqTvhE4g7KX2kaUZbYbUz4PH03Zs7I+rcuxq7Fh0EfSJBGxK+X4yidWxTcB+2dm/UNvSZVu/0HXyf1teTeS16p0MPCciDggM39QlTtuNXQRcSDw8ib74Q6zIfrh2NWw1cu7TgFe0b4HVbNk8XjKyaCLgP+KiMdm5nVNFcethm2tKv10SqD9bcD7M7N1rDoRsQT4v0wEet4YEV/PzLOavGNXY8PBKAmAiNgkIv4TOIfJAZ9zgZ0z8+K2W5ZX6X7+L3lwW/6ejrWkacjMzSkfNFqndbyb8lc8gLWBUyLiCdUtjlsNVURsCnymyV4MvGWGTTl2NTTNKXPnU4I9HwEO6LTpeGb+HNiTsmQRygfuf66qOG41bEva8m/PzH+tAz4AmXlvZr6JyaduHVGlHbsaGwZ9pAUuIhZFxOGUze5eSpmyDWVK6uHAHpl5TYdb61k/a/bxVvUPwwT+NIPuSivJzBWZeWtmLs3Mt1M2cbyiubwG8K6quuNWQxMRAfwnZc+p+4CXZGY/fzHuxLGroWn+Xz0gM5+TmW/IzAe61P0D8J6q6LlV2nGrYauDLXfQeal3rT7wYe8m4AmOXY0Rl3dJC1hEbEXZ+2TnqngF8P+At2TmjR1vLG4CHtakN+rj7eo11r/LzPum01epX5l5Q0S8FfhSU/Q3EbGo+dDiuNUwbQ/s06SvBA6JiEN63RQR9YeUkzPzbBy7mttOq9KbRMQ6mXkHjlsNX72Pzk/6CLT/ELiXMkNobcrM4Ztx7GqMGPSRFqhmHf5pTPxAg7KU63WZ+Ys+mriMcuoBwKP6qF+fpnB5X52UgIhYm7J8AOD25gNwL2dU6TWBDSmbODpuNUz1jOq/YvLSgW7qetcBZ+PY1dz2u7Z8axNbx62G7Q9TpDvKzHsj4mYmTutahxL0cexqbLi8S1qAImJz4FQmAj7LKccH795nwAfKWv+WHfuo/6QqfW6f7yFBCdh8s3l9qUfdltva8q21/I5bzVeOXc1lD63SCdzSpB23GrYLqvTafd7zkCrd2hfQsauxYdBHWpiOYWKq6m3Anpl5bGbmNNo4vUo/u1oDPZVnVunvTeN9pBso+6EAbBYRG/RxT/0Xt7uAW5u041ZDk5nnZ2b08wKuru6rrx3TFDt2NTQRsTQi/ty89urjlt2r9EXVprmOWw3bz6r0Ts3ealOKiG2YOJ792sxs/dHIsauxYdBHWmCafXwOqor+PjOXzqCp84CrmvQjgOd1ec8nAns12euAH0xVV2rXrMc/ryo6sI/bXlalf1AFNB23mq8cuxqm3wKrN68px1rljVX65CrtuNVQZeYFwG+a7MPp/TvDP1bpb1Vpx67GhkEfaeE5gIkTur6Zmd+ZSSPNprgfqoo+EBGbtNeLiHUoG0O3fDgzV8zkPbWgfa5KvzsiHjFVxYjYFziqKvp4K+G41Xzl2NWQfblKvyIi9pyqYkQcBTy9yd6N/+dq9D5WpT8eER335ImInZgIWN5PNVYduxonMb3VHJLmu4g4AXhhkz2DyWuWe8rMI6u2VgN+BOzSFF0J/EtT9gDll8CjgW2a6xcBO2Xm8pn2XwtTRCym/NVth6boFsoxq6dRln8tBh4PvJgyy6f1R40TM/OFbW05bjXnRMRVNMsSm+Veneo4djUUzZKY7zMxe+E+SjDny8AyYBFlk9tXAC+obn1dZtYfuB23GrpmKdYZTIzfW4D3Umby/J6yxcEBwFuZWNr1jsw8uq0dx67GgkEfaYGJiJ8CO830/vYPI81yse/R+2SD6yl7By2b6XtrYYuIR1N+iZtylk+bU4DnZ+Y9Hdpy3GpO6Sfo09Rz7GooImJDSmD9yX3e8v7MPKrTBcethi0i1ge+ATytj+qfA17eaYaOY1fjwOVd0sKz7iAby8wrgacAX2Ris93aCuBEYEd/EGo2MvMy4KnAcZRp2FO5jPLX5/06BXyathy3mpccuxqWzPwDsBvwNrofff0r4MCpAj5NW45bDVVm/hF4BmU2z+1TVLse+Cfgn6ZakuXY1Thwpo+kgYmIjYE9gEcCS4BrgR9m5vUj7ZjGTkSsTTktZitgPeAeyoeS8zLzkmm25bjVvOTY1bBExBJK0H17yvHsf6Isk/lxZl7d7d4ObTluNVQRsTqwN/BXwFrAzZTtDX42nZNrHbuarwz6SJIkSZIkjSGXd0mSJEmSJI0hgz6SJEmSJEljyKCPJEmSJEnSGDLoI0mSJEmSNIYM+kiSJEmSJI0hgz6SJEmSJEljyKCPJEmSJEnSGDLoI0mSJEmSNIYM+kiSJEmSJI0hgz6SJEmSJEljyKCPJEmSJEnSGDLoI0mSJEmSNIYM+kiSJEmSJI0hgz6SJEmSJEljyKCPJEmSJEnSGDLoI0mSNIdFxNYR8eeIyIg4bNT9GaaI+HzzdWdEXDXE9/1q857fHdZ7SpK0Khj0kSRJmts+DKwOXAMcP+K+LBTvbv59ZkQ8b6Q9kSRpFgz6SJIkzVERsS+wb5N9X2beN8r+LBSZeT7wzSb7wYhYY5T9kSRppgz6SJIkzUERsRrwgSZ7M/C5EXZnIfq35t8tgDePsiOSJM2UQR9JkqS56eXAY5v0sZl5zyg7s9Bk5jnAOU32qIjYYpT9kSRpJgz6SJIkzTERsSbwjia7HPj4CLuzkP178++DgfeNsiOSJM2EQR9JkqS55zXAxk36K5n5+1F2ZgE7GbiuSb8gIp40ys5IkjRdBn0kSZLmkIhYHTiyKvrUqPqy0GXm/cDnq6KjRtQVSZJmZLVRd0CSJI2/iFgL2Bl4HPBQ4H7gNuAS4BeZ+acZtrsE2AvYpmn3ZuDnmfnzAfQ5gJ0o++psCiRwJXB2Zt402/a7OBjYqElfBfxoJo00/d8VeDKwLuX7fT7w48xc0aF+63v5KMr38vfArzNz6Qzf/9GU79/DKcuj7gRuAC7MzN/OpM1pvPcgn90XgH9p0gdFxAaZecvAOitJ0ipk0EeSJK0yEbEN8HbgecCaU1S7NyK+A7w3M3/cZ7urA28B3kAJULRfvwx4c2Z+LSIOBY5rLl2dmVv2aHsJ8CbKEqvNO1RZERGnAW/LzF/0099pOrRKfz0zc6qKEbEX8IOqaNfM/ElEHAB8ENi6w23LIuIVmfn9po3VgH+mfC/X7/Aey4BXZeb3enU8IhYBhzVtbdul3pXAZ4CPZOadvdrt16p4dpl5SfM92BpYQgnKfWxAXZYkaZVyeZckSVolIuKlwK+BlzB1wAfKB+n9gHMi4p19tLsJ8FPKRscrBXwajwa+2k97bW0/CrgAeC+dgwZQfn/6O2BpRLwzIgb2+1REbAjsURX1DLR0aONtwEl0DvjQlJ8aEXtGxNrA2cC76BDwqep/JyIO6vG+GwBnAv9Bl4BPYyvgX4FfNDOCZm0VP7vTq3TX74MkSXNJdPnjkSRJ0oxExG6UZUlRFf8JWEpZNrQYeARl6dGSttsPzswTpmh3vaaN9kDBBcAVTfqJlCVKLecCuzXpKWf6NLOSzqQsR2pZDvyEsixpfeAJlOVCtY9m5us7tTldbbOSVgDrdpsJ02Gmz5eBFzbp+ylf+/WUPj+N8n1vuYKy5OkZTf4B4DzgamATYBdgjar+LcCjM/PWKfpyGvC3bcUXU5bw3Q2sB2xPee61C4EdM/O+Dm1+kLLBwQAADDxJREFUHnhZkx3Zs4uIF1C+t1C+Txu7xEuSNB8400eSJK0KRzM54HM0sFFm7pOZL8rMF2TmrpQTqj7Ydm+3zXKPZXLA50xg+8zcITMPal5bU4IP1zR1dmtvpF1ELAZOYHLQ4KPAJpm5V2YekpnPoswgeS5Q7wvzumZW0yDUfV02g6VPrYDPScBWmbln0/e9ge2YOIkKSmCsFfD5DiWgs1tmHtzU3xr4dlV/g6r9SSJidyYHfH5LCeRs2zyTF2fmvpn5SGBPYFlVd3vg2dP8Ouv3HsazO79KLwKePtP+SpI0TAZ9JEnSQEXEOpQP9i2fzsx3ZOaf2+tm5m2ZeSRwYlX8pIh4cId2dwP+vio6G3hWZl7Uod3TKTNbbuiz20cAO1b5N2Xm6zPztrZ2V2TmScDuwB3VpXc1wYfZ2qVKXzjDNr4AHJSZdYCHzLyUsndPu+8C+2bmlW31fwe8FKhn4NTPtbZflb4X+Lup9szJzLOA