Skip to content

Instantly share code, notes, and snippets.

@mamacneil
Created June 8, 2022 17:25
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save mamacneil/69680dd42be3c4174ae6f9759d7b6919 to your computer and use it in GitHub Desktop.
Save mamacneil/69680dd42be3c4174ae6f9759d7b6919 to your computer and use it in GitHub Desktop.
Multivariate mackerel motivations
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Multinomial model for why people fish mackerel in NS\n",
"\n",
"Model includes a check all that apply response for motivations, leading to a multinomial data likelihood.\n",
"\n",
"All implemented in PyMC (v4)"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {},
"outputs": [],
"source": [
"# Import modules.\n",
"import arviz as az\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pymc as pm\n",
"import scipy as sp\n",
"import scipy.stats\n",
"import aesara as ae\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import os\n",
"\n",
"# Set figure style.\n",
"az.style.use(\"arviz-darkgrid\")\n",
"\n",
"# Helper functions\n",
"def indexall(L):\n",
" poo = []\n",
" for p in L:\n",
" if not p in poo:\n",
" poo.append(p)\n",
" Ix = np.array([poo.index(p) for p in L])\n",
" return poo,Ix\n",
"\n",
"# Helper functions\n",
"def indexall_B(L,B):\n",
" poo = []\n",
" for p in L:\n",
" if not p in poo:\n",
" poo.append(p)\n",
" Ix = np.array([poo.index(p) for p in L])\n",
" a, b = poo.index(B), 0\n",
" poo[b], poo[a] = poo[a], poo[b]\n",
" \n",
" Ix[Ix==b] = -1\n",
" Ix[Ix==a] = 0\n",
" Ix[Ix==-1] = a\n",
" return poo,Ix\n",
"\n",
"def subindexall(short,long):\n",
" poo = []\n",
" out = []\n",
" for s,l in zip(short,long):\n",
" if not l in poo:\n",
" poo.append(l)\n",
" out.append(s)\n",
" return indexall(out)\n",
"\n",
"match = lambda a, b: np.array([ b.index(x) if x in b else None for x in a ])\n",
"grep = lambda s, l: np.array([i for i in l if s in i])\n",
"\n",
"# Function to standardize covariates\n",
"def stdize(x):\n",
" return (x-np.mean(x))/(2*np.std(x))\n",
"\n",
"# Coefficient of variation\n",
"cv = lambda x: np.var(x) / np.mean(x)\n",
"\n",
"def plot_ppc_loopit(idata, title):\n",
" fig = plt.figure(figsize=(12,9))\n",
" ax_ppc = fig.add_subplot(211)\n",
" ax1 = fig.add_subplot(223); ax2 = fig.add_subplot(224)\n",
" az.plot_ppc(idata, ax=ax_ppc);\n",
" for ax, ecdf in zip([ax1, ax2], (False, True)):\n",
" az.plot_loo_pit(idata, y=\"Yi\", ecdf=ecdf, ax=ax);\n",
" ax_ppc.set_title(title)\n",
" ax_ppc.set_xlabel(\"\")\n",
" return np.array([ax_ppc, ax1, ax2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import mackerel data"
]
},
{
"cell_type": "code",
"execution_count": 404,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>RespondentId</th>\n",
" <th>StartDate</th>\n",
" <th>CompletedDate</th>\n",
" <th>LanguageCode</th>\n",
" <th>Q1_FirstIntro</th>\n",
" <th>Q1Other(pleaseexplain)Other</th>\n",
" <th>Q2_Yrs</th>\n",
" <th>Q3_Target</th>\n",
" <th>Q4_BycatchSpp</th>\n",
" <th>Q5_FishLoc_HalifaxRegionalMunicipali</th>\n",
" <th>...</th>\n",
" <th>Q34Other(pleasespecify)Other</th>\n",
" <th>Q35_Income</th>\n",
" <th>Q36_Employ</th>\n",
" <th>Q36Other(pleaseexplain)Other</th>\n",
" <th>Q37_EmplSector</th>\n",
" <th>Q37Other(pleaseexplain)Other</th>\n",
" <th>Q38_OpenShareID</th>\n",
" <th>Q39_OpenShare_Other</th>\n",
" <th>Codes_ManComments</th>\n",
" <th>Codes_AntiComm</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>8855042</td>\n",
" <td>2021.06.14 12:18:10</td>\n",
" <td>2021.06.14 12:20:35</td>\n",
" <td>en</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>8855082</td>\n",
" <td>2021.06.14 12:36:47</td>\n",
" <td>2021.06.14 12:42:12</td>\n",
" <td>en</td>\n",
" <td>I started fishing at a young age somewhere oth...</td>\n",
" <td>NaN</td>\n",
" <td>1_3 years</td>\n",
" <td>I aim to catch Atlantic mackerel, but sometime...</td>\n",
" <td>Flounder, Cod</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>$25 000 _ $50 000</td>\n",
" <td>Studying full_time</td>\n",
" <td>NaN</td>\n",
" <td>Science and pharmaceuticals</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>8855185</td>\n",
" <td>2021.06.14 13:31:54</td>\n",
" <td>NaN</td>\n",
" <td>en</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>8855192</td>\n",
" <td>2021.06.14 13:39:04</td>\n",
" <td>2021.06.14 13:44:37</td>\n",
" <td>en</td>\n",
" <td>I started fishing at a young age somewhere oth...</td>\n",
" <td>NaN</td>\n",
" <td>7_10 years</td>\n",
" <td>I catch any fish I can get</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>$0 _ $25 000</td>\n",
" <td>Working seasonally</td>\n",
" <td>NaN</td>\n",
" <td>Leisure, sports, and tourism</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>8855225</td>\n",
" <td>2021.06.14 13:57:25</td>\n",
" <td>NaN</td>\n",
" <td>en</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 152 columns</p>\n",
"</div>"
],
"text/plain": [
" RespondentId StartDate CompletedDate LanguageCode \\\n",
"0 8855042 2021.06.14 12:18:10 2021.06.14 12:20:35 en \n",
"1 8855082 2021.06.14 12:36:47 2021.06.14 12:42:12 en \n",
"2 8855185 2021.06.14 13:31:54 NaN en \n",
"3 8855192 2021.06.14 13:39:04 2021.06.14 13:44:37 en \n",
"4 8855225 2021.06.14 13:57:25 NaN en \n",
"\n",
" Q1_FirstIntro \\\n",
"0 NaN \n",
"1 I started fishing at a young age somewhere oth... \n",
"2 NaN \n",
"3 I started fishing at a young age somewhere oth... \n",
"4 NaN \n",
"\n",
" Q1Other(pleaseexplain)Other Q2_Yrs \\\n",
"0 NaN NaN \n",
"1 NaN 1_3 years \n",
"2 NaN NaN \n",
"3 NaN 7_10 years \n",
"4 NaN NaN \n",
"\n",
" Q3_Target Q4_BycatchSpp \\\n",
"0 NaN NaN \n",
"1 I aim to catch Atlantic mackerel, but sometime... Flounder, Cod \n",
"2 NaN NaN \n",
"3 I catch any fish I can get NaN \n",
"4 NaN NaN \n",
"\n",
" Q5_FishLoc_HalifaxRegionalMunicipali ... Q34Other(pleasespecify)Other \\\n",
"0 NaN ... NaN \n",
"1 1.0 ... NaN \n",
"2 NaN ... NaN \n",
"3 1.0 ... NaN \n",
"4 NaN ... NaN \n",
"\n",
" Q35_Income Q36_Employ Q36Other(pleaseexplain)Other \\\n",
"0 NaN NaN NaN \n",
"1 $25 000 _ $50 000 Studying full_time NaN \n",
"2 NaN NaN NaN \n",
"3 $0 _ $25 000 Working seasonally NaN \n",
"4 NaN NaN NaN \n",
"\n",
" Q37_EmplSector Q37Other(pleaseexplain)Other \\\n",
"0 NaN NaN \n",
"1 Science and pharmaceuticals NaN \n",
"2 NaN NaN \n",
"3 Leisure, sports, and tourism NaN \n",
"4 NaN NaN \n",
"\n",
" Q38_OpenShareID Q39_OpenShare_Other Codes_ManComments Codes_AntiComm \n",
"0 NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN \n",
"\n",
"[5 rows x 152 columns]"
]
},
"execution_count": 404,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kdata = pd.read_csv('mackerel_data.csv')\n",
"kdata.head()"
]
},
{
"cell_type": "code",
"execution_count": 405,
"metadata": {},
"outputs": [],
"source": [
"# Drop major NAs\n",
"kdata = kdata[kdata['Q3_Target'].notna()]\n",
"kdata = kdata[kdata['Q1_FirstIntro'].notna()]\n",
"kdata = kdata[kdata['Q2_Yrs'].notna()]"
]
},
{
"cell_type": "code",
"execution_count": 406,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['RespondentId', 'StartDate', 'CompletedDate', 'LanguageCode',\n",
" 'Q1_FirstIntro', 'Q1Other(pleaseexplain)Other', 'Q2_Yrs', 'Q3_Target',\n",
" 'Q4_BycatchSpp', 'Q5_FishLoc_HalifaxRegionalMunicipali',\n",
" 'Q5_FishLoc_HalifaxCounty.outsideofHR', 'Q5_FishLoc_LunenburgCounty',\n",
" 'Q5_FishLoc_QueensCounty', 'Q5_FishLoc_ShelburneCounty',\n",
" 'Q5_FishLoc_YarmouthCounty', 'Q5_FishLoc_DigbyCounty',\n",
" 'Q5_FishLoc_AnnapolisCounty', 'Q5_FishLoc_KingsCounty',\n",
" 'Q5_FishLoc_HantsCounty', 'Q5_FishLoc_ColchesterCounty',\n",
" 'Q5_FishLoc_CumberlandCounty', 'Q5_FishLoc_PictouCounty',\n",
" 'Q5_FishLoc_AntigonishCounty', 'Q5_FishLoc_GuysboroughCounty',\n",
" 'Q5_FishLoc_RichmondCounty', 'Q5_FishLoc_InvernessCounty',\n",
" 'Q5_FishLoc_VictoriaCounty', 'Q5_FishLoc_CapeBretonRegionalMunicip',\n",
" 'Q5_FishLoc_OutsideofNovaScotia', 'Q6Fromawharf_dock',\n",
" 'Q6Fromabeach_rockyshore', 'Q6Fromaboat', 'Q6Other(pleaseexplain)',\n",
" 'Q6Other(pleaseexplain)Other', 'Q7January', 'Q7February', 'Q7March',\n",
" 'Q7April', 'Q7May', 'Q7June', 'Q7July', 'Q7August', 'Q7September',\n",
" 'Q7October', 'Q7November', 'Q7December', 'Q8_Freq', 'Q9_COV19',\n",
" 'Q9Other(pleaseexplain)Other', 'Q10Neighbours', 'Q10Colleagues',\n",
" 'Q10Friends', 'Q10Adultfamilymembers', 'Q10Children_youthfamilymembe',\n",
" 'Q10Iusuallyfishalone', 'Q10Other(pleaseexplain)',\n",
" 'Q10Other(pleaseexplain)Other', 'Q11_NumTrend',\n",
" 'Q11Other(pleaseexplain)Other', 'Q12_SzTrend',\n",
" 'Q12Other(pleaseexplain)Other', 'Q13_RegChange',\n",
" 'Q13Other(pleaseexplain)Other', 'Q14iNaturalist', 'Q14eOceans',\n",
" 'Q14Angler’sAtlas', 'Q14FishBrain', 'Q14NovaScotiaFishing.com',\n",
" 'Q14Idonotuseanyvirtualplatfo', 'Q14Other(pleaselist)',\n",
" 'Q14Other(pleaselist)Other', 'Q15_WHY', 'Q15_Food', 'Q15_Accessibility',\n",
" 'Q15_Fun_Entertainment_Rec_Sport', 'Q15_Outdoors_Active', 'Q15_Social',\n",
" 'Q15_Tradition', 'Q15_Relaxation_MH', 'Q15_Bait'],\n",
" dtype='object')"
]
},
"execution_count": 406,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kdata.columns[:80]"
]
},
{
"cell_type": "code",
"execution_count": 407,
"metadata": {},
"outputs": [],
"source": [
"## Responses\n",
"\n",
"# Food\n",
"Food = kdata.Q15_Food.values\n",
"Food = np.nan_to_num(Food).astype(int)\n",
"\n",
"# Access\n",
"Access = kdata.Q15_Accessibility.values\n",
"Access = np.nan_to_num(Access).astype(int)\n",
"\n",
"# Sport\n",
"Sport = kdata.Q15_Fun_Entertainment_Rec_Sport.values\n",
"Sport = np.nan_to_num(Sport).astype(int)\n",
"\n",
"# Outdoors\n",
"Outdoors = kdata.Q15_Outdoors_Active.values\n",
"Outdoors = np.nan_to_num(Outdoors).astype(int)\n",
"\n",
"# Social\n",
"Social = kdata.Q15_Social.values\n",
"Social = np.nan_to_num(Social).astype(int)\n",
"\n",
"# Tradition\n",
"Trad = kdata.Q15_Tradition.values\n",
"Trad = np.nan_to_num(Trad).astype(int)\n",
"\n",
"# Relax\n",
"Relax = kdata.Q15_Relaxation_MH.values\n",
"Relax = np.nan_to_num(Relax).astype(int)\n",
"\n",
"# Bait\n",
"Bait = kdata.Q15_Bait.values\n",
"Bait = np.nan_to_num(Bait).astype(int)\n",
"\n",
"# = = Multinomial\n",
"W = np.array([Food, Access, Sport, Outdoors, Social, Trad, Relax, Bait]).T\n",
"N = W.sum(1)\n",
"ncat = W.shape[1]\n",
"cats = ['Food', 'Access', 'Sport', 'Outdoors', 'Social', 'Trad', 'Relax', 'Bait']"
]
},
{
"cell_type": "code",
"execution_count": 413,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 0, 0, 0, 1, 0, 0, 0])"
]
},
"execution_count": 413,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"W[23]"
]
},
{
"cell_type": "code",
"execution_count": 408,
"metadata": {},
"outputs": [],
"source": [
"kdata['Young'] = kdata.Q1_FirstIntro.replace('Other (please explain)','young')"
]
},
{
"cell_type": "code",
"execution_count": 409,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0,\n",
" 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1,\n",
" 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1,\n",
" 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1,\n",
" 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1,\n",
" 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1,\n",
" 0, 0, 1, 0, 1, 1, 1])"
]
},
"execution_count": 409,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kdata.Young.str.contains('young').values*1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 430,
"metadata": {},
"outputs": [],
"source": [
"# Covariates\n",
"\n",
"# Fishing when young\n",
"kdata['Young'] = kdata.Q1_FirstIntro.replace('Other (please explain)','young')\n",
"YOU = kdata.Young.str.contains('young').values*1\n",
"#YOU_ = np.array([0 if x is np.nan else x for x in YOU_])\n",
"#YOU = np.ma.masked_equal(YOU_,value=-999)\n",
"\n",
"# Learned in NS\n",
"kdata['NS'] = kdata.Q1_FirstIntro.replace('Other (please explain)',None)\n",
"NS_ = (kdata.NS.str.contains('in Nova Scotia')*1).values\n",
"NS_ = np.array([-999 if x is np.nan else x for x in NS_])\n",
"NS = np.ma.masked_equal(NS_,value=-999)\n",
"\n",
"# Years fishing - ordered logit\n",
"YrsIndex = {'1_3 years':1, '7_10 years':3, '10_20 years':4, '4_6 years':2,\n",
" 'More than 20 years':5, 'Less than 1 year':0}\n",
"YRS = np.array([YrsIndex[x] for x in kdata.Q2_Yrs.values])\n",
"\n",
"# Target\n",
"#Target, It = indexall(kdata.Q3_Target.values)\n",
"tmp = kdata.Q3_Target.values\n",
"tmp1 = 1*(tmp=='I aim to catch Atlantic mackerel, but sometimes I catch other things')\n",
"tmp2 = 1*(tmp=='I am only interested in catching Atlantic mackerel')\n",
"TAR = tmp1+tmp2\n",
"\n",
"# Location\n",
"tmp = kdata.filter(regex='Q5_').copy()\n",
"County = np.array([t[11:] for t in tmp.columns.values])\n",
"COU = tmp.values\n",
"\n",
"# Platform\n",
"tmp = kdata.filter(regex='Q6').copy()\n",
"PlatNames = [x[2:] for x in tmp.columns.values[:3]]\n",
"tmp1 = 1*(tmp['Q6Other(pleaseexplain)Other']=='All listed above ').values\n",
"tmp2 = 1*(tmp['Q6Other(pleaseexplain)Other']=='Kayak').values\n",
"PLA = tmp.values.T[:-2]+tmp1[None,:]\n",
"PLA[2] = PLA[2]+tmp2\n",
"PLA = PLA.T.astype(int)\n",
"\n",
"# Avidity\n",
"tmp = kdata.filter(regex='Q8').copy()\n",
"tmp = tmp.Q8_Freq.replace('1_3 days per week','Weekly')\n",
"tmp = tmp.replace('1_3 times per month','Monthly')\n",
"tmp = tmp.replace('Just a couple of times per season','Seasonally')\n",
"tmp = tmp.replace('Every day (7 days per week)', 'Daily')\n",
"tmp = tmp.replace('4_6 days per week', 'Weekly').values\n",
"# Replace NaN temporarily\n",
"tmp = np.array(['Weekly' if x is np.nan else x for x in tmp])\n",
"# Avidity - ordered logit\n",
"AviIndex = {'Daily':3, 'Weekly':2, 'Monthly':1, 'Seasonally':0}\n",
"AVI = np.array([AviIndex[x] for x in tmp])\n",
"\n",
"# Social\n",
"tmp = kdata.filter(regex='Q10').copy()\n",
"tmp1 = 1*(tmp['Q10Other(pleaseexplain)Other']=='Fish alone').values\n",
"tmp2 = np.array([0 if x is np.nan else 1 for x in tmp['Q10Other(pleaseexplain)Other'].values])-tmp1\n",
"tmp['Friends'] = tmp.Q10Friends.values+tmp.Q10Colleagues.values+tmp.Q10Neighbours.values\n",
"tmp['Family'] = tmp.Q10Adultfamilymembers.values+tmp2\n",
"tmp['Kids'] = tmp.Q10Children_youthfamilymembe.values\n",
"Social = tmp.columns.values[-3:]\n",
"SOC = tmp.values.T[-3:].T.astype(int)\n",
"\n",
"# Migrant\n",
"MIG = (kdata.Q26_ImmigrantRef.values=='Yes')*1\n",
"\n",
"# Identify as female\n",
"FEM = (kdata['Q30_Gender '].values=='Female')*1\n",
"\n",
"\n",
"# Income score\n",
"xscale = np.arange(7)**0.5\n",
"kdata.Q35_Income = np.array(['Prefer not to say' if x is np.nan else x for x in kdata.Q35_Income.values])\n",
"IncIndex = {'$0 _ $25 000':xscale[0], '$25 000 _ $50 000':xscale[1], '$50 000 _ $75 000':xscale[2], \n",
" '$75 000 _ $100 000':xscale[3], \n",
" '$100 000 _ $150 000':xscale[4], '$150 000 _ $200 000':xscale[5], '$200 000+':xscale[4] , 'Prefer not to say':-999}\n",
"tmp = np.array([IncIndex[x] for x in kdata.Q35_Income.values])\n",
"INC = np.ma.masked_equal(tmp,value=-999)\n"
]
},
{
"cell_type": "code",
"execution_count": 411,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(np.arange(7), np.arange(7)**0.5)\n",
"plt.title('Income scale');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Multinomial log-likelihood.\n",
"\n",
"Generalizes binomial distribution, but instead of each trial resulting\n",
"in \"success\" or \"failure\", each one results in exactly one of some\n",
"fixed finite number k of possible outcomes over n independent trials.\n",
"'x[i]' indicates the number of times outcome number i was observed\n",
"over the n trials."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"coords = {\n",
" \"cats\":cats, \"agegroup\":['Adult','Young']\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords) as Model:\n",
" # Linear model\n",
" p = pm.Dirichlet('p', np.ones(ncat), dims='cats')\n",
"\n",
" # Poisson likelihood\n",
" Yi = pm.Multinomial('Yi', N, p, observed=W)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'p': -6.03, 'Yi': -659.9}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Model.point_logps()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [p]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n"
]
}
],
"source": [
"with Model:\n",
" trace_dm = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_forest(trace_dm,var_names=['p'])\n",
"for j, (y_tick, frac_j) in enumerate(zip(plt.gca().get_yticks(), reversed(W.sum(0)/W.sum()))):\n",
" plt.vlines(frac_j, ymin=y_tick - 0.45, ymax=y_tick + 0.45, color=\"black\", linestyle=\"--\");"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>p[Food]</th>\n",
" <td>0.443</td>\n",
" <td>0.025</td>\n",
" <td>0.398</td>\n",
" <td>0.491</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4658.0</td>\n",
" <td>3247.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Access]</th>\n",
" <td>0.034</td>\n",
" <td>0.009</td>\n",
" <td>0.017</td>\n",
" <td>0.050</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3383.0</td>\n",
" <td>2316.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Sport]</th>\n",
" <td>0.215</td>\n",
" <td>0.021</td>\n",
" <td>0.177</td>\n",
" <td>0.254</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4496.0</td>\n",
" <td>3040.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Outdoors]</th>\n",
" <td>0.036</td>\n",
" <td>0.010</td>\n",
" <td>0.019</td>\n",
" <td>0.055</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3242.0</td>\n",
" <td>2333.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Social]</th>\n",
" <td>0.065</td>\n",
" <td>0.012</td>\n",
" <td>0.043</td>\n",
" <td>0.089</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3735.0</td>\n",
" <td>2846.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Trad]</th>\n",
" <td>0.010</td>\n",
" <td>0.005</td>\n",
" <td>0.002</td>\n",
" <td>0.020</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2216.0</td>\n",
" <td>2153.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Relax]</th>\n",
" <td>0.024</td>\n",
" <td>0.008</td>\n",
" <td>0.011</td>\n",
" <td>0.039</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2682.0</td>\n",
" <td>2007.0</td>\n",
" <td>1.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Bait]</th>\n",
" <td>0.174</td>\n",
" <td>0.020</td>\n",
" <td>0.140</td>\n",
" <td>0.211</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3282.0</td>\n",
" <td>3264.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"p[Food] 0.443 0.025 0.398 0.491 0.0 0.0 4658.0 \n",
"p[Access] 0.034 0.009 0.017 0.050 0.0 0.0 3383.0 \n",
"p[Sport] 0.215 0.021 0.177 0.254 0.0 0.0 4496.0 \n",
"p[Outdoors] 0.036 0.010 0.019 0.055 0.0 0.0 3242.0 \n",
"p[Social] 0.065 0.012 0.043 0.089 0.0 0.0 3735.0 \n",
"p[Trad] 0.010 0.005 0.002 0.020 0.0 0.0 2216.0 \n",
"p[Relax] 0.024 0.008 0.011 0.039 0.0 0.0 2682.0 \n",
"p[Bait] 0.174 0.020 0.140 0.211 0.0 0.0 3282.0 \n",
"\n",
" ess_tail r_hat \n",
"p[Food] 3247.0 1.00 \n",
"p[Access] 2316.0 1.00 \n",
"p[Sport] 3040.0 1.00 \n",
"p[Outdoors] 2333.0 1.00 \n",
"p[Social] 2846.0 1.00 \n",
"p[Trad] 2153.0 1.00 \n",
"p[Relax] 2007.0 1.01 \n",
"p[Bait] 3264.0 1.00 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmp = az.summary(trace_dm,var_names=['p'])\n",
"tmp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above output are the probabilities of any respondent fishing for each reason\n",
"\n",
"Reporting e.g. \"We found that 44% [40, 50] (posterior mean [94% highest posterior density uncertainty interval]) of respondents fished for food, 17% [14, 21] for bait, and 22% [18, 25] for sport\"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABLsAAADTCAYAAABp7hHfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d5AdWZbeCX7Xn34vnooXWkLrhEydlZWqVFfrLlazh7U2JJfDXjNy2tZmm0PSjGuk7ZA700Na/0NakzbNIXttZrq6qzVZXSIrdSYSCSCR0EAgFEJr8bR297t/fNfDI4AIIKASkcj7M4NFIJ4/9+tX+T2fn3OukFJKaDQajUaj0Wg0Go1Go9FoNE8AxuMugEaj0Wg0Go1Go9FoNBqNRvOw0GKXRqPRaDQajUaj0Wg0Go3miUGLXRqNRqPRaDQajUaj0Wg0micGLXZpNBqNRqPRaDQajUaj0WieGLTYpdFoNBqNRqPRaDQajUajeWLQYpdGo9FoNBqNRqPRaDQajeaJQYtdGo1Go9FoNBqNRqPRaDSaJwYtdmk0Go1Go9FoNBqNRqPRaJ4YtNil0Wg0Go1Go9FoNBqNRqN5YtBil0aj0Wg0Go1Go9FoNBqN5olBi10ajUaj0Wg0Go1Go9FoNJonBi12aTQajUaj0Wg0Go1Go9Fonhi02KXRaLYk/+7f/Tvs3bsXAwMD+Ft/62/h8OHDePXVV/EHf/AHj7toGo1Go9FoNF869NpMo9F8kdBil0aj2dL8w3/4D/H666/j937v9/Dyyy/jd37nd/Cnf/qnj7tYGo1Go9FoNF9K9NpMo9F8EfA+7gJoNBrNnfje976Hv/N3/g4A4OWXX8b8/Dx+7/d+D9/5zndgGFqv12g0Go1Go/k80WszjUbzRUDPRhqNZkvzzW9+c83/f+7nfg4zMzOYm5t7TCXSaDQajUaj+fKi12YajeaLgBa7NBrNliaVSq37//n5+cdRHI1Go9FoNJovNXptptFovghosUuj0WxplpaW1v1/S0vL4yiORqPRaDQazZcavTbTaDRfBLTYpdFotjRvvvnmmv//5Cc/QXt7O1pbWx9TiTQajUaj0Wi+vOi1mUaj+SKgE9RrNJotzfe//32Ypol9+/bhZz/7Gd5//338q3/1r3QCVI1Go9FoNJrHgF6baTSaLwJ6RtJoNFua3/u938O7776Lf/AP/gHef/99/NN/+k/x3e9+93EXS6PRaDQajeZLiV6baTSaLwLas0uj0Wxpdu/eje9///uPuxgajUaj0Wg0Gui1mUaj+WKgPbs0Go1Go9FoNBqNRqPRaDRPDFrs0mg0Go1Go9FoNBqNRqPRPDEIKaV83IXQaDQajUaj0Wg0Go1Go9FoHgbas0uj0Wg0Go1Go9FoNBqNRvPEoMUujUaj0Wg0Go1Go9FoNBrNE4MWuzQajUaj0Wg0Go1Go9FoNE8MWuzSaDQajUaj0Wg0Go1Go9E8MXg3e2A6nX6U5VghHo8jm81+LtfSbIxuh62DboutgW6HrYNui63Bl6Udksnk4y7Chti2/aVogy8LX5Yx9WVAt+WTg27LJwvdnk8Om1mfbTnPLsPYckX6UqLbYeug22JroNth66DbYmug2+Hxo9vgyUK355ODbssnB92WTxa6Pb9c6NbWaDQajUaj0Wg0Go1Go9E8MWixS6PRaDQajUaj0Wg0Go1G88SgxS6NRqPRaDQajUaj0Wg0Gs0TwxdK7CpLwJaPuxQajUaj0Wg0Gs2jxbYlpNQLX41Go9Fo7ocvjNhVlMD/WvHih/UvTJE1Go1Go9FoNJr74rPzwMDg4y6FRqPRaDRfTL4wytGQJVCGwCnL87iLotFoNBqNRqPZwqQzEm+9I1GtfnE9o4pFoFR63KXQaDQajeaLyRdG7FqQYuX3L/C6RaPRaDQajUbziBkf58984f6+f/mKxPW+x7fgtG2JugmY5mMrgkaj0Wg0X2i+MGLX0iqxK63FLo1Go9FoNJonjs/OS1y99uALvYYGQABINd7f9y0LyOcfuBj3Tb2+9qdm6/PhRxLj40+OkWJZEsXik3M/d2No+M73++k5iZs3vzz18aQxPkFvX8vSbfiwSWckyuWtWa9fGLErJwEPWImZVcKXRqPRaDQajebJQAigXH7w81QqQCAACHF/a8ZQEKhUH7wc90utxp917dn1uSPl/W0MUK0BwzcfQYEeE9euA6dO40shDtTrEiOjwIWLGx8TbQCCoc+rRJqHzfQ0fxa+RALu58W5z4CTpx53KdbnCyN2laRAq1qv6D6q0Wg0Go1G8+QRCADVhyAyLS1RrMrnuWgslSTe/2Dzb5893scbQuiIXab27Prceftd4PSZe/+ezwt0dDz88jwu0hn+tKx7/26lIpHJPPrdRMcnJN5578Gv4RTzTvc6PCJx5YqEbT85hmi1KnHl6pfD2ykS4c9C/sm/18+baAPQ1fm4S7E+XxixKyuBlGDnLGrPLo1Go9FoNJonjr17gBeef/DzHDrIn04Y4MwsvaRmZjf3/dExwLbxUAzbK1clPj13b+dxym3Lz9+z5kky5u+XQvHevyMMQNoPvyyPC8fasu/jnmZmgU8/2/jzt96RuNH/4P2sf4Dle1BRzfn6RqeRUsKsA6Xy4w1vBijcm+bDGaMDg8DsHLCw+FBOt6UJBvkzX9ha85tlSSwvP/oyzc8/ug1bnn9OYP++tfrM/LzE3Pz61yuVPr/NY74QYteEJVCEwKQNeCFxH88fjUaj0Wg0Gs0W55PTNMAeFK+XPx3dplHl7vL57u08D8O7a3YOyGTv7TuOZxcAFAqP3kPGYXJS4p33sCV2sXxYBv29UK9LJOJAY/LevielRK0GTEzRyBsZvQ93qAekVqNxWa8/nHozPPy5tIwVY7xe35wXUFsrcPzoxmHE8RgQDm+uHAODGxvNDpsR5Eolidm59c/jeHRtNMzKZYZGLy3x/1PTErXa3evBNCU+OimRzjy8vvzxJ8DZT+/9e+vNIU7zbLYtHoR8nl5kpdLjnVu2Wh66gUHgswssVyYjMTD48MsnpcSlK8Bn5zc+plpd6/lcKEicPHX3fi6lxMLC7e166Qpw+cr63/n4E+DDk5su/gPxhRC7rlsciWkYCEN7dmk0Go1Go9E8CubnJT47v7nFtmluLoF1Pi+R22ToSDwOZLMP7l00NMyfjqdNgwph2YxmtNoofJihjJZFo2AzVJXYVatJfHgSGBl9eOW4E07omvGYLYTxcYn3Pti86GaaEhOT64eYVas0IDcjGL7/IYXJSuXeyuuILW2twIWLEpcuPfz4U9OkR89b70gMDd9+L+kMjcvyPZZ9I5qbGJp5vY/GOMD6+ejk3cOBiyV6XW103LPPCPR0b86eW1gACnfZVXVp6e6C0qlPgCtX1/9sxbNrnc8KBRsffwJYNkPhqlWJ633Apct3L3u+wHDq4eE7H9d3Q2J6ZvNzXrG06UMBMLn+2+/e/ne/n2M9Fn30tnWtBuRyj/wyG+K0cWmLJVIvqbas1YGbI8DY+L19f3n59uerbUt8clpiclKq//PvG+XDtG0+Z06ecufcXJ7H362vWRZw8TIFrHvBeSY/ar4QYteo7Q5AD3TOLo1Go9FoNJrVzM/TCL4XjxzTlHjnXYmlJfc7uTywnN5c6Ny5z5jA+m6cPgucObu5MiWTNGwfVGRaWuZPx8BxzlfdQAiYm3eFqNV5e+4nX9FGjI3TKNiMZ8Pq3RgtC0inH145AODSZYm+G7eXIxxm+JrPt77xu7h07/3sfnDabbO7UZ45C9zoX9+Ynppi3d9NMFkthpXucZME56uxKDA2AVy9/vATvr3/AfDeB/x9PYO4KQW0NANXNxB07hVpMzTzVs5fvHsy6lqNbbeeY5eUEjMza+ed1di26yXizENOCNqtxKL8eeES56M74Vztxo3bhU9HDFhPD83l6c02O7f2foqbCDXyKQ/Trq47Hzc5BUxM3P18D5uLFyWWN2iH+0FKieGb688PjY3A3r0P7VL3jNO2n9eugR9+JHHqE15rYHBjr8K2Nv40BJ9/wL297PnsAuc/p84//IhCF+B6ODv37vz/VpaX3d+dFy119dO6y1Tm8TBfV0f7pouMUBCIxTZ//IPwhRC7Uobb4B4hcY9itkaj0Wg0Gs0TzfwCfy4u3f1Y25bI5yVKZYb5TU65nzmeUJsRefLriAeWxVCM+w2lam8DXn8N8PsfjqeBs7h3FvMbiRiXr1CIAtbee918eGFh4XvYya1Wo/ETDAK2BTQ3r3/c/YY3lsprQyUd6nWKAhsZW5OT/Lle2z9MQqquNnt7Trs6oXcOs7MSM7MSLzznJqjeiM0Km6Ypcf6CXMk7c+GiG+qTLwAeA2iICOTzEmfOPrz8SqvPsnvn7Z97PAJtbUAisflzptMSV6+t7xHX0LB+H1lTJrm+sFEoUEAKBm8fx/U6cPU6RbP1mJxcG24Vj3PjivWIRoFgAIg2CETuEIpn2xKlosT0ND0AbxWqVsSudcIhq1WKXG2tFINtCQQD8q79CXDDqD3K4h6+KXFjHZH5628IPPfso/OuiscBr+f2vy8sMfR2RnmVVasPJmRnsvRO6rtx+2dScrfLufn7Pv0DsVpAN03e56PMT1ituV5RY+NrvQpLJYmTH7MMznPBtt0NSTabJ+/d992XNB+eBNIZiWqN64BC0Q3b93oF9u6WePrEemNVIrvqJYEjbtVWvXC5E0IwX9fBA2v779ffEHjjtfW/U64Ai4sSH360OW9nKRnKnL+PzQW+EGJXXYUtPuexkBDcmVGj0Wg0Go1Gw4V7qpGLwNImvA36btDbyuvhdxJx9zNn7X8vnlWrBZdCATh9VuLiJdd7olLZ/C6I73+wNmTv8hWKCdWqxNjY5s7hXHfnDqCxkWvG1WKRacoV487ha69zcV4oSAwOuZ/dvMnQrbsJXrYt8X9938bQ8MZWihMaeKuoUq+79WOaEqfPSGSzEqEQjWzT2jjx+fBNevUBDOVaXMdLo16/PUTqxg2JS5dvP9YRSy9cpKBzK60t/OlZx3Bej2JR4pMzEun0netvdEyisCpxtGMkrq6rwUGJmyM8Zmxs7b36/UB35+3hWNkcDavN5GpzrpXNrs1T4wg6jmi1vEzPwaFhYGqadTauvHJmZoHubqCn24N0hp6ShQJF4IeZK2i9+l9clKhUJPbv4//TaYmpqTtf88YAy7zeDqjJpOs55ZCIA02N9MwAgGvXgU/P3f7dnm7gxPH1r3k3Q75W51iZm5cYG+dOb5nM+sfGohT3/H55xzauVpmEnfnHbg/Tdea99WqrUpGwbbbj6Chw5gzH3d1CXT85LdGvkvA742pxERi6yfCy1R6elQrb7lGRzap5RM2NI6Mc387UHWngz/MX6SF5vwQCEjdvSgT8a++lVKKo2pS6Nw+g+2FwkN5lq68NMCTcuf9ymeLQ9b5HV46GBnparsfkFOeluTk3jNE0gVHlsbkZsevadRuDg3LNhgnOOPH7gcNPUQwGgErFRv+gwOUrnB9rNT5jFhYkPjkDLCzeHrrvCN31u6wFnOfpeh7LhrGxZlMoUhDcTBuYJl9I3WuIJ/AFEbscr78JW6Aigcec106j0Wg0Go1my/DZeYlz55kD41bPpVqNOwGuFgZmZmnMm6ve4DpvV1fC/jbwcpmdu90oW+19Y1l8O33qNNDXxw8CfndnN4DXulV8kZJiQlcXk0A7C+fJKYlLVxiWMTC0cQ6nUokeWOPjrkiz2qD1+wUScZav7wY9S1aLK04i7YFBim22Cp+aV14Id/NwqVYl5hfoubAe5bIrot3qrXT1GvDxKec+6B2UzdMTaWSEni5eL0WYT86szc9iqjwvAA3V9a4/NExRIrMqp5HHc2fBamraDQVlGdkGK+FkkrliaDDzvOm0xMSkjcXFtdcJh9a/1qfnJIaHbVzvs9HXJ3H2HI3+CxclBgclpqYZPmZZNt56R2J0HCueVGfPMQTXEaWkfbtX19iYRDZDY/DDk1jjvbAelgVk0hLjE2uNqtlZfn9gkAaiI4zMzQPTMxQqHS8Iw2A4oZRAKMQDhWD9nzrthuXl8rd7fBWLDBEtbLBbXHubO47W2z1v+KbET950N3i4eAm4foMi6EZC247t7r3fimEATx0COjvoPeX8zeMFIChGzcy6QmIuL/HBR1Ilsef1V887jnfGeoZ8qeQayzu2AyeOS6SXmZts6KYbMlgqSczOSly+wvHk83MDiJnZO28CEQoJHD3C36u128WE1WLy/C3J8CsV9om5eQqAxRLLc/DAnQ1Sy3bDL512i8WAmRmgrx/4r38tMTBgM4n9x8BHH9/xdADuL5dhterO/6tfYni97KeNSYrEUkpEG4Cmpo3PtZ7oPz7u7jaby7J+bhUlPv6EIlpDAxAIrC+AjIyyXR3yeXeXQtOkOH/r/D8za+NHP7Zhr2rQ0XF3ThwZlfj4E+DNt2z86Z8B09P8u/NyYb3defN5N8R2fEKiv99eNwRxdk6umVNvRdocL3dKCTA5LVc83axVffDWZ8TkJD0SHUxTYnJSvRQQQDJBzz3nOeX1CtwcoQhfKjFf2+nTrgh4+gxw9pw77uurnm9OH3E8urK528N+CwV3/qrV+Dz9+BNXTLVtzmVvvbP+vbc0u4J5bROh6o4Yv7wsMT4hMTll4+bNzY2FLS92SQnMKE+ueSkwJwXK2Lxbs0aj0Wg0Gs2TzGcX6BFVqUh0dq79TEoagdms83+J8+eBv/gr4Mc/5d9Gx+jJ03fDXlmYr5enQ0qJK1cpzqxmteGYy9OLwTIZHgMALS0CLS2CgsWYRP8A0H+L90DfDeYj6minIeksbk0TyOdoPFUrcsNQs09O8z4yWdcwHhxyDddcjoZJtSpX3qSvLvdb70j8yZ/ZuNEvMa4Mtb27Gf5z67FS0uCWkoLMW+8wnw/Ahf/4xNpFqmlKDA0z0Taw1qgBgFQjc54AfBN/5LBEwM9QPq8H8Pr49/FJidkZicoqQXPfPoH5eYlr121MTLhhOfk8NxrI5eWK0OT3u9+LxVxjYw2q6MFbwsZmZinsZLJy5R5m5yiISck6OXceePc9CmWzc0wKX6tR6Fp9bYdMlknVJ6coREUbWM+LS/R4WF7m52+9jRUBzelfI6MU8Zy6fv45CpOrd+0bGKIBNjjENrhbGKlprRIDVjWhU6dDwzQQnVCj69clzn5Kg9IyKaYmEzSoBwatlX5omm7ONdtmXZ05e/tOZav7/HpUKm6x1ssXtW8vr//+BxTgXntV4GuvUwTdKLeeY0+tJ0Bd76PAkE4zyXq9LrGcpri1tCjx9tsSba1Abw+PL6vQ2ErF9VZZ3e4TE7znmVmKhp+ek5hfsFEqUZBwwrwmJyX+7C9oQPt8LFtrKz/75DRw5Rq9rBxvoc72O3t1OTj5tqRcK4QvLkr89E036f8HH0n0D7oVUq9TuMgXGE5pmhTMKut4w63mKy8KHDoo4PW4uc/27gG+9objbQm8+Zabhw3gHH6nRPu3tpNlSXx40sbwBh6ls3M2fv9/l5iZWVsHi4u8j2CAdVEs2jBNjnN3Z8q14tLkpMT7H/LY1X/vH+RYXl6mYA2sfTngjJ9kUiCZxIqXZ63G+dN5eTI0TEExn7cxOyvxk59KvPU2RZVcjqH6Trj+yrX7ef3FJY5xy5Lo6Xbr0glft22OHef/1Q1eXuSVYOuE2PYPAD/6qds3Kb7LlWfhpxvkibNt5uianVvrNVWtSuRyEo2NFLdnZ11RyTIpAjVEbhcE+/rXetzVVgu20vFuxEpd1moSXg/P5fVSKPf7V7Ut+HwJhXm8V40fKTnH12oS9TpFwQsXsPJMdPjkjBtqHAwC+/dSFO8fAD45I+/qGe7x3P4cnJun5+7yssTP3rJx4aLbz2wJmHU+m/sHmJ9veOTO13DY8mIXn+ds8ACAOgQsCNzlBZtGo9FoNBrNlwJnYTl8k4vZ1eF+gYCA3+e+ua3XGT5h1tcazKUyjQ3HGLAseoSsfqNbLEqUSxItKpTtuWeBPbtcAyqX4wL5qUMMUZiaBGZmbLz9rkT/gFwp4+HDwLGja++BnkYSgQDw1ZdpGLH8zJNTLHJxu5HY1dBAQ2JoWKKhAfjqV9z7BYCJSYkLlyjO5PJrv+t4E5QrvE42z+9Fo8DePQId7cByWuLadYpJS8s0uGdn3VCm/gF1PdP93UEICjk+Hw1rn3etAenxUrTisQIDAxQOUo00VIpFGgZXrgAjY2vLX63aOHsO+OFf0+B0RIb5BW40kM/TuKxW5Jok30tLFKtGRinWOQapaUr09bEdVwte9TpDys4pY9ay1E5ugqEqTj07gtK167xGrcZyrTbSl5clTJN/SCaAo4cF2tucthbY1gv09vLYWhXweJnPaP9ewL+Sg4Y/h2+6dez061vr3mMATx/f2KPkkzNM1m9ZrgHm5GNKpynETE/LlV0OV0Is1bEBvytUWRbrybLlmrHkuPbYttsnGxvXlsPp27d6qI2P06vO2SkTYKJvKZn/yfFSKRRowDY2umKOWC9DPGgMv/WOXGXEr/1cStfDzfEWrdclICXKZQp8S8vA9m0S0Sj7TVOK4y4SoeeZEGvDSp36q1QomC8sAD/4U+DjUzxvMAiYpo0f/CkFjGwW2LeH4amOMOs4NhVL3Hjg5gj7QMAvVkSO9SiVJCYmnd/XCoq1Gse04/UzMQlcW5VfqVqVGL5JgTgY5DiOx4GpKQHLYh6h2dnbBarBQYn/8kPOG8480XcDGBtz5156mbnfPX1mbaL92dm1HoBS0sPzylWJt96x8fv/SeLHPwF++jN62ywuShQKNq5eo9B98RLnscYkc455vQJz8xKRBonuLmDbNoGlZe4W6fVyXnZC30ZG6dHoCA6OZ+SNG/z71PTae15OuyLXapFzdc6nwSE35LdYZAjbhUvsi4bg+S5c4vw6OQ1MzdBTsbFR4OtvCHR3sT+ZJvPhVevsn8NDwAcfAR+dBJqb1Xgo8rkAuPO0U65bNyoxTXpUvveBXPGMdCud83QmI3HyY+C9D+Qar1cH22aovW1LDA7x5Us2K3HpknvMjX6JM58CTSmBb3xNIBAAGhokBNi3pWR9p9N3DnuW0p1Tp2eAM2d5rPPSJJPhvNvaSq/mPbuZn21qimJivQYISHzwIWCZErbJFyv1Or2Dnbnb52PoemOjWxanv+bywPkL3DW3q0vgwH4B0wQqZYlcHpC2hFzHE3F+3sbNkVV58yTrdmGBoprXK2HZ7Cd9N1if0qZAWygAbW0bv/Rajw1y8m8dXE95iR2GxFUbkBAoSWCDZ5ZGo9FoNBrNl4bmZhpQ9ToXvaGQQG8vcPIU3+6ufotqGBReog18G97TQ4+Qq9eYZ2dxEZibk5idE5iZBXbvAqamJNrbaVQO3QROnOAb8KlJCQgBj0cgk5E49xnfGFvKkyUQoFfO1BTL1tHON9cBPw0d25YrOT1mZyXMOo2ofXuBbrV7mRA0CEMhoJLZWOzy+xkeNDnFPD70UBMrxvGFC7y3Ws1Ndm1ZQLlsY3oGKrmuQD7HZL0zc8DYuERPNxPvfvgRy5FqpJjw1EEahcM3+Ra7psSO9ZamHo/Atm2AEBI5VRelkkQ4LNDXDywvsX5/8Rckcjkbg0PcxS2VEvB4mVdnfNz1whkZBVpbJKJRgcFBGu5Ly673C8A3+T4fhaUf/5SiZC7nJi+PRNgOMzPOW3iWfHSM9dgQBbw+ibfeYS4zx7AKh4GREYnebqBcYf2aplwRV7I51/vCNF3DeXGRfW1oyMap01jJKzUzS2M3EnHD4XbvEivhS473TCzGfhiPUzD0eNz2zOVsvPcBhTbLZjiWZfH/0ShFlXKZ5fR6b2+hQgHIZSU6OwRFrgVX7HIMsnye9y6lRLHIczx1SKBapXfGmbMUaktlYOd2IJn0wuOh5e+YMtKW6jz8/q3ec46IxvJKtLbwuEJRYmoKaGsHymX+zWOwPa9ep3H+6ivAu+/z+7t2CgQCAic/pqdEKAS0NLsigcdze1iu18vPymUgGhUQQiCRkJid4bjduQN4+13Wgy053mo1emtNTgNHnqJ42tQs0RAW6OmW2Na7tq5XQgWl8lKzeT4Igb17JFpb+PflZXpCOXUuBOeeo0dsOP3UtiV8foFvf4uG/eSUhMfDTQGuXqPH2fbtrk9HtUoDHqBIPTXt7gaXzrDfOuLjU4corDrk87bqPxRrIhG2XSbLMl7vkyiWBOJxib4bwM4dEnVTYHTcCR8GnspIjI0B8wsSP/ox+79lsm9UKrxPgGJ5vS4xPMzwtr4bQG+PQFsbQwzb290dR+fmgaEhhoFFo+ybFy4JVCtAIMix5fEIdHbynLUa2/jGDYnr14EdOyWE4DOhVqcwOjkpUa3yRYbjiVqpSAQCQuVeBKzY2rHhYBjuHOV4Lp06DUQbJAoFjtevvCSwcwePcebym8NASyvDJ3M5horOzHKu8hhAdxfFd+Zx4xxcrVFsmZ2h529fP3PlpdMSn54FJCRsS6C1BRgdlRgZZX+LxSjQrw6dy+XYbrOzFKkACodOLiyvl31yeobfGxlx7zOqXrIEAgLz8/QmLZYkpqbp0Tc6ynp88UXO98yBR+/ifJ5ezrUqsH+/hM8r0D8gcfoMMDQs0dsr8OpXWXcM8+ezw+cTqNfpLVyrcf46fx5ob5Mrgn5DA7Bzu8T0tEAgaOP6dR67tAz8wf/B/vfeB6zLnm7OWzdH6FHs9VG4rNcpqE3PAtmsWJnLHaFYSnpUNkQoEKcagQP7gSuWwIWL9ESTEvjaG3zOc6dO1t/yMtDRAWzr5bP5zKcSiThQNwVsW+C1V4CPTkr14kiiu0tgYZF9bnZWYGxc4qlD2BRbXuxy+qIBoNmQgM1GLANIPq5CaTQajUaj0WwRBLgozWT4c88e/r28KtwtUKLAMjRM7wSv3xXAKhUaAOEQDVqvB9ixnWLR4iLDjkIhGnheD3DtmoQwBM6cAVrbJBJxiavXBT2IVCLophQXvwVlEFmWu8Pe4BDDak6cAOIxtTvbNR6zb5/E5SsUBnp6DBSLvK4jhKwndtm2RHMzDaJaDXjrHea/eeE5icFBLrqX0jQqRsdoFEhJQW56VqBclohFeb/RmEBrM714PjoJHD8mEY1KlaRXoFbjm/LWVok3fybxwUdrt11fz5GmVKKx1RBm+a710dPutVf5+cws0JgCpmcs/OxtLujdJONsm9VIKfH2O8CrrypvrjIQCtCwcOopHBboCQM/7eO9ejz0gjl+jJ+3tbKdTp/l78tptlmtRq+ViQn+PxRi/TrGXUcHvW5yOVecqVSAhgaBtlaKq+WKhM8nkEqxPlKNbu6igSEa9MM3gVSKxuD8Ir13tvXSWB0adpMWVypANiPx53/B6/3cN4HmJnqELTawz164yPN1d1G8+/O/oAHW2QlEwsBEFfizvwC+97fcBPuryeclRseAaFSu9FHHK8tJzlypUAQslellVCy63gWzc/SK3LOLIX0eD43x5WUKuK0tBm7003h+8y1g/172S8DNj+T1UjiTErg5wgb/2usSQgh68+QoPDtjenKKRmq+4IYcLy3x2qUSPbYmJiUWF1kmR6j7q/9KweK732F/BiguR6MUOvr6KaTu3gUcPSJwzlShhJLeSTOzFINGRiSKJeDceSbCHhpm+zAsS+LIUeDKFSbLd0SvFdFPsn4tG9geocjQ0kSR2uPh2KrVgJ07gZOn2H88nrWJrKUNwAB8XomJCXqNjYyyX56/wDKFIzbiMYFgUKjwUQq8kQYKHM79e70U4VfPLavFwHKZYXStLexX4+PszxOTEhcusn5OHOP4cjYuSCbpDVqrUnguldn3EzHHewcIhui9Vq1yd0fDw/LMzbGySiXe09ISw94OHQTa2hgKmMmy9F4f+2ilCpz6hF4v4ZCb6NznlRibADIq/DSdZllyec4r/YMqz6LJfpPPS7S3sW/4/fTSOfkx4PXaSGco+CwsAPG4RLVKzzYoIcZjuKK4YdCLCRCYnaMo6PVRhPH7+XLkgvJ4alEifTAAJHuAnh4DO3dIDA1xHAWDAjf6gXPnJJYzwEsvCBw4QBH+P/0B6yaRoBfV2DjFs1/+JYbPm6bEnt2ccwGKZQf2A1PTAtWKRCAocOZTils3Ryjs1GvsE5+eo7dRKsX+19xMwbKwSuTru0FB71d/mccBrteYZVMYdnKY7d9HEXBgkC8EMhnWy8AQQ/6PPMW+4PNx3kynJc5fAHJ5ekzd6Ae6Ohnmt61XtWOO55GSwmpzCz1Kp6YZ4tnUxDF47jM+VxJxV6xaWnJ3F/V6KUJt2w6EVJ6xuimwtKQ8EUvueHHGSaUCzM5R2P7svEQkItDdyXBEIcRK3k/bVnnvxhkeGovxuW+ZQG+PRGMSuHTZrdP3P+Tc2qDE3U/Pcc0wfJNzSLm0ft6/jdjyYldN5esSAN41PUjBxhKE2pFxY/c+jUaj0Wg0mieZ0VELliVXdkxbWFibiybVyMVyRzsX2KZF46pcBpaX3K3oR8coINwY4MK0Zqu39oJeD/MLfCvf3UVjibky5IrRtpwGIGlolMsUIHw+LvCdnFc+LxfniQTw4UcM1bIlw2sOHqDgNTnF8lerPD4atbGwSJFqOe0k+729HioV4I/+2BUiymX+rV5n+ZuaWDfZHO9pZpZijt/Pxf/0DMOHrvVJ+P1uWXdsp4EdDrs5UeomMDVt44c/5Nvs5WV61tVNeiG0tbnl4g58NCLGxik05Qo0ZmMxN3FxUwpYmJe4etVEPC4QjcqVt+ixKI1eIdwQnJs3Wf6XvwJs2wYaxmUaU86b/fl5e0U4y2SYqPzVV2iwmKaNuTl6KSwuUjj4//0f3JZ+bo6GdL1O4aJYlHj+WV6/oYEGFUBjurNDol4XCIeB+QUbXV2sR9MCvvUNGlWZDIUDxxD0etmPFheBmzdpiM0tUKxIJnhMJouVXfhyOfbdfIH9+Oo19sHFRf5tbt7xIqFwVquz/W2LIZ/xOPu810sDazVT0xSDqlV+5y//CmhpYX9xxEvTZL3nCzQohWDC5v4BXq+5mQar38f+HAjSY9LwWCjkXUH56ePsgxcuMn/W8E0KIh9/wvp56QWJt9/m8Xv3SPj9YiUE0bJ4TCgEPPs029K2KdCl0xQJSmX2hZkZ4KdvAjt3UgRoVaJmSgmZ0zMUaiYn6aEnARxQIbSOcTo3T0P7kzNKaJXsc9evczzt3CFhWhyPiThFxQsXXW/RagW4fAm4OQocP+oayekMvVTqKWD7dmDXTpZlYBD4878Ann5G4tBB9veFRWD7NqCpmXV/7CgwMuKqvlIyH9+HJ9n2xRIQj9E7plbjXPLTN4Ff+xWJEydcsau5GcgOrRUsDEMgGGR+pUyGRvXUNA3t8XEJ06JHYblCr65qnd9PpdimTx0CWpqlCmUViMc4r1XKrCPbZn/quyERa+DLCMtUeaRs5pobGwOOHmEH6+xkO3/4kZvvrVxmHz5y2J3jPR6OmWqVY7VQ4Nz8jTfoweWIiktLFDQBYGlZ4r33Oaf6n6OX69Iix+nNEYlPP2Ouwl27OPYnp1hvlSpFR4DldvIqTs+wrUyT3lRS8vd332PbpZIUwrI5YN9egYYIcOkyvWkNARgeAUNQTFlYZCj7ufMSqSTHsgT7tJQMHSxXGFKYzQFHD7PO5+cpatfqHIs+n5NTkKJvqci+OTMDjNwEXnuF824gKLCtR1IIEyo00KIXYyDA/ru4wLB2v499StrcoKFalchmWecA+4njPVks01u3WgH8AfYPx4vwxgCFt6cOsc4dD9REHNi2jf1/cYlzzsQEMDhIAdN5jp4+w77X1sZxF4uqFyIGn0GDA+y7zjO0WgPOfsq5OxYFfOoZcugAc25FlOfkwqLzYoP/lpbYHwzBPl+vsQ2EECtiWSbDl1JvvcO+eXC/xOWr7KsdHTwmGuX5h4aZO7CzQ8CsS0wv8h5Pfgx0dAhYNueHyUl6CWeynHf27XPn3oYI22l09PYXQHdiy4tdrYbELmFjUQo857VwyuQIX7URjUaj0Wg0Gs2XjivX6iiXuaAVarHuhJANDUtcucY3+B4PDYHlZRr8U9NcaO7Y5p7L56d3SSTCRXo+z4TkTjjR3ByNCo+XnkDXrvO8v/4dGpIjKgdHPA5s6+GiPhDgIn5qyjX69+ymoS9UrqfrfTSGAgEu/AtFGoaWBbz/IY0Jn48GQaVKg3x6RmJggMn4d+8yYBg0fjIZClTt7Vz8G6sTo6t8KPEoDa9gkNecmqYXiWVhRZxIp2lIxGM0Zn0+ij9+vyugzS9SYIjHee6paQqIq3Mk9d3gG+lCEQhHmET9hz/itXI5hhcagkazLYGpKRulsutdNDjI3CcjoxQ3HAGsWAJicaBSZVsZHp6nUGC7P/csxYy5eYpCtk0B4uIl4NUEczFd62Mdlcs04sJhhkRFGhiqmozzPq9dA/70z4HuboFoA72umlNAPC5QKEo0RHiOj05SmGpK0VC5OcLfI+pzp1ryeQpZhQL7Y2OKXjWNjfQgjESA1mb2sWKRdezzUbRpbqbRubxMb6pAgH1ycYntEgrSSFvOUAAql11PqO299BBxmJrizm/LaeDoEbZfSyuN2bY2oLdXYGqKubIACmDT02ynixdpGPr9vJ+U8iwJBiisFYtATw/DySoF9teGCL3dkkkKCl4v+zkTunMXxVKF1yiVgBdfcMfmtWusgxsDQCjMth4YoFeOtPnZRycZTlmtsq8Jg+e+OcI++tEpiet9NOZTjdzUou8GQ7/+9M8ldu+W6Op062dmhn3HScgOuDm3hm/SkPZ6Oda8HnrHzc/T22wsTUHZ8GAlbPTiJSa6rtY4tgIB1uHiEsWI5SznictX2IbRKOey48eBS5cligXe27nP2G9bWuglNT5Jj0Ap6VWVyUjEYhTHS2UKaSdOsN2cJOU+P0NNHQJ+uRKSODbOua6piX3sr38CLC+bqKuQXNMCXnqB/SqZBPr62McvXna9Br/xdYHLVzh/mSYQjdH4v3AR+LO/5FjzeTk3R6Mcz14PAMHQt7rJsRSNAa98lWO1/wbHUKHIPruc5nkWFll/jsfO0DAFjKVlzjPxONDZTuFwUtVvPM7yJxK8fqlM4d4w1IsKP4WuQsEVGnw+znPOdXw+hmRevMSy9HSrsEw1z0bCKn+UBKoZ/q1Uokg8NMwXLOEQc771D1AUam3m2J2a4v8bE8DBgwL9g/T4O7Bf4uJl3ke3YNhuNsdxWCrRcywYYP1NTjJhOqCEuhQQmnTEMG7qsbzMPnxzhC8q/D62Zb7AOXDXThWaaXMu7Ol2d6gdHeP46min4JcvAKNjzC117Rr7nSMOtrayr1uWxIjKMVivSeVtyX8LS5zXajXei22z/YaG2e6RyNoE82X1YufKVR7rPDMqFfUsK/D5VSywf/l8nFNtSU/PXI7PjtlZ9uNCgXPo2Cjn5FrNEZDZPz76mKH9r73ierRmshzn8/M8/55dFOhyOaCn2/Woe/sdidZWAY/B/GB9/bxewM/6n19gW7S3cUwwVFOFc1dYP84zMtZA8RG4fSOYjdjyYpdfAF4BRCHxus/GZUsgL4UWuzQajUaj0XypmZ+3EQlLfHaeBja3dacwMjIqVnLUSEkhyO+jwdjWRmOxvd0919ycQHsbBZV8Hhi8ybfazkI4EKABsrxMI2l2lgvSn7wpsX8vRbCGCAWOkvJo+OpLfDsOrN7hi0JTOs0EuVNTXDBv3+YKI5UqjRifj9dOJvhmvCXI6w8O0uh5/jmGXP3sbRrRpkXDq1ikgbFnDzA6yjw+wkPje2EBKFcp1BUKTCYfj7teXDOzFAY9HnrgODmuZmYZ2tk/oJI9tykxpsS3z9Uqz5fJSCQSzDl1o5+eBfk80NXFunHqolwBlsbZJocPM/QqFpPIZHhMSok/2RwNAttmnTLUD7h0CfjRj2mQdbTRQHjvfbbBBx9I7NpFb4bpKdaj10dje/duigiFAo1BZ5fOUonXCfhpVDkiZyTieiVcvkIj6NAB4NgRidNnufPf3KzytMrTi21xWeXxEgKBIOsgmwPeeI31Wi6znSoVGrZeD+umf4BiT1cXhYOxcdbVgf0Mc7l0CXjhedZDpUqjqrmJ3lQSFBTCIQo1y8oLxNmNbGycuZeyWeZJk5JCYqqR+X4cscyWzAE0NysxXqNRWywBQWVQDw3xet3dNEItm2U/fYZinKG8baSkkLCcpjB89lMa++2tvJbXy/G6nKaxbQjWQzTKe67WuOtdJiMQaWDfvjkCDA1JHDzIvjc1xf5ZrbEMTo6heJzte+UK62j/PgDKI8VWYVL79vD7oSAN9YUFVxiu15mLJxp1d31raXYFy1DQ9Tas17kj3cAA29gwOOabU+yry2mJcFglhxcqF59kWT89R1EiFKQnUU+3K9Y7c8HP3qIgtrjItp6fd3cSjcUoiHgMtyylGkWguVnlgVSiJ9DSsitcLC3RqK7VbExPU/irV4GnTzBRe3c38NRB5ntqCFMQr1bZt5aXOf4DAfaT/gH2Lb+fnpttrQyJO/sp69QRJ//kz4D0sjsXGwYFinKZQvRe5XklhMSly8AZ1Z+amoCFeZV30aJXCwBMTlDI8HiBeIK+c6US/9VqFH38fgoIoRA9xwDmg7Jt9r3LV9hWuTz7S6VK0dcwOMc2N7N8hQLLUigBbS1s7z272SdHx1i2iPK6aWoSGBxiwvWXXgDOnOV5paQXT2sr+0Yuz/rM5dl//QHlmabEHQn+nJ6S8PmBb36dIutymnUfDPHajiex4XFfSHg8HAOOB9zcPPtIU4reTZUK80s2JlmPgPsyplZXm1zYrMdymaJnKEihy6te9ji773o97uYjIyP8e7HEdovF2LYffMh8hbUa5/tUkn1mcIjtICW9yZy/LS2xz2zbRtHNea7ZNts/HKZn3vgE+6BP5djavp1C4OiYk1Se/xaX2J+iDcAzz7A9/vrHTP4v1HzhD7Dc9RrrvruL/y+XeV/pNLBjh8SNfv4uJeupVOSYKhTY1zs7KTae/JjP+ekpHvOP/geG/354Ur38AOd5y+JcUKkCaeXN5Qhw1RpQz/AlVLHIOcDv4/pCwM2reDe2vNg1ZgEjtkAcEkUbmFVhjXUdxqjRaDQajeZLTFubB6lG4Cc/cz0likWGHO3aRWNhZISfCeEmQeZW8zQcAwHm4skXuNDO5ykWCEFD2uejgWAYXLxPTwP/5b9S3JGSRv7168D+/TQqJqf4Vv/gQRqNZ89xAezkfPr4FMM/RscoRDiGUK3GxTjDk+gxkUpREKnVWN5AgMnzR0ZZzvMX6IGQTgM+D722BGhAmSZw8iR3kRodA5YXWf7BIRpFqRQX7ZUKjZdTZ7jon52j14Vt0VPLCeFyhLxsVnm4GW6uG4+HxsUnp2lYxGIU4IaHeQ2/j8bmD/6EdWBZQEc7d3mcmWEoXSgIdLQbyGUpuBw9wvxpExMUqrb1Cpz6hGJbKgXYoPHj7Djm8ag8QhP0QigV+VmykcZTUYXbCNCQijTw+4m4ChkBPRTSad5rtca2DwbZb3I5JlUOBvjZJ6cpEpRKwNU+XqOpyd0RcX6eu2peu07vk3QaSCbotVYps04E+PdslqF5LU28174+3p/PyxCrwTT7VSBAL7eZWdaX48Fg2XzjXyyyfzphrE4C8HKZIspPf8Y+bdYlJqfZr20JDA1SxKhW3Trcvo0GqN8HTCkvmrpJw0vk6VGUXuYxxZIKm63xvg0BzC9YMAzWT73ONvb5gNl5jqV8jl5KlsU8QL29bK963RHLmLvu3GcSzU3K03KK9VsoKo+NIkWoWo0eGIZBQzAQZNs6fZNec+6OkTMz7K8eD8v/4cf8rLOTn/f38ztNKVdEdrxHAd7T5BTnm/MXgG99k/2hWqNBGgyyniemOJ6qVd5XcxPLNz6hwt6kE86rdqAUFDEaVShzrUbvs2CQ99c/6Owux/tZWmb/Wc7wHE0pzkGVCssslOfi9AzD47ZtU3mLEsCPfwq8+TNgcJj1vWe36j8z9NapVoF335fI5tnnLVOFitXosZXPU7Qpl13Pz0IBSAck/vhPGG4roJKse7gzbbXGcTc2xmsGlKeObdMTqFJh3sFymX/L5SjwZJS4UFF5xJaXKUQGAq7nXU2JFJEw54eWFoHFRW5e0JQCLl+j8OV4Lkmbc9v0FL9Xq1Ec9fl4fcfDdfs2ipLlEvt5KMjv5vL09gwGJZaXgMOH2Ddtm3nK/D7ujvj22xShbanG7wjbp1KhN1ko5G7qUSpTfM5kWf+7dlJMDEcoFk/PAPNzbINdOymCn/mUApXPZN/r6mTbLC7Ry7VYYLuUy8CLzwPvvAe8/2EdgPIeWmJZWlspkC4uAB2dQMyrcrwF+WKjXqUw1tQM5MP0jhodY6h0MsG5oKfXFaH9AY4RRyS/eJFz8Y5tKkzcpBBmWuxbsbgKOVdint/PfmKZjven2qnQw/a+ep3HNzXzO4bgXPDJad4v52zWcVHNK8tpd8flQwd5/fZ2Z45SzzOLbeLsduu8rIpGObcNDSsPMdUHFpYAv5dt/+abbCuvBxieYF+U4DmvXGXf9hgqB5+Xz/6FRT6/nBxejndhNMr7SiV5vs4ON2w9HOaY2mwo45YXu0ZsgSoE0gD+sO6BD0ANQPoxl0uj0Wg0Go3mcXLxYh07d9AAqVRcb4H+QSBfYP4pKd2Qm5ZmGgSTkxREMhkahIUic31IUPCJx2mEOm9OLZPGw3KaC2OAokQiQcM52MKF8PKym/dnZgb4qx9yp7ajR2gAXLsmkUzSw2jHToocpsnyTUwqjy9lyJkmDfpKlYbBjX5+3tzMe2prpRdCrcp7o8ikEjbXgIJNT5hiiYbs5ATzZYXCQMRQIXwqRGJ6BqiO0sCYn6fBXVBeE5OTNB5bW2l0CBUuODbOBX9jIw2AiQkaFf39FH4WF93Q0kqVxtvgEA0/k7YWlpclensp/rQeUjl+PMC+3UDAL9DeSs830wTOnuNb9VxOJSEvql0TIzSIe3tolE1OUUzoH6Sg0qByfkFyU4LhEeWxFWa4VrHkJo9Pp2mQRxugdguj90Mmo7wNDNdjYmmZhktXp5uo/qYK0VkxmDxyJRzO6YsAkyAPDrLPJpPuDqH1Or+by7HuMllgLsp+ZlkU5splig+VKusxm2P/2LmD7Z3P83weL70XQ0G2VTBAo7pYYC6qkvK+aGkGxiZYp36fm5h8fJzjYXSMBi/A8gFKbFEeMEPDNGw9BgUCq85ww3DIRkc7DbPrKs/Z8WOs49ExGoozs6x7w0PRIV8AINg24+Ms99IyjwfYx5MJlcAcvL9cnuNzfJx/i8f5eSQCNLcA5SLHTCRCMaGQZ3v96Ces/0QCyGeBZQsrCbtbW9mP5ufYpyyLIgXAe+7q4uemxT6fapTw+9jm4xPsi8eP06vHCa3raMdKovK9e2nwWioEc3IKuH6NY2j/Pt7zyCjbzvBQzNi/D7hwiaJlc5MyqIfZtxIJnt/Jz+YkiDdNJ8xKIpGgl9iO7RQTnGT70uI5SyW2a2Mj2/3ceYY3z84C2ZyNoPIkK5U5Tj2G69FkWhQyFhY5Tpx5wfEkq9XYtqEQx1M+5+bgO3KEIWJz0yyvLSn6BoIq5M4L1FQIZbSBCfud8eF43k1M8J4aGtT4M9nPfV4e64RpLyxQxKjVKF6ZKvzN5+O4n59nXe/YDnR1Cly7zhDz7i6Wn+HqLGM6zfDcUolzzCenKXqHg+yn5Qpw+rT7e28v7z2bdftSQwPPY0u+WKibHC+WxXl9cpJ9o7GR7V1W84yUypNIhS07L3OSCYZ+xuN8dnz4Ee+nuYn94fwFJeY3SCbKDwC5rLvbbybLuT4e47UrVb5EyWRVHSnv3XxeCYrNrHshgHyRzzXbYnuNT3Ash0Oci7xeVecmnzfRBvbtSJji2pIKixcG8L1f51z2wUfK2zbA65gmBctkkmWQtnvOjg7Ob85zy+vl3OjMDw1Rjv25ec6FCwsUDEMh1Yem1AunqCvCAmq3yQrHx5TyGgsFKc7aFp+19br74qBQ4DohFGLdt7c7yfaZmxHgfTvhy4kEPZNn59jWu3Zx3vIYrD/TpDD/S78ATP/vHA/lMsvaEF1/XXQrW17sqqgHYyMkXvHa+KuaB8sAZuxNynkajUaj0Wg0TyAjYxZm57ggrFZpwDWmuOidmaHxYAguIA/so2BUN3lcwA/s3snFsADzBQUCPP7IERq6+bwyAJM0+soVGpXzi9wl29m5z7IYguDzAwd2uZ4JU9M0HC6cB9rauRi+0c/PZ6a54E01cmGeTnMHNY8yamIxtdBeoMGWU6EMzSqcammJxjJ3hKJQkcuxPKkU/w0Pc9Hc2gJ0dgHhNAW5rk71ZjpLQ8YQbthZMEhjIJHk4r5cZZhQIkHjGHA9EXw+Joy+dp1GRCxKY80JH00k1HbvS/ySUB4rV68D6azE5CQN/1qNZU+lLHolLAI+n8Thw/R4mpwE3nqb9e8kGDYMGixVZbguLdHQk5L3Vi5RpDIt1oEt2eZTUzRQa1UasPU6y2UI1q9hAJ6Ya3Tm8qzHZKMrDErwTXsgwHI7IUD1uhtCNzyiwnKGAdj8+8Ag23pyku1tWexXPT0qLKWBZc7l2f5mnf21q5MGq2nxOx4vUM64xn6hwPZOJpW4WKEI4fXSY6JF5VLK5li36Qz7C8C+U6ux7WJR/r9cpih644YbrhOOs719XuaMKagylko0BuMJrOwQVqnQIJyaVvVSY7s1NgJdHTQGLZuGcLnCe5+dd9tpdl6FHFr0mjA8/CwS5nkCQd67MwayeXrueA2GPsWiTJLteA+NjFIo7OtTOba8ACSN0b4byvtCCYeHe9nDBweZhH5hifU3OMj23b6N9wcAPV1slw9PMml70M/7npml11QgAOzd44ZyejxK8BQcB5EI28LJjbd7D/tXYyON9/l5Gs3791BIzWQ4L82rnFqJmNpIQ4U+SbAvdHfzZ6Hg7jpaqSiRuMz5LNxGL8CqMpqdRPJtrWx/w8PvO95slYpqBw/FoOU0vxeJcOyXSxRsdu6giJPJsm9UKqznoAq1HVCemY7HW2cnkM1wp81clruqJhKux9P8PMtbrfJ8Ab8KxVY5m7I51Rbdbi7GgSHgyCF616YzKmx4mdefnOI9NSZ53YAfCITYR5NJlecrBgASqRT7+8WLvPemJvY5v8q1dPGi8thM0sOqIcpzOzkWPR4KZY7w6PWxvpzQaYD9f3GR7djRQSExm2XfH59wdyGNRd3cTYGAs+snzxGJcD6T4HVtyXZeVF5DTvhntIFzTSgoMD/POm1uBvzKg9AQnNdmZ9jXEmr8OOGM27Zx3jAtenbOTFM4np7hPZsWx7dX9RMn9NTnA8KNbM+JSda1x2BZent4zAdXeC8NEc6TsRj7Yr3uvmCq1zn+5xdcz2pH9CqW+DJj+za2eTZLYczvAxZznAtsi2VoaOCY6OnhuWxTecYanMvGJugN6DHY1sEg6zKTpXA2Ospr9vbSA9djuBtoxGPKG9nDsTU2xj5QKDIc19l8BODxwaDajXKC/x8YUHnuGtjHMlmK3+c+U/NlyX0JNz2NTbHlxa6qWlIkhcRej0RMSCxLgYKOYNRoNBqNRvMlpjll4EY/F6+mCQoqoMHR1kbDpFKheFOr823xvr0MNejpoqE8NkaDtKVZhcPUuRgvV7kIv3mTBnKkgQtwf4CLeyFcz7BymQbq7l3M05PJuPlyGhq4MI828BpT024emGqFRgzz59AjpVwBdxdU+WeCQTdUKNrARbYE36QX8kC1rLanV6EPwQDrJp9X276XgctXGQ4RUwvxmyNcONfqLKfXTyPD4+EC2+8DSgXWR5cK7ZpROYCckMvWVhqQV6/RKMkpozMeo4jo5GECeB/RKA0Hv5+GQL1GY0SAb/VvjgD799lYWKAIVavyGCeHVizG+2mI0PvNspQnhMqVEwwBZ8+64Z4tLTyHI44l4szR4vepfGmGK8ZlczRYEkmKHtEYDbdSidcJBvgW3mkHJwdYUYlsPj/LmkrxeMtiO73zHs8RCVM49PlY/myO9xIMsZ0mJimGhcOsm1CI14w0sNw93fReW5rnvdVrbjl8PuUVMOl6ITkhfEXwXN1dzMs1Ocl7a2tTu3028HyTKsSsVOF3fX7eb1eX8lY01Zio8HvBAI/zqLIKJRRaFtspmQDa2w3Mz7N9vWGOw7feAp57jgZ1KOTuQNrZznJ0d7LeFxaV90qRPzva2L/yeY4Zjwcoe9m/KlXWtWUChTL7guGlwZ6MK6+lIusbkvcEUACfnWW/9nh43XKJYb/T0zQyow3sYwuLnCs8HrWz2pBKih0EkikmT89meZ14jMZ2NMpQqfMX3PsxLXr+TE0CrW1KeEwzsTVAMWV+nv0slWQ/r5u8x+kZtoVDLk9hKa2Ek2BQbRiQU6G5GRXmF+SYXlpiP2ltZTuGQ5x76qa7m+WunRSubCXOBpWoWKkI1ATD3JqbgFQ7xa5cju26nFbeMCoXVrEI3BzmtZ18YgC9jYTgiwhLidA3+tlnmptovLe0sL+NjVNgDIZ47lCIbZzLqzFmcxxVqpx7HWHF4+EYtmx61t0cAQI+9gunn6RS/H3opvLOMYFUE++lUGRoekqFhDo53SJhtqFhsA6LRc4BXq8S4QIcuwtLFEp8fvZVr899UbHUz34XCPK6ra3sc04ifZ/yDiwUeV7Lppfb+Dj/LyWfP5Uyy7S8zLrx+fi3Qp7Ps2CAYl46pfK8LbA/tLVS3DJNsZKb0emXtRrLNDHJNm9t4/2kGtlejmAnJftpfz/HX109Lw2Dn41PUMAMR1h3xRLvvT3K51Y2yzl4fgHwB/kcLKpxM6uefydPUbD1etVOiCbQrOaqYpF92fEatqUKiVTexKmUGrMLbHO/EugzakxKm3NxMMjn7ewcx2R7u/LIjXPs9w8yN2Nzs/KAlO44W07zZUA+z3t0kuqHw9zkw+tj24fDKgSz6s77q4VOQ807jnAZCrljvFplzs2xUfafn73NYwJBt80bk5tbJ215saumKlcCqEugxQBGLQlr5b2aRqPRaDQazZeP5maB2Tku0uNxZeCr/Bw7tvNnNsvk3k7i85FRYNcOGhSjI1xcj47RmPEHaGRdvMRE5k5CXoAeXdkcjwsEuOjN52lkBIP8J8Ddobb3AqEoha35OSCjFrnf+H8CV67RwHXyh7W0cI03pzzJfH7XYygQ4GK5McXFfUMDF9KGoHFQyAPROOApcSev48cobBWKQG2Zi+f2VpXo3FTeFZJldkJCnFAjj0cl4y/SCM7nuJi2JY0Lx7MiGuMCPxjk/30+5TUhWfdmisaC8CgPHovH1us0cKTNEK8pFQY2O6dCAr2ADW7rnlcealev0dDw+1guSBo0tToNLqfOy2V1fyH+Ho/ReHHC3RxRKxigOGB4lBdLGw3JWIx9KJ9juwi4Ob8ScdbBzBwNqR3bWXfLS6wXr5d1sLTEa9brrodgJAxkvTSYxscpXti22vDAR6PcMFwRp1QCDu6nN9b4uMojYzOcJ6M8FaansRLqFwyyThyjx/F6cYz+igqfyufpNSOkK274A24flKCwE4vRwC2VADPg5q2TNg3FvPJYyOVVWKRBb6rFRdZRKOiOzXSaIWCxGK8vBAXkkx+r/FwFJbIpb73XvkqxbXGR9zE7x/tINaoNBYrKuAzx70tLyqBWHjTOBgbhENsnHud4DYc49luaKegsLbm55yaneN62Vt5PMAj8n/8X6wZQooNPiSyqT2ay9GqRNj0UDQ/7SCHPY2t1teNiB8e541kkDB63uMT7C4d57FOH2G9mz7CNhod5HUd0ljbzNtXr/Ld3L+tucdEdX443H8C+MTbO/7d30NAXcBOid7QzjM7vY3/O5Vl3yQSFtrl5t+4qZfaNhqjA0iLro6mJeZqWlRBXdzxa4rz89DTHc7nK+mhtVTkAVb/vaGc7Bvz8Tk83vXFOfeKG50nJvuGEeJsmy+f3s7O2t9H7z7ZZj36/+wKiXlc7kZbYTh0dwPiYygWXVB6QCZYxl2X/3LWTfWNmWo1/wfqrrhLbyxXeswBFO5+PfbNWZW6lWIz9zAmRhnqRsLBAr79wkJ5EbW2cO5xnSDBAr8hqlXNOW5u7M29PN6/Zd4MhgvG4yrNY5tzZ2Kjm5jl3x8h8nmUXgnOQz8tNBuo1Ckg3bjBs8PBTFOaqFY4vnxfwBFh2r4dlmp5hHThCW7XGc9oWk8E7u3dCqjnP4D3ZFseM86IJNuexxiTPVSwC3T2sm5On6KEYDLnhtR6PEtpSKjQ7p3ZBbnM3rwgGeFwiwTxjsTgF1mLJfSmSyahnknph4fXy93qd4ubyMp+pvd2ck5wdJhsa2I8Xlzg+vF7OUbEY73VpiX3b5wfS07xfKdmPpqZ4jBAU/Xxe9fwz3bkxHOaYcXa4NZXnYyjMNszlXfG/VHTHaL3OEMdSUb0Aim9unWRs7rDHR0WJWv3Sgylb4JDHXsnbpdFoNBqNRvNlRajcU14/F76ZrDLscxRKQkHXAJ+coohTKDB31LXr9OTZvp2f5/Iq0XdUvSmvuGEM0SgX+TMz9AaQ4EL8yGG1A53hGkjFIoURj6HywCy4CXevXHENtuZmGrnNTVxge1QeD+etdUAtzoslGtK9vTx2dtYNDYnHuSCORVkX167TOHTyoSST9Dbr7VXCkOB3olEajPsP8JxOyN7MLA2pXTu5qK6bDL2YneP3WlpoOC0vqxA3sF6mZyiQOLt/TU3TSPf76J0UCLi7UJo2vTkmlGBQrfLeo1HANiVaW5VopPL0xGL0MjDrrJtS0fVeSysj07R4TcegqZvK6F5SotQyf/d4+D3bplE3Osr2EnBDGJtSNJaEwToMhmgI93SrLeuV4dHdRfEgoYQmv58CwdISjaXmZiYOr9VpDIcjyuDP0/sPBg1ox2vF42FbRKO814oSv+Zm+Z1KmWJJayvrbds2enfML/L61SrFiHCYhp6hvK66OlX+pxCN7vFxGnXT0ypx+LQyiCPsR8kEcPAAcOwo+65H1YHHoxK8C7UbZIXlcJLAO+E+pslyF4s2sjn2ASdU1ud1c4N5DNZTUxPLZkt6UabT7rH797F9paRB6fPRwHN2nWtMKo8em22USLj17OSE8vm4Y+Ghg2xDZ0OA/kEaw5EwyxKNUshdSrvzwdISy5rNck4pFZW3UwOP96rcQPG48ohTnnuOwLa4xPo3lKepYfDz554B/sk/MvD6qwKHDnIslUocE864nZtjnzx4gPcSaVBhj2nOPQ0q5NXrYz8IBDgunTkoFGJbBkP8bqHAurp0hWO9VFY7Caq5y1B14Ahn83PqvrPA4qKNWJwCBsD7a2lxPTd7ezluWpp5HYBedfv2sWxOqGxDhPNKKgV0dQPPPA18/Q0mWg+G3JDsmzdVmGuEm260NClhLkvxsLWN14uE2U+cPuf38TzpLNuvp8vdBCAccj1lYVBgi8XYdokkjwuH2bbCYL1GG9wNB5xQ4LrJfpHNsr5bW4HDR3h8Nqdy+KkQUlt54UqbnwcCSkgvq5xNJXdDCyk5vqam3B0ux8bZF5w8a7btznEBFe7p5Ii0JeshkeDxk1OcM+YXOe737OH5k2q+euqQQDLOMsQaOFa29fI+wxF3l9CmRte70DLVePdyLtq+jfff2+smjo8qb8FsdtWug90qH+QC501TvXgJhTjnHTnibjaQSnGeXVyil5jPx/qqVinuhsN8mZRI0Eu7uYm/t7VxAwNHYAsEOfeWy8w71tioQsSz/CwYUPnavPz/9T7eg/MCoCnF51AizjJHIyqxvMGXT4f2M9m+I342N7GM1SrP0dHBtYiTA9TZRbSjg+G1AD2abZv9sLubz+RgkPNwQ4Obwy2V4j3u36/y2QXcnI2bYct7dvUaNq7aBo4aFtoMiaCaWLTYpdFoNBqN5svMtWsWtw33cyHrU6s6j8dN/NzUxMX2xYvujo3ptFqEd9A4mjaUGGLQ0InFaWyWSjwuEKCR8NRBLj6vXnN3rksm+YbaCXNob+fPZfUGPhxWu7CVgPMXVW6qRhrO4TDzaUUbaHCWSixfKMQcUcU8F76hIO9vWy8NnUKB4Q07dnIRX65wwZ3L06OkrZVGkzAY/lYo8J59fuV9UlWJc5U3QGsLF8+1Gg2zTIZvpRcXeD2jRkNn5w7lEZGn4d3SzEV4pUoBIhxWb9GDLMf4BI9zcnYl4qwXJ2l9Os1j9+9jfU7PyBWx7tp1fvf1V+mt1tzMa3g9FMw8Xn7n5k0avYU8y+jxMBePag54/WxD5/i6MtgaIm4/qpusK8ejolxW3/Uo47Sktqf3MTRwdt7dEcsR4ZwEzj4/jZOqEoMMwfqPxSkopDNAa4Dt1ZhUievBNnY8VCYmlHdCA+soEQeSfjdXy+IiBSxD8DqRCI2oWJRtm0iwn9kSiMcFnjokMXxT7fpnsO9VqyrUs6Y2PGhjX67XWYZggEaw4/HTlKJRdmA/x1Klwj5aq3KMBfzA9Cz7sQDDGMWsheGbrKuuLoo5APsNhPLG8gCQbONggOJuJESRxOvlOLQsNwTW8ZBxwoObmtgHHGFrfp59xck3dWAfd0QtV9hPhGD/rao2DoXYNyDolWnWaRA7HhkLC+zLiQQQDCuBxcfvplIMUczlVNiZ6kd+P71Dm5o4tpqb+Pf5WZbtb/46jblMRmJ21vWK2bFD5ahqVOKFRSM4lqA31uAQP59foFDk5Cl0RCgn5NTr4z2VSmzjkVE3aXx7mxJClPePMNzwtqVlJRiqOdLndT1bWlV4YSikdjUMu2G+Xg+wcxfbsaWZefY8HrVxSNkN6fKEVMhujH12YoKi6qUrSpgLuPNHWL3ACAYoQuZzrKNcgUJtOMR6Nww3t1NOiQuT05zb9uyhF+/wTY47R1AyDGDvcWB0nPdjCAosXR0U24aGOQft2MaxUChyt8WZOeZUEgb7aSrl5iOLRZmzbd8+hrmmM8zhtXMXxf2nDlJcHB9n/8jl6G01PqE2O4mr/G1x1pllsq5SKf7tYMz9jmWznPPzHHcvvUixZnzcfVFSqVLEC6twu6kp1mVPD7B3rxdLy1U0Jl3hrVDkfZl1XsfZ0TAU5vNqcZE/GxrYnvW62k2xDiRa1Q6wNc6lPi+9x6anWOcRlWbA76e43tjIMRZWYlc8xu9XayofYYXzUjjM+WZyyhWVnFDYcJjz5uIi+/LCgvIsC/H8TmhtMEhPzVCQ1/EHeA+xmPL8zrB9QsrrOaLErh07Wb8//23OQY7HWVsb54reXraLk+DeUOL9zp1uLs66qbycc7yOEEpwz7DuylX2+0yW9x2JuBuZtLSwnU2TbVBTL4WW07yWWWfbbYYt79lVU55d25TQZUogDPchrtFoNBqNRvNl5Fvf9MPnozhjCAo4u3Ypzw5w0T83D8CmZ8j8PI2IpibXIyirQte6u3kOs84FdbnMhWykgcbdjp3Ar/6KQFcXhYu2VoaXFApc9LY2c6HtYNs0EONx9ca8md4lPq/yuOliObI5emLEYu4CvCnFPEWJJL0Y2jvcfB6trW6i4+4u/j3gdxIP8/yLSzRW9+1lmTIZ5dEVoeFTUsbUyCgX04aHx/6L/7fAV16iYJPLMtSjIcqFeHsH32j7fPRe2LVLCW0lliUWp7FkWcALzwN/89eBp0+o/DVeltG2WC+2RePOMQZMm/Xc1eWhl4mHoS3JBK/lhF/6fPRG83tp9EUbAAg3AX86Q8OjVqchFY/TS+2lF3lMocD2der5G1/HShLq5iYaQv4AVjLwO3nSLJN9oq2Nf9/eS8MmHKHXhKGM8mbVrwJ+iiA+L+vsW98E/uZ3mWdNGGpXSyWupTMqUbby+vB6KLomk7xeUxPPISWP9XnZ/tJmOUMh3qvXw3aIxoBDh9i3bQuYm5Po7qKI4fMxfGn7dobpBoMC7e00jAcGef5Xvwrs3E7D89ln2RcSSbZVUxP7slO3rc3sg8Gg8r6o0Oh/6UVg9y4vjhxmGybiNEYLRda3k6OpWGTfdEKc/tH/ALz6MoU7COYFcgxAvwr9a2oCnn2agodluoKhs7uo16NywRn0LunuZj2mGlk327a5O63u3Ekh66lDFDsA2lfTM8pj1MP+75S3kOfn1YrryQTJMWxZbrLudNoNZ718hffYlAJ6twG/9ItAQ4PAmbM2rl5jvR3YTy/RXTtoDMdjbGe/D3jxBYF4jIJTS7MbzpzPM6+XbdMwTiZcT5tQkPfriFb1OvtjoUjxJRBgnXd1uXNUoQgcPcz2TKVYP4Gg431qIJlQ/dOrPNga3I1B+gedcGCB9g6Bbdvc3fBSKbZBpIECXlurm+dNQiXWlypktYlzihBsu6kp16Dfs5v3GQyw3bdtY39whPXubnfXQcdbrW66G3K0NKuwTOnm33JCkUfHWI/+AL9TKLLszi6HAO8xoDxK4zH+7vNREC6pvFSOt58w1JzcDbS1sI8UiwxRFYbrmeWIMAEfz7mtVz1zIqzfeBzYu5vHdygvo0CQHj5+FVqYTLLvtrfxu/MLfM61tTDk9Rtfo0BSrVGc7uwAnj7uw/Q0+2pLM73nujrUJgXSfeFSq7FeLMvdTdIJIy6XVT5EwX7a3cPnZy7LtvN5OVZ37+L/O9qBfXvYFz0Gy2Ra/HfpqhpLYJsMDXGuNgy2XyTMMRxSz1ePR4XYW+oll3qBk0oyJNEZyOEQ50q/n2Voa+Nc5/ez39q2uj+T7VMsuuH8nR2c+yNhtaGHn8/IEydUKO8o76GlhWXfuZPlqZR57OgYXw453qytrWz7fIFlM7ycXwKqDzi7P3a0U9idmHB3zLXqbNP+ftZHrcZxkthkGOOW9+wat/mzqtSteQlk1VO4LgGfeEwF02g0Go1Go3mMhIICy8oboVSiEW8oQ6khysVrLs8FrjDcHEgNKpxxfsFd2FeryssEXPxGIm7okc9Hg8TvZ2hJrUqj3jDUrlC2SoC9ikpV7d6k8nnQO0ygq1ti3x7A4xGIRiVyeQFh8MuGcD1tZmZZnu29zE12rU8iEecCPJdVXkcC+JVfAn78Uy6Yw2EuipeWef1eJbJJJTBV6yo/SIj3smOH2mWy7O72tWuXQDojMZ/lfTgeTd/+JlCpCszMSLS1MqfL+x+ohPxZGgjjY3wDfvQwMDcrkIhLjIy6Sfjn5rkZwNe/Brz3PstZKrHsvd3A2LjAC88xp5dlAT/6CfMidXfxHhYXKZqEQjQePB4aHTt38lx+H71fnHxSqUZ6wEgpsG+vRCajvJhaaSzHYwJ790pk0jQyPjlzSxuqfDZvvOEkpBbYvUvilZeBj08p4TIIVIPKm8bDOnc8QhobGVL0S79oYGDARmNCJUwv857aWull5RhgAI2bFUFM8Jj5BRo5He18y9/SBEC4O8HFojSiEgnW8aVLNJZiMdXHg67R3tPFvpjJAH6fhBmg4OEYtaEQPWIOHQJGRgWuXJXo6VGbFpTY97u66C1TLFEounJV7cAYUmXJA/MLFhJx3ltHJwCpQv5iaoexJdej7MB+wOsVaGigQRlpAACJ+UWWtVpl2TvageeeZQLxdJoG7/PPCVQqEtdv0EhcXAIOeLmrXzzqihKOEFHIU6yKxnjf9TrL5iQIz2bo5WRLzgPb1Ri6ep3lnZulGOLs6md4OG4TCdZpvc5+EGlw82gJlcuoo5199a13JMewlwIVQEFGQqCzE6jXJXxeCt2nTktcu8pj9uyhEb60rDxcOiioOBsn5PLKe8XH8zLEmjtLhkLA/r0ApEAkIhGJ8P9en0CtKhEMqtDZIue+1lb2oUQC6O3xoVQy4fMxB2AmQ7ExFlX5AWsqL1hOIhqlN92iCq994TmKWuPj9KCJRtWGHVHOZU7+tGpN5YPLuSGHAOfp3buApmaBYklifoFzT3Oz8oZUoW+BIEO6LZtts3cv56ZcnuK3ZXNH3OVljjVHXDCU+DQz4ybmTyY4T3o8LJ+zs6UTErlzx6pdWIXysKypnV89aie+ukrGP8t+5njRxaLKezHCv0Vj7liPRjmHv/Yq72HHduDEcdbHckYgX5CwbXoylkoU+J2ckr29LFOt7noY+rxKoFLhxTxOoLPTg/Z2bgBQKquXHfsoiHZ2urmubJt9oLUV+PXvckfcqSkKawcO8Np/8Ze8d5+PdR4KuudZXmYZHU+nnl6BxWXuhrtjh3tsPktR6dd+GfjpW+wPe/aw7IuLak7dzh1OAc4BR48I/PSnEvGE2njAw2tWymrTCunuwOts8pJIcG7yetxnd0cH68Cs83NH+C2XgIOHmC+xq0ON/Xk+w30eieUivYO39QLXCqxf06LI1dXJ62Uy7pqisZHtvq2XwraTGzQQZF/I59gHQiH2Kb+f80WlwvOmVD/0eln255/ldzfDlhe7liSfTlcsA6/CQkys/gxo02KXRqPRaDSaLyHt7R48+4zaznuUb4SDIRqAXZ3MGxONcjFpWeqtu6kWvD4uGjvaaWzMLzD0BaDHTmOSxkwgQAN2eISGuZPA9isv0gj57ILyorHXls2jFtN+P43PcgUYn5Dw+7mgPn5Mwu838NY7ciUHlcfLcjo5ePx+Lrybm7lj3SsvA8vLAgODEukshRG/30AkwoJnMhKWzQX1y1+hsRGLCSQSFHq6Wtz7OvKUSqYLlSOqCszMSIyMCNRqvGehhL79x4HeXgZDmKaTnJqGV6FI4+H4EWBinN+7fAXweiUSCRqqyQQFEcND46K5iWE4Xcoz7ZWXaaj19UuUyhQCL16SiMdokM/OC+zYIVFUYkupzDb0ByhmVSrAzh0C7W08JhLm+Q0PQ+4aUxTowmGKAQ1RABK4dFli7x6Wf2bO3W2to51GSzTKEMuebqC7S6BSBZIJAZ8PeON1iXicxlpd5Ybpu8E63dZLY3Figp/dGLDxyWkaytUaz7t7FzcUaGx039SPjLoeDaEg2wSg4FWr0SsrnWF/sGz+LZlgHQzdpJHoiKU+H0Wa5iYaRabJ8x4/Bnz/B2oXsboApIQQ7k6cN/opRB0/BmSzFC8EOMacndOkdA32myOup4XPz8/7B4HeboGuToqpbS1Mhu310qOsu4v3WqlSDEkmBDweepdVqjTkxsboqZFIUKg9dJCiWFubwE9+KhEIAEePugKgx+CxTo6vzk4KQ9WaQE8379E0GUaVzbqiRFs7635gkF6A09Mc34UCEIlxjF3tYxm6uzmWX/4K6zkSBhaXee1KxRWJMlmsJFJvbuL/d+4EThwTKyJOLC7Q3CwpsGXZf3bt4mdeL8d+pcz+lGxU4vR23ssf/QmPqZQ5/mybYgLAcuXyNKizWYFyhXNKpULj/8pViXye91ipALIiMTEJ/Nw3BaamgBdfBHp7JPpuUFBkXj2JaAPw4gscj2MT/KyriyLRwiLntMVF1sGRI/TqHB2jQZ9IcNxHozxOCIFajSHLDTE311/vNubb6upyN6Ho6uI8mk5LbN/O8OZYDDh2hH1LCFcsCquQ6adP8POeHoGFBaDvBsd/Pq+8gbJuDsLGJMdQLOaGGPb0uLmqakrISSgRxHk5Ui4Dy/Mc61mPygWmwuva2zk+Z2Z4bmFwzPb2ck7KZtwwvXicgozHy/Z56UXg7KcqEbwNhEICXd3M/7dzB8V8AXpSVdQ8uGcPcOYMy9LQwHDiq9fYV51wYCdfoSN6O55vzu6A9TrnhPZW5hh0nmfOrqv5HM/veFk1pQSklMwpZ1D4MU3WfzrNa98cZT0dOcz+f/wYBc4/+TPuQNoQVfn2SvxuTw9flAzfZJ9YXOS5W1rc0HJAiUVjFAo9AghG2Fd8fs6P4TDrPR5nKKhl0zOwVuPLgSOHeU2+8ADefodjpFWFdUcbgERSoKNdYmEBiCf5DGho4OctrQIt6mVLtEFidBz4yleAp4/zu8WSu5tyOOzuyBsMUOw0TYHuTok3f8YyPH2cx4yOsx9t28bn4Z7dwMyMwCsvS1y9zjI643Y5rXZu3gRbXuxSoaN4xWev+r8EIJCWQNvjKZZGo9FoNBrNY+XwU15cucJF6vIyc2t0dnCxaBgCHo9EVxfwvf+GC9fzF/iW2UnoHgjQ0+jgAZ7veh/w/odcqAsDqBaAdIWhJO3tXGg+/xwwOiawZw8QCkn4AsBP33RzdnV1qsW+nwvrZJKGztQMd3+sVLnA7u1hCNlrr/D4ySka7o6XTrSBgojzZjiREGhpEWhpAc6ek5ifZ5Lh1UxMArt3An/7vxXw+wXeeofiUXOzm3TfsmkgDQzQKPb7aCgcOkjjQEq5kgi4rPKU7NntXsfjgRJ9gJdf4qJbCBqW+/ZLXL/m7np19ZqbfD0cpmjjJHoOBLj4/8VvC7S1Cdy4IdHeZmBiApielhifYDjd9u0Cl67QoyMWo9EQjtD4kZIGpRNetLRIo8l5s9/czOsyz5LAwQMS5Qo9I1KNKo+QVxm5AZZtz26ee2lZ1UGZO4b95t+TSCRolV+9JpHJCpw4xs8GhyQO7KNxX6kAz5yg51ehQM+QhrArqJomjd2iMvAcg5OGk0rQ7lkldgkas7/53wHhsAHb5i6HP3tboligwdfbI1CvA6emJLweFUoZpMHY2SkgbXoFtrYA7e0Cv/YrEvU6+9viIkW6mVmKt6mUwKnTFGWdpOvZLMv0ja9RsGhrc3ccdPrC8LASSCNst1STgUqF33MEOCazF0gmga5OlunIYUGBbVkZ+JICRDTK8x3YrxJzB4FSWSAUYp6n554DvvoV9rHlRXcn1oYGXuv/9rcEPB6BhQW5ku9p9y6Kn9WayoOXpSC4bRtU/xLYs0cywXQ755CzZyWkDQRCrIvv/Cr7/PwCvT+WMyqxf9LdtbKucvgcPkRxzeMFyiWBYJAij4O0XSPY8YRqbgIWFgU8XgrXv/QLzOu0oHITpVIChw5I3OjnPJFJu+HTu3fRs7Ozk/MaAPzgT+i11dTEzSYcb1Wvl/fR20OPmnCYYobPBwhhIBiUCIelEpJ9CAQqCAUpDB48aODiJRunTnOeTCYodhx6DmhpFogrz4xIWKKhgXPw3JxAMChx9RrQ080+PD3DZP2OEBMMcAzk88Av/jzb1LLpXdjaSpE0EWedRSICbW3AxCTz0UUiFFN+8ecFDEPgvfclcgX2RX9A0FvPlvREq3OcHzzAfpcv8L6OHnE3JghHOI727uHYCIUY2tjZwWtNTbPMs3O8/6LFsr/8ksDoKOevfJ51KkFvrbl5tfOqEkqd3Rp7ujlXHD8O7N3DPvvhSbaXEAKtLcBrr0i894HA/n0Szz0DfPwJcOGCCn+PCtTqEpPTPJffx35kWsChgwIvvSgxOMjyOmKX4+nlcOUq68TnY/04Obaee5b3NTtH78vmZvaJiQkKQaNjFHjjMYoxUzN8kbRvL5+nCwv8/rPPsF26uySOHnE2ZaH37/w8+/bNm3A3KKlTeK/XOS8c2E8RsFKh0HX5qkR3J4XUmTmOgcOHKAi2tzIk9t132f4XL7NsjY08fu8eYG5eoK2V8+jYhOpXEfbFep110t/P3XFbWsTK+Gxp5th36tC2ucnCwf1APG7gxHGJi5ckQz0rfEFhWa43IwT/bwkVhpoAfH6BpghFs1BQhaSHKWq+8Dxw7jyv19OtdjSW/LmtF5tiy+fsUvWN9lUu7uqZjgDEut/RaDQajUajedz84R/+IV5//XU89dRT+LVf+zWcO3duU9/77LPPcODAAfzyL//yHY9bWLQxNe3u+hQOc7GciAuGTfRwgSmEQGurYFhfi7v7E+DkrDEQjxvo7BA4dpSLYq+H4Vc+P5N8HzlM49nj4drLtuntFI9yoWypUANDvYnu6hJ46hAN0HCE14onuJj2qDA1gAZEMsHfe3rEyk5NtuT3vN7b13pdXTQgVjzClLG4cwfw9NOA37/2Oz4vF/KOcGHbKn9IngvyUAjoaKcxDiFWcrMAbjJgByfcblsv8PWvCbS20fspkaCHQnc3v+T1MJSqoYEGpWNAABQGDj9FQ21gUMKypNpa3oMDB/iW2+tlKNjiolwxLioV3oNh8H629VKgq9V4nr4bvL9IhKLjvt009n7llwS6uyVuDNCLrbOTwmhXl8ALzwm8/irrJJ/n/TrCkGNUDAxQRHBob6Nx1z8gYZoSLc0My4mE2XdiMd53awu9jtrbBY4c5ncTcebgCgVplI6P0SicnaOR96u/DPzm33OT0TelgCNPCQAUL+fn2b5dnexvx46yPg2D5UqlKDA5O6sND1PscLyFhBDYsd3A3j0GolGBUNjdRdG0eV9dney3TohUPE6h0rIFnnnawIsvCOzby793tAuEQgKHDgl4fbzf3buB1lYPDA/rINXE87S1q/PFOOa+8pKBcFigt4eG3OuvAR5Dou+GRL3mei74vBSy9u9T4yXJOpueYRjlU0/RCPX52QY7tvOzd9+nYOP1CQgh0NEhsEPlxXr6ae6K1t0DdHUKdHVyzOzZzd8NtdVgNMZx1phgf66bvPb8PK+RTNIgDQVpcCcTFJTCEXoqLSyxbPv38V5WjyVnbHl9FGMAZRCD5wqHaQh3d7PdHGPc8AgYBn8/dhx49hnOCcGgwNEjwMtfEfD7Dfj9qk1CnC8qFYp4ba2cK1pbgadPCCwtCwwOsV8tLDDMsiEi0az66TNP+2AYFHbPnBXIZiUKBZ6vWmF9/9qvAvv3GUgpj5/TZyQGhuiNtkd5rDmCwfiEqruEkyOPdR0KUYCKRFgPI6PA5KTE/n0s79gY54R0GiuiodfDOefQQQqnTrvF4xSQWloEvvY6nw+RCEXulma2ayzGumhMcuxLMJ+aZbKM+/bwPLEY8N2/wXb1+znG2lp5L7Eorw3Q0zAU4ksJZ9fbRIIvJWo1gaVFzimpRn4/Eee1DQ+PPX6Ez5dtvYI5njxuX3GeAxSLDVgW68IJ5w6HeM5IGPjm14GvvQ78P/47obzDOLf09rhi1xuvCezYTpHm+DH3eej1qQ0HdnA+ee1Vzl/JBFAocI4dGqaXGwzOO1J5QDdEOL+2t6nceHG+cHB2ME2nJc6eEyveX5YlIQwVsio5fqVNkdnJw2fWWV/bt7G8nZ0U4wCWwR9Q+d9stt8LzxnYts2AbQmEI6zHeNzNdzg+wd0uF5e4bpibY9n27+NzpK2NawWAHmZnzzGs2OHIYebQA/jiq7fX8eTjdxoaBITgS6WeLt6Lz0fPVctiH9q/j3Ucj6vNKGw3VDsaBU4cUxue1OglfeMG77GlReUfTHEOc54Rd2PLe3ZlVBjjagE2KSRmpUDp8RRJo9FoNBqN5o78+Mc/xv/yv/wv+Bf/4l/g+PHj+OM//mP8/b//9/GjH/0IHR0dG34vn8/jn/yTf4IXXngBi451tAHLyxIeD1YW9LkCF4DlMt/Q53IUEd56R2JykmF1XZ2OGMQFbGMjRYTGJBetFLMk9u1liNKJY0wS7eAkm/d6BSyLHhbOboqxKBfd8TjfRM/MCCwuAZGQemFpsJwSrmgE0NiQACAlqjWBSFgikwX6+oCdO+WKAedgWwKxmEQ8Tk//Z04Ap8/SGF9cAmbnJNpa3e/E4wxZ+/mfk3jrHRp2rS18w53L0Wvk0mWJw08BTnZ2R2gwBPP4OPT2OJ43Ah+fAnZso1ghJcNqHJEMgl5o9WkgHpOYmKAnjddDg7ApBYyMSWTV9Ts7gF07ffj4E4FymQZBvS5XPCgcPKteU3cob7tzn7G9e3spqnV20lMurMSBQECgUpYIh2iIHToEfKbelnu9wHPPCSwuSbzznpN7in3g+FEet62XuVocUimBuikxMiqQTEjs2knxCUIyLxLowQAbeOEF9o3ODoF4XGLnDuf/NIS6u+VKEm4hXNFjdo59ZucOemddu87/O8Kpz8fNEtpb6eVieChqFYvM2dPR4e761tTk5uNyuN5H7y6fT6CjQ2JwiP2zXue9NjUBHe0So2PKg0CIFU8Cn49CgsdD0WFqmvmSfF63fJmsjUqFRm1PN/taRzvFqVsF3FRKIJXi75ZN4z/VxJxdsSj/Xyq5Iu7YBMd8scC2PXRQ4synFD26u4E9uxke7JQVUIm+PY4oBLS2CpimxNAQcPGSxPIyEAxRxLvR75attYWeeF1dDLkcGuac4uQwa27mHHLwIOv/q19hLjsa5MzxdvQI25D9TeDF5yVOnaZI8vxzAu994IoQoRDw9TcEvB56M12/DhSLAi+9wL7q9QocPyoxMECRqbNDIBEHTJOePbt2CsTjbv0+/5zA0DDwja9JmBZw7bpAOCTh9Qo8/yw9RqPLEjFlwDthbZkssLDEse33C9wc4ZiKxyVu9Atcuw5A0iBviLovAZx+nC+w/vfsZqj1yy9JXLzInReLJQoYHR0Cfh9WfY99T0Biepptt7hEcVQItldri8rzVOB3GhrYb4eGmd/KwfHQBFS+LTAs1jAY9uv30ctufoHHDgwyn9v27ZKJ10HBMRoFen2cE7xeCSn5jEilJA4HuVmCI8YH1L3UTYlajeOuWOKLC7/fTarvD3ADjl/4Nvv7n/0F586LlyReDHNcdXasnetu5Y3X3DxUQlD8bG7m8621lSIPAMzN09uzsZFiqNPPgkGBgwfomeXzuoJ4PMbx1tNDD7eg8n6WknNsexvPZRgCz+/m3L60xPMdOkjPPYDeZp0d7AOvfJUC4NS0BKREqpH3KCXD0isVXufoEfbNs+cA2+Yc7OS78/sF/t7fBfJ5iUhErIzrSkWiqkJ1bZthui0t7ly3tEwR0NlN9BtfE5yXMgzB/s6vcbz7/QL1msS2HoqbpRK90mbn1CY3q4hF6eXn8wlMTUncHGGeRof9+4Azn1KMa1TzmterdsLcTa/r/fuAV16WqFQ5Z1y/zuNMy/WA3rmDAtzMLPN/OS+3ggHOyWfObtw/VrPlxS6VPw8VV1TESx4bf24aGLIEDnnkut/TaDQajUajeVz8wR/8Ab7zne/gu9/9LgDgn/2zf4aTJ0/ij/7oj/Dbv/3bG37vn//zf45f+IVfgMfjwdtvv33HawT8XDQLFRLg9wGHDgDXb/DzZMLduhzgonm1h9HOHTSuurskmpvcpMW9vYBlCcRjEi88t/aahsFE2vzdDblwkhNbAKQt0NYq0NzEvDTTszw+rDwXdu90d/YDaMA6eZNQB/btY06Pq9dVEmxjbU4wof7vGEPRqEBLs8TsLODzUKBazcGDzLkSDgu88rKzixkPKpUkLlxkovxSiZ5CLc00es+dp5DX0emey+MRSCRoXJtKQPH5KPydOC4wOi5XwtGcMjc387yGAbz6Cr0vbJvhYV4vyxsO02PB8VJbWpR4/TUKIfm8xNBNGveFPD/3+5mb59RpGq0RlSvH56O4EgoBk5NAviDR2UkhcOcO5h2ybbYFwBxNPT0MS02lJNraKA40JvmdT8/RYPGushgsSyIWZW4pIVyL9NWvOp4MAq+9AvT1M/TKMAQmpySaUlB1xz7T1gZ86xsCS0vMQbVzB+uh74a7tncM6Y52tkUsynZrTNI7JqL6YqqR+Z1iMfaLVIrnm18QqNeZ76i7y72HYtENZbIsGuJdHTwnwDo6dpTG4ugY0NgosXsX77VWowjh9wPf+gaNxYYI+1X/IOvsyBHl5dTKNpyddZLEbxyVcu26xMCAxLZelQMJ7Ovx+NrxYqox7IgSgEAmI7F9Gz15VuNTO3kxhJL9N+CXePq48towldeHn95s3V0CN/rd+i8WWYZiiWGO3GGOefZqNRq09TpFk4YIEAwaeOZpictXKMS/8Bw90daWiT97e8VK+HMqxZDQJmUcv/aqGzKbLzg7GLoeUF3K6zQQAHbvFpifByan3fxXDtu3CUxP21hYFDiwnzmvQmHl7aTO52z64PQFgGLQwQNY8TrdsR24dNntF4UChatkgt5Et/LaK2vbOhgUOHyYO5KuxhFfOtoZRphOU3g0DAoUhqHmDsGDp6cpRjl1GAhQ9FlcYhs7Hkp10/V4XVrmz65u4IUXxEqfaGiQ6GjnvdVqDD91RFenzEJIpDMUP3q6VzZqVWHqAjt3ApMzbMTlND+bVgK9YXAOYbiawG/8OvNK7t4p8d4HFDF27mCIfb3u7jzp7B7ovUWlCPgpLrLsBr77Hbkyhru6eN39+wRyeYkzZ9kfOzuAQFBAeCR3AVw1PBzPoFKJc8Wv/BL7eVcnMD/H8Nt43MDEpEQuJ5QY6b58SSSAbb0CqUa5ks+wq0uuiHCBALCtx/Vq9HlZF9k8heOeboGfvcW6syW9m5IJepE5bRYOAyeOC1WfrpAbCsqVXJwLi2549dQ0BaoXn+f3vV7gmacFdmyXGB5hqHtHO/tdU4re2aWSxOwcsGOHQG8vz59MAk0pzvOxKDC1qh327RPYtk3irXckpme5MY7zvWxW4vwFtqlTvy3NQL0u0NHB+R1QawaTgncgIFa8x2yL/29ro+Dc3SXwK78EfHSSn09Oc3fccMjt33djy4tdL3tsvGMZ6FzVOZ0wxllbhzFqNBqNRqPZWtRqNVy7dg2/+Zu/uebvL730Ei5cuLDh9/78z/8c4+Pj+Df/5t/gP/yH/3DX62zf7sH2bRSacnlgfzsNkONH+db22nUa2obBha1X5UUCVOJ4ZSzv28v11PIyF5SJuODufn6BRGLjtZaTT2VmVsKj3kCHQ25eKo+HwpjP63iROd48rqEJrDJQBcvEsDgDhaLE3DwFsuYm97rtbWqnq1WLw94eejg987Rr8Hs9rBuf10CjSmDt/BwfpxF98IDAM0+z/mIxigPXrgGBoMRTh1h+R2BZjdcr8OzTciUsy+MR2LePnj0GoyGRStGgy+cdw88NM+rppkHj9WBFPARYf5ZJo3hunh4B3/wGcGCS4Sf+gOsl5/PRo2pkhB49Tx8HPrvAt/7hENDWJtGqPO3icQNPn7CxuEQxKZ9jWJ3j0bJntwBUbrKGiEQgIBAOAzt3SO64uerd8tw8+9ZXXlzrLXX8mFtPjmjgGCRHD1OgGp8QKBbpDXHsqLr2HhpUO7bz+5NTvL9AACshM27ydQkhBNrb6V3ieDvt2smwm1iMBmJDhKFa8wvc+SsSEWsM+Wee5vdu9NOT4sB+CnQXLrrHBAIGujol/D6JVEqs+rsKw0oAiYSB559juNnUNEPOrl1jUvO2VoF0hmLS8eM01u/E/DyN+WqV525ROdd8PoHyqnCWVMoV2wAKjL/xNxnm5tDdxRAljjMauo7XXCIpkExyXmhplujsECpf0e393OOhoNPVQYFlWy+wnKb3oceiV1uhxGtFtvE7sRhgWjxmW+/t5/T5VIhr0BWEGyICT5+4/dgd253d/NzPrvfx3r0+sVIHTvdMZ9xQSIe2NqFycTFHUkfH2vM9+wxWxmVHJ/MuNTfT6HboaGdYn9fjzIvArp0Se/ZgjXeWw3qipiNE2bYrmDjlTqUYeh4MUqwoFSXCEYHuLubtczwdy2WKfF6PW5d+H0WVSMS9Zl8fBa9XXqZ4U61SXLlVgAsGKZJPTdOLt7FRIJm00dfH85omvSO5Y6eAIRi2OjsnMHxT9UHp3Bd/Om0SjwO7d4mVFwteL+fIeh2YnZeYmxeYmwe++rLAhYvA/r0SsZiA3y+xuOgKvg4vPO/OKwBUWD1/r1bdHYEdD6BSmV6ubW3AJ6eVt+GqZnFCOD/6mOJKNMqdeGNRifFx7tAI8P4Xl/j7ajE1oLyx+m5wzrIsiZ5u1mdjI8P4AbevNTXxGXDsKO8zEODOoD4/c/D1D/D5nEzy2dDbo3ZJvkXAnZyUuHZdYs9uilmZDDckWB2+73RvaauNFrYJdHXwftvb1vZ/Rzi99TpSvbDxrzNvrQipS2ufzYEARcRqTeWA3MX5YPX1ALWJhXBfnDWpc3R2us8aaQPFIvPMxeMC6TTwza/TC/3qdYHduzfn8LTlxS5TAH4A/lUNwLlYoqidujQajUaj0Wwx0uk0LMtCarV1DaCpqQkLCwvrfmd0dBS/+7u/iz/8wz+E99ZX2hvg8QgcOhTH0LCFHdskQmGBcNiHzk4DtbqJhcU6PF4Pvv0tH+bnbYTDAp9+Vkdzk4GvvGggEKA3kYuNSKSOcFigUuUiK5kMrH9xxS/8vMTRoxYuXDTh8wm8/JIPsdjaVXM2ZyIQqCAa9SASMdDSsvacfr9EJFJDJCxQLHG3tGQygOefk+i7YWLPbu+aMKFEwsT2bRa2b3fPk0wCv/yLJvx+gWSSK/ETxy3k8hLJ5O31eep0dc39OWEvUkpkshWYSxLt7R7EogLJ5Poqxa0eK2NjFopFCy++4B4fiVRhSwu2JRGN+lbO9eyzwDPPSLVLpntvr75CNe6lF200RAX8SoBobOQuWsvLFn7wp1V0dxtIpQJoahKIxUzcHLHg93sQiVgIBAyEwjYSCeBrb7h1dO16DdmchMdjQ0Lil34htGKIrndfti3R3kFXitVt5g9IjI7VkC940NGxfl89dbqKSARoavJDCHr3dHQAzz0r8V//uopIWKC7249KBRgcruH4Me9Kuz19wsLERAVeL5BIeJFMBrC8bOPMp3U8fdyL1tb1X+k3NlYRDEo887QXtg10tHswO1tDMCjh8Qg0NbnXcL9jwuutYGAQeOXlEHbulLjRb6G11Y9gUODVV9gngLUG27Zta/vPwGAd0ZiNYBB4/nlgzy4PduwI4eNTdfh8wI7td1G6wLxPfn9FCaUGhCHR3OxFZNzEjm2elX6cTFQRCNTRlAqt3M/XXgempiwUS+zv4XAdsbhEMulHJFJFLCrQ0eFDJFJb6dOvv2Yjl5PYsX1tnRw/aqJWB0ZGLTQ02PD5JJpbvGhu5j18+1v05nrzZ1UEAiYaIgFs662jIQrE4yEUChKRSB07dtxe3w6vfNX9/dvf4tx0a7gyAAjDhs+HNfNUIFBDvW4hGhNobvYimfSiXLEQiZiQ0kAyuVZ9evqE+/s3vn7nNkgmKTLcSq0eR7VeQyLpQTIZwFe/KlEsyFvmz7vj91dw9ZqJtlYD7e0eRKM+dHeZWE5LNDb60dEhMDpaRbVqIxIxkGrk/VRrvD/TqiIQMNDcHMKB/RLz8zbicYHmZmNNXZ84YcGsY+VvjtC5moZIFRJAS7MP+/fZaGw0kEwaaGqy0NRsoqXFj1SqCiEkdu8OYHaeLoWdnQF0dnJHXSEEerpraGiw8QvfDqo6NNEQqaK724f29vX7/d/4NYmfvMm+mEh4EYnU0d3tW9kEY9++CoXWZHDd799ODTt3iJW2//W/wb/OzVk4d95EIECRMJHwqDK6k3ck4o7lXN5CLG5ixw4LjY0eBAJ+HDsGVCsSn5ypr7liY8oPv0+guclEuWyjUjXgD1h49hk/DEPg575pQ0qseR7esiRAIFhBb4+Jp48FYNsCPT0ebPcwdPKT0zXUakAqtfZ5WSpZ2L+/jn17vbh0qY43XgfiMYH2Nh/mF0y0thhIpbyIRGqIx4BvfoPfn5m1cP2GiZ5uH6JRt0yNjSaW0xZiMc+aZ2W5UsLUtI2vRYOIRKyVOgI4J0YiNRw7KvHGaz7E427f6+uvYbavjgP7fNi2bf32F4aNWtVCR7sXwaBAT6+N55+r4+ABHypVicUlE80tXgwOWigUJaoViUBQ4CsvBTAzy7HQ1rq5sbflxa6PTQPWLX9jGgWB8udfHI1Go9FoNJpNcevbTMcr5VYsy8Jv//Zv47d+67ewffv2e7pGqZRDschzF4sCxSIACFimhM/HHa2qVSYMrlQkfF56Ppgm35yn02558nmJYpGeSSeO8W/p9N0zpBYKNrJZ5nX59JxERzt3GFx144g2SGQyFHZuPWepxOtCMoxk9XV7e5RnwSqmppjT69bzOG+H0yqcJqaSMDv/X01Xp0QoyHPMz0v0D9AoDoUEwmGJYpH16fOuraM7MTMrMTnFt92O4V4sSsRjkjmWitU7niuZTCKtCisEczLdEvUEIYDf+HX+nslwJdzawhBBy4LqC8CRp/jWf3Ud7d/HnDuLSxICQKlUQbl853srqjfLq88jJcNbqtWN68a2uPNjJnN7/zm4n/WRzfIzJ+TGaadkAti3V+L0WeYuSqdL6B+QK6GHG10zl7Nx+TKP+epXBMplgaOHJSYmJMYnBWrrlHdgUKKqhN2x8Rp27xJ45oREuVxayXm0mXqZm2MoE6REsSQgjBhyucyKd0c6fWtLro/fz77t5B/L57i7pXdVP4xEbNg2YJpVpNOuwRcO8186zc0DeF2Bp48zpDCfZ/is83eP2knw1vGRSrGNJyeBgwck3nqb5Vh9LctirrVaVaK/v4ZwmOGX2WwVti1x9DC9jzY7dpxcWbfy6TnWx9ffcM8zvyCRy3NTh2xWIJ0WyGbYP/L5zV9zsySTSVy9msPIiMS+PWvHwnpzy50olWxUq9ytzzQFBOiFODEJZDJFBAICXZ0Su3cxPHZhkfdTrfD+mpvpaZkvVNHZYaBzVfrH1WUJ+PnvTuUrlTkOczmJvhv0UDpxTOKzC6y/XK6ExqREeytQLJbVs+X2eXf3LqnGJQfM7KxEd5fE4UOVNX3mVro6JKJRboBRLHKelypX997dDG12znk3yupebm37UkmqnFgcl/kcADSuzLMAN4XgtUqIhCVOHAM++IjzfzZbXMn1VSwy/9errzg580oogqGN0Sjn3f372I6rn/N3aoOWZvaH6Zkajh4RyOfdz2p1zqG31nc4zDxXtZoEBD21bJvXf/Zpel2VSqzT3h73++WyRLSB3oGm6ZavrJ6/2eza+nvlZRuDg0AwUEOxSG/k1WVx5kDbFmvuce9uiffelzh5qoLt29dv/3pdcofPLFAui5W1x/KyCpsucrfXzg56HeZzEqbFtYPHYNg++37jxpWr2PJil7nO39SOrqh+riXRaDQajUajuTvJZBIej+e2BPNLS0toamq67fhisYirV6+ir68P//Jf/ksAgG3bkFLiwIED+E//6T/hhRdeWPdaTjhLVwfDJ5xQFidfhrnqjWEwyJC9wUGJK1eZY8m3ygkiEmE42Z49a0N47saly8xrtH8fw5m83rU5hmIxCknjE+t/P6QSp/f2QIUb3fl6R48wqe+D0NO99iKV6vrX3WxeEMA1agpF1qMDE75jTQjNw0QIAa8XK0KG17M2pMnBEeBaW+6tILeGaQkhVnZg24hnnnZz8KzHnYQkwA1Fc/pnRwdDfFaHTd5KVxcwMUFDzwkZC4cFdu1inpfGxtvv++hh5jZb3e/WC+e7lY52N78XwLETDDKhf6kssXMnE1HfK054ZTotsbTMeri1PB4PE8nfGq63EavDm8plN1/bnRCCcwUgMDZuI5dfWwYn5MnvZxRbR7vAU4eE+kxgcIgJ5p1d++6XYBDALUJYYxJYVmFlTjs7IW+rQ4IfJm1t3FVw754HO4/Xy/C2gwfc+oxEJDo7OG+apsTCIufDA/tX5RBzQlabGObo9Tz4ZBIMcIz6/QKHDqjcjuq0Tt/dv49/sG3250Ri/Xta7Yzs8zHE1HOXMvb0uKHEwNowut51wl/vRC4PIH/73xMJgVdelrh4SaBYopByK1K6G5I4oZHOXLD6mfDCc1gJh139XFgdTnm9T6K5eW1+wDuxb6+BVKNcdyz7fUxgvxFOfS0tAy+94ObDcjjylFyz+2k2y75zYP/a8zhtZ93iXZRMGnj2Wf7+xmvyrs9lgOLix59s5jjgwiWGsjel3PybpumuWaR0N+84/NTqsEt3d9/NsOXFLuD2QvpUcHDt8y+KRqPRaDQazR3x+/04ePAgPv74Y3z9627czKlTp/DGG2/cdnxDQwN++MMfrvnb97//fZw+fRr/9t/+W3R1bbxydhaqthRrdsxLJGiwmOu8NezpoVF4qxFtGALPPbuJG7yFY0fdrcNf/srtuVaEYE6gW3cWXP353cST1fh8Yo1I96C0tAh8/ZZmcfLPbGaB7+C0RXBV1Mlzz3Bhf+XaI9O6VnAEwPIDCoGrOXbk/gSEQECsCBG3MjcPzMywH27E/n0M3XSEuYYIPVWk3LhNersFZmZoBK42tD0e5pZbj4YGgWefYb6vdaLoNuTgASYwd6hU6JXY1ERR90HbOpm8vU86BIM8/51EuUT89hw8APOAdXbe/vc7sW54oWBupYSKBnPEdYBeX/MLbm6zB2HnjtuFg6cOAe1tAl4f0KRyqTnzwa1zz8Oit4e5r9ari3vhmRNMBr+apWWOhwP76Xk3P89cdU1N7rW8XnprXu/jZ/ciwm/E8WP0QvV4BNrb+bIEWL/fGYbA8WObO++hg/Rc2yy9vcwB+DDuaT08Hu4kCaw/d/h8t788ScSZV2p1mRoa+OW335GQWOttCNBzeml5/ZDRO9HcvH6f8vvXH8MTk9wF+eBB7ka8EbduVtHS7O7euRrPBmLXatbr9+1tt+ch9Pn4QiIUwhqvw1sJBvnyokHNG7EYRUm/X6BQoNfXZsX8u7GlxS6+oBIwVtL3EbdPCFQlcA8vHzUajUaj0WgeOX/37/5d/ON//I9x6NAhHDt2DD/4wQ8wMzOD3/iN3wAA/O7v/i7m5ubwr//1v4ZhGNizZ63LQCqVQiAQuO3vt+J1tntfm04EQghIKdddLAcCQhk2D4e2VgORCNdqG+XecYyGOy2AtxLOIv5ejPWnDjFB9mpPmlhMAOLzSTLrCI4P6vW2mtUG98Oivd1NPL8RXq9AZ4d77YVF4PIVegg6O+TditPHNvp8I1aS7z/ArTrhtzu2M5lyKnVvuZzuhVqN3lSmKTfc3dHxELuVI4fv/SZPHFu7QYFDexuQzfD31d5ijtG8WgC7X8JhscY7BWDfWO05CgCWjUfK3By9hx7Us2u9DT+am1yB3DAE9u+Xt/Vhr1egpQUYGAL8gYcjDIVCAs57lPEJiVKRO+1txPiERENkfQ/J1RiGWDep+UbYqr/cy4uFW3numfVf7DikGhkmGVtHQHF2O1xNUxPFrvWenxvN5s4Ois23O2/fF729WFekb29jiHvTKs/R9cp5K+uNJcD1Dr+T2LUehw7eXm8+H0Nuv/6GwK6dGzdoICDw/C07PTvPzYYGga+8eG9luRNbWuyqbtCbwgZgQMKGQEYCrVrs0mg0Go1Gs4X49re/jXQ6jX//7/895ufnsWfPHvz+7/8+OpVbxcLCAmZmZu5ylrvjvBldJzoSlcqDGRD3w0aeD0IIvPaKfGRv7x82TU0CT5/AXUNxVhMIiDuKY4+6LVIpoLuTW8FvZZIJcc+ClJPLxncHyyUcFti/V65sNrBZHGNvk/tC3BGPB5D2+iLzw8LJYVerPZwy342NxI09u4XahQ5rjGifj7sAfh5lc4g20AusKXX3Y++HySmKHw8qdq1HPM6cig4d7RtPFM+cYPuvl/vxQVhepqDs7EC4Hv0D9HhqvI/w3DvR1saNAe5FILuVWOzO9dHV5Qp7m6EhQlHpXjz5mpuA5599sPtYTSwq1hXnnF0tAQFDSNgSD+Tp7LlPsWs9pJR4/rnPd+zfjS1UlNvhCyq57ouWXUJiQApkpUDrhhqrRqPRaDQazePhe9/7Hr73ve+t+9nv/M7v3PG7v/Vbv4Xf+q3fuus1gkGKSOt5eKzehWwrsJEXylbj1vCUh8WjFrsMQ9zRWP0i09HOEJw75ewCaNTeK729Ar2991kwRXcXk4xfvgosLABPHbJXhOiHzeGngJnZ23P0PA62b2OuutU7kzLE8fMthxACOx6hyJtI3L5RxuMgEBD3HCa3GZ46dGfPKAB4+aVHI2LcmvNrK9DcvHE9nzgGZNfpC4YBXL3Glw0PGr67WRIJilT38lLmVh6m2GWawKnTFIV7uh/8fA+DLda11hIVACDQKG73TZ1T+lbaBnCXt4SWeQFW7QfwBf9HCOMRSf4ajUaj0Wg0j4GNRKR7STKveYSoNevn7WX3JOH3MwRpq9ah18ucXzu3U+xqaX10rl3hsMDOHY/s9PfE9m0C27c97lI8enbvEti188l1rlidZH0jgsEtOvg+ZxobxbrebZUKNyf5PNmxww0DvV+cPHcb5TW8Fzwe5mtLxO9+7OfFI3SyfXCc/H3rvRw46JEAJLKbCLA3a/8nbOsCrPqbD7N4Go1Go9FoNBrNHVkv35Hm3pidBT7+5PM3JjdLLsdcw7093JWwIbKlTSzNffCwQwc1TxbODrPr5cV6VCQTAqnUg/VLv1/g9VfvfQfM9TAMge4ugWh064yVLe3Z1afcKdfbddOpw7R958qUUkJaQwAA2+p7iKXTaDQajUaj0QDArp1AcYsKEY8bJ6Qr9ZBz3XyZSCaBxiQQ+RwNyXth314KXuEIvRoqGyUe1mg0TySNjcBXXsSGu9BuZR4kDHKrs6XFroxkxfvXycllgtttTtl3e5gU4Mhltj36UMun0Wg0Go1Go2E4k2Z9QiGBl1+SX0gjaKsQiQicOP64S7Exzk5nhYKEaTK0SDsCaTRfHkol4OIl4OCBh5/EX3P/bGkf23ZVus51Sjlu8QlSvEsYo7QXAQDC2A7IRUh5l+x7Go1Go9FoNBrNQyQYFDoM6ktAQ4PAC88LNDZuaRNLo9E8AipVPNKdWDX3zpb27Cqpn+vlwzvhlRisrx/iuJYahNEDb+BvQ4hObHF9T6PRaDQajUaj0Wg0Gs0XhGhU4NmnJeJx/VJjK7Glxa6LJjtLeZ1Qxac8En9cl6hDwJbcAWU9DM9eBCL/8VEWU6PRaDQajUaj0Wg0Gs2XFC10bT22tJuTU7jGDfqNT/2sbOJcUlZg1v4MtjX4EEqm0Wg0Go1Go9FoNBqNRqPZimxpses1Hz26Ojy3fzZsC9RVvq7yHXLU16v/GbXy/wQAMKv/EbZ1+aGXU6PRaDQajUaj0Wg0Go1GszXY0mGMRSVi+db5rN2QCEKiAoESBFLr7NgIAELEAVGBEEEEGv4KQoQeXYE1Go1Go9FoNBqNRqPRaDSPlS0tdv1VnY5nUt4uZMUEEABDGIs2NvRR8/q/s/K7Fro0Go1Go9FoNBqNRqPRaJ5stnQYo6nCFCMb5OwKCopg6TuEMUppu+er/RXM6vcfWvk0Go1Go9FoNBqNRqPRaDRbiy0tdgXUz9AGYtei5AeL9voHSFlBtfCLMGt/DQCwrcuwzA8fdjE1Go1Go9FoNBqNRqPRaDRbhC0tdpnqZ3ADseuAQa+tZbmR2LUIwIQQEQCAEElIufyQS6nRaDQajUaj0Wg0Go1Go9kqbGmxqwQAkBsmFjvgYfxieYPPpb2ozmBAygKESAIyBymth1xSjUaj0Wg0Go1Go9FoNBrNVmBLJ6g3AFgAxAaeXc6f/Rt8bpmfAgDMyv8ME0EYvm8CkIDMACL1cAur0Wg0Go1Go9FoNBqNRqN57Gxpz64o7lzAUVsAkLDs2z8zaz+BXf9zAIDH/w8hjDbY9fcBAFJmHnJJNRqNRqPRaDQajUaj0Wg0W4EtLXaZuHMBv+q1EYXEJG537TJr/xWABBCBL/BL8Pr/NoAsAC12aTQajUaj0Wg0Go1Go9E8qWzpMMYcsI6M5ZIyAC8E8gBsCRgCsO1ZWPUPADkCQEAYTQAAw/s0AD+AGiDTj7zsGo1Go9FoNBqNRqPRaDSaz58t69llSwpdnjscU5WOr5ZQyewB27oEq/afQa+uOIRo4xHCD2E8BQCQWuzSaDQajUaj0Wg0Go1Go3ki2bJilyEodIXucEwVgK18v8pSfc/zCoCAOqIA2+pDrfw/wbYn4PE6Ylf9EZVao9FoNBqNRqPRaDQajUbzONmyYhfAnRjvVMAGAAcMCwBQkBS9pHUelMEA4TkKYWyHbZ6BVfsRhGcPAMDjOfToCq3RaDQajUaj0WieaGxpo1QvPO5iaDQajWYDtqzYtWwzELF8h2MMAcRVUi8bdO0y628DohmAgD/0/0Eg8q9heJ+HZZ6EMHbxWHvgkZZdo9FoNBqNRqPRPLmMZwZwevwtmLaOGNFovmyYdh2DS1dg2dbjLormDmxZscsnmLOrCfYdj5u0qXbFBGDbeUjrY0AuAKIRkGlIKWF4TvBvMg0gonZq1Gg0Go1Go9FonmzmCpPaA+kR0OCPoznSDrF1zSnNQyJdXsDw0rXHXQwsleZwde7s4y6GBsB4ZggTmSFM50ceyfkXizMwrTqklI/k/F8WtuzsHBXcKnLPXfaLLKqfWVtA2pPqf3EAflSLfxfV0v8LlnkaAGBb5yFEEpDF284jCvOAbT6s4ms0Go1Go9FoNI+da3Of4tPJd+/7+2OZAVycOYmaWXmIpfri0xRpx1Ntz8NjcDutmlXFZHb4MZfq8yddXsBcYeJxF+ORcmH6JMYyA49deLg0cwrzhanHWob7oWKW0Dd/Hra8sxPL50m5XsRSaW7dNs1V07i5fP2O3/d7mCNcqPzhD5PF4gwuzpzCX1z7/buWQ3NntqzYVbWAOgQqdxkThwx20I8tAdv6TP01D8N7Ar7gb8Prex1e36swvK9CiCQM34sAqpByrcth4M1/hsCP/0f4zvxvCP6X/x7QKqpGo9FoNJovGYVqdksZJJqHw4OE2gwvXcNyaQG5WubhFegeGc8M4t3hv0Shmn1sZbiVxdIszky8jYrJPeFvLJzHwOJl5KuZx1uwh4yUEmPpftSt2rqfX5g+iWtz5x7qNWtmBdY9OCFIKTGeGXxkIWVCUNCoWVtD8P2izdHTuTHM5MdQrOUed1FWWChO49LMqXXr8tzk+xhN99/x+8lQMwDA5wnc8bj7oabGWs2uwdQb6z0Qd/Gbenx8ZnFSGZJ3VktbDAlYQF4K2ObH6q82DM9eeHyvrRzn8b3OX+oWLNQh5TSE6ObfpIS5/+eBegX+T34PRmkR3it/CvPwrz/s29JoNBqNRqPZktTMCs5OvouO2Dbsaz72SK81lRvBdG4Uz3S9dveDNfdFuryAmll94PMIIZCtLMPcQOz4PHAEpVK9CI/hRcgXeWxl+WzqA4R8EVi2hWItD0P5DtQtGqWbFSLmChMIeEJIhJoeWVkflJpVxfnpD1GqFVCsF3Cg5cSaz1d7stWs6oq3y4NycuwniAYSm54f5ouTGFq6irpVw87UwYdShtV4DR/qVg1Vq4KAN/TQz3+vSGkDYsv6rKxg2nV8OPLX2Nt0FK9s/0UYwvO4i7TCnXLtJUPNSJcXIKVcETpvxWt44fX4ADx8BxkhAEMYAOS6Y2qxOIO6XUN7tPehX/tWLNuEZZvwe4OP/FqPgq07SgQ7zt2mTL/qYAUJSDm/8nfD6F75XcocpMxDyjJsOw8AsOur3kAIAfPAr8A88hso/zffhwTgP/efH8ptaDQajUaj0XwRqKvFf7aydP/nsGqbMvbL9eIT5wHzsCnXizg78c59hw9emD65kt8n/ADiUL6SxkR2CFO50fs+x4Oyp+kIXt/5q1gsTeP89IePrRzlehHZyjJm8xNoi3ajPdq7YgQmgilI2JjJj21qDFybO4fz0x+t+Ztp1/Hu8F9iOjd2x+9WzNKKAAhQ2MyUF+/jju7MzeXrKNWY761u3S6crha7SrX8Q7mmE1YWuAfj2u/hsX7vw/eyAQCf4QMAVM07bZ32+fE4PLss27zn61bq7KMT2WHUrOqG37dsE6V64XNN9p4uLwAA8tX0bZ8FvWEEfWHXo8+sYK4wueaYTGUJHuFBPJh66GWTknUiJVCp397nZvLjmMgM3dM5p+ppvFO8jpq83WMyW1nasO4/m/4QJ8d+suF5l0vzGFi8dE9l+TzZsmKX43J2t0ezX/0sr8TLcjISRhcACl3VwndhVv8Q1cKvAeBEbds33Wtd/y8wJj+FyM/BDnei7u2FyIwD9a3hqqrRaDQajUZzP6yXk+Tm8vVHJjR9NPojXJo5ddfjehN78FLvtx5JGR4WmfLiI8vRs5nzLpZmUKjlsFSeu+/rCCEQ9kUghHHfbW4YXJXX7Qf3EgNoHN1vbitb2vAq4eFx4NShEALNkQ7sbzm+8llnfDtawl3oX7iIbPn+BWMhBKwNvE4s28LQ0lWcGnsTp8beXPn70NJVjGcH73pu065jsTS76bKs7qfreTRVzDJaG2hzPaxNEJxQwVS4bdPfCXrDAACf4b/LkfeH18Pz1tYR/B4H8iGKXZZt4fr8uTXi6Xp8MPJDXJk9fW8nV2LRUnkWn4z/DLnq8rqHZSpLOD3+For1zy/MUSjPOHMd8SdXTaNYza+IcwNLl3Ft7tM1Yp1lW6g+ojyGlqyrvibXrbOyWUT1HkNqvcKDqBFck2FsMnsTH47+NT6b+hAj6T6Mpm9g7JbwzY1Cx6tmmd6t9RzmCpMrdTOVG7lrX7pXpnNjmMjem7jnsGXFrryaWwPizouBXQYASLVnYwmAFxBJCBEFAAgRgzfw38PwvgzABiQrX9rj/Lwwj+BP/ykC7/5/4fmP/3cMfuuHmJ/4OgQkPENvPYI702g0Go1Go3n0pMsLuDRz6jYjeDTdj6Glq7cdb8uH81bdeWN+KzO5Mbw58ANYtoVMZRHzxc8v0fKHo3+NK7NnNn18oZrF+emPHkpyYMs2cXr8Zysec3Wrhvdu/tVdF+9RfwKAa8ivpm/+/IZJwUv1AoaXrsHr8SHki6BilnF9/jN8OvmeKo+FulWDlBLFdbxxKmZpJT/TZPbmym6DM7mxhyKSjqT7MLB4+Z6+c3O5D+8O/yVyleVH6tVSMysYywys/H+uMMFwUKuKucLkihAjpcTA4mV8PPbTlTrxCC9upq+jbBbvmsdnIy+KfDUDKSUyG3hXWnYdl2dP4+bydYR8DSt/3998HLtTh+96fyPLfbg888mmRRsJiYnsEMazgyuiloPjxRn2sxzWOqLB/eAY8XcSEsr1Ij4c/esVgc3J73Wn0DSAYtV4ZhCj6Rvr5gQr14u4OPPxbd6UHuG9a5lqZgV98+fvyztpPa+pucIkpnLc6e/C9EkMrhozNh7eGFgszWA2P7GpuW6p5Arvlm1iLN2/rnBfMyuwpY0GfwwewwO/J4DF0uyG4ccN/hgOtj6NkPf+PVBtaa/067pVu6sXnqGEuFuFZcs2MZLuQ//ihZXQ7YAnCK/Hp0ILiaM+zOUf/uYMFbOMoDcEKeW6Yc6FanbDHHq5anpdgapgV7Bo5eGFG0o6nh2EqcKvLWkiU1nclBieLi/g47GfIl2eR6a8iMNtz8MQBupWDf0LFzG4eGWzt7opbiycv+9zblmxa9Bm0e6mz/vUHQSkBUAAMCBWhTACgNf/i/B4DwIiDimpjkrJweqZYjijSI9h4Ie/gvpMCYGvPQ8pgdwHy7CKOimcRqPRaDSaLx6xQCOe7XodnbHtAGgInpl4G892vY5tyb0o3JIs2BG77ra71Hs3/woXZz5e87e5wuRtb4Rv5ePxn2Jg6RJK9TxG0jcwuHjlcwvHMa06ForTt/3dEVFuxTEmH8SryqFQy6JUL2JYGZOOMT+TH7/tWMu2VoxwJ4RmvTqaL05ioTiz7vUms8MYywwgGWxCa0MnbGnDIzywbAvvDv8lLs58jI9Gf4Tr8+dua0cAODX2Jj4Zp9cQDZeLK+XoV7+vhy3tTSWQ39t8DIfbX8BSaRaj6Rv35D23VJpDuX77ruoPimVbOD/9EX4y+McYXrq2ImBdmzuH0XQ/8tUMrs19itm8G8p0auynqJrlFU+z0fQNjGUH0BhqhncdD6OKWVope666DMu2VsQth1K9gPniFCayw+ibP3/bOfxeemY0BGJ4rvuNlb+fn/kIE9mhu9ZlNJBQ97s5YSroDSFXTWO+MImby9dh2RbGM4OQUqJqVVA1Kyti6J3G8nJpHp9NfbhuSO6t4pBzzEx+41DOQi0L06qvhE46HkG3ev3lqxlM5UaxWKQBP7R0FYOLV/DZ1IcYXFprPKfLC/iDz/5XXJ07i+Xy/JrPnHsz7Y3z1g0vX8dMfgxjmf7bQt7uxgcjP8Tl2VMr1yrUcrg29yn6Fy6ibtUwX5hCzaqiYpawUJy+rZ1taW9Y/1JKzObHN+wbTv3fKZ/Wet+dyo1gePn6Sl0Va/kVgenk2E9wfZ42dt2qo1jLoSncdpv3X6a8iMnsTZi2iZn8GMrm/Y/tK7OncXL0xwCAMxNv4+Oxn97x+O3JAwAA85axYNp1+Aw/JOSK11fdrt3mNeh41xXr9x++O7R0deX5k1PhlLMqRFEIAxB8yZApL8K065ua+85Nvo+z6+y+2+KN4WigZ00OstXP+qAnBJ8RuC1c+VjHV7ArdWjN3yL+GHY3PQWvx49iPb8iMnoNH17q/dYaj9f1WCzO4N3hv8Ryaf6OxwGb84K+E1tW7Eqoum+9i2cXwJswZBEQjQDqMIy1bx6krMAyL0GILtj2DL8hM5DShGfkI0jhwdK1nSgOB9Dy3zbBivSiuNyNm/+zQPqP7u4SrNFoNBqNRrPV8BgeNATiKwbgZHYES6U5jKRv4ML0SZydeGfN8ZsVnqSUty1Sr819uiLmbESmwpxCpl1He7RHXfN2L4i6Vbvjol5KieGla8hWlu5Z+KhbtTWCjMfwrHgbOIZ8oZpdWWDfS74s067f8XjnnM49G+skmP54/Cf4YOSHAOhV5ZwXAAq13IpAadnWhvfuGK0+FXq1v/kEkqEmWNLNyban6TC8Ht+G4XKOAbhQmsZ4bgiT2WGkK4vrJku2bAvX5j7FtbmzODv5Li7Pnl4xdGtW9TZvG6/hxdXZs3hn6C9wefY0hpdv9zK8lR2N+/H6zl9FxB9b+VvVLOPd4b9c8USgUGghW1lCtrKMvvnzqFs1vDv8lzg9/rM7nr9qlZEpL2KxOI2KWV4zFtLlhZWd1yqWG56TCKawLbkXIV8EhVoOE9lhmFYdY5lBpMtzyFaWMbh0BeMZ2hKXZz7B0NJVSCnxyfib6F+4gPHsIOaKrjBSrhexUJzGQnESM/kxWLaJyezNNSLBvubjSASbsKy8bEr1AsYzg5jIDuH0xJ2jUpy5YLNil5OPyLJNXJw5hYnsIIaWrmImP4Z8JY2h5Su4MnsadauGpeLGHiFCCBjCgA37/8/efwdZkif2ndgnvXnele2q9nZMj93ZncUuFgDhaEGCntTRiZQYIqUjKSl0hCQqQoqjyAtGkHEM6Mg7AiBBHEgcuAusGWDd7MyOn+me9ra6TJd/3qT3+iNf185gZhdLAsdbKer7z0y9ysrOfPl7+fL3/X0NXuTQc/ZY6d9gfXiHV9e/ePAeQU4Gp1lyEIafZdlHlGiPxrgq69xqv0fHzonsklb70Hb3e9f5/K1/yW/d+5WD17zYYdfaYGv04TmeG9kkWczQ635ITZNl2cH79b1UW4+UPj13j2t7b35ENbkzWadjf3c163CauXa/d413t7558Lm5232fXWudgddlY3iPjrNzUIbwCG8+/G1e3/jKx+63bW9xu3OZ7cnHW4fTKaEjiR/trdudPKTn7n+sam+hdJxPL/8UdWMG+A7BlCt3++xZm3TsHe73rrJvbVFQiryz+Y0PEYHv777G/d41gsRn5PVJ0piR1/ue99Ew9hl63Y+M4Q+qzn435WLfbR8sfsRJSNfZ5Xbn8vT9SBl4bbzIZm/ykK6zy761hRc5H7LnZdPc8A+Oid9JOl7ZfY3fvPOLH1lYgpzoe2QL3be2uLT9CvvW5sE4CGLvIOfs/d3XuLTzCr95+xf+o7L5tsdrvLz6BfatTfw04kawzST5juItzRLqZn79UlLa9jbu7/heqRktlqunP/TavrXJSu8GJbXK+daz9Jx9wthHEAQ02fhdreaPxtP3Y1t9RICeaf7uytWPww8s2VWaHllT/N3JLgUoCr2pVTH8iLIrTW4Qef/n3NqYbQFFICNLd5EevglZyt7VF5BrEvs/v8f6n3+Z9Vf/EGf+wrep/8VTv9+ndohDHOIQhzjEIQ7xPzu8yOHd7ZdZG9ymY+/w9uZXud+7zvu7r7E+uPOR7R9NHuxw8hG72uWdVz9Cjn0Qk2D4sWqDR4TM0OserIxHSchC6TifPf6HP/ah+N3tb/LWlJzYnTxka/SAJI253bnExvAul3de4Rur/4HLO9/mrc2vfewE8r3tb7Hav/Uh4grgyt7rH1r1Plo9wyeO/Bhe5BAmPg/6N1kf3j0gpB6pKb61+gW2Rt87Z+pB/wa/eeeX2Bg94M3B+x+YVOQruI+O40C59TGP4fEHJrGPJvSPyLh73Sus9K4fTJC+mwqiYc6SZAn79jYPRyv0vTZhEnFx/kUgt+RUjRZDt4sfux+7cu6EFl1n90PKo669w839dz9Cik6CAW37O0qzMPbZtzbpu21e33iJN6cqsTiNcjVI/xY32m9TNZoU1Qqb/xFBy0W1TKuwcED2yZKSpzkD72x/g1fXv8jN9rtc3XuDPevhAYnyO9UbvxMfnDjbwRCm9r3bnUuU9RqiIPJDR3+apcqJg+3Kep0T9Vwd8uiz0XF2uLL3GhNvzOWdV9kaPTiwDEuicjAJP1Y9T7OQZ1JJHxgHkiihy+YBqRckPvd71+hN39uNwV2+vfElvr3xZT5/878Hcmti29rm/d3XDmyWH4e2vc21/bdwwjEvr37hYy2sH0ROOuckmyJpuJHF2vS+EacRb219dfo7lY6zzZW9N76rtXbiD4jSEF02eW/nW1zff5ut0QPudK4AH877ipKAB/0b7E+Vj11nl7c2v3pwjYLY48rua7iRTRB7ue12mif3O4nVc62nOVI5Qau4AORKNVlUqOmtg8ymR/gg4fZBldMb6799oLryY5db7fcOiJUPWuUefU469i49Z4+3N7/2oc/Wve7Vg8KID2Lk9+m5+wc21Efqu0c2wIreYL50lCdmXuBR81+YeHSdXW7uv8vdzvtTUvk7Y3jk5Xa03Lb5gKHXPSgaeISNqIeXhoSJjxWMPnTv8SKHfWuT9eEd9iYPP5Yc/fbGl7jbu0JGxpXd1w9el0SJgdsmyeI8fy5LmARDbnUu48fOwZj64LUael3SLEWXTd7ffe27llAkacLQ73Jl93X8j7Ep2uEYP3I5XjtHlIbf1dZ6be9Nbncu0SrM0yjMc2P/nYPxlmYp68O79N0293vXPmR//+D1LCiPiPfvvHZp5xV+7frPH6i1bncu8/7uax8iLx/hevtttidrhEnAyM+t/25kHxQz+LGXX5fp31n+iO3JGpd2XgHy0o4sy76r8ilOowPrvCYbiIJAXSqgTFW+j6ymplJEEIQP7eeD/7/Su8EXb/8SV3e/owLet7a51XmPfXuTKA0Z+T2iNMIOJ7y8+gXudt/HixxeXv0C97vXPkI+Ns0FnjvyOeaKyx977B/Eo+/mklYly7L/6AWuj1K4PyAYTUnS7yeCsiZkLCQ3SJPPA3yE7BKlCyjG/wuQENNPkURfIksnZP4dRKfDpH8CZ38WhITqpwWKf/Q5dv6vb7P3reMc/9sPyBYu/P6e3CEOcYhDHOIQhzjE/wyIkpBbnXdZqpwmSgK69i7bk1Xc0GbodRHIqZffOdEDSD6gsnpv+1v86Mk/Tt9to8kGPWef+/1rHK2dpaiWOVI5CcDVvddJs5St8QPmi0cPVomzLONe9yp71kN++Pgf5cru61T0Bk44IZjmIqmSStveoaRVWCgdY+j1OFI58aFcnLvd93nQv0FVb9IszAO5vWnodVjpX+dk/TGsYMTM1K63OrjFsepZrGDEvrXFw9F9GoU51od3WKqcOlB1pVmKKIiM/T7X99/GDW2eWfgMkCufHlk//djj12/8C+73rvH65m/xzMJnuTj3IgOvzbnm0x+qY7+69yZdZ5e7w5usSSGt4iJlyTiwjVzbf4OiVjoI3j7VeJwH/ZuIgnhAmnwQj6rty1qN/ckm72x9g/Mzzx488PfHbZ6e/wwlrXLwN2mW8u72y2yNHxAnEa3CAve7VxEEETuYsDNZQxIkRn4fN7Kmk9EYWVDo2DsHx7YxuktBLbFQOs768A4zhSM44RiEnBgSpe9Yej6oCJFFmaJW4Z3tb7BvbTNXWjqYRDvhhHvdq0CuapO+h23qg3g4us9q/xaQK7DqZPTcXW61L/HJ5R/HnGZXjbw+cRLy+OwnEAWJ6/tvUdKq/OjJP/5d951lGX7sEsQecRohIBBMJ2YrvRu5SkFQGLgdojT84LwWL3L44p1f4lzzaW513mOpcgpNNtATk7c3vkZRqn/oujyaeAqCQKMwgzQlevtuG0lUqOiN6fg9hyRKnKxfwJAL2GFOnC1VTuUT5PE6cRoTZ7ml7urem/S9NjOFeZ5d/NzHnqcVjLi0/QpWOGR7vIYqad/TkpekCa9tfIVJMEQWFQRZRP2AjSsjI4xDes4e86WjPOjfZLa4xM32e2iSQdVo4kUOkiChyjq6YlKekjiqpB2MiUekcquwcLDvOI2RJZWJPzz4Oc1S4jRCEmXe3X6ZL975JZarpxEEgeXKKcZTC9jlnVc5UT/PTPEIplLEUApUtAZHDkjKXGFWNZpMgiH3u9eYLR2hojcIY58syxAEgfd3XuWTyz8BgB1MDu6Nj/II2/Y2J+sXWB3c5oWlP4AoiAfbxGmIKEo52R87B+NzpriIHX7U5nt193Xa9taBpUwWFTrONo/PvMDx+nn67j7rgzvT3LB8myDxuNe9xo39txFFifnSMURBIEkT3Mg6aPlsFea50X6brrOHKAgcr59HlTSiLOGKs0roTzgZK2yOVyhplQP72frw7nfIxtjjZOOxjxx3x84JD1MpsjVePSASoyQnPXZH6/zEqT9NWasx8np0nG1mS0doTq/1B0kLVVS5OP8im6MVbnXe47GZ54H8s7E72eCJuRcAuLb/JiOvx8X5Fz+SZXhh5ll+6/6v8qW7/5o0S+k4O3z66E9TVD+eTehPM8QefZcBbI4eoIgKmmTgphZJmiAIAkfKJ9gar36I6K+bM1T0OkmWcL93jdniEexgTNfdPfg+MpUSJTW/P1/eeRVBEDnfegZNNhAQKGtVbrbfwY9dylpten0fEZoBHXuHmcIC86VjpFlK19llfXiXk/XH0GSdb639BkuVk5z+oOpJyHMeHw7v07a3+ZETP4MgCNwJdhmmLjvD+9zYf4uK3kQAtkYPPjR+IbdtXrJXuNK7xInU4NLOK6wP77BQPoYiqXSnatTXNr7C2eZFnj/yIwzcDjfb7xLEHlYwxokssizjza2v0nX3KKkV/NjliblPYiiF6fl+bzzo3+Th6D73eldRRJWjtbN848GvY8gFfvbxv0GN330fP7Bk12qWf5i/d2pEDjGDi9l3Gkl+J9klCAUk+fmDn9PkKln6AEY5S98J/tcgWgiGzMJ/9yeRKiry4Aob/2iJ1b/8HtW/JFP/C2d+7yd1iEMc4hCHOMQhDvH7jNX+LZYqJ1FlnSxLSdKUh8N7+URdUnDCCUkS44YTNNngbPMi7+5868B+MfS6FJTSRyyFSZpwbe9N5ktHD+wb+9YWn5hmBaVZysDtHkzmPog9a5PVwS1MpcjAaxMlIaIgcq71DHd777M5vM/x+gWSNJ6G3f4WG8P7/IWn/suDfawN7vD47Ce42X6Xy7uv8pOn/yyQK5fWBrcPVB26Yh6cx9bowcGKuxNNKKgl7GCEgEhZqx5YNOI0QpU07vWu0XV2KWs1JFE6+N2j4OXt8QOCxKduztB326wNbqPLJruTdV7b+Ap/8vH/DbPF/LnzkVJmdXSPLTnmlcjnbgQ1vcmtznvYwZj1wd0Da5gqaVze+TaKqNAwZymlJUy1iBWMeXvr61T1xkEw9r3+NZIsyS1WepMkjRkHfaxg+CGyywknU5VFhi6bXN17gygJqBktVvo3cEKLVmGBKA0P1CtxGvHV+/+OteEdfurMnyPNkoOxMVc6giEXpha079gwkzTh1fUvcrLxGNXp+eT7ig/UdH1vn7nSd57JK3qDTy7/OGHsE8Qek2DE9mSVmt5i7PcP3pfvnIuFKIgfUv85Yd6QVtNb7FrrbAzvMvK6nGw8wergJm5oU9QqPDn/qXwM/y6h6Sv962yP17DD8cF703F2+K37v0qY+LihxSQYcnXvTdIswVSLJGlMmARsT9aYBH3scMJsYZG+20aXTaxghB1OKBo52SUIwodUHWmWcrd75cD2d3XvLY7WTrNUOUnX3mPkdfmZx/4aRbV6oHaJ0wgnsiiqFYpqGTES+NTyT5FmKXvWQ5xwTA+BG/tvc6Z58YDoeYSCWub8zDM86N/ECW3cyPpIrpgXOYz8HvOlo9jhmIXyMY4IJzhRP88ra19EUwyccIIsqRTUMk5k4ccuQ69DELsUtQoCQk4KAtf23uBI5WROJmQCA7dD297GkAtIgowVjHLbmt//kBUsTiNO1C7kqj1ywsaNJry3/S1eWPoDaLLBQvkYIOBHbq7witwDAv/yzrcRBIFPLv042+M13tv+Ju/vvsZfffb/QprlFjs7GONEE4pqhe3JGqcaj3Gne5lxMKCqNwiSgFvt95grLbNYOcZN8RJJmhzcIwDeePhVNFnHDsbc6rx3ECoOUNHqHKudOxi7YRLQdfZwQ4vXNr7CZ479oYP9PFK93OleZrFynJHfY+IPp2qo/L6hyjqrg1tYwRhDMQ9sm6IgUTdatO0timqF+71r7FkPidMIWVSI05gg9tm3Hk6zmAR+5sJfo+vs8qB/k53JKkFWxw3tg+uW2/Zyoqvn7CKK8oGya3u8xo39d3hi7gXCJCDLMrYmq9PChALHa+f499f/Wzr2FmpFnZKPj/Hc4ue4272Sf/YjF0MufChg3Ysd2s42cRp9iMR61Oz7aHFCk/LFha3xCqv9m5xpXmRjdI8n5z7FbHEJTdLZtTbYnWxQM1rIH2PNBDCVAqZSYqV3gzAOEAQxty26e7wVriOpBUwyFElhtniEmtGakl0JYRKgShpZlmEqpQPFqiQb9Al4NJKTNGbf2jy4r+xbm3ixgx2MOVo9gyiI6HKRPeshumzyMxf+KnVz9qCpVkCgVVykVVggiD0GXgdZVKkaDeZKy3TsHUy1iBs5rPSuc6x2LreuZ/lnOYj9D2T0JTTRGLsOQSrScfao6E0mwQgvdjBk8yCDzFDyz+dtZxWXBJ8kv+dnCZd2XkGXzQMLZ5aljPwBkiAjCAJpluLHLhN/kC8cxD7+VCXYESRGfpcjlZP03TZ3u7mq89nFz6LLJm9tfo1nF3+Yil4/OOb3tl5mdXATRdK4uvcmdjjmVvtdwjSgYjT4K3N/72Ov7wfxA0t21QEHaHwfbJcvPOJBBQRkBGHmI9tkmUUcfBFROgnC9KGs8zJpBuOv7kNm0vzUGG3j87iX96k8UaV5/j69u2dJf3XlkOw6xCEOcYhDHOIQP3Dou21euv8rnGs+zY+f/lNEaUTDnOM3bv8PzBaOMFtaouPsUDNn8GOPVmHxICD9UYbTld3XqZstWoVFAMIkD532Ioc0S1EklYHbpu+0kSWF7fEqA6+T2wuzXEngRx+uGr+69xo7kzVO1Z/gxv47rA5usqomLLoGT1Uf51j9HJDXvj/o3cDyh/ixw9DtcLR6lpX+Ne50LqNI6odW0+M0QhBELs6/SLMwR5LmVsmN4V2qepPnj/wIu9bGVHFQIjZCepN9jtXO8vjcJw/sZtvjVUpaFTfMw3XDxEcQJDr2NqZSYuh3CaPg4KHeCW0Gbnuqzhhxbe8tilqZ97Zf4cdO/glkUUGeToQHXgdHVxh4XfxJn9uRze5kgzgLaRbmeH7pRwH46v1/z7X9N5gpLHJ559vsBmucbT7FN1c/j4CAKukEscfuZAN/StK5oZ2Hg0/Vbx17Byey6Dt7LFVP8frGSxiKydHqGbbGqyRZTEqCgEiU+LiRxfZklZP1x3l+8XNc23+bOI3xIockTbjTeZ+Ovc2etcGpxmNM/CGb4wfMTEnFbEquPCLhtsdrLFVO8emjP8W1vTexwwkbo3s44YQfOfEzB1k1fuyiyyamUqTvttmzNhn7A2RJ5nb3EpIk8+ee/Nv4sYuIiCJpvLP1DQAWK8fZnWxwuvkEtzrvAbkVc+j1Dv7NR4o0VdZoFGbZHq0SpQFWMOZO5wvEacRnj/0R7vevokkGURJwYfZ5+m6bjIw0S5n4A+ZKS6wNbjMJhljBCE3SidOINEvoufts762SZRmqrJOkCXESM/EHtAoLOXEyXsXyhzwc3qc36bBQPkbdmDlQjlnBiL3JJqv9W3TdXebLRwnTILfqxD4ltUKSJry9+XW2J2scrZ7hdPNJtserdO3dPJMry+14XuQQJyHJVPFkKCXcyOL6/lvMFZc5Xj+HLpvc7lxmY3iXCzPP4UQT9qwNNNmkbW+zUD56QC607S3WBndQJYOre68jChJltcrNznusD++gy+aUZIK54hFKU4Xn0fp5vuk/QLAesFg+TpZlrPSuc3nnNTZHD1iqnmLsDxj7fc62nsaZZs+JgoQfe+xZG3wtsrjQeo6MjIpWZX14m5oxQ1GtcLP9Lrc6l2gYMxhKkYfD+4iIWMGQnck6Ja1CRoYi5HlyRbWCFQy5tv8WW+NVgtjHjfq8uflVSlqVilZDkRSc8YST9ce4073EK2tfxgpGWP6II+UTREmAFY6oJzPEYkTH3qHntnlq7kXmy8v0nH2sYEiSFVkd3iLNUoZeB0MpkmYxkiBTN1p07B3iNGTsD7jZ/o4d7sLMc1zbe5NPHPkRZFGhqFYQBDGf4G9/i3HQZ3Vwg8VyrjrSZJ19a5OF0jF2rU2+uvLveHz2Bcp6nXRqOYvT8IDoStIYWVRIs5SKXkOVdPzYY+h3mQRDbkztlFmWE00Dr83WaJX/cOtfYspF1od3WaqcZM/ewo8crhQWsIIR6ZRwf3S/T7KYG3vvYAVDJFHCj1zWh/dIyZteHyl/6uYMbmQjiwq/ePkfcXHhRRZKxw9I7iD2sIMxZ1tPM/YGBLH3ISvdo3NyIovj9fO4oUWl2OT6/jvEaXjw932vzXzpGCOvR9Oc+9gm2yD2SbIUVdJIsph9e4sw8YnTiGrrPE5ksRMNeLZ0DkEQpmpgYfo9kJOu51pP40UObXtrel/MCCSRDRyiKR/6+sZL+LEDZBTVKpPgGjuTdT65/OM8HN0nyWL67j5Nc56aMUNNn+FO530kUcxJKwEUUUEUJLruLq9ufJmyVkPIBJzQYnN0j5ONx1npXaduzhCnMXOlJV5e/TxL1VNsjlZIsrwE40jlBNvuLi9bN3jeOH6Q1VjSqjw1/yIr/ZusD+/QtXf5xNIfOMiyHHo94iydEskZD4f3ONV4goXSMXYmG1SNFqcaj3Ft/y1UUeXZxc9yZfd1JsGQgdvl4eguG6N7BIlPRWswCYaYSpE4jfNigyzlzYe/nZO8Xo+dyTplrcYkGKJIKhuj+9jhhJniEU43nuR47Rxva18nSPzftc34EX5gyS5dBFIofB9k1ywZkWAQZ0VU8aMebAAyjyT6tySRjCh9AmiR1PZwOnOE43zlo9V4Ce0bD7j7y38dtbTF8T+3Re/eGbwbfRInQip8P6bKQxziEIc4xCEOcYj/PBj7A5I0puPscK97ldXBTfbtfIVcEEU2hvfouXuEic9y5TSarPP25jeYBAMutJ4jSWMem30OEGjbW6Rpwkr/BrJsUm5XudO9zIn6eVb6NxgHfV66+8ssVU8fWK6SLCHLUnruHovl4wzcPJj7k8s/wdDrcbd3hbo+Q9/rsWlW6OJxPOhzonaBi/Mv8vLqF1BEFUEQMZTCNDC3hTJS2Z3cx4ksdq11BAS2Rg/QZAMnsmgV5jnfeo53t77Jq+tfREDkaPUMP3TspyEDQy5wr/s+93tXWaqcZui1D2xCq4NbdOxtynqDe933kSWVTy39eG77dPeoGwmqqHJt/w10pUDNaOFEEwylwFxhGVPOF01zZUPKld3XqOiNA6VUSEqYxSiiyo61BplAkLi0CovESURFq1PSqry/+xo9Z4/FUm6xmnhDqsLM1KbZ5VzrKUZej3u9q+zbW9PrvD0ljUoEsc/l3VcJYpeqPsO31n6TvruPIqkHk7y6MYMsKkyCETuT9YNwaFMpMXQ7bI5XeHr+0yiShiRKuVJqWiSQpmmehZRlFJQSiqyxb2/z7tY3mZ0WDISxTzTNC4rSkPXhHZLpROZW5zJLlZNkpLy69iVkUWalf5Pt8QOiNCRKQgpqBTe0aVt51tPN/fcYePuAcKCK2RytYE3JJ4CR1z2wj9rh5EApJQoSkpDhBBZvb30dRVIJkwBJkNkcrXCvd5ULred4c/O3cSObv/TM/4kg9rjduYQsylMbY27nUSSVP3vxbx9k24mCxHzpKCv96wdWWFMpUjdnaZhzTIIBn1r+CS7vvoIsKnlId9Qjy1KOVc/ycHiPe72rBJGHIIhkZDwx+wLbkzXc0OJTyz9OnMYYahE3tnGiCWWtxsDrsDteJ4h93t3+Jl17N1eKZRFvPPwtdNkkyRJkMc/NWuld55PLP0HX3eWle7/Cj5/6k2yM7uHGHr+08xvY+zfQUgErGPHSvX/LmeZFfuL0nyZKQgy5QEEt0Xf2SdKI271LVPUmG8O7BLH3oZD2G3vvIkoiURISpiGGpJPEGZuj+0RJiCIq+InL2O9TdMvc6V6hajRpmLNsjO6zO1mjYSxQN2fYt7byCW1hka3RA5zImhIrGb9w+R8iiwoZGdvWOt+2b1JM3FxJIynoskkYBznh6+5ztvUUu9YGmqSz071GzWhR0CrIksrOeI0wDThVf4KWuUgUR7SdbbZGazjhhJ67zzjoM/aGLFUEFkrH6bttnGyUj79wTFmtslQ5SZKEhGlA6OcKMAGBvtdGFERqegtRENmerNN1dhEFkeIH1JeQW8fcyOa9nVfZmaznIfyxB2TU9BY39t9GkwwWyyfxIoet8Spjf4ChFDnZuIAs5OfuRbk9XZZUdiZrHKueI0wCVvs3EUWJZxc+hyjIuJGFmkW4gc3N9jtk5HbtgdcmkRYpa3WsYJSrlkSVMPHZszbxYzcfg9YGSZqwWD6OE1l8e+PLZOTh7iAcFFdsjh8w8DoYiokgCBTUMuNgyG/c+lfosklRLaErBcI44E730pRUO8XEH2BHE5rmPKvDW0RxwKnmEwfvlx+5rA5u0Xf2We3fwo0sFsrHWR/c5kzzKcLY58re69PPqkjdnEWXC7ihhamW2LM22Z1s0DTn2NtfZ+z32Zms03P2aZgZI69HzWyxPX7A5vgBtj9gNbrNbGmJsT/ADifIonywULRvb1HSqoiCmKvikpC1/UsgZgfKrtwqbuPHHg9Hd5kEg9zOHAxZ791moXyUNEuwwjE7k1W+vfFlIENXDFTJIIhctserNM05wjT/rglil46zwzgYMvQ67E4bS2tGiz3rIaIoHdjSw9jnfv86XmQzV1pma7KOa+9wpbuOhpTbggUZUZSmZLZBnEasD25Dlh0oP+MsAQTSLG+n3J6ssWttcLL+GCOvw/rgHh1ni43hPapGEysYMfL6+LHDycbjqJJOSh76LwoiwTTLsqCUEAWJG+23WRvm99mq0aSkVbjdvszJxgUEAXSlwIn6Bc40n0SRNARB/Egz5vfCDyzZNZwu4infB9m1JGWY0QjxY8LpH0EQZ1DNf0Hk/zeAhxB7pFWRyNeQipD4Am3j55D/t6dYOPI6pXv/FD2xqZ9aZHD/AtbXt6j+zImP3fchDnGIQxziEIc4xH9uXN99m/XhbURB4k7nMgOvQxD71IwmJa36gbapKJ8ADW/nCiFBoKzWEITccqRKOl9f+Z8IEo+yVicQYE+XKDg5AbE1WqGglggSn7a9TZqlPD73AoIg4gYj/NhDlTQeDG4SpzGtwjxxGlA3Z7jbfR9V0gnTAEkU0ZLc3vH+7rd5f/c1imqZNEuwwwnHamdIybO+bnUuIQsyaZpS1ZtEScjQ75KRMV9a5v3db