/duKewbmuhjGs7ucshF1y86z6K8kSUNj0EeSJA3alkw+LOLYPu45qS2/YYc6r63SK4DXdAoktTRBj36W7ixuq3dqZv57t3sy83LgnVXRlsxitkrTjwdRTptquWKqul3cRfm+TLV+/6wOZYdn5gOdKmfmzcBvqqJtpmi3nn317fYAUod2LwYurYo6Pe+ehvXsmtPOrqqKdpyiqiRJc4pBH0mSNGh3A59qXp+gvxkr97TlF9WZ5lSoenbI6ZnZT7tfp+xp081+TN7r5X19tAvweaAOOv11n/dN5eFM3t/odzNo46TMvKPL9Rvb8ldk5q97tFnv4bPuFHXOYuKZf65Hey31M180Za3uhvns6nG0VZ/vI0nSSHlkuyRJGqhmJsWrpnnbvj2ubw+sVeVPn6piW19WRMSZwCFdqu1Vpe8Bzumz7Vsj4kLgKU3RbJYoATyyLd8eoOnHT7tdzMzlEfVWS/QK+LTruAwqM4+ZTiMRsRXwuGm+dyd7VelV/ezqpYKPiIjoMqNKkqQ5waCPJEkaqoh4KGVJTeu1D+UY7W7ajwBfaR+fLnoFNp5apf8IbN4WGOnmGiYCB4/qVrEP67Xl75pBG9dOs/7t06zf9zfmLzdErEbZRHnL5rUt8CJWPrVtJob57Oo9fVanBCGnu9G2JElDZdBHkiStMhHxMOB5lM1zt6Msi5lqiVA367flp7P06bYe1zdrS3fdj6aL9Wc5+2ONtvyU+xV10W1pVycd9/KZqSgRl6dRll09mbLXz+bMfPlWL8N8du1LEA36SJLmPIM+kiRp4CJiCWWz3DeycjCj3b2U2ThP6lJnnbb83dPozooe19tn2MxUAA9m5eBAv9pPLLt3Bm3cP8P3nrWIeAplD6d+Njn+DSUYtPYs33aYz255W34Qp7VJkrRKGfSRJEkD1Ry3fhqdj/e+g3L89TLKB/9fAmcCBwDHdWm2/QP3dJYGbdzj+iAPtljMzIM+7TN7Vp9lX4YmIvYHvsLKgZCknHp1BXAZ8CvgvMz8eURcxeyDPsN8du1jbqbPWZKkoTHoI0mSBu09TA743AgcQzlJ67JOS2j62IelfYlW+3Kvbjbvcf1WYJMm/ZPM3HUabQ/SrW35XjOk5oSI2AT4LyYHfE4GPgmc2+M0sdka5rNrn4k1ndlmkiSNhEEfSZI0MBGxBvA/q6LrgadkZq89eHotlbmhLb8dcG6f3frbHtd/z0TgYDrBpEFrD2w9ZCS9mL5XMflktXdk5tF93DeI5VHDfHb117g8M53pI0ma8wY5JVaSJGlnJs9Q+VAfAR+AR/S43n4U+bP76UxE7NJH2z+r0ltHxFpT1ly5/e0iYvfmtV2/903hurb8w2fZ3rDUs7r+CLy31w0RsZiJYM1sDPPZ1f29pu8eSpI0QgZ9JEnSIG3alu91XHrLvt0uZuYfgIvr+hHx2G73NCdJfaiP9z6rSi+i9/HxrfbXAs4Bzm5er+nnvqlk5k3AH6qiXsvS5or6mV+amff1cc+zGczvocN8dnXQ56o++ydJ0kgZ9JEkSYPUvuFyr02UiYgXUY737uUTVXox8KWI6Hh6U0QsAj4O7NZHu19l8tKqoyKin9+R3s7kU8VO6OOeXi6s0lsPoL1hqJ95P897LaCf5V/9GOaz26pK9xvMlCRppAz6SJKkQWr/MPz65jSvlUTxcuCznS53KDsOuLTK7wD8MiL+ISI2jYglEbFlRBxM2e/n1U299lOxJsnMO4GPVUU7Ae/rdk9EvAL4X1XR2Zl5Zrd7+vSLKr3DANobhvqZbxURz5+qYkRsAZwCPLH90kzeeFjPLiI2BTaoin4yza5KkjQSBn0kSdLAZOalTN5nZUdgaUQcEBEbRsTaEbFtRLyBEuD4D8rR5Je3NbV3RKwREetWbd8FPJeyb0zLFsDnKBs9LweupJwktXNz/RImzxCaynsox8e3HBERP4iIAyNio4hY3PR/34j4FvApJgIV91A2Mx6E71TpTSNiowG1uyp9sS3/hYj4QEQ8LiIeHBGbR8Q+EfFZSoBoT+B+Ji+R2iki1pnh1zuMZ/eEtvyPZ9BPSZKGzqCPJEkatDcA9b4uTwBOopy0dAdwEeUI99ZMlqWUZVj1PZ+lHIn93LrhzLwYeAqTZ8RM5ULKXkH18qMHOlXMzOXNe9UzifaiHDN/E3Bv0/9vMXn/ofuAg5t+DcJZwJ1tfZjTMvMU4NSqaAlwBGUPpnuAa4HTgcMoJ2A9ALwUOL665/HA7cB5M3j/YTy7vav0+ZnpRs6SpHnBoI8kSRqozDwXOIQStOnmfuD/AHs2GzWf1Gf7V1ACP4dQggl1UOc+yqyPI4BdMnMZ8NDq+pTHbGfm1cDTKMGBflwJPDMzT+6zfk+ZeS+TZ/v0Om5+rjgYOKOPehcBT83MLwEnAiu6Vc7MQzMzmteWXeqt6mf3jCr91T7vkSRp5CIzR90HSZI0hiJiG+DNwP7Ahk1xAsso+7oc2ywHa9XfmLKh7l5N0V3ACzKznkXS6X2Cif1Wbsm2X24i4uvAgU32R5m5Rx99fyZlZsqzgHqz6Fso+7n8N/ClJkgzUBGxH/CNJnsjsFlmdg2OzAXN5tkvA15J2Vun9cfFOynLoY4HTqhP92r2dHo/0FrG98PMrGfVzKQfA312EbElcAVlSdgKYOvMvGo2fZQkaVgM+kiSpFWuOWVrTeDWzOw6A6iqe1Nm3j+A9/4N0Dre/fjMfOk0738IJShxZ2bePtv+9PF+iyj73bSObP+bzPzuqn7fQYqIJcDDKDOvbm4PxLXVXUw59euuzLx1wP2Y9bOLiLdS9g0CODkzD+xWX5KkucSgjyRJmhci4tXAZk32hsw8to97NqPsKdPauPfwzDxmFXVxYCLiCOADTfbEzHzhKPuzUDXHv19B2TAcypLBae87JEnSqBj0kSRJ80JEfI2JjZ3vAzbuNTMkIj5JWW7Usu0AN11eZSJiLeAyYFPK17pFZv5utL1aeCJif6C178+pmblvt/qSJM01buQsSZLmi+9V6cXAMc1+Ph01M4NeXhWdMx8CPvCX4+nf0mQXA68dYXcWsjc1/65g4nlIkjRvONNHkiTNCxHxUMrsl4dVxecCnwbOp2z8/DDK8d8vAfas6j0APC0zlw6nt7PXBLTOAXYFbgUemZl3dr9LgxIROwI/a7LHZeZho+yPJEkzYdBHkiTNGxHxHOBrlNkv/Urg1Zn5qVXTq1UnIp5ECTw8CDgyMz844i4tGBFxIvB8yuljj8nMG0bcJUmSps3lXZIkad7IzG8B+wCX9qrbuB7Yfz4GfAAy85fAJ5rskRGxxij7s1BExGOA5zXZdxvwkSTNV870kSRJ805ErAbsBxwE7EQ51Wst4G7gOspyr28BX8nM5aPq5yA0y9ouATZinpw+Nt9FxHHAoZTg4vaZee9oeyRJ0swY9JEkSZIkSRpDLu+SJEmSJEkaQwZ9JEmSJEmSxpBBH0mSJEmSpDFk0EeSJEmSJGkMGfSRJEmSJEkaQwZ9JEmSJEmSxpBBH0mSJEmSpDFk0EeSJEmSJGkMGfSRJEmSJEkaQwZ9JEmSJEmSxpBBH0mSJEmSpDFk0EeSJEmSJGkMGfSRJEmSJEkaQwZ9JEmSJEmSxpBBH0mSJEmSpDFk0EeSJEmSJGkMGfSRJEmSJEkaQwZ9JEmSJEmSxpBBH0mSJEmSpDH0/wEAC+22bXxXVgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 392,
"width": 574
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# scatter plot and jiggle the ages by 0.5 to make it less dumb\n",
"df = dfc\n",
"\n",
"fig, ax = plt.subplots()\n",
"bins = np.linspace(14,50,(50-14+1)//1)\n",
"\n",
"xr = 1.0*(np.random.random(len(df))-0.5)\n",
"yr = 1.0*(np.random.random(len(df))-0.5)\n",
"ax.scatter(df[\"ageM\"]+xr, df[\"ageF\"]+yr, s=1.5, alpha=0.3, color=\"gray\")\n",
"\n",
"ax.set_xlabel(\"age (male)\")\n",
"ax.set_ylabel(\"age (female)\")\n",
"\n",
"ax.plot(bins,bins/2.+7, color=\"r\", label=r\"female age = $\\mathregular{\\frac{male\\ age}{2}}$ + 7\", alpha=0.85)\n",
"ax.plot(bins,bins, color=\"b\", label=\"equal ages\", alpha=0.85)\n",
"\n",
"ax.legend(framealpha=0.9)\n",
"\n",
"ax.set_title(f\"Age distribution of {len(df)} r/relationships posts\")\n",
"# bins"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 392,
"width": 549
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 392,
"width": 552
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = dfc\n",
"\n",
"for logz in [True,False]:\n",
"\n",
" fig, ax = plt.subplots()\n",
" bins = np.linspace(14,50,(50-14+1)//1)\n",
" h = Hist2D(df[[\"ageM\",\"ageF\"]].values, bins=bins)\n",
" h.plot(ax=ax, cmap=\"viridis\",logz=logz)\n",
" ax.set_xlabel(\"age (male)\")\n",
" ax.set_ylabel(\"age (female)\")\n",
"\n",
" ax.plot(bins,bins/2.+7, color=\"r\", label=r\"female age = $\\mathregular{\\frac{male\\ age}{2}}$ + 7\", alpha=0.85)\n",
" ax.plot(bins,bins, color=\"b\", label=\"equal ages\", alpha=0.85)\n",
"\n",
" ax.legend(framealpha=0.9)\n",
"\n",
" ax.set_title(f\"Age distribution of {len(df)} r/relationships posts\")\n",
" # bins"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"dfc.to_json(\"dfc.jsonl.gz\", lines=True, orient=\"records\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"dfc = pd.read_json(\"dfc.jsonl.gz\",lines=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def has_word(word):\n",
" patt = rf\"\\b{word}\\b\"\n",
" return dfc[\"selftext\"].str.contains(patt,regex=True, case=False)\n",
"\n",
"# has_word(\"instagram\").sum()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/namin/Library/Python/3.7/lib/python/site-packages/pandas/core/strings.py:1954: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
" return func(self, *args, **kwargs)\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Age (OP)')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 372,
"width": 597