3O/ew1BlLCDITVjBi92eOPhbzNfOsqJ+gXWhrcPlEh9d4+hN+Di3KcOWrWKaoWuu8fZ5lO8v/sazyx8FlXS8GIHVdPxIhcEgdX+LZxwwlxpmbo5w7vb3ySIPeZKy2xP1jjTukiSRlT1Jvd7N3ioi3hShdniIpHeOnjY12WDh+MVXtv4CoqoMfZ7UyJqwDce/DqfPfOHWNu/y97kIc3CPK3CIvd61/jK3X+LJEg0CwvIksyetUnDnKPr7OT2MbVCx9k+UHJpssG93lXSNGWhfBRR0LHCMVF1Fl0r40+zuwpqiY3hfd7d+RZFtTxVOCUHltUre68jCgKiKHK8fp4H/ZvY4Zj9ycPcvmi06Dv7H1C/TRAFkZ7XRRJl1ga3ma2f4VzjaTa613g4use+/ZAwCdCmyqSBt09BqXCkchI7nHCr8y73e9c503ySpUpeEtW2t3L7SucSZa3G9niVzcF9KlqdcTAAYGeywcQfECZBrkgL8iZEJ7B4cu5TuKHFnr2JJEqIokSWpTwc3scOx3k7oLuLKEjMFpawghEVvYEX2tzpXEJXCkiCgiqp+GGusDOVEnVzhu3xKkImkAkZe9YWiqhSUEsU9QqWm2c9SaLMxugeO+M1lqunCRMPQy6gKSZte4soiWgYc9zrvs/tziVMpcTx2rkDFZsXu/l2cUBKihtYqLLGfPkYXXd3atXMyLKU+/0bnG09zcbwLh1nm11rg6JaoZ+69P0BEzFmJkqQBImh12PPyq/Hl+78a7rOTh6QLRmcmGY0bY7u48cuc8UlxKklLIhd3tt5mdnSEvbUilgcbXGkcZGCWmF9cJueu8/Q62LpNYpahTRNeDi6x+ZohZJayVsnsx3SLGGmuIAkKLiRjR2N8SKXjNy+WdZqxGmME02YZCGjyQO0JENXi0iCSJqlhKnP2vAO2+OcKEvTGFGUUUSV9bADiU9B0ul7Hcpalc3xfQylyN5kg63JA9r2Fq3CAsvV07gdi4fjuxypHGN9eIfN0X3OzD+BFY6Jk4goDbnXv8beZOPgPrxvb+UW6anF1pQLXJz/Idr25kGIekmt5WqnYERRrfDy2hewghHPLHyGhdIxbncvYYcTJFE+sCU3zDm2x6vY4Zi1/m0Wpqo5TdLR5QJZljEJBriRjZ7lP2dktArzQJbnbtmbjP0+plLGCoasDm/RLMwjKbndVpX0acGDkFuKjRkUUSZOU/puh3BKTKz2b3Gq8SQr/RtkWcLJxuMAqJKBACQkNIxZOs4uWZaQpDFe5HKmeZGOvUOSxdjhmJJeYW+8QVWvH+SyvRe8i1qepx4m3Lr2T0myhIYxc6BefdDPGz8RciVrx97hVOPxnKxzOwSJT5SE7EzWAVgb3Kbn7JGUY97e+jpplnKve5U4jWkUZrCTEXVlnqHXpefuIoky8dTufLd7BReHudIykdUlSFxUWWPstfn00Z/GDW3SLOVC69lcWSQIHKud45W138SLbc5Uz9KXypS06oE9t1VYxI9dVvo3kASJG3tvMvGH9Ly9PD/R66KKKhkJulJgdXCbi3MvHth468Ys+/YmdXOGNMsbE02lwMDrslg+gSAIXNt/i0dZX2mWMgx67E82scMxx6pnWRvc4q6zTj+eoAUByDq3O5eRRZmH4/vsTjY4XjtHzZjhbvcKK4ObxHNnKaglksgmSUM6zg6mUjxQqSZpwjtbX2OxfIofOvbTrPVvc6d9mSRLqOgNFFFDEiRkSWXodvN7gtvlt+79jzy7+Lnp93PGxB+gShqSmFshJ/6Q+/1rdJxtxt4ATckVzrlSzp2Oi9+9wPARfmDJrsHUmCh+H2SXAVToIhJ8V7ILQJSWEcSjpMkVBM+CkkjpyTa8oaHNaSgLRbJCE/PP/AzipQHCt/8bWj8jM/jH0P/l+4dk1yEOcYhDHOIQh/iBwe74IVd33yDNMgpamTRNGHhtnHBC3WihKwUqWp5/sVg6wY322/g4nKo/QZQGOOGE19a/wp71kIreYKV/HVlUWZh7hl64y3C8gR9avLrxZfzYpaRVGHk9StNgWVlQGQdD7GDETPEIYRISRA6ZOcvD0Qq7kw206Wrx2Znn2JC6CNMq9V3rIU44oWUukGQxYeLTcXaJ9t7ASwNiwPe61I0ZFsvHGfsDgsSn5+zixy5+5LAzXgcBKlqDLMvyB+yygUfCzmSNolLBiSaEiY8kyqRZzNX91xl5PUylBBkUlQqqpLFvbeJGFjVjhtXBLdrWFqIoTdsYHQylQN2YzVUUogJk7FrrzBWX8SMXL7L5I+f/Erc7lwhknxSBYhBypHKSnfEasiBjhxP8yONm+x22pjbKLMtyi2Ma8XBwn5X2Dcb+AEVSccIJXXuHiT/IVW9pjB277FubNM1Z6sYsGem07WyAqRRIyQhjHy/OCaVHNr2JLFAuzHCsco7O7mXa9tY02yzj2t4bLE2Ps6LVMZUSFb1OUa0giTJdZw9ZVNBkg4reJIg9wiRktX+LSTDkdPNJZFHhlXCVYLJFMfCoGk22xJCHSgz+Fg/232EUjjHLS5R8G0VSDlrgwtTHixy++eDX2bc2USSFOI0IYpeB1yVJ80mgMK1X0CQDN3YoqLnCru/u0yos5FkxEtzv36IfDNiYrGIqRdrOJtuTdc40n2SmsMiJ2gX2rU1utd/DVEtM/AGWn2dUZWSEic/Y7/Ebt/8VbmRT0RokWYId5jYuRdRRZZ2JP6BmtBj6PSRR4kt3fpFUNUlEAU3U6UZ5/lbX2aHr7FPUqgctkkOvy/ZkDTvMx+dK/zrfXPsCdjDiWO0cq4NbDNwOZ5pP0irMk2QJ72x+nSxLUWUNTTL42cf+Ove6V9kdr5OSISIyWzzCb9//1fzfiR3G/pCCWiQl/3wUU4iDfOwFsc/m+AFe5LBrbdC2crVK3Zg5UHFl5EoZWVIPbGW6YuYKy3CST07DEWNVoRMNGHZyotMOx9Ow8pCt8Sr79iZB4vEv3/t/cqrxOFESkWYOrpLnftWNWbbGD2jb24iCOM3ByyjpNVJge9glTQJ0QcIO+5iIeX6ZVqHvtBl7/ZxAlA2yNEUQRTr2Lg9NGUWRaU16uQUMka3RA56Y/SSCIOQEVZqwm9jMVBeQRCUnQkcruLFzQOZV9DpelBPLp+qPo4gq93vXGXk5AW8WSmglgygN+eHjf4xxMKDvtlksn2B3ssEvW2+RCS6lcELf7RzcQ6I0QhRFFsrHCKfkTrMwz2xpmcs7r2AoJQQ4eC+tYJgrBGOf4/ULFNQKTmgxCfroSpE73cv88LE/yovLP0WUhswUFrnfu8Y46JNlaX7Pf/gVlhoXwNQoahXq4ix+4lHJGljBkDiJmARDFirHiaIQyx8RxB5pltF39yioZRYqpwjICBKPjrODLhmYcjFXkE1zy6IkYOB2sMIRR6tnmARDnNDCCsfc613jTPNJCmoJN3Xp49Ed3KMqFxFFeZotl1ugsyxjHPQpqpXpNdaxwwkjr4uplpgtHCFOI/rePqZSJMtShl6XJI2ZKR6hbW8dqJg69i6tyixh4nOmcZFWYYH14R206TEHoQ2qQFkyidVCrtD0enScHXbG60yCIV1nhzc3v0pZrxFEPifq53np3i8ziCxse5Vnqo9zuvkk1/ffpuvu5jEA03GSq38FVFkniFxq5gw1YwY7mrAxvEecxXTsHcZ+nxP1CyyUj7E5WmHgtaetidI0vysvSkiyvFUxTkIyYKV3nSAOcILJVHkmsDa8jRd5hH6XspBS1JqokkIQu0SixK71ENsf5TlmahFdNul5+5ywLEZGzLHqKdZ23qLvtTFk82ARzVSK6EqRsRByLdo9aN2s6HXc0OJB/ybzpWUu734bspQ0S/L7ehLwhVv/A0O/y0LpGFEasuNsU64eQ5L0qVo9wQkt4izC9SxGXpfVwa2De0uaJh9qcP1e+IEluxbJ6H5f8fRgkhChouMgfg+yC0CUjpLGXyebWnidpU+TdAJm/w9P0fhfnSWLUrI4JRNlNl7/MQabywimjHetRxalCMrHWCQPcYhDHOIQhzjEIf4z4373Ol7s0HfbyKKCZCrESZ4vlGaNfEI7tV00CrMEiYcdjimqZVYHt6YTmISF8jE69jZB4hOnMVv2Q3b8TfpxTM3zIMuQxDzovqRVKWrlaUi3R5omB3YaVTIQxbzp717vGiOvhwC51WZioTabdNMBkiRR01t0nV22J2uUtSojr0dBLdF2drgp2dSNWeqhRZpmDNw2fuwdBKGPvB6zhSWc0D6wyswUF/NJSamE299GHN4jiF3iNEIURCpaA1lQWB/eISOdWtZye9ra4DZO7PIrm/8Bw7XwQyufaAlQVKqI5NaQ251LhEnAcuUUbXsLKxxhBWNe338dRVLxYpeCUuFYnGD3O1wfvYqUCXixzZ7XZqF6Cs9rT6vUA/YmG3mrXhpRNZrsTTap6s38WooSX3/wP3Hbuo+v6jSUEn2vjSzK1MwZKnqLMslBm6OplLCY4BlFdF+kpVYoaTV6zh5B4uMEHn7kEolFgsRDVwqcaz3D6uAWXmSzNrhDnEaMDA3Js6mQN3tqkk7DnOXK3uvMFZaYKy6xbz/EDkZMggG6YnJt7w0qRhNfcOlJEccLi6RZgqckrLibXFn5IoY9xC/WCKJ9mqFHS66gSTqJUiRKIzZH91koH8dQCqiSjibreNNQ5qHXxVRKfGLxR9ix1mgW5tkY3UVA4FzrGa7vvcXQ6xIKMChV+Gr/DbqxRU8TOBF7vLL2JexwzKeXf5KH4/sMvS5xGrNnb1BQykRpSN2YYb50FC+ycUMbV7DzEGrAS1xUUUWTDIZeh1qphS4bREnEidp5VgbXDxrIglqL2A14OFqhHzsEmskgGNCxt7CCUZ4vlHj0nX2c2OJI+SRumOeoGUoBQynkKkzrPn3doOzuc+TIp3hj+CaW3yNOQlrFBaIk4OXVz7PSv0FFb5CREcQesqiSkeLFNmmaq0DqZostd4uunKJHEXFoIyAiSwpJFLM3tUKV9RqyqB6o8pIsnhZe5KHuQ7fDQukos6UlZEnGUExkQUUyqwRBzFbQpxZEVPQ6hlygZswwV1rmTvcSfuxSUMoICLyx8VtUjAZHGk/ixg4Dt0PP2UORNJzQYq64PH1tnzDxCXWTvqExG+YqSCVLqBpNVEnPiWpnm3GQq0Pud69iKMXp/aCLr1YpkVvsJsGIit5ksXwcSZJZrpzGDsaEScADKWJsr1MTJdzQJkg87nau0CzM5eMhtHEii7E/YG14G5HcshwkHppkIIsyW6MHNM159qwtXln/DU7VH8OLXOIsIlBVRrrMiWSRLEsYuG2EqapnZ7zK6cZFqlqDfWuTr9z7t/iRS5o9Iq5t4jQiSvMMQVXOz7vv7GGHY5IszdssM9gaP+Bba19guXqG5epp7navsqZn+NU5mo7DbPEIm+MHdJxdfGUWWZTZsdfxY5dkWi4xXzpOJmTMmAsMpiUK6ZQEni0eYeQP2Ir77CohYjhi7PVxJIWiVmHX2iBNE4pqmXEwyImmLEYTNcZ+P1ftpQk9d4/Plv4w64M7+IpIlETTBYs6dpgXi8iSwv3eNYpqBRyR1cEt5otHeWLuU3nunGJSVusIgsjQazPyeoiCyEL5OONgQBD7BLFLq7Bw0KKpiBrbQkSjOAODTVRJRxE1hl4PMhAVmSSNaE9WOFk+TZzGbA7vEaYhb299ndniEmN/yMbwPhkpplLkR07+MSbBiL4QkIoF6F/l6u7rbI0fIAgim+MVJsGQIPGYKS9Q1Kqs9K9TUis0RZm50hJ3Opd5OLp/YN12QxvbH7NvbeZKqiwlneZx5gsBPhkpHXs7L3sIRzTNueli15i50hFUUceLp3mRSUSjeIQHWoyTCESeRUVvcKx2lvu9K7jhBDeyuN15/yBzbuL1MCKdu4PdXNWlliiqFbzYBTKSLMFQCuxoEoPhTU6k6UEbs4CIH7s4kYUI1MzZg7KEtrU1PU6LgdyhoFbY9tuMMouvrv0HsshBLM2hpXkwviTK6EqBNEspKSWCJEAWFQZu+/t6TvqBJbvKIsTfp0Jthg00csn191J25b/PMwb0Wxb+k2Xa13LPp/ncDP79ERt/5WVm/nePM3sOKufHyNpbDAafw7kjYL22S/lHj/ynn9QhDnGIQxziEIc4xO8Tlmun2B3kTU5B4tHzdlFlHTsYTTNUMtYHdyhpVV6692+JkgBTKXKvd4WOs8NscYkw9nlu8XOsD+6SZRk9d5du1CYza8iSQkEpM/Q6yNMsmY3hXQylyFxhCSeykEQJCYmJPySjD0BJq1HTGzzo30AAWoVFwsyh6+4hRAG9aJ8kiympVcZ+n3EwQBRFJFEmikN0rXAQSr87WQOgYjQOWsvq5iyCKGCqxWmQ+JCZwiII0HAclMjGE2X6oYUiKaiSQVmrEkzVaUOvxzjxCcMhgT+kojcoFBfYS12UaMgpcxFBgJ6zjyYZmIpJlMb4spNbRPUqSZYiILBvPWTdlEiSmOsbX8uDobUicmWRirnAoP8gDzI3S+zIMS2tjhe71I3cAqdqJaxKg9QLp22YCqcaT1DU8qDyvq4j1Y/yhHmOu90r9Nx9VEkjnYYbO5FNv9pAsffQZQlP0wmzCCP2qSBOVVoN3LiHJ8S04wlhEuCEFvvWJkuVU3T8Nku1U7ijBwyIqVRm2R3sUjYa0wmLTZyG9L0OD8crU6WcQsOYIckSuu4+25OH9MolBASGfpcoCZjzZfayFVr1U5wqCLxu3cSLIgpxzCDKj0ESZSRRyu1hvaskaYwmm7yw/Ae417tKx94liF1EQeLK3uvMFBe4b6/hKQqnxBqboxUAZgpHGMQTfKWEk0V4sU1GysjvTUkgmV+/9S+o6S1SUiRBwvJHxGlMksY0zDm2Rg+oF2ZIspgozgmwbVPlidJZHjePsdK7St/bZ8daRysvMpKgJkQEWUpBLdMsLHBT19GUWbLRkJJWI1Ek5opHubn3FpNgyMjvockG86VlilmVc62nWenfIE0TTtYvsD1exY89Er1MmvncG9+nu/PbdOwdFFFAQcWPHKxgzG/c/gVqRgtDKXCkcoJLO6/StjcpqBUyBewgzwIylSJpltB325RSkZpsEqUhfuxyon6Bb0wVdcvV0+xM1nGzkB1D5oifq2pEQaCiNRm6HcbBCKata2EcYCVjinoBSZRISHDCyYEiJ0pD/MTlhaU/wCtrXyROQopqmZJeo6CUeSBMEASfbGqDPlI+weZkDQTo2rskUyLYS0z0cgspCXN1WZblds7Qwo/zprc4CZEEKVfJBGNGXh9NNqhrTfQ4JkknRGmIHY5pFRaYLSzy9tbXcSOXrrNLqs4SJD6yqGCqRcZ+f0qWVMmE7IBoVySVfWsTO5ygShpnmheZMRdoOzsEscfY7/Ot9c8fHP/K4AaqWkAunqcsFTFkEUmUcqVbHGCqJTZG91g3ZSRB5oh/EiecsDNep6CWD1pTq0aTil4niH0m/pC6OYMmGbSjbaxgNFXd9im0ztH3J+zsfJNJMKCoVqgITcbBiLo5x9nmUzzo30RI8sy8jrNDNBpQVMvEaUScxQSJS1GpsDlewVBLaLJBmAR0nNw+WNHqIKmQBsiSnqvpZI21bIKa5WH6dmTl5Fk4pqTVWB3eYeIP0GUjt6tlEld2X6Pt7GAZJkh1BEHAVEp07Px77Nrum7nSLI1I05iJKFAulDGDvODAkAsYisn2+AEVvUGUhLStLZ6Y/SRDr8vI77HSv8FsYYk4DRFFCVXS8BWVVW+TuHcFRVQPWkVlcZ6qWqaXDPAilz3rIWdbT7JnbyIKeWGLLpm40YSx36NmNJktHmEv6FNonKLVu087TVj39qn6uYJZFVW8JCJIvGlen8T2eA1V0snIbZlVo4k+tZVGScjx2nm82GGlf4OB1yFNUyp6nTBL82IQUcGVA5b1BSb+gCxLEQA3stgs6FCs4Mce17M9SknMnFonEgJiSUD0bUgVRn6PvrePLEqcn3kWO7RpmPPc612hrNWJxYyH2Mwl0Lc20bUyaRIx8Nq4YW6jfnS8WZY/f4Rp3r7ohBMUKSfdDbnA2dbTKKKKFQ7p2nvT/LeYglrOSwLSCIeILLLppi6zgkZfEREFkbJk4scOdjihajTJsoyGMcM4GKKI2vf1nPQDS3ZtppB8n37MarqJSP4AJIiL33NbMTtN+UtDxHgG/3xE9c/fY/DfPomgizz8yy+T+Qn6Y3Wii/8FyrHPcOSX/iDCVQXnzg8x/LUHv29kVxL6DNdu0zz3zO/L/g5xiEMc4hCHOMQPFn7lV36Ff/Wv/hXdbpfTp0/z9//+3+e555772G2/9rWv8au/+qvcuXOHMAw5ffo0f+tv/S0+85nPfNf9R0lIRasz8DoookoQ+8iCjKmUOFG/wM3Oe2xb65zXn2biD4jTmIreYN/eRpVUimqZfuwxcDusDm5iheM8f6s0jygXMGSdqqDixw6mWqKgFtFkgySJQMgDjgHscIwqa2RZ3vAoiRIIIiW1wjgY4McusQi6ZBK7Y0Zxjz1rk5S8SbGuzLJQOk5BqaAbOj3Zy/u1RYWKXkcSZcpa/t8kTeg6u4y9PqIo0jTmscIxq8ObNI05bu6/g6EUWK6epm62CCKfKPXZHK8crHSraoFo7gxhlqHsuvn7MF5nVmsQJBH9QkKoGhSiCkOvS0aKgEhBLSMKIh17m1ZhAUGA7dEqbpYSZzGmXsfzB/Q1BVcXaAkpNb3F1niFrFwjJsWJLIpqmarRYBz0ERQTW1SIhJCh1yWKIjIEmmnEbthjoos0jSZb45X8WLKULEsZTO2UWZaSZimyrGPIBWS9ThLFpKHD3d4VBAQem32euiywmjpMEo/ZJCRII66KY5RwiKubPJQjKtWj+GKKJWZ4tQp1QeXprEqaxswUFtmzHuKGuXXEVEuM/QEpCYqo4iUOhjyLIIhsWxsgKhTCjDDRqBgNtMQlA4pqFS31SGQTWUhx3T6GkhdFxUlInCXE4Zh3tr6BE0zoONvEWUY7HtPU6pQKc4yjCa5aQhBEeu4eumJS1mt4tksa+yCFU5JGRhN10CpESUjf3ccOJzQL81T1Bker5/IMMUlElHWSKM/SitIQRVKxwzG2pLCa3CWb7PHJIz/O3mSTgddmX4qRzTrvTG7QSiMMUSHOImoouJpBojjUsgIlrcS+u0sQ5wpJRVTy3KXCDJuagKhXcCObSTBCl03cyKbvtqHSwlIL1IO8CTBMA+ZKy5wwl9izN4nSCD9ypxlNiziRlZcISOpBhpqhFtBlk2Zhjn7mQdRGEVWaxQaTYIAsSMwUF3FDCy+LWBE9EAX6icVs4Qm8aJehs8VscYmMjLo5c3CfGbr5+NMUAyey0VWTullCTnXc0GYoxAyDYW4nS2KqegM7nBClEYqosFBaRkxcTLlJWhGxwzGSXsFVl3H7GyiSggA8u/jD7GQO+4KPGA2J0xjSACeZUNHr9N19JFFGlbWp2tRHkuS8XS9LkGUNWS4gOkOiNDwg7xRJo+916E+VS6qsTdtPB0jTbLIwCXg4ukv6MGbsD1FUE0uRKEQ+Q7eDKMpT8kHlyv4bNPVZQMQJ8om5HY4wlRJtZ5eh38RIU7bHO7kSUy7RMObZHj/gRO0C66qEmWQ0zLmDSXyjkP9eERXc0GK2eAQ3tKaf+YT79gOS2CVNE+xgTJSGaGaVy1mf+URlZ7JOnEQEtQZZliIJIiv96xhKkbLRZDJt5MszwAwGnk1Nb9Jz9pgvH6Xr7lLTm8QikIbIokzb3Uefe4wt9yH7csxx0+SodJqJbiAWW3jeu7iJSyQIaKJKkARoUyu4LCo0C/O4kU1RrdJ32xSUIkQRoyymZjbouft5LlPiMQn605890jSGxgITCSbDW5S1Kk40wYtsKnqDvuAyrtRY8jNeWfuNqe2+RtfeZej1kAUJVTZ4bvFzBIUa+9EOERkDr8NC6RgZIEkyltMhMVWKhSahb/Nw9CAn4dQSSRozDgdT5Z+PnwS0Cot8qfdtjNoxioHPM6VjXJ68Qjvs0CzMo8kGBbXCYzPPcXXvTTrONn7koEk6gpA72MZenu1V1KpAHshe0EpMghGSIKMqCmN/kAfVJz6WEOKXmjT1ZXp2nrN3pHIKOxiiiCpiYYbMz/AkEb1Yo6DOsdu7w6a/iyjrjO0dalOr8p69RZzGDL0OopgvjkRJmBcGKDFtrYyrRoRELIYBhlLES3xEtYDlj7DDEYvpDLtSiKpozMqLOGEZZA3bH3J17w1O1C9gyAVKao29dJMkjRGEvNQgTIJcYS0qIIg09TkSu0c22CKUJKIsIc3TJAni3PZeM1osFJf5Tkfz98YPLNllfZ8WRgAp/jYZ4GOgC/r33FbeuY26b+H99P8R1JdIBxba41Xa/+gq4ZbNiX//k5gXm4y+tEH3/3OLJ39MhTgn0uxXdsniFEH+vVkZsyzjW/+3v0jsu/zUP3vp97SvQxziEIc4xCEO8YOHl156iX/4D/8h/+Af/AOeeeYZ/t2/+3f89b/+1/nKV77CwsLCR7Z/7733ePHFF/k7f+fvUC6X+fznP8/f/Jt/k1/7tV/jwoULH/tvvNq9xKh/DyFNEAUJL3YOWrAGXoetgoYgnyUIPEp6nbJaxUtcamILADeyGbgdbrTfwQ4tVMlAUysUlBkmsky5tIDTfsB86ShxluCGNrpsoMgaV3ZfJ0pD3NCmotc523z6IC9Mk3T2Jg9J0oS54jI1s8VEg4IqEkhDRnYfL7YRyMPPBcAixpjWwFuGTJolGLHHQvkYM8Ulru29AcBMcZGCWqKr7rEzXiNIPBrmDD1nn3Y8xq7N4KYZlrNGC52a1siVKGlGlAboShGx1KKv6zTCBFMrIwoSTXOOvruPIEisBbsYSgGpuUAhaNKIIfCHpFnC0OugyQamUmTfeoigmoRaAStK2FF0lgSJHV3CC8Zsxg6fMs+QDBOSyEVQDCp6g6XKKbruPqqkI2TQtCZIWYaPiIBAx90hEjJsXcUVYezuo7jWgWWzqJQQBYHlymmCxKcveJTVMhdmnuemt4GeiYRpgKkWSdOM7fEqPSGkph5D8sYMDY1S9RyZWkSuHSXqPwDNxgo9Al0n1Cp4okpTW6AaG8yVjhKnIaZSwg1tjtfOMw5y5Ywm6QzEhEzTKOnVPBTc7JEKAqFcgOo8K73r+EKJUaHIcbVGYjTwgIZWgjTD8fqIZo3dosGcF1HS63ihQyaICILIuFgklmRGqkKSddHLC0iSghfk40OXDPYnmziRRVlrIST59EiT9DyXTc3tVYpeIREEHpv7FDfcNdQwo2o02S4VeBOf5dhDTyYoooosyggIhJGLi8Kavc3OeJ1mYY4wDfESgf5kh3oscaR0ktX+LeI0oiLoVNGw7X3qlfOsJAO83nu4rWMok32OqXnu21oyZDeVuRntoZUX2fO6ZKE9zcyaJVPLePQJhIwkzRs8g3iMJErosk5RqWAqRU7WLyAIEnPGEk5gkWYJ+/YWkPHJpR8nTiM2RysIikpRrTCjz7EiR2AFHPdThm6XhIRYFJiEQ0p6kR05YstdpTrawkhjDKVImsYEkkRYrPG4MofQF+ikDn3D5IxRRUgm2MGEyNAQDI1MFImTlJkgISVl7PWn4dYOdWMWK5hQlBUgZKFygq6zx0SIcSMbQ9HRMpF6aZmiVqEimOz6m8iKgYSHKuqUpSo1c44uAZ1E4BPyAm07L9SQBImxpoFSAzIo1JEGWzTMecLExwmtXLUkm9TMJn7s42QJ8XQSHqUhiqiSZBGyqGL5Q0rledq6SqqK/MTSz/D+5tfp2LvsuNs48lEyrYQxzXharBxn7OeKJFXWSIBB5lBEpCPFJLJCy/PwYgcBAVMuc0ys8XBwm1+x/il+7FA1moy9HgWliDS1tlnBGEGQkEQRJw3Z00SCxlFalk2SSgThiMlkg7JZYSEpElhd4jSgY+dtqYgQTIknwhGGOU9KSqvYwAr61IwmBaWcN1CGE5Yrp9kY3SVNc+XibOk4fQL64ZBB6pGgsJWMWRAqyFoJPZNoVU9zPd7HE1JqtkOchviRQ0VvIgoiJa2GXl2ikAiIjkBZr+PGHhNhQjolbgVZZz8Z055mQ6VZSiqrtEpHaRoNtndvkGQplj9CKc2yYM6wlVmMY4fjUhXf8wliH0m0KKhlnGjCqebTREmYW98aVWQxb/Q73XiC47ULbI5X2BjepaBWqHk+Sgoz5RN07B3c0GG+eJStySpGOEGZLiiRZZhKEVl08mIHReXy+CZJlubtvIhkaYoiaQSiSLZwAX2wR9fepaRVWa6cIslS3MjK76WywcBt03f3AHhy7lPTRYYNxv6AslZDrC4w6t7AVIts+nvMFpfYszZxwjHmVCnVjEUQ8pxJUyoRN5aJRiuo1oBSYZbF+mOYok5slLg0vMrQ3cBXFcpJkDfRmi2alSco7F4lTGWqSoGB30USVU41HmdDiRlkISe8lJnCEYxMpilWMTSJx1rPU9Iq/NrgNdpDn2J/hxXBohRFiP6EOIuQRQVdMQ4UtLKoUNArBKKKIRXwixmjdMRyKFE3imyPV+naO4SJf6DO3J1scKZ58ft6FvuBJbsAvn9KKWemLZokKTS+xx9Kt3+TcFknkL4G2R5SRUKu6Uxeesj8//05Cs/nXlOppODfHNCbf5zALiEoAqkb417uUnhh9vd0XoIg8In//T9msvUAAH/UJ3ItSgvHfk/7PcQhDnGIQxziED8Y+MVf/EV+9md/lj/1p/4UAD/3cz/H66+/zq/+6q/y9/7e3/vI9j/3cz/3oZ//7t/9u3zzm9/k5Zdf/q5kl6dqoGh4dhdDLbJYOs4kGFA357CDCYvNk1jBiO3uHVRRJBMEsgwkQSRIAuwgtxuESZ7/MVM+yq6pkXkekm/REbaZT2Nmi0tEScBGeB9dNtHlAh1nG2/aTPeJIz/GTHGB2508aNxPQkLdpCQuUFOKdKIxHUlkaeY5NrKY4f7rZLVlotE2UpLgZzE7cshEiVmSW7jRLk29RWxKhKpBz9llEowQJJllpYAmGTw5+0mC2OVI+RQjVeZkaZk7DNGTgL4MqjdhxsvIBDjafILR3pix1WeutEym1giSkChN0fQaSRzhCSmbBQ05jojTCGSdgZwhmy1OGWepRCkvWzdIY4GWucjdzmXCNEBWi7hShpipdEmoKiK1KCGTBXq6xlbUww7HFIoVDKVMy1R4Yu5TvL35VQZZilOsUWucZs52iFKHJErws4RRqUJLLuLZG7hZxhNzL3C/d5Wh18szbLQi1/SIvYKKGwcYxixJlmecHDcWGSBTVCskacxuNMD1LbTYQ00iirXjnJ15jrnyMrfWv0614JNFGZtmma4cUw19TEUHUjrODkW1TJgG+JHDbOM895WYI0mB5cpJojTgftrFN2uIaoVKKlFQSnhpiCqqWIFFEju8XymQyU08x8WNLASzxpwxS/HYLNHG60w0FSlLYeEMXpaRDHboGBqGfIJUDBkbMoqgYmUBteICQRZhWxs09SZ+5DIO+jhpxIXKpzCjhEkSU/AcvNRhEHdI0gSrUETUilwNt5iICRQLIJZJZQEfmS1JJokdjplzB/lxql7BKMxTjsCPXfatbc40L+ImXSw/QENikAVkhToDISD2eywYs5T0FqmiUskSlNijUZhlL5iQpSl2OCZKi8Rpiq5XSSSVvt9hTtLQJJ2CWuZWvA9CgBOMqRZnSLKMkIz3d77NTPEIs7VTDCabnG09w8DtYIdDvMhGkTRUUWO5dpq50jI39t9hz9pEK82BCHvJiImksKhWkcIJgiDihzbHjSP0QwshDbhvBqSiRtSYRUHkZCjgxy5uFjKMh3yq+hSfNOd5K1hHjEa4lRbj9hapECIIGs+UL6BOeoiSyNMnP8XtziWWq6eRBYVr+2/mOVmpj9I6TZglSM4uaZYgKgauZSFHHkkm0CocQRFVbsRbWInD+foTdAZXEYSUTCuwqmXsJRJKZPBjx3+Wf331H+OFNnEa45VOkGYBpqKjGDV0rcK8ucCD/g0mgYoqaTw++wLb41VkUWE3eECASyH2MRSThfIxjlROUNWbOOmYDTEhicbMTcY8fuFJ7nTfx4l6LJmPY0kKZ1tPsbV3CVUuUJbrlLUq/UKBlrGIaK2iSQaKKCCV5xm5bRokGHKBIPbYsdYZqT6BLjLs38pbcVvnsdwu5UQkTnK17K61wUL9LBoKgqIRRhMSMnqVCp6g8qQxy0MlRpE1zjVPcs96mSAJKenziIicNs4jigK7k3VcUlwi0iRiW0qZKCknEgEnsmiYszQL84yDESPdxIgCNFljoXwMQ4hZSfukZNSNWcIoYewMGBU0qrJKVTExtRmqkoEZ7+B4fWaKi3TsHY6UTzAJR2xmNoHXoxF4VPQGtiKTxAle4nOifoFZTWc4vEIoyqiDXWa1GhuGTGSYnDcXkCqnc4VxlpC1TuMIOqnVITDLbA97lGSNil4nyWKenP8h7rubPFF7kju9KyiyysPxGmIqMV86xtHqaVb7N9mztzheP89QSBikI+LIxdUEZjIVyjN0UwdLSBmrMTOSSaAWqToWX7zzi6QLj2EqBRp6mffSbZKyxLPj3JpthSOGwYCuKiAWGjw5/wIjdy+3AKZ5i+r5mWe507kMZLl1NktYLh1FkdScvE5tRnKKGPQ42fwcZVmkkGQMrRVCrcawPovmOIzDMX3XQk1VfLuNuHCBcWARDe8hSjJVrYxTnUHR5pgRCtyLu8h6haDYJAgs5uMSe5N1BNWgUGhRqp7EQCLWTHb9faRI5ETtAkvDO0SCSlETUSUdS87QhIwZrcL52WdIFZNWuMbe5CEZkCo6nVKTI+kif1D5Cd7e+jojr59/D0wVXvXCHLYsQZQSyAqC2iSYTBj4PWRRJUpjBASU2fMYmUxkKRytnfm+nsX+/4TsysNXR8xh/i5byhuv43zCJC7l7L+oJ5T+oIsye5LGXzt/sF3xhxcwz0lsX/oMF//sz7PwZ1Ku/oMXsV7e/j2TXQDlxROUF0+QZRnf/Pt/BsUo8BP/5Dd/z/s9xCEOcYhDHOIQ/8siDENu3brF3/gbf+NDr3/605/mypUr39c+0jTFcRyq1ep33eY5ZYbbSg9XT6hoDeI0pGa0kMtzBFFIlqUU1TJtvcRkvEVQP4Iu1Bhvv4eSiZydeYYtU8N0HJrSCaIsRRIlXCIKahlNVHli/klsv8/EH5KkMVbsICsydpw3SQWKil6Ype33sCKbIA6woxFBYYl68xyx5xNZu5TUFrIoE8YBQnWWZmWZWK+iDHbYNzSKWpm41GTXHaEUj9IQSoxlnb0sojrp4ekmavUISQaqpFEzWvz0mT/P0/Of4b+684/RspQnkjLb7hZKoUCtdh4lWqOst9jWRWKtSCGoUNaqrGUugVrCFwQqhSLWeBNdLaGkIcUsJVarlLQqw2SEE3vsTtaxM5n56imEOCAMM0panTTL2DcNQkUHQSAToCAUMUMHz1SY0WcwR2MyWQFRZBSOqZrnON96Gsj48r1fZmSWacsZT9dPczvr4Iy7PKMt8064wUl9gd3RCoIo0SouYoVD3CzBEzN0Vacd9tnVJBJJZ0fJKEgZ88YCmpQQZx5iJhJmCfrMWbyOxVgV0SWTC27As8YJvtZ+G1GQODH7PIpRYWPwFkLqQJaCAAO3gxFFoBeYEZvIyOylFkkW0GqcxTBa2ATY+yuoikpqyoysEa3iAoZWY2V8nywJmSkeQRQE3DhiTwyQYxstNlmXxhixzFOt51gRXeLUpi34HJdqeEaBseDiqjKGVGIkpsSySppoPK0d5y3nLsq0Qe3Foz9JqzBPL/Woth6j7EwQRl3qah05Chn7XSqyiexZ+IUa63KMkcoUMpWSXGCMg5iAEAY0iguUUx9D1jky9wxt9zYLxWM8V36ed7a+wSQY0rY3EcwCviyxqxepahLosxiSSDuZ0Dd0xLljzEUSc3KTp2eO8264BWlEqzA/bT+tQ6lGozDPaucKywvP80RSxAqHaJJO5k5QVJOJoGBmKQW5SCI5xKS4Zol90aZCysQfsp5OSFKXod+lojWYLy3xxOwL9N02Ra3KY+Vl1uwNBCEiUDSWMwNdTGgU5rg49yJjf8A49ZkMbqJHIZKYIkYB6CX8yGO9aHJUK5INxwhpytWsz8xoQKxBNHW/yHqN2OliSjoVpcRWsk7mj0mzFzjbepoj5RO07R12rfW8TCEJuBcNSYIJSgCzpSWsNEKVNFQFHKPGW+k+n4lkJMVAkj2cxEWTdeJ4yE7QJlBjQkVhUVvkeuddFkrHuDu8TaDnljNTKaKqBVRRxdAqzBSPMPJ7lLU6F2ae5dzMMzjBhOv7b1EYdnCjCaKocKL+GOdbzzDxB6wP76LpGksBPFd8DKmocLP9Hg8Eh118Hs9MjolVKir0lRJOfYEtYmZGA2wpYdV7yCSy0JMZqomAq5sU4jKFOMyzBxEQRIUNU2QieJyZ2lAlo8rFuefpTTYohiFiHOLEHp2CwUllllPF41ydpDiygJ6JBALM1k5hM2a2uoifGhhKkb67hy4ZFLUqs8UjFNUKVeNVnPkz9JMxOB0ywaAiaPixiyjruMUqRuzSllNGlTmURCYb9iHLaBRmSJQZvPF97HCMFke0lQw3HJJIMppvUyq3qJYWiH2PU9WzOGaJ1WAdx9uknspoehVkA/CQBAlZNUnCGEFS2Ro/oNY8R604Ry/zOV5cAH+Sl3bIKlW9xZoQkellWq0f5Sdan2Vl/z1WWEVAoy8mGDHUzRZZBtthH8swuNa/yq1sQCHVkbMqSpqhK8ZBEYYbWpxqPMGKu0VV0BhFNvcFm66cEBtlvEykpZ+mS0BWaiGGNv3Qxsx0JFklllVuh/sMhQhBkZAlkyi2OT/zLL/t3EAzykSxj5/mJRJ1fYYw9YnTCD92qRhNJv6QSblGpXmGRCpDqcW2dY+9YgE5EDGTIg9H90hFhVIqEiYit+MuVBdoW13E0CErLzGWDBS3z1CMiA2NpjfmXPk43ckGkd3GDyWWln+S3f02mSgSagU8KUMNq2iuSVpsUTJbrBfazHkBiaaTqUWaSoVJMCCNXVJRRJh9Am+8S2bWcGWVMEz48r3/kX6lyiBxUGQFTTFZqpwmKjf5Q8WLmO6ESrdB29lFFCVMpYSfJcwHEY4ik5BQRmFHBrfcoGHO0evdoed1WCgukRgVhkmAR41YL31fz1I/kGRXOo3q+r6NjNMNe8Iyj32PPxLsDqI/Qho04CxE+wbKnEf5j75F88//vw+8s5Crr2b+/ufY+C++Sf/BeVqlSxjP/THG39hm7r969j/pvADWv/V5dt7+Gi/8l/8ExSggCALP/o3/B0Zt5j95n4c4xCEOcYhDHOIHB8PhkCRJaDQaH3q92WzS7Xa/r338wi/8Ap7n8dM//dPfdZufePKvsWX8CnrnPrE3REZB0gwGtSpVpQmknGicQ1EULkdDIiL8Qon+zBJn3IifvPgX+crgMnfMHU6ai7SHq0iiyMOywZOFY7woNpmtLHNp53W6soJeOkErmuea5NEs13my+RybRYOvefcoGRWeX3qeB9tv4ws+zcoRVK2EpBqUMpfZxklcASDmyOxj9J0OWeYjmCapYRDVFynrDRRRZLbQQA8j5ssLfG72U3z5wRco+B28yMIXAjRdRzPy1jhXCwlVmcCbsF8qgzrPKdHEbJ1FQqEtZWRqhqDIpGKMnzocaT2FJXk8PXOaP1V7Acva4dev/gtOBDFz1bPcKyiMJRB9AT/xWPcGzAo6eqXMIOoyUjTOHHseUc6I+g/oSD6ICkqaEqkmsmGQCj4njCZjs85QdygGARJQrc0z05zDl85Q3qqxEQxRFRlqR1ntPWRTSagHG5StNpv1o7R1kUw2GcwvougJc7PLjL0+98IBVuCQmhXSxEMXRdBV9rOEB0WRgtGkM+kgRWOySKGkVwm0ElLkM1M9zoN4k56/i5JEeKc/TSqo1NhhNFpFknRcESa6yTjcYsGs81cv/BVeuv6L7HTWOVuap1MQcfWMI4VjnOnfZJ+Mk1oDN4Vj9XN0/QFxVMKXIJJLPGkusJ06bI4eoCoFRFnCEwLqGZyfe4b7w0sIYpG50iJGprAnB9ipjuLbyKKEnqaEWYqq6pTLdZLEYL5+lGOtx2gduYisSZSap/kt7wGKYaB4JoksMCka9CoS1VihKcpQbLAiOHhxyBFjkXmtjhgOSW3IKkVUScVNO5DF9OQJillmdXSbClUM3SSTUtzQZkGssVdoMEp9PCWmnMIRYwHdy2grEmkqsKAUmRGLjESXQTykphT5oTM/haIp7Bg6juCDAiE+g3CfEVXmKkeQRJkKFSZSwunGY5SjiHKcsSFlaJJEv1LkiNJgoXwcQZXIMMkEk4b5OeQ0pRGmnDtykWs7b7FjZAiVOXi4hSSozFaP5Xl6mUBdm+HY0Re55+/RDfr0pA6fU5a46t7CJ6UUp4RRhCeEDIsVUI5RDD32szFBSSEIJmiqBrJAlIUYqoFcmeeb2hC3bjLvK1yZXOepxmNUKzUUQ+b+qMpceZlXvXXcwKIQK8wvPsaeGJKoGgVhnmYQs64kaGadMzM/hJ0OGAVDnqucJdh8me3OhCxLCQol5DigZS5gDfcoF6ro0jFiERRBRBJFEllgLEecnn+MZ2df4G6wzoqS0SirVMQBx2uz7K1vUCs0ibMypmQjyQJ3zZBdNcXyYsJgwBmxxr1wC79QQROaRKqAqCpUJJ1n5y4ikSGKCbvFAh17l6paJxrfRpYU5FKDiASLmFZxlpJeJXUtlCgjImNYqeKLFooTI5hFqJwiMwtUZ08QaSJmFKDZQ4415/BFgUaqMWtWqPtFxqKPiEpJKdKqLlEuPclG1MeQypw5/1PsX35Ix9vnROscf+TJv8Av3v03lOfOUSjPU8xmKFfOsz1ZpxL4JEKXQBTxFYE9IiS5QKvUQnSGVAsNjrSOo7VOcbf9Nv2iSSCklCKFol4iUCQGYkohnTCKMjpBzBnDZLF5hje9dUIRVKOC4LukiUu5dgSzNMekNIvoDNCbx5E8m7a1hyTlYzTybGaLLcaySKhGzEs6e94G7uxRhNIMcnGJB0kXT4fT8xe5HXSZizNcd5XF+jH2J1tcGl6mMXOeTBaRM5mRrvHZ+WdZ37uCVq7zQ2d+kudPfJbP3/gFbskj1sQxnlEgTiVUyyWVIJEkalqTTFKxoh5lIaJRO8JIEkkGmzhygqJLOEmGgsbRAATFZ7F8nD/z/N+iOLzEg+E9Hg7uIesm9WKLglKkbW+zXDuNHQ/p1MqQmhiTlJnKAsg6anOJZ5Kn2B5eIlAMavoyu3LKSM5omGUW0uNshNsIWYK9eBbZGZKoOoZcZLZ2jJ0swhRU6vXjIOhYwTZREkDm8tSxT7Jq32U4WEWPJjgSXDcCTtaPEBcr2GrCSIoYyDZNQeeFYz9C2N9gGHVwdZ2JprGnhThVlaU04kTlOKrvM6c2UBV4xjjHG+0VdomQFZGVaI/1uMlMOEFWFerLz2HFLmqacVN2cc0WS7FAMfWQRJFm4jKjVvgrF/8y//XVfwJpTKXxOElssyC22HYlMP9/OKA+BEA4CFj83ZAleVNPm+NkGd+VJRO3LwEg9fM3J9oqosx5CPLJDxFdj1D84QWMpxrsXPoMia/hvplXXIY7Nupi8T/mlA4QORPc/j6y/h0N2txTP/SftK9DHOIQhzjEIQ7xg4vf+WyRZdnHPm/8Tnz5y1/mn//zf87P//zPf4Qw+yC+0X6dO6MVxPEmT5dOs1Q5zUSI6Ygx24nPE/IMaSyioqMU5/CzFDd0SMvz7CV7vHLvy3Rbc/SFiGPIvNj4FK949wgTgf0splU+z0udV3kYDzleXGapeIwkjbjU/jp7isi7kzXK0lHKahNdNFhPE2Zaz/Aw3OJePGYhE2iFKZv9B5ypn2Xo9wjjCD/xiOOIMAqw9QKBbhImEUni4ace7F9HUJs0Ygu7cJE93WCcKMixyroiYWoFbmYD/mThE6SxSrm4yFLtIu8OrmBUWjiCwsb4JnVZYrZ0lH7qsCBXMNUmWSoQhx6tJKQY9TnSmOc9b51nFn+cm/4WdblCKHQpyQa6VMD2+iiKRBjFiKFPVZ+hqjXZVxRuj+/QygRAxI1sBMVEFQwyVSGzh6zTRSzPUpSKtIsaWRzQqjxGezzEiURCUaWqNJh1QSuIOEaZOHW5YffpagkXrS62rKCLMut+n17YZynRSFOBkSxTUGdZ0OqsWF3szMbTAto4yHoZLcvoqQqV4hmiYEKaQZpmGJLJe5nNZHKHOAnwxRTd2ueE0sJ2x7ihg6RIiLJKMGmTphEyCoPRgCyGqrFARxSpBxllo4QpVnAEEV8r4kcxM8YyUqpiIVCuHoNogh3FTEIPS5MwzRnKkUQsajSkMkOnTRhL9EQBZBNVNAgDDz2VWI51xNIMURoy9ocIqY8TOnxlfAtPlLEDl800IRltozgTrnuvMzQ0ZtQ5FLXKrttj7NtoehWjcRzFaHE72iWIE1SlxIYQkoY2aRQzCSdEkowRxlRFGSkR2OjexzELLHkh++EOVqWFmRVoCEWUREYQBeRMxAhTgiRm11ujopTRPY8wi/FlhVecNRRRQY8iFtQZ1KRAQawydvcZCDbr6X3mjKNsjVd4LR1Ti0bYicsksckKZZwo4E8UP8kbo8tERoNqZrAli/RUnVascz2eEJFSkHSazYuMBw8wYri/c5MZbZl/Y32LRqAwqzdQkgmlTOVq0qchari929yZbNIy5/GMIrXSMrshCJJOKqYQOuhodFIPITXY1RQMWeGs0iKzu7TMI9ixQ0VfYCe6zkDXCTIHNdQw9AaWGuMJdYrGURryIq6/RVmd4anZH+PXN/4lqqgjygIeIppYYCuycUg5Y8xTFzwsUUWWm3hOh0Q0scIEKwoxpQo1uQRyCUtUacYaO4rBU8ZxIlx8ReDJ4lk22peZpBEdZw9TbHBs0sOOIwJRYXW8w/roIX9t/o8ipjL9dACVedqZQHncQ0syyvocfWkVT5KxZ8+yEXSoxQnL1aeIgz1q9bMstz7Da1Gbz6kneGrmM+xO3qeittigi1ia45R5nH0xZDudEIYOxViinwaYaYTXW2WvVOREXGVWLZMxxjN1dlSZ+SRBi2SMIKWYKGz5E9qJQFM0ieMQR3aQXZtmoUjVnMVIMgpSlYHvE8YhTxQWEYqz3DaX2EkGDO0+w+GQVaeLL6qMrDY1o5kXD3gJglKisHwWadLDyya0hQmSWUHTKtQwOac18GORb+29w1pmE5FhCBoZEioKRhgSaDJlfQ6h2KKTOezbXa5FVzAkmaVA4I+f/Bne2H2ZSPTYjgbMyhXENKAgSAy9AYZrgaITJj62P2E3cbiVShw1Zslki7LawvWGiL6HUhDZcNtsITBvlKhMAjzfwlCbLNYLZKVjVFORGSGlpLY4XznO7Z2XMBKYKyzSU7eYrV2kE6XcH29xSwhx7V06mU8xNsjSlEqm4GQJiSBgZwlRGqIKGrKos6Qu0IyGrBbn6UQWoghh5BCR4nkWXqoQhRETe0JRqqGFAraicw8XSS2ypMzhKx5VZYZT9cewwnUuuSvESchK+waaVsbXKjwvVNBTib4o0Att3FSkWTxF5Iy4nlkEaoGy3qQhyohKHdXtMq8vMnAdmmqNk6VjtBObdafD8bTAJBWRpTLf7N/mbSwMJGTfpVKo4YsKsVYiVutYYcAki0kkkSfrj1MSNdbMIUW1RTtpoNi56lkQNSStQRAGWK7FC9UXOF5scc99iIrCxbnPYhRPMBlf4mv+Jf4ky3SSiHsanDZm8Ek5KoFu1vFFnadkgSvjm4yjIcdEmd7+QyJBxdVNtvwRlgxJ4PIgnjA7ePh9PYf9QJJdcgaQ0fw+yS5BepYseZWHwuP8h1jiT6vJx+/3wTcA6Lx0Gu1Ht8iC6elnnY/fryBw/LNfQbT3Efwe+jL4m2C/tkf9z57+jz0tAM784b/MmT/8lz/yemANufoL/zVHP/czzF389H/Svg9xiEMc4hCHOMT/8qjVakiSRK/X+9Dr/X6fZrP5Pf/2pZde4ud+7uf4Z//sn/Hiiy9+z237wZBUlBGylKXGY/TEhDllhqYZU5VMzpln2Yr6RGmEodcI7C5mJuIqIgNF4t1wEyPUUUSdWbWOqNXJPGhqTSJB5FK6jyNJeIUKYZbwqcqT3InazAYn6XbvEOgFOnJGzSjTTn0qYYKVWoThhFiRcUpFhHTCpFzP69lrR9H9HXaTiIqsEyYeZb2GVqiyH42YyUw6so5rVFAqx9Eo82+cdxjg4Xh9KpKJpWkMTQNFNvh6+IC/WTjKhfI5eolNtbzMgIAkEzAkAxPQFJOTUh2tEKEnIn6xSiFRWE+HbGKTpDFft67iZwmDgkqlcgJj7KGlArGigaxR0QUqccpDMaagGTxWOc6X+m8wEmJMWSETZSJRoJJEWAr8idYP8U4KW3JKnAXoKWSyRCiJrCVj+s5tNqMeleUXWOu8y3055axZJpqALMgIhQauYLEd9CiLApIokQI+CU1BJ1DLHBNNemJEyWgyW1ymopRQEHmCKkOlTKSkZNEIU9TZFyfIogQIpEAqSRQQ6ReqVNQSRUFjQa6RySqyYuIHQ2QqOIqErRaYEWK+uP8N8Accn32GUdZHLMxjGC3awYDVko4gi3TwMCmQ+n32kj6KXgFiHDllR0hx4xBdkNnXJKoZhJJIr1TmS+Iu5coSoqigCirgMZMpnCifYU+KWPE28VWNEBk90amXllkd3mYl2uex6ATdzGbCmN3Uox2JXFDn0ZQC+4aN6zmI/oQHhQlpFKEi4qURsZgiodNPLNzUx9EMBAG6aUBfh1qi4iYTUgrMFJcwo4jYMAgZ0iyfZ0CA5m8gBAKxZiIjIIYBWwp4BGiywgPRY8FsMatUiQKbRC1yKdnHDSdM4iGnq8eYKR2hkMn0vH0KiOyGfUIhJUhCkixi6Pdx5R6lVGRZKPDTs5+ln90mFEDJNNLURZyG6d+Z3EOWRYSiTlouUdSKzCTzOEKGX5khCSR8WaEpNFAFmVCOsEUQwyHHiwuc1Ga5UFvk5vY+UeaRFWrIhTqS30XSy6heB09IKUkGjVRnIORthMe1WS4rKmNZJBUSzDRDkAVmlBoN/QhxsY4qaYhGmdrRF3k72qSHRyqDkQm8oFbRCmVueatU0gJu7JPi4xgyX+m8zCQNEBWNm1nCXuZQL9bQjAW6THAii9txwIw5Q0jMKHYYaQarSki5eQo5DZFFlR08xoSU6icYZBYhMVXZxNCqnDr6Y3yz/SXicIKd2PSLJS7KJe6kDkmxSVPWsGKPOEuponNGm0MQJTZTi2+4dyhLJgW1xNHCcfqTN9nGYaYwy4yiMzSLFL0JJdFgJPosyjWGikGcQlBdJNMlVNmkbtYIfQ/SiDQegqwjSSqFyiLxuM2MVESyO2iGxoom0KbHqppiZBGqmFFIICIjzhLs1Ccib7GzGws4YpGBphKTcGH2Oe49fIW9qI2HgeePKaUWgV5gTlF54ugPs95/E8kDRS3hBBMqchnMOd6INmnjIqkmepRSQWHeXMLzh8TARAJZr3KisMTEXWMUjnBUhccWfoTZQpU0S2nLCV1NJo0iEBXSyAdZo+V6PC7OYi49z0QWsGObolzhuHmOT5Qvsj74FqPEJpIyFKOOKKpEWUhLqRHEMSMxRBAlemmIsnCGe1rEwvxZFgYqaqHJXPlxioO3KWh1ro3uYKcup/UFbgU7vPv/Ze+/oyw7z/NO9PeFHU8+p3Lq6hzRjUYiAeYsUlayJQdRjrp3fK/D2B7PSJ7gZV95rRld2dK1rbFkazxj2bJkJYuShhIVKDGJBEEQABEaodG5unI4VSfv9H33j3260A000E2KFCGpfmthobrqnJ3T9+znfd7mE2z2VqkXZwiVpGP6FQEOrwABAABJREFU9KXF8VyC2FKtHuKwHuWp1vMo5TJwPXbSHsYPWDNdfCsYxD2makfodi7SKoJJi0RuhSWRW3gSx8WxRbqux4Oz78LZuIJ2Qh6e/zCzpXk+dvH5/HPCIqVk1BsBqTiXrrGUtfBSMA6UnQozwSTvLzzIM1tf4fHkOh1H0ySh7pTI4hZtkebnol9ghzjv1OpW0L6iWh5BCwepA5KgTL08z4bvkNmMRmJxW6scHDvLQrbDAhKpi9SDUS4OFum7LpdUBNpjItPYOCWtjtE0lv2FSR4ZeTsFEfKpwWV+v/cc3sQsx9UIM16NyXCShiwwIeYpmg1kvMC26bHtaOrCJ4o6NOUOL6gylfohDuujHB0ofnfjC6y7ktlwioPFA/RszKC3SRCvMCC9q+exP1xbwW8Q+aILSnexdCa7is2+jEHSFNPU36ARpWxeJjMuK4+dof/kKDbNg1qNOYe13dt+x/327yA4VaMwus6Rv/IZnKmQzmeXvqb1Snqd1/2b9gusPP15Wtcvfk3T3mOPPfbYY4893hy4rsvJkyf5/Oc/f8vvv/CFL3D27NnX/d7HP/5x/tE/+kf86I/+KO9+97vvOJ8jssqkqnCssJ9YClbo0xUpWig2sg4X4lUGJiEr1llOW2jl8L2N91J1Srh+Gaexn440SASp0lxJNlhzDDW3wqFwjoGAfY0TaGNY7q3weHyNDdOlGoxyVo1T9GsYr0jL5E6Wjk2QQhJKF6k0mVSoQg3ckGvty3SSNpEfUi3Ncs/U29k3di/vmv0w0qtQ8hv4filvfa41PWF4TvfYSnZIbIof1Cj6dXyvwlK2g8US24yBTbiUbLCa7vBI+RSnvRkOeOOUdAFXhyhr8YXDfOMUs40TdLXiAi3a0tIi5Xe6z5GYlMimVP0Gx90p5mWVMXwym9I0AxZUwoonGTgK7RXopAO0MUwQ0lUShaAWjhHi0DMx58wmY/WjzFUPsc+fZMtzSLAYIXnOrJPalI6JmC/tp+rXcf0K51WfYmkCJR1GvDpWOjSJ6Upoacn1ZIsuKQMJR0fOcircz5w3zsX+Aj1p0cOsnw0ifByMsBhg28YETpFiYZRUSXynwHePf5ASDgpB6BTZNn1eiBZZoocQEqtciuEIoVdD6IBMuejKBKv1Bi/ZbRZEn5eydS7Fq3SlwIZVcDw6pPRMzMH6SUYKMxgsRR0glSZwCoy4NVLtkghLZGKyLMVkEZu2T8Wt0nArKKEwWLoYziXLLLSusC4SqoUJQh2ivAJlr0pmU0xQwS2OkVkwxTophr6NeT5Z5RId5p2RvKuedhjYjF7apR23OOJPMeY2qEqfAQahHCaDSeZTnxnjMSZDekGJtD5D5IU8VVRcLheZHDvNbDjDRdVliR4xBtcJKGaGuj+CUxilr6BUmqIWjCIRlNwqD428hYen38147ShPp8sshwEzY2cZqx1mRcRsJNuMOlUmy/OMj55gK/BoF4r4ToGCVybKErK4j0ayqmO2sx7xYJuwPM1bxh/BR+OqgMwk9NIupcIEl0SHr0QLvLVymgP+FKeCfYzKIpumT+iEFJwCTVfRlAkbRLSJWUl32Mq6jBcmOFjYR8UfoTPYpuJW2UeBUPmUU0GPjGVfMUOR/TZEKpeJ+jGsG4AxOJCHhwNVEbCdddnJeiym23wlvs65dI3Ar+Jqj4oM2F8/gXFDDhRmcbwiF32DWxpnZ7BFP2rRcCqMh5MUdUjRq2ALNTwdEgkYKDBBie+a+jbun30/tcl7KBTGCXXIwdpJAqdMpl0yDJu2z776ccrBCPuK87y7eh/LyTafZYWdQpEMENrjyPTbGSlM07EDNkXCuu0TJhHzskLb9/lc8wmarQXIElIMNRnyYrTMcrqNCaoIrwCOT6Z9OqQkUnHG38eR8hHS0giudOhIy0sVn36pTrUwwTp9NmujmOoMiRfSdB2+PLjE49kKF2WXeybfQW36LMHcAyR+gQEpPT+gryRSe+CX8N0ysU1pZQM+0XmGi8k62isRaYdV+jTTHm8PjlDGxXWKdMnok5Fql7pbYSHd4pOtL1MvzVKrH6CkAnQaE4bjPCrXmSRgxB9jkHTQgINkTSb0BdigAkDZq1FEU48zjk88yANT72KgJMsy5he3P8uaMrQljLgNPLdIwSkS25haYYrqxGmONO5hM+sQK0VDFnik8SC1wijbxOwMtgDBxWyLa/E6IGhlPRIJS64k8kOarmbT0ywkmzTNgDYJL/Sv8lR0FVUa55KXcbV7nWvpNm0lOBctEmnFn6m8hbniDF0FVrsEVqFFLv5njs9UZT9CSCIT0yThqmnxvOrjuEXCDELpsc8fZ783ga9CUr+AW5rkarIJgA7rBDpkELf5SrJIpX6QpLGPT/dfAmCfrDDpNqjW9nNq/4f5voPfx5Su8XK8QuhXGQ8mEMrlBZp8fnCBR9lgpRBQcMoYIJGWMa9B6rj0REpQGKMpU66aNlq5NCpzeLNnmfPGOOyOc9bfh5aKQaHMeDBBQsaGSCgVJ/C0D1JSyaAeZzzTeonz/UWMdAh0gAA69XEGhcpu9pQrNNtxk1+99qt8ofkkzWSHVRlzlQ5bWZeqLnLIn2SqcZQDtZOc8GY4UD1OajMW0ia1YATlFNgmpk9KtTjJ+MzD7FTqeF6JbZlwrbdIO+sR+hVG8Kmbu/NsvSmdXZtDQ1d0F8YuY64BXTKKWKFIRAa3c4RZg2wtsdH/DtJBgeW/+y5srDj83K+A3cJkL6P0va/5WnbkQ8i1F1j5JcHyV+7HPV2g/ZlFbGYQ6qvTCj/9T/8qXrnOO/+X/4ONF57g2Z/7/7F99UWKk/uYf/d38cF/8asE9b3srj322GOPPfb4485f/+t/nR/4gR/g1KlTnD17ll/4hV9geXmZv/gX/yIAP/qjP8rq6io/8iM/AuRC1w/+4A/yP/1P/xNnzpzZzfbyfZ9S6fZBrBdLIV6nwpa3w1Eko3js+D6+gCvxOhpBbDPKMsB1AlztsVUs8KHBST41bPk9E05yNd7g+XgZTzp4KqBNwgHp8/jgMqP4hCjGwkkuJuukNmPN9Eiro7RJuFGVuZ61mZE+PQVTI6eZFXBFDrBZQk9rlF+k29tAKE1PWs6JHeqVSdrEOMoFXNZMh46N8ZWPgyICZoJJrvYX0TpAK5921MJVLoeKY1xNN/mD7kt0TURNhVxLt7jQXwQsawxoYYizDgMBmoBM9rmvcIJz0TKrvYsc9mdYzdr0taLT3eBINEq55mOkYp0IV7gIevRI6SE5Hh7kkt1mzXY5VD1KsrPMZRUhY5AotrRCCUvbDFgnpSICkBnSLeAO+tjMkGKIbMYRdwKAtxRP8PnkKn0TU9YFtrTPTppQUyHtgoMRgrIuANAnywOSTZeV3nXmREDiNGj1FpHasEnKi7SZTUNGVYGu65LIDJvl7g+8Aiac4DPRBdYdybgcYdJpcD1t0jZ9XLdMZkEWRsjQGC0I4pglOaBGTDfusGo30OXx3FkkFNu2TwFNS8TEQ7FJC0VFBmybLh4OoXKZG87H0T6OV8L1XBIrKWUBWvsIBBJJIiWX6dLxM6RpU7UxnTRiigLtQYctlSAGS/TSPr5w6SrJcrpBluVB6YecUaadGtfRNF2HrFDHt4ozhQNsiZTldJtAh7gYDvljvBAv0e9t4CgPpMKahO20g1udoez5mDRhJd6kT5+t/mU+OHWW5f5Vmt0lfL/KVryNUA6jScZJPUaiNTtSUwnq6KjPmfAIkU0xGK6nW0w7DZYrEiElF6LrlISH39+mazKaqocBMscHqWm4ddrCcClZ40mxiZUeK/FFtrMO1qR8IbrERFZFkiKsQUnNXHEf2glYT1aY1FWejK4igKI/iQV8J+RasoW1GT4ZhyjRC0qcj1bwpGZgEqR0KUlFmkaMyhCvPM+GhKBX4731t/HpwXmMp3hYVilXD7OKJIj61FJL4hbJ3AKxhA0b8Tm7RK3f5WKyzrSuctgZ50W7zLHCQeq6xJQqE7k+SWyZdkdZ7y7TUZKClDgW2tIyHYwQCRAICm6ZOIswxRHK0QAlFGUKVJ0iW6bHscI8XrxB1wxYyVoMgpA4jVFpn6ZI2UzWKLoV7i8eY8t0+f3OV9jIOnlQul+h5xcQboHH+5fYyXo4ymFbSdbSNsZzaEvDb3afw0hJZXhe+sJhx/TQSGIJWnmETkjRKbKddSHwaCcDYmXp2bxLaUE4DKSHQBK6Jfy0hxCwZLYxjk/o1ZjRdX63d44Iy3XRY7lUpqYUPWEYEDNFSGIGaCtoeA0uJWsspdvEQ9vIqC5Rq+6n3urhILFYvtS/yEvVIpMDTSpjCqUS6B32F/bRGVyl6FYZ9epcjtYoY/GCGk3bo6B9poqHafavIJF0zYCehpQ+VQ2hW2C2HTFXafB4tMK2SJnQBaaCMZbTVVpaUKhMMBb12ZF9pkvHmNU1ttMWj68/jhM4FDxorT3GhuyxJGOcLOVTnXO0lGVJDJgVJTazLaRbQDkBWkiaWZ8Rt8yMO4pII2rFGlsiRdgMQ8aKHCBUwPV0i57WSCNZz3pEjuBqugVAvTzH0cl7aG48iU6ug+OjsowdM6BqHQo6wAITTp21wRoemkLYoGP7HFANLmaXaWu4mmzwcPVeFsN1ZlSdMbc6dB9pJvwGWyJiIVqnpgO+omO6JqTij3It2eT79v05fmTpl2imkpeydbZan0cLhVMcIezBpuNQzDwqKqZrEz7ZO8cpOUbRLXMsmOPZeJHQLdFzXUIhKZXG8aI1Jv0xGqpEqAMW0zYBCVsant/5PF0puJZuMmUS+hiuyT7TTp1ussGW7dNSEMfbeMk2GRnbok9DjyK9MhukxFKQYZnGo6AL/MH2C1w1G4wzA27AWrzFi7Qox+tsdpfoewpZFNQLYwSdACUEVmmEVlilcaXPlD/G+mCTZLDBWuZzf/UeXtpcRwvNWrLNYrrEnKzglBocD1//xeHNvCnFrqUsf3Lq3o3YlT4BgCQBYCETGA3yVZEYYvsqImoh7Q5edZOo1UBPBgg1jzUvgJi+/QysxVRmaRz5Ja4/9gi9x/KHz/5zW4Rn3rgU4dbJWObf810oL+DCJ36Wx378B3GLFZTjsvbMo6w98yhf4gd48G//b+x/33fjBIW7nvYee+yxxx577PHm4iMf+QjNZpOf+ImfYG1tjSNHjvBTP/VTTE/nzxvr6+ssLy/vfv4XfuEXSNOUH/qhH+KHfuiHdn//Xd/1XfzwD//wbedxPdrkPC2yokudNkIKUgZsJl3kMMB0Od2mKyNwfDxd57c6TzMjS9zXeAAhFU3TpaBDMmEZVSU2sjapNbRNn7L0We4sg+mzTzcoqyKbaRdfaNpBiCsUA5viSs0RdxxtLMt2k23VIxQuA5NwSBR5wRo6yuCSMO6NkGLIMKy2F2jrTUaDUTayDpFNyWyKxdInBuGRCc2UO0IsOkx6E/S2X8TTRZ6JrtO1AwyWddMeLm+AqwOapktJFmm4AVq5JDbFKonnFrlodrger/GwfwDCKk8MrqC1ZuC6tETG84MltojpkeIpn8zm7pQMyZTbwDEe19NtxlWZxYJHP02wmYIsYltZBsSclS51UWTDdEhtxj4KiME2LaU57I1jMGTW8Hy0yCBbZ5+o0HDH+UJyCY2klXYRWELl0xcGXyjKMgC3QiqLPB1fJ5UR9xSOMeaFfGbjAvfYBldHJqgnq3RMRKALBDqka2ICBAaDFvn+bg66+NrFkBGYHiXpM7AJgfIZyAEFNCPhOKmARZbomlx8u6fxEF/snGPg1wiwtEyf+/399KMdlrMdJjOHCMNm2sFgmXbqdLIBG1mbvkkw1jIgpeDVEEmEQmNUnmNXUwUW0y1im1EI68TxDoExjDoBET20dABo2QjibaQTgFNmMdnCly4v9K9RweFep0rT9KhJjw1SXL9CVRbZH85SNz22TY+ldJtJXWHL9hhVZdq0uJR1wFVoZ4TSjqGT9fFEkYJUDIRHwXWxStMxMa4OmA9nuLL2DDMqYFEKXkg2qESWJACV9NhIY6RbJBOWhXQLaw2rWQtXaNZNhzIBCgECrqRNlm2HqdSnlbYhS6lLn4ZbxbUR84WjfH5rmYwMm3VxpIskPyYW0yaaCGsGxFh8FTDh1FjImqRkbGYdBibhs1ygXJ6kIT2u9rdJbYbEMu6NEIbjPD64jIvmhXiJjomY0GWUBRXUuJxtUbYBeAXGw0lGxTY1T3Ot26YXR+wPj/KSl2GdEqETkJgULVyM4xELy0KyRccMuBiv8lb/EOO6zAqWKWcEELRMHweFIxQtktwpKQM2hEPTVTyRXOewOw7AQBi2iCibDqNOhVayw0tmkx/Z+g0aqoQvNL5wSGTKvNOgGXUxZCgEy6aFVh6gWE13eHRwEQFM6Aor6bXcjaYk66ZDxw5y4VFpBl5ATxRJbIyjS2zELYrlaVKliE3Ks9F13KEjcSfLr5sCQWJSujZmO+2yEzepqSJHvGmapot0Q0Yyh1FVZEskTDs1XBRbaZ6jlKUDxp0Ks7rBIFpjqb8CpTJ1WcIPqsRYnMgyJyeouWO4QrOZdVFCcsgZwxMOTw6usGNjLJBhWcq2+VTvRdppBxvtMNE4zFLaZEpX2VKGM7XTrGUtOmkPk0VIXFJSYpvhYbmabXEt3aZPhtYuZaeKExscUgSK/aV55kfP8Aerv0VbWRZFl0rW5YQ3zcAm7HdGyQopG/2XuZ42sQJcqakayY6JKPV6eelmUEbZHq4wXMq26Zu8q3BZ1xFmQBGNUh6JTYlJ2co6nNSjCLtF6FTpmx0Sm3E52SDzSyQ2YxxFj5gBGcakpFLxcryCxbJtenyi+wyZLymZEVbTHcadEKGKjIgiLQzrWYtpXWUk2kQXK4y5kyx0rrHNgKOjZ1lJd4htRjPrskOMth2k0RibJ5CvJW02sy49kXIl22HJdmk4RTo24jO9F6nJAoWgTj0RdG3EetYmFC73+Qf4fNKnT8wjI28h1YovDy6zk3Z5bnCFKX8Mx3SQCBbTJjW3yglninPdC/hSMe2O0LcJWijO+vuoFUKeHyzTMj0SKZgKpihJj2Y/BZvgyPx+e0h5XAwvEzkOMUleBu8WWEp3QEqMsWjpEggX4dfZ701wkRepFSZ4ZOQhPhtdZMfGuFhKymdbSMCSWUM7G3DddChFCXOFGdpZD194CDsgFhA5Ls3eOv3YRdha/gJGasrhOEu9K6zQZZqAy7x+xdzNvCnFrhFpIYMZeRdql8jdVU0eBuCilWzbjPqrxC515QsAVKfOsVobJeqOMv7PntotX7TZc6Dec9tZ+J/9EUStxcjx51g/dy+Q53Z9NWIX1rL6zBfQXsDF3/4vOIUycbtJcWKOE9/zt9l8+WlWv/IHPPuzP8YTP/VPmX/Xd3DP9/1DiuOzdz+PPfbYY4899tjjTcNHP/pRPvrRj972b68WsH7mZ37mq57+9XiTPhlSKQpejTVPEgjJaraDi6ZtIlJrmHdHmdMNFrMmhUHMhumi6dFJYro2IrYpAS4jqoQrNIJ8cFSQHtVwhp14h+s2RsXLPOTtx5OahXQLhSAxhr5JGIgEjUI5AWXh0ychs5Zrto2REGNJpSIQLkvZNkXpE2OITIeGmOAhbz8vp6tIp0Q33oEbQprQjMmQ50UTYdtYv8Q2ESqzKCEYmBgXRdtETOgqo36JtcFlKtKhokvUVMhG1mGHhKpfYj3dRrgBy2ZAN1nPs3uCBrGJeJkdrvVfpISlhsuMHmMl2WRLxMz7E3y2/zJKSIQQ7NhcALxoM1pygKfKVLo9HAmjqszn+y+jEGQYIKYc1nGloJX183yl6DIdE9FNNimiqUawadoUnCJpmuI6Pr72kL11CnHCsdokV4UDQjItCsS6xBfNKkfNBIPKGJe8GkeDaXZEQs/GpFiOFvbzUvsiI8qjL3220jausEi3QFF4ZNbwUrRCSQXc682ynDRpkxKiCZ0C7ayPAVwkjtA0ynMEukOIQIh8XZ4aXCX0KszYAtPGZ0PmroNAuhx0xnCU4mqywfV0C4e8xLVlegxIQAq0U6YsA5Jh2VtqDQrJiFtjkG7ihw3u8w7z2Z2nsa7PND4xEisdtPIoKB9rLUUVYqRgPWtx0B1jw1gS00dKxcA0OecuMqkqNFSRK+kmXRvjGk1R+lygQ2QyRgpjdJIOo8VZ1tx8mSJpqQVjVHSBjazDUtoksinXbYdGeZYHCkf5+fZjdKTPY8pQ1AVqwsPRirbJuBSvM+XU2Eg7hDh4QuNLh4L0cIWmbfpUg1E2ux2IugxsHykE2sCYrnJKl2iTUvMaXI/WOOo2qOkyCRmH3XG+NLjM4eocm9Emn+9fJBlcY9ytD0UuD2NzN2HLDAiEQyszjKoSfRETZgOsm69XXRZZz9r0bUJZ+rRNRJM2iUpJoj5FEnRQ5QuDC1RkgMDyOdYZMyHrg0v0bUxmMxzrUnErHPam6JNQEB4vREsspU1C4ZHalIvJOmAx1lKQLpfTDZqmy1mnQV2X2EzbzIoya24N4wSkQGRyYaNjExwhCaWHtDCIu8TAwCS8kC4xqasMbEIr6/Nyssa0rpHIEm3VpUfGlPDwhOaTvefZ54zQsxEtMyC2GSLuo8MSz0eLjOgSJenRE4KJcJRe3GcyVVyNNygIh76N6VkIcNnJ+ux3RlhJdvCEZsf0iGxCag2jukRmDJIuZDEjusSXokv0tOHd5VPsZD3ORYscdse5nDbxlUdJVwl1gfPRCiXlEwSjbKqQEVnkqegKbVIcoUA5LJoO3czjtJ7larJJSflM6xoL6SYX4jyTuiB9QuVzMc6dX65JiYIyhpi1aIN5GrjCIU76bJk2mcnwUex3RvlnIx/kt5ILfLl/CWNBSY3FMu6Mss8bo51pijrjS2yyQ8Kg+xQrcsC6IwgdzcvZJvuNpmUGFKTLetwijdr0HIdt5VEQHqPFKfzmVcq+w32NBxmkCxAICsJjYBJSGzGhK1gEUkgGAhoiX46KDCipgCvZFhrBVtqmokO2TY+SDBiYhL7p0jJ9EizjxqXiTrCuBSOqxGK2Tc/EjKsKjlD4TpFR7VBRBQKbIqVPM1mnbxLGyjOYzPJ5mhQHlyiiaac9pqRmxqlzIVnjWrqJJxwuJutcSzdJbMa7wmMYDDO6RtcOwApC4THr1LmWbDKiSpxLFrmebpFaw3bWpaYKdGzEp5KX6BJzJJxj0h/lmWiBsgwQ0rBu1uhlEZGN6ZiIgU2RShFIF9vZYrY8z/lkhWld5y+W38LH2k+QkNEjQgtFZFPGnTJt22c8GMORiuPhSWIyMDG+XyGxKaOExF6JDMOErnCgNMKF9ssII2iUptnMOjweXQagJDxWk202B5vE0hJIl76JqRUmmfL38+X+ZTIM9cIEbROzaQcUdMiG6SAsrGYtrqdNQs9HF/fzdO8SkTSMOVW01MyGk/SyiJ2ow4Ls39Vz0ptS7EqGnvjwzg2LwLYAKDqHwILC4t7me+r646SRS9orsHNlFqxBj5TAPp1Pxl4CbiN2CcHgW38M/+P/gJHjL++KXa3fW2Ds79xz1+v0+E/+L1z99K8Op5kLdGf/n/+EY9/x/UilsdbyzM/8c577L/8S5QVc/eyvs/j47/GhH/t1SlP773o+e+yxxx577LHHnw4qOmQHSUmGrHiwkmyBEKTWooVlStXYzDosJk0OOCO0kwFT4SQKSUMWOJ+tMKZKzOg6a6bFlWQdhWRUlVBWUJMFRoMSn47X6JOSJgkHnTG2sg6jqohAoBAcdMdpmR7Xki22hg/qNVHAWIuREhlUKWmXaW+Sqgi4mm4igPHiDEtZkxldJyJBpJCZlERKemS45G/GWzZhh5Qq4KHoYihKh8RmxDbPKPOlw5zToG8iZnQ9H/CaPpJcEGvbHi/21ih4Ze4N53m2cwFrXd5ROMrVZAsnbHC/HmUh2ULLhIg+SrsUrKZoFZ5wsBIsFoXkkDvGy9EaG1mb6WCUrokYicqMqwJXknW0kFRlSMcMuMIA4QbYsMpz0SLzTgNHSBJSKkGDnknYzLpIKUFYPGMYH2T0KkUylWeuBNLBEZqS9JFCcKm/RFmFXEzWGPghy2JAI+vQMRGpzVBCMq7KrPh1ingkpk+YSgrC46C/j7V0ByMMTdMlsgnPRYukWArkDpXFpElNhUgkKRk7WZ9no+sspzscdMcoCQ8sTDtVtrIerk3Zlpa1tM2O6eFJh3u8GaZ1lZfjFQAmdQ1Pai6yRl86lFWJULqUlM+UriKEYClp0rURkUlokVCwEdb0KbglUgxGhST9JlUZUA1GOeiMcT3ZYtIfI7YpzaxHM+uBV+QhPc0T6SpGCIw1eNLlvYWTRDbh19pPYiUIm7ve6ri8PzzJs1tPMRJW6LqWZtZFC4mSTl4GZRISmzGr6ygheck0Uckik7pCYCN8r4wvciFrMqzzcmcJJQSHnDGe6F/GFy5F6dOwGRbDVtYhwxAGJfysRoah4Y+ybrsYGbCQbHLYHedCssqk3yCVcCHbZC6LieM2q8EO006dslPCJH18JE3T43y8grC50DrrNNg2vbz8OG2jhCQUHnWnSMHzUMonytrEZBgMgXA4483RNRFPmAHGghAFDruzXLMt1rIWM7qGoxwCFIu2Q5A5VFRIJ2uzzwSMBXMccydYSJv0TUxFhfRtxLwe5cHwAFEv5elogefjJY64E6wmeQZfy/QpeFXWVcaXk2ssxRuEeoSiLLKcbbOd9TAYxoSHFIKlaINMO9wfHGRLJDhCsZxuc8SboD8UAE64U/Rtgiscno2v40t3eF5GFISHQvBCskTieCSkSAw14dAxA8oyJBQeCZZRXeZbi8f5qeanSNMEP4kZ8SYQQpKllsxaWraPFoqBSfCFs3udFgLG8Dkp66yk2xSFT0UHlITHc+kCO6bHlweXqasSiU3JHJdt26MZJ0ghGNMVlk2HJIPryRaJzZhzGkQ6JbOatbTFZbnOatriapLScQa0zQAAT2hUUOW0N8v1pMm0rmJVmQvJGibZxCiHa1mXQ8Cj7bw882AwCzgMJEgv5JAY4/H+JTayNnVdQoSKeWeEhiqyIzZYo0fVqaCkpqErZOEsKmlScEpcz7ZZ73dwhOLZ6DraGiIy/MzJs7lkyjYdksCh6liMF/IO7whPDK6wnfUoSA/fuHRNREqGsZbNrE0kE1Ky3FlEXkHVJ0OlMTWvQccOKEmfsvTp2YildBuJIEQRaJ+CdiirgIYqktjcHSYQbJo2h9xxAuGymXYY2BQQeQMUN+Ql1aVPhjEDZsJxSirgoDPGxWSNsgoYVSVO+7N8oXeBtXSHthnQtwnX0yajukxNFtjMOmxkLR6U+xnYmG3TYzFpEuVXOIQQDGxKQXjE1pBgcJTPM4MFXoiX8KVDUfq4SKKkhfCqKCGpqfx+c822KBXHaasMiebdwVFejlZ5MV6mLgskZJx0c7fdtKqxY3p0zIClbJsV0+ZSsk5J+Lw1PMyTcYxvYYClJAMqKuSleIU2KUUc9ukGm1kHY/O8yA4pV9vPsmNihDc8f2yGKxxeiJcoy7ykdMYbZTVaIMoS2ukAV+hcwM0E806DHdPn+XiJa6bFhDdGXZeY1XXOuHOsZDuYwHAuXryr56Q3pdh1fthMMb6rZowBAA49ADLEbVP31cqzbFw8ysXf+TMUzjp0n0pwSu8APp1/L/4NHO/7bzuHbP5tJPvfSdj6FADClfSf3CDrJqiCc9vv3Ezz0vO8/PGfhvx0pH7wFJ3VBS785s+w/z1/lq0Lz9JdvcaZv/IDaD/kK//hf0UojckyHv3Rv88H/vnHEPJN2Utgjz322GOPPfb4JnHAGycNorxg0cKoLuMKTd/ENE2XUV2knhWIbcpG1uFBfz+P9i+wzxlhStd4Ol6gJotMOTV6UYQVMKkq+VtWJYhNSkkFhBloBC3UMPi3x4ysA5ZT3gwfLp7ml1qP0zQ95nQDiczDwYViId2i5tUZVSWOOpMUlcfVdJOqDDnpTZMOMmISNtI2fRujlMOo8lHSIZQeY7rMjuwxLkeYdyc5FtR4KlulZ2M2TCcvWVMFuibi+WiRsgrwpUs3jdgwbTazDkXpsZG20VIw6lTB8akWximqAn+29AA/u/MoS2mTB4MDnE9WCLRLsTTJfDBNM+0QS5GH9lrLxWSNY+4kic0oSBeJZFrXuZJsYLVP4NW4mKyRWsMZb46FZBMXiYfEVwEbWZvzyQr3e/uHLpoAkXVpZQPG3SpkEYnwOOxO8AQJMYZ1BlyI12gOy/BC4bI4WKUtfYpBA0coCtLl+WiRjSx/CazRnE9WsELQEYYEKHhljrpTdMyAI84EG1kboQWJNXnZjHRQw6fogU1YTVs08DlPj03TZSHZoWuioUtLccSb5O3hUR7vXyIxGW3bpy+LxDbjlDvN9XQLAby3cILNrEPXDHO13HE2sjZl6TOwKWtpm8Vkm4oM8mYHpDSTFnU0c6rKpDfB+e5l+iYmUgNSkTLlVrHaIxD5cTLl1EhMmnf4Mj0Ct0jdHSXsb6OFoqoKPOjP81j/EhbDjFNnyqmxnDSZVRUC4dI2A+ZEGetX6GdrlFTuDAmlxhLSkJKldIem6dKzufPhEi1mgzpjIkAKQShcLibrbKYdJJJAeITSRQsFWOb1CE8OruZCZNpiVBcZVWXGyyd4sn+JAX2kkAghUULye73n8YTGRZOSN5NYNx0i06FoA/Y7IzSzHl9IrnGcCudk7gwrKZ/YpmxmHQKZB7Qbawikw1bWxTEKpSVjbpmqDFhKtylLn4V0i4J0mXSqXEk2aNsBVR3ScKtcGWwDMK1qXErWGfdGMPTQQnMwmKUltnhn9UF+d/AiLdMjsxYlFEoIjIVDzjhPDq7iCk1VhqymOzRUka6N0UJyKVnHChjXZayJUMbgDstXJ1WFzBqk6xOIgJ6J2SGm6laZ9ceR2Q5rtBgRJe5xZwDYSDsspk0GNsFamze6EA5dExFIh5iUl5PVXLTRXfpZ7sOcdepcTNbomEHuYpI15mQVTxeoujVWzQqukZRViEDQFD1SMtbSFtbCYWeCth2Q2Iy+jRmYlKnCOMZp0DQ7SCH465V3UJI+ESm/030WgCPOGC/Ey3TsABdNKF0W0yajKi/FW0538KXDlKyyMywzLwiPjo1JrWHH9LEY1rMOFsNxd4pxXeblZJWCcLmWbdLNIgrKw5VOLuhgSJ0iC2YHLTXT3iiBDtDhOL5T5P9uP4UUkpL0qaiQnayHGpo2NrMObRI6xBxUU6yrFAG0TMQBf4LtLBdZ+ybGkZq+STjgNEiBFENBuFhLnpXnhjRlyk+v/N8cLx9nMdvGFZqNrE1m8+Zz07pOIlO24g77nBEuJ+v0h2WaWroMyJDaoSoDllE0sy4l6VOUPh0T4QuHEpIpVeS67fJE/wpKCNazNhYIhENVFnDRFIRHS/ZRSGZ1g6L0GFUlnMoJougamQBf+XjKRUnF8/ES4zoP6X93cIwpXeXx/iVejFbYyXpENqWTDRjTFSKT0B2W6l5KOhSlT1UFLKURHRuBBSsMHdun5tUY90bYMB2uDjbJMNzn7CO1CTMUqMkSq1KynXaZdeqsJS1WsxaGmNnEYaq4nyeiq7mL2ERk1rDPaZCSMamqbGRtZpwaMpNsmz4Dk9AzEUZY5mgwXphiOd2hLD1GdYnFtEnPRjRJKMsCMbkj12JxpEMqDBW3zj48hOtzPd7CAiO6yGrW4mq0QcdEjKkSNRmylXUwGBKbUVUhkzp33z4XXR/u8xodEzGrGzwbLeQvG5w661mb2GZ39Zz0phS7VkxuzVLizmqXSZ/JP2t7gOWgsLxm1ZM+or1Ed/0UsujgnT5A//xFvPm3EEcVsG0QHtZmCKFeO5M0Ijv0AeToMYJfWidRU6RrhtbvXaf27Xd2XTUv5+1ElR9w6EPfy5m/+oPsXHmRT/6P38PH/vL92CylfugeDn7oezn55/8OUbvJC7/8kxTHZ4k7O3TXF/fKGffYY4899thjj1twhKJLSssMsEZx1tvHhFOhYyJejld4wN/PpWSdgUkQCFyhmdMNFpKt3I0iHALh0DF92naQZzrZPhZLXRZYTJtciFcInSKOlAxkxJiu4BuXTpa3tz/mTrKYNKnIgAe8eVqmz4gq0bUR07qGGOZFGSAhozV0HAC8IzxKzyZYTJ7ZZTK0yTjmjFEKRnZdSgedMRyRu6sOF+ZZ7cf8Qf88E6rKjunt5pNlQ9EmMSkjukTL9NnO+szpBp5wiHRCWRXYMX2QirWsxUq6w4eLp+nZmEA4eVmM9DntzVKWPl0l8KXDKW+anbRH10QccMZ4Z3iUX25/GS1yJ1xCxkh1mqWsRSfeoioLfEvhHn506xOUcDhKmYI3w1bapW0HbKRtPJx8W6sinnCoOQVsBFKVaAQTlMUGA7/OmCwyritMiRqBcJAIluJNGrrEtNNgMW1yPd0iFO5wy+bb3EHjiLws8Kg7ybSu0bURK+k2benRtwmRTTnpTXM13kQLSSYzfK/CjjQEQpOKFBfJuCqxYFqM6RKjusysbpCQspg2kUJwPdvCEw51Xciz3tIdKspnO+vz4eIpfq/7Ar5wGNg8Y3dW17FYzg+uMKZKlFQhLzWyGSUZEIk+AYI53UAJh7oICZCApu1AX/gUheB6uo0jJAabd38UPotpk7cHR2joIg/5B7iYrDGiirwYL7OSbhPbjDmnzpgq4aPBNllmwFeiq4wWShQkjIgSllxkOe3Pci5aRCHZNB1W0x1coZnWNXomYlTlXfAGJiFQDvd40zydLtE2XWpZyO91nycULg1VJCWjoYpM6gpX0g2wcCFZ5fvKb+NKtkUz6zGlK5RVyEKSl0QVpI8QcNafZyXdpml6hLqwK7DkwlODe5waRrYoiQBHKjomosOAUVViKWniy7yM0mAZGwrjV5ONofNC8e7gKJ/qv8hC2oS0SU0XcI0iFB6u1NzjzfJsvIAjFaH0uKbaCKupqVxQnyrOsk3MiCoRkxLblJLQSCT7dO62Caybi1kWMgyP9S+RkjKj6/RMjC9c7vPneUJc4V7/fpRQPBctsmP7eVmajYlERj/rYrAMTMTFaJXj/gyJTdnn5NeN94THeS5apG36uSNJFqiqkCld45AzyvPxEpO6wrSq0rMxxTjm0+kqrlfGkw5TOnfabWddHKnBwLV0k6oq0HRKONKnl8UYLJFNcIWipgpoJA1VZCHaIrEpJRFQUyFGaV5KVxlRZQ44o7hono+W+a7S/ayk20Q2Y1rXiMm4nmzhC5d9Tp1t08PFQSMpSJcEQ0OV2DZ9xnWFcVXh5XiFno057efXlxFVpGdjHgwO0DEDdgZXeDZb5KQ3TTPr8ny8tHutEEiK0kMJxVRhhrIMOevv43ez58BGBCYilA5l5VMSPs8mC3lptobEZnTJqOAwLgK26HIhWcUIqBCyaLeRIj+HQ+GykXW4ljYpuWXqTgmLyAV/t4oxO3hJxiIDdLrGcrLNiC6xnfYIhmW/826D60mTKV3jlDfNVtZh2/SwWMacCidGH+H5eJGi9JjUVZbSJgXh4SnNqCpxvncNhWDUKVPJDFsmF+DHdIXldJsd26OqQqQQTDtVDBZPaFp2gEZyMVnjQX8/L6SraCGZ0BUmdSUvxVRlDjvjjKgiV9INuiZCo/BkXqq8Y3pMDj/fzDrsUyOsmQ5L6Ta+dJjUVbRQ7GR95t0RLiXrGGsZ12XW0xZ22HwvtinfXrqPC/EqI5mm4Fex8RpVFYKFUHlg2myRcB8+DVWgb2OOupO0TX94XI1wLdlEIAily5bpMa1rw/OjStv0KQqfhi6ybbr0knVcNJO6yqSuoGJF2+2zLSyOyF+PdE1EtTiBHN7ffVUksikNXUIiaGZd+iZmMd3GQfHk4BqnvGkGtkZkk9xRrstM6yprWZuqDAHwpCayCdumx0bWRgvFxWSNh/2DFKR3V89Jb0qx66yyvJzCw3fI7LLWINQpbLaCkjNg4IoVfDxR/CX3FclLrj6HALob0+i6Yuc3rhLcO4J0HFT2VrLkd8BGYDsgKreZkcH/xP9Acs93U5tfZvnpUXAFnc8s3ZXY9cx//hcAvON//HdMP/Q+AEaO38+Hf/y3ufg7P09hbIZDH/pelJNfeCbPvpMXfvknaV58lrl3fQeFsZm73HJ77LHHHnvsscefFvb7ozzXuoqVFmvhoDdG10SEwuVvVN7JYChm3CjX+PbSWX63+xxr3TbL6Q73+/OUZIgSghmnwUFnNM/1sBnbWY+yDOjZmFI4xkvxMn0Ts5V18aTDQXeczBpcofni4CJ9k3DYHSeyKSOywG/1nuWEN01Buhxzp/hY+wkiE1MZ5jMJBMvpDpk17Jgec7rOwMZoXWTKn2E526aV9WmZAdqR+MLhetrkfLzCetZmWtcpi4DYphx0xrkUrzIg4YQ7xXPR9bwcK5xjMd7ioDvGSFbifLyCEhJjs7xERKQspFvM6DoF4fGlwSUSMk57s0w4VXx0HmSedZnSVZ7sXyEizUtGdIEz/gxjupy73kyf95VO8UT/CtfS/A38L7UfZ2ATQjQv0+ZklrDfHc0HiWaAQnDSncmbCJiImizQ9QTHi4fo2YRWv8+M02BclYlsyiEn79htrWXemyC2+fbcUX38zKEkfZSQSCGRwFF3nAvJOmXpc68/h0RgsKQ2o66KRCbFSENmLFUVAIJuoUHbxHlpnyqyLlqEaALhYjBUZT6gz2zGy8kK62k7d6gMy0kDXBqqgJaKraxLRQWUZS4wFqVHQxYZ12UWk22eHFzBE5qqLKCEpGX7HHTGOO3NsqTX6LWWeGtwgKfMGoG13BceIggaXIzX0EIhhKBrBhRknk0VSo/IxMw5Dfa7I3lOlXQpy4C6KjKwCQeHrjIDbGQdOmbAs2YNISU1fNbSNmMaNrI2B4bbO7IpzayLL1wKwqOiQ1bSFiOqxKYQTOsal5N1EJaYDGkSSsqnT5+ejdhJ+px0p2noIkIIJnUFR2reF55gIdkgxTKwcb7e6TZbw+UaU2UcqVEIjrqTBDIvrytKn2h4bi+leebQQXeMdUcTJRnHvSnaps+Tg6tkGN4ZHuUrg2u5+9DCPj3CA8E8a1mLK/EGrtD4ssD9wX7m3Nwx82j/Aj4OXSJqqsCUruI6Dh074KVohX1Og6eja9RUyLSu8ny0TFWFFKXH95QeZMN0WEl3mNM1vhIt0DERbTtgRtUJhJt3JUSTkrJPj7CWtShIj4POGD6aOafBVtpBIRjXZUZViZU0dy0qJLNOncyuEUU7RLJHREpR+kzoCi/GyxQzj42sjSTfPxJJK+tzJVlnTJXYMf1dUftKsslVLjGiS9S9cU57syymWzw1uEpiM6bdGjIyVGTIMW8CBGykbVazFhkZkUmY1w1quphnb8XrTKoqy9k2CDjuTZJZy3rW5rQ3Q9fE/PudzzKii7yrcIR73Tl+t3+Oz/bP8+3FswxMgsGylfUIhYcjFUf1BAXhcT3dQiOZ0jXGVIXHBhfp24SS9LnXmyNxDS/FywTC5UK8yqSukFqDLx1aQ9GlJDzadkAz6zGiivjSwRcua/EWAxVzj/c2trIOV5INDrgj7HdGuBxv8HK8wj7dYNqps2k6DGzMIXeMa8kCHWkQ5C6p0+4soXKZpU4z6/JQcIBm1qVHzHraZsytccKbYSXdZjndZmAT2iaihsOUP45CctqfZSNtU1Y+Y6pMIHPJb0bXOO3NMqpLvDU4xPPxEtbCqCpisfjC4ZHgMDEZv9F5GiUkqTHEJkYiGMGnryQlm3f8rakCFRlirGE53WZyWE59JdkkkC6jqkQviYltSs/GXEjW6JiIigz4ztL9TDlVfq39JPPOCHVVwJMOF+JVzscrfDA8xY7ps5JtM6WrfG/5rWxkHZ6PlvL7WbJJJgypzXJxTCimnWreyTbrIhDsxHkDkVFVwtWaK8kGa1mLdxWOQeEoTw8W+NzgAt6wbDazhlldJwgcpDPOlWQzF/RUmeV0hzNu7sT+7c6zLCXbCOBKkovuGYaKDFjNWhTdgBFVpO4X2Mn6LKfblKTPWX8fHymc4dfaT9K0PU67sywO8/g20hbbposjNC9mywgEU7qKJx0sUJYBh5wxGqrIlulige8s3c922mUh3SLDMLApic3y+54uMzAJl1mnKD0qKiAUHsvpNitpa5iHeWfelGLX0NhFeBuT1c1Yu4bNPgmAlFNIAxKoc6tIJjcvYC101xpg25jYofB9+Q1M6Q+RpRfBLmHNAkLeRuxyAvrf8b8T/NrfoXpggqUnHkb4kp2PX2X2R9/2hst4/jf+E92VayjXo37o1oyvyuxh7vv+f/ya74yfeTvv+qf/kWd/9se49plf47m5Ixz8wF8gHJ164w2yxx577LHHHnv8qeG9lVOcNdM8NbjK1XSTnokpST/PDHKqPNW/wkq6g9CW9xSOU5Q+HyycIjWWiIR9zgg7ps/EsPziwWA/Xx5c5ny8wpzbwEXxuf7LhNKjKgt4wkECCjEUOBIcFCe9aS4n6yylTVIMJ71peiZhJ+vzoLefui5SVj6O0CQYjrmTuEKxbbpcSdYpSJ+aLuCnLh8pnkYMxaNWno7CarJDID0kgh2TB7wLBI5UjIsKbwsPc8yd4MV4mbIKmDWNXeFl1MmdGnVboG8ifDQJGff784zrMqtZi5fiZQrSpaJCvr14lrYZ8KneCxSlR1F6NE2P9bRNUfmYzFKSPk8OrrCRddAI1rIWQojceeaO82K8xIV4jRejJaadGjOVOZayJgMSeiamrHxmdI0j7jhHvSn+961P5u4Et0RAjQ8WTnI12eRCssbAxiwPS3oO2FGkyMPhD7mjFITPmmmhkRSlT4ohsikumooqcJ8/z5w7graC3+u9wHF3ioYuEpORkpdhbqRtrDBMyRqXkjUy8kDzzBoim3C2dByvdwVf+TiZYst02TY9jriTHLBjZMLiDjsDzjkNrsYb9EXMw94hNrIONVXAFZpvLZxhRBdJbEbT9FhI8hLHUV3OBUXT45g7yUeKZ/hs/0UKVjNFkRGnSrN3hVPVk3xf5W08H+VZZRfiVWKbO/jGVZmi9PNSuHgda6GdRTwQ7GfH9Hk4OMgTg6tkNqOiQkrDsqbzyTLbWY+ZcIp5Z4Qpt8HL8So9E5OYbDgIHzAY5JlPoXSxFClLHy3UsItlTN/EuStCTSGFYDVtccgf57gY58nBFUBQUSFtM+BctMQJb4qX41WmdJW6KrGZdUjI8jKhpIkjNM2sS0WF1EU+iHeEYkbXeNxeRgix62RzhWLKqTKpqzRUke2sS0JGTRWY1FWOyHEe8g/Qyvo8Gy0gkIzrEgqJJ3Re4mgzJnQldzSJKo7QtM0AXzg82rvAff4+airk8tANooWka2P2OQ0OOGNsZh12TJ9jYoIxXeKMP4cQgk90nmFcV3m7DLiW5k6nUV1iWtd4tH+B1WyHA84Y+5wG1TSkpgp4UnM5XWcnGxBKFyUkHwnOgIWfjx/DH+bWjagSVT/keWM5HMxSVgGH3DHe5h/mA4WTLCRbXIrXGNiU1WyHigiZ1FXa2YDHBpfIbJ5D97H2k6xlLU5Uj7Day7PdJAJHaO7z5vGEZtSt4xmRC6c2xBV5ieF7g4NciTdZN202TZeC9Xkxyo+phiqyMjxvBYKKCnh3eAxrQQvJwMYspdt8sX8JrTQCySF3hMW0ybiucI83ze/3XkAgOOjmLzEK0oNUkArDqCyihSSxGYnJOBPM8ly0yL3+HKe8GZ6PFllMm6Q2Y2BjRmWJovQoCZ8LdhUXh3k9SihdlrPcbbM52GBaV3GF5jtL9/GJTl49VVNFNmWXgvIJpceErrAZdZjVDSZ1hYoM2eeP0xlco2ciajoXThfTLa4mm1jISwiFT1/kjUsSmxGR52Hl8yhgZUDDrbKYNimIXOBZSLdwhOKIO8EL8TLdbMCUUxs6k11OuFOEwsGR+TF70ptmVJdZy1rMOnV84bCd9fCFRhpDW0RMhA1Mq4MnHD4QnuQP+uf5QOEkj/cvE9sMX2i6JmJKVXk4OEyGJcDhcrqeZ71Jj3l3hCmnCkBR+sw5DbSQw5cICVpoxnQZgeDh4DCpzVjOWpx0pzjijnE+XqUiQ7RVGGBUl+iaiI6JqKsCo7qUl9xmEQXpI4cuuCPeBB0zyPOtAF86DEyCFVDSPl0bURQ+E06VTTsgtRltM2A13UFAXpKsilRVSFWFDEzChulQUwFrWYfnojwHqypDyjJgLWuzlXVJycXMc9EiB51RJp0aNVtgy3R4m3+Y88kqFVVgy/RQSPa54/jCoZMNyLAcGJZbK0T+skiGnHCneCQ4lGd4DgRfia4BuWNdWMv5aIVAuggEVRlSkfmySyHo2Yhg18n8xrwpxa5H02FeQMYbLqHNLu/+LGQDBaTAOrcm1KuFL9GPDmAih/J7y7R+v0X4QC52SX0SpR8mS36GNP0yrj5123mZfY+A0pQnr+PV2iRJHdNJ2Pnda1Q+MHfb72RxxLP/+V8AggMf+Av4tdG7Wn+pFDNv+QAvfuynUF7AMz/zz9k8/xXe/U//4119f4899thjjz32+JNPSQUsssY7w2N8qv8CU7pGPHR8XIzXWBvmcRxxJnBF/kBVkD6HvXG2TY9pp85OtMi4qrCS7vDp3oscdMaJbMKErpDYjLoqMKkqu3mo9/nzPDW4ihSCzObdlh7w9/NitMyoLnPUncQTmnFdzsvShOGoN8nDwWGeHz5IH/em8KTDfd4+no+W8rKfZAstJIedcZazHY55k9RVgWzoRFpKtznr7uMeb5pfbn+Zthkwq2u0yLvMDUjzfBbhsc8Z2c0W8dCccmf4qe1PUVVFHgwOcClZBwHz7ig6USymTWacOrNOA1fqPKtM+rhCs8+pk5A72GZ0HTQ8Eh5iIdnC0YpnogUEggPOGBKBForj7hSJyTBYHKF5b/k0KRlX4g2ej5YY0UUOexNkQxGjafJQ/2m3zlrU5IV4mTFVZiNrs5q2qKmQGad+y76vqJDDzgRHmeBqsskne+doZwPKIsARiu1hTsyfKd7LZ7sv5SV5TpXMGhwU7Sx3Dp3yZ3ghWmLWqbFmcnfNVtbdzfX61tK97BCBgLP+Pi7Fa5RkgCsU7yoco66KvBAtQgwVGTCuK3l5qzdFRYY0TZdnomu8t3Bid9mXexd2B3UOik3T5ZHg0LCLZMZiss16vMkoCR+S+aDxqDuBL12W022ejxZxhSaQDkfdCQDqqshW1mHOadCNozwUXJcZo8zFeI26LHDQHWM13WFCV+jbmNV0mxWzw6RTZcSpoIXKA9yly4zTYFJXkWmLgnAxwiIQ1FUBaQVF4bFl8kwogeCtwUFO+3M8Obgy7GZmCYTHKXeGZbNDRu4c2czarKd5ltxa1uKvld9OSeXOuCcHVyirgGPOFM8MFmioAnNOnWeiBWZ1nRFV4qg7wfW0SQ9YS1uUtE/PxLwYL/M95Qcpq+NsZ30GNtkNen4xXmbObTDnjLCetuiZmI4ZUJUhBdfjetKkropsZz3+a+txCtKjrALO+HO8OzzGS/EKv9l5msimQJ7Pkwe4B3l5GpbiML9uTo/wiW4uknxlcI2+jfmzpQc4a/fxb5u/z0bW4a3Vg1RlyECXKQqflhnwUHiAzBoOuKMIJJ/rvUTHRlhrd7vu7XdGGFFF5vQII7rIp3sv8lDpOFUZ8kh4mLoq7B5jXZt3p5txapyS0xxzpvjd3nNcStZZTLaYdmpsZl2up1u7Yr8alqbFpNRkgR16jOtKHsqu0qET0cERiqPuJKf9ORw0vSgiJWUta9HK+oyqCofcMQTgS5cxXWJpWL7laQcPzT5nBDPseBsKlyld5S3+QRbSJsedOofcMZ6JrnMxXuN8tEJReqykO5zyplFCDfMJfY57U0ypKg1d3F2PWV3fLe8uCZ/3hseRQlKQHgXh0rID+ibmuDfJwOTB/nVZZKzis8+bYFSXdq8xsU2JTV5GFgiHno1RQnLEneCUN831pMm8P8HbwyNUVci5wSJbWReFYJ8e4aVohUya/EVL8R4kgo20zWLa5D3BcT7TfxGAo4WTLCSblGTAvG5wOd3goDtOYjMW0yYHnTHGVIkX03be8S9t8WK8RIbhtDvLhWiVA+4YC8kWV/QG3vB+Z4Ez3iwnvClWgkP8VvdZriZNDIbDzjgP+vvpmgHvCo9xrzfHv2z+DkU8VswOS9k2DVXkQ4V7GNiYnU6fSV3hLf4BTnmvVF2tpS0W0k1OeTNM6grGWro2om9ipp0aO1mPuiqwz2kghCAy6W7p8JSu8rbgMBEpy8kOruiRYPhb1fdzPd1iO+txPc2bEgxszMAkLKbbu/O+IbxWZEBdFUit4aw/hy9ctk2PzBrW0hZdG3HMzTMWAUrSpz0UzWKb0jUJReHRYcC9/j7eFR4lxTAwMSl5B1c5dNJeiNe4mublz/ucESZ0gYbJyyX3OfmLpjndQCM5ly3iICjJgKvJJsYaHvIP8OjgInl/zNygNKbLVJNwN5PycrpBM+tSlgGzTgMpBI7IX6psZV2uJBvc799dA783pdi1ZXOxyr1DJrvJntv9Wcg6DrnYtWwEiQVHAMkAff63sNWDzP3EO+k+tQGffoHw7MhN381/ttlXXn9maYQNGohkkckzX+Tqlz6cL+vPnn9dseuFX/l3DLY3uPdv/M+c/J6/fafVvnXd0oTC6DSrT38eoTSLX/o94k4Lt1j+qqazxx577LHHHnv8yaSZdnk+WmRJNnlneJRQuGRYNJLf6T5Hy/R3A8cdXrHLr2UtytKnoYocd6cYUcXdv9WHuTaQlwvdcIrVKGCsoaZCyjIvAfmWwj3UVYFAuny4eJqBTTjkjrOQbDKmykgkB4elYDfcXAAfCE/C8OH1v6m+mz/on6dvErpmwEvJCh8uniazhp6NCYXLZ3ov4gmHDxVOYYYPxyOqQE0VcY1GCcl+Z4Sy8Nk0HQ66o/RtzLwzwkbWwZcO7wlPDLuJFanrIiOqRF0VhjkiTR7w9xNId9eZsZtvlbWY0BXuC+YpCJcUgyM0B9wxBiZhId0CYEJXqKvCMBDf5x5/NhfVgMqwjHRMlvhi/wI9E7OVdXCFxhMOD/j7OeFNkwpBTRWGZZ4wqkoMTEJNFZjVdR4OD6GQfKH/MgC+0FgsUgg+WDjFRtrmXLzIu4KjzDojHHKH296bZELnA/Df6j47LJHK827KOuCwO8G7wmMc9aZ4cnCVgUn4YOkUbw+PADDvjDCwCQ/4+3nQP8BCusUBd5RZXSeyKWf8uXwQjOSjlYdZSLcYUyUUgpXBNsZaLsZ5blZF5QKYFpJAuqylbYrSY85pkNiMQ+44x9xJhIAjpTECHXC/P09Z5Q2pzvhzdGxMQxb40uBSfjwVTrE8LP+b17k76+bBaFkGTDs1JnWVF+IltuIu+51RDrnj7Ng+Y6qMRqGQKCTjuswZf44xVebFeIne8BhxhcYVml4WsWW6/LnSg1yMVnkpWcEMu3QC1GWBTAuiJMIIMyz7NHhi2DHUxozrMh6aQ+44DZ2ffy3T323ccNqbZUQVh+U9luNeXt3xluAg3e7zxFlKY1i6ldqMk94ME6rCojVs0SWxKRI5FFwVx70puibaLc1zheakN824ruTrLSTW2ryEyfqUVcB62iZRuXB+3JtiOd3OXWvOOFbk15SVYSfFjolYzXZYSDeZd0aJbcpXuLZ73TFYMixdk2f9TeoqZRUwpkpcTTZzx5Aqs98d42K8xrRTY0SW2DQdWqbP0/ECR91JHvDnmXdHsCZ3to2qEheTNfRN7cmuJ1ssJk3GVJm6zJ0g+9wGpUEwLFsL8q6JNi//DIRLag0n3SnuD+Z5OV4FAVXVwJC7ZxbTJs3hdeGVbMCM8/EKkU057E2SWcMKedD/c9Eix70ptrIuGjXMI3M46IwRSJdnoutIoCA97vP2sZRu07ER31N+AEdoMmuYd0a5Eq9z0B2jmeXlYQedMZaybYrSxxcu99x0nKvhtnalpqGKBMKlogL2O6M82r8AwH53jC8OLrGa7TCalZhzGhRV7pTbVzxBVQa70zvr7+Ox/sW8LHp4bdrIOgC8p3Ccmgw56I5xOcnFpbcFh1lMm8RpypPRVe7z53l/4STX0zzP763BQdbS/N5zxJvAFw5/0D/PjFOnKD0OuuO4QrGZdpjSNd4aHOR+f55P9V7goDvGgJQRVeQ7S/dzMVnDFw6PR5f5dP9FQuEyR94ZcDVr8e7wKHNOA09o5DBQv6JCDGAtjOkKf6H8lvzeVTqT3yOHuWsAY6rCiCriCU1FBTzev8SUrvK+wgk8eWtzutLwfvj24MjueQPwZHSVF6JF2ibiXn+Oigxy8cZt5MtiLQh4INjP7/de4JQ/zdV4g6ejBWqywMPBQX6v9zxdE5HYjKL0mdLhrqgJEAqXEVViRBUJpMuYV0YLlZdB6zKbaYe6LjBii0w6VY4MXw68NThI3yR8vv8yVRVy3J3i+XiRxGZoJIfccS7Eq3lppa4Or2+Ck9503llSlbiWbvFgsJ9rySZXk00C4TLhVHYzJJXIp5PajM3hcVOQPm8vHGU529ndN/POCHO6zpcHuYkpkC5F4ZPJ/EVZfegq94XLaW+W56MlvGG+5t3wphS7bjyOheINP3bTJwVQwgN6wIYVrBiYVUCUb1wnvoq7/Xmu/xeJM1dAlV6xvlmbP6hYcxFrLULcZsbag/4WAsvE6ScI/tE/4IVvPcfgXPO2Sxa1tnj2v/xLAJJO+84r/SqE0my89BRusYLyAvqbKzz573+It/79f/FVT2uPPfbYY4899viTx5RbY58zwtVkg6cHC7wtPLw75PtA4SRf7F/kSrLB28MjTA4fkK3NB8diWIpYcv1bppk7EfIXa1IITnnTaKHyjnBCc7+/n66J8IXLtFPb/d7NziNHKByhOO3P7n7mmDeJwead/OQrj58lmc9/3s0zOu7z54HcZbGddvlc9BJH3UmOe1MUVf7ZsgxQIu9wXVF5+VNJ+hgsm3GHtonYyfKw4UfCwwCM6RLn4kXa2YD7g/nd+W+bvJu3HgpxdVVgvzPC7/bOsZ7mQblKSBwUUkjcmwbVWrzyc00WCKUH5GWGZ24Su26IIOumszufI+4kx9wJpJDMOQ0W0k3c1KMmfJpZl5bp56VShROsZjsANIai5KgqsZ61eSleYTHLBx6ecCirIHeMCDjqTewu25gu7+7T9xdOEpuUDdkhJWMh2eK4N0WgPParUb48uExR+rtCF8C3lc7y+d7LbJkuqTWMD8OYHxtcZCvr8pB/AMjLebZNXsJ1wyEFYMhzhGJnNHekuRM8Hy1x1tuH9SzB0IWwk/U56k0SKheRCLR0kEK+5jj7C85DrKYtLgw76TlCkQ47c405Zf5h41tuPqTxhM67EWJ4ODjEUrrN5WSde/19rGYtxlSZB4L9lIXPVtZhYPPsN086dG3EhXiVQ+44sU2Z1yNsZh16NgZgvzfGi0meI/f4UHyrqIDQCVkZbHE96w6XQuzuu6bpMamqjOsyxZtClt8VHtv9+cRQ3GqoIqe9GZyhU2VKV2noEmUVYLD0Tcxq1uK0N8OILrGWtXGE5oFgmqcH13Yz8SA/b0ZVmYw8w0kJRVHedP4LeGd4BBD4wuFKso5JLPf784TSxRcOkU25kKyyku6wlXXpErGYNqmpkKoqsJ31uNffR214Ht1wlCoheW94nPPJKgOTMOlU2co6nPH3kWLomoirdotZp8GlZA2Ah8L8uFpMmiTWsN8Z4fCN41rB24LD9G3MxWSNq+km96iZ3fUsq9xluJHlYzBjLdumhwBc4ezmK0kEqc3QQuEL95bt8b7CSay1vCg3sEBVhZz2Z1ns5GM/X+aC4VraYr83ikRQS0IUkvYwqHspbaKF5J3hEWqqwGF3gswaBHnp3qTKnZDrad5F76HgAA1VZCPrIAT8v2vvJxg2FnBFXoK91N+mID2OupNcH4rtAIF0uN+fZ22YbTauy5zwpm85F26Eekc2pSpDpBWkNi9b3sjaPDG4zHvDE/jSwdr8xcKNfQgwoopM69rutchaclHElQgEX+xf4oAzgkSwkGzygcIprqdbHHbHAXgpXqFt+nykeIbNNB+jn/FmOeXN8NvDrpQfrTwMFsSwZDseunZTazjtze46yyZ1lS9Hl/P7mRSccKfpm4TEpjhC56aXm6iokNPeDCtOlweY3b0+3eDm+9K80+CvVd+x++8D7hhPRde4FK9z3L81VmjOaey6IYFXzmlLHkAvHIrSJ5QuQgg+UjiDKxS/NVzfG10rR1SJa2KTaV3jgDOyK6p5w+9vmx5l/FvCmqZ0lYPuGEXhYcnv+9fTZi68ZjuM6CLnow7H3Slatp8fq+5ovn2UZr8zylODq8y7DZ6Or9E1EetZGzXsBmuxnPCmOelN7wrup5nLu5uSC2MVEeILh2ldwxUOv9c7h0LiCIXFosmbwZz0ppnSVRyh+LbS2Vc6/5qE3+89v3vOHHLHcYTCZZw/U7p395h9X+EEsU353spbGZhk9552J96UYlc6/P+dKjGt3Rz+FCCEIBSW5tAVduMAV1sXEcDmpeOsfmwJ0xmn8PaJW6ajnPeRxf8RiLHmKkLNv3ZmUjP4jp8g/OW/hpCWcP2TuAeOEL/cIl7t4Y6Ht3z8+f/6bzFxvtNm3/Gtd7vquwgh+PC//gRXPvUxHvvX/wNCOVz51K/w0N/9YaR6U+62PfbYY4899tjjj5g8s8TdLdu4gRw6Zw44o7e83RZC8M7w6GvyLm64uE54U2xknWEnRbiUrNM1EcvpNqH00Ej6JiESKa+HRtGzMUtpk3vt3O5LxKL0mFC3ZqNGNuWoO8lm1mGD9i2lSBO6QtfkDq0b7e6NNRx0RwmFR0YGiF1Xx42ujLNOncgmecCyM4YvnaEjzPLqogFFPki7kYFy4wG6mfVYTXd4qHiAaaeG/6q3+fCKQAb5oGa/O8oRd5zEpkwOO1Fa7O5ybQ3fbt+8jyDvUplZw3c33kp7u0VkE1JrmNcNejbGDiyPhId2v3fW30dkU54aXGWCynA7JnRNhLRi1013O1yheUfhKNkwm2gn6zPpvLJPPlQ49ZqW7tZaZpwannB4cnAlPzaE4H5/Py3TpyIDRlSJ494Un+u9RCg93h0e2z3GtFC8OzxOMAxRtlj2OyPsd8c47c0Mg+bzY2xg8m6Nk7rKw/4hXs3L8SrdoVNizmnsOgbmnAYphjFV5vH+JeqqyEH3lYD5tbTFvDOSd8wTiqvJBlKIXZdEUXqE0uOsv29XCIFXhEpX5B3dBiS8JTxIn7zUdzvr4Qq1+7mqzEtx3lk+zsvpdXrdiB3TQwlBWQZ8tPIIP7Pz+bzjm66/xiVyY3vfKAX8SPHM7rTbZsBnuy+yk/V4W3iYhiryaP8CYzovRwU45k5w3J3kWrq5O73E5kHOx70pXKGHOWKvnC83z7c3DDt/INjPJ7vnhrloxV2xzcPhPjVPz8S0zYDf6jzDYtqkLnP34biu7A72K+rWsdFRb5LD3jiO0NzjzXAhXmNUFflI8QypzZAIBva115UpXeW7i/e/ZlvlY798Xpl9Jay6rALeFR7jmcHCK+smzG6DBmENE7rMwKS8HK8SSJej7gRng31M6iqZZ3bLq4TIs7qkEBwbdjS9wYyuM6VrfCW6xhlvlutpk7YZYKylpPzd69I+Z4QH/QO710El8u6oRZXnX32m9xKrWYuyDHa70N3YHlreKvYCHHenhvs6f4Ew69R5rH+RxGa3uK9uvj4ddMa4mKxREB4KSUMW8KVDhuG56DpzToMTYopQersO3BfiZSDP2/pA4SS/2z3HlK5xxn+loikdujFHVImr6SYHh4L2w/5hajrEEYqPFM/sfv5Bfz8J+fWlqkK+tXiGI+4ESkhOe7MkNsuvizcdmqe8Gb7Uv8RG1uaIO7F7j8iPX4EFKjJk3h3hQrL6muPnZlyhaegSRePf9u/zzghaKDJrOBflHSyBoQt6Ei1fGyh+0B1j3r5SMRYMRbRc2B/HAu8Ij+yeQ6++l7hCM6ErjKq8fHRUl6jedB/czrrsd0eZHb5Qull8lELy3vAEPZu/gMqbx+TXvSNMsJG2ebx/mYSMd4RH8cWt855xaryncJwxXeE7i/fx863Hdv9247oTDpt83IwQAncoI1V1yIP6wO7fDrnjrKb5Cxpj8/ufHopfN64JpZtE5ZXhy5yyDOiaiBFVZJ8e4Vq6uXse3rytXi3g3ok3pWqS3+Ys8g7OLiGGJ78Y1hYLWLSCEpYbt2n1wq9hLVz+nfcgi/nBV37/rd0NpRwnP6ssJnsGeTuxCzAzDxA98t/ifuFfoy5/Fu/QQ8Qvt1j6x48x/1Pv2f1c3NnhpV/79wDooEDjVcH0d4v2Q+bf+2f5yk//byjXo7exzPnf+I8c+/bv/5qmt8cee+yxxx57/MlCCMF+97WZoKnNWE63CaTLlwaXbhlw3OLmGPKBwsk89l2IW/5+o+zhpJ1mYBI+0X2Gzayzm+tyOxIyytJnNW3RNgPKKmAjbXMl2eCBoXPrBltZh5fiZWadBmR5+P0NHKE55k3e8vmOibDkA+ebyznglYfzzBrGdYXVdIeEDB+HQLoccscpv2oAftyb4ph76zwgL7X88uAyvnTytu534IZ7JpAuDwT7iW2KFCIvjhsOcu/xZvlc7zyxTSnftI3f6h+kZ2MC6XIu2eSleJlvKdxD1QuJTMJq2qKkXhlsaKHQQnHAGSUmYyvLO9+9zT/Mk9HV14gYr8YTmsW0ybwzwsir9mNZhXy5fznfV0GeiSKEYJ+TD+beFhzeHTA5Qu06PB4K8sHOu8Nju/tB3eR8u9lFcWEoMJzxZ3d/1zER5+MVxlQuNo7rMnX9yoDvBi3TZ2NYJnSjjO/GNrlxrG5mXQo3bd9RXeK9+pXMMF9ozvr7qMo8bDy26W653c0D+Xy6+TpY7C1/+2Ahz/itypA/UzxLTYU82r+AGmYjedIhEA6PBIdAiN2y0Y6JGFG5M+ue1xm03bbChFx0KKuQdxaOUZI+PRMNt9Ur58GuqD0UcPc5De739+3+vSDdvNxIVZjRt4ooN0oim0M3Wk0VWE13eGawgMHyYPDKgDaULqF0eVtwmElVxVcOsU13nZS347e7zxIIl/cUjlOQ3i37/4YwEwqXtwdHbvmeEAJfvb4F4gOFU7dcN25QVeGu80kLzQPBPM8MFlBCkljD+wrHET12xSExnMar8/HqwzLTi/EaY7rMYXecw874rvj2cJCLst3h/hgZdpub1FUmdIUpVX3NPn1P4Ti+eMW56A70LaJ+PBT9+iZ+zXo1Tb5/2nbAvcNj8t3hsVfJAq+sD4AnHQrSw5cO07rKrFPnw4XTXErWeTa6jic0dV3kPmd+9zuBcGjTH+Yl5ZKBedVcIptyIV6l4ocoBOEwF+yQd3vB3ZcOPkMhWchbzqlXb/ebqaqQMV1mTr/yGTlcwwld4Zg7eUsp6+txxJ2Agkuhe/tzbMqp0TPRsDRvY1fsAngkOHzba2vhJnfmDd4ZHsUTmg8Wb58FDnC/v59k2C35vqH2MO+MciVZv+XaOaJLlGWALxyOupO7pZY3yO/Ft78fj+gSf73yDr7Qf5lL8dprrm9F6e8ev3VV4Iw/u7uON47ZhWQLY+1rRNfXX695rLWcj1e4kmxwyB3nATnPS/EKs/q1+9gXDuO6gkPeAEULRU2FnIuv0x52n/3D8KYUu7I7fwQAk+VvPYTIH/LqIj8B36lTUisg7uCc+xhJt0jSK+AUJGAoPvLahxoYAdaxZvn1ZygVOAEIgWxeZuIfnKD9iWs4U7c+BF38nZ8ni3JX14nv/lt3uTa358Vf/fdI16O3uUJxcp4Ln/hZjn7b33jdG+Eee+yxxx577PGnh76JuZSss89p3PJQePNb/bcEB+84HSneeKDgCo2rNEfcCaZ0nn/0ekyoCvd583n3r+EyCSHomAF9mxDyyuDgxuCpawYo5B2XI5AuZ7y52+Z17Lq/sNzn7WPb6e3OvzJ0TLx6oHBj2V6zDk6Ft4iDNG7z+Zt5b3iClGxX4LnBDSeQIxTypjfkJ7wpeia+ZWBXVgFl8vWpqpBAuLTNgIoK8aTDh4q3f2kqhaSAJpYpkjZTbg1H6jsus7GWa8NW769+S76S7rA2LO27Ha9267ya8FUDv0Pu+K6j641QiDw/6Kbvi9sMLM94sxgvP2Ze77h+Z3jkFvfDq+mbZLdj3iPBYZbT7ds6rOAVF8XNmXc3I4TgwE1i82bW4bQ3y0K8yblokX3OCCe8yd2YlFaWl6fe483c8Vh/NY5QvOOm8tJQetznz+86Qm7HtFO/ZZ8Upc8xb5I5p/Ga+b/632e8WXrOOC/ES7c4p27mkDfOIW+c56MlFtPbR7vcYL8zesv+fT3K6u6yeG7giNvvmzmnwYyu0bcJrtAMbMq0rvFAsJ8xVUYIwQcKp7iSrNPMeq+7bDcy1bTIfaDfVbr/luvrDW6IBKk1KCQH3DHWsvZu176buVlAP+JO8B2l+25xz9zYZyO32bfqNsfizft415V209/nnRHmh4L1YXeCHdMH4IAzyreXznI+XnmN62e/O4qN8zI0yM+3VzuCi9LjveEJXKGoyIBFZ5s5p85vdp5mvzO6W/r2h+WGkH0zNwtCBentHr9vdD6UVUDNq9Hs3f5Yfdg/yKODi8zqOu8vnHzd+d2JuxFoxm9ThnfYHWfWqe9eMwWCdjbgkl3nsDt+14LTzVgsSshdAfWN+GDhnt3jJhq6bHNR9qvTHYQQHHEnOOSO7263sVe9nLrB6DA/8wlzhWR4Ly2rgFPezBvuy7vlTSl2SeCNb9NgbYZUZ8nMSzj+fwvAnLSQwRdTzQvS8jcdD+sU6K7ndcLpDuBKnOnXTl2qQ5hsHZM9+4bzzSbuwQQNVG+DkC+j6h6dTy5i/0l+EzNZxku/9n+BEOigwKFv+d6vYQu8QlAdYfK+d3HlUx+jMDbD6tN/wOozX2DizNv+UNPdY4899thjjz3++JPYjKvJBm0z4K23Gfwr5K775uvBoWH2yhshhHhNrsmNgdTTg1s78yXDkrmi9HfLc94IR6jXfeCf0lU2sw4HnTHEMFD5BuO6fIu77W54I/faDfKSlNsLJfudPCj/5mHCUXfydQfnAIFw6dt4V+x6I16OV/GEpiwDDAZr7V0tc1kFfOBVA7kb3CgLfLVo9bVyu0Hq7ejaiNW0dcsxcDu3zu1Ehldzp2Xv2ojLyTozTp2S9HfLfm7HmCpzjzezK5beCYHIHVxRm0Pu+G7J1Q1B9ca2d95AjAM4483dUurzerza3XgnOmbAZtbhgPP6HeJvLJsWirIK3lAs75qIJwdX6ZgBFktmzeuKAl8v4eOrQQpJYVjqODAJQggqMtzdH1UVcq/a90aToKj8vPSb3In1eoYDb3iN2zE9hBAUpMf7brrWvR59E1NXBery1uvVu8Pjr8mVgjzP7UaDkTfi9Rye9w/dtTfW45A7zoyuv6a8rqGKNILiLf9+zTyExB/ub19IPlDMc84uJmuspDvf0H0uh7mTW1mXylAgfW944g2vr3fCkw7vDI5g+erEra8XHTMgsgklnZ/7EsG8M8Ltpea744YX707XHLjVgTvvjBDZNA/S/xr40iAvJz98h2eG9azNk4MrecmjELvH2ZzT+Jrm+2redGLXwFgMgkDcYbfaDbLk5wEQMr9gH1QWEnCEZVxYRG8LmXTpNA8AFhsbnOnCbS9SQp2E7FGsufL6IfWAmboPMTyJ3Od+GWffn2Pw1CbX/+Hnmf2xt7P2zBforuU14nPv+DaC+p0fCt+Igx/6Sxz80F9CCMHCFz4BSvPcz/3LPbHrm8CleI3/2v4yjw0usZBsYbHM6DqPBIf48+WHvm4n5R577LHHHnvcLUXpcdyduq1j6f2Fk3coaPuj40am2KvdOjccDhOqckdx505ooTjrv/HA9Y+Sw+44z0QLtwy+3khYgXyw8cHCqTuWIgLMOXUUkutDR02KeV0H0t1yo7xy3zfwmeaIO8HWbnA7w/mN7JZK3uCrdT7dLSOqxBF3gqK4s6CnhMxLbO+Cd4RHSWzGF/sXKLivP8i7m0Hn1+LguJnXO3rsTf/djrcGh+7KiXeDzBraps8BZ5SOie7quP1mMaZLrKQ7t83fuxN349Q57I4TSpcRVaR3m/LD1+P5eInVdIcPFe65ReC9ndAFueB/u9L1G+x24H0d0ed2Y9yvZZu8HkIIHg4O/aFEp7tBIZnRdWZ0fbfc8OuxHt+o687d8Fy0SNv0+ZZCeVdYLaj8Hv+1bs8RVeSAM3aLA/Vu8KTDaX+Wigp2mx58NWxmHTazzh3Frhvu2fuGWZR3Exvw1fCmE7vWs1zk6txBRDTm6vAngTXXEOoYBUBh6VjBmgXniZ8GoLdSwqmnJFsO4UO3f8iQam5YPpmA3QLxOjc2IUhOfzfeo/8Gay2VD80xeGqT7V+5xMy/eBsLj34ChCBsTHLs2//GV7n2r8/8u78L6Xpc+I3/xOozn6e7dp3C2Mydv7jHH5qVdJsf2fwEn+ydwxt2orpR33wxXuPn24/xs61H+e7Sg/yD+ode9+a0xx577LHHHl9vpJCvO/B5o1KuP2q0UJzyZl7jDqipAh8snLorx84fN2ac+hvm0Lwed7stbohDY7rMTtb/ugwuZ50GE8OOWd8o7sYd+I3EEeobsgwl6e/mNn2zueEyenVp2qSuvmEJcv0OJbCvpqyC3e59b3bu9eZI3LsNy/nqUcPOqvDVOSNPe7O0bsrr+sOyf9gNceY2+Uh/VNzu5cvXGyEE9/pz1FThTXWv+8PQHpaX3uABfz8LyeYbipt3QgjxmuzLr4bbvYj4elJXha/adf3V8M2TLl+HssyD4rM7vBkw2fnhT6/cjIXIjeQdYNkI+uc/iQWOfMvHKL0lr4stv+/2ApGQr/w+Sx+77WdukNz3V7GAXnyC0ruG9kwDWTvi6mc/DtYy2NkgaNyddftuWDv3GNe/8NuM35u3QX3x1//D123ae7w+v95+iu+6/uN8rneedwZH+PXpv8+/Gf/LfDi8h3cGR/nx8e/jt2f/e/5S+a38YvtL/KWln+RC/MadQPbYY4899tjj60V/a5XO6vVv9mLcFTdatL+aP4lC1x8lrtB3Vb54t3yjHRl34q3BoW+6IPa1UpAep71ZToXf3BfSY7rMA/7+NyxX/Hrxx0HogvzFwOtls30zubnRw9eDGy9A/jTkO8849dveU/64ckO0u+Euy0Pj597oK3vcgTedDFoetmAcE3eqD40AAeIMUh3b/e2YsKxYQQ/B5f3v4d5n/hNWQuvJfHql1xO7xAQ3OjJa88YBi3glbFBH9Lcob/4M6AakloWf+yTRzgYAxfE5/MrXzwJ+z/f+dxz+8F/mU//4owBc+M3/xL1/9QdRzp6L6BtBYjN+dOu3+LnWozzkH+At3gF+fOeT/PekrKQ7/MXlnwRytftbC6f5/so7eG94nH+0/ov81eX/g389/n27NfHfaK7vXOSppT/gyaXPcWHzWdrxNsYaAidkpnyQh+c+xDvmv5Xx4p4TcI899tjjTxqrz3wBgOL43jV+jz8Z1FXhq3YYvZmYcerU/BrN/h3GE99gxm4TgP1mJum2Wf7K5xg5epZw5Gt3ouyxxx9XHgkOvabE+48rrw74/2bxpnN2tY0FBIU7iNHWLAICpW91T01LuxviNnflU3RWJ7jw+b9MujpAFDSqcHtFXwgFYgoQmPT37ric6b5HAIH73C/g35PX1V/+1V/hRpV8Yez27YS/VoQQBPUx9r/vu3EKJdJ+l8uf+pWv6zz2yNnOevw/lv5Pfq71KEeccSSCn9z5faZUlfW0RU0V+HvVD/Ch8BQTssxPbn+K9y38CP+l9UX+89TfZFSV+H+t/DSf6r7wDVvGi5vn+LeP/RP+yi89zF/7r2/jXz36g3zu6sdZ7lwlSvtYLDuDLZ5e+QL/9kv/hI/+4gN87Nz/SZwOvmHLtMcee+yxxx5/mjFZStTe/mYvxh57/LGktXQZk0SY7BtXarjHn1w6qwuYNPlmL8YfilB6X1Pp+82YLGPjpafI4m9uSbUr9JuivPRNJ3ZdSW5c4N7Y2SXkMcBg0qdu+f2ktKQIRuIWA+Wxs3yYjcenQULjLx99w2lKOQsorL3zmxgz91YEFlOZpfKe/O3DVvIE5Zm8Y8mJ7/nbd5zG18LR7/h+gsYE0vW59Du/8A2Zx59GEpvxqe4L/HerP8d7r/0wT8XXADifrPLFwUUssJG1uZZuEUqXt4aH+O3ec3xf9RF+dfrvsk83uJ42+aXW43xb8V7GVYV/sPZzfKLzzNdtGY01fObSr/N9v/ggf/PX3sevvvAfmK0cxJEeVX+Ev/fw/5cf/fCvkJiYQdLjx7/tN/l33/H7FN0qAP/msf+Z7/zZY3z/r7yT//XTfwtj/jC9PfbYY4899ngzcbcP+e2lK5jszi3Ib2b7yotc+fTHiDs7X8ui/akgam2xdu5xlp/41JtqsN5eukyW3H1Y9h57fDOwxtBevDj8+c1z/uzxx4N00GPjhS+zs/DyN3tRvun0NpboLF9h+/I3znTxx4k3ndh1o3rxTtW31lwc/nTrKkwO/7nhlnn02HfT2TmEGvHAQPHhN87QynO7MqCHyS6/4WfNxOn8O70NCkdiBu4akbdO2utRGJ9l/BvULVEqzYd+7OOM3/Mw6+ceY/PCs9+Q+fxpoTcMErVYfnD9F/lk73kkgkf8PIB+QpX5V2Mf5an9P8SX9/9/+HOlBwAYV2X+cePbOe5Osd8d42/X38921uX/2vkc/6r5u1xLNzHDaf5E885OwTvx0sbT/J1f/xb+2af/G5r9DYpuhYniDD/0/p/mX3/bx/nhD/48V7Zf4gd+68/jqYAPHf4LlL0qBbeIlprvPf33mC4fIM4GXN0+z+eufJzM5oOdXtL5Qy/fHnvsscce31yy6M7O3X5znc3zT9G8eO6On026bZJefn+4IY59s98Uv1npb62y/ORn2BkOLr5Zg/Wk2yZqv/LCNmptsXn+K2xdeAaTpf9/9v473JKrPPOGf5Wrdk4nx85JrZwFSCByjsYBAzbGOIwZ89qv7bFnxt/Yg3N4ccZjbGwDJosgCZAQCq3Y3Wp17j6nT477nJ1j5arvjzo6klAEIxBM39fV19X7VO2qtatWrVrPve7nfl5QJNyjCL/LsvbfDzzT9bIaFZrLM9/H1vxow3ceN36F5xdjf9Thu87TkvCebT4ngt6srlOfOwuApOoUdl9Gou8xf6vvZmxZP/kQjfnJZ9/xBY0oyywInn1Ra/ngHZTPPPx8N+gHihcc2ZWSoiZdIj99Bw2DBghpAATxiQRWv/BYQd3D299Ad04jdKNBM7Ce+SUvSGPRd4WtBOEzEwBBfjuBnkForZKf+W0a6WjiGHZD9r7jl55XU0AllticSN32a2+mtTL3vJ3rRxkfrd3JO1f+Hitw+T/1u7DCaFX83ekX8ZG+n+L/yb2arwx/iJfG9zzpuwU5yTtSV276IbwyfgHfGP1/uWv0v3GlvgWAASmNhMg/1O/k/av/jBt+ZyvpEKm5/sfXfpZf/sqrWO+s8lsv+Rs+8Y6D/O7LPsbbLvgAgiCyLbeP37vz57j57L/x+t3v5pM/dohff/Ff0pcYoT85yud/8iTvvew3+ee3HuCNu38GAFGQuHPmJu6f/zpv+cRu/uzAh3C880HMeZzHc0VxLeTLXw354z8L+OUPBvz0ewPe8RMB73lfwJFHondQrRZy7lyI779wg7nz+NGB5zz3NHVZMwBwOk9fTnz50DdZPng78Jg1Q/gCDkJ9x6I6dYLwB6BadlqR4s13N+7B466Ta3ZYfODr1GfPPO8Kq/LZh2kuTW9+fvR8geexcOCrm/fz+YZndVm471aKx+57yrTOwHNZO/Eg1anjzN/9pe+LYtA1O3i2+ew7bqA88ciTrleUphqRicVH7qF67tj3tI3PFZ3SMnN3fek7Vmg+E8IwpDp1fJPg/n6hfPYIKw/f9QSy6z9DFncrRZYPfvNpiY7KuaPf82v3/ULg+8zf8xW6pZUfdFO+KwSei9tpAZHidPG+W56SUF459C0a82ef9XjVqRPU56IFBkEUSfSPosQio3/fsZm/+0u0Vp5ZvPIorEaF6tRxuuUVarPPvhgE0fhaOXf8BbeIIGz4n4fP0q4wDHG7TdprC9+PZj0nuN02jYXvrTrvBUd2tYNocIo9A1cUBFME7pcBEMSRJ2xTBegTQAh9BEHCqmUJnQBUkdhlz1yRRBR3bvyvSuh+45kbKgj4o1eDICE7Rdo9Z9DMPszuOorxvauI89SnFrjgJ34VgMAxufN33/19fzn9KOBCfYS96iBvXPgLPlq/C11QyIpxPpC5AU1UeG/6Rd9xhZm0ZPB/+n+W/5l/E2W/TY+UJCaoPGTN8K6Vj35Hx2rbTX7/zvdz6+lPktV72NtzKZOV42RjPezvv4q4kiIIfURB5L9c/WE+9ta7+ZVr/oCM8eTysKIgIokSH7z2D/n42+5nV89F/MmB/8of3/NBwjDg6+f+g7d+ag93z371O2rjeZzH/02w7ZAvfSXkfT8f8PZ3hvzpn4fcex+IIoyPw8UXwkAfuG7I2nrIN24L+Zn3hyyvRO+1hx8J+Po3AjqdFy5hcB4/vHh8sNhcmmL1yN1P2kfYqPCkprJYjQorh+54ghLo2xGGIasP34VVLUWfnyIIdc3OdzXZr0weY+6um55yW2d96TsmrWozp2kuTWFWipt/q06doHj03uddPRQ+ar0hRlUMH9/2dnEeu1Fh5eG7qEw88lRf34TTaT0hHdXttJ42KH+q65Mc3k7scZXAw43vilLULt82CcPweSfdPMsk3jtMa2WW0qmDT9rudJqYldVNYq77uHv2hP3aDebuuukZ++ij6JZWqM2eedp+Uzp1kOq5524tEe8ZJD2y49uOcYiFe2/B2QjY4anvw+PhdtvMH/gqq48ceM7PSae0zPKhbz2p3wa+x9qJB6lMHgPCxykv/Sfs63Saz/ke1+cnsJtVPLNDc2ma9ae4X98tPKtLp7T8jMRSuziP06ptKlO1VA4l9szG+sVHDmA1Kk99TrOD2209bVp36fTDlM4c/p6oVO1W7YmKtO8AVqPCwr234Ds2lXPHn5PXn2+bhIFPdfrkd3XOb4dndb+viwNrx+5j+dA3seplYvl+JFWnMvnEMTEMAkRZQdafvUDF0JU3Mn7DW4BI5TV3102blYndbvSMdtaXn1Pbio/cQ2NxGt+2EOWo+Ft7bQmzVnra7zQXz9FanqZdnH9O53iu+M/0K4gWN+DZx6bgu3wPuGaHTum5XdfvFGvH76M2c5L22iLd8ur35JgvOLJryoleBM80MQn8qc3/C+K2J20fdpsQQsvIou/OgiCQffs2lF7jGc8dEWcaCAVCQX/WtvrDVyCEPm0roCMsoDu9jC6/k77RFz/rd/+z6Nt/Nb37rwGgtTTN/X/2wR/IauYPGz7RuJ+/rH6DMAw5ZS3x9c5ximE0IF6qj/Gnve/8T5clFgSBt6eu4OOD78cKXczQZafSzxlnlY9Ub3vWSXcYhnz4rl/kvV+4lvvmv84vXvu79CVHuH/xGxhynC+d+hjv/tzV/MHdv8iBuVsAuHLkRobTT34WngrD6a382Wu+yH+5+g/wApeAgN7YELZn8vt3vp9fvfmNmM6PRiWQ8ziP7wUefWY9D/7270KCAK5/MVxxOcRjsLAADz4Et30T7r0ffu034G0/FvI3UdFWPvBL8Ou/GfD7H4b//YfwujfCB34p4L/994AP/XrA8vL5sfs8vjs8/r3/hOBOECEMn/S+eZSsCh8XfAbuk4PCRwPBMPCxWzWmbvvUxufwSXON5Yduo76xEm63aqw8fPdmwPEoPNtk7q6b6FbW8KwuAK2Vp04Bs1s1SqcP0S2vbLbfblYpnTnMxFf+hXYxWoW26mXKZx7Gd2w8q4tZi6phPz7Iby5NYdVLTyDAvtfwbBPfsUmP7UKNR0H641fURVFGUjUEQUDSDKx6+UkBVOB7tIsLzN13K0sP3UZjfpLSmcMsH/om5TMPP0mRVJ0+yfw9X37S/Y33DtFanWfmjs9Hx/Wi1EVRemxeUzp1kMX7btn8bLdqVCaOfs8Iwc76EsWj92DVSoS+R3Jg/En7BI8jGjzL3FTGPYr22hJrxx/AqkfX6fFBj92qbfahx2P91EM05s8+LQniO9YTnhHfsZ8xoLQaVbqVIqUzhx/7W71EffYMy4e++dhveRavvPKZh2mvzlM+e5i5u7/0jHN1t9vGs00Cz8O3uk/KEnG7LVorM7RXo+Da3+gXCwe+QnXyGE67gVkrsXLoDlYO3kF16vgzkjq+61CfPc3a8Qc2+5jbaVA6cxirXn7G39VamWP1kXuecZ92cYHSqYNPONa39zNZjxHvG9l8bnv2XkG7OI9Vf+J9bCyci4gzz8VqlOkUF5+SPIz3DjN4xY2I8pPn8oHnoqdz9Oy5DEnVWT54x5OC9rm7bnrCPX8qPDrmrD58F6c//w8Uj933jPs/HnazSre8itttE3gObrdNa3ma1YfvfNr9H02re5Q0fDbFznNqR7vB0oPfoPIM6sT22hJzd920eW9qs2eekfx5PMxaiaUHb8Nu1TeVm4+S1m63jZpIkxjcEr2rHofA96Ln+3F9P/C9Zx2fHlUrt5YijuDR/pwc2kJzafo5jW/d0hLV6ZObCwLlM4dYO3bv0/7mpyOvPav7jOdrry3iWV1cs/OU6urVh+9i5XDUH54ttg+DALtZfeLfNvqJWS0+o5pVUjWMXD9qMvuM5/h2rJ98iNKpg0/btjAIniTCcTutx8aYbvtpCfBHibra7BnKk0ef9vjNpannzHv84C3yvw3NjXSPZ6rGGAaP5dKK0pOrHo5UJ3i490pCwP7HGwhfchPG3me/kYIgIUjbCf1pgmCKUPtZBCH2tPv7Y5Ev17nVaBBoxSPZnXWoTmz7M6vIvhe48Q8/y+fesRvP6rL0wNc58R9/yYU/9WvP+3l/GBGGIX9Vu52PNe5hu9LLUXOBR5x5BOB6Yze/kns5O9Vn9nT7TrFfG+am4Q/S9E3GlDy/W7qJjzXu4UB3kg/3vI1d2lOXVW45dY6t3k/TrvG+y36Hzx37Rzp2k1dsewe3Tn6Cmllif9/VfOi6P+PyoRu+q7aJgsib9/4sL9/+dr50+mPcMvHvhIQIiJxcP8gHb3k9v//yf6U/OfrsBzuP8/gRxi1fC/n6N0Le8PqQb90Ju3bBuano36OQJDB0GBwE34dX3gif+gw4DsRikM/BwiKUN+b7ugG1OpydiPZ/50/B+FjA3r3wtrfArp0vuHWo83iB4vGB9uNVV6IkY7dq2Gt1ZD2GnImcUGUjWi03K2vE+0doLs2Q3bYfI9cLROSQ026SHBzHbtXxrA7xnqHN4Kp85hDlM2yupodhSHJwK4KkYDUqmJUixSN3YZZXSbzqxx9rp+sgSDK1mVO4nQYj173usW2+v6k8crttmovThIFP5dxxSqcPMfaSN7F65G6qUyfwHRtZN0j0j9JcmqZbXiFWGKC1Ok9zcZJYz9BmGguApOj4rvUEAmz+wFcJfY/RF78RUZIicu3UIdKjO4gVBhEV9TuyovAdi05xgcyW3ciavnFdHpuES5qOIErouV4EAdaO30/g+wxefgPaRpCx+vDduN0msVic+uzpiJhxnM1AqFteoe/CazFyfQCbqTm+Y20Geb7rUJk4yuJ9t+LZJmoyEyknJh5B1o3NdnXLK3i2ycrDd9F/8Ytor8zTWp0lu30/lcmjZLbsQVJ1EISnvA7d0gorR+5GEEWGrrgRPROpyRvzk3i2idUoEwJmo4xZrxA+7hhhGCIIAr77GAHTrayiJtKbn+1mlfKZQwBkt0Wl6x8lEZ12g9WH70JUNEave+3T3o9vx6NKiUe3ebbJ0gNfR08X6L/kqReo3W4Lq7YOQGZ8D6IkbQZXoecibJApgesgqdpm+yTNQFJU2uvLrE+ceEw5ZVvomR4Cz0VSNQLfx+02N/sAsJk2OXzNq0m++PVPapOWzJIa2ka3vIIgyWjpPBARPEoixcrhbz12HVyL5tI0oqzSrRTRUjmyW/dhN8oo8RSyZuA8qiYShE0CMQxDOmuLdNYWN5/zp8KjipxH7+m3IwwC9GwPzJ3Bqq5j1daJ9w6zeuRuctsvJDm4ZeO8JvG+GImBsShdWhDorC+xfvIhhq96JemxKOumNhOpmQavuBGA1uosiYFRtFSO2swplFiC8sTRqIiXJJEZ3UVIiBpP4TsWlXPHSY1spz4/iZHrpbU8Q3PpHG63SfzbfmdnbZGePZc/7W9vrcxiVteAiABtLk2T33ERnfUlkkNbsRsVjFwfgvjEd7ndqDJ588cRJIntr34X4ze8hdrcBGZ1HSPXi+86nPniR5E0nT1vfj8Aq0fuxm7WMHoGN0kMQRKf1B4llkLP5Ak8F6fdRBAFtNRTV/VrLs+wfuIBfNcF5insugSInm3ZiG8+j80Ns3enVUM2EjTmz7J2rELP3itIDI5DEKAmM0+6/48SgaIss3bsPgRJYvCyl25u9x0Lu1WjtTSNKCuEYcjyQ7cBAqnhrQxd9YonHG/hwFeJ9QzRu+/KJ/z9UWXwyHWvQ4kn6b/4xQhSRG14ZgcQaK3M0llfRs/2bI4jT4XU8DbqC+dor86T23EhrdW5zW1rx+7dfBZcs0Pp1EE8uwvhU/f7teMPEO8bRk/n0VK5J/QD37GZP/BVrFqJ/I7I/7t331WoyUx0LTbe475jsX7qIN3SMuM3vIUwDGksTJIcGN8cbyBa+GgtTzN01StRNt7vjyeSqlMnnnDdwiDAs81ojCfEade/44UONZ4kcO0nEJKPR6e0THXqBCPXvBpBFKP7e+ibCKLM4JU3snzwdvRsL/1P4W8uaQbt4gKirD7uvfXEMaZdnI8sC8KQXD7/rO19wZFdKUlAJKTwjGTXMqAALoLwZLJrtLUM0byNw5MtLgPMM88ugQYQpUvw/WiF0rO/iKK/6+nbkR3DL+xm4r7opRzIFprUS+mfTpP7iR1P+73vFURJYucbfobTn/0blER6kw09jyfCDwM+XPkKn28dJiUaTLnriAj8Zva1vCqxn4L8/KWd5qUEeSmBG3octucQgEm3yK+t/wf/Ovjz5KVoUt6wqvzlff8vb933c/zjwd+j5dR5y9738S9H/oj+1DB/9Mr/4P+7/zfZkd/PT1z4Qfb3X/09aV9CTfGuiz/ET1z4K/z2bT/F6fXDmF6H2doZ3vuF63jD7vfyy1f//vfkXOdxHj9smJ4O+OznYWYGHjka/U2SYMs4vPbVcNGFsLwCl1wikM089tLy/ZCLL4aTp+DwwyEnT0WqsPe+GwYGBG65NeT4iUgV9vKXQ18vHDsOt34NHngQvvrUmV3ncR5Pgv94sutxq8xaOk9hzxV07i3huW3C3V2cdoPAi0gfQY6IJ7OyxtIDX0ON/xhGrg+7WaM88QjV6ZM4rRp2q06sMPSEoCnwXJYe+Aa5nRcRy/eT33kRc3fdRH3uLFoyg6QZBH7UrtrsGRK9w8h6DD2dp72+jCTLOO06aycejCawghgpMUQRq16iPHEENZGmfPQAma0XbBJ6wUYQ0F5bYuHAzVH+8MY1iPcMbqpdlHiKubtuorDnCgavvJGVg3fgWV3axUVcs41vm/i2DWFAGAhUp07SWp1n/dRBctv2EesZIjO+GwEBJf7s8wNBlNCyPXQra7hmm8B1nkA8auk8ma37qE6dwO22cTstarOnye+4cJPocLsRqeVZnY2JvYigKNitWkRaKSqlU4cYffHrMavrlM8+TCw/gGd1N8mu2swp5g98BUkzaC7PUDx6D7IezTG8bgdRUXDaTbqVNeI9gzitGmZ1DT3XQ3JoC1ZtnebyDEHg01yaoltaYe/bf4nQ95E0fVMp01yZxe02kVSD9toSshHHs0zKk48gKVH6j9tuYLfqmJVVVh66ncxoNCeev/tLJPpGkY04ZnUdz+oy9uLXI2lxAt+jNn2K1soMTruBmkhvkkul04dQ4qnN1KTAtTGr61j1Mko8SaLvMUuTpyrUUDp1cINk2giegoCBy16KVSvRWDhHvHeI9ZMP0bv/arqlFRrzk2S27qVbWmbw8pex/NBttNeWaS5PoSUyAJuKFd9zaJ47HqkLK6uoySyDl93AytF7WTr6IIgiA5e/lOnbPk17dQHX6lI8egA1laO5eI6R616LGksShiFhGOB2O6wcvpP8jgsjpZfVpV2cp3f/NRjZKLhRYkmGrnw5Vr2M7Xv07L0CgOq5YwRBgCAIeGab1uo89bkJ9GwBs7JOt1zEqhXpu+hFJPrHKJ06iFkr0S2vYjUqqLEElYlH0FI5koPjm9fvqQgtz+riWV0C10aQ5I0YJESUVarnjmFW1+nZezkj172O+Xu+jCjJhH50P6tTxxEVdYMoDWnMT9BemWfkutewcOBm2usrdNcWqc6c3CS7BFEiObhlU80GjylrGguTWI0KipGgtTKDrBq0lmcQZYXs1n34rkO3tIyR7SVwLMxykbUTD9AuLuI7NvWFc2RGd2wG/Zkte6NnavY0Rq6fjm8RitrmNfAdG/txPnP1ubORCvD0IdZOPIBiJMhs2UNu2wVPuGbT3/wsnfIKntmlePQeRl/8Rqx6CcWInlO7UWPt+P3omQJut7WZytdcmmbp/q9R2H0pAL0XPDEGqGwoYMZveAuNxXM05ifQUjkGLr0+IuPXl0gNb9/cv7Uyh6TpBJ73BAXc3D1fJjO+l8HLrt/0gAx8n8mb/5Xk0FaGr34lyw/djlUvM3f3l3A7TYaveTX9F12HrEfiELfT4tTn/pba9Em23Pi2iKAZHH+C0sezTFYfvptOaYl4zxCe1aG9toiezlOdOkHrwM0k+sfou/CaaCyU1Ce0MwxDnHYDLZmN1GIbKuZHiXeIxl01kaZbjlS9Siy5+d2lIwfomhaSpmNWiridFmEYYlXXEBWVwHVor8wydv2bIQyfQFY57XpEdtZKJIe2IskygedGfSXbh5bO4XabkXF+GDD64jciEKmhtHSOdnERu17eHLcD36N47D60VA7XbON2OzQXJ6O43vcJAx+zuoYoK9RnT2M3KvRdeO1mex5VdZ367N/Qd/GL6Nl9KbXpk7RW51CTGbqlVexWneTAGJmxXdTnzlI8di8Dl1yP3axSPHovmfHdQKTGU4x4tFDWrLN27F6y2/bRf9GLsFt1JFVDUiKivnz2CHqmQM/eKzBrJTpri7jdFqKiRan0YUjgOUiqjtOu47sO1XOH6VbX8DbG8cePK4Hv41kdWiszBJ6LZ5uIskxjYZLG/CTxvhHyOy+itTqP047el4Lw3BaGX3BkVzMIifO0ZCFh6BMGK4AHKCA8maUdmfgqbHkDiDJtPzpQ4trnptqR5KvxnU8A4LvPTHYBtEevp9F9CFkEzwe9OYjTbOKVTeTCM6dNfi+gpXIgCLjtBurjVjPPI4Ib+vw/a5/ibnMCgGZgkhFi/J+Bn3laZdXzAUWQ+cnU1fx59eskBY2i1+Sdy3/Lhwtv56rYNiRRZqE+yd8/9LtMVU5w6dD1fOHUPyKLCn/+xs+Rl4f441d9Gk1+fvqUJMr80as+Tdtp0LIbfOroX/D1qc9w0+n/w3x9gj94xaeQpRfccHEe5/E9R6cT8od/HHJ2AorRwi26Di97KbzrJ+De+wV2bIcrLo/eLbt2PfkYkiRw+WVw+WXw3ncLmGbIocOwfTsMDgjoOpw9G6Lp8OWvQKEAH3i/wFveFLLhK8rsbMCnPg0f/C8CyeTzV/DkPH644bSb1KZPkRrdQeB7lCeObAQAdVorc7TXl1DjCToPLyFKCsnBaFXYadZoLc+AKETkyeQx0iPbkfUY7eIC8d5hzFoZQRTp2Xs5gWtTOXeM9MguOutLOO06Zr3E4KU3oOd6aS7N4DfXyQ4Mkt4gNprLM5ROH6IyeYyhK29k/eRD6JkCaqyApMWwqut4joWe7cVpNwiDgMKui/Esc0OZVqe5cI7a3FnCMEDRo0m4Gk9GZNoGn+R229RmTiJp0Wp3czGSXVYmjtB/6fVktuxh5o7PI0oS8d4h6rNncDotRl/8OkRJwW6U8cw268cfQJRVlHialUN3IEoKfRdfh9NqPCHwfxSe1cVqVFk/cX+UthmGm0qgbrnI0oPfILtlH7kdF9KYm8CqriNrBu31JYxcL3azytrxtYjM0mL4dhfPNgl9H6fTJHBdRElB2PABC3x3MwhIDm5DACQl+s2t1Xm66yvECoOY1TWMXC+SrCEQkZNOp0FrZQ4910drZRY1FmfrK97J7Dc/SxiGjFzzatrFBcoTRxEVNSJRmjU6pWVq0yc3A2fYUBCGUb2vxuIk7dVZJM2gsTBJbtsF+I5NZ30pCm5D8F2bwHNZuPdmANprC7RW5jFr6wSuzey3vogoq6SGt+K7DvG+EVqrCwSei1lZwzW7hIFP6dRB9HQB37GQVJ3isftozJ1l9CVvICgMbt6X0umDlM4cYvRFb9hU+XlWl8bSNKnBLfiuy+TNH0fWDJR4Et+xECdUJEWluTRDbfoEkqrhdlvkd14cBXiqQbe8jKwaOJ1mVL1MFJEUDd91aC1PY7dbBI8jYjrlIma9RHJgjMX7biXw/YjkPXrvRnC/RPGRe1DjKQavfHlEsi1O47YbmwGdpGrImo7bbVOfPYtndlk5dAdKIkN6bBez3/o87bUlttzwFnr3X4PVqGySAI3Fc9E9zxbwXZtYYYDS6Yfw7eiZU+NpfM+hvTpPp7SCGk9hpAukRnduEkphGNJanaM6eZThq1+FrMcIfJ/GwiS1mVNRMF1Zo3z2YexmHS2VoWfvFVTOHcNuVMls2c3CfbfSmJ+gZ+/l0bFdm255JQrgJRnPNnE7LQRJZvLmjxOG0FlboLU0jZrKbrYj8F0EScaqlemUVuiWVkiN7KCzHqVM+65L6fRdGLleMuO7CT0fQVKYvPlfkXWDrS9/B8nBcXovuJrq9Emy2/Yh6waViaM0FyZJDW2hePReXLOL79p0SivUpk+ydvQ+hi+4nNjWCxEkieLRezHrZRoLEyR6I5JVS2UonT4YeaXZFo2lGRpLU+S2XbCZsqUlMwjCxjMbBrhmh4UDX8HID+C7FrXZ0yQHt5Ia2grA9O2fITm49bFKuK7D7F1fQjHiWPXKpvrqUYIuDANKpyMyYeMPAKyfeBC7VcPI9uG7DiEhK4fuQM/1EisMEngOZ276R3ovuArFSCLrBoHvMfHlf6a5eA5RVZE1g25pBd+xkRQtIspcB7fb4twt/wZBwNBVr0AQRZYOfhPftbEaZRYf+AZGtofk4DieFdmjiJKC51j07r+a6ds+TXmDXIWIZLRqJYrH7sdu1bGqaxj5SM3aXp1Dz/QQ7xlk5fCdrB2/j8HLXkp2yz5816ZdXKA2c5KeC65GIEofDgIPQRQ3F3kAZr75WdYfvgspkUFL59DTOTzbIvS9KF0y8PFsMyKvy6v4rvOE8b8+d4bm0jRyLEHoe5Qmj6ImczitKo35iU2iVI2nCHwPs7KKke+nW16hW44KCzx6/SBKlxZEKRoT1pfxum3q82cJXJfc9gsQRAlJUYn1jjwpRdt37Mj/sFaiMT9Jt7yK06hQnT5Ffe4Mvfuvxq5XUBIpQs8lPbqT6vQJOsUFpm77FIWdl+K7DlYjIszWjt27eWyn06JdXEBSNXr3X8vKoW/RLa/Qu/8a6nNn6FaKrJ14ENdsY9UriJKE1WrQXJhk7zt+CdmIUZ+bID26A7tRQRAlREWhuTiFEotTnTlNSMjwVa9i9cjd1OfOEoYh7dU5ctsvxK2XaC3P0F5fQtFjuGabysQjtNcWSPSPoSZSm0rnZ8MLLno9+WwVEwUJUfkxAvffQcg9pXTWWLiP/vIca7mt+FK0PX5573M6vyBuB2ErhDPAsxMLp6aiDiKKUBAHyTT2kXzFMIHjEwbhZkWE5ws7X/duUiPbuft3383Rj/8hkmrgOSb73vHLz+t5fxjghB7vW/1njtmRv4cA7FGH+Lv+d5OTnt348HuNn05fx+X6Fj60/ilMr0XV7/D+tX/hzfFL+f8V3sxFA9fy1bP/SkYv8PDyXQBcN/Za4loKfJ43outRCIJAUsuQ1DLIkkZ/YhTXtzmycg8//umL+fs33kZPcvDZD3Qe5/FDCN8P+bd/D/nXT0QqLFWFrVthfBTuvQ9+8QOReusnv4vMXsMQeMnjMmW2jMGb3wQHNuYV5TJ8+A9Ddu6AX/1g9M74u49GPmA/9o7wPNl1Hk+L+Qe+Qau4QEgYeQytL6Olsoy9+A10y8tYYZGe/a8m4Y5Smz29uZLYXJlFUjVEScZq1mguTEQeQZJEYmAcs7KKZ0XG85XJo3TLq9TnJvBtmzAMoiDV7DD5tU/QXJgks3Uf9toMxeIUQWqIeP8YzeVZ3E4Tp9Mk0T+CVS8jxxJoqRxqLIFR6Ke1MkdzYRIj04NZW6NdXGT95EP4jhUpewhpzJ3B7baI9w6hxFOIsoLn2HhmBz2do3jkbhAFOmtLpIa2MvX1T5LfdSm+2ebQ3/0OajyFpKh0y6sIkozn2NjNGlPf+A/Grn8T3coaTqeFkkhhNUqsPnwX2W37EGWV4//+Z6RGtrOz/z14tondqBIGHiAw/c3PIsoydr2CWS/hddv4roNndemZO0tt5gyeaRLvG6a5OodVWUOJJWjMT5DdfgGd0gqu2UaAjd+lEpgt3G6b9so87eICcixOon+UbnkNq7aObCRwuy0yYzvpveAq6vOTzNz+GRKD41i1dYxcX+QH1GmSGt6B1SjTWJjcSFkhSrP0fcoTRxlYmqaxOIWR7WH1yN00l6bxrDZmrbQZ/Dzq92Q3q5E3TKuG3aigpfP4jo3baSKl83TXVxBllebSNG63hVkr4XaaiLJKenQHgefiOzaioiEIkUrPs01Cz6O1MocgSSCKCETpR+snH0SUFdRUlvLZhwl9j959v8TCvbfQWJik76JrGbj0+iiAFoQNRVyAVS/TWJxGkhU8y2T8+jdFREkQbRMQmf3W5yidOrQRxMdQjDhhGJAc2oZrHqUy8QiSqlE+e4TEwBh6Ok/geQiCSHniCIHrEO8fxWnV6dl3BaWTD+KaHeqzJxEQMPIb6isjjpbI0FiaJnBstEyBRP9IRAy1asQKQ0iaTqxnkGP/9icIgNWskdt2Ae31Jepzp8mM74mC5A3iJb/nMipTJ0j0jXLyM39Dbeo4vuuQHt5GGAYYmR4ESaG5MEm4oYj0LZOuu0pj4Ry+YxLvG6V49F6q0ydxu20ESUZWNTzbREvnGLjiZSzc+1WcdoPm4hRTX/sE2W378KwuoqxQOXec9RMPEgQBsfwAi/fdSru4QBh4JPrHOHvTPxLriUhvz+xgNyr4bvTMBb5H7wVX4Ts2i/ffSmNhMvJrE8AsL9NamiU9tivyewsjxdfywTuI9w5SPnOE6rkTyEaC2vQJBElh6f6vkxqJ/GoFQUAx4qRGdpAbuZji7feRun4HihHHMdtMfOXj7H3HLyHICoU9l6EY8cdSSj2XmTs+T2NuAtmIUokFSUJP51FiSYx8X5TGGoZY9TKh52LVypROHSQ5ME7ox+mUVon3DKCne1g9eiAaP4OApYduI/Q9REmhW4mIKEk1CEOQjQSB52yqj9xuC0EQMRtlEoPjNJemacxPRCR/IkNl4ghKPIXTaTD2ojegZ/KbfkvdyhoLB24hObyd9NBW1hcPUZ+bIAhctFQOs1GhOvkIerY3esbrJRQ9htY/Tnv1MI35CSRVR4knNwjdwzidJj37rmTgkpdQPHYvJz/9EfRsL1ojBYKAYiTxbIvq9Ensdp3slr3Upk/QWVskDEIkRY0UnrUyZ276R+K9Q+S2XkDg2mjJDO3Vedxui/LEURL9o5RPH8YoDEQeiwK4nSZKIoXbjpRA5TOH8Ky9rJ98KPKMk+7Fs9rECkNsffmPARGZZWR7qUwexbdNlESG9sos7ZU5Lv6Z347GQSOG0TNI+fQhEgPjDF7+UkqnD+GZnWgMN7vYcoP1Uw8BUcpuYfdl6JkCoqyiZ3tx23XM2jq+62y+g7Jb99FcmsZuNahOnaA2e4b02E52vPpd5HddiqzHmb3zC5sehbkdF9H41hfwXYf+C69DTWTwbIvG4jlEOVJ9WZUiykKS2swZzGqRzNgufMeOxuyVWRrzURqsmkgjKSphEEReXNkePLMbqY09d0Nh1cBu1mgsTZMcGEeJJwkci+WDtz8hnbtbXsVu1shs2QNhyMKBr7J+6iGcVp3UyHZWDt+5qbI1K0WSQ1uwG1Uq547hdFqc+fzfo8SSqMk0ywe/SWp4K6IkoSYyWLUp7EZ5U63Ws/ty7GaN0skHCREQRHFjDNZpF+dQU3mMbM+m71+0GNRATaRYPng7vW/52WedJ73gyC4PUJ9tp3BjsJCfIs++U0YIfXrmV1jPbKG6K4+UUVEGnhu5IQgCqv7LOOavAWWCwEEUn75FMwe+DkBcE9iW1zGPQerGYRZ+/m5yP72T3Duf33RGWY8xfOXLGbnudSze/zXWTjzA0oPfiPLcR5//VMoXKszA4UPrn+KYvcBWuYclr8qwnOOfBn6GhPjsxQeeL+zRBvmPwV/kv659kpP2IngOX+oc4YHmcdzZz9Nn9FMxi4xndvM/XvpRxrK7yKay1GrPLQ33e4Ubt72N4fRW3rrv5/nf33o/98zfwk997gr++o23sKtw8fe1LedxHs8nTDPkK18N+djHobvhebxtK/zKL8Pll4k0GiG/8AGekKb4n8XWrQIf/C8Cv/LLIdMzcODekIOHYG0dfulXQsbHQq66EvbuhR3bRXw/5Navh7zmVQKyfJ74Oo/H4Jod1EQ68uYpLuK0avRf/CLEjUlv0PUoHz8GehgpWGQ18uQpLmC1agiCSHJwC4mBLYiSzPKhO4AojU5SdBqLJ5m8+d9Ij2zfVByY5TVihQHqCxO4nRayHkMA7G4bu9OGrk97bQnftkgObcHtNmkuzWA3a/TsvZL2+iLp1k6cVh0lnkRL5/EcE0RpwwcpWih0Ok1aKzOIkoQoKTjdJnq2l87aImZ1HddsM37DW0kMjFE+8zDN5Zmoup8oMnDZDRR2v5SVw3fRalRI9o/hdJq0V2dBkPDMNnazxsxtn3msklYQ0FlbQksXqM2eJjW0DatRprD7Uhbv/xrTt30aLdODsuEj4rQbqPEUtbkzGNlerHoJLZkj8F3aawv4rh0ZOtdLkWeTZWLW1snvvpTQc1k/8SDt4jxhGKCnC0iqxvCFV+FaXURJwayXkLst6vMTrB65m8z4HkpnHiZW6MduVpGNBLN3fpHikbtJri+SGduFnsrhthsgiJiV1U2Ptm55BSPXh1Urkdm2j8rZI0zd+m8kB7ZgNatIqo4giridJu2V2cjbShCoTh3HaTUwcn2UJ44w/Y1PI0gSuR0XbvrG2K0as3d+EVGRIxVaEGIUBiJTfEHA6bRYuP9rNJamEUQR3+zSra1hZApIqo5rdiIj8w3lXxj4G6mmJrWZ09TnzqJne1g4cDP1+Qlcs838PV+ls76CVVvH7bZJ9I2wdux+uuU1gtAjXhhk9cjdmLUyXreJrMfpllYioi6T30z9cc0OPXsv3/A7e4T+S15MamQHYeBhlotYtRJGro/auRN0K2sRKReI+I5FGPi0VmbRs700l6YiX6ANYgzggrf8HLGx+zj2b38Spb3NTxK4Dp7Zxrct3E6TRN8Y5cnjNBcm0TI9mJVVnN4htEQ6Sjc6ei+ioiBrMRpLU1RnTpEa2obvRASDns6hSnJUHCGRZuCSlzD19U/iWp2NqnIKrhkpaiJ1i4hZKWIGPogSSiyJrBl4loVndkgObmHh3ptZPvhNZC2OpBqoySxWvRKp604fZvng7ZE3mapHaVDH7kcQRZxOkzAI6JRWaCxOkRnfTawwEKW52iaNxXMc/ZcP07v3SvouuoYwDCk+ci/x/hFi+QG65SJhGNBcnsbfUNZomTynv/AP5HdcGG33PYx8H0auj/baIkoihbPSxlnuIG4BNZmlPnMauZ7AMAaonjmN023TWprGrJfplFdIDWyh79IXc+7WT+I0qwxe8TLMR1Uq3RZaJh/14Q3Scv30QWqTRwgljYFLXgSAEk9umnDXZs8Q6xlES2Y2izKEvotrdTn9hX+gOnGE5PB2vG5rU3Vn1tbR6yW2vuytzNzxeVyzg5HtYf7eW2ivzEaEVqNKt7pOe2UGEKJ0PVHCKPTTWVviyMd+n/zOS9j79l8g8H1ay7O015dwzQ6+1cF3barnjiMIIvG+YdxOGyWeoD5/dkOtqNEprYAoRUS0JCMbcWrTpyAMItVMGGDXSlTOHSPeM0R9+hStlVmGrngZoefhOSZ6pkDpzGEC30VSVNxua6MvRMo6r9OgvTqHVS/jOxbpkV3UZk+hJjJImo7v2NRmTmNWitiNKqnRHUh6DLtRwTXb2K0GnbUlrFqJoStfxsqhbxGGAdlt+1g//iBWs0p+xwXUpk/Qd/FL8B78Bp3SCuXTh4n3j9CtFBEEiVAQCXyP6rnjSLJCbeZUpKRyTARRQI6nkI04giTRXl9AM9tYtdIGoR6NFa2VWcIQslv3UmlUMBemMKtFEgPjSIpKZfIoaiKN22lhVteRVZ3W8iyTt/wrmfE9BJ5Da3kG3zZJj+5i5eG7GHvJm2jMT7B2/D48q4ukGST7xzDrJXzbIvQ81o89iGzEkIw47fVl1k4+hN2q0SkuIKs6kqIiqRpaKkt99jRWs4ZZr0Sph1qMnj2XY+R6WX7odlors8R7BkmNbMdp1TDy/didJjO3f4bc1n2YtVLkOSmKkUdcGHENTqtBZ32Z2Tu+EKUuixJ2sxqpSBfO0S4uRIsCQKxnkPLEI5iVIpKi0S0tkxzaSmNuErO+BggIkoLTamyomT2sVh0jXUCOxXE6DXIDo1j1dQiivq3E4ujZXrqVVQRJIvT9qP/+sJFdQQh2GLJfenp3fc/5HGGwCojI2nuetF1aiQwT06frBFdIqA0b8arnJnN7FKJ8AYKwhTCcxen8Alr8DxHEJx+jU1qOzAh7BzBrRQq5Iqt5lconJvDrDmt/cYzMm7Yi6tJ3dP7vFI/moouyvJnjfejv/zs3/sGnvyOT1R8VtAKLn1n9J845a/xS5mV8uf0IaSnGPwy85wdKdD2KrBTnnwfeR8M3eXjxm/xhcIw1yYVrfpxXmjmu0bdyw9Y3/0Dv3f7+q9jffxUAP3HRrzJbm2CxOc0f3/0r/MmrP0sh/v1LAT2P83g+UK6EfOGLIV+46TGSSxThfe+Fr94KK6vR85dOC6TTT3+c/wwEQWD7Nti+TeBn3gOWFfLJ/wj5+L/B3HzkD1YsBvT2wL/8K9z0pZA/+jD09v7fN66fx1OjU17dTH1zrcbGaugCq0fujjyVZhZpTs2ij+YQRIEwCFATKbR0nubyNE63jVldw2nVSPSNEPoe3UqReGEwUh2FIYHvbBjaj9JYmIiMfwURz+qgGHGMXC9Oq067WkGSZXJju6hOn8J3beK9QzSXLKxGGd+1mb/7S/ieS3NphsbCZJQ2o8UonzmCa7ZoLkxCECDKKr7VxW5UKXePktu+H7OyRuB5SJpBp7yKnkxjVpYpzswihBKCKCJpBkamh8rkIyw/eHtkuh34hGFAPN+P26zQWFkAQSQbBhFJqKo4rfqGZ8s6ntlB1jQ6a4vEN/zGpm/7NGathJHridpmd4n3jVCZeAS32yZWGECJp8hs2U28LwqwnFaNxuI0aiyOlsqjprLUpk+hprIoRoLKuWMEro1sJLCI0lPsdiMiwAqDpEe2ISo6Zm0dWdPolpfprC2gZwrY7Sal0w+jxBJomQKh59KYn6SzvoxZLwEhgqzgmR3CIMCsRYGTpMdIDo6jZwq0VudREhn0TAGjMEBt5hRWvYSR70NSdXzXZumB2xBlmfzuSzdSV1YJg4BupYgkRymWzeVpJEVHlDVSw9swyyvYzahiYmpoHN/qYpaLVCYeidrerEUKCsvEsy2MbA9GtpfG0hSB5254tIUosQxhI6oYRhBQOnMI37VJ9I/jtOtUp45jVtejwNr3cbttrHqJMPBRtDid9ajKXrw3iVlvoafz+K5N5ezDyEYcxYgjd1pRkK/FEARQYwm2vPStrBy6i9LxQyRHt24EfAGBa6HEkgiPvi8ULTpH+CCykUQ24rjdNkZhgMD0CDMhTrsVqUA6TWzfQzHiSKpGu7iA04h8z8x6CT3Ti6RqJPvH6ZRWaC5OEe8dprO+uJFymIoqNNoWeraAIIhk/N3YjcqGgiJLdfIYpz77twSuHaXiOebm70IQsJt1FMPA6Tgoeox43zCCKONWu3RXiujZPpYeup3lg7dHQbKsMl9bJz2yg/zgflrFBdZOPEBrZQ4EEbe7SG3mNE6niRJL4NsWdrMGgQ8INBYm6ey4CFmPo+jxDbJ5HiPTg1GIrGWCwKc5P0lrZS4iOV0n8oHTDLRUFjWeplNcpL22QGH3JdTnJ7DqZQLXQUvnqU2fRJVzWOUKgesS+h5Ou0Frao4te36StZMHMNtrGIUBqJchCOhWV1k8cDPN5Rn0dJ7SmcOYtRJaKovv2ujpQuRftzSDbCSwGzWsjoWHTeA5KLEUgReRloXdl9NdX4rSZUPolpbpllfIbN0LCJRPH4wUqhsVBsMwoFWcx2k3kI0kM7d/lsbiOZL9o1GFvk4TLZVh+NrXMn/3l/GsbkRGtOpRClzgI4oiajxFc+EclbOHWbj3lk2ljazqiFJE5jeWphFCETWTi5RWhNRnTuOaHbR0nkTfCFaxRn3qFIKmQhDizpxGVFTkWCIaGxWFbqVI4HvEegYxcn043RaeGf0Wu1mLlGDtxqZ5vqhoUUGObE/kzxiEeLYVPadhQGMhIu8rk0fJjO+mtTJH34XXsXb0AEEQ4E4exTXbKHqM1NDWjTHMw25VcTrNzRTanr1XRFVuRYH22grlM4dpry+jxuL4dpdHLdcVIwmEdNaXsBoVrEYFMfSQtEhl7NsWq4/cS7x3CCPbR3N9BsGX6b9iELOysjHu9xP6AbWZ0wSOTeDalE4fxsgUQJSiYgWCgKzHCX0fq1mJfMCCIBp3HJvVh+9EUnUkVcOzTJYOfhM9nSNwbeqzZ3HNJla9iqwZxAoDWNV13E4TNZHBNdsgCmjpaDGgtTRFbe4sXrdNvG8Yg346a4t0y6tIqhZ5HfoeiCJmeYXyuWOoseSGF2e0yNSYn6A2e5r0yE5EUaJ0+jB2q4HdiPzElFgSt1Unu/1CRFnZTGdVYgk6a4skBscp7LqU5vL0ZoVkUZbxHZN2cYHu2hJaJk/o+5j1Mt1qCbsRKTa1VI7U8Ha0dI7Ai4hhPZ0nJCqOEYYhbreNEk/RWVvaqFDroCYz+K4T8R6V4mYK87PhBUV2FUNwQhgVn74qgO/eQRhUQRggMql/IqSlQwShhPGQAO+B5o4s5lu/c4WTpL4Bz/4rYBnfO4msPpnseuSfIuPusRvfiXXfx8mmfNz9ZyjetW1zn8q/T9Dz/r3f8fm/o7YqKoU9l5Ea3sbst76AmkizdvQAS/d/nZHrXvO8nvuFhrrf5ReKH2fGWSchqPx7837c0OfjAz9Hv5z5QTcPgNvOfYY9vZcxnNrGUvUMzXAGckMgiHw2VmdbbpBvdk6xTxtiUPnOysE+H/jCqY/iBBZ/9Kr/4Pe+9X5+8Suv5Prx1/MLV/0esvjkZ/A8zuOFjJnZkE9/JuS2b0bpio9yypoGH/8nGBkR+cmfCFGU7z+hpOsC7/sZgTe8LuRP/izkwYNwy63RtnweFpfgvT8X8tu/BS+69jzhdR5QPPEgZruJGk/hdlqIioJVL2HWyiixBGJKxet2EYSo3Hnkp7RMbseFOO0mRq6PVnE+8nXaqL4IYDXKUeCe78ezunSrRYLAQ5JVHK9G4LuROibw6ZaLyLoOYUgsncFultFSGbQwDQh4G9WrIPKXsTZS3GQjgdNtYZZXETUd3zIJg4Dk0NaNimJ1lFgSp11Hz/bQWVnGtywCzyFwbBBErEYNoSXSrs4jJCIf03jfMPX5s5jlNQRRxO40CVdnEULwG+sIQUgoiZvqLd+1I6XIxoRdUjWseiVS33SjFXrPsZEUFaMwHHl82RaK76EmM4+tMIchndIqerYHr9smCIKNSowynmMh2Sbd8irApv+NrMeQH63k12mycvR+CCPVmCBJUaAmgGxE1a8kLYYcS9AqLuA0KiSHthAvDNBeW0QUJdxuO1JUiBJuu4ESSyLKSlRZs9tGy/ZQmTxKvHeY1NBWOutLdEvLtIvztNcWQZCi4MIyUeIpgsAjsF1Kpw6RHBxHiSXxrE7ksRRL4nudKDg2YoiSDCG4joVVLW0oJJZpLJwjs2UPoijRWplF1g0EScL33I3AaB5BkkmP7qRbWkFPZvCsLmqQobO4hKSpUcBLSKJ/DMWI45ltXDdKo5FVnYV7b0aL5xBlBUEyEEUlWjAMfSRtHUFM4HaSuO0GghyFPq7ZidQLYYDdjsgEq1kj8FxKR45gF+voCZMwCMls2YNnmzRnZyLlVhhG3mVBEPV/oxUFqN0SpWNHaN+7zElpiur6VOR3dslLWHzgG9HviqfRdZVWbYXGQhc904PcHycI/KhSpdXF3SAGBEnCbtYIAx9ZjxEGPvW5sxveY/ZmlcnK2Yex6hXaxXkyY7s2Am8dPdNDdeo4smYg67Go4lu3s2H2HaX92WYNz+nQWV9CTSYRZZV4zxCtlRnCVg08C7O2jrORwut7HoXdl9JYOIeAQGpwHHNtDmmjoELo+wiShFNZZerzf4U+uAM/9AksE8WIIyoqZnWd1vIssXw/ihGntTKL3a4jG3EkRUFSVARJwm03kVQdUZJZP3WQ0PeQYwnwXAgD6vNTyHoUmHcWlzf7Q+CqFGfuottYRk5EBK9vdYn1DCDKKvW5s4iyjJrMRCmYYbjhjaSRHt0ZqdG6LYKOR3euiJ7IoOXyaIkM9kb1uki95OF0m7hWl+zWPWjpHLGeQWL5fnzToTk9TWrPDtrF+U1yTVI0ZFWnM7mEofZilSqYjQr+xqLF+PVvpD57ZlNVlBoYwWk3cNstzJV1REkj1juAIMmImkFz+hyh50cVE/UYsh5Dy/YiriziltsYWR1BjQz+nU4LSVFQEykUI4U1s4DZrqLl0sR7h0FgM0Uu8FzCbnOzOmtt+mREvCYyWM3aZvEIt9NCTaSxGlWW778DJZ6CMMDptumUixtpog4EPr5t0V2eRHQ7OO2QbjVST64dO0DgeyjxFL7VRU9mUaQMhjpAde0Ydr0akTyrC+jpPIIkR1U1sz0kdYP26jzLh+4gCAKy47tR4hmMXC+CIBCG0XNl18os3ncbgefRrawgx9NIpobVKSEn44iSHJFKTgAO1E6fwg1aBJ5HvG8U1+pEfpiNCpkte7BbddSNAiaNhXPReBP4dB0Lp12PFlpEifTIDux2HbNWip7BRJrA96I2tWqUTh6kNTdPKAVo6TSCJOO0o9ReQZIQVZ3M+G7MyhpOs4LTjtJpvW4Lu1VH1o3IH1EUEUMJp93EMztoyQxKLEngOsx/6yZ8z0ZLZQmDAKfbJPR8PMukuTxDenQHvmuTHd9FdcrGaTcJ/Ei55589TGPxHImEgdeJkRzaQnt1nm65iNmz9gTPON+O/BTrs2cwcn34nrOxuFbY8JIcQJZjOGaNWL6PxuI5zn75n1BiKcLAx2nVo4UWx6I2ewZJURFVDRwL7VHVbBjSKc6jP0e/LniBkV2LgYAuwHbpqcmuMGwTBnMbHxqEwQSCtPsJ+8inbyb0BXZtXeH2jb+dvXKAS77DtojSzsedePVJ2z2ry+IDX0cQJc588R940//8S+J3/RYD279J8e6I7Ipd00fpb06Qe+d2pNSzJmf+p3D5L/x+VMlm7iyt5RnivSM8/I+/y+AVL930avhRx4yzzntX/4luYPNXfT/FJ5oPcL85xUd6f4q92pOrdv4g0HXbfOzwH7C39wrm65MsNCbJx3tIZHczJXQICPlw9asoiNwY38ef9L7zB91kfu1Ff0GlW6Q/Ocp/e8nf8j/ueDdfOvMvHC8+xB+96tPkYs/ND+88zuMHianpkI//W8hdd4OhwyUXw6HDEIvBZZdGHl25XEQg/SCIrsejt1fgz/5E4OSpkL/+25BTp8F14Y2vh/segN/67ZBXvTLkN39dQFXPk17/N2Po0uspzU3QWpqKVpA9G7fr4bdMjGw/5ERyW/fSaa1ERIVtRqkaooQo6fglD1nU8a02iUIKU8sjmV2CwINWA8ms4Asqsh7DalQZuuJGKhNHkFUDQYhSl5x2k9ToNnq3bMdsNugUFxGlJIneUTy7iyAr2PUSkh4nlu+P1Ci6EXmpOPO4jXXU7ABqKhulR2l6RPAoCoLdIlYYpD53Fmu5hpr2iG8dJFnYSn32DILbQfbzWJ0yYigS4COpOvmdl2AV1on3DTP7rS/g2xaBbSO3elETIkI6iJQgQKJ/FLOyFlVgFMTI5yRoEQY+nfVljFwvRjpPfGCA0LXx7C5yK0mnVoQESLqBLCYJ/cjs+1G1TaJnAIIA2YjTXp3Ht8yIJJibwtuoNhjvG6G5NIWsRJXeuqVV1ExPVBFsw1hekGTihUG0TIFYPioGkB3bRWt1DrtRJbt9P91K5OUiCAprD9yHj0PgeIRhZLhsZAsgCGjJLK2FWWrNk/RdcAWKWcJV0nRLy4SBj5rIQODjdFukRrZFFTyDKLDy7MizKTm4hW5plRBwqmso8WQUuDUrGyorN0r3C0PwfSTNoLUyD4RoySyB6yAGMmOjb2Otfhfd8hKirEZ+V7lelFiS7lKRbq1I4DmEgYeoKPiOCYKA71gEQYCeypAe2UaIgBgo2OsNYgUFxCzWUgXVyGAUhnC7s9iNJlatspEuFqnLUqM76a4t0VlYQUmmkGSFzvoSZ7/0MRQtqgQpqgJrBx/Cq5t4QRuvbhIQoI/2UJs5TaJvBCPXg1NawC5XcCsVqv5hktpO6o0jBIoQERAb6aT1+QmSQ1sJOxWMmAHJAURVwyytomXyZMZ2IQ6OI8XiJHpHiPcM4LsOWqZAa2mawLWx62U6ioa/kUqEKFE5dwI1nmT4qldGqUWpPIXdl0Y+bLaJWVlHiyc3CdbAbEaEphEnM7AXMVRRUlFVTSPbQ+C5JIe2Iph1vGaFzkoH17YxMgXUZBojm0dLJCkefxBZ00im0oRmL2EswLSq2I0aEOLaXdziQuQLpsfQUlnM6jqdcpFE3zDqRlqr79gEroc+0Iuk6nQ20qDtZi1KhyXyZQs8Dy2VJzY0iGc2Key6hObcNGE3RBIU5ESSxMAo1mKZeuksUiK2Sb7Iqk7ge9jNGvH0CN66jW86ZLfsY+XwtxAFkXCjEqlg1qJiFc4AiphAEKTou+06aiKD3SgRuA7NalSQIjkwhhJP0bv/GioTj9BZW0Q044TdgM7iImZzDS2mI1lVQr0Xr20SNGDtwftBB/SQUAmRFIUQsOolZCNO2KlgLpxE0HOEToikGIRmQLs4jxJLIEkK5mwVOZmIpOmCsOGlFSeRGotM3hvrGD29eC0TQZKi1OFOE1NcRd+SxllO4lQ60FpF7osR2B3cbgU1lkQwEijxDIoRiyo4qjr5HReyeP/XCAmjgh8bxuKe1cFeWiWV3YoplEn0jRArRIslgiihprLRMawaTquOPlDAadSI9wxGqdsblVxlPRalsk23WFy4HWVYxXftiOxanKT3wutI9I+ixJIo8QRup41slBFFkcB1ac0tIGrLyIkEkqrTWp0nlu/HKbdZu/MB0hftQAx9bLOLIqfRk30YvQVy2y5m/ex9KHoK1+5iltcIpQAprlOfPU3gunSLRRQhRegGGLkCldPHI1JJj9Oz/2oa8xN01hcjD8bAxTG7mLUS7dU50lt2R/erVsJ3LGL5PjorU/hOgCzFAYF9P/ZBFu6/GatWQTYSCIGILucQUzL1hUnygxdFaunFKZxOKyp4UlzYGNd6iWdzVM+eI0AnPbybeN8gxbvvR5Z1XK2G025upqsnBraQHBzD7XZQk1mcZhUj10f/pddvENF9lCceoVtawzk+gSyZyAkFsxoRXI8WvhAEAQFIj+0m8FxaK7MU9lxGa/Yk5voc5AZRk1kEX0D3hlCkFK21WZxuF3uljiu00TNR+n3YraHnduC5Oo7ZJvRc4r1DJAfGkRQNp9OIKjtaHczKGkb+uRUffEGRXVdIIS8rxOnU60+5PfDPwoYwURB3I4jf5hRsNRDsGqIMhb1DKBUTN6czF1PZLNvzHCGIY0TKMRfPuRlBuhhJfqyE7NqJB6IX9kZZW+PSNxEc/FM0KqRe0UvztnW00STd+9eofmbqeVd3RW2WGLz0ek7PnKJn3xWMXPsaeI5lOX/YUfQa/FzxX6gHXd6QuJgj1gL3m1P8eu41vDS+5wfdvE3ElAQv3fZWvnDyHwgJ0eU4//TaW+lLDHNz+yi/V/4yNh4uAcetJc45a+z0NFqBRfIHlIKpSCr9yehZW2ieQ0AkJGCmdpr3ffF6PvzKf2dv7+U/kLadx3k8G+bmQz76f0IO3AuJOLz7XdBswj33wtVXwYd/DzTthTlOXrBP4KN/J3DiZMi/fzLkM597bNs3boMzZ0L+x+/Ant3nCa//W3Hl+36bR774MWbXa/i2gyBI9G67ms7cEu5SGzQfz3LBF5HdJNpQmvTQLrqrSyQHRonJo6j9CcLyGWpLkygxCyUzglVuEpQ7CH1J4uksPVe+nMUHvh6VEtd0ZN2gsOcynHaDbnmFwOySShk0V+dRkwPIbh9BzSO1fztKkKDUOUR2y17C0MdIJEhoIVr/MM2J00h6QLy/RuDn8S0TLZlFkGXEXI7mxCGsKuj5QbrhKpKgIwgCcW0rjeAcZnmFpCwjaRpKOoEoy0iKSrpvJ9REFCNOduteGlOnSQQaSjhKhxqWWSRwHexaacMU3SIoWsR6hjEKfTjNKu3iAkIIoqci4dKYn0brc9Bzg9ilBlajQmCbaJkCoiThdmziPQNRal4mx8hgGm/vJcwdOoBndYn1RAVewqqFFsqIGQNRkghch0CSyYzvISzZCGFAzwW76HRszEaNWL4XSTOQbB