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_one(ax, words):\n",
" bins = np.concatenate([\n",
" np.arange(15,40),\n",
" np.arange(40,50,5),\n",
" np.arange(50,61,10),\n",
" ])\n",
" colors = [f\"C{i}\" for i in range(9)]\n",
" for color,word in zip(colors,words):\n",
" hden = Hist1D(dfc[\"age1\"], bins=bins)\n",
" hnum = Hist1D(dfc[has_word(word)][\"age1\"], bins=bins)\n",
" # print(dfc[has_word(word)][\"gender1\"].value_counts())\n",
" h = hnum.divide(hden,binomial=True)\n",
" word = word.replace(\".?\",\"\")\n",
" if \"|\" in word:\n",
" word=\" OR \".join(word.strip().replace(\"(\",\"\").replace(\")\",\"\").split(\"|\"))\n",
" h.plot(ax=ax,alpha=1.0,histtype=\"step\",color=color)\n",
" h.plot(ax=ax, show_errors=True, markersize=2, label=word, color=color)\n",
" ax.legend()\n",
" ax.grid(alpha=0.2)\n",
" ax.set_ylim(bottom=0)\n",
" \n",
"# words = [\"facebook\",\"snapchat\",\"instagram\"]\n",
"# words = [\"finances\",\"retirement\"]\n",
"# words = [\"tl.?dr\"]\n",
"# words = [\"marriage\",\"divorce\",\"pregnant\"]\n",
"# words = [\"infidelity\",\"affair\",\"(cheated|cheating)\",\"sex\"]\n",
"words = [\"high.?school\",\"(college|university)\"]\n",
"\n",
"fig, ax = plt.subplots()\n",
"plot_one(ax, words)\n",
"ax.set_ylabel(\"Frac. of posts\")\n",
"ax.set_xlabel(\"Age (OP)\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x800 with 6 Axes>"
]
},
"metadata": {
"image/png": {
"height": 790,
"width": 989
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(3,2, figsize=(10,8))\n",
"vwords = [\n",
" [\"tl.?dr\"],\n",
" [\"facebook\",\"snapchat\",\"instagram\"],\n",
" [\"finances\",\"retirement\"],\n",
" [\"marriage\",\"divorce\"],\n",
" [\"sex\",\"(pregnant|pregnancy)\"],\n",
" [\"high.?school\",\"(college|university)\"],\n",
"]\n",
"for ax,words in zip(axs.flat,vwords):\n",
" plot_one(ax,words)\n",
"for ax in axs[:,0]:\n",
" ax.set_ylabel(\"Frac. of posts\")\n",
"for ax in axs[-1]:\n",
" ax.set_xlabel(\"Age (OP)\")\n",
"fig.set_tight_layout(True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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