2nUSOzZTeeFRmNd1fW8Gomib4RBq64kcrRR3DbbUAgEB3UvhShGEJNxBdMHK8BlogUi9GYPEfvaIbSwhxSZoCL3v0bNJdnmbvti8SkYbJb9qGl8ziVZfzSNJaUJJbOEy/00lycQtIMICReGAMCAj/At21iyUGSW7bQKs7jm12MngGqk8dQkxmMfB9e0yQ/eilaOkXMy6InE5iNOma1iGDKtJrzZAp7EGM6nfoCeiJHbGCQbmkZu7RET2oAuxOgxU3SsQJb3vnbPPBnH6K9PEMsPoDU00snrqGl4gR+GacDVs3FM00UNRYpDhwbgUhN57Zq9AxegiibhJJM4El4nS6Z/Tvwgi7mUgWnW8VzOshaAkVJIkkaQdNFGU4hSyKW2cSqhCghOI0SFa+N1hfDDwN828RulCNjfs9BjSfxl1P4ooneO0x7fRFNyDPQcyNKMonem0dVs7irHYSWRtdcYPCKG5iYOYnsNBETWdREGq+xzuDVL8MJohTF5OA4WjJLfeYkomeh7L6AwStehrtm0aktE/M0jJEUrVqbdruOluuPvN1a6yRzO5B6JFyvgazHMatrKHocRQ5xfAuvXkUtDFLYdyVWtYTcWkX0dIavfCWNhbOEASikSaYklio2nmgixhIEjk0YhMR6+/C6bdREGjWZoXz2YdRYAjGUowqBQUC8bwjPbBOGAWoqhwDo6T5UI4nZXMPI9WE366RyO2hPL9HuLBLXh3GqTSQzjqGOkdtyAXa7hNOaQhQlYplBQi1K/wTori3jdkySnTSO06T/gmsYeMn1dErLqIkUVr2MVVpECy0C38dzJURRRxJlbKuNM7NOYmAcRCWqEGsYyHqcxOAWRFEmPbQNu1LFPFvGF1s43TqKnUBLZVHwENoNAqcXV+qgKGm61hqiIaGl8qR2jBF4Lp3iEvGeIURRwuzWMFIZtC2XUTx0AMF3UVWD2vokma17UGNpWqsLyLrBjtf+NGa5iFkrkR7dCfMdtKFeHLWKEovjrnTI9O6juTIJSIy/+e0s3vtVJEVHiaVIZnbguybd+gqKBsmEhtizhdBzkI1e4j2DBI69oSaK4dkmVr2MZ5mo8TRup0FM6UWwHeKjw+iZAggiyaGtkcLw3FFSw9tQvA6FgQsJ+wZoTR3GbSfQ0kna9SJWvYyWzKJneuk2ywShi66miKUzxOjier1IgrDhUZdCS6SpnjtBNp+juzqNnuslrl/P0rnbCIIGoiwhSRrjl72dKqdYnv4GMauH/NY9VBamEQOVbGEvVnmdtYfuJdAsBBQkWcU1PSRVIxY3UPJDdNYXCRwHyy7TOH0IMZOGlgCBSOrCrRTGt2NX12hMTyKFcZJGEhsBxYiR2bKHeO8IOCL4Iq7TjNKPJYHRkQsJtf0EgY9TbKHGcxBCbsfLqHzjFNJcAfnagPTIDtRYgnZxASWeIj22g/rMWbSBHhrzZ6Jqvd06hiqhhjGURhoxHadv4AZ6xi5Hulpg+c47qS4fQxAjYteqVSjsvRyrUcFzLBbvu5XRl7yena/7aVYevoug5aGrvbhOC8dz0LU8+R0XEfgBaiJNffY08Z5BjMIA8d4h3G5rI733Mtz5R2i5NoIYLVDIRgI1TNKcPkcqvZNk7ximuYZnW3haB1lV8GwZiQClZwil2yI9vpuBy15G6LlUzx2LUsDn5/CbDlJcREv1PKd50gtqhi8KoD6DT1HgnyKqqQeK/osIQuwJ26Xlhwk9ieKJi1n8a4v82SqiHyLwnQcCgqCiGH+x8amGa/4agXdqc/ujFWqCDe+JwPfwRq9BALa+5DMgQ+0zU6ReO0rhZ3c/+QTPA3zbZPGBr5MZ38P8PV9h7fh93Pk/3oXvOs/+5R9ieKGPGTgkRZ1rjO3c3Z3gnxp382PJK/np1LU/6OYBcPu5z/GpYx9htnaGO6e/SEiIImn89Rtupj85giAIvCF5Cd8c+Q0u08YRETBDm59c/nt+fPIj/NzqP+OHT+9l9/3Cq3f8BL9yzR/wgSt+F4CWU+O/3vxGHly8/Vm+eR7n8f1FqxXyV38T8J6fDXnkKLzvZ+BdPwVfuAm+9BUYG4Wf/inhBUt0PR77LxD4kz8U+dd/FnjNq2EjC4eFRXj/L4T8+m8G+P7Tp/+fx48uqrOnKWy5nJHel6A6WQwtRe8WAVkGI9GDXWxizpaIp8YxtH6kUEfoiFgLNXS1D9GUKB86iLqkIkkCRjxOoSdDfmiIgb5BwmqAavYwcPlLGb7m1QSOhaio5HddwuBlN0RpcpJCLJ1C9tqovorUjhOL58mrSfq2bGUsdT0XX/+r7Hn7B7CbFXRVJDs4glVZgY6Bke6nd/8FZMb70FM5/MY6PVt3kxzcgZjsxWpWUeMp+rffQKgEuGYbt1Mnq16ALuaQq3Gy+X1ke/eTUy8lURijfOAo5kKJMITc1gvQGz20V9rYbRO7XCIMTHouSJPZuiVadbYFDLWX1uwsznIdRU0jBioScTBlnEqJQNAQfJtEtp9EegTdyBBLJYnRQdbjyLpBfu+VpMd3ISkaub1XM7BtC4m+AWL5PhKFAUb3X4UhCBiiTG5wB5peICmPE88PEngOupJDbvuIa6vgCAizPs175zHaaYx6mhQ7kJQYbrWL3awT1gI6UwuIsoKeSGOXq+hKP3nxKlSxgOoWCH0fu1vBWWthl+rIYgq924dbsgldkUQmzdCe/ZiVInF9BEMawKu1KT3wMIJYZfxCjVhcJ6t0ydszhMUzhI6JEZr079xLojuAt9BBS6aRfB271MBbNnFm59FEDaGyTKJ3gP5LbyA3tpOMtgelmyK2r0A65uKsTmLk+8hu3w9dB9oeifQ2Mun9yGoMI5GjJ2dQ2L6PMJCRYztQ1DSxZIZEMoGqGwyMvIi+HTcy/o5fR0714NQWcKYfIHTOoGcdFEMjoW1BC3tQYklGX/wGJD2GoifQ1Ti60yZtDJHOBMQSfeSHrmLHi9/DyMB2dC1JemwnqcwoCaNAYfRykr3b6N/2UiTHQIxn6dl7Bf257WSGLiVwJNxWlA6sJjMgiAiiREzXScU1kuk0ab1AXBggM74bI9OPoQ6RTV9AwhqDhkDp4CPYpSbeShdtRaDz9Ttw1ivIQQLRaeNbXQo9GcbHehFcEdGWSQ/vwCt3Ub0WybhMwl0n09dHWO0QuiZWp0RSLeA2JUIvRe/oGKmhcex2GUWLE8sOkd2yD7tVQ8/2EoYBmR2XsOOKKxnoH6F/66UkMluQ9Bqe28A602F05xu5+G3vIZEu0LUatJYN+sZfTCwcQiOHIfSSy/QRrq/iVyOFT7JvICpUMT1L/cQ5DCEglu+PUgfNDq2lOQLTou+SFyE1Y6jNfkI7SjPc/qp3IjgSvmvitWwcs0Vm6wUkcuP0519KOrabfOZKXLMbGbNnRzZTONPDe3CWOvjzHt3uHLKkMnDhSzEfqhAzhhFlFS2VQxQFHNOmu2xCa42e7FX0G9eTSg+hCD5ipYtY15CCkLgWw0j20L/7MkYzaaTJGooQR9GShHUI2h6B5ZEZ20ssnaFv+06SY2PovkU8MIjroyh2irASkBzaQnJoC2o7Rzilkk3vYyhzHfG+fex8/XsoDIxjKAY9qkpG3AoVkdBxUQQN1WmQcjqIKwax9CC1ex6EpSWkVdi+46eJiQPYxRoxcRiv3cZrNDFXi3SnSnglM6qaauwiJe4iEe8n3s6TEcbp33c9YU2geu44YRgS4lM7fhJN6iU5MIZvmWRGdpHWdrP1xT/BruQ72Tb+HtKjOxh7yRuiIgX5flSvyfZX/hh73voBrnjTexg2rkQoSuSSo3jFFvI5CbHsIwkGTqNB/fQkktAlJ2ZJ948SN/sZybwEbb2NMzWF122RHtmBKGuMXHYdPZrMtv1bufS1b2N492vZceHPsnX7T5HSM6QklVh3HKGtYGT6ac5NY2R76c0XSKbH8Romvuvgui2ceoPQcpGVOIbcz9CWG7jw8ldQyKcQrTq+5SIGAjRr+PU1svolJJRtBLaJPXkA1akRiw9iTZQJFmMIVgFR1tj58reS6BlAWo9hH2uSH7mEPS/+L2wdfAXp9Ai92y/D6C/QnVonWPJJxreQ6BshIW6j1TmNVBbYs38H41dej6wZCIJAfsfFaJKPnkygJfOYlXWa1QqqopHpy1AYugK/YuIW24S1kOz4XpLhNhLCOJKq0y1F5vyyk8Ap1pHVSBUJ0D55FBqr5NIX49dNdDnPaOEGRkaujdS9/aPImo6eLSBpMQLPRQksNN1A1uI49Trju7YzunMHg1e+Cj1TQMtkie8aQFBkNLtAZttudLUH0dOI9Q2T7B0i2zeEqqYI1hxifi+KEiPeM4CaSBGL6+TyKfq3vJTBwUuJi/1Qfm7z3heUsuvZIKCDMAjhOvBkx2D5zC1Uzu1h9o7XoF8okZuts37tICYw5wuMP0165NNBlHYgiGOEwRKCuG0zZbJTWubslz8GwMDlL2XfO34ZUZJxXvo7oKUwjn2K/v1xio9cSfPWBcr/eJrcz+5G0p7fyy3rMV72vz+FqKjc+ksvZ+G+W7Gq69z88y/hjf/8wI+kWf0Ja5H/Xv4C/y3/Br449Cvc053gQ+anuM7YwW/lX/eC+M0rzXk+dvgPcAObf3/kz/FDD0NJ8Bev+SJbsk9UnaXlGP8y+HPMu1FKxpuXP8Ipa4nrjV2I3wVp+71GWs/xxj3v3fz80UP/i5CA02uHuXrkFT+4hp3HeTwOd9wZ8pcfCWk24Y1vgPe8C/7n78GJE5HS///9NXjTG174JNe3Y9tWgd/5LYEPfTCqIPmJ/4B6HR58CP7oT0Pe8ibYs5sXxLh3Ht8fLHzqAPHBEfIXrdFtZZESBoY/iKpXiO3rI7FjC9JKnLDPwujJUF8/hlJI0nN1nv6xHcx/8iOEVfATPYzvHaDaipGIxRl51TtQT32R2c/Moyn7UV2BVN8QseYUdnYLiZGttE6VEasqSjXHRe96LXr5JPF6A7+wnXrxDEgCfnEJQ9GRaz7Vzy3DYgktnkSe9ImlTeIxBb0ygNQ22PX6n2Opch9xuUGPYjFx/yPYRYvePfsZzmZZOXgY2WiS7N+FYMdwlDKC6EJMJTG0je6KjdSNQwmCmoffjAyTM/n9NOVZVCkBvk7O30qr5zixvEtfNknztiyxSwcx1CHq3ziJOVumOzePb9YwMr0k01toTdSJ58fo6VMx/DQVwSM7cDHj16VYP3eCcitAldKobhLftIkV8kjjl9P9xNeJN7v4qQSSuYZ47mHSapJup4HQht6YRG9iF6tyhfZ6EadYBdNC12J49jnEFR3fs3BuW2Hg6hGknl5aWhqrtEIibpFMj9A165hmCrvRQtYTKMQZ0K7DcS1q3oMkC0N48T7EdowwsBEcnaDsYxRS6EZIrVKnvSYRV2zKD92N6AbEu0mSfpfCiILoWXQXTVyxxHB/gr59l1GrtJDWS8TTHv6EgObpeFkXYnni+UFCPyB0Q6i6WDRIp/bS03MlAz0rzK/PY1ngLy0Tdh20Tj9Gdhg9m0dJ14i548izW1hRvoLqO8QDk5QUQ3R66Vh9SF6eATlPe+EExGKED91E8ohEcterSad3IfVbpOJLNCY7VOpzpK8t0LfHwjmVoGN3UIwE2fwFVB46jlrPQbsLukYh24O3vUbtWIA3H8O9vYvW6mMo5lNUZlG6ZWKpIbRET1TgwZ0lM7yPbe94K2GlRr04y8r6t8gNapQmXBLCFoxtI3SW55HsBJnuANpQlkLeoXXhNK2FMaT6IpqVQy7n8Js2ghYSrLg4xTaeP0eu/xLSYR41LjLqvhLXmqViTeCWF6OAPKZTkAaRh6/GKtZxlloMjV5KqHbI9vXjex3SWzM0z4WIpoPQiSGik0z1kOqtEIu/hKa7jK4UyGb30hamGNhzPaKqUXzwXhR5jFj6GlJanvaZZaoLJwjSCwR+AqeiUf6zA/S9U2X3rr2cfmQeabYXozFCwVARgnW64UlidoDVDfE7HQwzQW9Rp3xsHn+lhmgYyPU2WsYAJ8vIS17DI//+Rwgo5Hr3YVo1vJUu22/8GQpvuID1ew7SOXMWFA+hIxC0fPa88XVYyyIteQGrcRZjag8Z5UKkuIIhDDB4+Q0UrrqIM3/11xhkye++Ds89QyI3TmB7NFYn0NJZ4lsHqc2fRmivIZGhZ8u1dGvHGR7fTjgV0DN6EVzcT+m0gh+rYq9qOA2J1twM6407Se+6GnfhJAMDDdK9eylKJppUID3SpH9PiuaBNLLmENMMOrUEvfIOhAtGmT3xdyDmsNemUY0EifELKD50kNbsGUTbJTd4MeaZA8TaJi1PwCmH9IQXs9Z4hNAv46/6aPk09m0KgdtB1R3ijkZtWSAxVEDVY2T1i2gpC8QC2LfrdZjBOoNbrqAzVKTbWGZs9BqM3H7EvIJxSKG1dgi14eGvLSObApLaQVYckhe8gua9Uyh2nHZljfjAOLF0gXxwOUpGxheXQIuTWhtBW1wit20PK8tTCK1VYp0l9EvfTHjPZxHaddKLCUJpP3FLQtK7pMRRhEQPQfow1lKDuLkFVUnQX5TxlQzLEyeIj1vE42mM4V0oxiDNI4sM9lWR2+NoW5rI2TqBdQhlPUt21xV0l1ZopiFxSRbltEe8YWNbOn69TnNlFi0QGNv9JppnbqWmVakt2/hmDTkmYrgjBOck3IRE/6iLOpZntpoEy6OwNU3bDlHGc9i2hVVfRJLG6etbQ2onseOvxqjKlJVTiKFI1l+jXZtCUGQIK+imgX2oiXymD3bmCIckNCNP0DyLZmQRTQO71kTwXPpzN5L1M2jrJlJ/P5Kko6ZTZNrLLM6sErQ0FCeD5FQRCUlrO9nx4iuoF3uRWSG7fy8KNfymhdEeRAonyGi91PQGWjyLt2oStgW0TJKUk8U6NYe5vEJsQCA24mLVuxhynmQui+rnKD5yirQwitbvk9x/PcpyjpXlOymfOMX+91xFZyKBURrBuGyVlNtmbXKG+PZRvPtdlGKBtDxAMnMBsdgwgq+QH8mTv8xg5YEW7bU6o1tejKt0UPJFGmfnMPesoSYVhMoUZlVk/LqfYf0bn0T2QI7ln9M86YeK7JK1d+I5XwRcfO92ROndj20MQ4RzB1h66CfRtyvYsy0GYxKnBYFdos9HHYnf0Dyy30F8EwanCUMT8AmDaQjbOF2BW37xRtxOE0nVuPpX/5zYozmjRgbnht9EnruH/qvPsnbyapThOMU/PMLa/3eM7d94A/p46nt5SZ6ERH/Eyl72gf/F/X/6K4iyQru4wEN//Rtc/cE/fV7P/f3GXZ2z/Or6J1EEiX+s34WfDvjN0mfZqw3x570/jiw8v1Uwnw2Ob/PpY3/Nfxz/a4LQww99JEEmqWX5s9d8/klE1+MxphQIwoA3JC7mpvbD3G1O8Pblv+F9mevRBJkb489/Wuyz4fW7383Z0iPcO38rnzr+EU6uHUQUJd667/1cO/qqH3TzzuP/QtTrIX/xkZBv3RmRPu94G7zoWvj7j0ZE14X74Xf/O/T1/fARXY9HLCbw4+8U+PF3wn33B9x+B9x9D3zt6yGCAK98Rcivf0jAMM6TXj/qiFe3Q20BZ/8qRlJHa1+M4JXIdEAsziK4Q8S6eeLD11Cqfg2tWEOsnCG2R0bPFIk5fVhqGUftIOoF7DMuriLgpqaxF3thzscMmvhf+jdKFQEj12F03xCd+5bpPDwDoUZBuBbntIc+GCNuKHSmQgqD2ylXJ2l8Zp6WlKW8PoGWEhCdJCm2Y4XT0MqRQkRtpEl0VGr/dBspO4Vk6Mx9SqLb7KI2DeTTAUL3HPGrVhBbPnGlQ22xQ+BI5Le/GPHkEr1YVIxRgnIRszZJYiSgM5UgmDyJ05okDHz6pG1Iu8BZ2UomOY62fxn1TBu904N4KoOUhzHzJ6l1v4UpN6Cto/gZnG6FwBIxLAVhvYg2u0ZidhDjhq0khjzs5TnWz83hljoI7gwhRcQLbJzDDYTkDPaxGrYYZ9e+y2DSIR+EGI0u3XNlgoyAVN5K79hLkCqn8DpnadsN3KqNodYJU1vRlTGStoCqniApnUUq7UXNjOA070GxLJTWlaTSW6jdfQatECe0m7Rrp4jr++i5IsRRqoSNq0jlxkmFbbpzOkutuxBDEJM5dmcGUYzdrJ9dhXNNdClOqnkhut3BOdvEPh3HPd6h0xNSnjSQGiLp+F6alSmCcC9SWyapyAi6hJ9xGBx9DcXDD+KHHhIO/qIEaQX/ti72JRM4yzUkJ4PemqddlJHNDEJJQtbLZItZ3KKAMjZN39ZV1mZ9aCXJyEPY3nF69wQULq/inA0wHhrDu1+hubKMFOq4k0XKv3EYcXwrmXArdrOEnlnHOStgUyJXygFxBqS9mJ8+jRFL4661UKwcenYrqrcOjoMRT+IEGisTt5LT+0mNZIjv3s7ywgqJ1CDW4iS1Sgq3VSJYWkYurdO54yjdkzEGLhikmZrHKsYZu+SVVPwZwpM27vpxYgMi41vjWL0XkpDWiSU0QtGi/5Vvp3pTA9G4B3E5RXcxSc7ajpjPkpTGEdqzGJqNkXYJlX46xQ6BME8gpbCmHPqzTdbvqmKNnMboTZE39lM/Vabadsm+qc7Iaz6Ae6eL2Egjz/jEy3Vyu2NkYxqBuo4hK+jiSawvy8RetR1/wqVUexDV0kl385jmCoW3XUvibI3afBVzPUP31AyhHRCGRRq3gJIwSTcG8FM61fY9iI6Mqmt07SZSO8X28LV0GyLx5a005+oEy3EMYwxDG0JYmEYs+6iVPO7hCsO7Xoe7UiW87xT+bBkpIZIa20Z4agn/5hnEoouasFDDkL54Em5+EH1gjPjl+xCLt9GR1+gXr4eqiOKug3Qa4YrLiXs+bTUklsyRlq5CSSs4k3XsySLIMQrJJH55D3pPm8qyA6s+cgy8xmGClTGUWBY1tYisdxm+KI7f3EE9C6kdJwhaKk5sL535Q4SJOnJimOSucay1JTJBimCuRYIma99so/XuoOC/Fq9po51cZLznIrywjrAyhbqnDyogYBNv9kBJxz65zvxtFbTtNtmeHPrCCKqYZudllxMr2CxXA5J6CmfaQAuSDFzt0SzWCOxl1HabYOYcwkyTXudS5GKb5DYFwdgGZZtMYx+xjoRWCvFr84SNFTqlI6TELClBobbWYfvWNqV7htH1NKXpkzhLDumdBRy5gJD2uHBfQOPuY1hHcxTLD1C40MI5O8b8ZxuM7HNw0nUUs0IxXCRfniN8sAJOHaURYtYHCdodPBNysYuJpbZRlydR8wGxs1uRpALmwYDc5U3qZhnB6WLIPtqBc3SMcTINA7daI7BVzAWQelcIdZ9WrUq8PII8N8JA7wh4HZyZFbQgRbfRxDptIRIj5fWiry4hOCPktutMerdhHZNR6jIxJUVCztD6loRxdZqhKwcJJi/FrFWxHj5ILO9SyF1AzR0irJeon2nQ8xIJUfTAAkXQGDAHyV5wDWr3DNL8A2jqbgq5XvR6FbFzDLpNrHMCtrmKOpoi0x1HH9bozi7QPD6BV2+TK/TTvsckHGkSzJTRBIX+PftwH5igYI6hBjsxCw6B1SThu8S1JJ0HPHzNJBPfi9iqYs0U8at30D3kkMuMUzGXSI72I3o2ztIa6XgP+T3X4pw6jEoWY5eGsySRHB5C6G6nHhyldm6d3tQYuZ2XE/fX8Ksi5vpptMmt5NyLac+rVD/SYOSavdBRcYsrYJVQDweoskZ3qYrrV/BooGYrOMfOkWn10BXLxBpbGFN6maGNauWJJTw63RqqmEJeXsGplnArHrokYU5O0z5bgbpK386x5zRP+qEhu8KwSxj6QB0AUdz2hO3C2mkWv3U1Vj1H4uIM1lSJftcF4GwgEgIP+iKvEb+TVLA4gthH6FtAE9f+KIgJkkNbqU4eZc/bfukxoutRmE2ExjKGFlK40aJ8R0jqdaM0b1lg/r3fYuedb/q+rLqPv/StLD10GwsHbkE24kx/7ZM47QYv/q1/QBB/uAM9gM83D/L7la8AAj+bfgmfbR7kQ2ufYkDJ8Ld9P01M1H6g7TtbOsJ/v/3d1K0yqqRtVqvYkt3D/3r5P9OXGHnWY4iCyPWx3ZSEDiWrwVl3lf9W+hw7lT5eGtuN+AP2YzOUOP/jZf/IcmOWD936Jo6vPQDA0dV7uWrk5Xzgit9lNPOdV0I9j/P4bnDg3pA/+fOQdhve/3OQTMBH/go+/VkwTfifvwOvfMUP/9j37bjuWpHrroVuN+R9Px+yuBT5ed3+zZD9F4S86yfhmqt/9H73eUQI545glXxsz8St+WjdGn6mTqwxinjYQOnrYBenMZtl5Jku+d2XIVXXMJIurROrxMUdJPeoWCsaotWDsZ4iqAc43kHMcpzACREVj8q9Ep5SpB22qLdnCBsp5PWQwCkTGgN0HlgmGHKxyxKhaaK3TZIrcZzlLI6cIdFfIL2tQU9nGG8hj5USsMsBBbYRxjq40w2C6jLCegXfixNIMXKpQcKBHYTnFgl3TJGIp0kWJNJWGdEcJej2oAWzhH0WjSMphN4sSqaGn2wgqjaxZg/5IEmYOYXsayiag35xHWW7inm4h9SWgO7DEqHRxp1vYD0igFygN3YB5vIw8mCX0LkQP7FKZqdHfDpBtq+OHKzgLrfwJzSKsw6So5JZHMTrX8WsdYhvs5DVBjIP0V4axFr3sf117JyHrJfwjsaRVQHRL+PXUoRVHR5w6b1aJFQKtIoq0rmdJHb3og5dQFgp4hWW6LRt/GMDdJYayGIRubEVp2bArjkUY5Z8cTteK6DVSWM6sxjWOAknD5pA7YE54oUEZlLGnqmjD7YIWzGCapdgfRF/ukWSAXIvl5H6mjT+QcA5ncS/ahZfs4gXx9EtGdmTaT7YJLkri1zfg6Z4uFJkCi8+0kQZ07Fn7yPR0MGMI8TbhF4Cv2PjTS9QOicRiw8TDoziuTOY5TaaGEc7JWIUk6i5ZerFGJJikvQLNIQ21AXM4+s4mklHqJBZHCQo2pin+vBtCXc1Rs+bNMz5Ktacg6B3qXQqxK6okSykWXnApFIzSXoxBvpyhLedgaJK0kjgWBkk1SWbzeKudLAk0Ku9SOtdvLiFElgEyx3ksI9C51UEp3yaylnCuE1KDolXLVq3HMU+vUpQTuBOmihjeYalAvLJSQw7RuAl8KrrdBydekbCmZjEPTSCtMNG2pNBcnX0PTchp1exj+8lbKoknTz5V45S/8wE9qqJfs06K9U6ncMJNHeIQADFkanfUiS2JaR7Jo0fbyPFRczqCcQwoHFfkvSLyrjHl0mnduDGcoTdoyiaij+fwDlbwWk8SFrehVJfwJ2dJrzTJFwzCZxp4rk+giP34KTaeOIsoTtEYtXBK2eIxRXkRhan7SFpHqmLF2k2A6S8TCrXxZ7KIQU+el6gkNiK5CiIbhL71ArgI6kmkmqTS3UJFrehlXUCK0EgWyhNcFZb+N4AoRei+AbeahvvzINojSb5cDdiS6JPE0lkLVrnFBTfQpg/hOjHcdo2iu0iZjMoPRaiblL7488QDwLy/RmYdWA4xFru4nkOycU0YUoguPMwidQwdiWN2GoQ0kQtmIgpFWHbHG67B/2URlw00KwYbRokTBWTOIGTwTszi2BUIS8ShBW8BzuIjolTVFB6XFzbIWj6+OY6kqxD4NKZVWB6DDUzSLanQlBrY5Xq5M0xcEXCVEjcLNEqq6jbe1Fkl1BXEXtFlI6KX5wgGw6BL2LHkgilOvU7AkTFoOBvQbctnFPThEIaERnDaNGdsJF2mAS3OsQLE8QDA7fkYq+WCSUbLYyjiArN03GUcg+mCsKigRv3EcMOUktCrhpk/CTh4jnaQhtrcYj2rEny4jRGj42OQbcSYJVXUHuWkbQ60t0+9tBtiL5JWPToLsQRU10EyUVOywSuw3r7y6R2KmhWH7VskVx6EJEGYhLcMzbNeoCbFAmP9SImJ1BjLcxsQPo1FrUFndrtHuKAA6UEq8t3kbXztI64JBsnGOrTsAcUnBNZmAVZy9EpmoRSCynVQi04ZNSd2JmA0DawAwfNrUI7TXtGplnPo/WeRMsHlCY0zCWN5BYPuVFGF5vkYiqGBN2GQiNYwrEy6FaG9t+cQtm9Rv3oIAgxFCOGPu7g1luIGsjCIp2HGghTIcltDky5BIeTxAUDUREJhApSso49F0MLjtEn6SROPkh3ySXmDSDoK6ghqME2xJ5F5IU8zXMCwdAUyjDITg63GWIfWEOQDYKlFmkhhyynEbf3YK3pCB2VoDVLLKHjYxD6JqK3SvmbcexZnczWXbRWHOzVDoU3X4R9oIjQA/pAmaBZQJrVSMYG8Vo1WrcV0QbWoF1C7amS6O6ie2uTUKtgCRKBEGA1p4g7XeTQR31kL9UzMQTLY6jnFciFLpkdKYT1JP//9u483JKqPPT/d62a9rzPPvPU80h3Qw9MIiCjghoVBxSvGock/rw3xmui1ySamKtiUBNijMMVcp2uQaLBaBRBRFHDICIzPUDPfc7pPvPZZ89717De3x+7aUUg0AgNdNfnec4DXXvVrlX11qqq9e5VVZ29TarXb8ZEveTP7KLy1RCpP0CubzkSlAj3zz2p66TnTbIraH4BE9196N/aWvuIz2c+8VMm7juJvlM3M3nr8QAsXJnHQ3CArBIeijQvdZ58sktbi/FSf49IgF9/P6H/S6JGiurELnqPP431v/+/Hj1TphvJDUD5AAsW/DNz+g+o/GgE3ePh7y4z9me3suDTZzylbXA4lFKc8u5PMLf9flq1EgCjN1/L+EtvZXDjmc/48p9Jn527kX8u/RwbzZX9b6dimpRNg8VON1f0v42ClX62q0jKyeJZSRJ2itCEGDH83urf57+f8hE8O/mkv+ec9HG8eug05ufn+dTsD/iX8i+omhZjYZFuK4OnHKxnOek1lF/C1173C/70B6/iQGUf9aDCnWM/486xn/GSFW/gT17wcVz72HgjaOzIK5eFz3xWuOFGKBSgrw++/e8wd/AcmE7B331CsW7t0T3KKZVSXP0viulpw9XfhO9fC/fd3/5bt9bwljfBSSeB58aJr6NJbVcE0iIx043T04RijbDUQCdb2I0WemASK5+ktTUgmElg7/YQK0srN03jlg6c1VWcZgannKe1x+CUDL5qUL2jQVCuYySB1yM0JgukyhYqofGXjmPlpkmaLtIbINhVpH5vgCrXac51oFWZYGWR1HGCP9qPmyvhDveh7RpOZ4nWnTn0VDfplkPUOUPqpFFoJolaCagKOHM4rRLesEtzzwESGw6gk4KKHHQtQ2VnkuSqSeo3e5hGDbujhb8thfa3I6kq6aE8ym0SZlKQr5NPD1OtdiHpWax8C7dnD7VrXIpfiTAJg7N8L/aAhW710GqViKYrZE8fx+uD2pYK3oopqHn4joU4LcjuJ9Xdh1+/j9r2HKk1M3S/ZI75vQZp+BBGKBOCsYjq0Hdcmq7JhVi921F5H9m2mMTKBm42QbSzh6DURHdtJVEYIaom6Qi7qe/qINjjQlQlHAfvtBZkqxSvDxB/lmafhdOviHwLO9lAqBBs88AuUGgej50v4aTm0eUylqlArYU0q7TyAg1FR2cvejBi6rYy1fkMWdOFk6/gnlqFqIWdqmH1lQh2RujhOumzxgnu7cfJNAgys4jUSZ8agnIx04NELY+wVSa9YJJgtEBYXkn3iRVUCtKDScKHumFmjkBlkBIw8RD2xv2EUQ2ZTpOuF/EDGzUYYfc3cNaNIaFDT+8Qwa+yVOwaVk+GcJ9Qn8zhdI+DLWhlkAha4w20o4gCh2B8B2rpNKrkYNc6yeZL6NZicn4ea3gG8RUy149rCd1d3dj9BlWepDmbRu0/kdzqiLlqSN4sQKWE+j4f29lNUOwjKmp81ye5zKd3cRe269OYr9Lc56CaJSy/jKXzWMfVaFV2YVsO3SsU4liUHshQNIIzXiSY6iSxqoaTDqj85D6Sy2axvAalBwx2IcIK5ghv/hUq6gN3iPq+gEqlTjBn6FzZID3bS1IFNA8oaFTAcvBMhnROo2UamcxjSvMUr9hGbSqNXhGhyyn0QIu+XCetXVn8ckSEj9O9n+ZNXViJFuG+aVR6jsH1gr8rorG/jsxoKnIXVup2EntXkByskx+K0IsmCJQmGOmgvKMDMgGp83fgjhRQ92XRYcgAJ+OmMoSlGpbTBNuACtBRk8zKGqkTdtFM9RPsyWOq4C6tkS1ZJMJh/G01Cu4wthVR/sYtJHpaBJGHcoTMSWM0duSpbc8ggSHaO0djNofTodFeA7dnDntpmaCq8H+YJZl6CLMgQ1p3Yw3uIBwpEMy7RMrD8vJ4QyNYAzXMbo2ZHqSz0I1vzeIWHLwlDaLeGmwzlH/VSWpxg4SZpjHsI/sE+eFKcussjOzG6ZrGlCv4JcFsHqB7oICUa/j7SkgtQWq2B51rYq/ZDxUPvb0bEzmI45JYFVCebyJNg6pUiFoOtl2nvlOwdIRtGURsWjMK259Hv2AEa1UD57556iO92LkDqFwZmXVRyRZuLiCoJ/D3gZWrYKfnaImFWlFDJSoEm0dIvmoeI4I/H2ClDVHRI2H3EoUhyo6IqvOYxSVMK4mzvEjvYES0dQjT9NGVBu4CRblsYVqN9jMfhww6GaK6dtF5SpLKfYZwsoxrdSHlJtYLtyC2Q2t+EGeoiXZDEs0miRWQnR9FevaRzGUw0kPGTpJcNY42DUp3ddB9UobWgZBgWwLHbmB5Bh0VqWzP422cAVdwls/TuLNAMqphqRatnRbGt6jfPI29WpFOJ+jt8nDqJfREhnotg+gaqlBHGgFS1igcst5igoFRTKOEtXklYbFFGIGZ7US7htR8J4jBDyfxhl3MncvQy0qo3p24O/IkfY2dipBIoYdLVByfpL8WbRx0KsBbtJ2o1YfpjmjdlcI0IoIpoVQ0dKydh4yF5bvYC4vo3hqu0yKqlFDpJrWbB7F1mYZJEkQenlckmE9AXZDJPhrTGSwjJI97AOwc0c4UtirhB+3nx0krwOlO4CyeorW1F2YMKiuYYAJTmCEc64GwjuoNsIYmkf3LsYaLJMeT2J1TmPCrqOVzOMkWqscQeLfgyEKC8QW4/UJ9RGhNNcnoBEgflgzhNiMapomfmsCLLNSsR3PLDKRzaHee1IvHkP01/B1ZUqftwQ87SXTZ7bcyLx4n3F8h3A2mWcBdUUaa3YhYtKaeXBrreZHsEvEx4a2gCoCF0sMo3fHrAmGLQvbHJN5yHMkPf5zpU/6d9At6yb9wgFMDw3+GGiUwg2LGQPfhXutLjYm7E/RtqHLXVx/EL1fY+PYPPW7xxiu/QOpfLsJNl1n68puYkXeQf8Px7HvbTcx/ezepE3voevOqp7IpDouXLXDOx77Oj973KqxEiqhZ554r/4a+z1yP5T67I5+eCiOGfyreyJdLN+NiEWG4ofYA/1b5Fcd7w3y+7/fJWU8+kfR0ikzIf2z7CveN38ZwfhmnL7qQ43o28bO9/0Ffepj3nflpNg0+tSTjwyMBS6aBhWbO1Hj92OcIMaxyB/j6wDvRz/JovaST5osX/Rg/avFvD/wfvnr3JxGEO8d+RmhCXGC+MUNHsvtZrWfs6HLLbcInPilUqu3bFrc9CMUiJA4e3l7+Mnj3f1dks0d3ous39fRo3vNuePObDH/2fti5C7Zugz//YPvz7m7Dn74HTjk5vs3xaKCTgrusRPLcIhLY2Cu20bJsTL+DlwhIrBilWUnRcELspZrk8jKtqoOyHewl8yQ6GygcJGkhHRUSZxSRahL/gU6Sy6aQgoPsT+B2OjQrYDsRUhSCpoPqr+H2BpgDdUi6VHd3Qc7HW1nEtCLswTqFl+3Br0YkXjgHToTs9DBakX71ZkzRQ805KNsQNRWt+9PYA1XsJfMwr4kSLZw1ikhbmKCBXWgS7UvSmrZxtE2z2yGdMGgnQLsR0qyiFvtYXQFWT4CzaYzWWDeTRY2x6tiZEAmEsD5BYjVYtiCdNaKyh047uMdXSS7dQrAnjVIKZ/Us9vRmdLOCYCMthVgWTWXBwjr+LQlSvQHW8ioma9CFJq6qE1Y0kkwwvz2NRJA+zmAGZzDiIsUsyZNnUck6dk4IdREzrci9cgQ1VEGJjbJtnGUtpNVEBxFi26hCC6uriZiIcneK9NnT6KJCBQG6Kngby4QnuGi/BHaWcLwDxSwSQj4tJM4H8+AEzro5wt0FMse3nwtVyC+AzgbKlInGs4TzGrcrJPOavUSNENNwsN0AswCkVqS1K0Xq7Cl0TwNd8PHv6cNKlQmmu9BDQmQFSG8NtkySGizSUgHJjhytbYLTMUOrkieIEtjDTeTEvbiBQjeTGKNxlo/QqnkwkMdO7SIoOuhQoz2FtSDEWeLTtXcpuqzx5zvQXT6mGCF1h/q+edInuFieg22qOI0MYkdEczZZf5DuN40SPDhDFCgiPOylVRLL5rE6QnToEU372JImUnlqe1KoviISNmhO58meP4G7ch6nMEv158vIhl0UltRwh0soO4nMbkPnu0meMoF4EXZKcIZdzLRg8lMw50KomNu4kGR6ls5ak+SLRnA3zqE9RTTSgV5vEG2TOX03zXtDgpYm2lDG6Q1p/SRLeYtFXhbBcdN4K6ax5x2CfR2EFYfkmbNo18cZttG5efzAQaUETMD8/T2kL9yHXlLHHEiijQUa7EUVrCUl3IEmwWSAFVUgb/DvS2EfVwHXxl5QJNqbIzgwgJcWcutHaK6ewkpHiG9hLyvj+Iqmiaj8ZCGJ08exsj6i63j5GvTU0HmD3wSVa5FaMw+uoMIMjS2CqfhEY71opUgsr2AGa2CHWMMN7F6HaDJB5rhZwlIHtRssmtl5ki+ahZJGuuqkl89S+fbJSKsK2TrpnhpWUlCL5nDWReDWcJpFijuW0ZhIo9wQZ1WZ1KoiLbeK7aWo/jIisX4apSKipovqmMdONQm2O+TevBe7v0I462D1B0joEPyygGQTzE1V8EczNO4vUDi9iHaniHYnyVw8gihDtBXSF9RgW4bQaxBNWeg+Q+Ytuwh2pZAEOAtLqEqC5v486TN30jAGq6uJla/TvLkXe3gO6hp7sY/ZkwY3wl1bIWqkMbsKmEaA1dJIh4ed30I06eKdOIv/q4VE4520xlycQoi9tIK3YQYVBTR/1UcyW8VbUiLq9pDtGaq7+/BW7Ca9Zg++GcDfqmnt6Gi3uXwJp6OEt8zFHWigsy0kVcGEEV6/QvKCssHqr2D1VrBTNShbBHuSRJ7QPLEDwhR61IINs0guRFoa3dPEWdmk9VCOvO7GyoySWThGtpAl1Bb1QNOxoQyVFK09nTgb9+MNRmQsTb2ZIBj3SfVP0pjPE4y5VB5QpF8xhkn5eKM1bF1GKQd/3GAPzmNnIqzlFSglSeQMVo9PGLo4lTqW2yB1/ggqF9E5rantXkT2lCncgo3el6Nx2gzJl+wELQQPdGD5nYSqSuvBPqyOKibbQrxF6ONLoAzuuhm6s3ms1DxRrQa+gz3YIHnKJPJgkvSZU4ROjaDVRCtB9zg4URLJu3iLR9FL58kOBZgDnVjrZ1HNJNGoh/vCKUzRJXnyLJWpNPaCKlYuwlpYwRkuEfV7KM9FNs3g39iLN7gPf/MSXO7BuCGtKIXjCCodgSNoy+CtGCWxQJHuKlA7UAMTkVy3F50UWpOd6EyFzBlbUKaFu6aKt3oe1RHgJEqYA0nMjCbZ7dNy65hag8IFU0gnRKKwVzUJR7Lo1CTJVpLUkiz28izygMJaWUR5gtVj6Dj1ALrbIL0JTEuQVoDu2YeEOYxRKGXQVhO7UMVKJnEXlvH3ZjBeHif75F7A97xIdkXBj4E6SAREKOuRzytyHvg3vMJDZM12Rr90LqbYovO1ywF4iW24J9RUDr548hu+xXsS0ZNetgkfwG/8L5ql9ustN/7BIKhVdK1+/GSV9K4i2PAW3Hu/TvfC+8gdfyv+aS+m6+I+Zr5+gAN/9UtSJ3STPOHJPVjtd5EbXs5LLv8PfvKhN9IIfeb3PsiNf/46zvzgFaQPvgb7+WC3P8U/FW/kpvo2zkqu5n8Wzud/TX+Tb1bu4GXpE/ib7otIavdZqdsDE7fzuds/xK65LXQme7l15Hr+7YH/g2u7vG3Tn3Pxuncd1miux/PnnS+nYQJ+XN+Cg0VAxAP+GH8y9S/8ZdfvMex0Pg1r87txLY83bXgvu4vb+MXIDUzX9/P2b5/O6Ytexg+3f4NTF57Pf1v/XlZ0Hf9sVzX2PCUi/Pxmn0980jAy2p72Z+8FBGp1GBmB7h74wPsUmzYeu8mczoLmq1+CLVuFf/6ScOdd7ekzM/ChD4NtC7ms8BcfgBeeFo/2er7q/uN5Wm4L1RNi2RVcq0m4qxMrH6JXpjDuIIn5/bhdM4SlEGVZuF1ljA3e8SnYnUCyNRKDDVRXHUn5UHWwu8ro4QY6aaMqeezsFM4DGaqymHAVJHfUSQz6OIUqzR9buOvmsJbVqN++GHtxA5TBGmhg3AjXKLTTQnkBfs4jfeEY3vEzoEBmPcKqi5lPYHW3sPoinIJGZVsQGryzSpiqJqwJdleL0Kripn10ZHAXN2AmQHZm8dalsYI9yMlg5XxUKkBbLTCT+Mol2R1hpSMwQrhCYa2ewhsXsJv4D+TxhgKicAbE4C31CcYzmIqLtaCCu3qGqOjgqhC9tAZhEkUH7qp5wqkuwl0deOfuIedpTEsjJRe7TwgnXdxNTaxshMoKdoePXS1Tv7Mbd0UEhRCrbw4VGZIrivi+ImpZeMePofMzKMfCM1mSukwQNTChhx4KCM4WWNjA2lcHyyKczRKGHt5pFRwLggMzBPtyWLsdyAfo4ZCED9bSfeiBCrI2IDk4jnW8YJ0wB0YTzSVp3dCP3VtD5wISQyPMX7eCxJnTUImwF1fROY29cQZdCNEhqJaFu3yOwBc6lk1gdIBON1Bln2zfHO5QCUkpoukAVmnctQ2c8ixB0UMPCol1NUw9jXPiDDo1hpWEqGKhrRJWP6ioiJ7wsS2fyNY4fXXMi6YI7uhBNTtJnXWAcEYRjGVInjGGKEiensYY8F4wTTRvExUTBHcuQIUeatin2F+gw57CuzUHJ9RpejYpZ4akGKxdFcJwnta9g6TWTeL01JFUAat3BitZQw3WkV6XjrxPcm2ZsBFgGqCDJpxk8DaVMdUQiwA3q0lm0tQ652hNZIlKSfqWbCVUebx1GqezCemIsJIguWkCK9WgOWrjnTiNaSWQ0MXrDWm2GuTffieEmvCuTqzOJnge9kklGrUF5HuaZM6t45oyUcoQNQx2ECIFh8SKOSSt0RkPu6+IXlKBiRR6SuMuSGMtm8eqJ6BvHr9DkEhILy1iFWzUZA6hSmNmkORZOzFSo7k/g7ZtpKpRngavio1PctMsynGRvMFZWEc1EqRO342kSoTFBNHebhJrJwj2ZvCnHaxcmcKOTly6QNfInDFKFHYROkXCvTlUU6ODBixQuCubJOo+bt8uVP880rRIbqoSojB1GzI15l6bo2N2ng49QWrVHMa1aFUzRLMRmojMBbsJ96dJnDSDSoQE+3NYy1pkBg+guydRNYgaSYLQxTtpGvNgP3qTg7uogk4GoEKUCyZryLxhjIrqQXo11i5F5jVj2Msr2MWAaEkWO5nEOCUSJ09RbfTSygmFrmnCbQWcE6ZQ2iWqBehsiJ1pYZ22j/r3liFWiAkiRBlSK2yc92ynPmWhTITOJ+GkOUzTQloeia4skV8huXKO1oECJunjDJaxEz3YGR9nwwSVyhLQJRK9FZyLJiAKYNSgTpjF653HyddJvsgl0uD1Bti9LfSmKp6MICpDkAKyLu7SKbTbouu0CHvJLP60hV9o4eQMVWsF5cwQC9TtRFsyEAXoQhPVocE26N6Q9Mn7qU52oyc1dm8NZ0WV4K5+8uvG8E0CfzSLW3GxKWAWlvEGsuBp7LE6dlcdu2CjOi28kybRkYU9ZHCSOZyls5h0BjsZ0Hn2/aiCT1i1sAcCnOPG0E3BGWjgZLLorgbJTIOmm6RqelG1OvZAE5lO4y3U+K081hDYC5u4QYtoukL5VIf8RA1XKdJr5pFkiN1Zx+6uwfQcumEhnT5UbOzBKnalSHOsD3qr7dj2+jgDTXR+FhnL4i2Yx+9ejd9VQi9v4JcdpL9FNAGSSaCXeTgrO/AKd6I6BCddpLEvRbS/H6dQwnnhOMo26LwQzQkqCHGGSliRhdtXa78QZCSBl0kQisH0g7Q0yTNGCSbBmu8nubRKdGeS9Nn7MC2F9kIiP41JQRAE6CGDm47wNjWQRD+qeABlB4Q7k9iu0NjdgSRCJABla6SehWkHKlWc7iatjiYqPUb+Ep+omkRnLdRAjWhhmeyLxpDlYNIThAtsUDZW0qc1AlbaAIZwXxo7GeEuqGHcEN2qEkaacEeBZI/BWRtBVG4nVddsISx24bhPLo+i5OGHCT2BYrH4O1yOPXmFQuERyzJmP379/SjSiLR7Nk7yc1h2+1lAqjJO6quvgqDCgXtfxMgtZ4AR1mx9I1bKAeC7vuaOSBOhWKQM/+NJJrtmtt3F6O3fY9Wr7mb/HVMYA4vO7EAELPeVuIk/fvyZo4DkN9+CnnkQwhYl9yK2far9QHKr4GF3JVh+3cvRiSOTb2zMTXHrp97N5H23ANB/4jmcd+lVj1v+t+PwbGmagKvKt/F/ij8lwrDQ7uSvu17FX8/+OxNhiT/tvIC35F74rLx9rNSc4/O3/xU37f53knaal698Cz/d811mGxOcveQi/r9TPkxP+ndPKP52LG6sbeGy2e8zE1UPTbNQnJtay+V9l/zOy3u6iAjbpu/mH259P3uL21AotLKIJOQFC17Mf1v/Xtb0nvhsV/NJe660iWNVuSx85WvCtde1n8EFMDQIp70AVq+GS/+2fRvj235f8crfA8c5dhNdj+W++4V//aZwy63wmyf9l10If/o/FV/4orB7b/vfL3yBolB44u13rLSJQqHwbFfhcc089BZKUiUMbFLFADtdI9zlojqExnAPLbrpKG1BlT3EighTCs9oTGcHUm5g5wQJDkDdw0RCMJ/ELvhEMxbRfALnOI3O2FCMUFXN/uEuCmofXtEmHM+gHUPwgECHInl8BawOTNPFn5jHGWqg3AhTdnC9QUhP4xdDCAUr6SCqiWkpoqkEdk8KUQrTWILT7WI526k1FP4C8IIa5l4LK9Ek6nbBUji+T9Cl0E2H8Cfd2NolWtlkyl1BX30Puj6NVgq3v4hE4O/NYfU2MaFNY6GHlTOEM93kMhNILURpn7DkEu33SPdVaDVTqCCDFMooOwQrItyfwl1Rw/ZsTOQi22wIEvizKZxTxiByCVuKVKaJpkl9Zj1Rs4VxNYmeOayuJpHfpLR7GC/fwk3VEF9DyeAtLlObytOIuunoHoOWjTSTePkBTGmMVqWKiTxUNUv5uCxuYg7nQUOUMSgvJCjlyS/Zj1QdgnlNVHfJZAwtBFIGsz+N2xXS6lE4eSEKQ7x6g8aeJKQiVE7hJg3BZAK7I0I1Iign0D0B0cFEpcx1gjeNUoL2uwmbTaI6WFnB6q1jojRRFRrTeRJhEcczSEpjpw2EGukGUzJoz8fYLhIKpmEhgYXdFSG+EJXB8QyqPkBLtdDUMDWFaQrKEnA0wZ4MShwSSwyhV0fnDTLefjsfPT5mtIPk6ZMEJYvyVDeq7tG1ai9NuqmaNG5iBsZTtDIuuB6ZDp+ECgl21DFhi2DfALqzire8ROT3IUEVnRaiOZ9gWy+Jkyt4uXnCyBBs7cfONIm8TpzhOn5QxBRd0gmwvYh62RA00gRuglYevA6F95CDHAhoDYfYNQs3Lyi7TjTVg7V4D9FUCv++LjIvi4gOTGLyAdFcGurtW6CIUuhchWCuG7c/IJF0idQMfpBBRw7azMCsi787gVnoYmcEUrPY+TpGLHTQT1jsQHs7sRGqdoKWyuB5ZVxJYlcW4qUdWnsmaKnlJFfeSjAtzM/0k0pVsMXDsl3obaIAU2wRzXWiuyLETBNMp/AKNayFB2/prXaheyJaIx5RGGE5PswE2DOr4fwtKNUinFxE1DUDVRuZ6qK5z8EdqpNc0SQsHtwPp2uoeoC3wNAcT+FEPo3SKub7QlQ9pNM5gLZbqFaG0I9QlQhyCivrE4z14SycBSsimHBR9RTJvhYRgokS2OUKtXoWe2GJ5nQHTrqJlwtwXZ/mZAfi+Ji6whpsMtVcTqK7TtofhQkb3ZnEtlx03kV7CzDVEcLZaWbT3Uxa61nV+DlmxMbpq2IVktS2pSjm8/QO7kb5FqWvbyBz4TxOxzzRuCa1PgnzNep3JVALmkhXAlsXCWZAaU26d4jGrQo5bhfiRCjHRVtJzMwwJpjGy0eYaoawNIeVbyCdSfzNHdhOAzNocKxpyNgY30VEkIYBY2MP+6h6CDUYqR2P5YUMdG3GzCawvAHcvnEi5RHsS+B0zVPOLMFKzZEoVQnvW0CpYMhlR6GRo+QlSB4wNFdlaYwn6dpZxMrWsZbVka09JE4aJahbtPZ1INuTWBtnMPVVpM84ncnwXtJTD+JVu6mtsEjOWFjuQ0hg0K5ArZMwyjDjdpHJjpHcPUc456GHQ+x8A39vL9quYXc20a6BIIGEinCoSXF+NVkzQzIxTzStsLSmfMtyEqeOk1gsmHqDMBHii2DG0qQOJLEWFjAdm7GTLaShMaGLSjQJKx7RbLqddLUtTGoV7JnA7pojMjZ2V4RjSjjZBjrpUJm+mMavxnGGd8HiJs10hkSthJ53oNhLsj9ALd5G1OolGLPxt2awlgS4vXOgfMSx0QI4KYLdBZQ9BckAN9fCSiQJt6UJrSTSyBC4BsvysRdNgNPCklX4o+cT7f0xzsJxlAnwussE5Q5INyEToVsWbsElVHnCigfBAZQbYCmIQpsodBFtCOdSWIkWyqQh1SJ8IIu1xMLUNbmlo4TVHMax8TJFmiWDrnQRdK7C7ttCsLsOQYTuUGApQt/FSRuIIsz+LlRgo1fPIfOGqNSCpEI5EXoqjyn0YneUoTpP5DSIohRuJsnQ6d96wuuk5/zILhPeC9JCVC+gUNamdqIrCnDuvQrn7v8HYQMF1O1NEAqZswYPJboA+jREkcJFGBHFHb4iqeF4+7/O85VGd7Drhn9HOy4rfq+Ln//NbnrXDZIs1DHBDwn1Bmz39Mee2XJoXPIvUN5P+muvINf6LkteW8ff9Ic4i7vY+6Yfs+OC77PgH88gtbHnadtejyfZ2cu5H7+azVd/mgeu+gcm7voZm7/5WVa+/PdxM/lnfPmHy5eQfy/fyefmf0LZNDgvtYZldg8/qN/PH0x+iQV2F18b+CNOSDzxg96fbiJCELX45eiN3LrvOgAaYY1rtn6RFV0n8NfnXsm6vlOeseW/OL2WM5IruLr8S/55/mfUpH3Cvqm+hW3NA6z0+gkkIqGdJ/6yZ5BSijW9J/Kuk/+GD974Jjw7SSNoJ+huH/0xvxz9MZ+64N/YMHj6s5KsjD23haFw3/3g+0ImDd+7Fq6/of1ZJgMvOR9WrlT83ssUjYZQ/O/wqle0n10Ve7T1JyjWn6AYGxO+9W3hB9eB48B1P2zfDppIwNQU3HcfgLB0ifDyl8EbLo5HfT2npTy01NFBAiZPhs77wElg9VSoB32UD3STc8YJex2CZAXbiogiD8cZQtIjkKijo0FI1fH9AL1QYzsFLHuS0BPsdBcqlwfjEhVSJFN1jJ/FSiaQlSFaBNVbR2Y6oVDFSpWgmYcRC2n0YvWX0G6EGtiIqj+AbTcoKQsr2Y+3Zzs6V8YZauJHHtox2MmF2N4EtAQRC+2m0VGDxAqhWi9A0sJLhtgJn0AyiFF4i8qovAULEyTcPGomh1Wu4fUcABsEBzWfwGBhLyxRyITU3DR+RiF2BtWtCKdCSqkcHWsq6M46CdOkqSwC30amcoRZcB3BVIUwslApD2ttHpWZoSKd4B9HMtXCbuwHnYBmF4oQHQToyCawA0LVopXOUVs5gJfdBaYDu1lBd7pYZoCa6UV1lVA5H0MP83OLCfyInqZG5wVNDZKQ7AppOHmsDZ2Yxj6aOkuyr45204RhnnCgQln3IimfTDBLpC0sL4TODLVkBqtexLEslLeQZrqEzjfQBYtETvD6IkxFQ0ceSbQgaWPnAuo6j2QNiYqNdg1WVCaMuhERdNNgJUOUcpmr9GINVlEtQdcy0AfiCJZUCDyHxvAQ6eYstfEMUSpNMrSwCiNUrX4S+QW4qToqsRkVOdTNQmy/ScY5gIpqGBYxXRJk1KNr6T70cB+JXAKYh84ypgaN6kKCgRxJLRhnnqjgoXpCJJ9FuzamVEAnykif4NghTi4EqxfVtLAHRkGqyPA8DZXB1RZOIaB5fxZpdWAlxtGr8lBxaHQ08HGx+iKUyaDcLghbhJ5HOGChA5eskyRSAUFnCt92IKih7Sb20hmshUK92UvDTdGd2QdRmsS6HrQ/SdhRQ58MJt9Dq5HCiurYgwZ8wU41CHyh7vZi9yqsDg9TFSaD4/F1Fz3NMbyUheop4Q4LVt5HTAPRBhWACgS6QSUE0xoiqFVpOmmcRpKEpJFUL+FggvlMjnAoBaRJ1E9CrN2oXAh2gJuLQLWQZAKMjzVUwK40UGhMuQt8H/EtLAmIEilK2RQ5SpiMi/Y8bHcGlpr2s8Usi0CStHJCzenF7Wrh9oSEi22SdQuVNthmFjJdqNQQyqpgpEXCySJeN8lglkBCglIaMhZhpR+rO0XkzuFEJZxAo90Ipy+BZDqQehGjG/hhiuLci8gP7sPqn4DqAI7fZDaxDHewQaKmMF6GMPJxFtsEZR8VaaSWx+us0+pcT8f8fvxBwbc6cHN1sHzEH8MWi1ZrkI7CBLncA2hjoK9Fq5CkluujsGGEdE1ohJ14mUE6Xz1FmCiCZ7CWaeYznSTtFq2Xd2C3KiSibnQ6xCSKaNdQzdpUzrfoGNNYXe0EMNrCWTiBGfWJ/BDJ2Vi9PioR0AiyWCvncQciIuNgWS4qSiO6C1OfxiTr+KGF7+Qw+TSp3jp5fwYdNLErA+geQZodqLCIznqE6zqoiEc6CGlYebx0iPfCGbKpDLbpI6pYJMIqUSpNI9mFs/gAeuEs86VBMuUE9ZML9A4IenYOO6jgDNcw+Yia1lhsp6eyBz3oQxQh6QQ6q7HNEKacJbSbTLeWkureQTZfRE2lIVVD1/rR6SIiNuG6CN1KY/tpyFeRmiaq56iFDlZ/F7ZXwWsmaFUbiOOTPnccK62hmaTuZnDdFqZRQzkWqrOF0zeLEELk0Gh2ES3sxfEncdwWJJuocpLGcBdzTjeDvbvR9RA71YWVqWD5GpPM0kikGB/06emYwA2ahD0pMvk6wWQa7fjYK6awwwri2JhMljDRQ3ahIMkxTDVBYCeoZJIU8LGiCOd4B6l2oIJpdD6C7h5U3searWO6mxhJ4jU1ZiqL9h2sZbPYcj/26jkc26AiQXtDaL+CMkkkqqIDi7AQEhof4/hYVh+SKgM1dKOHyAiqXkVXDa2BFDprkbRzqFQSvH48ew5T6EdZBjusQslFD3ShlvWDGaFq57FrNnamTj3TR5isYVxNFPaSas7hnDhPPTlMF2nICJY1gXRF6KQPg01o7QfLQdwWrqSI0g6W8+QGLz3nR3aJ1Aj9nxP5nwEc3NQX0NZC1OwuUt94PSYziJrbSRRluOv/vhfxI1bf8Tqc3tSh79hnFFe0LDZqw53Gevib+Z9uyKDFYzJRxIPf/Wfu/fLH6TpuNae825AoWCi9AlQd5AAA2j4f2/v/MMG1WO7rUOrRt9KpiftJfeMNKEC0Q7PnfO794Ib2z+sKFl91PtkzjtwthWO/vJGbL/0jTOijLItXfPl2sr1DjyjzbP9i/77Jq7mxvgWA81NrWOH2c1XpNmri84bcqbyncP4Rf+NiuVnka/f8PT/ZdQ1+1MSPWjjaJTA+3alB/uCkv+Tcpa/B0o+zUz1F/1UsaqbFdyp38X/nf86cqaGAte4Q2/0J3po/k7d1nEFWP/sPh5+pjdOdHuDO/T/jH2/9X0xW9yO0XxaRtNPkvAJv3fQBzl/+umf9LZOP59luE8eCkVHhV7+CO+8W7rob6nWwNEQGbBtWr4R3/zGc/sJO3vK2ORYvhvf/6XNzf3muq9eFuTkoV+BLXxF+eQcoBZs2Qn8f3P5LaLXguu8rggA+/BHhxI2KTZtgyWKwLHXMtInn8siuqYl3UQ4qtOjDtk8gEd6CFTRQToo9Mycwv7+flct208y4aNmJJonTqKMaK0g5W2mkfWqNhfSqe2lIi0j3kEkXUDNjmHKVsGeYVn4Du2UhfYzgyhRN+knSwDIjJGhRrQYoCuQzNkrXqVUzBFMl8v0FSO0HyTJvnYkyB2g2ilAVou5FVEc6SRZ+QSY5QRhlwfdJZnJkrCRgKElEZJJENU02WWVEssyOn81J/v1ES/fQCqo4lo1XW8J88kFENNpLk/UrOI3ltHKjtESjVAd+pUV+agQ71QEDCaalk1SwGV9y4K3AeK9kvrmPBepHmDCkFjaoh8eRnZlkXDbg6lHSWxt4Yz1Ullikz9lOl9MB0TIeIEmnm2UhI/j+9TTJ4ikLKhHaK6C9BDP+DDPVXgqZCcTpJ0UFTw+TiCYIWtMEdheVylJMYgtJ1aQm/TTDxXSau0mXmpi0g3/Ao1lwsPqmmLVX46sVLPJvJmgF6HSKvO1RPRASORHlzhwV8gwEWzGicFSVjDFUEgNUq3mU55CoVRktL6OQ3kp/ukKQWoWWOdIqQUlCdLVM2rTQ9ixlnUSMhZ4GlTN4ukY1NUTZ6qTDnyZQg1hOiXJTkQsnyURFAp3BbgRoawhP6kx0palanWSNojUT0qgOkUi/hIHeLzFT0diZi+lyf4lUforMFhgdPIHI0mRUL91qD6VoAt8kSbRW4c40CZLzoO8j1eFiaOGTYEIdRxKXrmqZ5vxOysrDyWry2XkinWZabSIb3I1Xn0cSCYyToGy9nr7oLqz6vdg4lJMJqn6I3bQpjAxgU6a1fIDIeYhqOctEa4ih5C8ohUN0eftoVLqJgnUMdBQxmVFKWjjAi1iSiJhtVMnq3cxLD34pT1d+D8nWThwJaNS7qEx1UbAnca0Ie8nLKBX3kivtopUcgMEhSq0dZMMRImeIiIUUom3MNmyaSYe8qpJxHZTAmHoZ/oGQlHU/aXscK+PTdNeSDOtkoiIVqRAGSTpqNtUuCxtFs9aAqT5ygYe/6Dga3SfTMvdANEdkxoko0qRAoM8kF9xGWPEYUPvwCg9f44ZEponW/UT1GkVc9jrHMTR+J/niNEFvActLETlNHJq0AgW59SStXdRMQFr5+GGd+XCIQniAslsgdDxyMounqqRYAOxF11zq6UFq1CkojQnncJsK8mfQDMvMkiNghKyqUWtsIGHtxnXK2M09pFohlhqilQ6pWeDX++go1ijnEgTWEINpF6MnmQOcaIx58iTwybcsmp6DjgJSdgnmCzSa41BNYBY66MQJWP4uZlQHom2G9AFQeezmFEw6bPbeRLrjx2ScabLjIcUwxWx/Ht1yWKh34PuaZmuAxtBFDBY/jVWsgU4QZTqpdfbRkAQZ2YNWBUK9GhPdR9KMo608ZRbhNvaT8msk0osxYQk8DTRg0sFMzlPK5wl6A3Khy3zYRyIX0mGNgeqHsImxHLTloqKI5uQ8k2qIeraPPm7FtsrU1SCuKDqs1bRcG7tVo2kmmXOXIIyCMqR0kkYU4EWGPqdOpDIomSQMm7QiCztyKSWySFgip8pUqwuIgk4kXSKZnCbtN4lKIYmEUPUy1MMBcimX6oEEvdktkNLMu6vJItjsR6l+Dug17N+8js7sD0kOjEDQhV3xKQQ7MPXFENVoLiriNhUtSRNkpvHCAI1LzVlHZHWTla10Rx6N5kOYKI1xXeyER1MSlOoO6VKBhr+TdKaKpSO8hEZFZahk+EX2D5jtWMM6NUJndCOybyc13UU43E9Vkgz529CuQukOHDNNs2URYqM8nxAbty54DZAum0A5WIBID35rnAxFEk6WoigaUZrepIMmCTWPvcai4SUYdufJUoJomEpjG3N2gZw1g2s5IFWC0KFld2NRI1cGxlOY1mIS66uUmjap6EGitIA4hNbxBGYHBVJQ9ymFHdRyNi1TJ1/bTyICP1MAq4NOZwHF5q9wGiWKjWXoniqKBmlaWHhM6tUMVbaScAXj1ghUjprpIqOEFpMoGswziGpZ5PVeGrUUFZXGT+SImhlSyRo5Z5Q5Bui0kriiyNaLTKXPoqzm6Kn+hHSzhU75hHY3UasfyWQRApYOffgJr5Oe88muKLiRoPn3gEZZm/BSH/914WYJ9/LzefC7r6FZ7SOq2fS8+3j6P7DxEd8pAjUgBVzatKmhsA7eyDGghJc4hqNicWoAADOWSURBVJVa8AEX4Z4vX8rorddTHd9L93EnETaq+PUxXvx3/x0nvQsxO1D6BEQaIDtoD5ALQQ2ireVo+yQs+yyU+nWSQY/eQfLbfwhKgwmpjnez+Zq3QdjuqCWO72TB519EYnHumdisj9IoTvH9d55FUC2htMXJf/JJFNCz9hTyC5Yf0U7MTFjh1sYOrq3eS04n0SjOS6/h/uYY11bvoXpw5NLZqdX8SeF8lrt9R6Re0B7F9dDMPXzyP9/DWGkXwiOby3BuGa9b9y4uXHkJ9jM0kurJxMKI4UF/nJvq2/jq/M34tLPdFpqTEkt4Q/Zkzs+se0bqdzhEhA/+6L+R8To4afAsrtv+L2ybuhtzMPHl2Un6Mws4a/GruOSEP35OvcXxWOnYHyn1uvDQdnhoO7z+dTA9LfzV37QfMv+blGofwwHSafjevyv6+zuZnp7DtuNRXE+HmVnhin8WLAtuuRXm50Fr6O2F17wajlsFH/jLX98+mkrB2jXw/j/LMzRYQUSO6tGZz+Vk15bJTzHT8tmrLqBTj9Ed3U6GWQKV4oCsZYoTcWnhqCKi0uSs5RSDEKu1h4K1Dd8JCcmymBG8aAJLF+iwPQhCfBlhSq/DJH6PejhGF3tpAvulDwuHYXMzLZIIhozSJO0TaJlZmn4ZJ6pipwYpRjWqCHk1wCgdpKTMgNpLVZ3CAVmLG13PAL9CYWOjsGlgqwFa9hLGzSImSDOkmywwP2Ek6mTnxCs4v7aPmRU7mZIseSvNIjVDK/gJBoeABJ3apUYBZJIaSR5Ub2aAu1gVPkBNn0bFdygmfRIywrQ5ntBdQV06STJNP/uomQqj0o9iMZ3Gp24lqFen6Bzfz3GTRQ4sg10DL2SDuou6XkHRTJBTLqt1F7XWZ3BoYOhkitXYagxHDdBUFpOtxXQ5u0jqbiwJqViLSCJUo61EZKhZx5MNf0zen6CuB8nZFfJiI2yjTjebnT/BkyId5gEe4oUMW1OsDa7CUoY560R6VcQvWmdjY5Fy72dSBugwkyRlDx3sI0ELRR8tnaShegijKnv1xeRlC4NMIcrlHn0ei7gTXwoEYpP3t9Bt9uKaeealn5HxkxkavBfHnqRpD5CyurBVkj1i06MctNmFNjPUZA2uFhz2M6fXsEbmGbV6qZgmWWsYQz9JEzJvpRiIriNC2Gu9HBNNcmb960zu8phY+Er2dCxAmwZL5FbylNHMs1dfQksnqfgBy5s30JWcoaE89qmTGJRtiEohzR4y6n7G/R50Ks9CfQd7ZTUNlaRbLNbJXVTVDA/wUmbsMzhB7cY2e4kAMXtpmiZj4Ys5odpD0L0HkVuZkUV4jQnKQYFEs4JYOQreDnZZ59EwiyhkmgyY71JW/aB68OwmVbOQsrEYlO3M6I1os5kus5kuRimzgEY4hMs4Cdsi7ayn2SwyF2XZmTyHJfoBnOBBOv2t+PY6Wm4ve0036XAvdtQEJ0XK6iWJYUhXaJZ3Uqr3UvJcuhIVZl0N4rDG8tkmnRhJ0SEzNGWWtIZJ+jDWMnJ+LzNOlnHl0ckUC2Qre80A2owwqPdQURtQysaReZTqJac1S2U7cyZkUp9ExtzNHClcGeFB82K6ywfoaU5S6W5R0svIWhnSsptOswWxlyB0MRvto1MmAItIDTBAmf+U15PUmxlmD1rGSZJHU2OeRSSdM9kazpCjRLfZybDqoKYPUDZQVGvwGEXow9KdGDOKUhZd1c24QZLOpGKX002VBnOciKktoic7RlJXadCkZVpkmaDOIHl2okTRBLIqQsSgZIao1YuZUzQTNr3dwqy+kKZKIOGdJFUKjxBfLaJbHeAhNjKtuqiFe9kg38czQ+wzx6NlK5nIJ5NYTFJ+2H7pmr0OXbmDetFhrz6XRd4U6a59zFivZbncwbhYbOVEumU7edmBhYejOmhFRVLKQ7xzmRPoNA8RRdtx69047iqmnAqObKFDL6Ou8zimjC9jlBkkVGmUSrHC/ByXWaLJIe6wLmS6O8kS/6cMWbdTV/1MWOcR0k2WcUoyTE5+RQQ4VElby5kXC8ccIFKKcXUqOSvFguDbNE0NSzvUyVGVHBk1yYB5gED1kFaL2FZZgp0JWKp+wbQsJsJmXuVIMUFGGXZG53Na9BWSzhT71SY6ZYJulaKpuzjAMCYs4jdrSOIATbWIvM6y2PyKVvNFjLjHI/pq8sphyiwlkEl61X48Efbr4+hz1qKiLSxMw3itxKyxWcBdaNKUsZmTLox5AZmZ/8TtnMVxEjj+LCpqMm0v44C9EE8nWKJdtkmObGsngdUPqkSvrpNUmmnpQ5mHyLCXqt9LQ3UQ2Xk61SRKNFAj0gXSMoel80xLH2KmySkYtiKa4Xamg35cb5CmVSClV7AlCmmIzQJ2kNcuRVaTC79BKIoELXy9AG0qRCrDvLWcjmgLdlOo2SexLyywLPUQO9UKVslWIjOHRYum6iYte8ipDNOqn7TZyYwaZp86mzWN74JUcewOVGItg0ww19qJHwh+83TmOrMYs59+NcOMpGniscJ/gEU6R93ZDdarmFEWkakRRPeRVR4z+kzSso2KpOgI72NeD7BTvYQOXaLL/Iqk1mzjdBZwDx6KPmsVD7GASaNYGX6HRivFAmsXTW8ZLVJo5dC0NvHivkVPeJ30nE92iZkkCu9B6SG0tRrmZ5n+4maCXVNYs9up7kvSmOkHFNlzh1j81fP+y+9vGPh+YHGXUSxT7bElb3Ejrg8tfhVp3lXex13/8wKCegUThtjJDBL5nP2//x/9G85ARIiC7xC2/i+oLEpvRMw9IPMHl5AGalju63G8P3jEstXsLpLf/5+ouV1gOdSck9ly5Uswc612AVvR9dZVDP7NM3cL3G8SY7jv//0d+37+XaoT+w5N71t/Bi96z2XsvfsWsoOLGdh01u++LBECIv61dDs/rT/I+7su5MvzN3NLfQcNHv9tCkN2gfNSa3hd7mQWO0/vm/wiE1L1yxiJiExIaAIiiSg35rhuxzdAoC8zxFfv+dQj5ktYKU5ecC6vWP1WNg6c8Yx38g43yVKMavzV9DXs9mfYH/16vgErzzK3j2JUo8/KcXJyKSvdfla7/WSP8Fss/bCJaycot4q85qrjeMWqtzPbmODOsZ/imyYAlnZY1XU8xcYsa/pO5gXD57Np6EXkE8/Og/jjZNfhiyKhWGwnqZJJxf0PCN+4Wti+s33L3MNsC8LfGo2cSMDKFbByJSxZrFi6BFatBNc9dkYUPRuCQPj8/xGuvwFqtV9PV6odx64uQGBqGv7sPSnOOqvBj38ifP2qdqxWrlDtuK2Arq6jIwH2uyS7rrrqKr70pS8xPT3NihUr+OAHP8hJJ530uOXvuOMOPvGJT7Bjxw56e3v5wz/8Q974xjc+bvnLp8qUAsFWikFmyEZ349NJD/ejVZ6QLirVJuXmasZ6F9OjhZrAQgVVqWGiXVTUMAvkHhRCWkKSusyc5EibGarWagr2iWTkTqqmTsmEtJTHjD6dwMyQl0kWyS9J00DpZVSUR0ktIqFSJMwom2UFCap0spMmnWjdR7fZyoR+Eftx8IC82U6SGoOqTtWMMMkGyrqfhuogKYo6sN5cQ0SeEc6jR0XU9TQVk6NLJbDYTWjq9MtmavSTsDJUJEFG9mILbLFeRkMMJ3MjjchhurkSO+1QV2maqpPqwavgYSXYMktG7me/OpGMztGhYI9RJKMm9kyLTG2SRG+ZieyJZKJbgSQOdVDdWNYqJoIiEJFRDZKqQcU0cBX4ej2uVkTRBItkK1Vgv1qPpbuomVm89gvvUXqCIAzJMUkHM+R1N054PRqL++0/w1Il+sxDjKp1pDH0RL9gVi2moftpMkBNgUaRVYYARSDgi89x5jp8EzJtn0OPCimpArPGIanaHfuUqZBgHyXWkNJzlCSPq1wKZhudsotRs5RM2MFcoheHcVaE36eul9Dvnk9JKmyNUqS1R8I0EDnAiFqOo6BlDC4+G/RmSixihG4WaqEliiTCPtH0sZ9QhFGGsaXORvkZYV0xmTwfz7aZFSEvW8jhE1gbadG+MeKA0XTIPvIqZI8sxdWKNWqeqkSgCjTDA2TUVlCrUTKKTZOdnIIhzZnybyRlklv0W4l0jvOsgJ+FY2SlSp9MISrLnepUEgo8aZKWfaTMGA41JqLjMM1hlGvT8AIc5WGUha2EpijycoBurcDJ0PCTzInFaj3GFAPMm4is7KIovdjKpVfN0mF+QUX68O11RCTaSQSVZlAZRkVhhSNM6UF6tTAtHhmqWFLDUgUWaJsRFL1mNyEuTZUGk0arWSzZSQJDQJY5tZ4k++kyM7SYZZ7FTKoVdFlgAS2BuigciejWdTRpQhmnS6aYVUO4OkcfNbaaTlCKQcpUqFJXg/REt6FpMM46BlQH9WaZUqJASraRUAtQVg5bIGO24MgkRbWECQawzSQJ1WKQKvtZSFX30G9uJik+Y2odgephUfQjmsqjYp9DUyBA0RDoUMLy8GuE2MyrQVyVp2mtA5nHNZNU9Bq6/YfIs5u0I+yTIQ5wPL5yUQq6lCESmBNoiqLXEs7RIZujgAYW86aMEZ/l8lPm1CIsuinPd9CT20qvFVF2Xsy2UJOVfaAsXD1EBciYFj4WM8ohFFjAJB2yhUl1IqlwhEVMM+G8kHT4Qyr6BFKqRd34jNeWURKXfErotjVz2iYRTaOUR13lEWCh+SWGgBQtGiQQ64VECEUUi2QaZbYwZ52CpVLUoyYFdoBeTVbb7IkUNu07HgHKolgs7dt2FzvdXBf0HPxhMSIrNSKlmSeDqyArLZbyCzyJ2K3WUWA3vj6RktgsNz9lP72M6ONxgBXmQaoqRV11MGmyWEohYtgQXUNCQ0WfQWD1M2E0LiHD3EtgyuxWZ9OtSiyTu5mWDrTsx0az3345C6IbKDOIIiAlcxQszUgITd1PXS/AUlkSwJS0e+C56Fc0VYaKXkOHEgZkF4YGNTWAJzVssxPbspgLDbs4ncV6Pz0qjxfezKzKMGm9kF4zgS8jpAnJKGGnbKKpPTwZoSBTZHQvD6g1pESwFGSY4gQ2c8DAQ7yIhdxMaCL2ygvoNfspuStIKE1P9HMi1c+EWkJKxgn1EDWBhJTwUKR0i36ZpYGNyAEq4uHaL2BOLGZQ9Mo0WhWwlMVs1KKLSVpSZkavo58pihQIlUteqgRAXWVoCvSrKpDGo0hO9lKTYaaUZnX0Q3zdQV29hFT0Aw6oTWAtZF7a55EOApariAo++0wd09JktYd4OSyZYlA2s1O9AIPFal2iYHVzpx9wvLWDbma5Uc4kkohe5VMmDUASwTGT5NjKbnUmjnIIJCSvNE2ZZ0juJIPLuH0WCWBaFH3RVqYDj6w9h9F9pHWavcahV+V4y8ATP4rpOZ/s+m3m//0tW/56AOThW1cU2Iqe/76OvvdveFKJB1/gH1s2DQENLNfCvUaTndiL9eAddF97Bf7wSjr+8xryi1Zx+p9/nsKSR74B0kQ7iIKfY3vvQCmNiWbw62/Gct6OZa8BlSH0v4bWKxGZwHLehNI9qLCJe/M/4Nz3ryCGpl7F7utOR586i7t8numPnUbqlH685XnSJ/WSPL4LZ2EGBShLY/x2j1C7B4cRhz7Yv9tbCEWEkVuu5c7/89c0i1OP+MxOpln5irczdMr57L/jJ3Qft4me1SeiLAulLbRlo7SFsmyU1gT1CrWpMerTB/jcghlmqDMVVdgTTD9hPdLKZaHdxYbEQtZ5w6zzhlnsdD8tyaTvbv0SjuVx4Yo3EpmAr9z9SX45eiMjpZ1POK9WFn3pBZy64DxOGT6XDYNn4FpH7hbK36VjPx7O84W5n3BjfQsN8Xm8xm6hWO0O0mfl2OlP0WVlWOn1s8TpZsDuoNfKktQuIYZAInwJD/5FBBLiKIszU4//htL/Sqk5i1KanFdgsjrGx3/6LpSyWN2znttGfsR4Ze+j5tFKk3E7sLVDaAIKiR4SThI/bNEIa7iWh2O1bzFdVljHH578IWztkHFzT/nNmMdygqXVEoIAglC4+x5o1KHZbCdAmi3o6oS+fohC+Or/g4lJKJfbI4FE2kkSEfB9CMNHfndnJ2gFq1bBsqVw0omwfLkil338dn8sx+JIGp8wXP9DuOde2LcP5ktgzOOXdxwIgl//e9EiyGXbt6OKwEA/9PZBXy+sOQ42blAopdi1y5BOQ3+/RkQolYSWr+jrfW4ky55qsuu6667jAx/4AH/zN3/Dpk2b+Nd//VeuueYafvCDHzA4+OhHF4yOjvKKV7yCiy++mEsuuYS7776bj3zkI1x++eVccMEFj7mMK2YbzPsBCQV9yhAI5NjPAhmlrvI0JWC8blFKHEfatggE9hvFWm2Yob19swqcaHf71nIZZZblNFUPkUpgK8gAPURMiQY5QFL1YLRLSUAJWCYkQYsha54kFSZYTR2oCDRRdCihZZqstmwK2uKhSFEUmBWFo2C5NnQoyCjYbaBoNA3g4au8EKGHCinq7KcfByGvoS7gAkVRCLCWWSZwcVQGrYSqUZRQ9GmDDbgyi8KhaDJEyqKFwkboV0Kg2rdLj4thQEVM4NGrhaQSIlEsUcLdITSaEc2ETV7BsLmPFrNEaJRew37ViyeggMbB9a4AGYF5YEALTRR1E5GSKbTqo4xGAWfZhllR7LZcQj+goFp0MoununjQzOJKC6UX06mgi0luifqxFbQkIoFFGUVWQb82CIqaQLcSFmvh7kjTxQz7jULrLgrqYIcDaCkoRgpRUKe9PbsQJlF0IdSkQVNc5nFYpQ0HDsZMRSUWWQmaymWfaBzaCYiGtNt6WRRD2jApuj1a6uBfjzIs1DBjoCqKacCj/f/d2tBAkZUZkJCq6qdfgauEUaMpH0xyZDScoA17jGJzpPEUBAIpBWsswwOhxlGCmHn65R7S1lq208u5VoNZSbBNFJ1mihChqPpJK2EhwoOiiFB0SIWc8hjFIUThAU1gOdN0Spl71DIchIRSlAwkNBQQooPbdU4U3QjDmSR7ak08oFMLW6P28W2xJcwYaIlitWWoC9wZaXo0HKeFiYOJJwWMiyKBkEEY1pBQUD54IRdJ+xy80yiyQAsI2++KwFfCvGj6lTBqFJaCBVoYQhg3hv1iESqFh9AQxQLLEArkFThAp4aVWrgjUsyKooCQVTBnYFQUGSBQ0BCFI1VOsA0iGeZQhAgHjCZSwkIFNWkn0zzqBDJBlSUstdqdWFegAjSAHiW4ZpY8RUZZTFW5rNezTBhAdVIDAlGghASQkClqYuFIGVQ/vVYCW4SHRGNQ5LTgRQeYk37W2YqCFoqi0MCIUSQUjJv28e98x4DATyNFUuCAtLeZJyGn2BaVZIqHqnXyZj9ad1BXGWZN+7hTERhUQkq1Ex++tBNynoIuJUybFkOWR0LBvqgd2waQU1AThSghFLAPzhMcPPYFB7dJWsGoUfiiSBEyyDb2sBCtcjgHy2WBMWNwtEUOQVBklKEl7bYdCPgoFmvDfqOJEFKAq2CxFvabdiLx4YRtASF9sJ02JSIjW8kohzF1HI2D+0m/FnwTUhJNS1lUjKJTtecz0t53XYROLYjMYUfjTOq1uChmUaQQVnM/Dj779UkkgeUcQMsuZsJd7FEbKanj6ZctzKoCDTVMRkJ6uYsySyhYPcyKoiTtRJ6L0KEFEZgR3Z6m2vv3RttQEpgTxXwErhPQDAIclaJFuw+0Un5GIBH3cA4FrQiBAdlJpFIHR8RBB0KPhh6EXaJoimJcFP1aWCpj3G8yaN2BbWpYzOPoIQa1sCNSBADSIMQjoTTBwRGEfUpYpA1jotljFBklLFMBlhxgj+Q53s6zw7SP6XkFBigooSwKffDOB1dBGqGJMGEsstpgjKIGeEoxqA1Z4J5IYQAXRb82GBNSwuJsG24M28fqhVoYF8VCJaQU3BdpSgJJ9XBiTzFvwCWiWzWoSZJAaaqiSCqhgaKbCgHQJMuwMhRRhKJQCB5QbzdjurWQpd3eQJEjwJcKq3SO+8VCpH3M61LCPDBhNAawESwUyyzDK3o7HvPa6Dc975JdemobzftHac5lqdynSKwukH/5IuzOw7vdaU+k+KL/8H3nijxCEPiEtTJ+Rw/9I1u4uLiXwZPPQ1tP/AwmEYOY7SjVidK9GLOfoPG3KL0SE92O7f4Bof8lvNQ/onQfpvxjpHg12e/diw7qlE7oo0WWyqeXUx5fQnOm49B3K8cggT70XysZkF82weKzfoznTDBbeC+zo5vo/8BGdMKm8rP9lH8yxtDHTgVg9usPUblpP4u/cu4TrsfczgfY9p1/5sAvf4RfKx/WNv1tt3zhwzQ8C60UxahORnsoFKFEZHSCfjvPYqebExOLWOsNY6un91lXv+mPvnMOe4rbnrDc8q51DOeWkbIznDh0Nit7TqA3Pfy0P4frcDxdHfuWCdji7+eG6gM80BpjOqowE1WJDt5CeFJiCdNhmX3h7GF/t4VilTtAKWowEZXI6gQneAsomwZ7gmk+0XMxp6dW8mBrnM8Vf8z7Oi9kidvDvc0R/u/8z/lg1+8x6BS4vbGTfyn9go/1vIaCleZHlXv558nrOX5shL2zm9mTSVDuXUjXvdfjWglaURORR/e+E3aSk4bOYay0m5HSdszBMicPnctkbZQvv+bmw17HoznB8h/fF666WjhhXTtRNTEJs7OwelU7qbXjiXPCT0hr6OiADeshn2uPAjpxIwwOHv4zt47mWDzX1WqGhx6CPXuhpyfNgfE6P/u5sHcfLF8OzQbs3PXopOZj0Rpct72PQfu5bEr9OmFmW+07/8OwXXb5svbnqn1dxGmnKt7xtmc+IfZUk10XX3wxa9as4SMf+cihaS996Us5//zzed/73veo8n/3d3/HTTfdxPXXX39o2oc//GEeeughvvnNbz7mMu6oB1CrEar2yPVhLbSUIinCzoOdsfWWtH+1B5qm3fnM6naHrwGs0MIuoxg3isjMAp30WtCl4OEBlx1KGDPtbW0p2p0aYIdR1KV9Aa2AnBLmBKaMJqMMgxo2We1R9A93guoCd4WaFkKngiVacDUkgObB0RZ5YAZ4INTklNBnQQJhb6TIK8gcHJlfEYVFuz4R7YvtrIK9pt2ZEhR5JbgKJg4mrW4KNfOiWKRNezSCJRQU7DNQNLBYw6RADUVdoKBgjSU8FCpGBEJguQYjNRaoIuP0MCUeFdNOFJzkCHOmvby0aieQZgFH2h18JdCjDRkU4wLLLGGRBRMGUtkc46UyyzQ0FOyOFLsjKItmyBKWHRyZFx5c9x6EISXcYRTLtbDIbl/fHjBwkt1OaG2L2usB7cRlpNud40VWu2NYPDgiwgK2G4UPdCro0MJIqCjR7oT3KJiIYLEl+Krdod8btZOWK7XBUYqqQFq1ky72wU52AygbaKE4zTJUlMKS9gujMqo9oi4FRAe31VQE40rThWAf/HzEwL5IMWC1k4ZdGloGHogUvUoYM7BMg1FQNWDr9j7QKWVSOsuoKF5ktRNSk6bdQfxlpMkqoVvBoCV4Ar+KFAlgwBICo7A1dIgwL7DQah97fhkoWiiO14a9olhnCSVpx3uREqal3U56chn8apVeJVgCWyKooFilhamDHd3lluAa+GWkWGIJvihGpd0mLIFfRJrlStjotAOoD27TgPYP9zUgQtGHMCGKWSOkUfRbQlWgW8HWCMaMZoVlWKFhmygi007QTKEoKCGgnYBepAVHtROQzsFtWZT2/ytADBxAsVgLKYGdBvaJ4jxb0AruCBUR7Ye7DGnBAg4YRfJgJz0lIEpYrNsjccqiGDPthMsKqx2bmigmpb0/nmS3jztKQcVAVgkLdXv/Cg8ei/4z0BQNLLGEASXsNYopaW+XlIJ+Jay1Be/gqcII3B8p9hvFUm3IKFhgwWQEPww1QwjL7faxyQaSCsJsjs3zFfqUYFT7OAHtZE5DwEGhdDtxUaM9ajFBOzEpSjGs28eEuyPN7MFLVk/BImXoViAKtMBuUWSVkFLtZHNDKYy0ExvWwe26whJ2Re3tOWXayecBLdwealq022IIDCnhgMCOyKJfCRndbk/TkWJYCWO0E66rLGGNJRiBaWBXpEgBx9ntfQiB0YPrWDNwv1H0KFhltdc9pdtJ3qoo+pSQV+241ARK0j6WJBX8MNAUBQq0E5x9WlhrtZNHZYEk8FDU7iN2yRRVskQqw5wpE+HxQtslAG4JNV2WsEoLt4fthM4aBUOWIApmDZREMXEw6dithBccfCFdxcCDRpFKpVjQqlEWCAzsEU03FXqYZxfDJBUMamHWtPfn5VooS3tkXE61E+t1gfmD59OAdvvPHGyjOdrnqKxqn2sfDBXbo3ZMp5QigzBgwfjBBOFxllA38PNQkTnYflcqYUzaPwQEtJNDtmr/9R1MPO0ximW6nRB1FfgG9pr2uaso7VGLSy1hWAs2cLffPkZ3WcIGG7YaRQfCAqu9HczBdjaFYqkS9ohif9Rua0j7B5wJFAmBxVa77VjSPm/fKe39ZoEWKqLYbTRLLcNpljASta83FlnCoIItRjGohcmDx8pIIK8ETft8stwSxiJFS8CnfV7N6fb2rh5cr9WWYbH95K7PnnfJrqfT5kixI1KssYQI+GmgiVAcbxleaJtDB8ang4m2E/rX4CTejVI5Qv+HhP5VeMl/QlXr6NkdWFNbsR/6Ic0pm+KDw6QKE4TVJKXRQRqznWQGp3FyAYYsc1uHWPmhIvZAF5P3rWf8M7tY/YvXYmVdpq/cwswXt7D6zotRWrWTXT8ZY9FXzn3So6QKhQKzMzPM7riPyftupbTvIWqTYyQ6umhVS5RHdxA0athekmUX/jecRJrK/t3UZ8ZxUhkGTjybpedfjOU+N565tKe4jf/ccy22drC1jW252Moml+ikO9VPd3qAvsyC5+TD0Z/JNiEiVKVFMaoxZBewlOaK4k+pmRYvSC5juz/B10q30mtlWeh2MRNWuLc1in3wN3dD+/bUYauTZV4vE8E8O4JJ0tpjkdNNKBGjwSx/23Mx56SP44HWGJfNfJ//3fNqVrr93NHYzT/O3cCnet/AsNPJz+oPcmXxp3y2/y10WRmur97P18u38X/730FKu3y/cg/XVu/li/1vQylFPaiyeeIOulJ9RBJy9/6buWf8Zl679l2csuAcfjHyI67f/g1OX3QhoQlphnVKjVnecdJfHva2OpoTLL+4Xbjpp+0n0k1PQ6nUfnD54kXtz0dG2gmJQgGyWejphpYPk1MwPAQDfRAa2L69XcZ1obenfSvbiuUwMKCwrKfvgHo0x+L55PHi0GoJs3PQ0y00moqtW4Q7726P8hqfhF27oFKB889rPwT/hhvb/02nIAjbt0/q9gvhCKP2/mjb7YfnGwNIO3Fz8omK11/83Ex2+b7Phg0b+MxnPsOLX/ziQ9MvvfRSHnzwQf7lX/7lUfO86U1v4rjjjuOv/uqvDk278cYbee9738u9996L4zz6uZAN0+6catoXpO7Bc7yIMG+EtFaHpv02c7BMQbcv6H0RFO1OdE6rR1wvhCJMhIa81iQ0OEohIkxH7VEJCiEQwVGalrRvEVroWijAfozlP9nnvDUjg6XbHT19sOOnD87nizATGvptfWgaQMsINRHyWmE9xjIiY2gIZCz9X9YjlPYx0ab9duGWESpGyGhFQv96npoRdvoRRiBnKZa5j//jWN0IIkLaap9DJ0NDWisy+rHrEIgQSPuxE00UWeux4/mb28VIOxH48HZvx+XX8zzROteMHIp/dPDfGa0esY0P1c8Yagf3l9/8/LfrUIoMgQjd9q+3TdMILRHy1mNfd4kIVQPZp/Hc8ZsqkSAIud9Y/m9ux8fjSzuJ81j7FrTrDTzmNq6adgLSe5x4t0y7P5I6+Hk9MlhKPW75J0NECOHQPhBJu1OpfiteM5HQbT12nH/7+x6et2WEuUjos389329+Hh5cllaKQORQW/pNpcg86ngzGRo6dHu9K1E7kZZ+nG3QMIa5UPC0osNS1IwwFRpqBtZ4Glc/ev+qm3bb/u3vLIaGlAbvMeb5Xc1FhpaBbqvduS8bodPWh9qISPv4knuM9mAe3qd45Pb7zW0diDAXGbotfWjffLj9uqo9Uk3RHmWX1u1jaUPaibXfjkko8qjjdiSCL1A3hvlICGjvUwsd/Yjjy+NpGkMpah/7Hu949/Ax9ze/r2naicrHak9zYURGq8eMsRGhZto/sugncfwrR4asfvS2eDJEhLIRUlph5NHtu2WkfUw8eN50VXsdH2tZv3n8MAe/Nzx4bvntY//jtSkjQtUIid9azkRoqBlhiaOfsJ3/tqYxTEXt0V6d1uPPLyKMhQYRYaFrH5reMO3ri4RWh2JgpH28e6z95+F1qxzcrrZS7esd2iOkH28feizHdLIr9vjiODx3xLF4bojj8NwRx+K54ViJw1NJdk1OTvKiF72Iq6++mk2bNh2a/sUvfpHvfOc73HDDDY+a54ILLuDVr34173rXuw5Nu/vuu3njG9/IzTffTG9v72Mu61iIwbHiWGlTx4I4lkePOJZHlzieR48nc3323BvGEovFYrFYLHYU+O1fXJ9oRNNjlX+s6bFYLBaLxWKx/1qc7IrFYrFYLBZ7GhUKBSzLYmZm5hHTZ2dn6e5+7DcLd3d3Mz39yJe5zM3NYds2HR0dz1RVY7FYLBaLxY5KcbIrFovFYrFY7Gnkui5r167l1ltvfcT02267jY0bNz7mPBs2bOC22257xLRbbrmFdevWPebzumKxWCwWi8Vijy9OdsVisVgsFos9zd7+9rdzzTXXcM0117Br1y7+9m//lvHxcS655BIALr/8cj7wgQ8cKn/JJZdw4MABLrvsMnbt2sU111zDt7/9bd7xjnc8W6sQi8VisVgs9rxlP3GRWCwWi8VisdjheNnLXkaxWOQLX/gCU1NTrFy5kiuvvJKhoSEApqenGR8fP1R+wYIFXHnllVx22WVcddVV9Pb28qEPfYgLLrjg2VqFWCwWi8ViseetJ/02xlgsFovFYrFYLBaLxWKxWOy5Lr6NMRaLxWKxWCwWi8VisVgsdtSIk12xWCwWi8VisVgsFovFYrGjRpzsisVisVgsFovFYrFYLBaLHTXiZFcsFovFYrFYLBaLxWKxWOyoESe7YrFYLBaLxWKxWCwWi8ViR4042RWLxWKxWCwWi8VisVgsFjtqHNFk11VXXcW5557L8ccfz2te8xruvPPO/7L8HXfcwWte8xqOP/54zjvvPK6++uojVNOj3+HEYmpqive9731ccMEFrF69mo9//ONHsKZHt8OJw49+9CPe/va384IXvIBNmzbxhje8gZtvvvkI1vbodjixuPPOO7nkkks49dRTOeGEE7jwwgv56le/euQqexQ73PPEw+666y7WrFnDq171qme4hseOw4nFL3/5S1atWvWov127dh3BGh9bnmpbiR0ZV1xxBa997WvZuHEjp512Gv/jf/wPdu/e/YgyIsJnP/tZzjjjDE444QTe8pa3sGPHjkeU8X2fj33sY5x66qls2LCBd73rXUxMTBzJVYn9liuuuIJVq1Y94no4juXzy+TkJO9///s59dRTWb9+Pa961avYvHnzoc/jeD5/hGHIpz/9ac4991xOOOEEzjvvPD73uc9hjDlUJo7nMUyOkB/84Aeydu1a+da3viU7d+6USy+9VDZs2CD79+9/zPIjIyOyfv16ufTSS2Xnzp3yrW99S9auXSs//OEPj1SVj1qHG4vR0VH52Mc+Jt/5znfkVa96lVx66aVHuMZHp8ONw6WXXipXXnml3HfffbJnzx65/PLLZe3atbJly5YjXPOjz+HGYsuWLfL9739ftm/fLqOjo/Ld735X1q9fL//6r/96hGt+dDncODysXC7LeeedJ+94xzvkla985RGq7dHtcGNx++23y8qVK2X37t0yNTV16C8MwyNc82PDU20rsSPnHe94h3z729+W7du3y7Zt2+Sd73ynnH322VKr1Q6VueKKK2Tjxo1yww03yEMPPSTvfe975fTTT5dKpXKozIc//GE588wz5dZbb5UtW7bIW97yFnnlK18Zt61nyX333SfnnHOOvOIVr3jE9XAcy+eP+fl5Oeecc+Qv/uIv5L777pPR0VG57bbbZN++fYfKxPF8/vjCF74gp5xyivz0pz+V0dFRuf7662XDhg3y1a9+9VCZOJ7HriOW7Hrd614nH/7whx8x7cILL5S///u/f8zyn/rUp+TCCy98xLS//uu/lte//vXPWB2PFYcbi9/05je/OU52PU1+lzg87GUve5l89rOffbqrdsx5OmLxx3/8x/L+97//6a7aMeWpxuG9732vfPrTn5Z/+qd/ipNdT5PDjcXDya5SqXQkqnfMezqOWbEja3Z2VlauXCl33HGHiIgYY+T000+XK6644lCZVqslJ554olx99dUi0k7kr127Vn7wgx8cKjMxMSGrV6+W//zP/zyyKxCTarUqL3nJS+TWW299xPVwHMvnl7/7u7+TN77xjY/7eRzP55d3vvOd8pd/+ZePmPbud7/70DV5HM9j2xG5jdH3fbZs2cIZZ5zxiOmnn34699xzz2POc++993L66ac/YtqZZ57J5s2bCYLgGavr0e6pxCL29Hs64mCMoVar0dHR8QzU8NjxdMRi69at3HPPPZxyyinPRBWPCU81Dt/+9rcZGRnh3e9+9zNdxWPG79ImLrroIs444wze+ta3cvvttz+T1Txmxefx56dKpQJAPp8HYGxsjOnp6UfE0XVdTj755ENxfPia9zevh/v6+lixYkUc62fBRz/6Uc466yxe+MIXPmJ6HMvnl5tuuol169bxnve8h9NOO42LLrqIb33rW4c+j+P5/HLiiSdy++23s2fPHgAefPBB7rrrLs466ywgjuexzj4SCykWi0RRRFdX1yOmd3d3Mz09/ZjzzMzM0N3d/YhpXV1dhGFIsVikt7f3Gavv0eypxCL29Hs64vDlL3+ZRqPBS1/60meiiseM3yUWL3rRi5ibmyOKIt797ndz8cUXP5NVPao9lTjs3buXyy+/nKuuugrbPiKns2PCU4lFT08PH/vYx1i7di2+7/Mf//EfvO1tb+PrX/86J5988pGo9jEjPo8//4gIl112GSeeeCIrV64EOBSrx4rjgQMHgPa1sOM4hxJkv1lmZmbmCNQ89rAf/OAHbN26lWuuueZRn8WxfH4ZHR3l6quv5u1vfzvvete7uP/++7n00ktxXZeLLroojufzzB/90R9RqVR46UtfimVZRFHEn/7pn/J7v/d7QNw+j3VHtHeglHrEv0XkUdOeqPxjTY8dvsONReyZ8VTjcO211/K5z32OL3zhC486eMeemqcSi6uuuop6vc59993H5ZdfzqJFiw6dXGNPzZONQxRFvO997+NP/uRPWLJkyZGq3jHlcNrE0qVLWbp06aF/b9y4kYmJCb70pS/Fya5nSHwef/746Ec/yvbt2/nGN77xqM8e71r3v/JkysSePuPj43z84x/ny1/+Mp7nPW65OJbPDyLCunXr+LM/+zMA1qxZw86dO7n66qu56KKLDpWL4/n8cN111/G9732Pyy+/nOXLl7Nt2zYuu+wyent7efWrX32oXBzPY9MRuY2xUChgWdajMqOzs7OPGr31sMf6hXJubg7btuPbtn4HTyUWsaff7xKH6667jg996EP84z/+46OG0scO3+8SiwULFrBq1Spe//rX89a3vpXPfvazz2RVj2qHG4darcbmzZv52Mc+xpo1a1izZg2f//znefDBB1mzZg2/+MUvjlTVjzpP13li/fr17Nu37+mu3jEvPo8/v3zsYx/jpptu4mtf+xr9/f2Hpvf09AD8l3Hs7u4mCAJKpdLjlok987Zs2cLs7Cyvec1rDp1v7rjjDr7+9a+zZs2aQ7GIY/n80NPTw7Jlyx4xbenSpYdG+cRt8/nlU5/6FO985zt5+ctfzqpVq7jooot461vfyhVXXAHE8TzWHZFkl+u6rF27lltvvfUR02+77TY2btz4mPNs2LCB22677RHTbrnlFtatW4fjOM9YXY92TyUWsaffU43Dtddey1/8xV9w+eWXc/bZZz/DtTw2PF1tQkTi5wn+Dg43DplMhu9///t897vfPfR3ySWXsGTJEr773e+yfv36I1X1o87T1Sa2bdt26CIz9vSJz+PPDyLCRz/6UX70ox/xta99jQULFjzi8+HhYXp6eh4RR9/3+dWvfnUojg9f8/5mmampKXbs2BHH+gh6wQte8Kjzzbp163jFK17Bd7/7XRYsWBDH8nlk06ZNh57v9LC9e/cyNDQExG3z+abZbD5q1JZlWYdGZcXxPLYdsdsY3/72t/OBD3yAdevWsXHjRr75zW8yPj7OJZdcAsDll1/O5OQkn/rUpwC45JJLuOqqq7jssst4/etfzz333MO3v/1tLr/88iNV5aPW4cYC2p0WaI+mmJubY9u2bTiOw/Lly5+VdTgaHG4crr32Wv78z/+cD37wg6xfv/7QyMdEIkE2m33W1uNocLixuOqqqxgYGDh029Zdd93Fl7/8Zd785jc/a+twNDicOGitDz375mFdXV14nveo6bHDd7ht4qtf/SrDw8MsX76cIAj43ve+xw033BCPdnyGPFF8Ys++j3zkI1x77bV84QtfIJ1OHzpnZ7NZEokESil+//d/nyuuuILFixezaNEirrjiChKJxKHb4bPZLK997Wv55Cc/SaFQIJ/P88lPfpKVK1fGI7uPoEwm86jzSiqVoqOj49D0OJbPH29961t54xvfyBe/+EVe+tKXcv/99/Otb32Lj370owBx23yeOeecc/jiF7/I4ODgodsYv/KVr/Da174WiON5rDtiya6XvexlFItFvvCFLzA1NcXKlSu58sorD2XRp6enGR8fP1R+wYIFXHnllVx22WVcddVV9Pb28qEPfYgLLrjgSFX5qHW4sQAecQ/7li1buPbaaxkaGuKmm246klU/qhxuHL75zW8ShiEf/ehHD52QAV796lfziU984ojX/2hyuLEwxvAP//APjI2NYVkWCxcu5H3ve1/c0fwdPZVjU+yZcbixCIKAT37yk0xOTpJIJFi+fDlXXnnlobchxZ5eTxSf2LPv6quvBuAtb3nLI6ZfdtllvOY1rwHaD1ZutVp85CMfoVQqsX79er785S+TyWQOlf/gBz+Ibdu8973vpdlsctppp/GJT3wCy7KO3MrEnlAcy+ePE044gc997nP8wz/8A5///OcZHh7mgx/8IK985SsPlYnj+fzxV3/1V3zmM5/hIx/5CLOzs/T29vKGN7yBP/7jPz5UJo7nsUtJ/OS1WCwWi8VisVgsFovFYrHYUeKIPLMrFovFYrFYLBaLxWKxWCwWOxLiZFcsFovFYrFYLBaLxWKxWOyoESe7YrFYLBaLxWKxWCwWi8ViR4042RWLxWKxWCwWi8VisVgsFjtqxMmuWCwWi8VisVgsFovFYrHYUSNOdsVisVgsFovFYrFYLBaLxY4acbIrFovFYrFYLBaLxWKxWCx21IiTXbFYLBaLxWKxWCwWi8VisaNGnOyKxWKxWCwWi8VisVgsFosdNeJkVywWi8VisVgsFovFYrFY7KgRJ7tisVgsFovFYrFYLBaLxWJHjf8fN0n/RCy8tTkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(trace_dm,var_names=['p']);"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.68273092, 0.04819277, 0.32931727, 0.05220884, 0.09638554,\n",
" 0.01204819, 0.03212851, 0.26506024])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"W.sum(0)/len(Trad)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>p[Food]</th>\n",
" <td>0.443</td>\n",
" <td>0.025</td>\n",
" <td>0.398</td>\n",
" <td>0.491</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4658.0</td>\n",
" <td>3247.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Access]</th>\n",
" <td>0.034</td>\n",
" <td>0.009</td>\n",
" <td>0.017</td>\n",
" <td>0.050</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3383.0</td>\n",
" <td>2316.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Sport]</th>\n",
" <td>0.215</td>\n",
" <td>0.021</td>\n",
" <td>0.177</td>\n",
" <td>0.254</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4496.0</td>\n",
" <td>3040.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Outdoors]</th>\n",
" <td>0.036</td>\n",
" <td>0.010</td>\n",
" <td>0.019</td>\n",
" <td>0.055</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3242.0</td>\n",
" <td>2333.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Social]</th>\n",
" <td>0.065</td>\n",
" <td>0.012</td>\n",
" <td>0.043</td>\n",
" <td>0.089</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3735.0</td>\n",
" <td>2846.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Trad]</th>\n",
" <td>0.010</td>\n",
" <td>0.005</td>\n",
" <td>0.002</td>\n",
" <td>0.020</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2216.0</td>\n",
" <td>2153.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Relax]</th>\n",
" <td>0.024</td>\n",
" <td>0.008</td>\n",
" <td>0.011</td>\n",
" <td>0.039</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2682.0</td>\n",
" <td>2007.0</td>\n",
" <td>1.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Bait]</th>\n",
" <td>0.174</td>\n",
" <td>0.020</td>\n",
" <td>0.140</td>\n",
" <td>0.211</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3282.0</td>\n",
" <td>3264.0</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"p[Food] 0.443 0.025 0.398 0.491 0.0 0.0 4658.0 \n",
"p[Access] 0.034 0.009 0.017 0.050 0.0 0.0 3383.0 \n",
"p[Sport] 0.215 0.021 0.177 0.254 0.0 0.0 4496.0 \n",
"p[Outdoors] 0.036 0.010 0.019 0.055 0.0 0.0 3242.0 \n",
"p[Social] 0.065 0.012 0.043 0.089 0.0 0.0 3735.0 \n",
"p[Trad] 0.010 0.005 0.002 0.020 0.0 0.0 2216.0 \n",
"p[Relax] 0.024 0.008 0.011 0.039 0.0 0.0 2682.0 \n",
"p[Bait] 0.174 0.020 0.140 0.211 0.0 0.0 3282.0 \n",
"\n",
" ess_tail r_hat \n",
"p[Food] 3247.0 1.00 \n",
"p[Access] 2316.0 1.00 \n",
"p[Sport] 3040.0 1.00 \n",
"p[Outdoors] 2333.0 1.00 \n",
"p[Social] 2846.0 1.00 \n",
"p[Trad] 2153.0 1.00 \n",
"p[Relax] 2007.0 1.01 \n",
"p[Bait] 3264.0 1.00 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Alternative parameterization of base model\n",
"\n",
"This model uses an exponential link function to translate the alpha values from the real line to the positive real line scale needed for the Dirichlet"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords) as Model2:\n",
" # Alpha priors\n",
" alpha = pm.Normal('alpha', 0, 1, dims='cats')\n",
" \n",
" # Linear model\n",
" mu = pm.math.exp(alpha)\n",
" \n",
" # Linear model\n",
" p = pm.Dirichlet('p', mu, dims='cats')\n",
"\n",
" # Poisson likelihood\n",
" Yi = pm.Multinomial('Yi', N, p, observed=W)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, p]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 17 seconds.\n"
]
}
],
"source": [
"with Model2:\n",
" trace_dm2 = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>p[Food]</th>\n",
" <td>0.446</td>\n",
" <td>0.024</td>\n",
" <td>0.404</td>\n",
" <td>0.494</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>5014.0</td>\n",
" <td>3219.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Access]</th>\n",
" <td>0.033</td>\n",
" <td>0.009</td>\n",
" <td>0.016</td>\n",
" <td>0.050</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4286.0</td>\n",
" <td>2634.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Sport]</th>\n",
" <td>0.215</td>\n",
" <td>0.021</td>\n",
" <td>0.178</td>\n",
" <td>0.254</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4743.0</td>\n",
" <td>2662.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Outdoors]</th>\n",
" <td>0.036</td>\n",
" <td>0.009</td>\n",
" <td>0.019</td>\n",
" <td>0.053</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4172.0</td>\n",
" <td>2669.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Social]</th>\n",
" <td>0.064</td>\n",
" <td>0.012</td>\n",
" <td>0.043</td>\n",
" <td>0.088</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4176.0</td>\n",
" <td>2396.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Trad]</th>\n",
" <td>0.009</td>\n",
" <td>0.005</td>\n",
" <td>0.002</td>\n",
" <td>0.018</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2609.0</td>\n",
" <td>2243.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Relax]</th>\n",
" <td>0.022</td>\n",
" <td>0.007</td>\n",
" <td>0.009</td>\n",
" <td>0.036</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3386.0</td>\n",
" <td>1991.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>p[Bait]</th>\n",
" <td>0.174</td>\n",
" <td>0.019</td>\n",
" <td>0.140</td>\n",
" <td>0.211</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3718.0</td>\n",
" <td>3334.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"p[Food] 0.446 0.024 0.404 0.494 0.0 0.0 5014.0 \n",
"p[Access] 0.033 0.009 0.016 0.050 0.0 0.0 4286.0 \n",
"p[Sport] 0.215 0.021 0.178 0.254 0.0 0.0 4743.0 \n",
"p[Outdoors] 0.036 0.009 0.019 0.053 0.0 0.0 4172.0 \n",
"p[Social] 0.064 0.012 0.043 0.088 0.0 0.0 4176.0 \n",
"p[Trad] 0.009 0.005 0.002 0.018 0.0 0.0 2609.0 \n",
"p[Relax] 0.022 0.007 0.009 0.036 0.0 0.0 3386.0 \n",
"p[Bait] 0.174 0.019 0.140 0.211 0.0 0.0 3718.0 \n",
"\n",
" ess_tail r_hat \n",
"p[Food] 3219.0 1.0 \n",
"p[Access] 2634.0 1.0 \n",
"p[Sport] 2662.0 1.0 \n",
"p[Outdoors] 2669.0 1.0 \n",
"p[Social] 2396.0 1.0 \n",
"p[Trad] 2243.0 1.0 \n",
"p[Relax] 1991.0 1.0 \n",
"p[Bait] 3334.0 1.0 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmp2 = az.summary(trace_dm2,var_names=['p'])\n",
"tmp2"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9989999999999999"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmp2['mean'].values.sum()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(trace_dm2,var_names=['p']);"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(trace_dm2,var_names=['alpha']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Young model\n",
"\n",
"This model adds a single covariate - fishing when young - using yet another parameterization - the DirichletMultinomial distribution. "
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords) as Model3:\n",
" # Alpha priors\n",
" alpha = pm.Normal('alpha_x', 0, 1, shape=ncat-1)\n",
" alpha_f = pm.Deterministic('alpha', pm.math.concatenate([np.zeros(1), alpha]), dims='cats')\n",
" \n",
" # Fishing when young\n",
" #beta1 = pm.Normal('Young_x', 0, 1, shape=ncat-1)\n",
" #beta1_f = pm.Deterministic('Young', pm.math.concatenate([np.zeros(1), beta1]), dims='cats')\n",
" beta1_f = pm.Normal('Young', 0, 1, dims='cats')\n",
" \n",
" # Linear model\n",
" mu = pm.Deterministic('mu', alpha_f+beta1_f*YOU[:,None] )\n",
" # Fraction\n",
" p = pm.Deterministic('p',pm.math.softmax(mu))\n",
" # Concentration\n",
" conc = pm.Lognormal('conc', 1, 1)\n",
" # Joint likelihood\n",
" Yi = pm.DirichletMultinomial('Yi', n=N, a=p*conc, observed=W)\n",
" \n",
" # Posterior probabilities\n",
" Zi = pm.Deterministic('Zi', alpha_f+beta1_f*np.array([0,1])[:,None], dims=('agegroup','cats'))\n",
" Zp = pm.Deterministic('Zp', pm.math.softmax(Zi), dims=('agegroup','cats'))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'alpha_x': -6.43, 'Young': -7.35, 'conc': -1.04, 'Yi': -1324.93}"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Model3.point_logps()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha_x, Young, conc]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:16<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n"
]
}
],
"source": [
"with Model3:\n",
" trace_dm3 = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/arviz/stats/density_utils.py:491: UserWarning: Your data appears to have a single value or no finite values\n",
" warnings.warn(\"Your data appears to have a single value or no finite values\")\n",
"/opt/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/arviz/stats/density_utils.py:491: UserWarning: Your data appears to have a single value or no finite values\n",
" warnings.warn(\"Your data appears to have a single value or no finite values\")\n",
"/opt/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/arviz/stats/density_utils.py:491: UserWarning: Your data appears to have a single value or no finite values\n",
" warnings.warn(\"Your data appears to have a single value or no finite values\")\n",
"/opt/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/arviz/stats/density_utils.py:491: UserWarning: Your data appears to have a single value or no finite values\n",
" warnings.warn(\"Your data appears to have a single value or no finite values\")\n"
]
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment