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Last active March 3, 2020 15:24
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StatModeling Memorandumの記事「二つの時系列データの間に「差」があるか判断するには」 <http://statmodeling.hatenablog.com/entry/difference-between-time-courses> をpystanに置き換えて実装
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 時系列データに対する検定(python実装版)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 松浦健太郎氏のブログ記事<http://statmodeling.hatenablog.com/entry/difference-between-time-courses>にある時系列データ間の差の有無に関する検定手法を、python+pystanで行ったもの。\n",
"- 公開するほどのものでもないが、諸般の事情から仮置きする。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. 必要なライブラリのインポート"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from pystan import StanModel\n",
"import pickle\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# エラーバーの設定\n",
"import matplotlib\n",
"matplotlib.rcParams.update({'errorbar.capsize': 2})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. 使用するデータの作成"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- サイン波にノイズを加えた時系列データを作り、それに差分を加えたデータも作成する。\n",
"- 元のRコードは以下"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"set.seed(1) \n",
"\n",
"N_time <- 24 \n",
"N0 <- 100 \n",
"N1 <- 10 \n",
"Add_y <- 0.3 \n",
"Add_x <- 7:12 \n",
"SD <- 0.3 \n",
"\n",
"x <- 1:N_time \n",
"y0 <- sin(x/N_time*2*pi) \n",
"y1 <- y0 \n",
"y1[Add_x] <- y1[Add_x] + Add_y \n",
"\n",
"Y0 <- round(matrix(rnorm(N_time*N0, y0, SD), nrow=N0, byrow=TRUE), digits=3) \n",
"Y1 <- round(matrix(rnorm(N_time*N1, y1, SD), nrow=N1, byrow=TRUE), digits=3) \n",
"d <- rbind(data.frame(type=0, Y0), data.frame(type=1, Y1)) \n",
"write.table(d, file='input/data.txt', row.names=F, sep=',', quote=F) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- これをpythonで実行する。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(1)\n",
"\n",
"n_time = 24\n",
"n0 = 100\n",
"n1 = 10\n",
"add_y = 0.3\n",
"add_x = np.arange(6, 12)\n",
"sd = 0.3\n",
"\n",
"x = np.arange(1, n_time+1)\n",
"y0 = np.sin(x / n_time*2*np.pi)\n",
"y1 = y0.copy()\n",
"y1[add_x] += add_y\n",
"\n",
"Y0 = np.round(a = np.random.normal(loc=y0, scale=sd, size=(n0, n_time)), decimals=3)\n",
"Y1 = np.round(a = np.random.normal(loc=y1, scale=sd, size=(n1, n_time)), decimals=3)\n",
"#d = pd.concat([pd.DataFrame(Y0), pd.DataFrame(Y1)], axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 作成されたデータ"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,5))\n",
"plt.errorbar(x = x, y = Y0.mean(axis=0), yerr = Y0.std(axis=0), fmt = \"-o\", label=\"0\", alpha=0.8)\n",
"plt.errorbar(x = x, y = Y1.mean(axis=0), yerr = Y1.std(axis=0), fmt = \"-o\", label=\"1\", alpha=0.7)\n",
"plt.legend(frameon = True, edgecolor= \"b\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. モデルの作成"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ブログ記事の「モデル2」を用いる。\n",
" - 正常データのシステムモデルには2階差分を仮定する \n",
" \n",
" $\\mu[t] = Normal(2\\mu[t-1]-\\mu[t-2], \\sigma_\\mu^2) $ \n",
" $Y_0[t] = Normal(\\mu[t], \\sigma_Y^2) $ \n",
" \n",
" $\\delta[t] = Cauchy(\\delta[t-1], \\sigma_\\delta) $ \n",
" $Y_1[t] = Normal(\\mu[t]+\\delta[t], \\sigma_Y^2) $ "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"stancode = \"\"\"\n",
"data {\n",
" int N_time;\n",
" int N0;\n",
" int N1;\n",
" int X[N_time];\n",
" vector[N_time] Y0[N0];\n",
" vector[N_time] Y1[N1];\n",
"}\n",
"\n",
"parameters {\n",
" vector[N_time] mu;\n",
" real di0;\n",
" vector<lower=-pi()/2, upper=pi()/2>[N_time-1] di_unif;\n",
" real<lower=0> s_mu;\n",
" real<lower=0> s_di;\n",
" real<lower=0> s_Y;\n",
"}\n",
"\n",
"transformed parameters {\n",
" vector[N_time] di;\n",
" vector[N_time] y1_mean;\n",
" di[1] <- di0;\n",
" for (t in 2:N_time)\n",
" di[t] <- di[t-1] + s_di*tan(di_unif[t-1]);\n",
" y1_mean <- mu + di;\n",
"}\n",
"\n",
"model {\n",
" for (t in 3:N_time)\n",
" mu[t] ~ normal(2*mu[t-1] - mu[t-2], s_mu);\n",
" for (n in 1:N0)\n",
" Y0[n] ~ normal(mu, s_Y);\n",
" for (n in 1:N1)\n",
" Y1[n] ~ normal(y1_mean, s_Y);\n",
"}\n",
"\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# コンパイル済みのモデルがあれば読み込み。なければコンパイルし保存。\n",
"try:\n",
" with open('./model2.pkl', \"rb\") as f:\n",
" stanmodel = pickle.load(f)\n",
"except FileNotFoundError:\n",
" stanmodel = StanModel(model_code=stancode, model_name=\"model2\")\n",
" with open('./model2.pkl', \"wb\") as f:\n",
" pickle.dump(stanmodel, f)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. MCMC実行"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#pystan用にデータを辞書型にまとめる\n",
"standata = {\"N_time\":n_time, \"N0\":n0, \"N1\":n1, \"X\":x, \"Y0\":Y0, \"Y1\":Y1}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"//anaconda/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" elif np.issubdtype(np.asarray(v).dtype, float):\n"
]
}
],
"source": [
"#sampling実行\n",
"fit = stanmodel.sampling(data = standata, iter=1500, warmup=500, seed=123, init=lambda : dict(mu=Y0.mean(axis=0)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. 結果"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.1. MCMCの結果"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>se_mean</th>\n",
" <th>sd</th>\n",
" <th>2.5%</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>97.5%</th>\n",
" <th>n_eff</th>\n",
" <th>Rhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mu[0]</th>\n",
" <td>0.283085</td>\n",
" <td>0.000443</td>\n",
" <td>0.027993</td>\n",
" <td>0.228844</td>\n",
" <td>0.264798</td>\n",
" <td>0.282423</td>\n",
" <td>0.301391</td>\n",
" <td>0.340118</td>\n",
" <td>4000.0</td>\n",
" <td>0.999965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[1]</th>\n",
" <td>0.504429</td>\n",
" <td>0.000381</td>\n",
" <td>0.024108</td>\n",
" <td>0.457112</td>\n",
" <td>0.488194</td>\n",
" <td>0.504376</td>\n",
" <td>0.521053</td>\n",
" <td>0.550784</td>\n",
" <td>4000.0</td>\n",
" <td>0.999588</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[2]</th>\n",
" <td>0.740793</td>\n",
" <td>0.000382</td>\n",
" <td>0.024145</td>\n",
" <td>0.694058</td>\n",
" <td>0.724373</td>\n",
" <td>0.740646</td>\n",
" <td>0.756854</td>\n",
" <td>0.788379</td>\n",
" <td>4000.0</td>\n",
" <td>0.999805</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[3]</th>\n",
" <td>0.895994</td>\n",
" <td>0.000380</td>\n",
" <td>0.024010</td>\n",
" <td>0.846697</td>\n",
" <td>0.881088</td>\n",
" <td>0.896324</td>\n",
" <td>0.911941</td>\n",
" <td>0.942797</td>\n",
" <td>4000.0</td>\n",
" <td>1.000300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[4]</th>\n",
" <td>0.995485</td>\n",
" <td>0.000370</td>\n",
" <td>0.023403</td>\n",
" <td>0.948732</td>\n",
" <td>0.980074</td>\n",
" <td>0.995494</td>\n",
" <td>1.011701</td>\n",
" <td>1.040778</td>\n",
" <td>4000.0</td>\n",
" <td>0.999547</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[5]</th>\n",
" <td>1.035130</td>\n",
" <td>0.000372</td>\n",
" <td>0.023511</td>\n",
" <td>0.988928</td>\n",
" <td>1.019079</td>\n",
" <td>1.035159</td>\n",
" <td>1.051098</td>\n",
" <td>1.081715</td>\n",
" <td>4000.0</td>\n",
" <td>1.000010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[6]</th>\n",
" <td>1.007501</td>\n",
" <td>0.000384</td>\n",
" <td>0.024301</td>\n",
" <td>0.960726</td>\n",
" <td>0.990833</td>\n",
" <td>1.007038</td>\n",
" <td>1.023447</td>\n",
" <td>1.056244</td>\n",
" <td>4000.0</td>\n",
" <td>0.999468</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[7]</th>\n",
" <td>0.890440</td>\n",
" <td>0.000380</td>\n",
" <td>0.024023</td>\n",
" <td>0.843760</td>\n",
" <td>0.874524</td>\n",
" <td>0.890116</td>\n",
" <td>0.906185</td>\n",
" <td>0.937188</td>\n",
" <td>4000.0</td>\n",
" <td>0.999380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[8]</th>\n",
" <td>0.715590</td>\n",
" <td>0.000373</td>\n",
" <td>0.023588</td>\n",
" <td>0.668658</td>\n",
" <td>0.699926</td>\n",
" <td>0.715175</td>\n",
" <td>0.730983</td>\n",
" <td>0.762976</td>\n",
" <td>4000.0</td>\n",
" <td>0.999524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[9]</th>\n",
" <td>0.497292</td>\n",
" <td>0.000382</td>\n",
" <td>0.024179</td>\n",
" <td>0.448125</td>\n",
" <td>0.481261</td>\n",
" <td>0.497278</td>\n",
" <td>0.513877</td>\n",
" <td>0.543044</td>\n",
" <td>4000.0</td>\n",
" <td>0.999393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[10]</th>\n",
" <td>0.270947</td>\n",
" <td>0.000378</td>\n",
" <td>0.023920</td>\n",
" <td>0.223992</td>\n",
" <td>0.254645</td>\n",
" <td>0.270760</td>\n",
" <td>0.287290</td>\n",
" <td>0.317070</td>\n",
" <td>4000.0</td>\n",
" <td>0.999581</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[11]</th>\n",
" <td>-0.013755</td>\n",
" <td>0.000387</td>\n",
" <td>0.024498</td>\n",
" <td>-0.059892</td>\n",
" <td>-0.030602</td>\n",
" <td>-0.013795</td>\n",
" <td>0.002578</td>\n",
" <td>0.034801</td>\n",
" <td>4000.0</td>\n",
" <td>0.999672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[12]</th>\n",
" <td>-0.306203</td>\n",
" <td>0.000374</td>\n",
" <td>0.023648</td>\n",
" <td>-0.352052</td>\n",
" <td>-0.322224</td>\n",
" <td>-0.306427</td>\n",
" <td>-0.289641</td>\n",
" <td>-0.260033</td>\n",
" <td>4000.0</td>\n",
" <td>0.999949</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[13]</th>\n",
" <td>-0.561625</td>\n",
" <td>0.000364</td>\n",
" <td>0.023003</td>\n",
" <td>-0.607825</td>\n",
" <td>-0.577088</td>\n",
" <td>-0.561732</td>\n",
" <td>-0.545649</td>\n",
" <td>-0.516988</td>\n",
" <td>4000.0</td>\n",
" <td>1.000114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[14]</th>\n",
" <td>-0.734434</td>\n",
" <td>0.000376</td>\n",
" <td>0.023755</td>\n",
" <td>-0.780486</td>\n",
" <td>-0.750732</td>\n",
" <td>-0.734577</td>\n",
" <td>-0.718151</td>\n",
" <td>-0.687938</td>\n",
" <td>4000.0</td>\n",
" <td>0.999925</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[15]</th>\n",
" <td>-0.841018</td>\n",
" <td>0.000386</td>\n",
" <td>0.024400</td>\n",
" <td>-0.888079</td>\n",
" <td>-0.857871</td>\n",
" <td>-0.841319</td>\n",
" <td>-0.824806</td>\n",
" <td>-0.793068</td>\n",
" <td>4000.0</td>\n",
" <td>0.999575</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[16]</th>\n",
" <td>-0.938206</td>\n",
" <td>0.000367</td>\n",
" <td>0.023197</td>\n",
" <td>-0.985141</td>\n",
" <td>-0.953405</td>\n",
" <td>-0.937775</td>\n",
" <td>-0.922967</td>\n",
" <td>-0.892333</td>\n",
" <td>4000.0</td>\n",
" <td>0.999488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[17]</th>\n",
" <td>-0.994138</td>\n",
" <td>0.000386</td>\n",
" <td>0.024387</td>\n",
" <td>-1.043205</td>\n",
" <td>-1.009903</td>\n",
" <td>-0.993209</td>\n",
" <td>-0.978167</td>\n",
" <td>-0.946734</td>\n",
" <td>4000.0</td>\n",
" <td>0.999447</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[18]</th>\n",
" <td>-0.958105</td>\n",
" <td>0.000385</td>\n",
" <td>0.024367</td>\n",
" <td>-1.006315</td>\n",
" <td>-0.974092</td>\n",
" <td>-0.958507</td>\n",
" <td>-0.941639</td>\n",
" <td>-0.909924</td>\n",
" <td>4000.0</td>\n",
" <td>0.999917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[19]</th>\n",
" <td>-0.850406</td>\n",
" <td>0.000379</td>\n",
" <td>0.023994</td>\n",
" <td>-0.897476</td>\n",
" <td>-0.866553</td>\n",
" <td>-0.850387</td>\n",
" <td>-0.834305</td>\n",
" <td>-0.803416</td>\n",
" <td>4000.0</td>\n",
" <td>1.000918</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[20]</th>\n",
" <td>-0.718740</td>\n",
" <td>0.000376</td>\n",
" <td>0.023776</td>\n",
" <td>-0.765522</td>\n",
" <td>-0.734455</td>\n",
" <td>-0.718668</td>\n",
" <td>-0.703215</td>\n",
" <td>-0.671240</td>\n",
" <td>4000.0</td>\n",
" <td>0.999872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[21]</th>\n",
" <td>-0.522828</td>\n",
" <td>0.000383</td>\n",
" <td>0.024227</td>\n",
" <td>-0.570576</td>\n",
" <td>-0.539578</td>\n",
" <td>-0.522514</td>\n",
" <td>-0.506079</td>\n",
" <td>-0.475976</td>\n",
" <td>4000.0</td>\n",
" <td>1.000573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[22]</th>\n",
" <td>-0.277446</td>\n",
" <td>0.000384</td>\n",
" <td>0.024298</td>\n",
" <td>-0.325410</td>\n",
" <td>-0.293725</td>\n",
" <td>-0.277808</td>\n",
" <td>-0.260779</td>\n",
" <td>-0.229450</td>\n",
" <td>4000.0</td>\n",
" <td>0.999885</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu[23]</th>\n",
" <td>0.043029</td>\n",
" <td>0.000450</td>\n",
" <td>0.028460</td>\n",
" <td>-0.013247</td>\n",
" <td>0.023702</td>\n",
" <td>0.043180</td>\n",
" <td>0.062126</td>\n",
" <td>0.099368</td>\n",
" <td>4000.0</td>\n",
" <td>0.999676</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean se_mean sd 2.5% 25% 50% 75% \\\n",
"mu[0] 0.283085 0.000443 0.027993 0.228844 0.264798 0.282423 0.301391 \n",
"mu[1] 0.504429 0.000381 0.024108 0.457112 0.488194 0.504376 0.521053 \n",
"mu[2] 0.740793 0.000382 0.024145 0.694058 0.724373 0.740646 0.756854 \n",
"mu[3] 0.895994 0.000380 0.024010 0.846697 0.881088 0.896324 0.911941 \n",
"mu[4] 0.995485 0.000370 0.023403 0.948732 0.980074 0.995494 1.011701 \n",
"mu[5] 1.035130 0.000372 0.023511 0.988928 1.019079 1.035159 1.051098 \n",
"mu[6] 1.007501 0.000384 0.024301 0.960726 0.990833 1.007038 1.023447 \n",
"mu[7] 0.890440 0.000380 0.024023 0.843760 0.874524 0.890116 0.906185 \n",
"mu[8] 0.715590 0.000373 0.023588 0.668658 0.699926 0.715175 0.730983 \n",
"mu[9] 0.497292 0.000382 0.024179 0.448125 0.481261 0.497278 0.513877 \n",
"mu[10] 0.270947 0.000378 0.023920 0.223992 0.254645 0.270760 0.287290 \n",
"mu[11] -0.013755 0.000387 0.024498 -0.059892 -0.030602 -0.013795 0.002578 \n",
"mu[12] -0.306203 0.000374 0.023648 -0.352052 -0.322224 -0.306427 -0.289641 \n",
"mu[13] -0.561625 0.000364 0.023003 -0.607825 -0.577088 -0.561732 -0.545649 \n",
"mu[14] -0.734434 0.000376 0.023755 -0.780486 -0.750732 -0.734577 -0.718151 \n",
"mu[15] -0.841018 0.000386 0.024400 -0.888079 -0.857871 -0.841319 -0.824806 \n",
"mu[16] -0.938206 0.000367 0.023197 -0.985141 -0.953405 -0.937775 -0.922967 \n",
"mu[17] -0.994138 0.000386 0.024387 -1.043205 -1.009903 -0.993209 -0.978167 \n",
"mu[18] -0.958105 0.000385 0.024367 -1.006315 -0.974092 -0.958507 -0.941639 \n",
"mu[19] -0.850406 0.000379 0.023994 -0.897476 -0.866553 -0.850387 -0.834305 \n",
"mu[20] -0.718740 0.000376 0.023776 -0.765522 -0.734455 -0.718668 -0.703215 \n",
"mu[21] -0.522828 0.000383 0.024227 -0.570576 -0.539578 -0.522514 -0.506079 \n",
"mu[22] -0.277446 0.000384 0.024298 -0.325410 -0.293725 -0.277808 -0.260779 \n",
"mu[23] 0.043029 0.000450 0.028460 -0.013247 0.023702 0.043180 0.062126 \n",
"\n",
" 97.5% n_eff Rhat \n",
"mu[0] 0.340118 4000.0 0.999965 \n",
"mu[1] 0.550784 4000.0 0.999588 \n",
"mu[2] 0.788379 4000.0 0.999805 \n",
"mu[3] 0.942797 4000.0 1.000300 \n",
"mu[4] 1.040778 4000.0 0.999547 \n",
"mu[5] 1.081715 4000.0 1.000010 \n",
"mu[6] 1.056244 4000.0 0.999468 \n",
"mu[7] 0.937188 4000.0 0.999380 \n",
"mu[8] 0.762976 4000.0 0.999524 \n",
"mu[9] 0.543044 4000.0 0.999393 \n",
"mu[10] 0.317070 4000.0 0.999581 \n",
"mu[11] 0.034801 4000.0 0.999672 \n",
"mu[12] -0.260033 4000.0 0.999949 \n",
"mu[13] -0.516988 4000.0 1.000114 \n",
"mu[14] -0.687938 4000.0 0.999925 \n",
"mu[15] -0.793068 4000.0 0.999575 \n",
"mu[16] -0.892333 4000.0 0.999488 \n",
"mu[17] -0.946734 4000.0 0.999447 \n",
"mu[18] -0.909924 4000.0 0.999917 \n",
"mu[19] -0.803416 4000.0 1.000918 \n",
"mu[20] -0.671240 4000.0 0.999872 \n",
"mu[21] -0.475976 4000.0 1.000573 \n",
"mu[22] -0.229450 4000.0 0.999885 \n",
"mu[23] 0.099368 4000.0 0.999676 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fit.summary()をDataFrameに整形する\n",
"fit_summary = pd.DataFrame(data = fit.summary()[\"summary\"], index = fit.summary()[\"summary_rownames\"], \n",
" columns= fit.summary()[\"summary_colnames\"])\n",
"fit_summary.head(n_time)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YINoHDHHOkZiMSAUIIcj7A2QQoKoVTJbjlCyWi4pidjIxGaH0d2XPrMZHMconhF6AEuqCjRtD5NcwLi9mIm1hi0pKcJA5jRISJSQYh1ESrEZJhbMOrXNGdkxNhFSCoj8jpCxsWirivOhfVv3KxW1OKCbZiJpXQSBw1mKdxUrw5cXdeyEk1eYik8Hqrk61M5gkxVlDWGvgjC6ylxIhJFm/B4BsNdHW4EtACHSe4YdRIYvb2QNnwFMkOiMUHonJCPwAb3aP4oV1rjV6PEFWKwxsQig8fOkReMGu3WMMYmcWUCiczkAqhACrDdJTWGtJBwNENcIETRYWGlxPLutE/fZv/zY/9mM/xpEjR66HPK8rjDG7L9zV1fPcf/8DTAfP0DvzWeYO/yB2YpGNAFkN0BuTGyLjN5/d3P372ye2rqkTlZw+vft3/Oyxi74z/fPok48Q3P9ehLz+vvh/fOY/862NJzg5PMP/dPePAmCdRYrX7760F75MSi6Py6aMn3wMN3fP7kbj60U6Pbv7d//8F+gcfC9/ceJvmOqYD936ftQ1lOf8Q19ikCY0BKx9+t9x9Df+j9lL5/Ksnhvw0N8e567vXOaBQynaGby5KpvnjhNPBgCcfe4xbr73bddM3jciQRDwwQ9+kA9+8IP8/M///A2R4ZXORLUONTm9cowszYmIdp0FAJzDYBBCYTOHRGAweFaAlEgkBoNMUrSyeEbupgMu5BUnWKeRwivylI6N8RBPCWwOicsuksnEY6zL8WWEFhZhLaHnkeUapxTCGISQGAme3rFlh50Vl2cxTjiMcHg+kAqKXllRTq4sVSnJs0JOJyHzDGQTlAxAgqcFKskwO46KEAhhSfOYQFVg9j5wzuHGQ2I9IgoiqraBAFKXXejWTae7eTjhEE5ghEM5AcKDScqYBKPAs3L32slggJEOZQVJFqPlBOUEFvADsKnA4QhUwMTF1JRlaj18I/GFR2xjnM7wvSpCgrOO3NcEJmTqYpws0ntGkDDAVwG5ybDO4AsPKT1ylyOmYySSfDpGWDdztgQwYKfnXZURxhfoNMVg8VLIdI7xFBUXkAwmpC5H6RRtHFYU9+VwWCmwcuaoAJWwSj6ZoqXFc0UfwAqHtbro6DqHchIroUJI6lKsKK6RCALhQ56TuRwpPaqqSm/9/K6cAzFFOYkwdtdvsFIgnSjKjCWehGz2vRCCxMV4MqSwetDCUZmcYzLVeLZIOzSjIhiYUOTZGD3dpKKKjrd1BrmnP9MXUxQSiwWdo6VFyYAJKVYVDlJgBFo6YFy0uZkHoKVDSYnNUpQMyDyLZyVWuMJ+9rQ/T0m0hZGJGccpbnafO/l4rrh+aMcoWSx11cJipcCzgthmzDxdMqlRupDzovYNBOMeLpekToO1SKl20436fRBgBSgkvvJJpUA4AcMxfjUkGY0KZz+LUSpESr/I3oGVIJ3AmnxXhyORFHUhAOVInSNUUWHTcVKUPZmCEEzJsWRIN509KdzMKczxvMruPVgcwrndgQpjc5T0MXHMbQdqr3jVyms2E9VqtfjoRz/KoUOHePDBB/n+7/9+lLq+nZkbxcbGGnmeE0UVer1tAIarf4/JhwxWv0Rl/FbUQhU1VyE/2cfGObLiXz7fOOMvz2xwW0XyPYeWX5FsT35rhVPPbfF0ltNphIS+4uTqtV3ylDxfbGRsfPfbGD/y9WKUazYKl3zx32I3TiBrXfzbvuealns5jDU8tfUMAP+w9ij/423v59GNx/mTZ/4r77/lvXzf4XdcV3muBLP2HNPP/i7hW36I4L4fuNHivCTDacaffOE5vuvORb7j1vkbJkdmLH+/2uPuJ/+M+okvE779xwjuu74R1fJ4jaB6gLB2kNHGw6x4c3z25OcBuL1zK9+5cO81KWc0GvLf185i3/IdvGX5EP5/+k8kx49Tue22K0r/tS+dZH1lhNmcsn9+HREomg/ew9bKKQCU8lk/fewfpRO1d0+Uc44nnniC4XB4AyV6Zawde5z9ixXieDby7xzOQrrrOygCDxCi6LCw9x1tcU7MRuqLHs9s+wOe3BncKf43ViGdmyUXs84pGFsMNAez11vR/5MIETKOLZ4AJRXtps80LjqHUiiSHAIFctb5dm5vn674TBuBp4B68VmSQpw75uuCvSPXRXpFnEmiYOc+ATTWQKbBYqmGAuuqSHFBTzs30hFNosgnSYp9WoGD2XYprAUpQQqHNuCpomzrHFhIMwijnXJ3vgPBjv4czkGcFbMtnhJEAVB3pDkIkbHgKUBR3b3/nCoe1nm7unZO4PkKoxPCXfdB7OlzZ7u6AIcQ+a4etIGqZM9skJulc7P7jPFFoWvnAAtVPIQCKPKJXlA3gqKDaV0hG4CSUK0aJpEgyxVRsLeevFm9C3IDgQdCpFxYL7IjW1Fe1c2MysY0ZWHTyouZn/XOd8rUswk8TzmyXOB5Dimg6nZkg5a60NneKatSUVQDM7sfh9YeYbBjh/7sZ4dCp8aCdMz0Ymd2e+G6JFcEqrgVAaRaoGTRnsCRaXAIIt/hXFDoeubQS3HBro0tbLRWk6SJYKfdWnehDnacMutASn+P3UumqSvaPUUbK2zeK64VF2abvT2PA+cMkRNoq/BUYe/OFaVJAbkBJS3apLS9Ir0AooohnfVvnatzqfHg3DjUzIHKNIym4ClLq15cXHMCa4u2Jytgc4dTF9ra3jyzVGCFwveKvYhSwM5iwsAr2oO1kBuf0C9m2raff57le97yYsFeQy471PnTP/3T/O3f/i0f/ehH+exnP8t73/tefu/3fo+1tbXrId8NZWXlHEIIbr/9LtI0IZ72yKbFSEk6OYOJY2TNx5svHolmY/py2QGFA/Vvnj7DM4Mpf3lum2efePiq5RoPU770V8c48ewmT5/qceehNocW65zduLbhJ5Pnj+N1OtQfeACnNenZIoKSsxq7VfytT33zmpZ5JaxNN8hszj878DassxzrHefzp7+Edob/+txfcmZ0/rrLdDmyJz4H2ZTs0f+Gs/ZGi/OSfOEbZ/nyE6v86//yBCdWblxn8+GNAZ8/v81/k8UMuD7xjesug0638aM5GgvfDcCpta/SDBr40uep7WOXSX3lPPvs01ghqBrLYxuraE8xfeapK0prtGXl7IB7/sl+DtWL5YYuM5j1CYPN89SaXfbfcg8b5/9xno/0tre9jbe//e27v3/xF3+Rn/u5n7vRYl01Fe/iwTkhQCqohMVPFOw4AJdOL0Tx3c6Pr4ofUUxWIWaTFp4qVtDtXLfTqVHyggO1k9/Od/WKoBYVDsPecgAiv8h/b7oX4r1gTDYKoV3jhf7TbvpqKF50n1IV6aph8cXO90KAleYi3exdDSBEcW9SgJIOMSt0r0xyR9eVF+t3r472ylevzByoGaHPbmf3UuzNRwgI/Bd3zcQlynqhPotO8aXTqRfYhxCFkyBeZkzcU6DUhfSeKn52ypWCi+5zh516Lzq3L53/XvnELN/Iv4ScM5vdqZfAv7iOd2S7HN7MTi4nk5IX6+WF1+/c3069Rf6F9iREcd+RfyHtzrUvrJsduV+4BHJvW5Wz9Jeq22ooduvkhfoQe9LtZefzwLs4zc7f/iyvXedM7Hx/cbu5FDtppYDQg2oIrdqFi6W4YENSgheC713aloPZc01J8H1QXiHTjlxCFLYZBRfSRq8wYNCr4YrWYQkh2LdvH4uLizz22GMcP36cH//xH+djH/sYDz744Gst4w1jZeUcS0tLdGeR6Ua9kwA0Ft7KaONhTNRDVg+j5qrF9OrmFP/wy2/g/ttzWxjrOPDcf+fcre/g/3v0YQ7fci9h5crj0586voVzcN//cISvP3SCbujh1wK+/vQ6aW4I/WszUxgff5bo5lsIZ3uhklMniY7ehO2vgNUgBGbl6eu+TG11ug7A25bewpfPf43n+idYm27wA0fexZfOfoUvnvn73SV+rxfMyjMgFS4ZYdaPw74HLp/oBvDUqR6dRogQ8Mn/+1F+439+K93m9d9zdmJUrAE/2byZ/+s7/lf++dnP8Xajr2rj86vB2hyTj/DCLipoI1SEmW7ywOJbOD9e5czo3DUr69y5MzSHI+7tLvBlndC75Rbap09dUdrtzQnWOA4caRNsJ4xjTd1XZKcGDLZWac4tM7d8E2eOfZN4PLguASZeT+zdE/VGZumtb2fjxFNMz55kmEyQywe5/5Z7eX79PPFzz7JQbbP8Pf+MLB1j05TN3iZJb0it22VgJ2z0NjggG+SdkFalw/bWNrHUeHFGO2who4i6g63TJwEQ1SqVQ/tJkowkT2ht9Km22zC/QK4zzm6epd7scsuR26DXZ/L8cWSjRtqp01s5TxIp6vUGi7UFpmfPEW9tsDlfQdUDmmmIRDCxCUeXjnJu/RztqMWov4JCUGktcbJ/ksV9y1SzgHxlBRGF5FiqnXnMdECl3mH8/AmmOkbUahy6+Q62nv42gfJI8pxGGFGt1BjMNXl+4yQLqoE/2iatRniLbaqZx9b2FpVai9wHZWFj7RRMpiwfvotupcbKuVOI2XKsJJvSOHQzhw/dzOTsaYL5BdbXT0EtJD1+mrlKh+bhQ3idOYbDAevxNs2FLnOigX7qKdi/zHoyYf/+IwQIVs+fQUlF3t9iWw5pDB0VGWHImWaayPOQS3PUOk3ENGWYZ1SGIybxlLDRom4MQ53T2rfMxKWM14+jlu4kOHeecZYR64TD3X2MGnXW0z77GouIUDE8cw6hE2ynhYlCamGNSqPKZLCBSzSdzQm+VOT79zM6/iyJMbSbHRIctJoo32d8/Dmss1QI8I4eZjzYQDjB/qO3o59+klCGVO+9l1wnnHn+SehNqPohR97+vaz0VlDn1tFhiPU8tBCk6RTPSWQQkCmD7W9BpYmKE/xGu+hbKDVbYirwpcL2thmFgmB1u4hM12yih0O8fV2CzhwqyUnHfVABd95/D6tffRRdicgbDbZXTlKphJhRTNTqEKcZfrOJXlklm2+yvHSYc49/i00xoW0ilisNxJFDjLbXiYZTlFSMui0OtOZ5+thjjKZ9FoMW1VvvoJZrJqsreM4xTBPq7S650PjThH233UXS7yGrdVb0lDBOmaYxtrdNPxnSq4fcfvB2pifP4MQYoi6tpUOMj32bzGa0Dt/BytnjNA8eJTCW/spZomabdqtF3xrcVg83nmCwNIIKzVtv48nJKczKOvN5wMEHvptAW8489yRJp0Xb+dSjKrLXIxMW6xzJeMjYaXSa0gwb5AeWCSqFB9NpVhl860laBw8gvYyVbz5BWJ+j1uzghkOiW47Sf+5Z0smQelCn1WzQSjWDNEYtLGK0Zm5+ga3nn2cxqjJMY6Z5BlKQ+RqXZxxqHURi2Iw81tdO853/5B1sbG6Qb2/RuO0o5489wSEbMe5UadYWWT3zPFGjTdSsEFvBTffcQ7+fXNdn82V7JH/6p3/Kn/zJn7C1tcWDDz7In/3Zn9Htdtne3uZ973vfm9aJyrKMra0N3vrWt1KrFetlk/EKAPW5BwonqtpD1HyEJ5HNEHOZyjPW8cxgwq0qRa4/zblb38EobHHiia9y53e9+4plWz07oFoPCOeKqWuVapYOt3HAei/m0OKrj5BlRiP01hbRu96NP7+ArFZJZ3uk7HbRgfTv+X7yJ/4G2zuH6l5dlKpXw/q02Ae2XFtiqbrIiWEh163tm+mnA7699fTran+UnfZx0z7BW36Y7JH/F3PqUbjv9edEOec4sz7m7fcu8Z7vOsQv/puv8tATq7z/e45ed1nW44wDdsQaEVMZ8uXFt/HW3lnU/PWRxaTFMjAv6BThlL06LTnmcKc4Y+jLK/9wTQYPtNb0e9vs7/WZu+NeGuMeA21Jn7uy4Ae9zWL2uzNXAQsn0pxwoYo42WfUW2PpyJ10l4rZvO210xyo3/eq5H2j8Ed/9Ecv+/1HPvKRV5X/F77whVeV/mrpmSHDZYtxkrBxFD/v8VzvK+BDeFdATzk2Nr9FmBYrRGwQYPbX0OY0wuYsLkImJsCYbTNEL7SpxNs4b8q4okH6TPWI/O4ufrYNjBiZZ8AHV20zaAj6MgZOIWSOPwep6PHk1mME6SYsO6CPJyvI1oiwvoxIz7CWbGL2VfE7li4TYAIe5F6A+c/VAAAgAElEQVSDyOasTx7FtToMzSnUXLE/adNY2h0D5gwTT8IhEK4INjBWE0QjJ2EDbgHhz2Olz/nsCcwdDWKnUTplW6SseyHSrdE+1MXpEXpOoshwc5Lt0YTMD/Hs2SKAgbU07tgPTjISlgl9uK2OQyCpUsvBsspzkxivPoDkLMy2H8vbfTZ8RS9/CrYhD+Zwdcn29Cw9Z7FHQpzoIVXCs8PHUXqCqdVwMkBWDEGumc7XGCcOajWUHjOOLJO8zzA/Cz5k9UVUPcUOBa4LqzJEWthgGz/vIw54ZEEfd3sDP+2BmuOUFCCmVLIxm2EFZRLy/R7Kb6FsgrQjpmyTzsLR63qLs+0WSk8Q9hTmjjZ+1qMviq0MVk4RWPL7FlHTbbJWnZGeEnpjjKpwLn0ecdMs+M7ocYTNYUkgFzwGKuKxza9jpYc74CNchnAxTiikTUizGCkMSA9zoAZC42cDNMWezjyYQ5oEZSakAF2HTTKmR+fwVE7ua+yhNimGLDsGvoNOIcrjQ0Gyf4Sw2zgh0Te1SYWH3CcZC4NwDhhg222CdJOzyYjsEMx7AQLLRj4g9yJUNyZpFc9b7cGJ7CzBEWirfcRhl9Rs0PcN3Ozj5X3yviFekChncS5gQ65DxwFbSD9lUnH4WY98uUut3cJbP8WmO406OJ3Nwm5zXoB/JEcHHbb188hb64y8CWCh2SHL+2y4LSweYl9GengfYbbFlggYmKepNJpQWybVOScm30aZCewHwZQBsBHM4y2MkLMldsyBVRHKWMZCkwcTgnQdtCBP23BYMNbPQga1uxvkfpU0X4M2ZPkzyCOWClUSv4XJezjhY0REzARPTzjnO9wdDVayTdJoCamnWCuRXrE2csWMkaawx0494rn4GF44Rh+qMclWEEcW2ZieAW/CyMtRB1JiucXYb2BlgO/7wOvMifrsZz/LT/3UT/Gud73rotOZu90uH//4x19T4W4kGxtrOOc4ePAgUhbL9fJ0k1BF+JUFlGxhqtvIWjFnq1rRZZ2olTgls45mvEqGoxV4uLlDnH3um1flRG2sjVlYarDaK4zNjnL2dQoZ17an18SJSs8Vm+rDg4cQQhAePER6ZuZE9c6BkAT3/HPyJ/4Gc+7b19WJ2og3aQUNIi9kubaPZ7afA2BfdZ5b2zfxtdVH2Iy3WazeuD09e7HbhS7V8u2o/XegTz4C/MsbK9QlGEwyksywf67GXCtiea7KUye3r7sTZZyjn+bcNTnND8Wn+Pb9P8LfrcJ05TiN6+RE6ayISuSFxfKAsZO0pORI8xCDdEhmMgbZkHb46mZ2+v0eDkdtPMHrdFishpwej8g2N7B5jvRffo9lf/YMaPgeE20ZOMd5bTgSa+q0ac0v01k8iBCC3toZDtzyj8OJ2omo+mZhde1hKpUAEUn8vPei75WJUeZChFhpM6S9OBCEcPnsWl1cK4AwAJsUPzBzoC7Gy2f7ysyF5eoKio5eevE+XF8atO+h0o1CDhPvdoouylNfSBfoi++nqi4EaRJuT0hlIYqO+aVkA7x8cFG6HT0pffEydzXdwM+yYm/Qzv5uKQmzTS7H3jJe6nM/27psPi+sG2UnqADICx0LBEpfuCZIi9UXqg5kG5fMM9gjv9QX5x8mRUQ2D3bidlzyHvbehzLTiyLB7XS0g3QdFCgzIEyy2bUX29+L8taXWRq+U84l7BYuoVMh8CshMKtbnfJS629kvLVrN8LZS9r4RdfbdLZEsejvihCC9GKd79ivEODZGC9+8coEv60gX7/wQXxpHfjZNmo0Bmyh852MAT/rgZS7+vPNCMyL975LNEhJlG+AgIA+2BfIfYno5MElbF6a4lkgnN61O3DIfHKRTQL4+d5z+Oyez3uzPHI8lxd2J0HtqccdmwRe0iZ38rmonNm+fC8vAmEIlyFn+Z5af5qqOHDpzF4jLutE/f7v/z5//Md/zLvf/W7OnTvHpz/9aT7+8Y9TrVb58Ic/fD1kvCFsbRXGt7S0xGCQIqXC6SFerQuAL5ZJascRlaLpynpAfm74sqPT5yfFQ8jbOEllfpnFKGCjvsD246fReYbnX2Jx8Qsw2tLfmnLT7fN8a3tKzVcMt6csdopZqfX+tQm1nq0VBh4sF4EvwoOHGDz090W0lO2zyNYSsrWEaC5izj8N13HT/1a8zVylWGK5WF3gG+vfQiLphG0ONYoGdHZ8/nXnRMnOAbxD30H61f+IHmwAr6/Q7OuzDvm+ToV//1fPsLI1Zb0XY527rudXDDONBZrDc8wtdLlreYG/Wx2zvn6W6xW8VGcXZqIA+kazLAVNv8HCzK42ppuv2okaDotyKtMYr91hTlc5fvwYuafQW1sES0svm340SKg1QtxsAKd6oMmz54ccqUa0vEVac8t4fkCjs0hv/ezL5vVm4rd+67dutAjXlIpX4ZK9oJKSkpISALanfaq115kT9Uu/9Eu7Bwo2m02EEPzqr/4qv/M7v/OaC3cj6fW2aDSahGGIEBnVahXhtvCCwqkIsgMk3tNk+jwVbkLWfTAOlxpEdGm1rsYpgRSkq8eZv/lekijghAyx1jLcWqW7dPiycvW3pzgH3fkaG6e26NQC4n6GdFCv+Lsd4VdLvrEBSuF1CqcxPHQIl6Zk6+uYjROo/XcBoPbdhjn7ONfzzObNeJvbZ8uq9lUXAGgEdZRULFUXEQhWJq+fwCe2dw5RaSIrTdT+OwBIzh2DhYsPcLVpyujrX6N6x5348wvXXc7NQWE77XrAw08W+jPW8dTJbe65ae66ydHPipBjzXgT2bmLffXC2dzsbXJzNkUEr/15RzrtIaSP9Iq9ipt5zCEpwKYszBz4jXiL22Z2+EoZjYoRxjBJ8FptWrORvrhaId9Yv6wTNR4mNJohZmsKUrDvtnkefWodU/dpeF2ac8UB4K2FA2yvnHxVsr4RefTRR/nUpz7FdDqdnd9iOXv2LH/3d393o0W7KuYXHmCz/w9UvQrtqEVuNRuzZc0VL8KTHp2wzbnJCq2gSSOoI4UgNcWZTHNRMRiQ25xYJ/jKY5pNqQd1BIKxnpCbnMlsJqRT3UdFCiIVMcpH1Lwa20mPZtgozqHaE5NKW40UksSktBoV8uDC54N0gAPmKp3dNON8QiA9YpPST/rUgzojk5MjaQpHN2qznfRZrM7TT4cE0qfm17DOMsrHVP0aCkFYP0wyOskwH+NJhUBQ9apIIZnqGHBUvAq5zVmZrOFLr9j/FThCmxGqgI14C+sst8zfhzMJw2SbXtqnFTSp+zU86XFmdI7c5tSDGnNRt9Cf9AhVyFTHrE7W2FddoOpX0FaTmgxPemwnPdphG201uclohi0CL8RZg3WWXtJjomO01UReSKKLQdZO1ObI/BLDYcIgG6KtpuZX8YSHkpJ+OqSX9FmqLQKwOlmnGTQYZiNaYZNudQGtE5yzjPIJFS8ilAG500x1jCcUjaCBcw45O+dokk+JdUzFi1ifbrK/vkSkIqY6ZpKPGWUTulFnZleSQTqk22yQehoQaKeZ5jGtoMlUxwQqIJA+OeBshic8LJaNeAuJoBW28IREI4mkYqqn1IIGiRM4PSFUAbgi0puj2K8DYJxhnE/oJwP215cYZqPdepJIvD3hyad6SiADms0Kz6+dZb4yh3aaUAUIJMZqRvmEzGa0gxa+Ks73Oj48jXCW0AtZqiyQmJSaX8M4gxSiOD9MeHh+jVinBH4dl/VnER4tXtjGIeiPz5LbnLmou6ufml9hlE+K85BkgBOS3KQ06xEuKO41Nxpf+eQmJ1DB7My1i+fZtpItBumIilch1jH760uEKmAz3qIVNAlUuEdey/p0HU96tCsLbE5XWajMFeXjsM4W+8qkRz8dYJyhEdTxhIfDoYMOQd6nVguYBDmJSWjUDqGTTRzF2W69tM9CZQ7jDCvjNRar89T9Og7LNI+Z6imtoImvfCZ5US/aaSIVoZ3Glx650WiniXVMLWiT6SmZyQhUQKxj6n5t9zkghGSUDRllExar8yihODde4eZ9d5Nd2/hql+WyTtTJkyf5gz/4AwAajQa//Mu/zA/+4A++5oLdaPr9Pu12Z/f/arWKEileUIw8e+NFaCji4TNUmjchdkI/xjm8hBO1mWTMhx5ZPKY1v4yJfDQC7VcZbK1ckRO1PdsD0Z2vstlPuGm+Bv2MQW/KQjtia3BtnCi9vYXf7e6eVRMeLvZVZMe+CdM+aqkIv6wWjqKffQg37bO7SPw1JLeafjrY7RTszDZV/WImLlAB3ajD2mT9JfO43pjtc8hOMToiOwdBKtLV51/kRK39h3/P6Ctfxut2Ofobv428gpnJa8nWoJjNmCSaXFve892H+euvnebvH1u5rk7UcMeJyobI9jKdSqGHvt9An34M/9bXPlS3zvq7+6Gcc6wmI6h66HxEJ5xDCslm/PLLQq6E8XhEJCXSOVSzSSMvlp0klQr55qWX7exlMsqY31fHbMWodsTykaJdxG5KI+ji+cUehdbcMmeeeQSdp7uf/WPgE5/4BB/4wAf467/+ax588EE+//nP8wM/8Po9YuClaEcdjtz1fga9dDZg5ViIR6hq8T5yVuOc5q657wAuRKDzRido1Kt4QXv3sOiWs5h8SNNkeGEHnKU9O1MmSfsEQXP3DDSdDan6NYRQu7PAzurdswGNnqK8YlCjASwsNNjYGGFNhhCShtOk4zP40cLu0tjaLF3D5uwPXjyT65ylMjmH9Koc7N4/+6xY4VHVU6SqXLg//x5qJkP5Fwdmqs50hHMIqejsWZSwIyPAgjOAQMz2z1atZp+zSBVgbY4zGXd278XaHJxFqvCit1wNmJstFZPSx9ocIRTOGerJBn4495KHdNetIY3X0DLA0yNk9SCeKwI21dsBWkFkkkI+4xBBBXBUnWE/gCsOIZ5fKAaZrLMvOruuPYvvvqOvrjNk0xX8aAFnc6RXQwhBzerdg233qQvvnRqwAOTJJlJVdvVcn+lxfb0PSNLxSeqRIGoc5YU16pzF5CNwls78pfcC79jWpTYipNPzKK+wYSi2Oh2afdedOVfOZkgVztqGRQjFjkUsLDQQQTF4mcVrSBXu5rVTl9akOGcR0uP+7r0YaxBYhPBoUNgrziKEQPl1nCvOZdsJqO7cweL7PU5crXHhbFXnHI18gPJbNJ2eneGldutlYaHB2to2WINQYbEP1+YIxG6eVsdk0xWC6jKHu/fu5hvrmKpfvUh/zjmcSZCz85WaOkbIACEV3bn70NmwGCSUPkJ6hd6coSokO8cg7L0f5w6xsFBHbE52y/DDDkJ41KViYU+53TkN1oCQCOlTFwKdFctEvaB1QcbZc2Tv82Qvzjmc0whk8Vuo4vBhJZHSpw7sPSDozrn7aVUabIyv7VE/l+OyTpTWmvF4TL1e3PpkMrmusw43Amsto9GAgwcvODX1qo8UDjV76Luxw6/sIxkVoYNlZWboU43qvDhPgM0kZ58sHrit+eUiDiaQVdqM+5fvMAH0twonqtoMGUwy9t25yPapIf2tmPlWhVNr18aA8u1tvO6FjnN44CDC88hPPoIPeIeKl5vsFo8zu30Gjl7eCXy19JJiD8lcpZghW5zNRO0dqdlXXWBtemX6fK1xzmJ7Z/HvLM6uEspDNveRb527aA23HvQZffUrBPsPkJ0/x+Rb36TxT7/7usq6NUxpVn1Wtwsbe9vdi/z1107z7NlL7wN4rRjMnKhGPkK2log8RdWTDKMuZuXp6+NEpb3dF+0gG9I3OeBh9YSgskg36rAZX37vw+WYTMZEDmQUIcOQqu8jhCCNIvLtl3fSnHNMxilHbu1ithK8/Q3mF4uuwyQf0A4u9Byb3WJGari9Rnffa99OXy8IIfiJn/gJer0eN998M+9///v50Ic+dKPFekUonWPHW5jNk6BzYit4Tvscufke6nrK1Eoa9QBlMtJTjzHwqrSbHYaThEY9xqsoTDxC+SEKH5PlIDNkWCMfbiCmfQKpGLdqDLOUuazP5nRC5Ee023P4WERUR0gPbR3ZuafwlGLVbzGKY6z0+ac0gBYCiX7+68jmIqJ7My4ZoM0AVSlWs1gZ4USENgaZjhHKQ4Q1tDGIdEwQzGNHm0yNh2cyPGtIKi0GwwEePYIgwq+10bmm0juDWziK0xnTcZ9nE7i9XSfNc/xKg0alinWOb/fGzKU9Gt4CUx1QQRMPNgga82ydeIyg1qK9fAtCeOjRJugMENggKzqUXoi28NwwIUXSCjw6Zkx18zh6/haE1RgEte4SyXREf6Txail1poRKICotYmOJTIpx4ElBYmuYJKbW2FfElsdDCIHnhZD3GG6eJ1UVWsMz2GqHytwBBpmhEkVsxjn76jWy0Ray2ipmiEYDaqtPIZVELd5KunKMDaPYf/h2pNW4eEi4cBM2HiKjBjhHqjOc8AiBrVSzNh1RFZZD0xVk9wDx1nmm87cwLyF/7qsIP8JZTRbcR7p2Bp0lVLvL5P018t5jiLlDmKCBn40QYRWkhxe0ig5/mhD4PhK323lPs5Q8nVL1faSUOOmRjrZ5xlZwecp3dls4B1unvk2ltciK9VgMfaLhebzFm3HpmNhYPC8jrDRI4phnp4bb6wGBkow3R6RjzXrmqGUxdT8n05vI1hK2v4LX2U+iIryVp8h1ihdU8dpLyFrRkXPW4E49jgsbmOU7GJw5Rlc51NJtmHRKfv4pgqiODKvIzn6s0aiggnGOSX8Dz2YI5ePZnHz7GAKLWbiZsYxwyqfrCfI8IHcKJQTKapxQkKUMCNiIRxwOLBNt8dc38KIJ4sA92HTC6nBAQ0/IkgGquUCMR33hENo6PBlgrCOOR0RBAOkEaQ04S641XjVAmhSrRxhr8cIqGxvn8GptoqBCsnacqNEhmjsIyYjjx06C1ybEEDXnmSQpwpfUfMnK9ibz7TmkEDgUz/TG5MN17g7yQi/1OUQ2JSHCZjFZntMgR4RVZPVCWPLcWty0j19top1E5Qm5dfhBhD7xdXIHwYG7EFEdECTWETjNYNRn6NWptV/7VSov5LJO1A/90A/x4Q9/mPe+970IIfjc5z7HBz/4wesh2w1jOp1graXRuDDmVKsUIwYqKD6z4wx/cYlp8gjWpIjZoQAu0ZfMU1vLINMcEcVcY2tuGamKNKKzzLh/+U2tAINeTKMVMZwWztj+xTo9USzzm2tFPPrsxjXZw6L7PSq3XDjsU3heEep8dBq5fAT5/7P3prGWZXX992fteZ/5nHvOHWqu7uqmaYaGvyio+MD/7wv1hTFBYhiMkghRE0gkEl8A0UQReORRXzjGRPANkhDFxOlB80TjH8WJv0A3Tc9V1TXcutOZhz2v9bxY+0x3qKqu6lsN2N+k07f2OWfv315r7bV/4/dX1gralFBCdu9Nb6ap93/F00aUY+gxzNS8qHGt2OKZ3sVvCYY+1d+BNMZcmSuuRnWNpHNjyYgaf/3roBQb7/tZrv4//zfjRx+950ZUZxhSr3jcaE+wLYPTa2Uc26A7jBgFCaXbaCT9YqAfpzgqwxUg8g227tgMimtke9889usrpUjjLl75PAA7k10mMk8nSbWB2fJX2H1RjKgxhSTFrGjnjGEYFApFknKZtHPz8ydxRppISp6FCsaYVQ+/4OB5BpOky6p9cubBLzd06s+ws/PfyogqFrVReebMGZ555hm+67u+a4kg6dsF3X6bJy5tEgQJ2lM8jxY8f/HxQ35hQRxzbZKnNd9iLS1hT9fpzd1QQ651buaUmhNB/J9L3VxGtIx7vdn57gyL193/jlloA9Bb3heeGh7+Pt0C+mF/QUZgewewYDCGwaO3LVkn/w8c2Ly6cJEFOTu3915/fnv53nzfXpBxwCYO9MfQXyZMOTzfwtF9bK9cZrpO9i4/N/90t0PMzfWDCOgCjPIxHj/J1em5YwkY+E89PZdxtDAXo9tjFr1dfHWRd2SspZi59bpHz9fj+dJfHMulVdzOiR46Ty0cFBAE0L8ELN6HA3EEQ329TYDetEemCVEABLBzq+csV7mvz+tTrwL+dXt5Te6/l9lfNiQJPDnvz7k9Pe9uPlC7t+tAPqJNR3+BACPYhR19Pj2O08m4cuBnW9tXDxx7PAKG8cIecOM2ZTsM+Z63sJb342LRXoqk3gvc8m3ysz/7s3zoQx9iOBwymUz40Ic+dNf0sN/qmNYpLBpR/jQiLwqoJENFGbarvbtJsI3w8k7TRxhRvThFAeZoF9cv4hUr1N08elVuMR7cXmpQvxtQrfu0Bzr1arXuU6n5dNsTVioeaaYYjI+gOrlNKKXIej2sfY3LvHPnsMwQc+3B2THhlRB+RTP23QO0Qz1OzTwS1Yv0XAXpPI1xvbBKIhO64d28vF8cZG39cjEWjChRWSXt7SxFdMfffByrXsc5dRr/wVcQPPvMPZe1O4xolF12ewGrNR9DCFZrOh3gm5fvPnXtdjFIUioywKg0Z+kONdeib1eQ/eOvdZPpBCWTWSRqZ7LHODfSZaKdIC2/yW6wd1dReaUUQTDGjmLMyoLDplgi9j3S3s3Xb5A7Uko5w5hZ1ZtUqSwJ5QihBCrSZATlWgsQtx3x/k7Ba17zGn7hF36BN73pTXz605/mk5/8JJZ1b3qNvZi4dP32+oa9jJdxK9zKgHoZL+PbFcXBvXHmL+K2XHI/8AM/wAc+8AF+7ud+jkceeYTeLV7u3+4Y5TmVi0aUa2tlJE5N5FAbKXZJe3eTqI1wTBCgosONqE6kFR7ZvkatpSmHbcOgaJmkfvUFGVGVujerX6lXPOorhZkRBdAZRC/0lpcgx2NUmh40otYbCAOUtVz7ZNROkPXuxsNw+2gHXUxhUnW1DN28n08/GpBkeow3iroYf3O8dfhJ7iFk+woY5qwmCsAoN1FpjMopT5VSBE89if/gQwgh8O+7QLKzTTa6txWSnUFEo+yx2wto5cbT2fUyAvjas7fnUX0x0I8TyvEQUZqno9Ucm77hoaIxKjzecZnTm+t0jp1gj0RYgCBLtdd9tdAkSEOGyZ3LkiQxaZriTCZYC0aU7xdIbPuWRtRkpPehaQKDUdFGlO9FRFJHzFRuaJmWjV+qMrzNiPd3Cj7ykY/wnve8h/Pnz/PhD38YKeW3JSlSQXxnp9C/jBcRx519YRxFJv4yXsZLi9W1e9dqZ4pbuuQ+97nP8YlPfIIkL3iepoc88cQTxy7cS4XhcKCLWAvzYlXLSMkUhDEU49yIqqzA0CQN2wghEK51ZDpfNzeukp3L1F/1htnxqmMRO0XC8ZAsSzHNo6ckClOiMKVS9bjcDxECGmWXRqvI88+1qRV1GLMzCLnvxJ2TPKT9nN65umxEWSWLDEjD5Re6UT9B8uy/3ZNaub2wQ8OrzdL02nl6n0JxbbTJ+epZTpS0EXV9tMVrmg8fu0w3Q9a+ilHbQCzM6zQVUo3aUKiSbN0gGw7wX6GLX71z5wAIn79M8VWvvidyBlFKEKXUKw57/ZBXnNEGxMZKEQV87ZldklRiW8efCtWPU86HHYzSvCav7tokGEysAsVRG9O7+15oRyHNDXMzj0TtBR2aXgPDErN0vvWCdqBs58xYd4LJRBtk1nCIuX5idrxQKBIZgqR3sB/Q0u/ziLObKhBglPXzb9tzI0oGCdPy51Ktybh/9ymI3074xV/8RX7iJ34CgLe+9a289a1vfWkFukM88OBrEa7B16/uAoLXNUrs9HvYjkexXIcsgd515HCPUf0cAqhUm7SHA7Y3L3Lh3IO0t68SKkG92mBTuQhhcNKBggkyywgtD9+ySaSkKlKwPRQglSJLYvqppOVaIARq3EO4BVIlsL0CURJxea+D11zhFUJw/dmvUTQkqtBgUjtNP05JpZxFlpVSkEa6viYJOWNnyMEuYXmdEytNhEwRpk2USbb7PVzbQWJgWhZ+GpAGfczqOkEwZiSh4BUQwChOSNOYMJOs+Q5q3KE03GbcOEehWMFRKc26z/W9CdL2eH5ni3PhDcpr50mcIq5XYDIZ0lUW7TBBxQEbnkk97mGs3o+BIFOKYZJSNhW715+jtHEBhEHBMrANg8c7fYp7z1H1PEqr55hI2BqNeKDVoh+nmEJwcTBBhUNII4pZyKTYoqUmRMrAKjW4b8XlciekZkhSDII0Y6vTplmt0pEW57IOXuMkYRQiFYwx2B2NaHoutVKZKJM4hoEV9pHBkG2zRKVYxjch7W7REw49Q5NKPFT12Nq9QWtlHc80uPj017BKdcqt0zQM7TzOhrv0lYVVabEdxJwouCjPwosSsjThqWHEqbSLbwikW2ToVOlECQ9WCxCO+cYgoOgVaBLyfJDxSjfDra4iTIsoidnp9ykWSlwNUs6VfYqmoJ+kOKbJtX6fU56F7xWYZIp+nODfeJyiKeisPIAtoJCMuWaUqLguFVNiCoPrvT7rrmDbLXNGSQbXnkCVm+w6K/kalNRNRYag5hfwRYZpGOwEEc3txxGr9zNyq1wbR6g0ZtUxcF2PQQaFqEfF8zEcn+e7XVrlMoZSlEVGFo0Z+U1qFkzCkNhyuNztUy8UCZKUoL/D2tpp9oZ9GpbC84qcO9Wif/0GXVyuhxlmOOBcusdzpfPcb8Wkfo2KZaDSiEEK14KEkqFYNVK8ygqyfZln9zo0Tj3Idp6I9JqKQyYsMpURZIrR5UdZMzPS048Q7VwiKbaI3DJW0GMrhbVKlbJp4CdDMtMlQLMn1sdbiFIT0zfpjAWYJgUheaI/4Uy1TN02kZ2rGJVVYsPi6iRh2N3hvoJNsbFKHIZ4fhERT5gkMeMoojsec9/J85imwfYkIh11CC2fwniPYXmd85UiArg41O+xk0WPUb9DYLp4SUBzpcmzg4CybVPoXWVHWdQa6xSrdSa732LEEn/8x3/M5z73OV71qlfdC3m+JTAaDSkWS0u586aICBIDwgAZ5A12yx6WUyPJPdfCs2bpM/vRixMMwAwG1NdOz45XHYst0wUUwahPqbjiUsoAACAASURBVHo0C9ooT+ErVz32nt2lUXaxTIOV1SJKgZHqlKPO4O46Nk894Oa+SJTpKDIgGS6nCxq1DYgnZOM+HNny7sVBO+jM6qEAOgspe5cGVzhfPYtveax4DTZH9yY6djPI7vUZk+EU0wiLHO1hrt7H5MknASi84iEA3NM69S+6cuWeGVGdoY5eFj2bMM5oVXVUcy3vPxbGkmeu9Xj4XOPIc7wYyKRilGSUww6iNad5rzt6q+o7NZqjDjTPHnWKu8a8R9TUiGrT9BuYVozMG3dO6YVvjLfvmOZ8MtEvCGswwKrMOa18v6CdFWmKDEMM7/B+YsEkb3QZpYiSgzD1fmUaEyZTI2oyz7MvVlfYuvyd6/w6DG94wxv4rd/6LbrdLm9/+9t529veRqt179sH3C1M06ZVL/O6xODijQHdyKRYXuXSjQFnnZSiZ2Ou3kdQPUPTmbN+bdRqbNQ0I1rp/Ctn56tLydef3qNbcqhtVIiSjKY3rXk0Af13FKdkUlH0PFYXSOZERY+hDfzbN7cwhOAND63z/N6EbQNOP/TdSKXY3BtTlLBW9nHsg++GJM2IUw9DCPyVdU1DrxQIiyyT7HUmbO7GfM9DdeI0w7FNxhOFWylgmya2X2bNtUgzyVZnwvlGgSTL2eqkwvJPY66dwUklrq3HpVApU4v0ftI4cwalTnNle0TLdTCEoFSsUAJGgz692GL9RBOYrxmVKbIgJbBN1s88hCHEjMUzk5KTtkvYfAXlqo9pCKpCUC0U6A4jusOIs+slXtUoEUc+4yxjteQxGMdYZp1Czuxbr5VJE60MKqUY7Y159emzCCE4KQSGofcLN2dwrQMN28UwBK5lEo4TlA2mVyMxy1STjKptYZkGqnUGJ04541oYQtAfRbTqJyg4Fu1+yKnzj+C6FqMgQbl6boz6adQwpOrYlG0LAaw2NMuhbdm81vUZjAs4vk2WKVYtwUZBs+VJr8gFXC7dGNDzHV7V0o65zihhpWrh2g5r1QZRktFQGbYEyzEppIokltxfrbHXD0mVxDAEK7bDJfsC9bLLWtlnrx/QzSrUDBMjlpTqOjZ//6rLJEp50+kGW9t9Rq2HWasXqEQJT1zskCmFu15hvVHIx1mTepyyHaho8qIkSJhsjbj/ZG2W2r4CUJ7y8sHZeoswyagUbDKpsAtVakqx2Z5gGRZF0+T1G2s8fqnDKIh55BX3kyWS1VYL29LPRMFxGJcatADfTSmslJHyBA9Lxd4gZN3Rc4VZoO4oKp7HcJJQKDkIwGqd58HGWdr9kPsLFqZpMI4liIxywcGzobLSRJRWcDwf95TOetlqTygVG7zOt4mSDM+xUK6DCbhTh4d/jkmUcmalzv9+9Gkqvs2F0zVet9qYPWdm/j52gQsVm3+75nFV2pwpKnb7kvuLBnglih6Ybkqh2GSvH9KserQ8B7OwgRCCgVdkxTZwTQOpFBfKBQxDy7neaGEYAqiSSQn9hOa6j3/qAe4dd/BB3NKIajab/60MKIDRaLCUygcgCIlTkywIkCMPLAPhmlhOjTTSRpThmUfXREUpRZEhUNRX5yHHqmNxMTc8JsPuTY2oYZ6mV6p47CykXDVaOmI26QU4ljFTiO8UWT+no6zuIytNxigFSXc5hcmo6shP0tkE/zTHiXbY4XTrNbN/d8IOFaeMIQyeH8wLG0+U1rn+EhtRKo1QozZG7f9aOj6LROXFz5Mnv4nVaGCv6ho7s1TCaqwQXTtYvHlc6OaG91T5WsmNqNX6nO3mqSvHb0T1E107WI37GMVXzI7XcybLnlNFjo+3PiuLexhWAcN0UEqxF7S5ULsP0xiSJTp6VHOr+JbH5l30I5tGopw4nhFLgG6nAJA4NulggHOUETXWBpIYJ7NUPgDkhCDTzhwVzPejYqVBOB6QpQmmdW9IQl5qvOtd7+Jd73oXzz33HH/+53/OO97xDh566CF+7/d+76UW7QUhzSRXtoZ89YkteqNIUy0bgp1uwGMX2zTKLqYpGAcptZKDZRlcvjHkxEqRLJNkSlEvuQzDhFedq/PYxQ6TKOXqruK5zT5pKqmUHIIww7IEtmlwerXMvzx2g2rJ4cRKkd1eQHsQ0ai4+K6FYcBWe4JhCMq+wz8/ukml7PPVa11e/0CT7W7AJNREGFGS4doG/XHMal1HjTb3xqzWfcI4wzQEnmNyfW9MnMxJgnzXYq3u87+/fh3D0OfZ7uj6V9MU+I5FnGbEicR1TKJYr/tm1cO2DNqDkDiRFH2LRsUjiFKqZZ8giEgzRZJKugvvy9W6zyRMUSitfDom//Bf12gPQmzLwHdMdvsh5EkXzZpHnEjSTNKq+dxoz+U3TUGWKUq+zShIWKl6FDyLnd6Ek80ST1/tEkQpvVHMWsOn6NuEUcYoSCgWXZI4oew5PL8zpOhZmIZgperRG8WUcqU3SSW1ootjGzzxfBfTFJxu6Sj9NC9kFCTUSg5CCNr9kO4o4vxGBQEkqWQcJnQGEZYpsEwDxzYQQtAfxVimQaVok2aKWskhTiWGEIRxymseWOOrT27pcc7LC040CwwnCUIIKgWb/jim4FnYloFS0BtFPPrcHq26z3AS41gmm3tjNlYKJKlkLz+PYxs0q35Ocw1RktEdRbObqpddtrsmz24aXNnS+sjJVhFDCP75sRsYQjAKEjzHYuWpPaIwnq2XIE4puBaXbgzZ3BtjmQLQRrBhCHzXouBaJJlktxtQK7v809eu0yi72JZB0bO5vDUgiDJMU7DeKOA5JkGU4bvaUO8OI0xD5PetZg6ErfYE17YIk5Q4zZAShpOYOIMgiGdjXS44jIKYcZiCglbNp1Sw6Q5CeqOYM2sl0kyymbe8ma7d/X1CV+s+UirCJONUs0R4Y8T1vW0aFZdJmFIpOlNC87y1ScY4SDEMgZSKjRXNbBklGdF/XiMItOOuP4mxLYMwztjtBcSJxLENWjUfqRQCwXASc6M9JpOKf/vGNidaBQbjmGrJwTL1GpuySUupCOOMzb0xrZrPbk/fR9GzGIcppiEoFWyaVY/OIGIwjin6Nv/19C6WZdCqeaSp4sf+54UXtrG+CLilEfXmN7+ZP/3TP+UHf/AHcd35i7q2L0rxnYTBYMC5c/ctHVPZhDg1UZMxclTCKGoqYsutE080qYJwLWT38ChQN07w0hDDtChWF6iHbYtICTLDYjK8efrOaGZEuex0A17/gD5Pte5jGIJuO6Be8e7aiJqn8y0bUWrSQ0mDtLssp1HNCTY6N+Dk8RlRYRoyTiY0FyJRe2GXFa9BySlwbcFo2iiu8Xj7SVKZLjXgu5eQfc2dZFQ3lo4Lx8fwSsjhHkpKJk88Qen1/2NmwAC4p04RXbvGvcKUqCTLtALQrPr5/7UCXynaXN46/jB5L68drCR9xL50PoCe20CNb/6c3C3SuD+LQo3TCVEW0/TqGFKRRDodTgjBRnGdG3dRdzczoqJ4qf7Q97URFTsOWb8Hq6tH/D7G8y3kIMLemKc3ynREqlyUZSxHoir6uZkMe5Tr337RmLtBGIbEcYxSCtP89qvp+NLXN+mMk5kSswgp1Uz5BK00T7HZnjPnTb+z1Z4rXgDj3NDujZbPfWVbK6f9UUx/4bN2/+A7Loy00uMPYoIw5V8eO/q5uBTM2b+m1zgKQZQeue9kmVq616kBBSyNB+h7HAf6WuNIHjqOwJISOg6WHaJRnDGaLDOo7fXm13l+n5xZpjX+qYztfkg7p5V7dl/bCG0Yzq+dSK1U76HPP8yvO52jxTlY/DvL1KHjtX/OLm0ODnwnzRRplhEujGOayVmN9X7Cqv/45taBcVxU6qffH04Oss6N9jHR3di3JuNEsrk35ijoqN7yseu7B78fximdQXjkfE8OcXr39z0H0+dlv4ygx/uw694M37h0MKXaz3shDnLH2H65dnvBzLCAw5+b/QbU/mNPXpm/N6eOiMPmBvSeAsv3PJXxqOvHibzpWEw/O+qaUyze5zgfh0yqA/vQdH2lqeRGvu7+8SvX+N5XHv6+PC7cUrv8oz/6I+I45ld/9Vdnx263Jmo0GvGOd7yDP/zDP+TUqVN8+ctf5hOf+ARRFPEjP/IjfPCDH7w76Y8B+mUbUaksGxAyGZEphyiYIEcxRkkvKMupIrMQmYV5Ot9RNVEJlbBPub66lCZYydOUUqd4SyNqPIwQAjAFw0nCWh6GNk2DWk4u0Si7s6jCnSLt9xGui+H5S8flpI8S7oH+NaK0AsIk7W7BSY4N7VCPz4o/b8S1F7S5v3qOhlfn8fZTM6NpvbCKVJJ20GGteG8fqinkMDeiKgcVVqvaIhvuEV6+jJyMKTy8HO11Tp5i/Pg3UGmKuAdsYu1BiCEEQZ6O2qpp48l3LUq+jedYXNs9fqKLbt4jqhr1MUpzY9k1NQlLr7iGnBwvQ18a97E97aDoBNM118CMY7JkNKsL3Siu8rXdb9zxdcbjEa5pYSh1qBGVOA7p4OgeXcEopl50IFMY1Xm0Ko1GSHxSS2AvvLAKZf3cTIbd/zZG1Gc+8xm+8IUvEMcxb3/72/n85z9Ps9m89Q+/xXB9b7ykxLyMl/EyXsbLWEYQH65/HyduWSX+6KOP8uSTTy79dzsG1Ne//nXe+c53cvnyZUAbJx/+8If5/d//ff72b/+Wb3zjG/zTP/3TXd/Ai41+XytN1epcUVcyRWYBGD7B1IgqTo0o/b007mPkNVFKLhMsJFIyTDLMcYdSbfkFXrHzjtDlJpPBrY2oYtllJ/d+rS2kWtUaPr3OhEbFnUUV7hRZv3eAVAJATfpg+WT7WMOEYSLKKyS941VupyQS00a7qUzphj1W/AbrRW00TXv3TJvw7gQvHRvZNF3PKB9iRNVWUcM9gid1f5PCK5cJMNwTJyDLiHeOn9IbtOe2UXHZ6weUfJuCN0/3atU8BNr7p9Nzjg/dKAEU1WSAKC6nDq54dh6JOj52UKUUWdLHyptqd3LDveHVsZwKqAyZk0usFVYZJxNGyQvzRE4xHo/xc6arxedtMZ0vGxz0GE8xmSSs5Ir1lN4cIAr6SOUTC4EaLxpR+hq3ctZ8J+Eb3/gGH/3oR/m7v/s73ve+931bGlDAjCjId01892inik5NAts0ZlFkgEbFw7EPf907lkGj7M1SeO8UBdei6FsHjh2FVs2/rd5zU2fhIkzjcJruenn+HPiuhWMZN5XhVjCOuM6dnLNWcg6tC9uPW7V4PLs2J7I5TA7HMqgU5wb3ufUKa/UC1r41Mfv+TWQq+jYl38Z3zdu652bVY2OleOhnvmtxsllcyri4/0SVVs3Hdy2s2yAtOkz+RUzrm5wXSIAkhOD8eoVW3b/1l28T5zfm9VaL13mhEAuU9CXfpujd3tqbzpdtzsdiUWc8DNPnseDd3nPcrHq8+nyDar7evEO+5znmoURntmUcGI/zGxU2Voqz57tWcqiV3AO/nWK6zqcpmD/8xuOrlT4Kt5wNKSWf+cxneOaZZ/joRz/KZz/7Wd773vfeMiXi85//PL/yK7/CL/3SLwHaGDt79iynT+t0rx/90R/li1/8Im95y1tehNt48dDrHTSiprTGhllkMhmj4mzGhGXmylYa9zD9nPUlTBGF+cuhl0enRH+b4sm1petNI1FG5da9okbDiGLJYaebK3ELD2i17nP5mTarDzXpj2LSTGKZd8aklvb7B+uhABX0wS2Tja4gkwTDnt+jUW6S9nY4Tl/pLBKVp/N1wi4KRdNfYbWglaOdyR4bxTVa+Vy8GA1R7xRy2AbLBffgS8WurTF59r+YXHsC5+SpJYprAGdDh/TiG5u4J44xvJdjrxeyUvHY7s5r7aZYqXh0hzoistmecOHkwbXxYqETJlRlhOWXlxgNAVZcm2edKmpyfEaAzAKUTGbP9aIRJTKdP5IlA0y7OFtzu5M9StXDFYebYTwe4kkJprnUJ8q2HUzTJHZd0v7RkajJKKbaLEKazSJRSRwRhxNMp0SgFKWFFBy/pI2oYPSd3aJiEd+OdOaH4U0PryNNEyvvVxYlGUGkaxriOOX/PLVLq17g/pMVTaiQ1xzouhD9ro6TjEmUUvZtbnQmlDyHasnGtkykVMRphmubDCYJjmXg2iZRki0ZbVMGVqkUpmFwfW/ERqOIYeg6meZKif/65hZn18u4tsl2Z0IqFSebRbY7Ex671Oa7H1qbKV2TMJ0pbEmqa3ymDpzhRL/HbMskTlJsy+TZa33WGgXMvHYlSSWZlKSZ4kRTP4M32mPW6v6Bpsp7/YDhJOHkRpU4iCj5Dp1BSCbVgT1vPxOpUopxLuu0kf0kTIhTSbXokEmFaYglpXCasmYIXe8lhFaik1QihI7+t/J+fLvdCQpQStejtlpl2u0RYZSRSUm54JCkGdPanTe9ap1MSjzHmqXcrdan9ShzZV1KRZJJxkFCkklaVZ9JlCKlouBZKKVTJrc7E86fqJBmklGQcG1nxINnahRcOyfM0PNuGILHL3VoVj0q1QK+AVJJnrs+4GSrpGu14gzDgCiR+ZhoB9xUGZ6up6s7IwyhDd+Cp6+TpBmGYSyNpZS6Jmd6LM0kUZIRJxmNvK3LxesDPNecGWSgo7cF1+K+M3WeeG6PlYpLJnWNlSEErmMSJxmZVLPfJGk2I3vY7k6QUlErufn86TohIfQ8DScxvVHM6dUSkyilmI/nfsM7SjJ2ugGnWnMDcvpcTnW0VqvMja0+g3FMueBgmnqe43wMpzKmma5Ju7I9ZBQkvPo+redkcnp8RMEzubY75tXn9WeWKej2xvRDydn1MkZOgqLytQm6Vs00BOWCfi6DKEUAqdRzXy06tFqaSCSTkizTNUxTI+Z1D8wdxTLfI4x9BtLrH2ghlcK1Ta7vjjm9VsIQgu3OBKV0HZhUuoYwjDM6w4iNRuHAeAZRyiRMtWHv2dxojwnjjPMbFaplj91jdvTuxy2NqN/4jd+g0+nw2GOPoZTiS1/6Eru7u3z0ox+96e9+/dd/fenfOzs7S6xIq6urbG+/cC/7ysrxURsDfP3rQ1zX5dy59dmCrxQlm2glJLyqlfLaRoVyq0xSPcX20+DZAcX1CgHXqbo2XmvuLdrezYkaJj3WNh6htfBZOc3gG89j1lYJr1xe+mw/oiCltV5mFOtN+OELrZkX6cSpGl/9t6us1QsoQNgWrSM8QrfCldGQ4vlzS7IopRgGQ7y1c8AVqlaK15pHCnab60ye+yonbyL/3WJybYRruZw/oefm+g1NvPDAxilOV07AVyA0x7RaZZqqhG97jNXwpmN6nNhK+lBrsbp60AvTr62h0oTw4rOs/s+3HpAxKz/AFcAedO6J/O1ByBteucZ/PbXDIw+0lq55ar3C15/T634UZccqz+CZTRrZEKextnSdVqvMmd6Ir7aHJMHxzelkMOA60GiuUW+VCa5NcC2XsxurTIYJe5eg4EXUW2UecE7DoxDbwQuWRynFeDyikWV4rSara8uGablcJi0WsJPDz62kYjKKqZ+oYkjB6qmaLmje1bUohVKNkZQ0Y0Wj7GPmiqpXKKHSyUv2THwn4K/+6q/4gz/4A9I05ad/+qd597vffezXFDKjYURc+/ev4T/wIE61ilPQdbmuY/G9r2zNnFqLvrOSb88MHyeawI1NrDNnObtaQhgGSkpkFKHiGNHrkhaK2O09rEYD6boYvT6T8Qj/wVeAlMTbW1iVKsK2wfM42Szp39s2DhLXUDx4WhvrMgxYrfuz9+hao0CDADXqIK062XiE67jE22PMSgXb97VBFwak/QHFeh0lU8LnnqZ88jR2pc7rHzw8DVWl8zSeVY8DBlR07Sr1ao3mRoVWq8Turh6TqRIOoKQ2UIVhYKoUJS2EYTB54pukgwHlN3y31p7z+yl49qxH2zQCuIiSb5ONBxhuAZUlKKlIel2sahVh2bOoQDYaUSPRx3O5RRJr48uUCNdGSTlT7lWagmlgTZtsC00gAMuKaxYEoBRuoYC7EG0q+fp8Ko4Rtk2l6MyUYUNmNDyDlQs5+VGWgWFgyAyyFKXgQS9E9nucfuA1bF/dxSoWudCwMVwTGUU4jiaxmMoLsLFizcZYSYkwDE6vznW56Rq1LW2sKClJOm1QCrvZwrMNZBhgFooY4QTRaVM7cxYlJWmvy/1NX7OYyjkpycncqJajIU0jxjR9bGs+PirVhrmzMGZiPGSyvY3/wIOajW9K0BNFCM/ThAthiLAsqiWXaslFSUnR1ueIr13BWVvHyPkDgmeeJptMqANBz8fdOIGSklLupE57XcxKFZmmmCiqlkSNB4hyBSEEnm3o5zRNia5fwzlxEiEE5zYqZJMJyd6uXo9SkaE4s9pEGAat2tzBHjz7DFa7zYkTJyGyUY6WTY5HGOUK8e4OxsWLFB5+FTJSCNs+EO1Oul1UU89XunUDs1DEvHqFYRxjVSq4585h5EyRst8nunaFwsOvRhiG7ndpCBwFCDDNIieLCjUaIR2HpiMxS3ofSbtdsqyAX65wMpdhmj6vpAShnSeL8h0V+bxXuKUR9a//+q/8xV/8BW9729sol8t8+tOf5sd+7Mde8IXkQo8ImA/MC0W7PZoVvR0HNje3qFbr7O3p+o9Wq8zerjb2lCgRxZtkSEZSEu4O9X0YNv3ONtJ7UMt4vY+zEKi7vKNTcpywT4bP7j4ee9c0CO0Sg84eOzt9xCHN8pRS9HsBG2eqPHe9R63k0u/Ni/5Efr0s1J7npy+1MRc2lBeCuNPBe/hVS3KqcAQyJXG0QbBz8Tq+mHvvIqtCNuqys9VBmMfD/HWts03Drc3m5pktzcZnR0Um/QzP9Li8u8luQ8vdcOtc624fGO97hbCzg/Bqh16/WF8jDUCGEZw4c+h3rEaD7nOX8Y5Z/ijO6A4jXEuzNzVKzpI8vm2QpNoj9vTlDq+77/gY+rZGAQ9Odsm8xkyGqQfMzUkvurjsbO4i7LtLPzoMk74mJxkHDunukM3uDjWnyt7eCJnmfdh2b5Aa5zAy/TK6tLPJKwovbI7CMCBNU8zeEFGtH5h/x/GIPI/R9t6ha2MyjskyiZ1kiJIzeybCvA+UV6yxN4g45zrsXNzDyhk8vWKVzu7usTwThiGO3cn1UmN7e5vf/u3f5gtf+AKO4/COd7yDN77xjVy4cLysUMEzTyOIZ3/fLsxCgWyyXBCfPvboLX+3nzxo+J//of9QkugmzVyNisdgfzq5koc0gL18Sxm4fGn2Z/D0UwSAs7amewttXscsFFBpisz7Nlr1+pLchuPMPgOIrmsCKCoew3GMc+IU0VXtiHNWV4l3dg7ej+8hg5zc4Sv/CYB7+jTCMAmfX7gHJUFJzHIVZ7WGUV6BsM/gS/8fRv0EwnmBit5h43inUErLd0STXP/CBYJnnz1w3G6saEPmCOz9y5cZ34aMdmsVOR7BVKF+gQiee+7Q4/GN22TfrXhMXuBYDv/j32/re2axgEozZDQn84pv3MBZWyPeFySQYThbn1alQrqQqi0qHsPbkDG6evWm+Z7hxYtH/3bzOtHm9SM/H3/z8dnf7ukzyMmYZHcbcmKuva3nD12TSadD0ungnb+P8NL8+rM9I0v0OYQAmaFDpctr0Tt7bvl5AkhjMK1Dm0cbrjsb88IrH2byhC6LqP+vNx95f8eFWxpRlmUteXUcx8G6g0L39fV1dnd3Z//e3d1l9QjWqZcKSil6vS7nzy+/ELO8X4Pr6RS/kJh6SRsKQghNcx73MJpayVL7WGy6UYqBwo7Hs7qERdQci1gWkVlKMOrPCsAXEUcZSZxRKrvsbQ8O5AaXco+aK/UDttcL4OzB89wKMoqQYbjUtwY0qQSAWdNztj/NaNoYVY27iMrxzGs7XO4R1Q46OIZNxSkhhGDFr8/Sr0Cn/e2+lDVRozbmyuFshXZ9jWkpjXv2/KHfcdY3bv9FcRfYydlwpl7MU61lRXi61lYq7hLb14uNIM2YpJL6eAvj5ME1tOLq56vr1Dkz7mDWThz4zt0ii/OocZ7O1w37NDz9zBqWj2H6pJFOu3VMh5JdXFpzt4vRSO8pVreLffa+A58XCkWGjk3W3j3wGcx7xtmJwlibJ9EOu1rpqdRXeP76GFyHrBfOjCi/VPtvVRM1xWAwoFK58wbkU3z5y1/mTW9604yd9od+6If44he/yPvf//67PvfNkA4GqLKXK+sKOelhFCqoKEBlCcL2kL1NzMZp7dizXVCSbNQHYSKHewjLRfhlVDRGOB5goNIY0ggVhxiVJioOEI4PMiNrXwHDwqiuIrubCMtFpRHCLenegDJnzmpfRRRrOlJROqkdbkoivCLZjlaqRLmJUajPfoPMkIMdVBJirpxBKYkwnZnBJUd7ueEhEU4BDAsVT4hvXAcEyJS0M0TFOZOXYRLtXsQoriD83GO+dx0Eemz6OkIrig2kW0clkvC5p/S9pzFRrPc1FUcYhQpysAOGDaqJ7F5DJSHCLYNhEjx6Xf/bK0MWg1uc1b8izzC6+DV9rdyZKLubiEINo9xCBX1UluprjPtasUxjRKGKsH1UMEB4RdJhFxWD7GqGVnP1flQSgJQIywHThixB9m6AYaKSUCuqMkWUVhCmrechjcC0UfEEUWxox5MQWibHxyg3GX/lS6hohHAKCLeISmOMUp2kvafvTxjIcIjhlZHBUMvr+ISDy0hRwig1kP0dVDTEqJ/ScywMUBlIRXw9QI32wPYhSyENtYxOAWSKHHchCbWRZ7kIr4iwPL1GggGGXyFrP49wixiVFnLYxijWdao86Hs0TECgYt3EWEVjjPIqcrhDHNdRqYmKxmA6+rcy02vOdlFxiOxtzta9SmO9JqVEhSNU0EMYNqLcAIT+HiAHu6iwhHBLgNL3nCv+0dVLep6Eodd5OMRsnUdOBgjTJE0jsvYVXfdrGGR2GZSh13OWoFAQjXVkzfYQXknPdZ7OKxx/vvYBUaihJjpNW/jVfJ5BpQnCchBeWT/blo0cdTFKbUTwHQAAIABJREFUNb2+ZYqc9GC2vgVISXQ5QXav673FtMG0yexV5HiIMG2E5SDDEcItoMIxatJlvP2MHh/LQfgVhF9Bdq6hUm3sGPUTyO5m/vcpPb+50zJMIz1/aYgwHT1m+e9EsY5wi3pPMWxUGpFsP4PZOocKx4z++f/FqOuSh+5XvgKvfN0d7LB3jltaQw8++CCf/exnybKMixcv8id/8ic89NBDL/hCjzzyCJcuXeL555/n1KlT/PVf/zU//uM/fkdCHxfCMCBJYqr7SBW0ESXwi7kRZSSIhcI706mRxn2Ea4JlIPc1o+3GCSWRIQC/dLCepOZYtBOXOjDq7R1qRI2Gc3rz9iA8UJdSyvvEiFTnDu/0DtJd3g6mjXat2rIM0wfUrOuarmyfETWlo5ajNsYxGFFKKdpBlwu1ucLZDjqs+I1ZRLPh1WfkE6BZ/J7sPH3HUc+7kjdL9AuxeHjfL6vaIp2AsEyc9fVDv+Osb9D/l38+dvmnNKhhzmxzdm3ZiFqpTGnOnZvSzt4tOjm9eT3sYFRfc+Dzeh7C77lV1KgDx2BEpfEAhIlhFXOZupwszSnqLbdBEs0N87pXuysjyu50sN/wxgOfF4tFIsMkOaImatiPMAAjzjAWiukH3V2EMKi3WjyWDMASZO0A8n7PhXKNztblFyzvtysuXrzI+9//fobDIX/2Z3/Ge97zHn73d3+X+++/swbJh6WlP/rorSM7d41sTHT9MtkCNXS20C9tmpuRda5yFBTA8GC0ZXa+w6KTMp0pPlOlRkUjsu1nls+dGxHR5hg5lXGw/Hk2PNyhlbUP74engqNJVY6CHO4cuMfFvBU17hDL4dI46mvNn7NsPI++ZMG8flBFw8N/s6DMLt6LyubXUJMe2WR+rmxfrzsVLURohpD69nwcgWzn8GiM/jD/Xm6gqlF76Z6nn6txZ3ks4smyvPEEFeuoZRYc3Hey0XxcVDQE30ZNumQLNapTo+9QJPMohuofQoGfJZCES3MBzM6vojFZTpOdhbeOpE/ZcWU4WhjL4NB7A5aMkv1rUskE1T9YfrI0b7dAtqsjq/vXI0CS9g+syRnS6MCYLMoKc/0M9Lpc/L4C2Dfei+v60HMO5847lSWQJSTt66ggOVT+hSO6P+Zwd+kcwGwf0X8vr5Oj9gB9je6hbU2y3csLf+uxTY0TtzZqXmTc8nof+chH+PjHP0673ead73wnb37zm29ZD3UYXNflk5/8JB/4wAeIooi3vOUt/PAP//AdCX1cGOR0wvvpzXUheZliUdcRRO5yaqLl1IjGVxBCYJQdsn19mnpRip/FgMArHPSG1lyb54c62jfs7rJ6+oED35l6ngslh+4wol5ZZiyxbRPPt5iMYppVj63OwZ4Gt4NpjyjzQI+oPAzdOglCHKBenkWiRsdD5DBJA8IspOkt0JuHHZr+PDLV8Go825uHk1e8BrFMGCVjys69TTOaPvSLNN2LEKZNEtvYFWeWB78fzsYGKgpJez3s+guPKt4udvK00PYgol7Wed6LmEaiXMdkrx8SROlNGcLuFFMjqhb3Zg2cF1G0TGwBA6eKPKZ1lsV9LFvnoycyZRiPZpEoANtrEQzmqS8Nt8b2HUQ7p0aUG0aHGtGFQgkpIJyMDzWi+92AgmkgYNZuAaDf3qVQqVOZ1lsUHbLO/OXol2pEwZg0ibHs73zK7I997GN85CMf4VOf+hRra2v85E/+JL/8y7/MZz/72Ts6392mpd9puqPyU6Ix1M+uE+4cXPum7yGjeFbXcytYBZ90cnNHmzBNXRNzyLHDPgMwPZej+M2EaeGvr6AySTqakIzGCNNCZUfTEvvrLexqieD6DlapgJLy0Pu/HZTuO01wfZssiimU/Nl1DctC5jVVpuuSRRGm62L6LnFvyLLau3RH+OtNgq3Do8X7oecoQckMw7aQyfy+rYKP4drE3bnh6N+CubB84SzDZ58/cK4D1/VcsjDCLhVJRtoI8TdWkXFC1NbvKWGYKHlwPqdY/O0ipjJaxQLp+OY6h9uoEXV6CNPCqZeJ9uaKsbfWJNy+vX20dP4Uo0tzJdz0PexKaen3puuQRfHs3OSfFU6tM7m2bFA4tQpWuUi02yELD++x6a7UUFKhkhTDd4l2DycBu9VcuI0aSkrinp5nw3GwSj5xp78030IYKCVxGlXsconx84en4VmlIulowtFr9CDsSplkcGfp3IsyWgUfJeXhYzZl37hDuM06Mk5IBnMj1T+xilOr0P/mwdRT0Gu48uBpive43veWmlCpVOLjH//4HV/gH/7hH2Z/f+/3fi9/+Zd/ecfnOm4Mh3ph7zei0niA6VQoFrV3OrSXHxLLqaKyCJmGmBWXbF/Ts36cUEsmeIUSxiGshg3HJpQK6RQY9Y5K38kXqmOSSUWjfLAepFT2GA0iNlaKBxoq3i6yIyJRMqeVNsormOWybgK6AJFH6eTweJTbvZxlb2XBaOqEXS7U5qlwNbdKkIaEaYhneTMDay/o3HMjaqrkLzaM3Y90IvFWj2a5dNZ1BCS+sXm8RlQ3oFywubo94vzGQSO/4NkUXAsjp1rd3Btz/zEw9HVzI6oa9XS60D4IIai5Nn2nNk+feZGRJv0ZM18v1I6C2pIR1WTc+RoyDTAsn5pX46nu4Zv6zTAej7ANEyvLZvO8iGJRr9fINJGjEWZ5+cXQ7wSs5MbTkhHV2aFUa1LJ2cZCx8DshjNlv1DR6ygY9SjXv7XSqY8DvV6P7//+7+dTn/oUAO9+97v5/Oc/f8fnW19f5ytf+crs3y80Lf1Oa3qz0w9TW99lOI5h1dJKca2MWHifiCwj2e3grK7oYvSpEqMUMozIRhPslo7cKyC+sokwDdwTa8hJgOG5YCzTDmsCggRMY4mNFUAmyYycQhtVkspK6aa1PDN1yy9itpZJImSSoDKJ6bmoLNPsZJZFHCtotZjmd5jnl58FmaYY+0oMZBQjTBNhmcg0RZgmgRJw4gT1Q+qNRBTr+tRqGRPAcsjSGLPeIB2OUEmK3aiB5aCSCBXFGJ5LDIjTrr5WPm5ZEM4cY0aegqyyDExzqafMdOayIER6LkoIzJp+Z5UKFsNBBDnLolpUSJXShBcZmOfPLZ0LINraQxgCs1jA8Bx9XaWQQszGPAbwwFzUdQxjRswgkxSVZVp+pZCGcWC+PJkw2BsgkxRzdZX9b7IpgUTS7WOWiqS2hVHUKWOpYWAUStoo8VwSwDxfms2dUgrT0868dDBCWLnxbhgEWLP7no7r4u9nc5qkCEPg14skhXw/ZT5mSkqy0YS0XiPLUtT6OiJOZnM2/Y7KJKk9X18SMEtHpwZPx2G658o0hUyCaZDm69Ssz/WYDKif3qDXHmHYy+s4y/+byjyTa+rIAMx9XCvZOCDa2sW/T5cSyEmAUfBR+b1JwFxZmd0fMFuvi06heKeNUfAwiwWEEFQqHv3ehGhrF2eljnQ0sQ3jgPDqJs7qCnZuJCIE2WiSn1uvRZVlJL0Bdr062zcQ4lAn1FTDNlfmLSliIA5SjHNnSXsDDM/F9Jf14MKF191xve+d1vTe0oj62Mc+dujxO4lGfatjNBoihJgpMFNkcR+ncALbdrAwCYzlsKvlaCUrjXsYFZfkSh8lFcIQpFIxTDJa0QDvkFQ+gLqbsyo1zzA8woga9kNNI5t3QV/shzFFqeIy6Ids3F/jsYvtO6I5T3OK98Xmn6AjTMItISwHq1qdpf1NISwHs1TXuc/HgL1pj6i8JipIA4I0pLEQmaq5ufIbDVi3vNl394I256tnjkWuozDrEXWEEZUMhsgow3IO76QO4JzQ6Wrx5ibFfc14X0zsdANWKh6Xt4b8wCMHFXrQPV3iVG+4V3dGx2REpXgqwff8Wd75flQdm6HXQA4fe9GvD5DFA7zyuVyenN7cXY5EAcThLl7pDA2vRphFBGmAb91+j5HRaIgHYJo4a4dE3aZGlOdqBqd9RlSvM+FEyQUJRlHvH0op+nvbnHrF/5il9w4VFFOJHMWYZZdinio8HnT+WxhRAFEUzV7Uu7u7yDsk3AH4vu/7Pn7nd36HTqeD7/v8/d//Pb/2a7/2Yol6JKzmacqthwl3h1jhCKypoqd0rVISQpZi1rYwWucRh5AIqDRGWA5KppAmlE68EqOgn+Ost4mwfYRX0vUl0QRsV9fW5KQJxKH+HFBZeqAFQXrla1j1DezVtfw7ia7LycdehSOM2sbhsilF+ty/gw3miYcQflXX1/rlvLBcQBIgB7sY5aauGQEts2khw6F+P02vJTPkYBvhFLBsDznc07Uwjk+xUWB8+fKs2F0UaoA4VJEEsHPZcQpz5U9lZFvPYNQ2sPw5q56SKRbGUnaBUrq+RckUo5ArmejaNjXuYhVqumbJr2rvfZZQ3mgQ5anT++VRSkE8QSXhPANEZtq4Mi2s+5aVU5Wl+vzC0EZgNCa78ZReV/e/UafRKYmwvZmxpoI+RqE2n8doPPu3DAbI3Yt4tSbZgz+QR7CUJgvIEj3fhqVTzJTCvrCcjaGUApUhjKPVz+l4q3CAuZYgvArCdkmvfA0wsM68Fjnq6No/28trsNTsvqdrHaBY95hstcF2IQ51Wqphzdb+YWtxcexQUhMcpDFYzuHEXzLNh+DmKrW+d6Vr1yxnJkuxVWayO0B2riGcwqwkYmrkyN51hFNE2C7Z1tOYq6cQXlHXmUVj3UYliyFLsWwX++R1jNr6Qn1iGTXpoZII4fiI8tQ4yccrlx/DmB2z93HllFplJjt97Atq9gyrLMWMJzj3v1bXaYUjkBmi2MCx3Tw9dF5H5uRjoPrb4Hh6TyitoCZ9/axDXhunx1mO2gjL1WvKcpH9LYzaBnYS6v1p3xo6bG85btzSiKotKNNJkvCP//iPfM/3fM+xCvVSYTQa4vuFJSINpSRp0qfgPoxKJQXlEqjl8OVSr6jKKii00lJxGSSp9haMuxRKB0klQDcRBaC+wWj7qUO/M+iFlKse/bG+9lFG1ObVHq9sFsmkYrsbzGg+bxdpt4twHIzCclM2OWojynrDNqu1JWaZKazqKukxRQimtU7T6FIn1Ebc4UZUn/XiKs28V9TeS9ArSg739IZ+hBE1yVmhTDNc2vAXYVaqGMUi8eZN8sxfBOx0A9YaepM7s3Z4KLxV87i6O8J3La7uvHCGpdtBN06oJUOM+tG1TlXHYsuuINtH13bcKZTKyJLh7Hlu52usvi8SBZCGe1A6Qz03sDphj5Ol2zeixuMRbhjinjiBOISop1TSymrsuiSdDu7pZSdArzPhlSdrME4x8p50cTgmCieUay1M06BYdunHKeuA7EXaiKrq9Tju37wn3XcK3vWud/EzP/MztNttfvM3f5O/+Zu/4b3vfe8dn29tbY0PfvCD/NRP/RRJkvD2t7+d1772tS+ixLfG1JBZOmZ72gDxjmYJnO4xwrDAsZYcFQdIWhauIYShldTFY4coi9aZ1+G1ygxzT7Aw7VmGAgCFw99/+hoC+8Kblo/tT4V2i5g5Qcp+37XhLe9bwjCX7slsnJp/ZtmHpgsvynLg2OK9GwZgYJ18+OD3DjEMhBDglWYyT38PzEiYZvu/EGC4S4r6fnmEEOAWdbH97JwLEcl96eHCtBD+PHIiLAdjcawX3j3Ta4mFuRKmvfRvw69gnHkdhVaZ8e5wWXFdPFfx8OwJIQSIm6ue0/EW+9aMdWZOGnAgVX6RqnxRDsuej5VXQnDzaMPieC+t85uwwd7MIDxwbiHAyJ/FnBxDGCbCsDCb5/adV8+l2ZgTVFlnX7980unatNwZ2YbZ1E1nxUJqvrjZmr9t+Y2lh+/A2nL2NRd2Djb3FUIgarks+fwe5TTd74SePceH9N58qXDLkdvPOvS+972Pn//5nz82gV5KjMejA1GoOOyBklhOHTmOKeAwTpdT5eaRqD5OSU+yHGojqhdNi2x38TeWG+1OsZJHotJSk9FT/3Jonv2gF1CpefTyeqvDujiXqx5xlNHMU/1u7I1fuBHV62LV6weuLwc7mDkDilWtEV07WMBs11aJn//mC7re7WIvbFOyi3iWvrfuVMF1596kmqsf5n6UU8qb/z977xIjWXbed/7Oue94R2RGvuvV3dUPsuVukZRM2bQ9Q2M8wAxID2TDwkiwIM0sBEgrb7Sy4YUWXtkrrwQYXhkwJHoxA1Cz8MigLYkyNTQpkv3urqqsqnxHZLwj7vucWdwbr8zIquzu6mqR8B9odOWN+zj33HPP/b7zfd//b1Fzqp+L4K4anGVsSFesTE0e5vTsBVCj9kqmOSEEzu7enJr3M0CSKjrDgJ31bLK7arw0ax5/+VGbO1vlz86JCmMafhv5BMKIqm0ykg5x/3p1CB8HaZTVP5jWXGhXIJacKMOuIYRJHGTXX/Pqs30XCSieBK01o9GIZm9wyTmawrYdLNMicN1MC2QBgR8T+AlFUyI8E2HM6ykByvUsWlauOrQnEa8gSAchFhmxjZDyqcLePyv4h//wH3Lr1i2+853vkCQJv/d7v8ff/Jt/81Od8xvf+Abf+MY3nlELrwelFR2/xzDyL6UmK604Hp+yWWhiXmEMdYMenuliGzbnfpdm4eo04ychUQmTxKdiX6/uIBP11MjcKUhVSqpTbOPJ9XhRGueELZqNQhPBgvhqzlAmhVz69xRKKw6GR2wXN7GmDHlace53l2pol68XYUnrUsQnVgmjeEScxmwW55FbpRWpVlhyrmWTqIRIxRSty4bj4jkTlczaBdkCoWd6FKxlQ3ISTygsnEtpRWvSpu7W8ZMASxpLvz8JSqulPvITn2E0YqOwnAuWqpRIRSuj6korYpUgENiGhdKKh4PHbBe3sI1Mj0xphfGUaECQBIziMQXTI0wjqk6FKI1ROp3dz8VxcxHT/W3D5sPufTSaVxt3iVWSiQPrhDCNZgurV/UJzMdOmEZorXAM52PVOYZphCVNpJC0/Q5VpzIbF/N7DnHNyzbbKqQqvdSH2f2qlee4+GyDJMSUxpVzweJ1wjRcGkPT8WlKk1gl2MY8y2Exgq+0YhxPKNulJ9aFDqIhnukhAD9/7uveGqYwSHQ666dBNEQiKVjelc/8YttbfvYumMK41jGfFT52dXipVOJshZ7CzwLG4xHr68spLsEou1fTXUP1Iwq4tMLW0sCRZgEhLdKoh6zlgmM5zXk/ZzyTwxaFuy+vvK5tSMqWQSAqGElEMBniFefevdaaftdnc6dCaxQihZgpvi+inBMAlHKj6vgTkEvE3e5lZj6Vooct5O0vZX1Rq5EOBrOc5ynM2ib6nT9Fq+TaKxvXRcvv0PTmH/5ueDlKMJ0wp04UQNNb42zy/GnOVf8UWV3tNANMHj5Eui7SCtCD9pVMc/buHsM/X+1YPwucDwK0hiTVOLaxMsIJ0Kx7JKmmWff4wQdtlNaXFMk/DZTWdMOYF4Jz5PbulftV7SwFZ6QElZx291khiXMa/zwS1fG7VOzy0gdRCIHprBGHeY2eO6+7uy6iKCJJYqzhEOfNr6zcRwhBuVIlLBaIW8vzbT+vuXQRyIV5YJoKXKplhlGp4nJ2NEBUi6h88UVKg2K5waj/+VH/Pw/0FtKN7969y927d5d+q9Wujor8VcT+4DGxP2E4CChYBSZxNrcnOiVVKY5hczxaLph/sXaHB4NHJGmMQmEKk1zvktPJGUEyrwtSaFKdEQsYwgCtCdIQ13RntZBp7jgIAZYwaRbW6YUDhtGIVKcIIXg5vcHBgpSJJsvmWGXkhGmMbVjcrtzk4eARlmHjJz6mMPDTbLx6hsPB8GjWRoEg1Sn9cEDBKnA8yiiSv7b7VR4NjzBE1tpIxdzvPyRIAqpOGSkMDCG5199HdlPeqLzBj1pvLRufaYjSCttwMFe09+HgMZ2glxmOZI6Ia7o40sJPQ0xh4Bg2DbfBbmmLo9EJx5NTbGlhGhZJGuNZHr2gT9s/p1loIoVAIhBCZkarNFFoymOXVrdHqlPKVomiXWQUjdFa8VFvn0E0pOpUMITEyNv6Yu0Ob5+/z3ZxE601H/TuIRDEKiZIfG5W9kiVBrJviZ8EOMY9XMMh0QpzwSm1DYfzIJvTJrFPs9DAzKNHU6Nd9BThRHE4OmFKbJDoFFMYTGKfilOmZBWxDYt7vX22i5v4SUCkMgpvrTXFBWdNkzkk7oKDPUkCPNOdBT+m4ynRCluaDOMRRatImEbcf/AQUxrU7AqJVrPvU2noUEjL3B88YsNbI1JxZsSr5dr2SCVY0kQAiU5IVErNqSKR9KI+Gk3dqXEedBHAyfiM3fI2Vt4vkZqXeUghkUISpzGWYTEIhwyiITfLu4ziyczR1mTvVH1cYjQMKNklRlGu+Zc7mCWzwMH4mDh/X2xpzaJuSqdo4GZ5j1SnjKIxbf+cgulRyOU3BALHsNDAMBpRsgqz+QBgq7jJweh4acz3wwHjZMK6t44pDeI0pj4ucXTezhYBpEnRLpDNJoKb5V0ORnP2vVSnWNLK+1igUVjCJMkd78xh1bimTZBElKwCaT72DCEJ8zlrEA4xhGTNa2AIg/OgQ82pzsbDwfAon5MEAsH/vP7pFsg+CT5WTZTWmrfffpsXXrisa/LTDq01k8n4UiTKzydpy22SHEwo4pCmKb4/oVDIUwsWtKJEwQIxd6K6uRNlBUMK5atFStdcm7HvUgRGvdaSE+VPYqIwpVr3+OB0QLVkI+VlA7ZczQzgcBJTK9mcfQInKjk/p/Daa0vb9OAMVDpLszJrNVCKdDBYqp2y6ptZnvfwHPEEB+KToO2f80L11uzvTtBDCrm0ImobNp7p0YvmzIFNb50ft9/meUJrjeodY939G1fuM7r/AGdvDyE+mlGxroKzd4N+EJC021gXCnufBdq9zJDyw4StRuFKR62ZExWUCjZBlHLeD2bbngVGcUqioRr1kbXVjgVAJS+8HdoVVO8EufXsnKiLGlGdoDuLNC3CcteI/MxgzYwE+2OljI7HOTNfGOLcWK0jBlAuVzgtFi9phU2dKDNRyNo8xWTUbWU1nXnKXqnscH8YIvfqS7ILxdoao97PthP11a9+9VJB/vRvIQTvvvvu59i6j4+T8SntpEXgX11DCeS1IZkxcr+//5m2adX5e4edp7fxAh58wnb2w/k8/6eH//XK/QbRcuq569nst/7oE11z1fku4n5/n+9fZsO+hIPh1WnabmTP+rHF6nd1eKEd0+dxtGDMLuLR4JOnhT8aXLYlFtu4Cp1geWFp8Xk9S1zsn16wXK/txvN2dj5mVsrRaHnuPRwu9+3jwcGMSe86uOqdbMWr+/KqZ3kRjz/Gs23nvGdFq8Q4Hj1xnlgco+epTRDM23i+8HwfDa6mKL8OnhaWWXznuk+QFPmLwxIvuZfZrT9LfKyaKIBvfvObfPOb3/zMGvR5wfd9lFKXnKjJ4BDDrmKYBaJRj6LIDMfBoD9zoiDXigp7CCkQnoWeZKsSvTCmIDVSpyuFdqdYdyzemRhskGlFNXfnOia93BmqrRXofNSiUVkdLZgycg16ARv1AqcfUytKJ0mWztdYTvWYao/IepaqOI1UJb3ukhNl1rM8VzU4e2IU5uMiUQndoEdz60uzbd2gT9WuXFrhrDkVeguRqI3COqN4zCT2L6VLfFbQo3OIfWRjdURFpymT/YdU/vb/AOOHWf3UFZimewWPHn4mTlSrn42RwSS6pD22iGYe5bTyKOdBa/RMnah2Pjk3ws4Tx07VzsP/VhnVO4KtZzdhJtGFSFTQ5fYKQhLTqTPpvZeJNQpJ01v7WCmjo1G20ugEAc7u3pX71Wp1HpoG/snyh3yQO1EiSGakEgCjfptSbQ0jTyEtVRxUqtGeie7P6zhL1XUen/zw2u39acR77733eTfhmeJs3EJeJxvomsbcf8d/x3/Hs8F1Hai/ahjHn01a/ueJzqQHV5eufSb42DVRP6uYrg6XSssr2+P+Q5xCZgyrYUSlVIER9Ps9trbmKVimUyccPURrjSxYqHHmRHWjmKLOolHTFeJVWHdtJqkmtbxZbcMUvVznpdYocD4Iriz+d1wT2zEY9HyaVZe39z9e3UPc7WRsOusXqGdb+yCNmVNg5vScSbcDt+cU49aCE/Us0Qm6aPSMKAIy5rTFVL4pak51Rk0N0CxkRAAtv80t6+pV/2eJqXCcsba63iU6OkRFEe6dO8iHb6EHV9f3OHt7ICXho4eUv3x1hOaTot3LWB+7g5CN16/Or29UXIRgRs982Brz83efnVN3PhXajUdXFiQD1HJ9qoFbzxTcnyHSqI80C0iZ5ft3wz5fci+3xbTrgCKNB5h2jY1Ck4Ph9evWpnNNwbQwSlcXOdfrayAEgygkHY8xcomFQS+gVrYh1UvpfKNem2pjno5cylMzY8vAGEUzxtBSbZ0onBAFE2z3ejUVP61I05R//+//PX/6p3+KYRh8/etf55d/+Zc/72Z9bHz95t/mP5/9ydI2KQxcw2GSTJbqg0xpkcxSiwTrXoNeOKDmZItOZ5NsvjGESaoT6k59xkS54TXx04BhNJwdb0iDgulRtkr0wj6hikhVgm3YbHhNwjTMa2IgtSLq0qQT9NgsNGn7HWzDonchCiGFQdH0WPMaHI9PCdMQgUSzbJDahk3DqTGKJ5TsIn7s018RCao51SztPRpQskokKmGj0KTlt/GT+WKiJS3MFTU7O8VtxsmEUTRmzavP6j1G0ZhRPKLu1DClyTieZPUqWhOpGNdwqDgV2v45fuJTsStY0uI8OF9oW41BNETpyzpMRavIOM5Y+BzDIczTGJvFNbQhZilSG4UmtszSHc+DDk1vnW7YJ1ExNaeK0vqpEbJFVJ0qo2hE2S6RqJSiVSDVKZ7pkaiE43EWaa87Ncp2CUMYBGnI8fiUVZpEVaeKn/hEabYYtlnYIExDemEfx3DYLDRJteLc72AbNgXTQ6M5ncxtha3iJifjs9n5t4ubhGl0Scy8bJVACNaU4AhWAAAgAElEQVTcOr2wT8H0mCQ+k9gnUlHe5/M+EQi2i1uAZhJnLKqjeMwk8WfPpO7UiVSEIWT+/JZtpzV3jSivHwqSgFglTPLa+N3Szuy+LWlxND6mYpcZ5O/Q4r93ittEKlrKXKg5VQJ8qk51Fq1bcxsEaUjJKhKm4SxldhHr3hq2tDkaz9MpM4iVzwiytL+235m1vebU6IXzyF3dqdENe6y5mRRCN8hSSk1pUnXKEI2RQjJJJuwUt/JrL8OSFvFCaqMhTTa9dU79NlW7fOl5GsK4dG9TLM9lWWZRVls1AgQlq0g1f/+qToWvv/A3GPWuEC3+jPBUJ+rrX//6E2sx/viP//iZNujzwlT8cjESlcZDoqBHYS1jI0wHIcVqBTMwGQyWQ8amXUerCJVMkEWLNE+T6gQx5WSClAbeFex8ABteztbSvM2wu+yE9NoTDFNSrNic9wO+/PJq41UIQaXm0e/6rO+W6Y0i4iTFMq9H+5i0s4iItb6+tD09/Qi5dguRFxmajcyJis+XJxqjVAPDQg2fbdF/a8bMN3eiOkGPF6u3L+1bd6ocLoTgN7zsXs4mbW5Vno8Tpc7ug5DIK5yo4EGmru3evkPSbT7R6ZS2jb2zS7D/4DNpa7vvUyvZdAYhm/WrI0umIWmUHbqjkPWqy0Hr2a5itfwIU6fUPHclhewUrmHgGpJBcRvV/fCZtiGJ+jOSmEE0JNXpjH1vETMimbCHadfYKjT5y7OfEOe54k/DaDTEUJpC88kU42u5RsaoXCI8PKDw8isA9Hs+zaoHKYgFJ2rcb7N98/bs72LuRAUCijpLMTbKDqVqft7+OY2fcSfq937v97h37x5//+//fbTWfOtb3+Lhw4f8k3/yTz7vpn0sVJwy/8eXfoVWa0iqUrphj0nik6iU25UbDKIhw3DEbnl7qRZjEVEaczI+Za+8Sy/ocbt6i0Qls+97x+/ycj3LgAjTCFOamNIgVSlvn79HohL+7tbfwRAS27DxkyCvIbIZhENsw2JjvYI/UERpZsj8uPUWZbvM32tkrIHTtk/n8lSlxCoh0Qkdv8uZ36bmVNktbTOMhqx7a0RpNCMUitMYU5oEacDb7SzauFPaZhyP6YcDfq75RbaKGwyiIVEa89Wdr8xICn549mNsw+Zv3H2Tv3zwAX7i82LtNo7hZP0XjVn3GhyPT5jEPjWnyrq3hhSSRCUM4xG2tLjXe0DVqXK7epNe0McyzKzQfXJOs7CeEUD4bda9NZreGoNoiCVNUq14NDzkZnk3m19UylZxk07Q4WB0zMv1F5nEk6xuyPJBmLze/AIHwyP2yjvYOaPbOB6zP3hE2S7xxfXXEAhc0yGIA079FjvFLVKdIoXBKB7RCwfcLO1iGpkT+MPTH+GaLlvFDRzDwZLWjCgCMudlHE8yJ9108toVZ0Y6cTA8puHWWF8rM+4nvHP+XtYflRt0wh7r7rxsQQpJL+wTq5iyXc7qr1TCj1pvcbt6i9f5AlW7jJRyRlzRD/tseE1auSNaMD2G0ZBHw0NulW8gpcQUBq7porTi/c6H/ML2l4nSiFE0puHWOPVbNL317HmFHzLo+7yYa0pWnQqdoMcgHDCIh3yx8SqGNEhUSts/p+HWEEIiEQRJQJBGuKZD2S4RJAFnk/ZsIeKN5uuMkwmOYROmEeN4wt3Gi4yiMSW7mNVLCXCkQ6JTPux+hItDxS7zYu0OdbeGn/hMzCHn3QEF02OzsIGfBpjCxDUdDkZHnI1b1NwaW8UN7vX2uVnexTZsxvGYr+3NmRb74YDTSVazf+6f88X11/L6QQ8QuIaDZ7rsDx4jhWTNq2NJk5+036Vsldgtb2cOcxIyiIZ8ebPOOB5nxB17N+l1AkbxhFE8ojVp85XSl1j3GpxMTtkpZsRKsYqp2hVCFWIKk0E04kF/n1cbd6k7NUpWthiotaLiVPhR+22SNKbhNbhduUGQBFmmkVshTmNSneIaLkIIgiTkPOjQcGukKl0iewHwLJcRf8WcqG9+85t0Oh1+9Vd/Fcuy+A//4T9wdnbGb/zGbzyH5j0/TIV2y+V5LVI4yVaBnMIOWmnUIMTZK1MNakuFywCWk6e4hR1EwUIdDolTRS9KWPP7FKtrS9TpFzF1olRjj+HxW0u/dc8n1Boe/VFEqjTrT0ijqtY9WidDbn8hc7Q6g5DNxvUMpeg0W1WwFsQjdRqTtu5jfeHvzrYZ5TLCtknOl9PQhJDIcvOJkZVPgpafXaeZO0SpSumFfdZWRAnqbrbqNzUimt4aAjGb9J4H0rN7yLUbK2nLAYL9BxjFItbGJqqySXz07hOJI9w7dxj94L99JuQSrV5A0bXoDMKnpuetVz3a/YDd9SKH7cvq9Z+qHUFEI+pjVp+uXVR3LPreGursvzzTNiRRD8vLrj9dLWusiHYazlwXDmCrsIFGczZpXYuhbzgc4oQh9saTU16LxRIF12NUKRM+fjRzogbdgFt7VRjEyNKU3nxC6I+prs3POY1EjbWmCKhBTnNey96jcb9NY/P5LCx8Xvjud7/Lt7/9baxcKHaajv7T5kQtwpAG697aLI1I+0MqKqFW2c0chnzuU5Mewi7M5iEribhR3FrJGKrThA13bUYUVJDZXKCVwjIs3tz4uUtSDJ45z5tpOGXSg7fwGm/iw4zV6ytbP5+1KU99nbYdMt0qic4ZxxxKVpGblb1MswaJlzPHTR0orRRmrgPkYvDljTcu0XlPUbXLoLLV7WnR+Zc23sjP5/Bi7XZ2zmgCQlFzqjNioheqtzPdLZ1rcAWZMHYhb89XtuYU04ssh4tC8NPtOgmpGO6s377QeBk9OKNU3py1fau4yaZTh4Ua32azTKs1RKcJr9UzB3RKJe6azuxaWitU9xBd28G1XG6kNYQwZg50w6gvyYAUhMnX9n6JKI1mDImrJDZWsSca0sCTHi8Vt8GwWC/W0ZPhUn9sFi4v8C5mjGitsQxr6ZgppJCY0pyNq8Vzle0SOyvmVq01X958AyEkjmHPmCtvlvdm/fPX977EmTNYWuBa9xqXmBptQ7JTWqYBtwyLxbwf13S5WdnjZmWehl0zsnHjmd5sDK3qB4A3Nn4OPepg2t6MFMkzPW6sN2npwWwBcXEB5GZ5j5vlvdn3/43mF2f/vsgEWXUq2RhSKWntdh5BWhYG1mkyG/9T/ML6F1Gjc4x8/BWtAmteHR0HVJw6wnJwLRcpQirCoFraXvrWVZzL2VFePoeseXVqTuVK1sY3m6/P3nk0eBgUytm5tamzFGUhIE0oeoWVdcqfJ57qRP3Zn/0Zf/iHfzj7+3d/93f5B//gH/D6669/pg173hgMehQKRcwFzZZ4cgIILG8LNQhBaYyaS9WvcXKhTsF0skkzDs8xi7uQKDqjAA2Yg9PZ6u9VqNkmjpSE5Q2G75yh0hSZq9F322M2dyuc5LVRW0+IGFQbHvffb9HIDahW37+2ExWfniIsa4mdL23tZyKO23NmQSEEVmONuH25lkdUnhxZ+SRoT86xDZtKPkF2gh5KK9a8y+mRU7a0TtBls7iBZVjU3Rpn/vMppNdakbYePJFUIth/QOmlFxFCZPU/SZQJS17Uvcjh3nmBwZ/8F+KzM+zNZ0zY0ffZyJ2nrbUnj5P1msvbDzq8/Po2bz3ofCIx56tw5kds+aeIytNTBBuOyalVRo/aV2psfVxorUmjPl41q7Hq+FMnakU6X06BPiWi2M4/vEejk+s5UYMezniCfePpBD3NzW1O+n2inOY+jlIm44iKbQAxspTd+5SZr7o2d0K9ooWUgn6csAGk/RBrF0p5WvHPOrkEQKPRIE3TmRMlhKBSqTzlqL+aiPtnqF6ftL0PZLWVOk2Rdm4M1yeo7uW0UmPnNVTvCD3po7UiOj7Gaqwh3auLB2RtCwyb9OwBwrhs/BjN2yAN0tN7GJsvkp7eA8C//5fEgwBZaaL9YeaMrILpQbJcs2s0b2ffm1kjjJkjNIXWinigMJ1k1n5j4wXUsI32s4VQHcdgmktEIsbmS1lGRXULP5CkE1Dd6xXtL0K4JYRdQA3O0GmCbNyAoI/wKqStx1k6f/48jPVbpO2H6DRF1G6A34EpI2Lrwez36X0BmDuvkR6/z+jMJR4s952wXXQUIIp19Hg5JSptPQKlEPk4l41dVGdhLCwQjkCW8BVDJq6aU1eLQhU96Wdp+0mcjZckRNgusrZDenY/a2uaIgyD0flCG6WRicSu3UD1z8BwECToJEIN2ki3AKaX6U3m40mW12f1wKJQQxseQpro8QmyuIbqZ4u6srqFKDUy8d4kQjZvo0cd0taDTLg2h8wFZEV5HT3qoP0+Og6JwzvIxCIZtTOR4ihApRrSBGnPnRVZ3UL1TzC27qLHXXTkI2vb6HCECsbocS/T9NMaDAsd+bMFCbl+EyGtzPZRMcofZX2bpMjyGjoYZFpucYAA0vy/KcZnLskgQHgVdOxDEiNqNzLB6DxFMZ2MkY6TnTdVCNPM5oAoQtjWpcURrRRRms7GxGy7VpkWmY4RxTqqdwZSZKLV7awUQVY2UJMeOpzMzjvK2wgga9ugUtS4A+kyy+EqiFKDeJRlFAmvgqzvzuakRag4QVpmNn9Ii+T4HoZ3wd6VBrK2g8pr9YVXQYfjzHEs/CJTDbbnhac6UYPBgE6nQyNP4To5OSGOn2+47Hmg2+1Sry8bsVFwhlNYQxo2USebtIy6R3VS5/79j4jjCMvKJkzTqYMwSII2dikLG5/lRfucP6Z052oRRAApBJsFmxEViipl0Dmh1twlChOGg5DX3ihylK/+b61drf1UbxTQGqY1yFP2tesgOjnG3tpaWt1TZ9nH0dh4cWlfa2ODqHXZWZKVDeLj959p1OTUb7Hhrc/ON49MXXY6piuALf98Furd8NafG8256p9AHGA076z+PY4JDw9Y/0q2Eidr27PjLokH5vDuZH0f3L/3TJ0oP0wYTmKaVZeia1L2rCfu36x69EYRmw2PVGlOOhP2mk8WLrwOolTRjRJen5wh9578ngA0HJv3cFA6o5I31j59NCVNRmid5PVOcB5c7UQJaWBY5VkkarPQxBDGyvzwi8g0ooZsBAHWUyJRAOvrGzx8eJ/h8SGbzElmSlKCJRF2ZpBMU4Dr61uzj7MQIhPcHccIx0Dlc4Flu7iF8qXay59FvPrqq/zqr/4qv/zLv4xhGPzRH/0R9Xqdf/tv/y0Av/mbv/k5t/B6iD78c1pHDwliDUqhFzRbpOdhVqukkw+I2y10tEC1XCyiH+5njsUCwskEWSyixmNkoYCaTLC3tkgGA9RkAlxOlZ2ykDl7N/D//D/Ot+8/wCgUkQWPMBoTtrqojz5EWNal6wrbmrVPmCY6WTDAPvrwyn2BTABea5TvL4xxCQ/3IU2zSFW1StJfNsyMUhljNCQ+O8Nc79MddvH95T4SQpLmKf32zg7J+TkqDDHrdVQY5n2S9TVao4L8u5qnZk/7EsCoVFCBjzg8QCdJ3geZA2KUy6TD4cr7BeBe9r2VlSL+YB7tX9WX8/srkeZkNcIwEaaBys8tLAth2xlrbpKgo2h2H8qfO7H25ibRRx8iDInOj5WOg3Bc0kEfo/KQdHCh5sqzZv04fVbSe3fpvFdBeh5GsXdJAw8WWDQNE50mXB6Lf44sFJCuS9LpYFSqpIM+wpqPc3tnl+godyIP9/H9eOkZza6VOxjZcfl1Fp6LWdsnWcg6MioVzEqV8CDvX8NAuC5mPr4W38s59rN7dl1UEGBWayAFSTe3KUtlBofB0pjM8OR09YvPcHHb9J2e3qO1sUl8dLjEVpq1Z+Fe87FOmqLC+XZhGOg0nT1vWSyi7n2IUSojpJy9b5fe58V2FQozaRw4Jv3Jf5v9ZlQq2XkW+lk6j0CI+Xu2cJ7svhaIg0Q27o1qDf/RO7D+fAM8T3Wifv3Xf51vfOMbfO1rX0NrzXe/+13++T//58+jbc8NSZLQ63XY3V02xmL/jFKu8pye+2AIZM2lOsrC0/1+b6YrJYTEctaIghbleuZYnQ2zAWAOzyjXr45MTLHlOfxoErABdE4eUWvu0mlnL0KjWeQn91oUXZNa6eqV93oumqqCBNMQtD4GQ190fIx7Z9n4T1v7iGIDeUE53NrYZPLeu5e0omS5CXGADoZLStafBmeTNjfKc6a70zw1b6NwOfVrM992MjnjdV7L92vyFyefTTrcRcxWcp5AKkGaUnrxBTTMaONV9xB2v7DyGHt3F+G4+PfvUfmlp4+j6+IsZ3mbhCm768Wn9s2M5tzNPjwHZ6Nn4kSd5tSuzaCFrD5d56HpWqQI+naVQvfwmThRSZitkpnO1Inq5OLOqynRMkmD7CNoSpOt4sZMz+ZJGI/HpErh+j729tOjVtO6qO6gj9Z6Nh84SmNU5qKQw84pQkiqaxt0uvMPT6niMBqEGBtl0s58LijVm4x6P/tOVBiGvPLKK7z9diZzsLeXpeF88MEHn2ezPjbC/X1cW6w0UpTvE11huF40Glf9NjW2opMnLwJMoyUXhdZ1kpAM+jDoY3gWKjcGVxn9i07RVQbXqn0X23mpTfHccL3oQAGko+HMQYrPzjAvLBZd7KPoaP4eTw3d2b7X6Oeps6FX1GbMHKinQMXLdNdXOVDAzIGCLFVLL0QGdByvPPbifUSnp/nxC4KqYQhhRnRxyYG6gOmzuo4DNd3vqn2nhr5+QoRDTSaz8ZAOsme+eJ8zB2rxmBXvwpP6FVgy7LNrDZb6QqcpejwmesJ7Nrt+7hAk/QvnHA3hKQuYK8+3ov+m2xbfFR3HRIeXKdAvOigXx/rs+HQ5Gjztx4tj+Unvs5pMiFa8v7B6bKkwXLHn6jkAnc9B523kF589+dbT8FQn6td+7dd48803+d73vofjOPz2b/82t2/ffg5Ne344P88K8ZoLhd5aJSRhB6+URQyS9hij4SGkoJanu/V63SVxXsvbJBztI287IDLjsCQ1RhpTaTx91Xm7YPMXLaCyQfvoAS/83C/RyQv41zaK3P+Te9zerjzR2K3lqXvd9oRmzeO0e81JLQiI2y0qX/tby9vb+xjrty7tb2/voKOIpHO+xOYn85oW3T+FZ+BExWnMud/hFzbfnG07GZ/imd4svW8RRatAzanyeIEtbbPQJEhD+tHgiQrmzwKqc5CRStRXi+cGD/ezdr74AiNAeFWEW0adP165P4CQEvfOHYL7955pW4872WTYHvh88c7VGmZTNPM0Ug2YhuDR2YivfvEZtGOSTZgb/inyCtHhRUzrB9tek80V6UufBFMnysrTcluT8yVx54swnTrBcE72caO0y9vn7z3VUe/3sw+VG4TXikTV63nqnW2R9Hqcn42QhkBO4iWNrF77iFK9iWFawPzjWK44HD3uY7y2QfhOG50qhCEp1zc4uv989dM+D/yLf/EvPu8mPBNouwo8hX3NcCC9YHwIkacf5b+VdrNUuv791XToVhHSCLw1eFpk1aln5w+uyQJb3ITxCgGlyi0YPLy0WUkLlcSYV2XnWAXIRYcx7Kzd0/9Ddp9WAZ4mP+BUsz6yy6TDQwwB2CVwG4AEFQICwj7EY5AWFDZBxeC35v14IWUOgMIGxKN5Oz8NhAFTFjO7nN2nkFlaZGkb0hiiIZDdy+y+DRfSfE4o38iOm1xDyGrxeitg1G6ATTaWFiFNuCBki1XK+gHmYxLArWf9mUwgF5lFmmBXrj+uPi6K2zBeKMdYdZ/TsWWXs3YZTrZNiKxfDTsbHzrN7iXxs7HxaWFX4Losixf3nbbZKoHpwsUSBrsEXhNGh9kYKDRhsVa8uJWNaZHVJiENmJzNxrRR2oB0kI0nf+E4pwLhYPndW4LI2pNcYYsaNpT2snNGw8u/LZ7T9LKxNWXsWxxrdhmVfraL5KvwdCop4PHjx/T7fX7rt36L//Sf/tPPnBN1epq9UBsb86LCOGgBGre0SaI06bmP83IuYlmqYJom3e7y5GwXtpl0f4JSE4y6x2mcUDOzj1p1/emrzltetupt7b1G6/AdAM7Pxli2gXQMDltjvvLqkwvvLdug1vBon47YXrs+AUCYr1Q4e/NVfR2HqP4p5ktfvbS/k6/oho8fX3CicprzPLf40+LMb6PRbBXnBufh6ISd4taVxuqtyg32+3Pxt608re9kfPbZO1G9I2R1c8ZkeBHhw32k5+FubjI6H2d1Ueu3svzuJ8B78SU6/8+3UWGY5UU/A5ycZx/2JNG8uPt0h3fK3tfuB+w1S+wfX59S90k4GAe4OqYm4mtFL2dOVO3OyhqQT4I4aCOEOdOIOvPbM6ayVTCdNdLOj1FphDRsblX2+K8n36cb9lamAE4xdaKqxRLSevrqo+M4eLbDpFggOnhM60Sz2SyhJwlGfV7T0msdsbZ9+9Lx5arL+J0zRMODfB4zN4pU17Z48NZ/JZgMcQvPTrD4rxq+973v8fu///v0L0QovvWtb31OLfpkkLUdTKOJVBbKDyj+tTfQUfZtmbz9I4h9zI2b3DsZUjNSGvUSp+cjKrbAqZRwd3ZIzjv47TZocF74BbTvMx5OeOc85dWGiWdqtIbinduYa+uMvv8XmUElBGa1StjtYRZcdJBd1yiV0HFM4dWvM/rRj1BaU7x7k+DxCdgeut9F2A46SRC2hXfnBbQG/4P3AdAqRQgyI7b2EkL7mJUKFGrEp2ccJy5dr86r0Qnmori86xCMAmIFXgFMmbVPFgozYWp7d3dWR+jcfYPwca51WKvhvPQC/vd/cKmP/VqTj+xb3JFDyrbA2dwkOj1FmCYqTVBBCaE00nWJJj7u5i5xp4Kxu01ycIQUAmFK5NoGaTDJojhBiLG2SzwcYlUqmOUKWCat7oRiNEZtbGM9/Ai0wr5xg+gwi4KpgkMyCpA6BWmgk4hI2BQcQW8cU97bQ52dkCoYpYLK3ZcR99/Hu/EK8TTN3qmDVljrG9g3b5IMhxy8c48120FXtyhubzB+720GQcQgNrm5VkIIQeELX0A6LsH+A3QUZfIKa+tMTs+wjIyI3qjXkSpEqhQl72JWKqRKoaIYEYWgEoRhUvz5LzH6wQ8QloXc3iV++AAnXzwyikWC/Qc4OzsgBLJUIny0j/LDLPWr14BKFbnexHYsggcPSP0A7+ZNwsePGY9HuLu3MM5PMmM6DXBv3STxU5JOh8Krr5IM+lijLv4gQCUB54HBZqNOahURrgthiHf3LpMPPsBPoFQroUYjjHIZs1YjPDjA/uIdVOecZDAgVRrlrGGi0EDxlVfz8VzHe+FFlN8njbK6uJlIenOT4PgE19AgJKlSdAaatapEhj2wy5hlBwKFVW0QdzK7cpr+J2s1ohj6pku9e0SQQGmrSeIHOKUCOk0xPA/pFfAXU0TdOs7uDn6nywd9wQuWjy00VG7h3rqFCkLC4woYBkJrzEoF6RWITk/4UFdpWgk1e/5tkAUXkkJW91fdROfRIntzk/DkBHNzi/DoAFPHmUPHPKpoODayUCTunKOFJEzBkhClULDyGvuOQeHL/yOd7hDn+CFCGkSpRtYaqF4Hq9GgfOc2o7/8IVGqURpMCW6tkLW91KB4axu/8wwWLD4GnupE/f7v/z5/9md/xsnJCb/xG7/Bv/7X/5qHDx/yO7/zO8+jfc8FJyfH1OsNHGdulER+tlJTKO/QfeRDqjE2slokKSWNxjqtCzVBUz2pcHwAW2XO9ZiXJl0cr3gtQ2VzytC3dpPRO/+ZYDygfTZibaPI+4/6aODVm09nJmlulTl61OPmm1v88IMWfpjgOU9+1OHjzOmYOkdAXrinMdYuR6KcvRsgJcHDB5R+fi6CK8pNkCZp95CPH6C+jCld+U4xT6tUKQejI76289evPOal6m1+1HqLbtCj7tZmjDvH41NebXy2atZp9wijvlpkFzJ6c/f2naUUSGPjRaIf/t9Zoaq9mjTEu3sXvq3w731E8QvPIPwDHLbHFD2LsR/z2q2nR6JKnkXRNTk5H/PiTpU/+cnRMyGX2B/57AZnmGs3r5Vu6RoGddvkrLRH+ujZiMbG/hmmu44Qkkns0wv7szG3CpabLRzEwRlOcW9Gn78/ePxEJ6rTaWPFMeW966cg1htr9DodJg8f0jqp8+W769AJMdaysRL6IyaDDi+98bVLx1ZqHlpD4Gbvf3I2xtwoUmtm73n37IDt269duy0/bfin//Sf8o//8T/m5s3V6bU/Leg0bvDe+ZCJtjBcQfDjFlppCiWbxHmBzmBMM64Slcrc6/qURg5OdY0TCVGgMB4GDPuSJFlHKY2XWgQ+FEo1Crdt/rLvEw6yFd3S/YjRjx/gFXaQQhMnGis1SGIbW5q4no1WGmKI4xT59jmmdwu04mBU4HDcwD+LaZT2CAOFayqKXolHf9HCNCVJ0sArWggEaaqwTInlmFQLFv1JhJOaqGKWVq5Sxfdbgtpmg7RYoX06JO1rpChSrTkgDdZKNnGq0QNNau/w+HCA7PvUvA0cyyA8UtjFW5wdDXECgw3RJ8z/rjU8igWbVGsSP2UURrzvriETQfdHA8rVOpaAMFEIUSNVioKywYPBYYDtbOO1TRJrj0E3oFi2GX4QkplWJrXGOrY2UW6dcJgyPgpwPJM0gWptHdFKkOU7DM8n2A8Vr77yc5yeDYkNg4kbEUUpRjhm4AtK9QJCC8YqxDjQJMk6XtGmULG5d3/IZLyOdQCF0h4SSFNF92zIlltAvd+h0xqRpnUIwPQl1tDHK7+KLmokKffaAaWCjfdgjIoH3NrbodWZYNYED+73gCy1uFC0MPsGQpfo933KVQd3YtA6n9Bo1okin+i8Q1yo8vLjIYdqG0ea6OOUcbiB0zYpeRa3SkXeZQeOwdEaYY4pVG8w1BFBL8Y0S8hAMHp3SBKn2E6NOEpJ3hpTre9i1iVRN8GxbiMck6IB4+MEs2ijihXie2NM06bq7tCxQpQBsVTsj2DYt7AnBhsbW7TfHuAV9uiPfBOrP8QAACAASURBVNQR2LaLKx3MSNDpN+BHfbyih2WVMGyJ1pqKZfDodITzky4GG8RK8Xps89GxjT+OcAuA3mY0DKlKEymbRGFKmEpsyySxUmQkKVdvoJKUgl0gSGMmrYiN+m1aXZ91q0A3iug/zCI4jXWLj8ZlrHKJtGPgeSW6D8ZoJF5JkUQDvOINoihhNAixTMmdoMB+J8bxLN4y6sRRiutZnP8417Cq7RGGCTqMcJSDlzgoe5dUQTdWFIrrxHEWpStgczoZUKl5+OOIKEjZ3S4RjYHKHdRIE5o36PdC6utFuudzZ2atWcRvR5jWDRzXIklS/HGMY8Jm1aEXCmS5THR/xGgQQrzG+lY1d8xBeSX6RxOSRw8xrXUcx2Q8jnBck+QoRZykJPEp/+cLV9tenxWe6kR9+9vf5g//8A/5R//oH1Gv1/mDP/gDfuVXfuVnxolK05RW64S7d5cNiWhyhJA2TmGd5GwfALM5Zy/b2Nji7bd/tEQuYRe2EcIkHD1ksPWLqJMJ9e6QavN6D9Y1DeqOyVjW8YDW4X3apyNe+2vbvLPfwbENXti5RsRgp8KH75zxhbqHBj543OONl57MDhg+eogsFDHX5vtNRWPlipoT6ThZgfFHHy1tF9JA1neytLZngMPRMaYwZpShh6NjYhVzu3q1UfRyTgn7fvcjvrr9FSp2mbJVWkrx+yyg0xg9OEO+8Asrf1eBT/j4EY3/9RtL242tl0Fr0pMPMW/+tZXHei/dBSnx33v3mTlRj09HaKW5s12hWnw6w50Qgu31jODkf/qFG/zxDw64d9jnlWs49lehG8a0g5g3Ou9h7DydrW6K7YLDadRAD1voaIKwP7nekdaayD/Bq2QO9qNhNnb3ylenFtqFLLIcTY5winvslrYxpcl+/xFf2lj9DAHap6cUB0O8N1ePkVVorG9wfHzI8b1j4qjChmcBIWbOpnh+nKVCrW1dXuyoNjJHqz+JqFccktMRvL5BY/MGQgjah/d/pp2otbU1fv3Xf/3zbsanxlv3ehiGxPeXMwtGwzx9T0paJ8Ol7bPfVsCfZOkw42HI+MJ+o1G4tA9AFGaGVBimDPtXn3c0iGYF8p38PGPgPI8EJkmWGuSP5+cOAUYR3auy7twGkz7Qn0e+lYZuNzv/orEGzNjxen4C/nJaWRimtE9Hszb2Ov5MzH6KYKHAf9i/TMy02PY4Spf672LfXDz34vGt02WtvTHw5z/IvlHeAmkDGCAyke0pklyUeDQIM6Nzen9BQhjM71lYFqety9koSaxIYrX0jBGCkR8zyq97fr56RX8yjoEYL6/jGfZDpiOvM71WXkP9/kfZQ10ci2GYMugFHB2vqA+74pqwPB77C2UK07PMEswulDAMl/oyhxBEieLgKDt68ZlHkSaKlp+7P47xF2rcplVNi339w7fmKZKLz2Te1kwEN0ny8ySKID9+4qtZGx+MsvS10Wg5et5pjwEH+ln/L47N6bhbvM84UXxwv5Pf0zxdcTyap8fNx5QkGsYMh8v9tHgfgReTxGr+jIFHByuyUYS49E6ez46JWUw3D4D+hWtO23N0tLp+MBu72T3M+j/NIl7/34+PeOEaWTXPEk9dQjZNE9ueG1iVSmWJBvynHefnLdI0ZXNzedU5HD3CKe5lrD2nY2TJRi4Ymjs7GW//8fHcMBfSxCndIBje5zAPw+z2oL5x/VXnnYJLOzUwDIvD+x+QxIr1zRLvPOzyyo3atVb9t29kKUmFROM5Bt9/7+mU48GD+7h37ixFAlR7H5wiorS6NsS7+zLB/XuXCgqN9dukrQezQuRPg0eDA3ZK2zONgfe7mdP2Um01+x3ATmmLolXgg+68huhmZY+Hg6vrjp4FVP8EtEJeEYmavP8+aE3hlVeXthtbL4E0SQ6vrlGRrof34kuMf/LjZ9LWkR9z1vOZhAlffuXptOJT7DVLPG6NePVWHcuUfO/dT0dn/3Y3MyRe6r3/sdI/d4oOHWxCac9ogj8pkqiLSsbYxey5fdS7j0Bw+wnizKZdxbBrBMOsHsCUJjfLuzxYUdsxRRgGDMZDyoMh3oUx8CTU6w20EBz0sw9HKdHImjtj5js/3kcISX3z8sJCfW1eI2lulUhOx2ilsRyPxtYtTvbfvXY7fhrx9a9/nX/37/4djx494ujoaPbfTx2UzuoUroRGq0ys9OJuWiuUSrJ9tLpUt6PSCKWSfJ/p2cC/Yv5WWhP6PbRSGWW638MftfBHLeIwJ6tQCTqnJ8++A/NWJUlIFKwoJlcJKpkbeMnCUUttW8mAdhlapUsU2Fch0JrkCftpIJr14WUolZBEkxXtWnVOTZqEJPHVtcpaK+LQv/J6s/2u2Q8XEa9ol1KKOPp0aVAqycaRZpm+++Mcq1SCPzghiVaQQKh0qU9UEl0YR1nfPksk0WRpDC3aNBH6Ul+OtWKYPxd1jbE3P/H0ncmPTaLZtRKVoFRKdOFaMZqnk4tDmkTz57HQplBrlFZMVtYxPRmL7/fiKFycX64aAyqNl97za10vjZeedYxGszwmVBoz6D/fVD64RiRqe3ub73znOwghiKKIf/Nv/g27u88/ZPZZ4egoW3Xe3JyvOqfxiDg4o1B/Ha01yekIc2/Zu93Y2MK2bR4/fsjNm3OD3i2/SO/o/+XeYEhZaW7pJuHW9WtY9ooOb3dHvL7zEmcH94BN7IrNaWfC33nj6UX3kDH52Y7B2dGQr7yywV+8e8av/b0E1179uNPxmPDggLVvLjObpK0HGOu3r0yx8u6+TO+P/yPBw328F+fU1MbWXeL3/wuqc4BxBUvddaC04tHwgF/cmqcL/qT9Drul7SfWNkkhuVt7YcmJerF6m7fP32MYjWaCfM8a0+jbVU7U6Ic/QLou7kvLzoIwHYztV0gf/wR+6X+/8vzFN96k/a0/IG61sJrXd3xW4cODOUPQl16+/rlub5X5zg8PGU5ifvG1Db771jH/29+6Q6XwybSa3uqO2NQTGvEAY+uVax+3V3TRCE4K25TP7mPufPJoSjDIxolbyiI573Q+4HblBp75ZPHhQvUVhu3vo5IAabrcqdziPx9+l1glS8KOU5zmYtY1LbC3r/cuAzQaWXS455Wplyx0x8d6YR79ax3eo7axi2Vfnmdcz6JUcWidDPnCGztEH5yTtieYG0W273yRt777bYLxALf406md9DR0u13+1b/6V3gLWiNCCH7wg8s1MX+V8aUvbPB/ff8DwjDAUymu7YIVMwzBTFIMNBNpzsws1xYEkc7XvqGoEtyag5XESK2p25rzgQIBvdTAnOoUuSZBLLALkiDSRI6gP1ZUTE3RsemNY3xAas2aPKPmwUEiKaiEsTTpjgfIKCbNRUPXGyZKQbeX4OiUcf5eFBzBVnzISWojooSdouJ4Iil4kvHYxE8TlBA0KjZxd4wSgkrZIJQGg0hgCsW6kYBpMJ6k+DEYWjE2LMqehFFILCSRkOwUNWFcpB+OsFC4SZWRNkjTBJX42KYgVbDlKaJEEwWKeklgFGrsn4+IU021bIIfseGmaCnRieJkLAgNE8cW+IFCMsTUioLUaEsShBrlmNhoIlziNEaplEqamd6e0KR2gfMkQRoWdcsjiiYMVcLdQkoQQieRuBbUixJbwqOuxrAM1nVAWHBJUo3r2qBiBhPFzfUGozRhct7HUBpKJt1eQklAaLlUigm9oaJUdPCiCR1lEMYCNXUOwhHlNMYqFgh0QhpqrDQmERKraFF0BZ3zCGyT7aJFaKYUogglBL5l0u2nIAVSCupJyKRYxh8HrIuYjllmt24ySTWtzgRPpZQLguFEYxRMKkFELxYYuWafm/YZ2TYFoWgPFQWdogEDTalkUlAJEy0YBTGG9AgmXUytCaRBICSWVjhaIWMDz0gZxIJYl+hpKJk2BRFgu5qJnxCPQkouDCKB7Rm4UtMXFqMgpR71MKoOnUGKUJqqC3FaxCxJhPIxxz71RoNRYHI+7CGlgSsCJq6DBMJBRIJACUkxjUkLDlGQ4Eiw7RJ9pRB+gpHEGGlKyTMYCoNgorhd0YykySTUWIagH6f4iaBsKJySRbuf4qkUT2qSgk2SamqVEo2ww7tDi3LRzCKyQENoXEfTmkC5bOJ5kv5YMfRVNqdULKSAwURT0hq3VGa9EmFFAkSBE79Nt5+N3UAaOFITqsw2bJopiSHpR4KdomaoDFIFtgnjyMRzbaLhiJeaDd466WBphURTcSXSENiuBDQPc4LAW1aEVarRigJMQ2C7UDRj+sQ4aHqBxo80taKkQkJ7oEk0/C83n8498KzxVCfqn/2zf8bv/u7v8v777/Pmm2/yxhtv8C//5b98Hm37zKG15tGjBzSbm7gLwoP+ICvO8yovEZ6M0GGKtbNc0ySlZOf/Z+/Ow6uq7sX/v9cezpzkZA6EeRJEBRQVbRX1CoiAcyutVVvH9lq13t72als72Md6a7+tU71e2/6e2luHqlW0WEWtVVSgKjgAyqBAmDPPZ9rT+v2xkwOBBJIQSMD1eh4fyRn2/uzPWfucvfaaBg9hx46tHWbkCueNpXr7G3zWnGa0ncDUgkQj3b9gGhHzf+y9IRNJbX0GM+Cys60pfMLw7nWb0jTBoCF57NjSyKmzx/LWyp2s3FDHSRM6nw0ssXql30IyYdcU29JK4dVvIzBlXqfvAb8SBZBav75jJWrosYDAqXj/gCpR21t3knYzjMzzL27rUg1sbNrMnJEz9vvecflj+LBmtT/LWqSQ8QVj+dvGRXxct5Zpgw7ONJhu7WbQDbT8vU9kL5OhdcV7RKcc3+mEAsaw48gsewKvuRott/PJQ3KmnkjtX5+i+Z1lFM4974BiXb2xHiH8ySLKurkYM8Docr/yun5rI7NPHs7SVZX8Y/lWLjq960kYutJiO2xtTXNa41r0QeO6HA/WmaFR/3zdXjiBUTvXweQ5Pd5/u2TjGoxgIUawkKZMM5ubtzJ35Mz9vi9acCwtNe+QaFhFTvGJjImP5LWtb7KpaXOnk1Js27wRzXUZNP7oHk21n5ubh2mYpKJBxhspsKMYbeMzHduibmcFYyaf1uX7y8pz2b6lEeOccSDA3trUVok6mtVL/07l5rWMOPqkbsdzOHn99dd5++23KSrad3fmgW5bopqjx4ZpbBQYOgQCBgj/HLAtF9eDUFD3f4vaJmGQUuI6MjtpnGFo7T2K/Ekg8hwMQ6dQb3tc+ONopAeGqeG6Ho7jUVoi/AlwdEGBCJHJ2Giahmn4LaFHl4LnSTRNEAqaJNMW2m7l23U9ikoEWtv6PxLQ8J/P3n4UMBxAehQjSKUlgUBbsMXx7FgOgFK5q1VO0wS7307zPAkCNBHFkxIpJbqm4TiSApGLoWuEQwFSaQv/8sf/XbcyfgtKLKBjpR1CIRMJjMuLQfZQOn4/laY9wqHOe4Z4UiI9/7NwbQ9NF3jSIG155ER0/zNAoglBWfvrpYvnBiiTJrFYiIDlEG3OYAR0AgEdTROMz97v2vWd7R+zQYEETVjkSkk8Jycbd2n7z4kACFBQ6KHrGpBHvO39Usq2x2grO/7/U0mLYCi66zkJhW3DGnbl0f87JqGw0MMwNH/CEGJITyLxF/0O1KcwQoKSsEl+XhRNB11oFO/2VZgv28qS7j/YfsWT70osy0E6knAsgON4pFM2eTlB8oBk0qIoko8mBI4r0dvKWjplk5MbwvU82kf9xi0XgYPRtkh7SAbw3DBmQGf3W0nt//a7PVocNTqyW1nY/XOI4EgQoQxj8qNomkDXw4RSDoapIUoiaMIvq5197ZcBwWCUTGZXt7bst5WEgOd1+Gy8tvIvhPA/27bzVtO07PZdL59xJf4+y9l1fgLEZdthCIgX+NtzbA9NCHRDo0T65RIBHgEyEUDaDCqNk5e0SLZahKMmuq6RsTwMXaDrAimhxPE//1hbzJ4ncRzXP5dLc3ClzYS8XVlu/74B0HTBhEJ/AkTPk1gZl8FFkQ7fJaG2Y4nYLoHdxvm3X51XOi4j9k7xQbXfvmGrVq3iT3/6EytWrODdd9/liSeeYPDg7lcKBrLq6koaGxsYPXpch8eTjWvRA3mY4VISG+v9GRoH7z0xxODBQ0mlUtTX7+rMbQSLWKsdhy0Fse3+3U6tvvvN7kNiIcK6Rm3OYEBSlN/E2i0NREMGQ0u634JSPjxOU0OKQbkhciImH3za+WKzUkoaX/8nRmEhoVG7Lvyc7Z+AlOj7uMNv5OURKBtEct3aDo9rkTj64PHY65ccUJe+tfV+Zbb9gnTpzncBOrRMdaV9AolP6v2ZoIblDCE/GGdF1Ue9jmd/3MpP0YpGIDpphWheugQvlSJ++pmdvtcY4R+TvfHdLrdvFhUTPmo8TW+/2euuHAC24/LumiqkpMuKdVcGF0bIiwVYtbGOwUVRpowr5vX3t5PKdKdjQUdrGhJIYGzlcozhk/f7+t2FDZ1B4QAV8TG4leuRbu8WALfTdWRaK4gWHIsQgg9rVgMwqXj/C/aZ4UGY4TJa6/zJLcbmj8YQOitr9+6W6XkeWzdvIl7fSPzU/a+FtTshBLFYAVooRUlL23pWpf53Qc22z/Bch7JhXbfijRxXRCphs3VbE8bgHKxNjUhPkl9STiAUoWrrvhd1PJwVFhZmF4rvK/feey8PPPBAn25zf5oSCbQWj5jnEdB0vw+NBK1VEMoYRG3DX3RSSv8K2AUtJQikBToahtDQEwKtFXAzaLYgIgMYxu6P479WE+B66I5NUM9g4mF6Grol/Jn9AiYBW0NkPEQmAxnbv9Bp27dmg9YCeovw/+9oaNIB10bLtKK1r4HkgNbqx4mLf0x2EyLTQlgDXbjomobuaYSCbTeePBsj5WIkXIyERKQ8f5hFxgI3heY6GCkNrQU0F3SpITJgIDB0DWEBlkRLCkTGzyHSIxAwCAkDzROENRPhgHDwg/Jc8ECkHWhfR8nzCAf9fGgp/Bjstu25oFsC3QXNszBNHd3VMIUgJ6SjpUHYoHmiw+vNpI6JTsA00KUfXywcJKQbGBnh9290d/2ntYCWEOi2QHMEetv0zpoQaBnQksKvPUsPvVWgt/jP6/hTWGtJP++GJTAtDZHGny7aBr0VBDaRoIEuNbLDgdqbNiXg+XnUWgVaGsDFNNou0KWfOiFF9jjjOWFCpgkSTE3DTOm74mrLg9YKRlJAxgM7g94qwJFoSCLSIIqOlhQY0iMWNPwyIyASCfgVcxcMz0VPeZhJjUg44N9wcNuO14Og6RGQbXnzJLomMYUOVltZckFL+uUTyy/7uZEQov3zbf9/xvJnYHQ9hAehoEFI0wilNYyEIBIyCJgCE4FOCmF7bXmXfjl027cl/fPWtsEGYbWdO2nQMhBI6v7fSf+81PBbgoUn/RgzYKZ0NAf/c3AlmmirCLkeOB66Ldr25aKn2raV8cADIwEBoWEIC0EGzRVo6d3PDz9WYYEmPGIhgZmUaC0Q1AW65oAl0Vs9gmn/MzUz/v81IQjZZls5kbgpm2zvXsvBzEgMXP97yBH+vjMS3UsRDpv+Z+r5edLSIDKg28L/Dsy4iLQNlsyex6HooZ9pdr8tUffccw9nn312h+4QR4pVqz4kFAozatSu7lWekybdspGcIn/gd8u6WvSSKFpo71S1L867bdvm7KKYrpR85I5hiNgJ1StxSqdgb28mdFz3LlZ1IZiYH+OjuhbGihhRsZVVG4uZOLIgeyehO4aMLAA2sq2ikUmji3h/fU2nM6klPnyf9GefUnLZFR1mjHPWv40I5ex3nErk6KNpevuttsXRdhVgc/zppP/5MO62jzGGHtvtuHf3Qc0qhsQGEw/m4XouS3e8y9GFR1EY3v9FUUm4iJJIER/WrGb6kFMRQnDyoBN4ueKf1KbqKNrHGkC94SWb8Go2EpiydwuRdBzqX36R0MhRhMaM6eTd/iLFeulY7HVvE5h0LkJ0fn8jftbZ7Hzot7Qsf5fck/aeer47Fn+4g0TbgMxTj+1Z87cQghPGFfPmRztpTlicO20476+v4dX3tnLeF7sep9aZjxtayceiOF2TrUT2xFHxKG+mMrRKg/D2TzCGTerxNpqr3gahEys8HiklS3a8Q3lsUHZGx30RQhArnELDtpewkjsIRwZzbPFE3tm5gjkjZ3ToDrh1yyYynssYzSA0bO8JIPbHTcfQjCo8QyAiOlrUv6jcuv5DjECQkqFdn6cjxxURyw2y/O3NzJs+iuTizdhbmwgMj1MydCzVW9YfkoWo+8O4ceP46le/yplnntlhbO83vvGNHm+rpaWFu+66i7///e9cc801fRnmfk0K57LW3YkuBJqbRkgdN22hmwF/wplUK2bCIBSO4ToOHhI9aAASK+2PE5ACEG2VH/zHtCQITeIhIAUgiAmHYpnkEydALBTFc1txPRchhH/xLzQC0iXt+dOfa0JAUiI0DdcSBHUTW/fHdEjAEAGEq+HaGb8lyrEwvQye62JG2qZC9jzstsH8OZEQyUwrMiPxPA8hBNKSSKn5o0CEBnp7pc2/uJMSQkYUV1q4Whrd0CCzaxSJ5oBBGKHrOOkWfxyFB2HbwTJCaJoOCNx0Bk96CHRMM4qTbEEAuhnAdjLg+Oe9Jz0/D2Y+wvRwvRSuYyMtf7yhFC6ubYGj4Xn+UhbYkLQzmCJGTm4OdtLBa1v7S5MeDgZkNITlYBj5RAJRLLsGx7WxHIuACGHoIYpMm6pEBkd4aGhtg8c89EAI0gaul8SV/vi3oBXG9RxEQMe0k6QTJgKJbgRxpIWWioBIIoUGnke6xSJkBsgxJc1Jge25mIaJYZg4iYy/zXAM6Xk4VhNBaZMROrgaWtJDNwK4roOmGbiuhW6YeI7nlzHPw5Mexm6/bV7bPw0rgK7rZMwMAg1T03Fsi7ygRbMDjmPj4rcqgl8JBdBlEC9j4XguwUDIzzkQwaVFCJyESyxQSsBLIg2JTFltrTB+S5W324QLATOI6/otVFrQwHMcXNdG09sqa+hErRTS9WjJmNie5a/hKEJIz0PT26bCN0HTdbxUGsdzCQTDSMdGMyUi42EEg8QyDZQAG+0cHNfFMMJoXgbT8LBTDkEthWvm4HkuwtTREKRTKYykhacZBPFIt7XnOtKvSQa0KJ50/JsauoEZCOFJF0+6ZJwMmvTQLD9/rvTQHI0ioE5AYTpFvQuWZvrfMZqOLnRkWqLpBpoWRLgZDMv2j1F4pByLSFIn6iRIBuMYoSCOlc6uAyYFmFYAV9hIKQmEIyRaGjAdHUML4GBjCh3N0bBTNoauY5oBHNdCuCAsC9AYLFuoJYgljGwd3nFdNEMnHIyCtJCOX7ZGaGnS7OpVdijstxI1btw4HnroIaZOnUoksqsJeeLE3s8QtnDhQh566CEcx+HKK6/ksssu6/W2equhoZ4dO7YyefLUDhNlJBpXg3SJ5E/E2dmKXZ8ifOqQTrcRDkcoLR3Ehg3rOfbYKWiaxscNCRKeznRtHcHRRUQGlWGtrMFL2NkLn/2ZWpzL8tpmaktPpnHHJzQ7FlOP2vf6UHsqKIqQkxdi47oapkwZxNurdrJmcwPHjtpVeZCeR+1zCwiUDSLv9OnZx93aCpzNHxA4/vxOW1V2FzvhRBr/+RrNS9+m9MsXZB83Rk5FhJ/AWvVyrypRGxor2Ny8lYvH+t0JP6xZTbPVwunlp3Tr/UIIppZM5qWK17KVptPKp/GPzW/w902vcuXR83sc077Yn7wGUmKM2Xvq9cY3/olTW0vJVy/f54WqOfEs0v98GGfTCswuZviLTTmeQPkQ6p59htikKT1eMypjuTz3tr8m1anHlFIS7/nNkX87YQhvfLCDZxZv4BvnTmDq+BJeWLaZKeOKu91a2mTZbGhOMq1xDXrJKLScno/xOr4ol8U7G/jX4NOZ9ck/e1yJspKVJOo/IqfkFHQzxvvVK9neupPLJ3y529uI5h9L4/ZXaa19n4Jhg5k5/Aw+qF7Ja1veZO6oWYA/A+j7/3qbYCrF2Omdt0TuS3NjisoKQWyQzrq8DPmWP5mHlU6ydf0HDB03uW2R3c7pusYJXxjO4pfWsz1jUxgLkPm4hsDwOGUjJrDt049orNnWowlwDhfpdJqRI0dSUVFxwNt67bXXGDFiRK8qYAfKTW1muMggEdjY/kWdDsgEjiuQmk2rNMmzEiQxiOIgXEjijwfxLz0EAnD9/nzZC9L2bme7k2iMNxwkTdgCTENmu9VoaLi4CAQ2Ah2Z7dISMAwabUlQcxCe351IeglcBFKDJAYGLhFSCB1sO4mJxEGQ1jSiwkHLJAmgExIuhu5XgzxP4giBoXXdfca1k2j448Cy+WmTQUM6KYJ4BE2DlOFkn3axaPEMYjg4OpiOhWYYWDJBUG9veUqQ1gVBPBLCRENiIAmTJuNqCOlgaPjD3Z0EASNAMBqgJd0CGtgShOdihHSgETKNoGcbUrK9xBz8cSb5VgbLbmvdF+CvF5IBtwlcGKr7v9+e56IZBgKB5WUICA9XB6/tszZkelfrkQHQ1gook6CDRSp7LA4CTwcNBwNJvt6ew7TfatKesLZJMQKmQcazQYBjWei6gZA6TZpJFAdTl+jouLpLPQEiukNot2kIdKHjti1y68kEriMw26q9rivQNb9FNS40PMN/n4WGgYuGQCLRSCI1CRpIL4UUHo6VwQyGKBKCDBqpdD0FbsIvNzo0EMDAIwcHT0ik56IbBhYZHF0jIhPZljepgSN3xeU/JskXKYTR9ql5Kb8hxKVtzBZ+vgy/PEiZAR00r22yDBvQIOlBmV6PgyCYSeBKvxXQ0v3WNGGn/bO2bbu7LsUyfjmTfsuzK8DRDEw7iYNGQPPaWsp2OznaPjvpSVKeh6UFiGv+hqNtn3OOCQ4WWtv5HDACWI6F9CDl6eQgsKWD1CAjQbjNhAIxhGkArWTcJJaAqOb5Rc510aS+64S1EwwKQQKPJikYJtJ+a5oAEWjPZQJP+O83DBO3bfKK4n97rAAAIABJREFUMjIdj1sXWGg4dpooXnYSmub6CgLFPevVcqC67M537733AvDyyy/z9NNP81//9V/ceOON3Hjjjdx000293mFVVRX33HMPjz/+OM899xxPPvkkn+0xTfah8NFHKzAMg3Hjdo0D8lyLlqplfjcdo5TUu9sxcoIERnU9FmnixONobW3hww+X40nJW5UNRL0M0boKSgfr6MP8i5vMx92fxSyScAg2WtSWj+VjdxLxkMvksT3r0y+E4KhjS9m6qYHSSIBoyOCNDzpO8d26YjnW9m0UzJ2H0Hf94mTeexaCUQLHzdrvfsLjjiI8fgI1Tz5B08e7ujEJ3cQ89hzcbatxtq3uUewpJ8Xja/9KPJjHFwafjCc9/rHlDYrChRxd2P3JB75QfjKa0Hhl8xsAxIN5/Nuw6bxb+T6vVLyeXQjuQLm1m7E+ehFj1Eno8Y5dXa2qSmoXPEtk4jFEj+166msAY9RJaPnl/tioVOcL2QpNo+Syy7Hratnx4P3Y9T1b1X3BmxtJph3ycwJ89exx+39DJwYVRpl10lDeWrmTVRvr+NqMcURDBv+zYBVNie7NuvPa9npAMmn7WwQm9LxiAVAUCnBicR7vFU7moxYHe/2Sbr9XSknD9lfQ9DB5paeRctI8++kLlMcGdau7aDvNCBHJP4ZEwypcu5VhOUOYUnIcr215k5qk3813+Ttv02JlGNucJGdyz1vclr2+kYBmMiVnPA0iwaqqFXjpNKuXvYRjZxg7Zfp+t3HUMaXkF0V489XPcEfk4dYkcapaGTJmErph8sHrz9JcX7Xf7Rxu7rrrrk7/640LLriA6667Dn2378pDpdXzzyvb27vbqoHENAzyDf/iJ4aTvSiP4LZdpIvsYzoiW4EC9qpAZR/Hv0AIanQYl+BlL9HB3K0C1S6Ci47I9pwQ7TEiycMm6rd7Zd/ffgwx4VfMJJJY24V8O00TBPZRgfKPS+4xZGXXX0E8QrvtV9/jfXFsDCQhJLoRQOBXmHYXEn5rbQyHCC4BPFzPxZA2un+5nH2t5Vi0pHdNYW4KMDopN1qHKP1uh9FuLrsnNA3dMLOfRaAtXh0/r7vnrysBvOzrDCSBbr4vG4PwS5YZCKLpOgKIY++qDLVVkgqwOlSgdn8O/DzsXlHRd/u3t9uQgABedjxde1nJxoI/Vj0QjmRvVgbxKNEyHcpNPhY5bfPaaZpAb7uJHkAS2WNOObFHXO373fNmaPu5sucnLBB+9zu6ZiDRd9tcQJDNZXv52PP92Rg0DV3TCOJ38wvskeM9CU0QMXS/AtVFLO37stpm0BO0ndNi1zFGdAhHczv0XgrikRsUu2Lu4nsyisdgkfZfp+3+zeTTNM1v1fb2jnH33AfwiOAikeht5TZYcOjXAxSyiyvJs88+m8cee4xrrrmGP//5z3t194jH473a4YIFC3jvvff4xS9+AcCDDz6IlJJvf/vb3Xp/XV2rP5CyF2zbor6+nvXrP2HTps+YPHkqxx13vN+Fr3UzzdVLsBLbKCz5Mt77Gm5DivJLjiER2feP5rJlb7Jm40YaR02m1ogydO0ipg3Jp6hgG7oRJdw6CdbmEBxTRPC4EvSczlsPXMfj00+q+dfijdQHBGstBzftMGpYE18sMzlqxGhKh43rsqvXnjJpmyf/vxVYGQe3PId3NtVx+cxxjC0NI9evIf3sYwSKihl2+09BCLzGnTifLcP6YCHBk79MYNK53dqP29rK1v++Ey/RSvn3bvNXIAekY5F85sfITILgF76GMXwKwuh6FjfXc1le9SF/3/QqDZlGrp14OZa0+ahmNe9Xr+SKCZdy8qATuhVTu6fXP8/ibUv5+sSvcFzR0ehC50+f/IUV1R/xhcEn8eVxF2Dsp7WtK9JO42xaQeadp0DTiFz0M7SwP2jSqqwkvWkDtc89i5fJMPzHP8Ms2NUKWFycQ03N3usguDWbSP7tF2ixQkJnXote0vmEDU1vv0n1o/8HmkbRhReTd8ZZnU5Y0W5HbYIn//kZqzbWoWuCO64+iUGF0V4dN/jjqu7403JqGlNMPaqEwUURnn9rE8GAwVnHlzN1fAlDiju2SrlSUtGS4r3KOlY2pZlW/Q7/lvmMyAU/2meLZ1e5ArA9j0fWbWdTa5qpNe8ysyxOZMJp2c9hT56bobXuQ1JNa8m0biY86CzWeyaLty1lZ6KKW47/FqPyetbdzk7XsXPt/2KGSogPPpOkkcOv3nmIwiado9KlNFpQtn0np136NcKjOv88O2NlHFav2M6GZVs5vTxO0HJZlbuZTc2VRNMtZKx6xowYx0lzr+xWrupqEvztiY8Qrse8kjwCeUFiM0ez+bMVrHjtKTzP4wvzrmbwqN71MtA0QWHhwZn5src++OADfve735FMJv3uO57Htm3beOONN7p8z0svvbRXRWvUqFE88sgjANnxUDfeeOPBCnsvn322nlTjeoSRC2h4VkO28iOMKJ7VirQ9zJxynPROnNYAoeJipLRA6EAYoblIpxWEiWdb6MEo0nWRshUhonh2FUIL4LkC6aSQlkOgaAyeVYd0/bvo0vVAiLZ9m2jBfKTdiHQt9GAZ0k3huU0ILYDQw3huEjwb6bSPHhfogXzQDDy7EaEZSDeNFihCuinsJhvNiGPkCZwWibS3oYVN9PAIpJvxu9LZOxFaAC04CLtxI27SBl0QLB6K3yWvHul66G2z0Uovg3Q9hB7AszLokTheugk9XIBr+bOUakY0e4wAWqAIz6oFoSP0MEKPIN0U0vHPLc2MI/QIntOKZuQg3QSe04wWKMTL+CsWSQIIUQjSQA8ZuFYGN7kFIxZH03Oxm7fiWS7BkjFIL4PQQm1jmCSeXeX3v9SiCDOEEAbSTSCdVrRAIVI6/vgaMxfpppFuCrQAXqYSaXsIswBoBK0IaWmIgI0wYgjZ7Fdn7SaEbvjNJ0IHYYIUOK11aAENLVAAMoIWEEjPQRgRnITfg0EPDkZ6zUinFaFH0AJFOIntCE0n29IlBF4mjOcEMEJB0Kra8lqAdDJ4bgLpuAhdQ7ptLaHCH8MlHYkW1BF6W1dPN4kwokgngR4egvQEQji46Z1Ix0MLRpFuCqHnoJk5uFYNeqAY6YGb2uafM3JXhba95VUYuf5nLvPQgjl4mc1t51OZn+dgGFx/sJ4UeXiZeoxIDmgmTlMj0nMxYn45bvvA/W2bMTQz1lZedt0M1cw8PKvJP4cowciJ4LT6+9SCOUAYq7YSM16EZgYQRgikhZve6W9eAl4ESILwj0FKcJr8ZiczHkILFuOmqv3n2o5TehKIId1mkFHcpIsRy6AFQmjBUqRn+V1kpQOewLN3v+EfBZlACxb63wNt29RD5X650Eyc5Fa/btDJvRg9NBi7ZZs/fi5QCqIRz86g6SUI3UQYGaSXQgsUYTc7SLdthmNDQ0oNIUyEHsLNNCJ0gR4o9b+nDK0tbyXgWnhOI8KIMXLsiUSjvb+u6Y0uK1E/+clPeOqpp/Z6vL0ytWZN79YXefjhh0kmk9xyyy0APP3006xcuZKf//zn3Xp/bytRdXU1vPTS83ieh2EYTJgwkbLwSpxMPdLz2z2FGyS041jMhnJEQCdy2jAGTynv8qKk3b9e+jP/NIeRyCmlpHoDBQ3bCYbCnHzCOMzMcpxMHUKa4OiEmiZQdPbcTrt1rViymXffqqAparA+kSEU1Jlw0iCqTA9P6BhWkmlRl3N7cDe7pSnNm698SsWGOj4THk17pG5CeYzvXX4S1sf/ILPkUcDvihf6t2/utyvf7qyqSrbffRd2czMiEKBw3vkUnHMuXlMlqZfvx2vcAULDGHkC4bM7X6j59a1v89dP/8bgaBmXHnUhT6x9hspkNQHN5KxhpzN35Mwej9tIOxnu++Dh7AKq0wZN5Wvjv8TCjS/z8uZ/EjHC/OcJN1Aa7Vl3SYD00sewV7+KFh9EaMa30dumNk9vrmDLz38KgFlczKDr/53QiI7jhfZ1sevsXEf6tYeQyUZ/na5gzP+Bkh7SsQgcM4PApNnYtTVUPfpnkqtXoufkMuLnv0CP7X0RW92Q5LaH/4UEoiGD/7h0MiMHHfiU1g0tGZ59cwMfflpLIu0gBIwanMvG7c1I4MaLj2XK2GIe+tdymj2NlB7E0gKYrsWJNe9xZrCF8GlXdlnh6U6uwK9Ivbi5indqWriw4lnGN67FPHYWoU6mi9+59nfYqUqMUBHh/OO4c/0rpJw0JZEiLhozl2OLju5kD/uXbFpH/ZYX8Bz/QsxxdVZW5NGcDFBYVcmJp51BybTTu3z/2lWVvPtmBYapoQmB63q0NKWZkhPmqGgQEdSJfHEYlIb56yP3YJs5oOlorktpbT2jKmuITZ7MMf9x4z5z1dyY5tXnP8GsT3NaQdS/eNH8/j62m6a+uIGjZu+/BbozA7ESNWfOHM4//3xefvll5s+fz2uvvcawYcP4wQ9+0OttHkglqre/X67rEgh4fPaZf9FVWFhMY2M9eXn5pNMp8vLySSRacV0HKSXJZILy8mHs3LmNkpIyXNfFtm1ycnKxbYtQKJxdtiSZTACS5uZmPM/DNA2sTAZdNxg6bATg/+5bVoaamio8z6O42F/io66upm1fQ0kkWikrK2DTpu1I6ZGXl08gEKS2thpd1ykqKmHLlk1tR+R/jw8ZMizbIyCRaEXTNDRNw/M86utrMQyD4uJSNE2npqaKSCSCaQZobGwgEAiQaG0GxyIaL6K4uJTNmzcRi8UwzQDJZILc3DyE0EgmW2lpaUbTdMrLi7FtHcvK0NhYj+e6FBWXEovl4LpuWw5MamtrSKUSlJWV47oulZXbd1U6gPz8Qhoa6igqKqGlpdkft+O6FBeXYdsZkskksVgOQgjq6moYPHgoQkAikaCpqSF73IWFflfmaDRGdXUl6XSKKVOOoba2lR07thKPFxAMhqis3I7neZSVldPYWE8oFEZKSU5OLpaVwbZtPDdJMmURDEbJzy+gtraaVGrX2jkjR47BdV2amxsJhyMd1rksLx9GItGKZWUoKiqhpqaKaDRGOByhtbWZhga/10MoFKawsIjm5hpaWvxxbGVlg6mvryMSiSA9F4m/MLRt2xQXl1FTU4mu6wwaVI7juLS2tlBQUEgmk6aqaidIl3h+EfF4Adu2bUFKD8MwyWTSmKZJYWExphnAdV0ymTR1dTV+hVNoFBWVEAyGkNLDNAO0tDSTm+vP2VhZuQPTlCQSFpFIlFgsl5qanbiuRzyej+M4FBQUIaVk69aK7OcQDkeora0mGo1lzyfwZ0rNzY1TX19LMpkgGAyRSSf88iw0hgwZTjKZIJFo9ctnopW8vDjhcBTXdQiFwjiOw/btWyguLqOxfjtOaiuDR0ylucWipaWZnJxcotEYwWAI13WR0qO2toacnFx0XaeqaidBI0VRyTC27/Ar7LFoCHAJhfOprd1VCcqJRYlEczDNIJlMBiH8Ls6RkCCVgXg8n1QqSWtrK8nkropmPJ5PY2NDh++gkSPKqKltwfMkrusRCoXJy4uj6/65tH3Lx6DlgLTQ9BCxnDxisRg7tm9BN3SKiwfhOA6OY2e3PWzYyGx+c3PzaG6s8usYephEohXP87CsDKWlg0gmE5hmgPp6f5I0IQTxeAGO4xAKhTDNAEOGFO33er0rvf396rIS1e6yyy7jscce61VQnXnooYfIZDJ85zvfAeCpp55i9erV3HHHHX22j85YlsXatWsJh8MMGzaMYDBI5abXsTPNGIEconnDsD818FIegaIIsTGF6OHujWHa+PH7fLZ9O4FgmJBuknYkjuMwadIkiooKaapZS3PdOtxMhry84ygY2fmFWqIlQ2NDEi9osG5zAycfU0ZOJEBLxmbJ1hoqKqs4fVQ5Rw/u2QW/lJJP11SzaumnVGytRg/olI8pxMotZFhZLqdNKcduqCS95RNCw4/BjPe8QgGQqauj6pV/4KZSFJ9xOrFRo/z9ey6pzatJb/4Ys2AQOcd13n2rNZNgR0sVYwv9RX8/qV6PoRmMLhieXWy3N2zX5v2dq9nRXMXYwhEcU+ovdLqycg2f1m3inLFnEA10f5rvdm6yGae5jkDp8A6tg55t07RyFYGCAiLDhnboKtldXiZJ6+o3saq34GYS/h0xIRBmkNgxpxEZ6Y//kVLS9NFKklu3MejcczrdVzrj8PjLaxkzNM5pk8v7fAIB23FZU1FPVV2SU48bTNpyWFNRz6SxxeREAjz71hIqm1oIehlG0cKEvAAFR59CoLhvx+A0py302grsbWsJlY8jNHTvBW2b6z5FN0JE8/x9f7BzNfmhPIbHhxxwXjzXpqX+M5ItO0i2NpFuiOLm5NCcr/OFESftc/vbtzSwYtkWf6plCbouiBdGGFWWS0HQIDq6oG2iANi5+TNC0Rx2btrCxo9WkpfOMAhB3rHHUDy966nOs3F6kp3bmojrgtSGBv/OqJRIVxI/fjCBwp6fCwPV3LlzeeGFF/jlL3/J2WefzcSJE7n44ov5+9//3utt9kclCvybCdXVzQN6ApD93fAYCA4kRiklmUwaKTngybYymQzBPca0tl+OlZTk9mkebdtGCNFh/He7VCqJ53lEo/u+gLRti0QiQV5eHCFEn33WyWSScDjco3LteR4NDfXE4/n77V5bUBChvv7QL8LaXY7jUFYWp7a2df8v3kN7edkzd5ZlYZrmAX1X2LaFYezaxkA6tx3Hyd5w2d2BxHjQKlF9bcGCBSxfvpw777wTOLTd+XpjIBWcgU7lqvtUrrpP5ar7+jNXA7El6tJLL+XJJ5/kiSeeQAjB/PnzmTdvHgsXLuz1NvuzEjXQzwMVY99QMfadwyFOFWPf6I9KVO8GgxyAU089lQceeID6+nrC4TCvvPJKt7vyAT2a5ruv9Mc+D1cqV92nctV9Klfd11+5Goif0XHHHcd3vvMdbr75Zq6//noqKio6vRvfEwcyFupAczQQc7wnFWPfUDH2ncMhThVj3+htjL193yFviQJ/ivOHH34Y27a55JJLuPbaaw91CIqiKMoRTkrJRx99xOTJk1m8eDFLlixh/vz5jGrraqwoiqIovXXIW6IA5s2bx7x58/pj14qiKMrnhBCCwkJ/VkwpJXl5eRQX93xNMkVRFEXZU7+0RCmKoijKwfbjH/8YgCuvvJIrr7yS0047jdbW1uy4JkVRFEXprW4u66YoiqIoh5fVq1fz05/+lFdffZULL7yQu+66i+3bt+//jYqiKIqyH6oSpSiKohyRpJRomsaSJUuYNm0a4K+ToiiKoigHSlWiFEVRlCPSsGHDuPbaa9m2bRsnnXQS3/3udxk/fu/1wxRFURSlp9SYKEVRFOWIlEwmefXVVznhhBMYMmQITzzxBBdccMEBL5SqKIqiKKoSpSiKoiiKoiiK0gOqO5+iKIqiKIqiKEoPqEqUoiiKoiiKoihKD6hKVCfuvffeLtcRsSyL733ve8yePZsLL7yQDRs2HOLoBo4dO3Zw2WWXcc455/Ctb32LRCKx12u2b9/OlClTOP/88zn//PO5+uqr+yHS/rNw4ULOPfdcZs6cyWOPPbbX82vWrOGiiy5i1qxZ/PCHP8RxnH6IcmDYX65++9vfcuaZZ2bLUmev+bxobW1l7ty5bNu2ba/nVJk68uzv3DhULr/8cubMmZM9Bz/66KMuY1u6dCnz5s1j5syZ3HPPPQc9tj3Pia7239X50Z3fs76O8bbbbmPmzJnZfL766qu9ir0v/fa3v2XOnDnMmTOHu+++u1fxHOxcdhbjQMvlfffdx7nnnsucOXP44x//2KtYDnYeO4txoOWx3S9/+UtuvfXWfe6zq3w1Nzdz3XXXMXv2bC677DJqamr6LjCpZDU3N8vbbrtNHnfccfL+++/v9DV/+MMf5O233y6llPLdd9+VX/rSlw5liAPKddddJ1944QUppZS//e1v5d13373XaxYtWpTN1+dNZWWlPPPMM2VDQ4NMJBJy3rx58tNPP+3wmjlz5sgPPvhASinlbbfdJh977LH+CLXfdSdX119/vXz//ff7KcKB48MPP5Rz586VEydOlFu3bt3reVWmjizdOTcOBc/z5Be/+EVp2/Z+Y0ulUnL69Olyy5Yt0rZtedVVV8k33njjoMW25zmxr/13dX505/esL2OUUsq5c+fKqqqqDq/rTex9ZcmSJfLSSy+VmUxGWpYlr7jiCrlw4cIBlcvOYnzllVcGVC7feecdOX/+fGnbtkylUvLMM8+Ua9asGVB57CzGDRs2DKg8tlu6dKk8+eST5X/913/tc59d5etnP/uZfPjhh6WUUi5YsEDefPPNfRabaonazWuvvcaIESP4xje+0eVr3njjDc477zwATjzxROrr69mxY8ehCnHAsG2b9957j1mzZgFw0UUXsWjRor1et2rVKtavX8/555/PFVdcwbp16w51qP1m6dKlTJs2jXg8TiQSYdasWR1ytH37dtLpNJMnTwa6zuHnwf5yBf7CqQ8//DDz5s3jjjvuIJPJ9FO0/eupp57iJz/5CSUlJXs9p8rUkac758ahsHHjRgCuuuoqzjvvPB599NEuY1u5ciXDhw9n6NChGIbBvHnzDmrMe54TXe2/q/Oju79nfRljKpVix44d/OAHP2DevHncf//9eJ7X49j7UnFxMbfeeiuBQADTNBk9ejQVFRUDKpedxbhjx44BlcuTTjqJ//u//8MwDOrq6nBdl+bm5gGVx85iDIVCAyqPAI2Njdxzzz1885vfBLr+jdtXvt544w3mzZsHwNy5c3nzzTexbbtP4lOVqN1ccMEFXHfddei63uVrqqurKS4uzv5dXFxMZWXloQhvQGloaCAWi2EYBuDnoaqqaq/XBYNBzjvvPBYsWMDVV1/NDTfcgGVZhzrcfrFnWSkpKemQo87KUmc5/DzYX64SiQQTJkzge9/7HgsWLKC5uZn/+Z//6Y9Q+92dd97J1KlTO31Olakjz/7OjUOlubmZU045hQcffJBHHnmEv/zlL+zYsaPT2A51zHueE13tv6vzo7u/Z30ZY21tLdOmTeMXv/gFTz31FMuXL+evf/1rj2PvS2PHjs1enFZUVPDSSy8hhBhQuewsxtNOO23A5dI0Te6//37mzJnDKaecMiDL5J4xOo4z4PL44x//mFtuuYXc3Fyg69+4feVr9/cYhkEsFqO+vr5P4vtcVqJeeuklTj/99A7/ff3rX+/We6WUCCE6/K1pR3YaO8vXd7/73Q55APb6G+DGG2/kq1/9KpqmMX36dCKRSPaO5pHO87y9ysruf+/v+c+T/eUiGo3y+9//ntGjR2MYBldddRWLFy/uj1AHNFWmjjwD5TOdMmUKd999Nzk5ORQUFHDJJZdw//33dxpbf8fc1f67eryz+A52vEOHDuXBBx+kpKSEcDjM5ZdfzuLFi3sc+8Hw6aefctVVV/H973+foUOHDshc7h7jqFGjBmQub7rpJpYtW8bOnTupqKgYkHncPcZly5YNqDw+/fTTDBo0iFNOOSX7WF/kqy+v240+2cphZvbs2cyePbtX7y0tLaW6upphw4YB/t2kzrrVHEk6y5dt25x88sm4rouu69TU1HSahz//+c/MnTuX/Px8wC+87XcKjnRlZWUsX748+/eeOSorK+swwPHzUJa6sr9c7dixg6VLl3LJJZcAn69y1BOqTB159nduHCrLly/Htu3sBY2UkvLy8g7lrT22PcvhoY65q/13dX4UFBTQ0tKy39+zvrRu3ToqKiqy3Y/av9N6GntfW7FiBTfddBM/+MEPmDNnDu++++6Ay+WeMQ60XG7YsAHLspgwYQLhcJiZM2eyaNGiDr2c+juPncX44osvEo/HB0weX3zxRWpqajj//PNpamoimUwihOhxvkpKSqitraWsrAzHcUgkEsTj8T6J8chuQjkIpk+fzvPPPw/4PyrBYJDBgwf3c1SHnmmaTJ06lRdffBGA5557jtNPP32v17333nv89a9/BeDdd9/F8zxGjRp1SGPtL6eeeirLli2jvr6eVCrFK6+80iFH5eXlBINBVqxYAcDzzz/faQ4/D/aXq1AoxK9+9Su2bt2KlJLHHnuMGTNm9GPEA5MqU0ee/Z0bh0pLSwt33303mUyG1tZWFixYwK9+9atOY5s0aRKbNm1i8+bNuK7LCy+8cEhj7mr/XZ0f3f0960tSSn7xi1/Q1NSEbds8+eSTzJgxo8ex96WdO3dyww038P/+3/9jzpw5wMDLZWcxDrRcbtu2jR/96EdYloVlWbz22mvMnz9/QOWxsxhPPPHEAZXHP/7xj7zwwgs8//zz3HTTTZx11lncddddPc7X9OnTee655wC/YjZ16lRM0+ybIPtsioojyP33399hdr7HH39c3nvvvVJKKdPptPz+978vzz33XHnBBRfI1atX91eY/W7btm3ya1/7mpw9e7a86qqrZGNjo5SyY74qKyvl17/+dTlnzhx50UUXyTVr1vRnyIfc3/72Nzlnzhw5c+ZM+bvf/U5KKeU111wjV65cKaWUcs2aNfLiiy+Ws2bNkv/xH/8hM5lMf4bbr/aXq0WLFmWfv/XWWz/XuZJSyjPPPDM7y5cqU0e2zs6N/nDPPffIc845R86cOVM+8sgj+4xt6dKlct68eXLmzJnyzjvvlJ7nHfT4dj8nutp/V+dHV79nBzPGRx99VM6ePVvOmDFD/upXv8q+pqex95Wf//zncvLkyfK8887L/vf4448PqFx2FeNAy+X9998vZ8+eLefOnZu9nhxIeewqxoGWx3bPPPNMdna+nuaroaFBXn/99fLcc8+Vl156aaez2vaWkFLKvqmOKYqiKIqiKIqiHPlUdz5FURRFURRFUZQeUJUoRVEURVEURVGUHlCVKEVRFEVRFEVRlB5QlShFURRFURRFUZQeUJUoRVEURVEURVGUHlCVKEVRFEVRFEVRlB5QlShFURRFURRFUZQsG9WDAAAgAElEQVQeUJUoRVEURVEURVGUHlCVKEVRFEVRFEVRlB5QlShFURRFURRFUZQeUJUoRVEURVEURVGUHlCVKEVRFEVRFEVRlB5QlShFURRFURRFUZQeUJUoRVEURVEURVGUHjD6OwBF+TxZtGgRjz32GFOnTmX48OFccMEFVFRU8MMf/pCGhgYikQi//OUvGT16dH+HqiiKoiiKonRBVaIUpR/cfPPN2X//53/+J1deeSXz5s1j8eLF3HzzzSxcuBAhRD9GqCiKoiiKonRFSCllfwehKEey++67j4ULFxKPxxk+fDjV1dWUl5czduxY5s6dy+zZs1m+fDma5veuPeuss3jggQeYOHFiP0euKIqiKIqidEaNiVKUg+gf//gHr7zyCs899xx/+ctfaG1t7fD8zp07KSkpyVagAEpLS6msrDzUoSqKoiiKoijdpCpRinIQLVu2jBkzZhCLxTAMg4svvrjD857n7dVtT0qJruuHMkxFURRFURSlB1QlSlEOst17zO5ZORo8eDA1NTUdXlNdXU1ZWdkhi09RFEVRFEXpGVWJUpSD6PTTT2fRokU0NzfjeR7PP/98h+fLysoYNmwYL774IgBvvfUWmqYxbty4/ghXURRFURRF6QY1O5+iHETTp09n3bp1XHzxxeTm5jJ+/HgaGho6vOY3v/kNt99+Ow899BCBQID77ruvwxgpRVEURVEUZWBRs/MpiqIoiqIoiqL0gLrdrSiKogxY6XSadevWIaUklUr1dziKoiiKAqhKlKIoijJAffjhh5x99tlcf/31VFVVccYZZ/D+++/3d1iKoiiKoipRiqIoysB0991388gjjxCPxykrK+Puu+/mzjvv7O+wFEVRFEVVohRFUZSBKZ1OM2bMmOzf06dPx3XdfoxIURRFUXyqEqUoiqIMSIZh0NTUlF2QeuPGjf0ckaIoiqL4DrvZ+RoaEnhe/4VcWBijrq613/Z/sByJx6WO6fBxJB7X5+2YNE2Qnx/t0/29/vrr/OY3v6G2tpZTTjmFJUuWcMcddzBr1qw+3c+hciC/X4dDeVIx9g0VY985HOJUMfaNA4mxt79fh906UZ4n+7US1R7DkehIPK6BdEwNLRk2V7ZQUdlMdUOKxtYMDa0WiZQNgCb8Ezk3GqAwN0RBbojBhRFGDc5jSEkUvW3tqIF0TH3pSDwudUwH5swzz2TUqFEsWbIEz/O44YYbGD169AFtc+HChTz00EM4jsOVV17JZZdd1uH5f/zjHzzwwANIKRkyZAh33XUXeXl5LFiwgF//+tcUFhYCcMYZZ3DLLbf0aN8H+vt1OJQnFWPfUDF230ef1VJWEKG0INLp8wMlzn1RMfaNQx3jYVeJUpTDRTJt83FFA6s21vHxpnoaWjIACAGFuSHiOUGGlsTICZsgQHoSx5M0JyyqG1Os2dxA2vLHfwRMjdGD85h+/BCOKs8lLxbsz0NTlEOisbGRvLw8zj333A6PxePxXm2vqqqKe+65h2effZZAIMD8+fM5+eSTs+OuWltb+elPf8ozzzxDaWkp9913Hw888AA/+tGPWL16Nbfeeitz587tk2NTFKVvpCyHTZXNXVaiFOVg6ZdK1OWXX059fT2G4e/+jjvuYNKkSf0RiqL0qYzt8sGnNSxbXcXHm+rxpCQSNDh6ZAFjh+QxoiyHYSU5BAP6frclpaS2Kc2GHU1s2N7MJxX1/O+CVQhg7NA4Zx1fztSjStA0cfAPTFH6wbRp07LjodoVFxfz5ptv9mp7S5cuZdq0adlK2KxZs1i0aBHf/va3AbBtm5/85CeUlpYCcNRRR7Fw4UIAVq1aRUVFBQ8//DBHHXUUt99+O3l5eb09NEVRFOUwd8grUVJKKioqeP3117OVKEU53O2oTfDq8q3865MqMpZLQW6QWScNZfLYIkYNzs12xesJIQTF8TDF8TDTji4DIOVKXllWwb8+ruR/n/+YkvyNzD55GKceMwjTUPPEKEeWtWvXZv9tWRYvvPACmzZt6vX2qqurKS4uzv5dUlLCypUrs3/n5+czY8YMwJ8Z8He/+x2XX3454FferrrqKo4//nh+85vfcMcdd/DrX/+617EoinJwpTIOjuv1dxjKEazXtZj//u//5itf+QrDhw/v0fvaZ1e66qqraGxs5Mtf/jJf+9rXehuGovQbKSVrtzTy8rtbWLmhDtPQOPnoUr5wTBljh8bRRN+3EA0ry+X8L45k3qkjeH99DX//12b+tGgdi97ZwtVzjmbMEHVnXDkyBQIBLrroIi666CK++93v9mobnud1aNmSUu7V0gXQ0tLCDTfcwPjx47nwwgsBePDBB7PPX3PNNdnKVk8UFsZ6EfUuxcU5B/T+Q0HF2DdUjN2Xm9ME7B3P4ve3UdNqccL40v4Iq0cGSi73RcW4t15XovLy8rjqqqsYOnQo8+fPZ8aMGej6/rsoNTc3c8opp3D77bdj2zZXXHEFI0eO5Atf+EJvQ1GUQ27jjmaeWbyBNZsbyI0GuPC0kZwxpZycSOCQ7F/TBFPHl3DCUcWs2ljPn19ex12PrmDGiUO56PRRBMz9n4uKMtA1NjZm/y2lZPXq1TQ3N/d6e2VlZSxfvjz7d01NDSUlJR1eU11dzdVXX820adP4wQ9+APiVqmeeeYavf/3r2Vi683u3p7q61l4PfC4uzqGmpqVX7z1UVIx9Q8XYM80tKYC94unq8YFmIOWyK0d6jJomenWTq9eVqG9961t885vf5K233uKZZ57h17/+NXPmzOErX/lKtj95Z6ZMmcKUKVOyf19yySUsXry425WoA72T1xcOh9p4bxyJx9XXx7SzNsEfX/iYZat2khcLcO0Fx3DOtBGHtNKy5zH9W0kup0wu55EXPuGlZRV8srmBn1wzjbLCvp1u+mBT5e/wcCiPqX1MVPtKHIWFhfzwhz/s9fZOPfVUHnjgAerr6wmHw7zyyiv8/Oc/zz7vui7f/OY3mT17Nv/+7/+efTwSifCHP/yBKVOmMGnSJB599NFetUQpiqIoR44DGpQkhKC0tDTbr3zDhg1cdtllXHPNNcyfP7/T9yxfvhzbtjnllFMA/45eT8ZGHcidvL5wONTGe+NIPK6+PKaM7fLiss289M4WdF1wwWkjmTF1KOGgQVNjsk/20R37OqYvTR/F0cPj/O9zq/nufW9yy5cmMbzs8LiIV+Xv8LCvY+rtnbx92X1MVF8oLS3llltu4YorrsC2bS655BKOO+44rr32Wm666SYqKyv55JNPcF2Xl19+GYBjjjmGO++8k3vvvZef/vSnpNNpRowYwd13392nsSm+jOWyelM9E0fmEwqocdOKogxcvf6Gevrpp3nqqaeoq6tj/vz5PPPMMxQUFFBfX8/cuXO7rES1tLRw//3385e//AXbtlmwYAE/+9nPen0AinKwffRZLY+9up7apjTTji7lS2eOIT9nYE4xPnFEAbd97QR+89SH/PLx97nxomOZMKKgv8NSlB754x//uM/nv/GNb/R62/PmzWPevHkdHvv9738PwLHHHttlxe3/Z+/O46Oq7v/xv+7se9bJDoGEJSCbEDYXFC1QhIAiVgRBq3X3Z+XjUkTqWkulrlRry+dHpZ+KKHXBuiFqhVZABBQQCBACAZKQPZnMvt3z/WMyk5nJ7JlkJuH9fDxaTDJz533ubOd9zznvU1paig8//DDmxyWRadSZYXc60dRmQUFW4meeEEJIMDEnUZ9//jnuvvtuTJ8+HQKvymPp6ekhNyCcPn06Dh48iGuvvRY8z2Px4sU+0/sISRbtJhs2fVWBPUfrkZepxKM3XYySwrREhxVWXqYSK2+egJc3H8RLmw/i/gWjMXZIZqLDIiRiJ06cSHQIJFGSfz/PpOJw8jBbHb22HpeQQOpbTVDJxVDKxIkOpVfFnEStXbsWGzduxNVXX42amhps2LABy5cvh0KhwA033BDyvg8++CAefPDBWB+akB7FGMOeo/V4+6sKmK0OXHvZYFwztRAiYd8pIZ6ukWHFzePxwqYDeGPLYTyy+GIU51HlPtI3rF69OtEh9GntJhvkElFCtz2wO3gADGJRchS54RnDqdp2qDXyRIcSVyfOtaHdZMOkkuw+tWegyeKARCwI+L3KGANjCNiedpMNdjuPjBRZb4TZZ9kdPPafaMCQ/BRkpvTsa76pzYzT510Ff9zbsVwoYv6EfeyxxzyVkzQaDTiOw29/+9u4BUZIIuhNNvx5y2Gs+/gostPkeOqXEzHvssF9KoFyU8rEePAXY5GikuDVfx5CXUvvrd0iJB5+/PFH3HPPPbjllluwbNky3HzzzbjyyisTHVbSstmdcDh5HK1qQfmZ1oTGsv9EA/afaIz9AB39Z7vDiZZ2S7fjaTfa0KQzo+JcW/gb9yEGsx0AwHpxCI/nmedxQ6luMMBkCXy7Q6eacOR0S8C/VVTr8P2x+oB/O1rVgoqavv8cWm1OfHe0DnqTrUeOb7E5AAD1LeYeOb63NkPPtKEviLlnWFVVhd/85jcAALVajZUrV6KioiJugRHS2w6ebMJv13+PAxVNWHhlMR67eQLytX17Tn6KUoL/uXEcOA546d0D0BmsiQ6JkIitWrUKF198MQwGA8rKyqBSqTBz5sxEh5VwbQYrjla1eKoWuv1Q0YifKpsBACZr+E5uNGoaDThT1/uFUg5VtuBEdRtsdqfnd4wx6IzRddxYHHOM747W4UQ/S8aiUVHdhv3l9SGLfPE8Q3WTAUeqgifz5o6Ovr8WffeT5mSnM7q+ixvaoktyqhsMKK8KnHwG0pvJdSg1TUbYHc7wN+xjYk6iHA4HDAaD52ej0djlA52QvsDh5PH2Vyfw6nuHoFGI8dtbSnHNlMI+NTUilOw0BR68YSz0Jjtefe+QT2eEkGTGcRzuvPNOTJo0CUVFRXjllVewc+fORIeVcCerdWg32eAM0Im1humo2B3OoJ1fh5MPer9zjQacbzGGjc3h5PHd0bqwt4uU3elqT5Ous2Nd12JC+ZmWLiNU3x2tw6nayPYRY4yB70afJR4dfZvdifYeGokIJJo+2skaHc43B36+9SZXgh7J+etOv9BicyS0GrNbu8mGk9W6+B40wCbfkahuMkAX4jVjMNthtjoCbiIeisFsjyrJqW81obrREP6GAIwWO8416FF+pi1g/6Oqrj2izwzXFOGOx28xwWQJnIT3ppiTqGuvvRY33HADXn31VaxduxaLFi3CggUL4hkbIT2uSWfG6rd+wFf7qvGzCQX47S0TMTC7b5QFj8bgXA3unDcSVXV6/H3rMbrgQfoEpdK119nAgQNRUVEBmUzmU8iIuDo/x8+2Rvye3n+iEUcDXMk2WuzYd7wBTVFeGfdntnavY+NuRXWjwTMlyZ/F5uqIuTtVPGOob3VNV24It+VER9/yUGUzvi8PPGUslFZ94NF8njEcPt0c1QjZocrmgM8F4HpeoxmlCPf0V9bqsCeK9jbpzDhTH3jk0f1QoZLuSFntzqCd9wMnm0KO+FU3GnrlouCxM61oajfDyXe/vYEwxnzO5ckaHWoaDRElqWfq9D4JyOHTzThY2eT5OZJpl+77/XQq8hGu0+fbI06i3M0wWe34oaLrFN9wSw0cTh6nz7dj/4kGT+J0uq4dh041hbxfb4j52+iuu+7Cww8/DL1eD5PJhIcffrhbZWcJ6W2HKpvx9Jt7UddixL3XjsLiGcMSuhC7p108VItrLx+M3UfqsW3vuUSHQ0hYo0ePxoMPPogpU6bgb3/7G/7whz9Eta/gheBktQ6tBiusATqT3iMJLe0WtHd08A0B1qm4Oyf1ATru8egsx6K6IfTIl8nqQHWDAfUtJs/C9nBadBacqdMHnErGhxmdatVbg47O2OxOGMx2nPYaCbPYHF2S24Y2M747WgeeZ3D4dcrrW0yec334dDNO1UY++tEeIHlzOHlPx78xxuSYZwxWmzNgcnioY+pod14fP1Y0hlw712YMnLQaLXZUNxqCJlnNuthHChljOFOnD5rEh8PzDHqTDYdPNUeU5J2t12Pf8QbPmsYmnRnnAkyfDfQcuEeHQ11E8T8XFdVtAd8vtjhMt2uLYskAYyzoObbaOtdCHj/X5rlIYrZ2fU8lUre+jS6//HKUlpZ6GtTW1obU1NS4BEZIT2GM4av91Xjn6woUaFW477pRyEpTJDqsXjH3kkE412DA5m9OIl+rxKjBGYkOiZCgHn/8cRw8eBCDBw/GypUrsWvXLrz44ouJDispBepXnKnXIzdDCcYYTlT7djYNZjvkUiGEHSN77sk/3gvdbXYnGIDDUVyh9p9G1G60QaOMrPx2qM44Ywznm43ITu/8rHZ3rHLTlRHHB8BnWqLN7oRE7KogeKiyGRabA1NG5uDYmVaolRLkZ3Ye+/g53/U93x2tg1ImxuiijM7z39H8ylodGtvMyEpVYFCO2jM9vLrBdfXev0NsMNtxuq4d5xoMaLeG7sy26q2QSYSQS0Wu893x/I4bkumzQfG+4w0QCwWYMDwr7DlpabfAbHMiP1PpM5roPVrnrrzm7vPxjMHucGL/iUYM0KqQr1Wh3WhDu8mGvIzonpNouc+39wWBQ5VNGFPs2s4j1uIT7SYb2vRWnG8xQm+yYVRRhucch9PQZu6S+Na3mjHAa7+zPUfrkZUm97x2AaC5zZUs2Bw8ZJLOapYWv1Hd8jOd78MzdXrkZXa+F6rq9BicqwkYl//7qrkjOQl0+3aTDWq5uMv7eOehWqjEAuRl+j6v/knQsbOtEVfoO99swtmGwKOdP51qhoPnMWVkjs9nEgNDlV9yaXc4E1YFNOYkatOmTVi9ejXs9o7KMIyB4ziUl5fHLThC4s3h5LHpqwp882MNLh6aiTvLLoJUkhwleHuDgONw+5wRqG8x4S9bjmDVLaXISb8wEkjS9zz00EP4xS9+AQC48sorqTJfDIKtNTh8uhkpSilGhNj7LtDUG/d3vfvYQ/JSkJkqh8PJQ2ew4vDpZp/bHz3TgswUOYbkh95iwWJz4MDJJoi8pmt6jwrVtZg966P8+Y/o8IzBYnVAJhGFXdt6skaHkR0bkrs7hO5z1ma0Qq0QQyUTBz2O0W9Uj3Ws4XGP/DS0mWAw2zGm2HXByt2h9U/I3G118Dzqmjs72BabA1Kx0HPOzVaH577+nVWHs/N8uY9nd/I+o1Tnm40QCwXITHWVvbY7eJyp06Op3RVvZorMZzqYt/PNRuT6JUdWu6s9LXorlHIxjp11xSbrSEx5xnC2Xo+CLBV4nqGxzRzzd453chco4TZZHfi+vL5b23l4T6/0X47ln0cZLXYwBqjkrr2RAo0ceo+aOJw8GJhPAtXYZkZ+jqTLbf35v87Otxh9Rp+bdRZke10M9s6B3NNfI3G0qgXpahmGDfAdEHE4eJxtNXZJog6cbEJmmG0D/EfC2gxWCAVclwSqoc2MrI7Xpf972s1odvicv6q6dtS1mDCmKDF7YcacRK1fvx6bNm3CRRddFM94COkxFpsDr394GEdOt2D25IG4/spiCGJc3NmXySQi/H/Xj8Gzf9+Hte8dwqplE6C4wDbII31DaWkpXnrpJbS2tmLhwoVYsGABtFptosNKGmarAxZ77GuQ2o02TyfEewQjlD3l9Zg0Ihu6jrLGJ2t1yEyV4+DJJsgV0oD3adKZAyZRlTU6MAYUZCk9HT3vzpN38QZ3AuV0du1o+k9Va2m34GSNDtoUOYo7HjdYB9Xu4GF38EGncrs71YURrpUNVNjDu1JioOmCoTrPB066Ehp3wuSf4HjfV2e0eTr03lPBjnqPYHSsc6pvc42QtLZbPQkU4JpeF8yZen2XZNK95sZosXsSKAA429C5Xqa22YgWvRUahQQNbZG/1tzMVgd4xnySQe/H8sYzFnAUymRxQCFzPW5NowFikQBZaQqYrQ40tpkDroV2J9XuKZE1jUYYLXYoZWIU5qjx0ynXBYP8TBUyg+xbVdtsRG2zEQVaVdA1RPqOdgV7FdjsTs9jefMvbtIaZCrd+RYjFDIRMjSyiApm+R/X+zX23dG6qBMW/4I0OoMtYJGaU7U6pKulIWtu+N/PvZ4q1qmX3RXzApDMzExKoEifoTfZ8MdNP6K8qhW3zi7BDdOHXJAJlJs2VY77rhuFxjYz/vKvI0lRAYkQf4sXL8bmzZvxl7/8BTqdDosWLcJ9992X6LASwmZ34my9axG5O9E44nXV3B7DuhQGFrQTEmx/HwBo01t9br/3WENMj9+oM6Op3YwDJ5sCJkeB6E02nyvRgbiPpY9gUb3Z5sD+Ew04HqRT7hasyIKbdx4UqABBqKmK1Y3GoAUm3FyjHr7n6FBls09Sdq5B73mccOdIb7LhaFVLRBUXvZ0+3+7zmNYgoxz+lSMtNocntsqariM27UZb0GTyYGUTfjrVHHXFObeWdgsOnWryjDCeazTgVMeaoIOVTahtNgZsh3u6otv5FiPaTa4EwPv1UtNkCDp65xZREQb/5nMc7A4+4j0eHV7V62oafZ/Xylpdl9dwqOSdZwyMMdgdfJeCJP4FHQJtp9Ckc639i7ZQzU+Vzdh7rMHz89kw7zu3RC2Tinkk6rLLLsPbb7+Nq6++GlJp59UnWhNFkk2zzoKXNh9Ak86C+xeMxrihiRn2TTbDB6Zhycxh+L+tx7H5m5NYdPXQRIdESEAWiwU2m6uTJRReONNvvR093YzaIEUNAITthEfrZE3wQg0V1Tqf/WcirVrGGIPR4ugy5Q+IfA1LqPLObqfrXLFH0+UOdhU/EtUNBkjEndekA3XozFYH5NLAXa6apvAd7J9ONXcZAQjUed13vCHiUbN4CJaEBXpNuHOgQFO13KNlIwrTgz5WrJUfvdcDBitE8ePJRs+0Tm/Bil505/USjJNnMHm1UWe0Yv+JhhD36OTgeZ/nIlAJ/la9FfWtndN7axqNaGwzIyPAKFptkzHi6nsmv+fFewrxyQBTHANtzeDmP5Ib6jPP27lGA0qG9P4shZiTqHXr1sFms+GZZ57x/I7WRJFkc77ZiBfeOQCLzYmHbhzXZZ7vhe7KcfmoaTRi295zyEqT46rxBYkOiRCPN998Ex988AFsNhsWLlyIzZs3IzPzwrwIYnP0XoU8q90ZcrPeWDfwPFOvj/iqejy414xU1ujQqOte6fZQqv2SoEBJ1PlmU7f3loq0pHO4UbNEiWRfH+/iCf7Cja5Fwvs58B8lORXiwkFv8F8nF2/+1ffajFZYHc6AiUqgao/xEnYbghgkajpfzEnUoUOH4hkHIXFXca4Vq9/6AQIBh98svrhf7v8UD4uuHoJmnQUbt52AQiaKuLIOIT3t8OHDWLVqFSZPnhy3Y3788cd444034HA4cMstt2DJkiU+fy8vL8fjjz8Oo9GI0tJSPP300xCJRKitrcUjjzyC5uZmDB48GC+88IJnH6ue5nDyMPfixpJHTsd3VAsIXuCiJ/Edpap7MoEKJNA0qXhsztvXBSorn0j+oyTdWV/YF4XaQ6o3N4Huy2JeE8XzPNavX48VK1bAYDDgr3/9K5xBKucQ0tvKz7Ti8Td2QiYR4rGbx1MCFYJQIMDd8y/CsAGpWP9JOQ6FmdtNSG958cUX45pA1dfX4+WXX8bbb7+NLVu24N1338XJkyd9bvPII4/giSeewBdffAHGGDZv3gwAePrpp7F48WJs3boVo0aNwp///Oe4xRXOvuORTemJl3jsF5Msol3zEw/1rb2btBFCEiPmJGrNmjU4fvw4Dh48CMYY/vvf/2L16tXxjI2QmOw/3oiXNx+ENk2Bx26e4FP2kwQmEQvxwMIxKNCq8PqHh8MusiakL9q1axemTJmC1NRUKBQKzJo1C1u3bvX8vaamBhaLBePGjQMALFiwAFu3boXdbsfevXsxa9Ysn98TEkgka5wIIX1fzEnU7t278Yc//AFSqRRqtRp/+9vfsHPnznjGRkhUGGPY9v1Z/PnDn1CYrcLqey9DmjpwyV3SlVwqwvIbxyIzRYaXNx+kESnS7zQ0NPiUSM/KykJ9fX3Qv2u1WtTX16O1tRUqlQoikcjn94QQQi5cMa+JEolEEHhtiieRSDxfMIT0Nifv2kT33z/UYMJwLe6YOxIapQSNpvhX0OnPNAoJfrN4PF7efBB/ev8n3DZnBKZeRGukSGK1t7dDo9F0+zg8z/uUSfbeODbU3/1vByCmcssZGaoYogY0al3Hv6E3tUwGFGN8UIzx0xfipBi7j+cZtNreXboRc9YzbNgwbNy4EU6nE6dOncKGDRtQUlISz9gIiYjBbMf//8lRHKpsxs8nDcTC6RfmJrrxolFK8Ojii/Gn9w/hfz8+CoPJjhkTByQ6LHIBOnXqFO6//37o9Xq89957uPXWW/Haa6+huLg4puPl5ORg3759np8bGxuRlZXl8/fGxs6Sxk1NTcjKykJ6ejr0ej2cTieEQmGX+0WqudkQ055s7XozNGo52vXJvdaGYowPijF++kKcFGN8nDjbigylOKb7CgRcTBe5Yp7O9/jjj+PIkSNobm7GTTfdBKPRiJUrV8Z6OEJicrJGh6fe/B5HTrdg6azh+MVVF/YmuvEil4qw/BdjMX6YFpu+rsDftx6DvRdLLBMCAL/73e/w+OOPIyMjA9nZ2bj55pvxxBNPxHy8Sy65BLt370ZLSwvMZjO2bduGadOmef6en58PqVSK/fv3AwA++ugjTJs2DWKxGKWlpfjss88AAFu2bPG5HyGEkMRqae/9Cpgxj0SpVCr8/ve/j2cshESMZwzbvj+H93dUIk0txcqlEzA4t/vTfUgnsUiIe68dhQ//ewqf7j6DmkYj7r1uFFJVtM6M9I62tjZceuml+OMf/wgAWLJkiadaXiyys7OxfPlyLFu2DHa7HQsXLsSYMWNwxx134IEHHsDo0aPxwgsvYNWqVTAYDLjooouwbNkyAMCTTz6JFStW4I033kBubi5eeumluKusOycAACAASURBVLSREEJI3xRzEvW73/0u4O9XrVoVczCERKK60YC/bz2Gypp2TBimxS+vKYFCFtsQLglNIOBw/RXFGJitxvpPj+KZDXtx77WjMaQgJdGhkQuE1Wr1rD9qbGwEz3dvRLSsrAxlZWU+v/vf//1fz3+XlJTgvffe63K//Px8/OMf/+jWYxNCCOkZsW0B3j0xJ1Gpqame/7bb7fjmm28wadKkuARFSCBWuxOf7KrC1j1nIZeKcPucEbhkVE5MC7xJdCaWZCEnXYHXP/gJz7/9A66/ohizJg2gc0961OLFi3H77bejubkZL774Ij799FP86le/SnRYhBBCkk0CsqiYk6j777/f5+c77rgD99xzT7cDIsSfw8nj25/O41/fnkabwYZLR+fgF9OHQK2QJDq0C8qALBWeuHUi3vysHJu/OYkT59pw+9wRUNIoIOkhCxcuRGFhIbZv3w6Hw4Fnn30Wl156aaLDIoQQkmQEMVd5iF3capKrVCo0NPTuruqkf3PyPPYea8BH/z2N+lYzhuSn4O75ozBsQGr4O5MeoZCJcO91o/DVvmps/uYknvrbXtxz7SgU5dF6NBI/bW1tnv8eOnQohg4d6vM375kQhBBCSKpK1uuPGZc1UYwxHDlyBEVFRXEJilzY7A4eOw+fx9bvzqKhzYx8rRIPXD8GY4dk0PSxJMBxHGZMHICifA3+suUIVr+1HzdMH4IZpQX0/JC4mDJlimd/Jjfv/ZrKy8sTGB0hpD8ZWZiOY2dbwbNErKoh8ZKI7kdc1kQBwLx58zBv3rxuB0QuXCaLAzsO1GDbvnPQGWwYnKvGfdNH4+JhmVS2PAkV56Xgqdsm4m+fluOdrytw/GwrfnnNCKjkNL2PdM+xY8cSHQIh5ELBAUKBALzTmehISB8TtzVRhMSqzWDFl3vPYfuBGpitTowoTMOv5o7EyMI0GtlIckqZGPcvGI0v91Xjn9+cxNNvfo+75o2i6n0kLpxOJ9555x18++23EAqFuOqqq7BgwYJEh9Un5aQrUNdiiui2GoUE7SZbwL8ppCKYrI54hhaQWiGBPkgMkRo/VIsfKhrD3k4lE8NgsXfrsfqLzBQ5mnTRbaqanaZAfWtkr63uGDkoHUerWgL+TSwUwO5Mvr0Mc9OVON9iTHQYSUMsFMLeU8lqXxqJuuqqq0J2cL/++utYD00uEE1tZny+5yz+e+g8nDyPiSVZmD25EIU56kSHRqLAcRxmThyAoQUpeGPLYfxh4w+4btpgzJ5SSCOIpFueffZZVFZWYv78+WCM4b333sOZM2ewfPnyRIfWq1KU0ogKT2lT5Whsi64DHMjQghTsPxE++ehR3ZxZNWFYFoSCyD5/ZBJRt5OowTkanK5rj+i2A7QqnGs0dOvxekosH9lquRj1rfGPxVtxXgqkYmHQvwsEHBBj39zVZNcLbmxxJs41GNCi9924NZZkaMTANKSopMjXKrHveGJrBgg4LimmK44flonDp1tg7IGLFonobcScRM2bNw8tLS1YvHgxxGIx3n//fTQ0NODWW2+NY3ikP2pqM+Nfu6qw+3AdAODS0bm4ZspAZKUpEhwZ6Y7BuRo89ctJ+PvWY3h/xykcrWrFr+aORJqaNuclsdm1axc+/fRTiMWuKaLuaeMXWhJVMjAV5dXhO+jFeSkwmh0wWbt2ULgQXQyFVITRRRnYU14PwLXRdrxoFBKo5GLUNvfu1XixyFWqK5KRFbVCjHSNFCeq20LeLpgBWWpkpysiTqI0SgnQCKjlEujN3Rtti7dAr5PS4Vkhk4DMVDmUcjEOVjZF9VgCjkNephLVQRJK71FPkdC39Fqo0dJAIh0tEwkFSFNLfZKo4QPSkKaWRp1EpXRsTO8fO9CzI2cFWlWXc5qdpujWiNgV4wvw8Y6K7oYGjuOglImjTqIUUhEG5WqCjkQCwKC8FLS39fyIqLeYCwLu3LkTzzzzDEpKSlBcXIxHH30Up0+fxqhRozBq1Kh4xkj6iZZ2C/7vi+N4bN13+O5IPa68OB/P3z0Vt84uoQSqn1DIRLh7/kW4dXYJKmt1eGL9Huw/nuAr2qTPSk9Ph9Nr6gfHcdBoLrxKkLFOa87QdK1WFWh0uDBbHfIx8jNVGFmYjrHFmVHHEGgLhME5vs9hbrqyS3z5WiVEAWoWXzxUG9XjF+dpkJOuQHaY75h0jQxjizMxbkj0bYyWZzyAA2TiwNeyp4zMCXkMYTfrOZcOz4r4toGSAH9yqShooj6mKCPg7yeNyEaBVhX0mAqp32vHayAlK1Xu86fhYar2hnr+OY6DQirq+O+uIxr+FwL92zliYFrIx/am6ng/ZKUpMLIwPeL7BaNNlUPid9FDLolb4e24GVaQilGDA78O3DJT5EH/NnJQOjQBtrXJy3B9dgzQqkKOVPaUmN+F7e3taGnpzAjr6upgt9OcYtKVzmjDpq8qsOKv3+G/B2sxbWwe/nDXFCyZMQzpAb7kSd/GcRymjc3DU7+chMxUOV7/8Cf87dNymGjNAYlSSUkJFi9ejLfeegubNm3C7bffjrS0NLz55pt48803Ex1e0pNLRF06jxKREJNGZPv8LlySNiBLBY1SArnUt3M2IsJOYE66bwzZfj8LAky7UyvEKC3p2tEP1FEaoFVhbHEmxAE6+xzHYVCOBoNzwyffcqkoooShZGAahuR3rvsUCWOfSDRyUJrnOZJGMQKYm64ImGRO9ntu3bw7sAKO82mndzGgSPP14YVdE4cJw7UYP1SLQX5JskDAdUmcQ3WY3ViIOZ3efYfCbDUUMjGmjMzBpJLA7VfIur4XvA0dkIqRhekQCQUQhnkN+L9GUlTSLu1JUwWegZHqlZBplJ1JQaAEdPiAtK6JJHyfL4VU5Hlful8Poc5bIMES+UgEes/5Gz4gDekamSfuQPENztH4vKcUfp81wV6XiV43H/OZW7ZsGcrKynDZZZeBMYZdu3bhySefjGdspI8zmO344vuz+HLfOdgdPC4dlYt5lw5CZmr4D0/S9+WkK/D40gn4187T+Gz3WRw+3YxlPy/plSu9pH+wWq0YPnw4jhw5AgAoKCgAAJw4cSKRYSW1whw1ys+4LnBmpclR09R1Co+A4yAVCWF1xLKIpLPTkqKUeApA+K/bystQorbZCJFIAIlYiHFDMnHgZODpXhxcCRnPM1TEMKUuv2M0Y+Sg9KinlEVq0ohsfN8x3TG1o4Nsd/Cw2fkuoyKhiIVCz4gKB0AiFmJwrivJO1Xbjgav6UgyiQgWW2cRjykjc/DdUdc0eIVMhNKSLM/Pbt6dSqFAACfvmjKmkosxrCAVJ6rbPEnA4FwNlDIxeMaCTpMqygtcJCgjQBIkEgoAoeuzXyISeKZHcuCgTZP7THcMNErqbUCW2ufCm0jIeTrfUrEwYOINBE7IO2OWob7V1OW8umN3JzVpaimK81JQWasLGaO3zBSZz7TR4vzuF1dKU0thsjpgavC9ABlqai6A6NcTdiMPieQ9JxUHT7Tca838L6yEfdzCdFjtTlhsia2oGHMStWTJEowbNw579uyBVCrFvffei0GDBsUxNNJXtRms+OL7s9j+Yy1sdicmjczG/MsGd7kaSfo/kVCABdOKMX6YFn/7tBxr3zuEKSOz8Yurhng6IoQEs3r16kSH0OekeF3dlgSa3tLRYbp4mBZHqlq6VMBLV/t2bsONjiikIuhNNqSrpSgqTMfXe6oAAAOz1VDIRJ7OsizUFCOuM27mSTBC9+xSlFKIhBx4vrPH6D9S5m9Alho6swMysQgWe2cn2ntEIGjnPMAV79wMZYBbBicWCjF+WCbaTYFH5f0fYmxxBvRmu0+Ck66WdSl64P/7UYMzIBJykIqFnnVuAKDsGAlwP0y4KY5A12lzAHDRoHTPmrNAo2GAa6TIk6gHmCLnP9LgT+T1PGSlKqBWSODoWEMU63eHpCPmDI0MNU2da4YCDWZoU+URJVHuUZxIY3InuRHWPEG6WopzDXq/YwS+bXa6AjVNBqiVXae9+d/HvS5JKhJiSH4K2vRWNOkssNgdEAkEcPBd12ulqaRoNVh9fieXirpU7Bw+IA3Hz0VWaaQwRx2kmJhvwP7TV93v2XMNiS3Q0q2Jk+fOnYNOp8Ndd92Ff//735REXeDO1uvx7x9qsOtwHZw8j8kjszFnSqHnKiG5cA3K0eCJWyfik11V+Oy7MzhwsgnzLxuMqycURDR9hlyY9uzZg3Xr1kGn8+3MvPfeewmKKPkMyU/ByZrgnb1UlRT1rSYo5eG/7ieNyO7S2c1ICT1ioE2Vo77VhFSVFAq/9U+RTNkKyi+QkoFpns+KUOuFpGIh7I7QC/bTNVLUt/LITJF1meYn4DjPlLD6VhPO1OsDHSKgAq0KqSopjp1pDdgJnTDcdz2X/7lW+VW54zgu4gqnQwpS4HSqPcdxKw4yktQd6o61KUV5KVCH2BcwK02Oc40GiISczwiZ//NXlKuBxeaEzcGjpd0CnjFIJUKwjkFUd4ItEgowfqjWk8AFk5uuhFwqxKnzvoU+ZBIRxhZnQiYRorbJGHbam/dIHuCacmaxOdGk60xivY8xND8VFTVtnlgDx6YAz7OoE3DfuDrPpXfBPY1CjAEB3hsDs9RIUUl8iru4n46hA1KhkouhkouhVkpQfqYFQgEH77dQfqarDzcwW90lifKnTZUjReWbxAW8mBOGTCIMWCAn2cScRK1btw47d+5EXV0dbr31Vrz22ms4c+YM7rvvvnjGR5KcxebADycasf3HWpys0UEsEuCSUTlUbY90IRIKcO3lRZg6KgebvqrAu/8+if8eOo/rryjCjExKtElXq1atwtKlSzFw4MBEh5K00tUyaFNtQct5p6mlrjVQDBAL9SjMDnDVt+OusWxJoJKLwxZBCEUkECAzTKIGRH6lP9LpwhMDrLdyc49G5WYoo06iAOCiwenQm2yQioUQi4Q4dMp3upN7FCbHryMdaPSDRViWWsBxEAQYNdRGOX0+L1MZ8Z5P4aYx5mtVyMtU+iRQgV5jPn2F/BQYzHao5GIYzHa06AGJ13SwSDrk7pEN/yQK6BytHDYgNexoyeiidBjNnSMs7ilnNocTze0d08i8kxilK6EMtU5IIOAwIKvz+04lF0MqESLYq8z/6S/OS4HN7vQkM+FeHWq5BHmZSljtvtPeBuVocKZe7zMi6P4MkUh8p/p6xxtY53NalKsJmTB7Bx3ws8h9nDwNWo53HXEFkqtwRsyRfPrpp/jnP/+JX/ziF0hLS8PmzZtx4403UhJ1AbDanTh8qgV7yutx6GQTbA4e2WlyLLp6KC4dnROwGhMhbtlpCvx64RgcPNmMd/9dgT+9/xO27a3GvEsKMWJQ96sVkf4jIyMDy5Yti9vxamtr8cgjj6C5uRmDBw/GCy+8AKXStyPb0NCAxx57DE1NTRAIBHj00UcxdepU2O12TJ48GQMGDPDc9oMPPoBQ2LsVoQJtOBputEHQUXJsQhQV2cIZVhC4GtrwAWlR7TUUqHgE0NktGzU4I6r9bRK90BxwddRDTS0UiwQxJ57pHeW3w01djJZ7HyGRkEOqUoo2Y+gRh0h5Px+DcjQBK6z5c4+k5WcqkaqS+oyseXOv8QqWYCtlYohEAkwY1vU1lqaWQiEVw2S1B504KpOIAk5DLc5LQVaqHOVnWyHsRlERwPX61mrVOHSsDmfq9UhVSmFzOD3T4/xfztpUOWr8S8KHeH9cNNj1nSoVCzGmKAOHTjUDcJ3ji/y+b93r5mQSoed2gUjFQljtzi5Tf13xhj8f7mhDzUIJ9rcxRZk+SXWixfwuFIlEkEg63wwajQYiUfJkhyS+mtrM+OlUMw5WNqP8TCvsDh5qhRiXjcnFpBHZGFKQQhurkohxHIdxQzMxujgdO3+qwye7qvDHdw5gSEEKZk8aiLFDM+n1RHDVVVdh48aNuPzyy32+X/Ly8mI63tNPP43Fixdjzpw5eP311/HnP/8ZjzzyiM9t1qxZg6uuugpLlizBqVOnsHTpUvznP//B8ePHcfHFF2P9+vXdalN3+XdCQy2kDyuC3MS/U5ShkcLUaIdaEbhjG+994YJ1oBMhL0MJW5ipgt01uigDGRkqWIIkMZmpcqRrZN173kPgwKGkMK1LwYp4iHZdNMdxIZ//dI0sZDI6usiVoDQ2Bh3niSoeN4GAQ4pKikE5mri93t1VJwUCzufCgVwqCrjvk0eQBGpYQSoMZt/pcAqZGBcP0Ya8KJGukcFsdQT8m/s7WSYWYkRhmqe0ulQsgCmGnDuWV7BCllx5RszR5ObmYvv27eA4DjabDevXr0d+fn48YyMJZDDbcfxsG45WteBIVQsaWl1VZ7SpMlwxLg9jh2SiZGBqt/eqIBc2oUCAaWPzUHbFELz/1XF88f05/OmDn5CdrsCM0gJMGZmTdB+apPe0trbipZdeglzeOW2I4zj88MMPUR/Lbrdj7969eP311wEACxYswM0339wliZoxYwamTJkCACgsLITVaoXJZMJPP/2ElpYWLFiwACKRCA8//DAmTZrUjdZ1X6qy54qzBOu45WtVyMlQ9Nhn/4jCNDTqzEkxouRvYIjpR6EMK0hFmyGyjWGVMjHUCknQJArwTZxj2bsrkBSlxDVFrOPQA7LU0HglyvEcnUo+sb3WuiaFruN097UrEHAQeMXk/170HoX0SYe8HjddIwu4hYxUEvvIuVTiKkKRopT6rEsrzk9Bs84CWYTHdm8J0FMXAnpTzL2T3/72t3j00Udx/PhxjBs3DmPHjsWLL74Yz9hIL2rTW7H/eCNOnGvDsbOtqG4wgMF1dWT4wFRcPb4Ao4rSkZOuSMovN9K3ScRC/Kx0AKaPz8f+4434fM9ZvLXtBDb/+yRKS7Jw+ZhcDB2QSqNTF5hvvvkG3377LTIzu99RbG1thUql8oxoabVa1NfXd7ndrFmzPP+9fv16jBgxAmq1azPaq6++GnfddRcqKipwxx134OOPP0Z6euRTUDMyurH275wOGrUcWq0aGrVr3czI4oyApabdf9dqQ3f6U1rM4ERCZGaokOI3JcrkYGi3OJGWpgh7HG+hbusdV1pqO7ICHFurBYojfrToWHhAV6NDeroy4jaNGcaQkSKDKoJpaMFEc/787yMxWKFpNsd8HG8WmwOaOgOkEmGXY6VnqGC1OTzFQQL9/dsDNT5/6248vSVYnJpGI0QWBzIzVZ7Khd1lA4esNHmXIivh3pPp6SpodFakpsoD3mZQgRUtOgu0WjW0WjUcnABNbWakpykhEIvAhEJkZCiRFmCKXbRMFjs0DUaIRQJMHJnjSZjcjx1Ibo7vlOJQ7U1PV6KuxdRlvRwAFOSYoZSLfT7ngh0HAAx2HnqrE2kdG3b39msy5iTqp59+wt///neYzWY4nU6oVLQwvK/geYaaJiMqa3U4VdOOihod6ltcC0nFIgGG5Kdg/uWDUTIwDUV5GqqeRnqNUCDApBHZmFiShao6Pf576Dz2HK3DrsN1SFFJUDosC6UlWgwpSKFR0AtARkZGVEmK2+eff96lPHphYWGXL+xQF4Q2bNiAd999F2+99RYAYNGiRZ6/jRw5EmPGjMEPP/yAn/3sZxHH1dxs8CnJHa12vRmNjXpIBa5NzHmbI+BUpXa9q9MdfBqTi05nht5sQ3OzATaz70gJ53SiXW+GQKsMexy30FOngPw0GVr0VjQ26jE8TxNRjPEkAUN+lgpyYeSPqxBxMButMPfiKIz3eWw32SJ+PsOx2l3PqUwsCnosY4Dy6W7ecYR7rpNFqDh1OjPMNgeamw0wxWmNmVLEwai3dDmPoZ5DrVaN5mYD2vVmiMDQ2Ng1Yc/RSJGjkXrurxBxaNebwWcqYDRY0K63oLXFCEccNrW32Bxo15uhkonR1mr0xBjN8x3uNSsB0NTUdaS7IF3uuZ/7GKGO09pqQrvejNYWIQpzNDG/JgUCLqaLXDG/al5++WX87Gc/85lmQZKPze7E+WYTqhsNqKrT40y9HufqDZ5KLSq5GMV5GsyeOgh5aXIU5qjDlg8lpKdxHOfZgPLGq4bgx4pG7D/WiP8cqsXXP1RDLhVhZGEaLhqcjhGFachKk9MIaT80bNgwLF68GNOnT/dZg/vLX/4y5P1mz56N2bNn+/zOXRjC6XRCKBSisbERWVmBixqsWbMGO3bswMaNG5GT41pzsWXLFowfP95TKZAxBrG499brjBiUjpYWV4cm3EaeIwvTPVNmYiWXirpVdS+QFJW0y4hXbxIIOAwpSO0TnX9/kjD7dUVCKhYiP1MVUTXEC0G+VomTNbqkKFTgjiHS6eveVTEH52o8G1/Hg0wiQmG2OuyGyKGMLEyPuLJkOD1Rpj9eYk6ihg0bhjfeeAOlpaVQKDrnhV500UVxCYxEzu7g0aK3oFlnQUObGQ0tZtS1mHC+xYSGVpNn3aFULMTAbBUuG5OLojwNivI0yEp1dT77ylUlcuGRioWYMjIHU0bmwGJz4PCpFhw+3YzDp1uw/0QjgM6LAUV5GgzIUqMgS4kMjYwSqz7OYrFg8ODBqKqq6vaxxGIxSktL8dlnn6GsrAxbtmzBtGnTutxuw4YN2LNnDzZt2gSNpnMPoePHj+PAgQN46qmncOrUKZSXl2PChAndjitSWekKcE5n+BvCd/NY0j90Zy2Lt/DlqoMbW5zZ44U1elNmirx7e5nFkVohwUWD0mMqpCISCuK+pUx39rEC4vsZFG2Z/t4UdRL1yiuv4MEHH8QXX3yBgwcP4p///KfnbxzH4euvvw57jI8//hhvvPEGHA4HbrnlFixZsiTaMPoVxhjsDh42Bw+b3Qmr3QmbnYfF5oDZ5nT9a3HAYHHAaLbDYLaj3WhDu9GGto5/vYmEAmSnyVGQqcTkEVko0KqQr1UiO03RLxbykQuXTCJCaUkWSkuywBhDXYsJJ861obKmHZW1Ohys7CzLKpcKkZWmQFaqHNpUOTJSZEhTSZGqliBF6SqbS6Ouyc1/Sl53Pfnkk1ixYgXeeOMN5Obm4qWXXgIAbNq0CQ0NDXjggQfw+uuvQ6VSYenSpZ77rVu3Dvfddx9WrlyJuXPnguM4PP/88zSNnfQ4WUfVtmQYPXKVbk90FH2TWChEbkboRCdeI0mk90SdRH3yySe46aabUFxcjH/84x9gjEV1tbe+vh4vv/wyPvjgA0gkEixatAiTJ0/GkCFDog0lafCMwWpzwmRxwGC2w2hxJTpGsx36jqTHZHHAZHHAaLHD0pEYWWyuhMlu5yMutCkRC6CSi5GilCBNLcWgXDXS1TJkpMiQrpZCm9ZR/pSuwJN+juM45GYokZuhxBXjXJVBzVYHahqNqG40oLrRgIZWM87W6/HDiUY4A6xFkUmEUCvEUMrEnl3blXIxlDKR52f371Ry1+3kUiGNcPWSH3/8EevWrYPJZAJjDDzPo7q6Gtu3b4/pePn5+fjHP/7R5fc33XST57/37t0b9P5r166N6XGTFYuxxDPpPZKOkXjSt00Yrk10CH3OsIJUCJN8TX7USdSll16KK6+8EgAwdepUz+/dyVR5eXnI++/atQtTpkxBaqpro75Zs2Zh69atuP/++6MNJSoGsx1ffH8WVpsTjLm+PFz/umJnjIFn6Piidv3r5Bl4xuB0MjicPBxOHuA4mMx2WDtGjSw2ByxWZ8ivIplECKXM1TFTyETI0MggkwohEwshlQghEQkhEQsgEbl/FkAiFkImEUIuFUEmEUIhFUEhoyvnhIQil4owpCAFQwp851DzPIPOaEObwYo2gxU6gw16sx16kw0Gkx0Gi+uiR32rCUazw7PRYSACjoNCJoKi470p6/hXLBJAIhJALBJCKOSgVkphszpc5WoFrvu5Nz3lOA4cOivSun92c38ueQs2vdw7n3Mnd5zn//wO2vlPwPnqowZnoDAneSpurVq1CvPnz8cXX3yBRYsW4euvv8bMmTMTHRYhhJAeFqhEe7KJOol6+umn8fTTT2PJkiXYuHFj1A/Y0NAArbYzI8/KysKhQ4civn+sJWKN59ux+0gdrHbe03nhvDo1As7VyeEErs6MUCiAUMBBIOAgEgogFgogErk6SikqKSRiIaRiIRRy187kCqkYaoUYKoUEKoUYGoUEGqUEKoWkzyQ+faVcaTSoTX1HT7crO4rbOp28Z9qs3mSD3v2vyTWyrDfZYO4YXTZbHTBZ7bAaXBdWbHYnHE4GJ8/D4XSNnvC86yJNsrMzoHR06I1se/P1x3Ec7rzzTrS2tqKoqAhlZWW4/vrre+3x+7ucNAVOmnWQSWgvNkJI35OboYDDySMnzFTJnhLzJ2csCRQA8DzvMxUm2umAsZaIVYo4vHDvpVHfz180BRgcVjvarN0vN9kb+mNhCWpT35Gs7ZIJAJlKAq0q+rnq/m1yjXh7jYIzAF4j4v68R6o6N3H0vY37GJ3/3fGT3wEZGDhwntEp92E4vyErkZAL+TyEep5iLREbilLpWtw8cOBAVFRUYMKECRBQafu4yUyVIzOJF20TQkgoIqEAg3M14W/YU4/f2w+Yk5ODffv2eX4OVWY2kGQojJAMMfSE/tgualPf0R/b5dum/tG+YM9TTzx/Y8aMwYMPPohf//rXuOuuu1BVVeXZLLcv6u456gvvEYoxPijG+OkLcVKM8RFrjLHej2PxKuQeofr6etx000147733IJfLsWjRIjz77LMYM2ZMb4ZBCCEkyTHGcPDgQYwbNw47duzAzp07sWjRIhQVFSU6NEIIIRe4Xr+kl52djeXLl2PZsmWw2+1YuHAhJVCEEEK64DgOGRkZAFwJVUpKis+aWkIIISRRen0kihBCCInEE088AQC45ZZbcMstt+Dyyy+HwWDAn/70pwRHRggh5EJHK3QJIYQkpcOHD+Opp57Cl19+ieuuuw6rV69GTU1NosMihBBCKIkihBCSnBhjEAgE2LlzJ6ZMmQIAsFgsCY6KEEIIjtn7VgAAIABJREFUoSSKEEJIkho4cCDuuOMOVFdXY9KkSXjooYdQUlKS6LAIIYQQWhNFCCEkOZlMJnz55ZeYMGECCgoKsGnTJlx77bWQy2lvI0IIIYlFSRQhhBBCCCGERIGm8xFCCCGEEEJIFCiJIoQQQgghhJAoUBIVRm1tLZYsWYKf//znuOeee2A0GrvcpqGhAbfeeivmzZuHG264AeXl5QmINDqRtuv222/H/Pnzcd1112H37t0JiDRykbTJbefOnbjlllt6MbrofPzxx7jmmmswc+ZMbNy4scvfy8vLsWDBAsyaNQuPP/44HA5HAqKMTrg2uT366KP44IMPejGy7gnXrq+++grz58/HvHnzcO+990Kn0yUgyuiEa9OXX36JsrIyzJkzBytWrIDNZktAlBeOSN87PW3p0qWYM2cO5s+fj/nz5+PgwYNBY9u1axfKysowc+ZMvPzyyz0em8FgwNy5c1FdXR3y8YN9dkbz/RGvGB977DHMnDnTcz6//PLLmGKPp9deew1z5szBnDlzsGbNmpji6elzGSjGZDuXr776Kq655hrMmTMHb775Zkyx9PR5DBRjsp1Ht+effx4rVqwI+ZjBzld7ezvuvPNOzJ49G0uWLEFjY2P8AmMkpDvvvJN98sknjDHGXnvtNbZmzZout1mxYgV7++23GWOM7dixg9144429GmMsImnXQw89xN566y3GGGOVlZXskksuYQ6Ho1fjjEYkbXI6nWz9+vVs0qRJ7Oabb+7tECNSV1fHpk+fzlpbW5nRaGRlZWWsoqLC5zZz5sxhP/74I2OMsccee4xt3LgxEaFGLJI21dXVsbvuuouNGTOGvf/++wmKNDrh2qXX69mll17K6urqGGOMvfLKK+zZZ59NVLgRCdcmo9HILrvsMtbY2MgYY+zBBx9k77zzTqLC7fciee/0Bp7n2WWXXcbsdnvY2MxmM7viiivY2bNnmd1uZ7fddhvbvn17j8V24MABNnfuXHbRRRexc+fOhXz8YJ+dkXx/xDNGxhibO3cuq6+v97ldLLHHy86dO9mNN97IrFYrs9lsbNmyZezjjz9OqnMZKMZt27Yl1bncs2cPW7RoEbPb7cxsNrPp06ez8vLypDqPgWKsrKxMqvPotmvXLjZ58mT2m9/8JuRjBjtfTz/9NPvrX//KGGPsww8/ZL/+9a/jFhuNRIVgt9uxd+9ezJo1CwCwYMECbN26tcvtnnvuOdx4440AgOrqamg0ml6NM1qRtmvGjBmYO3cuAKCwsBBWqxUmk6lXY41UpG2qrKxEZWUlnn322d4OMWK7du3ClClTkJqaCoVCgVmzZvm0paamBhaLBePGjQMQvK3JJFybANfV9quvvhqzZ89OUJTRC9cuu92OJ598EtnZ2QCA4cOH4/z584kKNyLh2qRQKPDvf/8bmZmZMJvNaG5uTvrPvL4skvdObzh16hQA4LbbbsO8efPw1ltvBY3t0KFDKCwsxIABAyASiVBWVtajMW/evBlPPvkksrKyACDo4wf77Iz0+yOeMZrNZtTW1mLlypUoKyvD2rVrwfN81LHHk1arxYoVKyCRSCAWi1FcXIyqqqqkOpeBYqytrU2qczlp0iT83//9H0QiEZqbm+F0OtHe3p5U5zFQjDKZLKnOIwC0tbXh5Zdfxt133w0geP8n1Pnavn07ysrKAABz587Ff/7zH9jt9rjER0lUCK2trVCpVBCJRABcb976+voutxMIBBAIBPj5z3+O1atXY+nSpb0dalQibdesWbOQkpICAFi/fj1GjBgBtVrdq7FGKtI2DR06FM8995ynXcmooaEBWq3W83NWVpZPW/z/HqytySRcmwDgV7/6FW644YbeDq1bwrUrLS0NM2bMAODaJHbdunX42c9+1utxRiOS50osFmPHjh248sor0draissuu6y3w7xgRPJ89Ib29nZMnToVr7/+OjZs2IB33nkHtbW1AWPr7Zife+45lJaWen4O9vjBPjsj/f6IZ4xNTU2YMmUKfv/732Pz5s3Yt28f3nvvvahjj6ehQ4d6OqdVVVX4/PPPwXFcUp3LQDFefvnlSXcuxWIx1q5dizlz5mDq1KlJ+Zr0j9HhcCTdeXziiSewfPlyz4W6WM6X931EIhFUKhVaWlriEh8lUR0+//xzTJs2zed/Dz30EDiO87md/8/etm7dis2bN+PRRx9FW1tbT4cckXi0a8OGDXj33Xc9c48TLR5tSmY8z/vEzhjz+Tnc35NRX4w5EpG2S6/X484770RJSQmuu+663gwxapG26YorrsCePXswffp0PPXUU70Y4YUlWd47F198MdasWQO1Wo309HQsXLgQa9euDRhbomMO9vjBfh8ovp6Od8CAAXj99deRlZUFuVyOpUuXYseOHVHH3hMqKipw22234dFHH8WAAQOS8lx6x1hUVJSU5/KBBx7A7t27cf78eVRVVSXlefSOcffu3Ul1Hv/5z38iNzcXU6dO9fwuHueLMQaBID7pjyguR+kHZs+e3WUakd1ux+TJk+F0OiEUCtHY2OgZive2fft2TJw4EUqlEiNGjEBeXh7OnTuH1NTU3go/qO60CwDWrFmDHTt2YOPGjcjJyemNkMPqbpuSXU5ODvbt2+f52b8tOTk5Pgsjm5qakr6t4drUV0XSLneBlilTpmDlypW9HWLUwrWpra0Nhw8f9ow+lZWVYfny5b0e54UiWd47+/btg91u93RoGGPIz8/3+Sxyx+b/GdXbMQd7/GCfnenp6dDr9b36/XH8+HFUVVV5ph8xxiASiaKOPd7279+PBx54ACtXrsScOXPw/fffJ9259I8x2c5lZWUlbDYbRowYAblcjpkzZ2Lr1q0QCoURx9LT5zFQjJ999hlSU1OT5jx+9tlnaGxsxPz586HT6WAymcBxXNTnKysrC01NTcjJyYHD4YDRaIxb/5xGokIQi8UoLS3FZ599BgDYsmULpk2b1uV2H374ITZv3gwAOHnyJJqamlBUVNSrsUYj0nZt2LABe/bswaZNm5ImgQom0jb1BZdccgl2796NlpYWmM1mbNu2zact+fn5kEql2L9/PwDgo48+Svq2hmtTXxWuXU6nE3fffTdmz56Nxx9/vE+MvoVrE2MMjzzyCGprawG4RuDHjx+fqHD7vWR57+j1eqxZswZWqxUGgwEffvgh/vjHPwaMbezYsTh9+jTOnDkDp9OJTz75pFdjDvb4wT47E/H9wRjD73//e+h0Otjtdrz77ruYMWNG1LHH0/nz53HffffhhRdewJw5cwAk37kMFGOyncvq6mqsWrUKNpsNNpsNX3/9NRYtWpRU5zFQjBMnTkyq8/jmm2/ik08+wUcffYQHHngAV111FVavXh31+briiiuwZcsWAK7ErLS0FGKxOD5Bxq1ERT9VXV3Nbr75ZjZ79mx22223sba2NsYYY2+//TZ75ZVXGGOuCkW33XYbKysrYwsXLmR79+5NZMgRCdcunudZaWkpu/LKK9m8efM8/3NXGUtGkTxXbt99913SVudjjLF//etfbM6cOWzmzJls3bp1jDHGfvWrX7FDhw4xxhgrLy9n119/PZs1axb7n//5H2a1WhMZbkTCtcntN7/5TZ+pzsdY6HZt27aNDR8+3Oc9tHLlygRHHF645+rLL79kc+fOZWVlZWz58uWsvb09keH2e4Gej0R4+eWX2c9//nM2c+ZMtmHDhpCx7dq1i5WVlbGZM2ey5557jvE83+PxTZ8+3VP5LtjjB/vsDPb90ZMxvvXWW2z27NlsxowZ7I9//KPnNtHGHi/PPvssGzdunM/n1dtvv51U5zJYjMl2LteuXctmz57N5s6dy9auXRtTLD39mgwUY7KdR7f333/fU50v2vPV2trK7rrrLnbNNdewG2+80fP+iweOMcbik44RQgghhBBCSP9H0/kIIYQQQgghJAqURBFCCCGEEEJIFCiJIoQQQgghhJAoUBJFCCGEEEIIIVGgJIoQQgghhBBCokBJFCGEEEIIIYREgZIoQgghhBBCCIkCJVGEEEIIIYQQEgVKogghhBBCCCEkCpREEUIIIYQQQkgUKIkihBBCCCGEkChQEkUIIYQQQgghUaAkihBCCCGEEEKiQEkUIYQQQgghhESBkihCCCGEEEIIiQIlUYTEwdatW7F06VK8+uqr2LJlS488xvz589He3g6n04l77rkHs2bNwltvvdUjj0UIIYQQQoITJToAQvqTX//61z127I8++ggAUFtbi2+//RYHDhyAUCjssccjhBBCCCGBcYwxluggCOmLXn31VXz88cdITU1FYWEhGhoakJ+fj6FDh+L2228Per8PPvgAX3zxBf761792+XnFihVQqVQ4fvw46urqMHz4cDz//PNQKpUYPnw4tm/fjttvvx2nT5/GsGHD8Kc//QkDBw7srSYTQgghhBDQdD5CYvLVV19h27Zt2LJlC9555x0YDIa4Hfvw4cNYv349PvvsM9TU1GDr1q2ev0mlUqxbtw4ymQwfffQRJVCEEEIIIQlASRQhMdi9ezdmzJgBlUoFkUiE66+/Pm7HvvzyyyGRSCAWizFs2DDodLq4HZsQQgghhHQfJVGExMh7Jmw0a5M4jvO5r91u9/m7TCYLeltCCCGEEJJ4lEQREoNp06Zh69ataG9vB8/znqIPkUhPT0dFRQWsVivsdju++OKLHoyUEEIIIYTEG1XnIyQGV1xxBY4fP47rr78eGo0GJSUlaG1tjei+l156KSZOnIjZs2dDq9Vi8uTJOH78eA9HTAghhBBC4oWq8xFCCOm3LBYLzpw5g2HDhsFisUAulyc6JEIIIf0AjUQR0gMWL14Mo9EY8G8bN26ESqXq5YgIufAcOHAA999/P0QiEd555x3Mnz8fb7zxBsaPH5/o0AghhPRxNBJFCCGkX1q8eDGeeeYZPPzww9iyZQt27NiBtWvX4v333090aIQQQvo4KixBCCGkX7JYLBgyZIjn5yuuuAJOpzOBERFCCOkvKIkihBDSL4lEIuh0OnAcBwA4depUgiMihBDSX/S56XytrUbwfPxDzshQobnZEPfjJlJ/a1N/aw/Q/9rU39oD9L829VR7BAIOaWnKuB+3O7755hu89NJLaGpqwtSpU7Fz504888wzmDVrVkLi6c73V194HVKM8UExxk9fiJNijI/uxBjr91efKyzB86xHkihT5Y+wteghGnRx3I+dSD1xrhKpv7UH6H9t6m/tAfpfm/pbe4KZPn06ioqKsHPnTvA8j/vuuw/FxcUJi6e731/+93VfA3WPtHUXYzw4ThD02IwxgGfghJ2TWJwGGwQyETiRAIwx2KxWiMQS37idTvC8AyKxtPNYdgvAGDhJ4GqJDpsNAk4Agbizm8IYD8YAgUAAp9MBodD1N4fdCgA+x3c6HRAIhF3Ojc3m6HIenTyD1W6DTCyGQOBqh0+7nTyY1TUNlJMIwYkim8TjcLriFXfcnmcMPM9DwHEQCNznmQdjDAKBELzTCU4ggNNk98ToH0usHA4eIpHAc1yBwHcj9y7Pc8fvLCY9ZAo1AMCgs4ATcpALBeA1Ts+xLCY9hEIRxNKuz6XdYoTTboVMne46Ns/ACTofy263wenkIZFIwHgeQlHXbqnNYoLVbIA6LQsOuxUCgQgCvw3uecbAM8BhMUAqV3naY7OaYbfZIBAKYTEZIFdqOtvp4F2vWycPh90GccdG994xMsY6XnOBnwO7zQqhSOx5PkNhPAOzOcGJBT7vISD0ZzLvdIKBeV7vXY4bh9cIzzvBcZzn/R/4NuE/u+w2CxjPQyJTdMbHM9d73ftzw2GHUCT2uR8Yg1gqh93BQyTkAAcPTiwEzzvBG+2ATNDlsyWWGOOpzyVR8cabdLD+dwP0Z34EhBKobvkTOJE0/B0JIYQktba2NqSkpOCaa67x+V1qamoCo4qeg+fx47EzOH/wDIZnasDnyqFKzYDtvBENRjtaVTZI6xqhtgIH6y1IzZQjI1+N7Nw8CAxGtDRUQS9Vobq2FUNSOfASKURCBZywI1OlhrG9GTVOIZyMIYezo3BgEc5WHsFBswpqGaByADlKHrBKUXHGgKkTiiDUatBYV40Th1qQJRcgLVeAA3IpnG0tcBp10OYPgSk1D2hphKpdB6sEGFwyGmaDDk3HTgPmszBzAuSPnghlRgGOVlTB3taOVKkdgoJi6PbvhoBjkKflQpqlgaG1DnZehWaxAFyDE1qpE9oBasDOcLbWgCYLQ9oAJbTZ+TA31sLQ3IZ0lQSagcMhMtshlQE1xytgaHLAos3E8KFZEHNOGA8exI+cHS1CKy7PKIBcJkdLsx5ypxiZA7WQSdJgbDbjnKEduU4bzEIF1ENSYG0zQyDiYTO3AiYHpMpUSLUZqD92AIVjJsJZb8R/Dp2DRSHHgGwl5BILTja3wmG2Y4JAAqRxsJmlgNwMkROw6pxok4owPCsHh0+eQoPdClmhFgqOwWKwwGwVIdfqxBkbQ1qWGnkqKaScCUYOyModCLvVDmZ3Qsn9P/bePEiSqzr4/d0lM2vrdaZ7ZiSNRiMkJHaz2WCwzfIZ22AElgWWxPLYbMBLGAUO4hkJiA8wIkxgE9iOcPDCluMLC7CwbEfYft4Cm8USAQ8bCyS0zmhGs/ZW3V17Lvfe90dWVVd3V/d013RPTw/5i5iYWjLvPffmzepz7lmyyOJ8me81LC8eGqJpLPFig8emn2QRKI2NEkctnn2Zx3w1Zngoj58keE6gVIl/n6/hacE1wzB72qMU1omHLDmV8NSZMcSYz1UTPi+Yr/Bk5ThSFKiVK3g5WExyNOePs6fhEexRXPWSn+Gp7/y/CGtQlz0Dt9AkTw43pqnnR7AEnHnoSRas5Tpp8QvgXzGOCRv4+RKl8X089cATNEWNRBZw+UXmFk7znANDyMufSWt2jvnTMwSjYzQ8S7IQ4+pTGNPgssk9jJRGORvViVsG5xyqITCBpZZTuIpiRPtUS2N4i3PI1gJ2ROKMY7x4JY+LhH1hgyNzCWejGr/4witRuVHKZ44SRU1ypXGkaZLEEYux4fIrr2Hq8aMoT3Do2mdy6r9/QH7fOPNRk9OzNfJj+1CJ4WBtgcg65kuKa/cc5FhllkPXHWTue49Tbmom8xFKSOrDjmlX5PmHr+SBB37AdM3iaZ/rRqsU9h7kqdmQmhcgXI1DLcMTTUcwLBkbHWOPssikxQ+rIaXEMuJaXPfcHyeZD7F5zcJck+NnpwnyNZ5x7XVIrfne/Q9gcjAROCb1AZJRn1arSVgYZyiwlIa9tqElAUfcijj9xIPsKV5BQIC4aoSHH/khp8sV8ALGkjKHrnoasjTO2e89gYkUY9fspzAWMPPUo/haoyJYCJsUfQ+lJcfnLNddd5gfnJon8CUvLIzjZJMzjz3JE/NNgrES1/zY1bjyCXzlM37ZVczPzlOuLDIxmmdi4sUX/Ld514Xzzc3VttTSbP3n/yF+5BuUnv1yat//GrnX/BbeVS/csvZ3komJIWZmqjstxpZxqY0HLr0xXWrjgUtvTNs1HikFe/ZcXKX7r7/++lU7tBMTE3zjG9/YEXkG/fv19f/6Lg8/Wmc4ajC+L2DeeUzYWU5PlagXi8iCw9QdhZzgqXiBA3KUw5MFan5C7nTEycRgVYJHi5F4GleySPl0FmKFForxksC06kwtRogwpEaeUWWRY5aF6QbzSY494wEToeB00/KifQUWh/IsNpo0ZmqI5gzPGzFUhyZp+JqmbdLUTQ7JEq1mwFRDEpWGODQskXFEq/wUTueIijHNvOUyns7ifIu58CwFXWcyt5/vmkcpmRYH9Y/RzLeoxXVi63MwP8LZKY1TipEhwfyMQSwu4jCUri5Srxpc5TQHo1la/kGmhy+j4GKchbMLBmMFxREfZMx+mXCFm+ZEqUxdj6HD6zBRyHjrCZxfJPFGeXEpx9eDBURDk8xZauUKE1eP87TaSUInOcYwV3ma0/nLOH16hiA/w5X7h3H2ShpPPsWobrAwdoDT8xGHwkdI8gEnRvbwrOFDFGd/SKTyjLgRHg4rhPkRxsQI9cZpcrIFE+MsLI4TxgnWGaJYkiNioiTYE57Benn05EHm5AK5WY+pepPA11ivRL0Vc2DU4+DMozxkh6gKSS0scHDfGFPlBqMln2hYMJHMMRaMYU1Mw/o07BTVqMjEkOLMcTC5kJabR4sSca3EyHieiZGEvSMjVGoznDgFtdJZ8kmdOKlxYL6JbRQIL38eB64dJlhYJA4S5Oh+1Jlp8o0pHm2MI8bG2ANUZ6eo6CL5nKHW8An2ap6Tz1H3BQ1PUzrxJKa+SCV3DVNKMu+f4cX7R4hsiZnZOUzrLL6YpOTvZbL5JMeaC5xojjA5cpC9seOaMR/PS6hKxVjjOEewTJk8KhijaWKOVUL2CcOVMuFkbQgbGPJBQt2O0vQCqvUQIed50eEDnHi8gpEeY6MRkwWDXzPkigFPaR/t5xBPzZA3IbmhhP+uSsbye2jEium6oaAMz9yrKS3WeCwOePrQAnklmB+6Fs+XPHz8DM7muPbKYSZwxEJw/9mnyCMpekM0vTxJrYUaPk0uqiCqIxRGDzByaJSkbDlZjtH5mAkEJhczm5ymYT3U3ASHkrPkLj9AZIo8eqpOzosJDQT5gKsOBaiG4tGTC9STBuP5IuPjPjmxABF8fy6H8gTPOVxk3KtSqCYsTPm09o1wppxgGgnjdppTWtBIiuTQJEowPhaxZ3iMREiOz1SJbY5rcg6KZU42pxnSY+wtJ5x0IX5ujNBInmpWGTJjDI8LfFPgcEkwHguOHH8MQRNTX6B22QvYW9LsN5Zppzgsj/CA3oPIW/6v//U6Wsn6nqq1GPTv14+8J8rMHkftexoTr30/tUe+Q3Lsvy8ZIyojIyPjR5lHHnmk+zqKIv7hH/6BJ598cgclGozFhUXmQ8OpsMbkyRpKRgjvDLPmKpoVzWgYMxdKbDLHqDxJvTbG/1cfQxQbtOYOcIU7TYkGPygortFPMjkT8KR3gNNJDekkpdkhrk9+yGHbZCEZY97fx7TWlMoVql4dpIdrjfFEK0+EYXb6ONXyKNFii3y0SNGr0ZqpEJlFFoPDPCUXyfuWK5plvLrmmH898VSIOPEk1/pnKBpHpTDCtA6oRglaLTJ69oeMtRZoygJzukmwd5ZQBZxZ+C4H5z2s8REOGn6DM/UCsrCITqocN9fjjU0xWhnm9NQIvouh6bFPJCTNKTxP00w0UavGmKqiZIuz4XMYlXCynqBFgynqlGyZwnxM3qsRU+bU7DBu8igP2GuZlQ0mk2nGKpKzTNJ6qoanHJFJOJk49FiDR8s1ZBQz7zeZnY4Qc4JnuSdB5Hhodh+5OMQgmJUhc4sRM4tHWYhCnIj4YaxwuZhmY5GTwmeUaZ4mZzCLc8zXrmWstoDNO2TkCIMxHq01uTqa4rIw4dH8PM18zGLic3k9xlQlc2aMphHYoEJSqFBLZrHhlSiR8FRoKNopgophIqxhrcDnJKJY4nE5RqPmOOAdZ6G2H9E4zYxWJCLB6DKXS8fZxb00WuNw9jTTVUuxMMWeVsIZoTDaUhsbQzdDYiuYPrqIMTGVsM7Tr5lidv4RdCPijLXETcPVHMFWGpTHJjijcjRaeRpzBU7JhOEkJM4pXlAtU/EDnkBSn20QWY+HTJ2h+aP4dh5fS4yxlIeKuMWEmSBC58/y+PwETtaZcAmNySEWFn3+Z3GaZq5FMQ6otmY56wLCYIgjXoNqUMXEEDUdSdDkgNS4ICFpVZFmkbMPTuEin6YapSrzHJ9fJBcq9gdzlMc8Gq1h4kad3FiFy52gFkwyFSVcHs0wqhS6HnLcDjObq+KKBYLaLKNBk3J9mDkTsWjnCIJxnjhV479aRQrCshgsMp3As5oJrXiRZk5QSuoEsxVaRnO6Nc9TNYHXXCDSBZ6+cByTRPzP0AgNWUfHAUPiCEncIrc4TzWqM+f2s4cppNpH1DzADx4/wrCrM1ctcoAyNXc1KhhC5S2t2FBv1Zm0MfGjdaaHh3m8Po5dgOcMPYHxJKP1U8xFmlOFgGE0MgkZ9xcpz5/lSPVpFEPJaPERQhVwYn4fnmwyaRKITnBKHeJUw8OPmlhpiVSFapRQnva4Tp3AnFrg+82APbqGDgw2sDTmjvFAbS8PyjL7EsW+oQVM0GBWjbBwdpbc3ssu6G/zwEbUpz/9aW655RYOHTq0lfJcUJyz2PJJvOt+CqE0+srnkRz/H5w1CKnO3UBGRkZGxq7A931uvPFGbrzxRj74wQ/utDibwsYtwmYZIWIaxuPpzZM08j6eKlOMmgyZMmfyYwzZGC0ToMLlzXnGooj/tgWK4hTCBeQNNHWB0EqC5hl+wtV5RI6ho4QgqOOrGJdYxoIpTgQjFBqW1ojBSsGVlZM0Qp9EN6hrSeIazKuAZ3ohGsn8npBpXabUSqjpEYRtcba5wESkKZgympBITvED1eLK5hBTpSbRbIT2HSPyB8wZi5dYlGghEoGNPVRkaTlJpWIwnsVID9tcIJQFDrfKtLx5LkscM6pI07fYqIpxESXbRPgOohaF1jT5+jwLqoTnWQAucw9j7CTCF4TeItaCilrM50+TNGB6CMbtIguJ5InqWUQJKi5hvy8hX6NiK4RGgBQMmQrH5wrMX/YkQZhnj1igaYsk+RmilsaIGJ2UmVRTJELjRIQUMdpME0kfhSIUdfKE5Es1ZuMWw6pKxYHGwwubLCZwbfVJdNFjXizwlNyHTiJqsWDmJASTVZpxHofggJxjpFXmpDdJo9FgMZknJ0GEcwyHM0h5Gm0NftSk7nLg4HSrhgsdRvvs1VUW5RxJPM2YFkhviFAFDAEuV2XcVmmFCts4SujGkUGVJh7KgMXQaAmsb5iITtB0U1SUpOof5qHjZ8jrRUaMRscNvJxiJvZhVJErlfBMhYZncUGd+ThA1WJkAxYSh1QthiunqLVGSYaBgGsDAAAgAElEQVQl0UyVMWZpyAilJmgmhsfNWZ4hYqwJUcLi8jMEseFUPMfs2QkWm0WKuoEixBUjQt3EVS7jqniKk/kAoxyX6xmkjXjcjAAxY0kNbMh+MYs0CSXhU/RqHBkq0KzDWEtQJuFkWGFYzNDMD1OwVaQTyHgPz2g+QaASGrLISDzP8SRGuQJ7K0dBCSqxYgFBkj/FKBXyqkrQ8qmFAQ1TpKlghCqj5VmqSY7W/v0sNjV5FzFChYKpMRUfxWjDvkaORGmiKMQttHBDkNMhY+YstlGkoh3GWXR+iti1KHAWWVeMqjmUajGJY0RFEJU5XtbUcwnEda510wjh4YuY0zM+kjKT3gJercF+BE61EBq0iZAyYYIYBcy5JnUqhHaMorN4rZjygmF/pUxcyLM33+Cxlo9wi1wbn+TxfJ69SZmc8Zn1i0RenXjeMqSqGCnRThFrTT5poNRRKsLDF5aTsxELQ2W0nefB0w/zot1iRI2MjPCud72LgwcPcvPNN/OzP/uzKLW7DA9XnYUkRO45CIC+6gUkT3wLc/Yx9GXP2GHpMjIyMjLOh4WFhe5r5xwPPvgglUplByUajDCpMlKIqBmFLteQnqHUcjhtSbxTzHoxlgBsBEAriLmi0mSiqNjrYqyw+LrJuC9wwEJJ4ZkTlBOPURFSt5dj0dSMJJGOeq5GojysAAVYLJaISQxCWE5hWCg6cvkmYctgGh6n9QhOOCr+Ar6V5JKQmggYMo5C8XEEEOLjmQp1r0XsPCIvgniS2FvECc38qMQRs6eSB6HRIsFhsShiLLgQZ3LkVIxVMcYKnFdnDzGBt0AlvozIKzOZzBKFAdq0MJEiKhTJOUtDJATG4TlFUc5ggaonsc7Sch6xsqhSQCAFRiVgHdKFFF0FIxWxKDGsF2jEBXAabWP2U8YoxYwdxXg1fCsIaDDtaQQCJaAkYTSRzBVaKKE4xBS5piEJfHCgZQuTq2AE4DeQwlE2mlIUE7sYIeu0ciUKxPjCcLWbxrPQymm0DanGBYZcRKA9QmewIkEKQVE0iV2CRnKAeZSGOTsCTraLnIAQFiUM5cIMDS/CWYvGIWWIygeMiRoIwV5qGCWxQlKPznA6n1D1a+RxOJmgUEQ4TLBIXoTUvbOELkZJgW/KJCJBYWlIS5AXJLmTVEyORem4XJwi8iOKZpJICsAgJezXc5wIYJ8tUjLzoA0H/BOUrM8p5dCeZCyEho4Zc3WMsggZIxBMilPUXInFXIjkKZJghMj4DLuQWuxjrSA3VGcsCqmZBrnI4jPCfC5iXJ9CM09DW4YE2DgHQgARVgZMNuZAJFSLASeNz95kkQKGWPsoE9NINL6LENbhlMNzEVI70AGH4mmkSyDxwEHdNikGCzhA1mP8yPBcOcWj8jAVWyUvIhwR+3UISYnZXJVqIaFYi2h6EksLh6I+HDJUCwCPpzPDtE2Yl+NgQMoEGzl8kVCS4FmBCSIm5TShTSi5mGGvhhOWWWokxudAfIacsVSsQ5qAY/kYa86yN5I45THX8HE49gYWFTpMDooiJrQeslVDC8OV8jSnC2G6ISIcQ/k6szlDPilTSGLq1PD8aWy9zkFbZ6HgUJ7Fx0Nbx2IQEYQCh6XmeVjhEytBLkioRB5hEGHrCukktmlpzJ284L/NAxtR73//+3nf+97HN7/5Te69914++9nP8rrXvY5bbrmFffv2baWM24YpnwBAjV8BgD74XFAeybH/zoyojIyMjF3OS17yEoRYqkK2Z88ebr/99h2WavOoaB6nh/D9HFHQIHFQEj5TuZBmHpwLKDSqeCKtLmZ9jdCKE77A+GdY1BGecAiXwyEJlSGwEicc0iXowhxJ7NNSgnKxhkIjBQwpg5fMM6VHwYYIFYAApRKkk0gsFT/B4XBIcKBMQuAZPGuxQmIlxMqkSqJJr0PoKSzp65GkSZIIcp6lEkhkLEiUh0yaoFPdtZYXNLwWABN1zfXyDFUNLZNu3GoSYiEZU2dp6grzwxIdO4RzTLZyTA1XcVjiBFoa9jQCas4wpAyhjvCTBOtAa49YgbagRIDVjlKuhZCQSEWkfNAJE67CrK+4vJmjiaFcTCjqmMSptHqhgyGaJEriWcnVcpaGZ4h1gpQOYS01r4C2FukcE7SYFhYE7KWGtA6cZUE1yA8dQ9iIOekTNAOkBOkSbOBRE44rXIsFFyEw5JRgxjPkQouSIdrExEgcEodpV5xz3X+JSChoQ9EmzGNBWhKRoK1FewJjPDwZs9dWQYInwTiL9SR1r4BqX3mkj+8koXP4AnxfkYgQjMA6QUGUGbWCulCQtyTMg4NKvkksNDPWIhNJ0Qlq1hELGJEWT0VI6VG1CUUhCFQF4RwOg1EaicU5S8tvkrMJTS2QicXqAOkcUrSIpUTahJKoAx6SpYpwiWzSknW0DTCxYqpYxQDCekTt9dnShrxxNFWC5ywSi7UCqSUajXIwbGMS6TFmKiDBAso1qQQtTBCTix0jnmG/K2NxxNKmHsmkyWF9kikp0WEMGJRLNzq0boAvSaRP7Ce4VsKEW2TWSTBgpSJWDmkcTlmkM3guxMaGliC9vsrDJqBEjLIgMeSMwaLwHPiyiY0NDZuj4EGkixTqEQf1ArkkROHR0gZfxhiRGtZ7xDBWWhrtOazHHtWRiFiW8KMaCMVcsYXTAUo5ctJAIlDaMDXi8Eye0DUpO8vT9DEaIqLpaYraoj2LRTMqKyQIyrmEA6HGKI+ZYogRBi9MC78NySZ5YbBSkfg5LNBM7Lb8/q7HeeVECSHYt28fk5OTfP/73+fIkSO85S1v4T3veQ8333zzVsm4bdi5k4BAjl0OgPAC1GXPwJz4wc4KlpGRkZFx3vTmRO1qTMLVZppZAsKRMtPOEiYhzktwSAQwVjR4UYTRjiFCIr9ITTfI0yKBVDFXgHWAgHa9DYFBqxrEAeVChHYCS6qM5DC0AIljuhBRSHJ47e9wSwpL5PlABKQljLW1SAGJTnABKJl6PvI2IfI9jJGpkgsU5ALYItI5hASrFbNji2jpkDZVSBO51JfLhSRW4YTDSoVsK7tSWFqlJiKSOCGJfEchksTKIAQ413YmADOlGibRxCJt15OAdKRmYTqMMO/wZDoiB+nJ7ZogUmkElvliSAuNdYJh2yJwEdamxxZVxLwPi8D+VgGUQaNwglRZjCXKObQSxKEAl/bkE3fnMRCkFl0iQDmclIj2hVsMYprKUYw8pDEgBGG7PLiVCYGI24YhSJkKboUgVoZSbMjJkLOFmLpy5GLXGRrCCYRQSKFBSCQapO2OXSnQEmIRUBAx1qnOUkIKB06AcAgBgXIkDqwA4Rw4iZMxnrXpGFdU07YYSjailIQIW6Lhewjt0HECiaaowq6cSqXro+aHKJsahUI5NJJEWqSQ+B60cO0V6xDCESPT5S8cJduk4Tno0b01EqlACoM1oiMY1aKFnKSQhCgkAsswdRJyxDLAifaadhLPSXzvLLGRSKDhRcwVNH7DIaxjcaiFkpLESPY30vVpPB9iCU5Q8z0aXhMYQro6s8WIPbFHUycUnMU3EpwCDE6p9KJgaHpFrI5QgQdeeo86IWkGhqFEpZsaSuBS8xNlQvxIEDuJ8yXSWgqepuUkDQ8SGdE0lnquhRTppQVHkFgangUhsFYgtOAKyngiT1E7ytpD6fS3Jtf2juPggJlnlhJWQEVbWi5CArmcIiEPIko3vXBYJFb7lIegaAOsdDjnCH2DjyKQDSIVEOUKOFcDKag1Ei40AxtRX/nKV7jnnnuYm5vj5ptv5t5772V8fJxyucwv/uIv7g4jqnwCMTyJ8HLdz9S+a4hOfB8X1hHBxfXgyIyMjIyMc3PXXXet+/073/nOgduu1WrcfPPN/Omf/ilXXHHFwO1sBmliQimI/UVUS6GVoyVjcCL1M0iHFKCFSEPC2s6GSGkCE2I67QhAto2otjbqeZZEKkLVPkqkBknaRtvYcgIrNHMFwVBkUdYi2hpw57BejbhEC4dGSclU0aLaeqqnLImUxNKAlXjSsuDHFJOYYuKlfSsLziFFGmYHIK1FalDKsqhDQCBdWzuX6fhd21LSUmMlKGER0uH5UVcu3ZNxoJTFtD2UFo31fAKZKveJ0EgFOItdlh/tUNICjsQJ4raVJwHfRV0FH0jlkenAG15CzUvAtW1X25HHYYRlvtRCO40FluwQiST1FjrV9oqohMV8wv56ESslShmk55BKIgQ0VIxvJA1PIL3F9IpI2e1wLp9QVU2GyWGVD6RK51TRgEg9iYGLQUis8qippGu09TJGnc5SSj1D4ERqIFgUkfSRLr1OgYLItNdcZ+7RCAXWWfIiAQRGSiIdMuSahFiGRY0Fadtrz6JwjASGilg2y7SUQZpUGAE4qZDtZx2J9vJNVBo6p5QhcRraftCAhEQGOJsaXVI5rJG0q3ijtMPFEBiF114GTWL8tuFopKKgEtyKZyslckm+dLyWUEGSCyk2dbdiqBDpmlTKYtpe1bpnCAsCa9Jr47sIpKBeCGh4LQoIPKGZLoXkI52uTyGQaKRQGD9P6IcoBfttGYRgIe8oVR0NXcDI9H4wAk6XGkw0A5CptxIkvkw4aOaY9lJPcvfHA9LnWyWGp3ItDDAa5dP7kPS3JfRiZOilNl37Mg3bJk4oBA7nLEUijFA0Ez/d1Gn/biz6EQKRerxEavBioRlImrJF5y4UCJS0SGfT7QYvQUqwCJzZRZ6of/qnf+J973sfr3zlK5c9ZGx8fJzbbrttS4Tbbkz5ZDeUr4OavDr9bvY4+vJn7oRYGRkZGRnnwWOPPbYt7T7wwAPccccdHDt2bFvaXwsZJiTtB20qIfGVxElLbDXCOQQiDdWS0LZ66CgniVQIa3oUvbbxIwRap0qHAFrKsKToCkZcnVRFkGhnwAkqfkRTRYxVLMoVUoNCgJQW03VlyG4bqV6eKvhYaOo0d6Z7qEiNoarfNqJWjrttSEmh8JRhpYqkZNtGEA6BQ6bOjtSoQiK1xcSuI05Kt3OL7TgaROqdMEK2DRiHbZ8Qq3Tnf9lDSAWpa6tnRoUD4SymPb9SuNRjIaDmxbiOOSIglprIi1FCUvEjlGt7kDob6UK0B9Y+od33YhCl+UzY1OsDNHTSY56kyrDRqYmbCIlVAcrGtLwCLVVH4FjMRYTKdmwotFC0lE/OxT2z21lHqxHtpSaFwHOKCLoGJaRry6BRzqTGCI6aZ5ZabQsshex6PQEKoolrj6uWi+gYy6L9z4nUw0knXE0GS6K2pZVCph6S3uvjlr7vDMuJ1GwwQuJp2R1pOu1L52ol0UIhXTpeJdoP4G132vHy9dK7UgUCYR1GgVGGEaO7AqtlS8qQ5A2xEUgEQyoBW23Pp6RajNveUoHUFoEiafctgEh5nC00mYxL1AKTenFleq4DTg4lOJLU6JfpSbHI0dSOMOejfEOQWHygoR1GCBLlY1TS9nU7rPQIRQ5Hi0gtWVeduej1GHfHJds3f5u8i9L7DYEUumem050fKS3p7ehA6fZiMcsbdQ7pHEq7NM+Q1FAtEK7qf7sZ2Ij6/Oc/z913382rX/1qTp06xV/8xV9w2223USgUeNOb3rSVMm4LLglxi1PIp/3Ess/V3qsAMDNHMyMqIyMjYxdy5513bku799xzDx/72Mf40Ic+tC3tr4WLVdfRk6oz6c6+VRKtbOqxAJzs5LsA7Up0idRpaIygrcanCkgiNdrE3Uab2qShW6RNFGkStbffx20DheqqMi0t0Cpt34geo0hKhF1S6XtRKCBJPTSk4VQC0fUaWNn3NCSgZZon0hPUt/RlvxN6qHlx18uynLY3qys8vc6Spc+AWAeru+ntp+sdkUiRhpqt7i2NJ0wVeUmiEyoranEpBc6lKqvq6UC2jQInQCJIZJpX049Yeng6TgsK+OmcGeUR6dQjIx3Esm3SidTjF0vdHkaPSruWDdUxoPpO2BJWKpRNQxh7j+s3M8tfCqSEphZ4PRennG9h2wZjx2C2cqlBKRxWLG0erGUA9nYWqyA1ctrhfQ4B7RDPjqEnhEN7pnuJhQChli+blUOJVNt4bHt9Vzyqrrt2JBIt2nPf+Uylmws4KLRDZDsbKN1upEMpSEj76TqN1xhyIjWejYiVRbp29B+Ak8zvAUQLENR9w/6qZiGX4ER7zSuFTCeo3f5SKHCoYhLXKzxEcsngWbPKtZDEcuXNm94bnaYcAiUd1igkEpyB9JdszWXndlNO1O/+7u92QxmGh4cRQvCRj3yEz372s1sm3HZiy6cA163M10HkSojhfdjpJ3dGsIyMjIyMLeF73/seX/jCF2g0GjjnsNZy8uRJvva1rw3U3u/93u+dlzyDPoy4V2cQvsFasFIgZZrzQFfBW9KiZvOtVPmgrfi1tRPJkuFgpezxqMglxdGlilya3pN6UzqqkROS5lIEPIlcoeB1TbXlKGWXNFNIc3wARBp+NZtvrT1+uSRzJxqxH1LIZf0aqdsZMSu8SKRGgGh7FVZ32GcAwLy/JKPseqbS0Ma0LbvMu7CS3ib7FTPuelmE6yrS6Xk9AjnHfNBa1lbn2jpnQUi0lLSETpX1dkhkIpa8jl0Z2pNp2udrZxFy+Vy5FYKLdk4R7bDDZdPUI2Yne8sIgVRLqXhGBshkPfMLPCWIneseJITA9ijnUS5ZZiurrvdxOVUvZm0E9Ixlo/Rbfsvmf9nnnQ2PtYlk6jVaafwLIbohs51WZduAaSkfsCiV3qu2c4CApGcepOtsWKilDZLunKZjd+2TRcfAbx9gZBqyqFRq/HewQmBEungX/RBWOJBnc83eUaw79g5GuO7mykqUtohO2ppbMrKEkEhE6rlsDzgONRMTQxvqc6sY2Ig6duwYf/RHfwTA0NAQH/7wh7nhhhu2TLDtZqky38FV36mJw5iz2xMOkpGRkZFxYbjjjjt4wxvewL/8y79w880389WvfpXXvOY1OybP3FwNazehsbXppCZB6mnoVjtYir7bBB3FSqTPLYJuDtJKyfrpNUnbMFm3y76aJn2V1VitoYb0KvAdw8etOgTR9lL17sIvhRdplOu3O93J9OkvVDf0bgUtbfp82t8htmlWhBuuVtQFbi2LZcVHkfaxSVomQ5Am6ndD6KTontW5vl0vxqpB9y4w1z1nuRhL75QEu5Rah0KuDMRa7sJZZiQuR/W5LmkuUVry2q6c9T7y99rsomcxCyHwtehvQK8Ut20IdcM5N3yvpTO/lneow2y+yao41XY/Si99YRLZNXQEHcPNte/d9FMHhPml4gydMfeb37U4W4xIncyi3+1KSybpxknnvjpH08uNfYVALAvhBKj6G5NP9qzX1Iu4LKqWRVlkZqa6obZWtS3FQJtcA9/7SZJQq9W67+v1+oYW5MWCW5wCqRHDE6u+UxOHcfUytrHQ58yMjIyMjN2AEIJf+7Vf48d//Me5+uqr+dznPsd9992302JtGt8lNHWCEIM9i7E3n0cI0X6/pLhI0V8VWMto6GdddfqIdICVur9utX4EGLCk+PZqE0m7/HcaerXUgGL5OPph+xiHva1LsVTxbhCWeZ5S7XZ5/lS3x+V9pB4+ueqztUXpGbtYbhQsHZG2uawvIZBCtNfPOhdgwClYOS6l1w63WtmXW3GcW/H9mif2vF9r7a5/7lqv+9NUafJYv7W5Zm/tdbDyOtkeq2qVJ6+HVZ5c3d/SkqI3tHTtsURqdc4h0M5Z6um3nUe11OLy7+dz/fKO+q/5Ze2uc5dt3HKQXaO9n+cq2QEbZGBP1Bvf+Ebe9KY38fM///MIIfi3f/s3brzxxq2UbVux9TKiONb3wsvJw+kxM08iDz3/QouWkZGRkbEFFItphdUrr7ySxx9/nBe+8IXLCiHtFoxwxHqFAtxHI4mlTZXovt6X1SwLE1vT6lmt5PRT4JfaZG2FqmcnfcOITsr5ktcJtzzcrStqHx2qn+zLTNG2cebc8sCrNXOC2uNY9lb2+2rpmI14AlbOWSf95BxnrSPkudn0mWt4Jjd8upDdgmyb6TvuKbG+vL11rJCePjfCetcoVGtsJqzdWM9cLb9Gs/nWapl6D9mkMZsWX1kjea1XJCFhDa9sr3wCgZX+0nvR3yPVG8K48vdg1eYAnXu4nR+2wYvfb5NBrAiQ7O1ZJ7uoxPl73/terrnmGr71rW+hteZ3fud3+Jmf+ZkNnfu2t72NcrmMbj/T4OMf/zjPe97zBhVlIFx9Hlkc6/ud2nMIhMRMH0VnRlRGRkbGruQ5z3kOH/jAB/jt3/5t3vve93Ls2LHu353dhDtXTFD3uPaLAXTr3RBHskpGsfy7jemfg3udNtbkUrjkxk5dqRZuotv1PEssV437XeHe/LLefJi1+9vcBsRaeS7L21x9zEpJjXSrCrQt9bF0wspRnkvejYboNb1e5XylwbDi5D523Ybm7TwMqV4Z6l7SNlb6r6l+uXgrx+DWCFJb6TncKG7F682uo/UQIs3rdDgCFZ37hC3mvP6a/NRP/RQvetGLumF8CwsLjI6OrnuOc45jx47xH//xHzv6x8zW51ETh/t+J7wAOXY5ZubJCyxVRkZGRsZWcfvtt/PAAw9w+PBhPvzhD3P//fdvSfGjf//3f98C6baPTk7ERrngBtQ5w73WDoFaj/WVvHNYlttgW22I83MmbYg1m9/gmDsPK163rT7Em/BSre50xdv19O7zvHbnGtNGxyz6ho6uOmrNc9PKCdu7EFNP9Sozb8UxS96ni2FzpddQ7ucx7GwmhP4uqs73pS99iTvvvJM4TqufuLZ7/eGHH173vKNHjwLwrne9i4WFBd785jfz1re+dVAxBsI5h6uXEVe9YM1j1MRh4mP/1R1XRkZGRsbu4oMf/CBvfvObAXjFK17BK17xip0VaEAS6dE/+zylTwr+mmE4q7nwf9/OJdd2/MlNCzOs0bNI84k2dU731N2rH8gNp8X3sfQ2UlBAdFNY+hYu2RTr9CcQA3tJLjTrrW3RLuaw3YbLujrtuSMkV7R1YcKjN9SPGyxn9HwY2Ij6sz/7M770pS/xrGc9a1PnVSoVXvrSl/KRj3yEOI55+9vfzuHDh3nZy142qCibxoU1MAmyOL7mMXLyanj0G7jqDGJ48oLJlpGRkZGxNbzoRS/iD/7gD5ifn+emm27ixhtvZGJidTGhix0jNHDhQ1V2juVFL/oZiVtl/J3LRDpflXZDyv0mhnJ+xsLKPJmBxbhgbGQTu9+GwYVS7jfP1s7yynEvD+Fc0fMG5uRi8Dxtlq7MO2BJD2xE7d27d9MGFMDzn/98nv/8pTyjm266ia9//esbNqIGfc5GL+HZWerAyIHLKPXUlO+tLx+aZ3Hqm1BsnaH0tKedd587xYWumb/dXGrjgUtvTJfaeODSG9OlNp61uPXWW7n11ls5cuQI9957LzfffDPXX389f/Inf7LTom2K/mW6f3TprVK3/X1tXBkfTHFf/TDWHWMTgqxXbKDv8ZvO89lMgZTdzcVr8A3AxbKWLxADG1Evf/nL+eIXv8irX/1qgmDpad7nyon67ne/SxzHvPSlLwXS0LrN5EYN+pyNXpJTJwGomRzNdk35iYmhZfXlnRgD5TF/5Ic0Jy9s0YutYuWYdjuX2njg0hvTpTYeuPTGtF3jGfQ5GxeCVqtFFEU451D9MqsvctLS5he+8tTFwG5XkDfGkubZP2dlgBY3mEd2cfOjpZHvlpDE9djJVafULsqJ+sIXvkAURXz84x/vfraRnKhqtcrnP/95vvzlLxPHMX/7t3/L//7f/3tQMQbC1uYBEOuE8wmpkXsPYbPiEhkZGRm7krvuuou/+Zu/IYoibrrpJu655x727t2702JtmoZ3YZWDS0GZ68e27PhvU/7W+SJXPpn4vBlMpvNZS1k+en8u1fvzfNmJeRnYiPr+978/0HmvfOUreeCBB3jjG9+ItZZbb711WXjfhcDVyyAEojCy7nFq4jDxw1/HWYOQu2/3MiMjI+NHmQcffJA77riDn/iJn9hpUc6LzsM+M5ZzcfhadotGu1vk3BiXVAjcLuACFJHclQxsRFlrueuuu3j88ce54447uPvuu3nPe96zoVCJD3zgA3zgAx8YtOvzxtYXEPmRcxpGauIw8YP/hp0/jdpz8AJJl5GRkZGxFWxFOfOLAbPlXoWMC8XFonyer1cncwplXOyE8sJvNg1syv/+7/8+jz76KA888ADOOb75zW9y5513bqVs24arl9cN5eugJq8GwMwc3W6RMjIyMjIyMi4hxIr/dzcXzygyL9QSF89V2RrEGq83QrQDuxUDr8RvfetbfPrTnyYIAoaGhvjzP/9z7rvvvq2Ubdtw9Xlkceycx4nhfeAXsNOZEZWRkZGRAX//93/Pa1/7Wl7zmtdw991377Q4GRkZGRmwI0lRAxtRWmukXDrd9/1NVdnbSWy9jNiIESUEat81JGcevQBSZWRkZGRsB5VKZUvamZqa4g//8A/54he/yN/93d/xV3/1VzzxxBNb0vZ6XGq7zRkXgGzRnDfZFO4u5BZUtdx0n4Oe+PSnP527774bYwxHjx7lox/9KNdff/1WyrYtuKgJcWtD4XwA+vJn4RbPYmtz2yxZRkZGRsZWcvToUV772tfyute9jqmpKX7hF36BI0eODNze/fffz0te8hJGR0cpFAr83M/9HP/8z/+8hRJnZGRkZAyCYBeVOL/99tv51Kc+xdzcHLfccgsvf/nLueOOO7ZStm3B1tPy5rJ0bk8UgLoifaCwOfVD5HU/tW1yZWRkZGRsLZ/85Ce5/fbb+cxnPsO+fft461vfykc/+tGBw/Cmp6eZmJjovp+cnNxUpdqL9TlaGRm7nYulgMeF5EJ7yrZqjrfrWvnaXfAHyQ9sRJVKJT71qU9tpSwXBFcvA+s/I6oXOXY5Ij9McuohvMyIysjIyNg1LCws8LKXvYzPfOYzALzlLW/hnnvuGbg9a+2yKmeL5+cAACAASURBVGfOuU1VPRv0YfFSOozNgosydp7OKtzIKv5RNGw2w9bMj2MQc2rQvjd63k5c+0SogR8kP+jD4gc2oj75yU/2/fxi90a5jidqAzlR0M6LuvxZmFMP4ZzNqsJkZGRk7CLCMOwaOjMzM1g7eMjH/v37+e53v9t9PzMzw+Tk5HnLeC4y8ymjl8w4yTg/BjO8LnYS6V3wPge2CEZHR7v/isUi3/nOd7ZSrm3D1tqeqMLohs/RVzwL16xgy6e2S6yMjIyMjC3m1ltv5d3vfjdzc3N89rOf5Vd+5Ve45ZZbBm7vJ3/yJ/nWt75FuVym2Wzyr//6r/z0T//0FkqccSG59NTInad3TqXITL1B15i6iOfOUxc+92hD7EBhiYE9Ub/5m7+57P2v/uqv8v73v/+8BdpubHUWURhFaH/D56jLngmAOfVg9tDdjIyMjF3CTTfdxKFDh/ja175GkiR84hOf4GUve9nA7e3bt4/bbruNt7/97cRxzE033cRzn/vcLZQ4Y6vZDq/NWm1mHqKMjK1lo/dUTlua2y1MH7asJnmpVGJ6enqrmts2XG0WMbR3U+fI0jhy7AqSY9/Df+4vbJNkGRkZGRlbwcLCQvf1tddey7XXXrvsu9HRjUcirOT1r389r3/9689LvkuBzeTG9J6z1Ynp55PbcSmzFXN03jII6DhUftSMS4HDXQSrrCNHoC1hcmHTUTay7rZqbSrl2IHifFuTE+Wc46GHHuLqq6/eEqG2E1udRU1uXk597UuJvvMVbGUaObz9MfAZGRkZGYPxkpe8BCEErie8o/NeCMHDDz+8g9KdH1upEHvSEtutVazUGkUwdl6dXJ8WPjmiC9LXdhs1nrQkW3xdd4Ld5NlbKasQ60eXNclRoLXdYnVZHlq583fjete29ztPW6INGn9iB8Y1sBG1cifvhhtu4IYbbjhvgbYTZy2uVkY+7cc3fa53zUuJvvPXxI/fT/DCN26DdBkZGRkZW8Ejjzyy0yLsCrRyxBdpesP6rJ8YH6PxSDbVYr/WzkeJ3w517lzejY68WjmMXX6slo5knQqPg3gWz4UUDnMRKOwXI5uZ53Ndu5UUA0M9VMs+W299b3wzJb3vpFh+/naizn1IF6F2kRG1MidqN+AaC+AMorS5cD5IQ/rU5c8kfuw+/Be8YVNlbTMyMjIyLjzGGL785S/zn//5nyileNWrXsWNN96402JtGs/GJKyfx7tZRWs3sVllbRAjajfga0eYLL/Ga81N4Dma8dKxQqQK8IX07shduBwvFu+Xr5eun5QOtvPe3kTTSjq0coTbfHsNMtpYB1sux7kY2Ih61ateta4h8dWvfnXQprcNW5sFQG4yJ6qDd+1P0vra/4OZegK9/9pzn5CRkZGRsWN84hOf4MiRI7zhDW/AOcdf//Vfc/z4cW677badFm1TSGuX1dJdqegVPENsBFvt/1jZj97GMLFBlFclHNatHnND5ijYFoG2KOFoxJvZz770uVCGwso+HIKil2z4ehT6eFQAknwer9lc1cd2eNM6yJ611n/+Nlc2PJQBRbteON9SD2bwQtoDsX6o3dbNblUUGXb1c/7OnCufqxgYAGSf34LtZmAj6oYbbqBcLnPrrbfieR733nsv09PTvOMd79hC8bYWV02NKDG0Z6Dz9eEXwn/+H+KH/yMzojIyMjIucu6//37+8R//Ec9Lnx/SCTvfbUbUeoqLAIQEzNb2WfRTwywygylw56vQdhSr9dQiuYYR1TlLq82l9l/SD5IVq9+uVWGwQz8DZTMFE1aW6TbIgez8xor8ISG3OI9POMw6CrhBIte4wTxlwaUGYtIOjQ20bW9qrL1Gkk0FqqVsR1XIiigyRv0c/S7diZ5Ke9Irch8Hud/XMg6lZFmRiI16vnaiKvzARtR9993HV77yle77D33oQ/zyL/8yz372s7dEsO3Ato0oOUA4H4DwcnjX/zTxQ/+OffFNyNL4VoqXkZGRkbGFjI+PY4zpGlFCCIaHh3dYqs3TT9U4H8VJSYd/rme9XKBN3bxnacbnVop7x6skJHbp/+WV6NyycwZBCbDrTu7aoXHLP+utjzeYTOdKwN8M2gqMXN3aRtvxtcUY1jU4ZI9BIlZcVoHrG+K3ngKe8yxl8hTi5V6bVQa0s6s73CjnuJn8QOCi/of5Ov0kjDteKoeWrmtE9SMK8hCvP+vnuibrm2gbZyMGsacdcbL8mgY6NR7r8ercq5XG91baNut5pYbjxhb2tDEGNucrlQrlcrn7/uzZs8RxvCVCbReuNovID2/qGVEr8Z/9GsASPfhvWydYRkZGRsaWc/3113Prrbfyl3/5l3zpS1/i3e9+N2NjY9x1113cddddOy3ehsnJpV1w20fpESv+h/S5KWshaO/2boLeYMEmuVV995L31u5by41XslhLUZTSUQxMWtZ4hXy9/1biEMzL4RWfpNRkfg1511IB1/cObvTzld6arQiXWt1P2qZya130zfcZaIvfXmO9/WnlcKTeo7XwNrEGlHSUcquPz/vLP9Nu9TFr+Sg3c30gvVc2amgG2oFIq/OtRSRSHXSttRVoi5BpmG7R25iLeZANg0VRJBTL84hSmdwasvXm2C0ZVMv67nMdls7uHwS5GbRyy37bluZZ7MgDigf2RL397W/n9a9/PS9/+ctxznH//ffzsY99bCtl23JsdW6gohK9yOEJ9OEXEz/8NYIX3IDw+//wZmRkZGTsLGEYct111/HQQw8BcMUVVwDw2GOP7aRYm0YK0dU2EhT+OYomCNLnpvg4omR54d/zUTM85TDOUfRiXLsaeCd/odfnstJA87Ulbu8eC2Ba7mHSzg0sx1qBUNJZ3Draa4Iixuv7nUUToVfN7VaoZXnPLOUBObdcwxZpGJIjNZDVefbYbdktfy9Ic0Y2l7mzdK6Wtq1YC0ySeutWSpqgyRMBgpossqcnBC9CE4qAEZZvtncqyZ2P43NGjnGZndnUOb3eLyUdkVVoZ9Jrs2KSBI5AW5pxfzn7fRYoS8MOloun2vMsOoaM2Zg/J0HjsTFnhgNCsdrQldKR81JPWr9HFZwL5SwVUaBIE8e5i473rs+up/kcxpBSjqIyGCO7pdtr3jD7411kRL3lLW/hx37sx/j2t79NEAT8+q//OlddddUWirb12Nosas+h827Hf94vkBz9DtGD/0rwgjdsgWQZGRkZGVvNnXfeueVtfu5zn0MpxW/91m9tedsbwa0IIJGirZS3FXMlUoVPkBo9ZUoMJevnPLTwsUgKtFDCpdXA+iBk6gGIhGubGhtTWjzlEPR/3ovsJuunuTYJCr1OgpfAIVVvv8s1XtFWqublEEUW6Md2RipKZ7E9YWWdcK+Okug5QyJ0930oA0KnKLomET75DTw7SPVUYtTS4XDLEvE7zyjqHacn3apnkQrhwPWaE2vNjCPwUg+Tp9I8IIfArRHzqJVDCIeHoIWjIoo0RQ6BI5Yenkr6ltbPeZbWitDOqh5adZwQ0FAFIOx+Ni+GSKRmzFbXGEP/0RUDi7UQ43XX3fLw0PSeExIEFikFxohVjXWqY3aUeiHTzQMlWDdcdWV5cU/add1YYsXr3ivQEh7DOlx2fGoQLW9SCcc8pbQ/Ddg0CUlJhyeX1ivArBzlAGXWwjMxiVramBBATRYp2mb3M20TEqlXyb8WG/WSqx4b1QjNle7COzXOKzvvxIkTLC4u8ku/9Es8+OCDWyXTtuCcxVXnBq7M14uaOIw+/CKi7/09ZuH0FkiXkZGRsXlMEhM2azRrizSq87QaVdw64RQ/anz729/m3e9+NzfddNOyf4NQrVb58Ic/vDNhgD2aR0UWqYpiGtJiwVdL6p5BopXrKiHOCiKxuuxv5xwpoJgoWjJHXRYp+Jacb9OQJMRyxautXPUqtespEBsxr6QTFNu79Z2+TNvPtChKVERx1TlCLA/Z09Ys66uT+J7I5YrdZhA9O+HrVfxKkMzI9QtVecoul8Cl4VI5z5LzLDafxyI3LaNB0iRH4FnybslD4mvbXwcXAr3CsyAFhMtK5y+/ai0CWucorZ+247rroyPDQbVAzqTXMhJe17tS16V2GNhqIfutp5XXUQDDYYVQ5fB7QgoToYn7yGqQ3evZkbDfQ3BrstA9ovN11PZadt6PqyY53Vd0tEpDTJ1c0uw9tdaGhOu26nvpeZ0QWK2grovM+3vQZvlmgqeWt5XzLNNynJFwadwrnJxI6QhWhNfWZZ5Q5CjmLMXAdvPUfGkQIp1LtUJubfo/iLqkIkJ86iI1YHqLRehOEQpr0NJSWCM0MWzP88ppXRCpoWfbxW3Usr9tK492qAtcxRDOwxP1hS98gfvuu4+zZ8/yjne8gz/+4z/m+PHj/MZv/MZWyrdluMYi2ASxBUYUQPCyt5KcfpjwG39B/vX/N2LQhMaMjIyMcxA268xPn2R++gQL06eoLc6mRlO9supYKRVBYYjSyB72HLgq/XfZYfLF3VdQ4Xy54447eNvb3saVV1553m199atf5aqrruKd73znFkg2GJ1d8abI0QgsRertrJ40HqyFT74nHC0RapU10wm3c+03Q7lUubFSENscQc8Ocl6K7l6/ryxGKKz0EN3y4bZbva93V7yjpC5PMO9vJvRG7mwk9Kf3mNHEY4poxTGOYpAwKkaoiRICKLgajahfaJUgwqO+IqwpUI4QEIliIvGpCkPVWwqTWubAYYVHwDm0EyQ9SmhgQiLrM88QedFi2IuQ8v9n781jdsvqes/PGvb0zO903vOeuU4NYKEFCAKK9BWbC6LkAurVQiJ02hhj2kRoo/84xIQ/jJ0oJJgYb665GkNMi7FvAlwlSIu20Oa2EQG7i0GgoM6pOtM7PtMe1lq//mPv53mf9wxV5xyKU1A+3+R59rjWXnvt6fddv+n2vZ90o11cDLG9q/vY4GEhslpkwg2C9gybVcLERQzjiuAU2tZ3zr7uciyU8zMwTdS1WS0HuksWipvUKISGrVtTa2FmpRTqBt+9XuZvON9a4L6zdLyxlbkzjjUgIhCgXbYoVQeio2aiRdSiyz4HZUQqJV5bIg2uacxWlfGUnRIwxKGiNMnCTTbrb3W4+AyNrbQlDTVZuJ3rO7t3Zn5+pY6pdHzkcFrVwTeVgjNlSuUMT7XGaC1YhGTRbFAdtvtmx6Kpj5kCm1qLZqNAIh6HpTAp7TBuIg82Gm4RtC+xAZw2IIrSRLT1BF05tII4FEx1Oj9aYgMTX/deN0x5OIdPxdfTDln4qSP+lILCOY1RjVYvBGZU+2b60+dCDr9rEvWRj3yED37wg/zET/wEKysr/Nmf/Rk/+ZM/+a1LouaR+e4uvPn10K0B6fe+jfwT/5nyv/858Sv+4zIB7xJLLPGsYDra58oTX+LqxS9z9eKXOdi+NN/W6q7QXTnG1n0P0+6uEKUttDZobXBVST7eZzo+4GDnMl/89CcI/1h/0Ne2znHqwZeQvOrVwL1PSvhcYG1tjXe84x3PSl1vectbAHj/+9//rNR3Jyh1uhDytxYbnI5BjWvyZFrsRQmTyrBCHaGqkogD6d1S5jMh4Jsh6EgLXjf5qJr6E1/QkQ57MxMndUh4FGCb6H7SmCqNyZjqmM0jJnQK1YweWy2IAW0VM7eN1Bt6EnFZT4+UuWl7teADTFVCGcX0q30UR0NF6+ZYkYVWiBnpGBOqI8PzinrkO6GCLCWXjLLUZH46P3QIGqsDq3lGZISu0wyjqvEDkiPS8aJPx1hSVsI+JyYRFzolOqr7JjcJB66DodbuqLhFhL9Oa3zUjOr6CGdaQ/Cz7YKgsVJS6oTkVuaP0mgirGcvOk02voSfhawPglmQOU3wBP0MPjwBCpuSNPmNnI9oJ3l9HYKmIMYajY9i2tWURCw0pH6RfwSvOKBNPwzJqpxSZwRRR/ryegJyRa+xGbZpU1AuvL+0qrU5tRXkIckEIVYeFyv29CpFWdGRKR6LUYKTGeUTlIKOmxw5PtSaxuvozPy4i3dppSIiqW9qI4Gpycj89MY7uZH4IyOUWojUjVYDXi1oskKFM5rICBFNsIkksO8MqTOQODIrc82y4mYRI29ck0aBEk+k6j7wXhEZMD7gYG56FxkhQYgQPKBFmneAqk1WRVHolFNEXJDqaK8oQAlx0y9j1WVyi2A3WRQIzTuh68dMSbBaHWFIsRG0CjgMh1duIbeDQEvf3N/xm4m7JlHWWuL4UIXY6/Ww9q6r+6Yj5PWIreptPGt12gdfTXT5Xyk/898QX5F8708tidQSSyxxxyjzCVcv/CuXv/5FLj/xxTlpsnHCxon7OfvCl7N6/Cwrx06RZDeaON0K3lXsXb3I5a9/gSe+9Bk+83f/lc/83X9l88xD3P/Iqzl5/yNo8/xNRPqDP/iDfOADH+A1r3nNke/TiRMnblnmL//yL2/wpTp//jx/9Ed/9A23Z22tc1flgolRznG9iJ0ETa5qITCONaIF64UQFCPOEJhwmECqlkjSaK4vmo+wz2LUKTkUQPWCUD/TWi1Ci8KFxvlcC6WO8dj5bpmzTK1HS62TUKrWIjgUkRWmRZ+tskKnhxHyrtdeqAX5LzLCk7KBeMWaqkglolVFVKEOemCCa0jg4mj0IjE5lMj2dZfICB0rqGp2PkediKQxfYuMIzJN/yihJLrOeV+Y2hZdP4YAe6rLGXGcHEXsrHsCEBai4h1PJxQhoq1PccXsNMHMnl5noZUckhAB5zRYsCKkrsSUXYjGR85cKaFUMR2T15pHpellbn47hHA0uVhiA3mSQVGiJeBEz7tyZmzovKaKLcl1snChM6aiKYqErq3ImKIFeuUITERwDQNvbqQr6hhDMayGPTSBJKo1EVk1ZSotRNVHHNnO/Jxml8YGz/W5emNzo9wVe80gGjJqzC1Ncx+a4EEbYi1Ik48oC+YI10i84ULUJ5HiSIAOE2p/PI0iLFyXo2VzrNoE6oEB7w+JXRQ0panNLXuZI/ctWn6KQnBYDI7qJmaoqlG+bVTp/JmNgmeqU1TQFN0B++WQkgyofcI2pxlXspxDAnh40YI2JPpQnSocmt1FYcIw6iOqJmVZLCwqe+NQ4kzEftynXY3xOmLDKHZwKNf0c3O4SkdMvWJaRXSCx8eGLCrmPmKxT0DXGtSigtiXje8ZuLRFWoIONw4ozHAQD4j9lFJHKDTKKjY2bvSh+2birlnP1tYWn/jEJ1BKUZYlf/iHf8jJkyefzbY9q7AnHiZ93f+CGdz643mnUEqRfP87wSZUn/soUoxJ/93/jNLfumRyiSWWeO5RFVOuXPwqX7/4OBevXmJnNKKMW/ikiz3zfaiHV1BJG6cjHg9CECHsguxewWqF1YpYK9rW0Iks3ciwmkSspzHraUTbGpRSGBvNTfoefuUbGO1d49oTn+Nz//AJPvXh/0La6vLAi7+f+1/8/aSte/vxuRfY3d3ld3/3d8myQ4djpRT/9E//dMsyb3zjG3njG9/4TWnP9vaI8PQJiG4KFyvSINiguCLgvEEk1L4C1pH6kjiU7CZdJrqDk4ioiKi0YORQE9ByFklKAromCRrsgl3anExRC84b0ynXdMLECpF3FHPCLZyuMh7XtZA2l48bKCBtSNShEBqakWNFOw2E0RYXTMlZewCNCaFPM1Rem3d1Ug/ITBbFq+a7Koo8j5n6+5i6bQ5I6bshjdKHjSrBxD1ENQJzg1bUEEPftLBKCa0psa0TeQZf90dsA0g9yr6alUhj+5RawSihdIKoo0EYdBkIIcLaOlJhrAOJEtplyteSCT43oA/L9HxF5SwqBR/Ae40oEK+IUqFwCpRGPGSJm/usjFQb4wuMDnRiRz8EzlZtLpcpRKMjAqbWoFotCmWYBM06NSnVIoxJyShIqwJrHYHaFK+0KWlRYkJFUBGligiiWMszWqbkKfEUkhDpitykxL7WQgVlQQQlghtbsn4OSuN0QlIMcLEl80MKndAPXfImeMZEp6xeF0gjChVBGco4xel4fk79lqNVeLQ/vNPOli2+Ho+JjCAEQlCkNpA7zUae4aJhc8+F2W3LIJoyogNBIYlFFYqkOpTZ0iigvOZm+ZM0QuYLpjoDXw8KVDo6qpXS0dzgLHgFoshsqPOZeXPDvvgpoJCatZC6gklkCaqO9yAcRlScxMfIiquzxwAQQtCUcUpRVajDI2MnAhmo0JDFGURwOpmTPxsCpUpJwrDhgorYlyBq7ktmg6dq6JtG5n6LswESgJatcEEoRCFKsxuvEiE479Bes5FryjxHr5YEr2oy6tugr+KUBar5wE2pYyrTaBsbxYSvNMZ4dtNVVvNrzJ6lDifZlW3QiqDg6tVbBxZ5Omit7mqQ666l/V//9V/nV37lV/jCF77AS17yEl784hfzO7/zO3db3TcdKs6Izn/Ps1+vUiSvehSVtCn/8S+YTg/I/v0voKJb50hYYoklnv/wQdgvHbtFyaW9XZ7a3eXaeMK+C0x0TJV0IH0QTj84L6OBTmRoWUNqNG1riLTCqPo3q7cSofSBYeV5clIwrvyRyFsdazjZTjjZTjndTjnbSUmtoTNY574H/wNnXvTvuPT4Y/zrP/9f/Mv//Zc89t//mrMPfw8v/YEfxUZ3n0fvWw1/8zd/w9///d+zvv7s+MI+V7A6gBZO+YQnfY+i2qUqLJEXavmvNvcxjeAqzqAxgCIVTxw8JlYcLyOuhQnb6TqmyEklxztD7RKkEK1QHu4rMzQZYViwkUT4WLMeHJ9PG5GhudlO5m2qaeDzkaLMIpLYE0vgVN5ht4yQtDwSnlkBE3uoSa10zF6ySpjukPqcVCbsNPmFFIrgoJMnjNKSqc2ggiRuNAHO4nJDaHIICbUmKw2GmBgB2kEx1sKKi9i1FbYZIRevSKd9itSRRSXHowlXDywuskSmwDvYNSvs24hJlLE1fXLB9E2hpRbYZssRgojm2KjLGM0g2UWhyf3heXejCqNqkVgJVJXBaUNcpuQymoeT1s1/EI2SwDBdoV/uUWqL0ymZmaK10FM5p4zHekM+StnwbYYrIxRCu5pSassxtcK2uUa1IOp1bMUlt06bKdZDqkumKqFDQeqnJL7Ao9gPHUobIR5UabA6g2SErwzWeFJfUmqLCZ5WmM5zhwVTk4EIAWsY+01gl0Q8Xup2iIKgFCHUURquN3/bp4Oyad3noSYFWqk6CpyfzvtUFkw5FTTCOeDgSXuc73QVk7DCNX3oJ2U51B5NbQeT53Ntl8MwcBMisShW0AImLDKQmpjHRiiDYtNHHCT3MQlfQSGMbBcz9VgMSmlMw8djHTBGU1VwRa+zhiPgG42b0K4mfEWfYRANG2JSa3OmUQIB1n1MFIT9xKJE0Wt5vPIk1YQxtd/fSlYiKoJKkbkc6zMSV5LpChGFQwOGVLtGj1proq044mlFKyqIRbGXZMSloy1TplFWawSjHqM80KZAMyXxFbocNgM0C4EkdD1I0UoCmRVyp1AqEFUpNgimMkjV+GlKwCnDftSjZWGiEtImCmBuUo6FNa76ipENdMII5w05CZEKGCWI1MRfyhRHhMkCwd37gcC7JlGf+9zn+OM//mOm0yneezqduzNTeD5AKUXy3f8B3V4h/7v/wvS//Q7ZG/9XVJwhQZDCIWVAnEeqUKdYD1KHB71+VFLXLyClFBiFMvpwajWq+WE16mapv5dYYolvKkSE0nl2pxW705KdacXetGK/KNmblOxPc0aVJ/cKmY3QNzOx16Qe2ni6ekxXWzqi6AfoB+h4SIGWKKLmWIuxdpVWoNXhOyDSqNhCGnMQG3YSzbaFywSeyiu+uD+Zj2JutRLu62Z8twRWBU6cfxEnzr+I/e2n+OI//S0XvvjPnHv4FWycPP8c9eyzj7W1NVZXV5/rZnzDOE+PkcBeaw11NUHrHVI3QWnNmTLjUlxgta6N6QQqVwuXa0WP8zrnCVP7u2yrAa6a0JEJrgq1a1xQOGdRMbQDdDiGMyXtTLG9Y1nLRuRRhgmasbTxTnP/Tj3aHKKISOXkkhK8ppN4htKjnBis9yjnaKk6HPYs/45ShtXQZUeFWiOma2d8FQQjgSrJwGvSXAhW0XExI0q8jRi0Aq6y2BDY3LuKqDry3TU9INMFg0Kz224RlEUj3J97cg0xht1GdPSNKZFBE6kI1JREVazmPfKsHsUW0aA1RWFrPyGnUHHjhyEwDptk5jKCZrXtiIaB4BW9MsK2E0JpsbGQ+Yp2mVOS0jGhbq9oBsEytpaB28TpQCsZ0fIBpTRlvMm2wCpDWjZHFSN2s1VWXYtQTrFGE7TQ9hUbwSAauqZAieZskXLR1r5dNheilqCMRoImn0Rclg08F2oxQxSGwGpcsF3FSBTT9hNSU7EfYjT19kobfJaSVAeQatKiIEorYhSVs2Bt7SuDIEZj0WgUStV6kfVOIPJtymqKThJcMHON31kXMzZtKt1mrdJkPmdfwaoYrnkNQRHjEYQVFyMSyOMUg2el3GeUnMAypcwtaqpJmVKphKqdcbxtkHFChEI0tKUkxAl5nKBKjVrw1UIgUoED3eF8VTFUNcVIyx4vcEM+34lrH0SmKKMwkaIlCuMtqwyZznSsGkwZSF2FxI4izpiqGKVzhlGP/TJBU9ELLZzyWCJ0QxyCjplGLU47z9my4KIJBG2JvKMtBotDyhFeR2jxpLpkrBVpUUACiXjSkcPGkEubDrCyP+Bga0rbDXESsx6dYmiemvsUaRVQ49pe7vR+irGeYaapxOCDxnlD5ttUqkSUpqLWpGmruG+U8vXWeK6QlVFK2hox0AUuClilSFAo7akQug6M0QSlSSJX+6EZg88iBr7FvhrXGi6dcTJXaDPC7gpf2UwpdEpvuk9hUhIFmS/IaUwbQ22G6/KIVv/eB0+6axL13ve+l9e97nVHzCT+rSEUjjAqD3/j83DiFyivXKb83z8NpgPfzORfWqGimTBlaoFqRrIig3QTcucPBa5GA1P4WAAAIABJREFU6JrPz4iZ0WDV4TrTCGpL/64lvsURRHAu4Hyg8vV86TyuLKmKgrKsqMqSsiypSkdVVZRVRVk6qspTVo7KBYrKM60CuYfcQe4VpVeUQVEFjQvggiKIItyjCOIWoW2EroWuVfQizUpsGCQRKzpmjYQVibGTirDjaOWOVhBOLdRRWsWllZgLPcsFKv5hUvDJy3to4Ewn5YF+mwd7K7zsdT/J9/z7R+/Nid1DPPTQQ/zUT/0Ur33ta4/48H4jEfaei/xQwRhaSpNW+3y1XEdFCVYcbYnIQm0Gk5mAFiESR684YJj0iLUmjS2JCLsmIwuBUZWhnEJ0gQkepQKVilEinCkzrmU9JlFFNy0RmRIVjjIGrXQdlSt4+iVcSnKMqvtUjCK1YMQRsDyZnGY8ChjZJmeHvj9Aac1E91nzOcqcROHRUpOaVrnOlquokhgTD8hiz+XhZdKyIA114OJYHFHo4/IDvmO7R2mHOGVo5W32OgWVt4RxRi8as5d2QKl61NoavChCUHVQBQXpdFBHJJMYJ9AKhuNR4KmqQuJmZN3UWhXvIkYMwD1JUJbKWyoV41WL0lsGCCbU/iXtjkF1Ba4KoVLoqImdaBS61JB5tqYZNoVju7uUsWIvbbMTpegSgko45tfZjAyjYouhusSq2mEYAqamJuxFa8TViK4qsCjGI0s/Cqy4fcaqzzSK6IaK4DRqW8g6PYLxIIpKInKV0kkCLVehy0BiHZuR4CtAK1Il7HgFWnM/wl7l8FWC8l1MvkPCFKWEFS+UiSU96JO3Ro2pF+iaGgMKW8ZEUSALEXRiWiNFZ3jA1TXoJo5oR1GENhJrUtXB6G16uqJrCpw7yYHeZqPcYUrC2dwziixtL1w1FQHHmfE1/jXStMsxuevQYUIcPJNYYxV4oxGtUUqTJDGtqCAohXcW4wMr5ZBExUiAJC6J8j6rckCuFVlZsKUq2mlCaVJMOUZpjY8TWs5DIbiszbouueRDHWFPKUxkaFWOIjiSSrFWBka9CqXq4ChBhDSA5G1anUBJTE4TMU/Xg2w2V9yXwuN2n2KiUXGjPTswVLZDHBxJ5xqFNcRlbVKXhZLIaUrXQiIDOlD6DMWEKQn7dkDmWmRRG0eEhCkrYYQLMZIYfAGRVfMkTd5rTpWKbd2jiCaMVcG0SLBJj01apE1EwHawTKcJx4qIkE3YN7WGK9G1wjpVgdX4gMR3iLSmEwZMoqvYqiZ/bVnBElhpe3qFYtNnhGAphzniE8DU/lliyFwdEbKM24RKk6mEzeEue22PEc+pY/c+YNJdk6iHHnqI3//93+flL385rVZrvv5FL3rRs9KwbxVI5fEHBeGgIOwXh/PDEimvi4hjNbrVQq8eR3a+BOKIzn8XZmOLYKGUihJP5SvKUOG8o3QlVVVQuZKqLKnKAudKvHM47wg+4EMgzH5SP4QitSugVIKUh9kNbkrZbghxqxbmD9ccXd9Yx6rGqVRRmyFQa8nmTq4aUOqwhtrknfma2TalDvN7zL2FVWPrPbO1PSxHc9x6LwGtiLQmeN9oj/XcUdU0nohKKUTJQttrO3NNY+svC43WgtJ1bnilasIYaHZWmnnySmUQVZu51MfQBF1vq31kNdLsK0rV41FNDgyBuZ2znp2x0k0SxMaet5UwyV193k071KzMjMQGqc9beULwSPCEICgJSPAQAojHN1NBamdlcbUCREIdBaqJOxyobddnd0zdlhkzaCywVW3CXzehsXuWUI82+gDUCQpVkLruUNdvlKIqXaNpDagQwPv6J4I4qetpwtLWbaPeBoehkWUW9HSmzVFz23ARTZi3VM9v79n2ekHNy9/iMZjf/5pAm0C3+fgrFRpBoF7WxqOMHFlX71MnEFULrTs86tEnUurLSEDhpR7Rc1iKYCmJKSRiKglFSJlIwpSMiaS4ELFXGrYLg0NTEaijXc2imQkDnbORFGy0Ase6Mcd7HY51+6y1+nR8wv0jx7lr9TurEuHJlubxtuHxUvjrYc5fq20ypfifzmxyaqPzvBo8yfOc++67j8cff/y5bso3BFcJqQRC8GzofVzR4gHjWQtXCT6Bbv0uPV4OcRLAKjZNhXGaad5m3BtQeotVug74kASioMkmBnSMMg5BoyYgicJEgvUZkeSEQkhNTqEzVCxYNDudiCoVnojbZKUm8YbC6DpEtE6wWO4f5BTKEu/1OMk+T3TA5Cm9KMGRMXRXAYtRCSPdZ98bvkPvMsoLJs6xjaFTaQa64oLSpGHM1pV1+uUaLSnZB5y1DMYthm0BVyIhQitoBcc4iYmThFxpiixjdbcgnQpTWcUFS2wCp1XMNTGsh5SxHfNwucJQxjyeTbGREBUer0FMG6s67GVtfGFBwaoZkqBJnWJExMlpl6xXEXyF0orgDFEcCEYjkWZz2EWlB8RtGI1jWnbEaglWHCUDXHWZTHeJS8+JqedCv0vFSVC7rJQHeJ2gFLRdXvvVGWqnmahNVOV422a3tcWKMviWIR97VvMSaQ3IfExhKo4PrzHuChUlQcCrDmESkUgbFxyt1h7Nx4etwrJaWFIjJCK0RdEt2+wldRS7TSJsEROqAeZqwqVsCkpwqgKE03SwLqZ7eYptdzlu25RSYUJFbCwOCIlBKYeuOpTWk1SCthHWalo6Yhw7rHJk0zGldBmUG/TUHtuRhwCaiNVgmRaBc8FjWyXXKMnChON+G6fBV4YYTQuFEkErRbcMnM9TrrRTtHL0leGFqmTc9ZRFRl9anMlbbHWvEiRl4IfoqiTSngI4Ji2GssOmz0nSLr1yyoiY4Cw6VqSFotKGSCL6lScnkKJJW55p6YgRosiQUX/HfYg5ozyXqgg/9EQxdPS0/gAHzVa5jwolXq1RkSBxm8x02DeBc3lCwlN8zQaQCuU0J/U5DmKocuhfDex0d4gyhXaBk67NUA24qC+gnWZNR6TdFUblkIrAmWmHx9wehWrRLSMO3IQ1DS7JOTtJWU37GG1I9YQHix5iFNdCSi/W9GSbAy1kOFITE5QhUhojIG2DzeEVVcyThcF7+HJLkUYBU4GqDCG3mKQe8HC5IULYrDbYzXawyrBhHRsYOnaNS5OMNcYU5TFWsifpupSVF38X++7W79FvBu6YRL3vfe/jXe96Fx/96Ef5zGc+wwc/+MH5NqUUH//4x5+xjg996EP8/u//Ps453vnOd/L2t7/9TpvxrEKCUO5OqS4cEA4OiZLfL5BJdWRf1Y4wvQRzrkeZCmXkyJky9WOmkzq08CSfUrQn+OmU8iufoPyqnTvi3eToGC0YXSeNi2wg0lLbHEeCjQWla5Ex6NqG1CmFU4pKaxzqcFkpvKqV1A6FB5yq/Wg9tZgcqENVBhG8qqe1S2ZNzEIj9tVzNGRtUSA8XFZN0sBD8VTmqvFDG/jrRdfDZSWLy9fTQFkoIdfN3WL6jch+s0PcIlLs8w6301fX7zNbfqa3xm0Gj1PSmEBIM4J5i2UttTOrrrldna9iYf0N5ed1yDzamFpYv0itFqeHkclm+89M6VRD1w730fNpbZVvpJkXwUodNcsiROFwOZr9ghALRKFefrrYeE6gEjX/TcUylpRhyNgPbfalw67vsFd2+H/zNv+w3Wro8D6wR0tVDEzO8azi7EBxatDh7MYx7q8sFJrRNcdXg+NSqpEvfJXpA2u0XvmtGyDoTnF9lL1vV3QRSHIq3+a+HphQ0jYt4jxmJdJ8zVZoJdwnCV8xQ46rDY6vdzl4Ysi+s2xU61QhsGkCwSY8mYxJpind0hLHGRdMPQQQFZb7ruW0O57Q7WP1HkZZ1pIWV32LE8kaB/GIzY01HhtVDJIV4u0vYPNVtqKUNGxzMR1Q6pieu4Y3AZX00GWCkopBbDgfTjCUnFwXbOoxVBt8loyHWjnHwgpbvk25keOutBB3QBQPWevFTMuIrDLECmIbsdXvosXy5Chi3QfGKkarCNEp65cmnNgqUapFUqa04ophlJFlGY+4Ie5qRC94LFOiAH32iTZX6Y27cO0K63qVtL1Oog5Q3S798R6JG3DcdbhoYp6SMdbmnA3rbIilmsL+ICKOI1o6YnvtNPG2EMVDyuSANBg6OqUtBR4Yhghlxhjfoovj+GSP3lgzjUpOlE/Q7ZzCTre5aDLapsUl9mBi6SeWVG2Tx9IEcojR1tBrt+i1Yp7QKYaIWCdU3cCx0rJRFny23SIpxihtCHHBhkxoZSk6D9w/7bMjlj015my6QjrVtLWw0l/lwHnMtCBpwSAacOraLqNOiTKBgU1ol20uaE2fFpvDhN1Mozs5RelpJQnxIGZ0oaCbV6ytbXEt7HDMaNb9mEumxCaneCSs8DgpmDEd08HGlpV4FU8H1d6k7aboUugngVNrp/DXMl44GtIWISst8QlLq7XJ3pWLHNMpsUS4ytHWnoloTu9UlBslsYFzMuDzfkLaMZyI+2zGHZ4onsDYhE2JOTCWOMtIlPAyydlNFapQPDCMUWXE3lpJGsecZIP9OKPdH5JFm7ywXbI93udLGLrBkKUdrojlIdYo7TXOSeBrEjMoV5jqfSJnULbC0sVMYlqZ8J15j921jGlvD8lziqJLkThiW5AkPUw4oFUYRoBpOQZZn3VTMokOYNRDtzyihQcPWqRrQnujzcFOwUTH6HablsBK6tiyFb6dIeMUcLzMbZB1z/OV0VeYVo7AKu2Vgl4x5HTSpRrt0U0c2vWJTuScPv5CrNaU5VPE0YSdElpZj43M4O19vDDxTFxg32uejC1ZZOh5S9Rtk0aODEWvrJiSYKIIKiHVGhMcViUo30PclMTUA8YvmmwzySIO2in3p6ucsB1IM7Qfk0z66M0O2bhO6xD1urAzfbpX6bOOOyZRH/7wh3nb297G/fffz5/8yZ8gInc0cnn58mXe+9738hd/8RfEccyjjz7KK1/5Sh544IE7bco3BKk8k089gb82JYxLdqWOm19RURpHHpfkekrenpAzJQ8FZXC4EsorGn9JoXVAmwAmgPFgPGI8aMH1FH5Q+9Q6BU4rnJJ6XoFHmmnAieARggSCBIRAEE8gNGTmGeyHFnnM00A1g1da6vC0tfBXC6fRfF5qgZAb52dC4yxuzfVC5+L0Zse+sdE3LzsjYnq+7lBQnu1TC7FyRKClad98fuG4ipmWY17joaZCDinfLNZMTVsPg/weakOun15Xnxwuz9fP81EslJtFxBJ1XVsWNSiz+cP9Fntu8RizDbPjzPdb0PQduTiNWrD2VZhtVHMfUWme6Xpa25QfLdPMN355s+0y0wjWRvczVc8RFqPUdcRcLZDzOWmf0/ia5DfPyCKRP5w/+s/C1kVyLjNNpDCPbFT38eKei9MFIi9H677th+42oESh0Rg0NiisKCKBOATiICTBk/pAGjwt72h7RyfsciLscF8QklCPFCchkATBe81UIoYhZV9a7IcO+1Wbpy5nfOnSmNFj+4xCzCQkKDTHooIXDyr2Tpzm5IPf/v5Di/j0pz/Nf/pP/4nJZFIPEoXAhQsX+MQnPvFcN+2OcO7UgxzsDpGqzdXBkGw8wfgcFZ0giixnOxXTvX2O9Uu66hR9t0q22kYZy1Ya080SnrqyTcw+xbDLSelQSZvWao4pYnRnQHlwlWPdQOamxGvHOZCElf6AVaZ0koTQ2mJk9jmrItayAT+yljKcllw53WFnJ+NhbQndFQ5UgkGxeazHhuvg11p8bbekksug4dgDEZMLjlOi2JCElMDJ9Ut0ehFRcRophXRjwncVnqspVLS4jz5jHGU3wukY3XKsD9r48VVeUAoX1QZrazmnVwe0No/hLz+JyTOGqx1WBzGPX7lENzNsDAZ859oml/7h8yQTg7VjzplVroyHJMczVjp9huMtBtOKKNmhpzqcaOesZltcyg/YGw85Fxe8MNPs6vM83LkP2b9GkU3Y6K9wrShAwSvPvoCD6BLTqOR+f4rVaIXKTHBFhvKKlyZrFKciZM9zdW8P50eknTapFo6d2iDdi0jclLQV2Bm3ebgQnkoKgok4TZeDM6vYi1dYV+cgi9G9KZ3BCtmTihJFZ5DQ7UPWitBTw/ruhLLcBet52caDVFXJue4qVw+GECzH9i+TRwfozgYnogdZKUvi1TWG2wX7ssvqMcvGqeOsbnf552v/RIhKQraJGQon11Ou7Y54QbBIf4Wvt3cphjHt/ilOriSMn/oaNkrY6gyw1lFlE7ZixTRXDEybtb6lpxRlkjPVfY6pk0xXS1ZshzXd5TujTS5f/SykJSvHWoSVmM5VS9hpEZ3o0Tth8U94Rt1TZLKNVTEFgc30Qb587RID63mwjGgR4addOlFGp6/RZkCmNOudNRjW5peZ7+HMVbSf4k/0afmKYrqC1p7s/oCzWzgzpkcGpcapwNpal874BNZ2GOQ99uwerTjiZdvn6fUcuDF7esKJaoe1zjGirxxQVjvsnTmHSvt8z8qDFN0J6VMJg2SVkck42NzldLLJV3Y/TdLWlK0MW6xwvFjl69Ueq1mXFVuiU0s7apHvJMSRRqYFOorJ4oosi7Bdw5nVlM/ZgnXV5aTp0EsjkrJN31m0C5iBAyXcd/wcO/mEaZyz0TkNwx36cZ+zdspob0g/7TAdFPRadQCRaPUMVj9FRxSF6zI4lvLEFcf6YIV4/xqT8YgXHN8kjk7wpOzSTwcc32oh3jF6fAevE05JQWwTBvE1sqsVKkk5tXGGpy58jWk6wrYzzp3Y4uJknzxo+nEPm3Swa4Hzgx5hvx6CzK+keHFU20+CWrmn7+Y7JlGvfvWr+YEf+AEAvvd7v3e+fkamHnvssact/6lPfYpXvepVDAYDAN7whjfwV3/1V/zCL/zCnTblG8Ln/r/P8IUnPlebzalAf2XExeyAUgVyHTPRMQSHDgVOBCcBrwRPwKtm/kZm8PQIEDUj1VEzHwehLYF4YZS6HrU+HL02wpFt85Hu+fTovGnmdQARgwq1cB7E4NH1TzQOg0fhZTadrdMEUfW8KMJCmcXyAdXsq+vyC/MyX54ZPDXrm+WZEVRYWFcvw4weCWqeFT7MpPBGiJdGiA+N1D8X+mcCPkJQGmnM7QRdr27KKWRuXsh8vVqYrzeoxqxOcWhiV++i5maNWs22NRqReU4PNYsTMid3ZqYd0TNqc+iAW/MNNdduzEwpdaMFMczqVxgljeNvo5VR9XbTrDNKGk3NTCMjODXL4TLT0DRTOYwYtbiO0PT6PMFeWChf3/tN789v8cWcHnL9/CHXmxOScGT+KEWaLR/Rlt50Gm667Zm2z7YtRHheQGPKqqS+hkrqeV0v19OA1lKHJjaKYBRB11OnNEGD17V2uP5JrTWGekAFqd8tzbQeUAlU4snxBHEEcQgOmScyfOZXthKwArFAEiqSsE0arhIFIROhP9OABcX/M32Ax7fP8dWrq3B1zP/2ffDtHcfuKH7t136NN7/5zXz0ox/l0Ucf5eMf/zivf/3rn+tm3TFaacrGuQHD/YKttMXBZEqmwagWyggPmEApl7Arq/RUhHiPNjHHVw99BLaOreGriKf8lFZlWD8VEWf11V4FZP0kbn+KDzvYdowaC8mZHkk6wHjDWjtF5RNM6NNvpRitGbRTOtlDnEstJnWoKuNFpUVWDOu9Nfw1C1o40zlBNYq57/gaxqYcO6kZDY6x2ooxytCNOrhiD9vV4DU66TM4Lex9HTodxbG1HhefmLLbqs2l457C9izxxiYPdHZ4eKOPkkH9brcg7dOEqSIrLbrlma4IJ6sBa4MW/U4KL/8O8q9+BdM+Q7SxQdKJKUygt9qhV66zaipkzfLY6AKPDLaIvOKM6TG5ukMaNC/YOoMgqKCpog1iKTADhSoiJvsGHQn9cxuEUcJ32B5RbJgWX+XCOCVtt+msr9LvGXwr0Ol1eEDlDKeaPbdH/+QWFAcoSVl9qMv6eA0lB6jdy/RXNthgk3EW037oFKoyaAvK9AF4+LgiIbAjAw58zsmzW4gX+FrJ14ohtko5210hiyOSyDLo1gHBzNljFOOvMfUR1pxmcKpO7BpJIPYV/X49uNJaa/Py9DxehO88cR/7+1OUUhwvUq5cnrJqu3zH5osZjnJWey2UUnTurwPV2LXAuvQoQ8LIH/DCYclaJ2IjHeAKwa4oKgLtaA2lYRgcUTMo16EFeQulDCY2ZCdPIU22GqXg3ElNux0xvlYx3cuJzpxksN7iPheTminTziayvcNud5WXbmTEvqRtM1RWcDZ7ALZgZ3hAuV+yvv4AxmhUFDEZPo42q1SSka5DpYQiODq2RSYeH06gtSLrrnC6u4KIMCpatOOIUf+ANM6Y7HuM0ZzorLO+0mLXn+b44CznbISKNTpa4+TgJAebOe6qYSXusrFau8jcr07gJTAwbbSL0FmHtRasRR2sMwj7pF1DJzKs7sLW+mmmsdDZHLAiES4T4vXASd3DiCaIEBnNd3vFhllHpwOywQAVBUIB/VbMdJpzPOthO7WMvgls9qHVjhiNDhNG2YFC9o+jMkevU/tGnt9qLkp2mll8asnAxSuoA4PSmmjT0JWT5JMRj6ycpOyOSeMHGMg1dvOCta2Mfv8sKolBaazR3D+NWD/o09dddKc2F9IxqBWPsrDVijG2gx/vQefekiglInc1nPr2t7+dD3zgA3dc7g/+4A+YTCa8+93vBuCDH/wgn/3sZ3nPe95zW+XvNs/G9Xjssc/xd5/9P0m3V3BkPPjI5/k/ymEtxKkYT0yvmtBxxZzs1FOIm+XFqfG14GK8QotGN1O8RgUDoSEYYnFiap8Iqf0c3Iy8NITFzcmHPiQcohpzvNq7RkQfCqYyG1OvoRqSUAvYglGh/iGYxqfDNH4fhlALh7Ntja/H4vq5bwiNIDmnRdIQhpl26sZ18/U3rFus/3C/55E7xrcc1EP/A+blP3aTDTNN1SyYSDO9blk1Drpqvv5GbGx07zpPw+1gHq1OpHYykmZd7XBUa7KCzLdLsw9hYXk2P9vHB7wPiA8E7/HNVELAB09sNZNJ0fgl+sZPsd5+6KtYrwu+2UfCfH/faJjrX0Pq5qazgaACKI/S9Y9mqkxA6wA6IEbjDZRGU2mF00KhFJWGioWfEippss7j8SI4qQmZiIPgiL3DK0+lApUKvMA/yBsf/o8MOgnrg7sPFHS3eTa+mXjTm97Ehz/8YX77t3+b173udbzoRS/ix37sx/jIRz7ynLTnbr9fko9oHfwrBwf5M+/8DAghgFPo+OlftpX3XBtOONZrY7R+2n1n6HZTDg7y+XtcPDWxeabiJqKObHAU07wijs38+CFI/fOBOLGoKEWqO+uTXi+9oR9F6oEWo54+8fResU9qUlJ7awd2EW76HQtlhRtPiAa9Z7Te6bRShgc5amHMJHc5qb1F6hQbgbux/44cXw59mm+Goc8pxbNmj9pjS1WibpL24Gb9eD107xj59mWch1Z69Lgz0fN2LJlCXoBS6GShHU2Qk6N1Bi7ne6ylfSJlEO9oGWFKhEgd/fBOUPvs1oOod1j0CJyvagJ4i+do1pchVygrR677vC2zJMkqoJVGCoVKKuZDmV6hrWI8FVop4BUhV5jO7ZgpqZmpzi3R66WMzCph98n6gZaAOMDc/H6/afuFm57b7ULc05ffetX/yLVr47uq+57nibobAgX1C3zxoblTc8Bn6yO9sfF9fP9rXsXe8IArFybkk9fx9u0Dnrh2iZESYq9I8XTdVUaloVIGYyJUHGO0IS+niLHk1lIagzEarTVaK6xVaKOxRqGabdZorK2TZLatIjKGOhCeqssqNf8ZrQ+1EFphpKFTUsfHn4WC1aFCBXdoVKY0yti54KsVdeABV4J39TR4kHAoHJtDwbi2WTsMIoCqw7wqbeuILc32WlANC2qcGkqben9j6wAKzITZ2ra1iXIwv+4gTUCC0AjHd0mOlTo89rytdbADCR7xzdO78HVTzbkdqkea81oIwHA37YCabMzmF03olG7eNrMXkPdN39R98KxDqfo8m2Nm5x8h6h979o9zHe51xvDnC2SB+Ml1pE+aQBwzkuYrj3O+IXUe7xpy5z0iwkpngKIWOr3LcWVOUUzwOYgv0Saiv7ZJstkhWbtNJ7ZvQ7Tb9bmdOXOGL33pS7zsZS9D3yYh+FaCSju0T72ayaVdMNHTfjOlysEmN+wjjcCp9M2JgjTvamVqsSACztyi/sU8iGF6gEpaKG3pbnSZXtm/QVit36thnoi+PpYDEZS9eV4yCXWwl9tJXi9VAci8XeIb7/Jm4GcRnY0ukysHR+WQ4CE4VEOOxLsjZSUEKCe1ljZKUCZaOLdbkwGZhfKUgDKWhMNv360EehGh3TPke+X8WkB9PQ73aWw2nkayF18dbWc+AhtTq65uLLs6L+dqWULret5XqLgeXJFywuyj1j6+yrTxP5Eqn8sLqKN93lo7Xd9Xs2sT3JFrKsHXBNrECwN3R/sD8UgxQWc9xJWgbf2dhXp59l0NnlPBz9sLMFhrUV0b1e2uphBlNx7Du/oaLdyLEnwdfOoZyJ74qiZ03HpwMaK5F0J9HGx8eG+J0DnWY/oMg48zWXn27MyurbjySLsH15+XNrclY0vwhzLDTdDZ6DK9OsSs3eytsFCPK2sZykZHn59neJbFV7X1S3Q4QCFVgYqS+fOHjebP6M1wpyT52cA3wAnvDsePH+cf//Ef58tXr17l2LHbF+x2d8fPiibqEJaNzR5rax1Ob494BeeexbqfW6yuddjeHt102/X+H98OWHua8/l2xb08p8oB3+RjLa/RPYBWkNj6x82N/IojSwmK/ty8YnY+tfZKGD1L56a1YmXlW4uQPfLII7zrXe/iF3/xF/m5n/s5Hn/8cay955+9OfQ3kNtPKY2JbyOEb3ILbeIzkhHFQkbZ265ft/tHlo25GUkzzW/xWM+Q1FlfX+bp2nSdhkZHN99v1prrz1NbjjxF15fXBuytBoee5prOCet15/60UJjC0vbzAAAgAElEQVS0jYme7ut8G/2ir+vf1m0Obi2eu44gWlhOD59vZezh/Xyre+5m7bihb+tcU7dG41hrm/vs+mfgyPKN9ShtDu9Jc4v3083ul/nz8gzX6/rzu+V+t7qf6/qf+d2gDqeLz87TvROe4Tk4uu8zvxdv6/11s/bczrN8s36cPddP+/xdV81dvmPvttxdm/PdLS5fvszb3vY2/vzP/5wsy3j00Ud5z3vewyOPPHIvm7HEEkssscTzHCLCZz7zGV7ykpfwt3/7t3zyk5/k0Ucf5fz5509C4SWWWGKJJZ4b3PMhuc3NTd797nfzjne8g6qq+PEf//ElgVpiiSWWWOJZh1KKtbU1oCZU/X6fjY2N57hVSyyxxBJLPB9wzzVRSyyxxBJLLHEv8Bu/8RsAvPOd7+Sd73wnr3nNaxiNRrz//e9/jlu2xBJLLLHEtzu+/Txsl1hiiSWWWOI28C//8i/85m/+Jh/72Md461vfym/91m9x8eLF57pZSyyxxBJLPA+wJFFLLLHEEks8LyEiaK355Cc/yate9SoA8vwbDxO+xBJLLLHEEksStcQSSyyxxPMSZ86c4Wd/9me5cOECr3jFK/ilX/olXvjCFz7XzVpiiSWWWOJ5gKVP1BJLLLHEEs9LTCYTPvaxj/Gyl72MU6dO8ad/+qe85S1vIcvuPqnwEkssscQSS8CSRC2xxBJLLLHEEkssscQSS9wRluZ8SyyxxBJLLLHEEkssscQSd4AliVpiiSWWWGKJJZZYYokllrgD/JsnUe973/tumTPk4sWLvPSlL+XNb34zb37zm/mZn/mZe9y6O8fTnU9ZlvzyL/8yb3zjG3nrW9/Kl7/85XvcujvDk08+ydvf/nZ+6Id+iJ//+Z9nPB7fsM+3yzX60Ic+xA//8A/z+te/ng984AM3bH/sscf40R/9Ud7whjfwq7/6qzjnnoNW3j6e6Xx+7/d+j9e+9rXz63Kzfb7VMBqNeNOb3sSFCxdu2Pbtdn1meLpz+na8Rv9W8UzP273CT//0T/MjP/Ij83vm/2fvzuObKtO+gf9O1jZN0yVNF2gLLVD2vSKogOgAshQcxLGCouKCPjrM8M4MDyLujjqMiOL2iI44M+I4CILCIOo44ihFkUWgUCh0o6VbmqTNvp/3jzQhaZNmaZqk7fX9yMdmOcl1n3OS3Ne5t5MnT/qMraSkBEVFRZgzZw42b97c47F1PNd9vb+vz3IgvzfhjvHRRx/FnDlzXPvzq6++Cin2cHr99dexYMECLFiwABs3bgwpnp7el95ijLV9+eqrr2L+/PlYsGABtm3bFlIsPb0fvcUYa/vR6U9/+hPWrVvX5Xv62l9qtRoPPPAA5s2bh+XLl0Mul4cvMLafUqvV7KOPPsqOGzeO3bJli9fnHDhwgH388ccjHFloAinPu+++6yrPkSNH2FtvvTWSIQbtgQceYPft28eyLMu+/vrr7MaNGzs9pzcco8bGRnbWrFmsSqVidTodW1RUxF64cMHjOQsWLGBPnDjBsizLPvroo+z27dujEWpAAinPqlWr2OPHj0cpwuD9/PPP7MKFC9nRo0eztbW1nR7vTcfHyV+Zetsx6q8C+bxFgt1uZ6+77jrWYrH4jc1gMLAzZ85kL126xFosFnblypXswYMHeyy2jud6V+/v67McyO9NOGNkWZZduHAh29TU5PG8UGIPl0OHDrG33XYbazKZWLPZzK5YsYLdu3dvTO1LbzF++eWXMbUvf/zxR7a4uJi1WCyswWBgZ82axZaVlcXUfvQWY0VFRUztR6eSkhL26quvZv/3f/+3y/f0tb+efvpp9u2332ZZlmV3797N/uY3vwlbbP22Jerrr7/G4MGDcc899/h8zunTp1FeXo7FixdjxYoVOH/+fAQjDE4g5Tl48CAWLVoEALjqqqugVCpRX18fqRCDYrFY8NNPP2Hu3LkAgCVLluDAgQOdntcbjlFJSQmmTp2K5ORkiEQizJ0716Msly9fhtFoxIQJEwD4Lmus8FcewLHI6dtvv42ioiI888wzMJlMUYo2MDt27MCTTz6J9PT0To/1tuPj1FWZgN53jPqrQD5vkVBZWQkAWLlyJRYtWoQPPvjAZ2ynTp3CoEGDkJOTAx6Ph6Kioh6NueO57uv9fX2WA/29CWeMBoMB9fX1WL9+PYqKirBlyxbY7fagYw8nmUyGdevWQSAQgM/nY8iQIaiuro6pfektxvr6+pjal1OmTMHf/vY38Hg8KBQK2Gw2qNXqmNqP3mKMi4uLqf0IAK2trdi8eTMefPBBAL5/j7vaXwcPHkRRUREAYOHChfjvf/8Li8USlvj6bRJ1880344EHHgCXy/X5HKFQiEWLFmH37t2499578fDDD8NsNkcwysAFUp7m5mbIZDLXbZlMhsbGxkiEFzSVSgWxWAwejwfAEWtTU1On5/WGY9Rxv6enp3uUxdtx8VbWWOGvPDqdDiNHjsQf/vAH7N69G2q1Gm+++WY0Qg3YH//4RxQWFnp9rLcdH6euytQbj1F/5e/zFilqtRrTpk3DG2+8gffffx8fffQR6uvrvcYW6Zg7nuu+3t/XZznQ35twxtjS0oKpU6fi+eefx44dO3D06FHs3Lkz6NjDadiwYa7KaXV1NT7//HMwDBNT+9JbjNOnT4+5fcnn87FlyxYsWLAA06ZNi8lzsmOMVqs15vbjE088gTVr1kAikQDw/Xvc1f5y34bH40EsFkOpVIYlvj6fRH3++eeYMWOGx7+77747oG1//etfY9myZeBwOJg5cyZEIpHraly0dKc8LMuCYRiP2xxO9E8Bb2X63e9+5xErgE63gdg8Rh3Z7fZO+939tr/HY42/eBMSEvDOO+9gyJAh4PF4WLlyJb799ttohBoWve34BKKvHaO+LFbOv4kTJ2Ljxo1ITExEamoqli5dii1btniNLdox+3p/X/d7i6+n483JycEbb7yB9PR0xMfH484778S3334bdOw94cKFC1i5ciXWrl2LnJycmNyX7jHm5+fH5L5cvXo1Dh8+jIaGBlRXV8fkfnSP8fDhwzG1Hz/++GNkZWVh2rRprvvCsb/CWfflheVVYti8efMwb968kLb9+9//joULFyIlJQWAY8c7s9xo6U55MjIy0NzcjNzcXACOK2G+uvpEkrcyWSwWXH311bDZbOByuZDL5V5jjcVj1FFmZiaOHj3qut2xLJmZmR4DHWPluPjirzz19fUoKSnB0qVLAcTmMQlGbzs+gehrx6gv8/d5i5SjR4/CYrG4KjQsy2LgwIEenw1nbB0/M5GO2df7+/osp6amQqPR+P29Cafz58+jurra1f3I+RkMNvZwO3bsGFavXo3169djwYIFOHLkSMzty44xxtq+rKiogNlsxsiRIxEfH485c+bgwIEDHj2For0fvcW4f/9+JCcnx8x+3L9/P+RyORYvXoy2tjbo9XowDBP0/kpPT0dLSwsyMzNhtVqh0+mQnJwclhij3wwRw3766Sfs3LkTAHDkyBHY7Xbk5+dHOarQzZw5E59++ikAxw+iUCjEgAEDohyVd3w+H4WFhdi/fz8AYM+ePZgxY0an5/WGY3TNNdfg8OHDUCqVMBgM+PLLLz3KMnDgQAiFQhw7dgwA8Omnn3ota6zwV564uDj8+c9/Rm1tLViWxfbt2zF79uwoRtw9ve34BKKvHaO+zN/nLVI0Gg02btwIk8kErVaL3bt3489//rPX2MaPH4+qqirU1NTAZrNh3759EY3Z1/v7+iwH+nsTTizL4vnnn0dbWxssFgv++c9/Yvbs2UHHHk4NDQ14+OGH8dJLL2HBggUAYm9feosx1vZlXV0dNmzYALPZDLPZjK+//hrFxcUxtR+9xXjVVVfF1H7ctm0b9u3bh08//RSrV6/GDTfcgBdeeCHo/TVz5kzs2bMHgCMxKywsBJ/PD0+QYZuiopfasmWLx2x2H374IfvKK6+wLOuYeejuu+9mFyxYwC5ZsoQtKyuLVpgB66o8RqORXbt2LTt//nz25ptvZktLS6MVZkDq6urYO+64g503bx67cuVKtrW1lWXZ3nmMPvvsM3bBggXsnDlz2K1bt7Isy7L33Xcfe+rUKZZlWbasrIy95ZZb2Llz57L/7//9P9ZkMkUzXL/8lefAgQOux9etWxfz5XGaNWuWa+as3nx83PkqU289Rv2Rt89bNGzevJm96aab2Dlz5rDvv/9+l7GVlJSwRUVF7Jw5c9g//vGPrN1u7/H43M91X+/v67Ps6/emJ2P84IMP2Hnz5rGzZ89m//znP7ueE2zs4fLss8+yEyZMYBctWuT69+GHH8bUvvQVY6ztyy1btrDz5s1jFy5c6KqTxdJ+9BVjrO1Hp127drlm5wt2f6lUKnbVqlXs/Pnz2dtuu83rbLWhYliWZcOTjhFCCCGEEEJI30fd+QghhBBCCCEkCJREEUIIIYQQQkgQKIkihBBCCCGEkCBQEkUIIYQQQgghQaAkihBCCCGEEEKCQEkUIYQQQgghhASBkihCCCGEEEIICQIlUYQQQgghhBASBEqiCCGEEEIIISQIlEQRQgghhBBCSBAoiSKEEEIIIYSQIFASRQghhBBCCCFBoCSKEEIIIYQQQoJASRQhhBBCCCGEBIGSKEIIIYQQQggJAiVRhBBCCCGEEBIESqIIIYQQQgghJAi8aAdASG+n0+nw6KOPoqamBhwOB6NHj8YzzzwDDsf7NYp169YhLi4O5eXlUCgUuOGGG5CcnIxvvvkGcrkczz33HKZNm4Z169Zh2LBhuPfee13bud8mhBBCCCHRQS1RhHTTV199BZ1Oh08//RQ7d+4EANTW1na5zdmzZ/HXv/4VH3zwAd577z2IRCJ89NFHWLFiBd55551IhE0IIYQQQkJESRQh3TR58mRcvHgRd955J7Zu3Yq77roLgwYN6nKbWbNmgc/nQyaTQSQSYfr06QCA3NxctLa2RiJsQgghhBASIkqiCOmmnJwcfPXVV3jggQeg1Wpxzz334D//+U+X2wgEAo/bPF7nnrUMw4BlWddti8USnoAJIYQQQki30JgoQrrpww8/xLFjx/DSSy9h+vTpUCgUOHv2LG644YZuvW5KSgpKS0sBAE1NTThy5AhGjRoVjpAJIYQQQkg3UBJFSDfdfPPNOHLkCObPn4/4+HhkZWXhzjvv7Pbr3nnnnfj973+PuXPnIjs7G1OnTg1DtIQQQgghpLsY1r2/ECGEEEIIIYSQLlFLFCFhVllZiTVr1nh9LC8vD6+88kqEIyKkbzIajaipqUFBQQGMRiPi4+OjHRIhhJB+glqiCCGE9Do///wzHnnkEfB4PHz00UdYvHgx3nrrLUyaNCnaoRFCCOkHaHY+Qgghvc7GjRvx/vvvIzk5GZmZmdi4cSP++Mc/RjssQggh/QQlUYQQQnodo9GIoUOHum7PnDkTNpstihERQgjpTyiJIoQQ0uvweDy0tbWBYRgAjrGIhBBCSKT0ujFRKpUOdrvvkKVSMRQKbQQjCr9olcFmt0OpNoHP5UAo4ELI54DDCS3P7gvHAegb5aAyxIa+UAbAdzk4HAYpKQkRi+Obb77Byy+/jJaWFkybNg2HDh3CM888g7lz50YshmD5+/3qSm84fyjG8KAYw6c3xEkxeseyLFiWDbge2p0YQ/396nWz89ntrN8foVB/pGJJpMpQ1aDGsfNyXLzchuoGNcxWu8fjuRliTBiahvFD0zAoMxGc9qu+gegLxwHoG+WgMsSGvlAGIDbKMWvWLOTn5+PQoUOw2+14+OGHMWTIkGiH1aVAfr/8bR/rKMbwoBjDpzfEGa4YbXY7jp6TY1h2ElIlcWF5TadI78fy2lYoNUZMHZUZ8DaRjrHXJVEkPGoaNdjzXSVOVijA5TAYlJmI6ycORE66GDY7C6PZBq3BgvOXVNhbUo3PDlUjIyUei67Nw9WjMsDhBJ5MEUJIuLW2tiIpKQnz58/3uC85OTmKURFCSPSYzDawYFEn14Y9iYo0pcYY7RD8oiSqn9EZLfj7F+dxpKwZIiEPv5yRj19Mzka80PepoNGbcapCgS9/qsU7+85i3+FqLL4uD1eNSHeNRyCEkEiaOnVqp+8fmUyG//73v1GKiBBCoo3qZJFESVQ/UtOowRu7T0OlMaHomsGYOyUXojj/p0CiSIBrx2Zh2phMHD8vx6ffV+H/Pj2DktJG3HXTCKQkCiMQPSGEXHHu3DnX32azGfv27UNVVVUUIyKEENKf+B2t9eKLL6KmpiYSsZAe9N2pejz/wTHY7CzWLZ+EX87IDyiBcsdhGBSOSMfTK6dg2S+G4dwlFTa8+yO+P9WAXjY/CSGkDxEIBFiyZAkOHToU7VAIISTqqEoWGX5r0UlJSVi5ciVycnJQXFyM2bNng8vlRiI2EiafHarCnu+qMCI3GQ8uHgNJgqBbr8fhMPhFYQ7GDZHivf3n8N7+Mvx8sQX3zB+BhDh+mKImhBDfWltbXX+zLIvS0lKo1eooRkQICYTNbofdzoLPo7ok6d38JlEPPfQQHnzwQXz33XfYtWsXNm3ahAULFuD2229HRkZGJGIk3bCvpBp7vqvCNWMycc/8EeCGOGW5N+kpIqxdNhFfHqnFrm8r8NR7P2HV4tEYOjApbO9BCCHeOMdEOVvBpVIpHnvssShHRQjx53SlEkazNahZ1wiJRQH152IYBhkZGUhPT8epU6dQUVGB5cuX47777kNxcXFPx0hCtP+HGnzy30pMHZ2BlfNH9siMehyGwU1X56IgJxn/92kpXvzgOG6ZmY87FowO+3sRQoiT+5goQkjvYTRbox1Cn0VzfUWW3yTq448/xo4dO6BQKFBcXIxdu3YhNTUVSqUSCxcupCQqRn11tBY7D1Zgysh03LugZxIod/kDJHjqnqvw/ufn8PHBClQ0aLBiTkG3uw4SQoi7bdu2dfn4Pffc0+Xje/fuxVtvvQWr1Yq77roLy5cv9/q8tWvXYurUqViyZAkAYPfu3di0aROkUikA4Prrr8eaNWtCKAEhhJC+wG8S9fnnn+PBBx/ErFmzPFYNTk1NpR+QGHXighwf/fsCJhXIcH/RqLB24euKKI6Ph24eg4MnLuOj/1zEk9ta8UDRaIwclBKR9yeE9H3l5eUhb9vU1ITNmzfjk08+gUAgQHFxMa6++moMHTrU4zlPPvkkDh8+jKlTp7ruLy0txbp167Bw4cJuxU8IIT2N5pWIDL9J1JYtW7B9+3bceOONuHz5Mt5//32sWbMGIpEIt956ayRiJEG41KTB1s/OYlBmYkQTKCeGYTBrUjauGjsAz287gpf+cQLzpw3C4uvywONGNhZCSN/zwgsvhLxtSUkJpk6d6lqQd+7cuThw4AAeeeQR13P27t2LG2+8sdOivadPn0Z1dTXefvttDB8+HI8//jiSkmj8JyGE9Fd+k6hHH30U2dnZAACJRAKGYfD4449j06ZNPR4cCU6r1oRXd56CKI6H1UvHQciP3sw3eQOS8OTdV+HDf5fjX4drcLZahVWLRiE9RRS1mAghfceJEyewdetW6PV6sCwLu92Ouro6HDx40Oc2zc3NkMlkrtvOcb7u7rvvPgDAsWPHPO6XyWRYuXIlJk2ahJdffhnPPPNM0L+DUqk4qOd3JJMldmv7SKAYw6MvxyhJbOvW9sHqy/uyI73RAkmzDvFxvLCXO9L70dt5YrOzMJmtEPmYCTrSMfpNoqqrq/Haa68BABITE7F+/XosWrSoxwMjwTFbbNiy8xT0RisevWMSksXRXwBXKODinvkjMSZfir9+fg5PbvsJK+YOx7TRNCMPIaR7NmzYgMWLF+OLL75AcXExvv76a8yZM6fLbex2Oxi3kdcsy3rc7sobb7zh+vu+++7D7Nmzg45ZodDCbg+to41Mlgi5XBPStpFCMYZHX49RrTEAQETK2Nf3ZUcGkxVqjQFmEy+s5Y7GfvR2nlysa0OL2oDC4emdejd1J0YOhwnpIpff/lVWqxVardZ1W6fT0cKqMYZlWfz1wDlUN2rwwKJRyM2IrasuV7Uv0JubLsY7e8/ivf1lMJlt0Q6LENKLMQyDBx54AFOmTEF+fj5eeeUVv4vtZmZmQi6Xu27L5XKkp6f7fS+NRoP333/fdZtlWVovkRASu/poNb1NZwaAkC9GhZvfJOrmm2/GrbfeildffRVbtmxBcXGxa7YiEhu++qkWh8804ebpeZg4TOZ/gyiQJsVh7bKJWHjNYBw61YBn/voT6uRa/xsSQogXCQkJAIDc3FxcuHABcXFxHpMfeXPNNdfg8OHDUCqVMBgM+PLLLzFjxgy/7yUSifDuu+/i5MmTAIAPPvggpJYoQgjpa1QaE9R6c7TDiAq/3flWrVqFoUOH4vDhw+DxePj973+PmTNnRiI2EoAz1Ur885uLmFwgw8JrBkc7nC5xORwsmZGP4bnJeGfvWfzxb8dw74KRKBzh/0owIYS4Gzt2LH7729/iN7/5DVatWoXq6mrweF3/pGVkZGDNmjVYsWIFLBYLli5dinHjxuH+++/H6tWrMXbsWK/bcblcvPLKK3jqqadgNBoxePBgbNy4sSeKRSLEZrejql6DQZli8HnUqhiKS00aiOP5SJXERTsU0s69d7LFagOXw+nxJW7O16oAICKLJ8faOlgBLbY7ffp0FBYWurrxtba2dpq5yJvXX38dn3/+OQBg5syZWLt2LUpKSvDCCy/AZDJh3rx5NE16NzSr9Pi/PaUYkJaAexeOBCfWzi4fRg9OxVP3XIU3PjmNN/eUYuE1g3Dz9PxeEz8hJPoee+wxnDx5Enl5eVi/fj1KSkoCmuihqKgIRUVFHve98847nZ734osvetwuLCzE7t27uxc0gd3O4si5JgzKSESWNCH012HZbv1mtLQZ0aI2QGMwx2wPjlhXr9ABiEzlmTi6srVqTBiUGdiQjWPlciSJBBg5OLWHI+u//Hbn+8c//oHCwkJMnToV06ZNc/3fn5KSEnz//ffYvXs39uzZgzNnzmDfvn1Yv3493nzzTezfvx+lpaX49ttvw1KQ/kZvtODVnY5ZpX69ZCziBAHlwzEjWSzE2mWTMH1cFvaV1OC1nadgMNEq5oSQwPzud7+D0WgE4Fj4dv369cjPz49yVMQfq80OAGhQ6EN+jdpmLY6UNXmMi2hS6fHD2caAx0pYbY7nmSyRH59rt7M4f0lFv3kkKGU1SjQodUFt0+alm93Rc824WNcWrrCiIjZGRAWQRP3lL3/BP/7xD5SVlaGsrAznzp1DWVmZ3xeWyWRYt24dBAIB+Hw+hgwZgurqagwaNAg5OTng8XgoKirCgQMHwlKQ/sRqs+ON3aVoVhnwyJKxvXbacD6Pg7vnjcAdcwpwulKJFz44DqXaGO2wCCG9QGFhIV5++WXMnj0bb7/9tseEESSyGhQ6XA5yjGt35qdqVjkSMJvd7rqvXu6oXFqsdq/bxBKN3gyV1oTqRg2UaiOUaiNqm7VRSeiiyWqzo6XNEO0wvLLa7L3iXPKF7SLNsNrtaFE79rtGb8aRsqZeU1azNbY+I36bL9LS0jB69OigX3jYsGGuv6urq/H555/jjjvu6LRGR1NTU1CvG8gUhL1hTQB/fJWBZVm8sfMkympU+G3xRFw3OTfCkQUu0ONw21wJhg2W4k9/+wnPf3AMj6+ciqE5/ruLRkpfPp96EypD7IiFcixbtgzLli1DRUUFdu3aheLiYowYMcJjKnISGTVNjmmFJ0QziCB79nV8up1lARbdGj9isToq3qK4wHuGlNe1uv5W680Y3Y+6XlU1qKFQGyES8nyu+xMtP19ogdVuj1hXRbudxakKBfKyEpEUoSVqGpV6VDeqATiSqUiObbPa7KhqUCMvS9JpqnJfYvEiu99P+nXXXYcPP/wQN954I4TCKwc2kDFRAHDhwgWsWrUKa9euBZfLRXV1teuxYNbocPK3zkZvWBPAn67KcODHS/jihxosmDYI4wanxGxZgz0OOanxWLd8El79+CT+943vsKpoNCYWRL+fel8/n3oLKkPs8FWOUNfZ6C6j0Qiz2UzTjrdTaUxgWTbkCpHFag+4QmWx2sHnBVYBcgplGJPRbIXVxkIc77+i3dUV+K6UViqgN1m7VWkurVLAZLEF/hodmuN6avmYUxUKcDjAmDxpj7x+qMwWR+uHrYenqzaZbRAKgvtusNoj2zJjNNtgtFhR06TBuB5MoixuLTnOBAroXstwKOpbdK4EeqAssN8NZ1dgJ63BgtIqBUYPTkWiSNATYfrlN4naunUrzGYznnnmGdd9DMME1KXv2LFjWL16NdavX48FCxbgyJEjIa3RQRwOnW7Ajm8uonBEOn45o+/1/c+WibFhRSG27DqF1z85jVtnDcXcKTlBJ9qEkL5v27Zt+OSTT2A2m7F06VLs2LEDaWlp0Q4rorxdiOzuTFnnL6mgNVowuSAddXItsmUJXmevU6qNKK9rxchBPd9y8vPFFgDeyhS+3wZ9GMYnddUdr0Ghg1QSBwG/i8p8D1Vk9SZLWF6nTWuKWCtJd5nMNly83IY8G4tTF+UYkycNKAmPNr3JilatCclu+1lntLjG8AXMx9OPlfdct2el2hj8xZtu1O9KqxQAgDatOXaTqFOnToX0wg0NDXj44YexefNm10QU48ePR1VVFWpqapCdnY19+/bhlltuCen1+5uTF1uwbf85jByUgvsXjuqzM9kliYX432WT8O6/yrDjm4toVOpwx5zhATf3EkL6h9LSUmzYsAFXX311tEOJmh/LmpCRIkJeliRsr2lsXwhdpTGiSaWHxWpHgZfu1Rq9o2KuM/ivoJdVKwGgwyxh4c0YmC4SKjvLQm+0orRKAUliG0ZmSyI6VbLR7GhhULQZMSY/tlqDAtWs0qOyQY2hA5LA4TBgw9jq2xO54+UWHTQGM6rrHa0tRrO1VyRRAFDXrPVIok5XKgLetqpe3em+Zkiixj4AACAASURBVJXe79j5UFtw3TkvqiQlRDahieYkE36TKLvdjm3btuHChQvYsGEDtm/fjvvuu89vt4m//OUvMJlMHtPEFhcX48UXX8Svf/1rmEwmzJw5EzfddFP3S9HHXaxrw1t7SpGTLsYjS8YG3X2itxHwuXhw8WjsSRVhX0k1GpUGPHTzmIh/MAkhsSuQ6cz7gyaVPqxJVKDJhfN5gVRgvM0QFihbAN2qWJaF0eK7Jam2Sesxq1koXZcUbUYkivhdtyT5jM/xf2sPdFtraTOAx+V4VLp7gjO5NllsqJVrIWkzeTxutdmhaDMiI7XnJ7qy21ko1UakJccHvE1tkyMx8XZB1mi2ok6uQ/4ASacL1FabHQ0KPQbKEmLm4rV7C7TF6picQxTHR1KCwPVZcz/TKhvU/icgC/DUNLWfB87ukc7bTjZbYN0gnZ8Jm80OpdqI5EQhztWokJ4SD7BAalLvWHvMbxK1ceNGKJVKnD59GizL4rvvvoNcLseGDRu63G7Dhg0+n/PZZ5+FFm0/VNusxas7TyI5UYg1vxqPeGHvmso8VByGwZIZ+ciSivDXz8/h6W1H8D83j8XQ7KRoh0YIIVGhN1qDmrQg2uwsi7JqVYd7fVdEqxrUSIzne1SOqxo6j7/rmATpjF13xdMZA+/OZjRbYbbYkSjio7pRg4yUeMQJeLhwuRXxAh7GD+1el1Gd0QJLgBVNAGjVmsAwjM+LiBcvO6aqjuZaTc0qPVq1Zig1RthZtlvrfwXiUrMGjUo9+DyOz+6FHVtWTFYbaho1GDLQUYf44WwjslITMCgzEVX1arTpzZAlx3faz5flOjQodRAKuEgPImkLlkd+FkSudrZaCYPZcf731DlwqUkDO5cLDoATF+Ue7+W8HSrnWmNO6vYkMMvPZ9r98PbUWMJA+G3SOHz4MF588UUIhUIkJibivffew6FDhyIRW7/XoNBh00cnIOBz8fvbJkDSD1tipo3OxPo7J4PP4+BPHx7H18fqovqBIYSQaGhW6nGqsgUqjcn/k8OoO9+3ZosNGkPgrVBNKj0u1rehTXdlm45Xuv3xFm4w7Qc/X2zB2Rolqhs1aFLpcf5Sq2PmPnR/+nSj2YrTlQpX4hOIc5dUKKtxdIc0WWw4US6H0dy5gqn3V+nsBpPZ5uq+6U1lgxpKjWPmtJomTY+fowFNSOHlITvLwmqzu7qXOlsnOz7V/ZzXtyfgHT8HJosN2gC6srIs65oMjWVZlFUrXYmCL111Te0Yr8HLuQAEPxW48zUvNWk6rV9Wr9DhXLUSP5xt9Ps6HSd/cHK2KF+83BbQ67if4waTFU1K3+vKmS32gFqse4LfJIrH44HDufI0gUAAHq/3XAnrrVraDHjpo5/BAvh98YSgmq37mtyMRDxx91UYk5eK7V+V47Vdp/1+CRFC+ge1uvMYgL7IWWFzToDgXqmz21m/FdeqBrXXtZxatSbvi74G2nXJR5LV3GpAxWXfx8a5mclsw+UWz6vRzqShO6w2O7QGS8CL73ZkDDB5a9OGN2G4UNeKQ6fqO91vtdkhVxlgstogb3UkLO5JnT0MFxdVGpNrGmk7y+KHs41oVunx88WWoJLh87UBLiQcZO84jd7skVSHUmR5q8Fn99JGhQ4/nG30SM4MPs6DExfkrokNulIn1+HIuSaoNCZoDRa06c2obP9cNKv0nc59AP73S4iH2lvy7c5ssTkSpksdW48DV9PU+TumWaXHT+eaYTBZXeuC+RuD5f6xPVutRFWj2ufxblEbcKYq9Ji7w28SVVBQgO3bt8Nms6GyshJPPPEERowYEYnY+i2l2oiX/vEzTGYbfnfbhB5vGu8NEuL4+PXScSi+cRhKqxR48i9HUBrEYEtCSN9SWVmJ+fPnY8GCBWhqasK8efNQUVER7bB6TFc5TVWDGudrVV1eGW9S6VHrJYk6d0mFkxUtXb631WYPeiHYyvq2ThXv8trWTlfIz9eqUNusCXGhWd8VsfOXWlFapcCRc03QBNBi0OW7tNferHa7xz5uUulRdknVacHY424zoOmNlqBa8xRqI6xWxxo6DW5dnY6eb0Zdi+P4OU+FY+XNnWIEHAnQsfNyKNqCW1fnfK3KtW6Vc2xLbbPOo8IbaEls7eOWOvKV7LEsi1Y/CemZaqVH9zH3Vo9TFQrUNV85v729i6/D4Lxb1f7+vo6X1mCBOcjz1HlunK9V4Ux7C5jRYsUPZxtR2aBGbXPklr3oqjWRBTxaXP0lXL54axFSqh37NdALE46ArhwDZ1LrfvG8YxIWrhkog+U3iXrsscdw5swZKBQK3H777dDpdFi/fn0kYuuXNHozNvxfCdr0Zqz51XjkZkR/UctYwWEYzLkqB4/fdRXE8Xy8vOMk/v7l+ZA/7ISQ3uu5557DY489BqlUioyMDNxxxx144okn/G63d+9ezJ8/H3PmzMH27dt9Pm/t2rX45JNPXLfr6+uxfPly3HTTTXjooYeg03m5gtyDuupKJm+vqHUc1G1n2bB0fz5docCJC3JYrDb8cLYRbe3jdLxRqo0elX+PxzRG1Ha4Um1zTt3cIczj5XLIWz2TE6vN3qGrlRXnL6k6VcwNJqtHsuOt4u5+l7+uQO7PdW99MLlmMjSh0a27kTNRtNrsOFWpwKkQLvg1qfSuRYwD4Z5A2GwsLDabxzpA7hqVep/HCHC0WPg63wLt0ljfokN5XSuaOxzDUxe974vmVgPOXVKhpcPzvcbQfp5XNapd54jeZHElmQB6ZMq20ioFjl+QQ63zvDigaDPih7ONKK10fE7c+euaBwDfHq/zuJDhvyGqBwrHsq7z3M6yrmUFQqFUG6FUG2Gz23221DZ20T0P8Dx8zs+vIgYX2/WbRInFYjz//PMoKSnBjz/+iE2bNiElJSUSsfU7eqMFm/75M5oUOvzmlnGuAZDEU066GI/fVYg5V+Xg4PHLeOIvR3C+G83PhJDep7W1Fddee63r9vLly6HVdm5pcdfU1ITNmzfjww8/xJ49e/DPf/4TFy9e7PScBx98EF988YXH/U8//TSWLVuGAwcOYMyYMXjzzTfDV5gANHTo9uOtGtVxjMiRsibX1W+nH842Bt1CYWpPCrQGxwWrMrfvW/f1ayxWG8rrWoOq/PtittpQ1eCZBBw934zqxiuvXVmvhkpr8hgPVNusxcmKli4rmh0fq28JvEIHAD+ebfJI5hRqo9eEJdSuhKFo05txWa6FxWpzjePpeD7ojY4WkOpGdZfH6OeLLW6Jn+drNKm63ldOzjFSlg4tN95mUVS0GV3jnFq1joWzy2tbUVHvfeyYxq1FQq0zh32ctL+XO9uhu+mFy47WO63REmKLqieN3gKrzY6aRo3XsW4s6zhGR881e9naO38XCurkuk7l1hstOOFjXamukunyulaU17Wiql6DsksqtOqC7/Lq74jGytB4v4ObnnvuOa/3+5udjwTHaLZi88cncVmuw+P3Xo1cac9PE9qbCfhcFN84DJMKZHjvX2X404cncOPkbCydOSTolckJIb2TyXSlRUQul8Pup6JQUlKCqVOnIjnZse7R3LlzceDAATzyyCOu5+zduxc33nij6zkAYLFY8NNPP+GNN94AACxZsgR33HEH/vCHP4S7SP611x68TSVc69Ya4azAe+vid+FyKxTqOI/ZTo+dlyNRdGUdHef6T77yAOfVcvepwy/WBj5hQseucd7YWbZT9yn3SrzzCrV7AuOsvHdFZ7Dikls3qnpv41LcdKyks2DxY1lTl9tU1qsh9TNNc7jrgbVyrUeXzY4tcKcqg29dCGYmQW+MASQVTSo9stPEABzjWwR8jus4DhnQ9cVkO8ui0i3ZNltsEPC5PpPojufc8XJ5py6m7ls6H+vY+hSIUBMqFixKK5UwWqxeu0RerGvz2gOnq1kofzrXjGyZ2OfjjnJ67rPmVoPrAkqnGC63YeSgrhtUOi5gfSmYiysxkiT547clKjk52fUvISEBR44ciURc/YrJbMOrH59CVb0GDy4eg8kjMqIdUq9RkJOMp1dOwS8mZ+PrY3V48j1qlSKkP1i2bBnuvfdeKBQKbNq0Cbfddhtuv/32Lrdpbm6GTCZz3U5PT0dTk2dl+L777sOtt97qcZ9KpYJYLHZNqiSTyTptFynO1oWymtZOj7nP1HXJz1gLpcbo0V3OYrN5JCDOZKXNx1Vkb5XrQCY3cL8qXVql8FtJ91WJ8xVDIDq2JHQ13sxktYV01bu5VR+WCTK6y1sl3KlJqXdNAHGmqmdi7dgl0517i5J7Hzb3sTsWq73LFj2F2vM87irZUWqMnbqEeZvFzlvLVjBdyS5edswweeKCvMv1y7ri3M7b+e+rZafVz+QydV7GRLoL5jQPpFtnx+f4mknQeyy9I4vy2xLlfoUOAO6//3489NBDPRZQf2Oy2PDqzpMor2vF/UWjMHm4zP9GxINQwMWy2QWYPFyG9/ZTqxQh/cHSpUsxaNAgHDx4EFarFc8++6xH9z5v7Ha7x1ge90Uru+LteYFs15FU6vtKsF+1bZAkxkNrtkMmSwSvtg0Sge+f8HiREBKLoyKSliaGJLHzDK8KraXT/Xwex2cFSSpNgKR9ZjiDle20rdVq9/o+gUhLE0PiZWavntAxRg6H6VRRZ92eJ5WKIWkO/xi45EQhwL3yG5UoEoDDN3uN0V1KagJkskRIEv23/DW2mXy+lkJngUJnwbCcZDA8btDHLtDny2SJ0BstuHCp1ec2qSkJUBuvJAzO511o0ECSIMDE4ekBlTdVKoYsVYRmjRkWlgkqTiepVAxJU2DH29txMNsBucYc1PuG+rnxEMIxdCeViiGRX2npFSXEub5DAM8YxSJ+QOdgqNEkigTg8HwnxL4+kzJZZOcRCHqucrFYjObmwPthEt9MFhu27DyF87WtuH/hqKgultcXDM9NwTMrr8aubyvw72N1OF2hwMoFI1GQk+x/Y0JIr9DaeqUFZtiwYRg2bJjHY+7d8DrKzMzE0aNHXbflcjnS09P9vmdqaio0Gg1sNhu4XG7A23WkUGi7NU5GrXFccZfLNa6/feGydqjbB3Xv++/FLp/rjs/l+GzhOXmuye/Ctf7i8qWlRRvytsGQJMZ3eh8uh9PlmJGWFv/7OxRWs9VjVjGt1rFYrbcY3amEXAgZNmwxHTsb/Ov4i9GdXK5xjCPronVBKeT6fD21xoDs1MDeT6nQgmOzobVVD7XGGFScTifONkIdQLdQACivbOn2cQglRm+6+xodP4Puf3eMUa0xIFcq6rHPrM1i7fK7xtdnUi4PbTwmh8OEdJErqDFRLMvizJkzyM/PD/qNiCej2YrXdp3GuRoV7ls4ClNHUwIVDp1apbYfx42F2bhlBrVKEdIXTJ06FQzDeHS5cd5mGAZlZWU+t73mmmvw2muvQalUIj4+Hl9++SWeffZZv+/J5/NRWFiI/fv3o6ioCHv27MGMGTPCUp5AhDJwvqvpjLvS1QKm/hKobgm+YS9ib+2cojncOk7LHOhaT3UtWs+Z6HoBf92z/I2dag5wQgunQMbGhWPb87V9Z/iAMZC1vdz05HqdoXShDfcEI4Hwm0R1vKq3aNEiLFq0qMcC6g+0Bgs27ziJmkYN7l04EtPGUAIVbs5WqZ0HK/Dvo3X4+UIL7rppBEbnpUY7NEJIN5w7dy7kbTMyMrBmzRqsWLECFosFS5cuxbhx43D//fdj9erVGDt2rM9tn3zySaxbtw5vvfUWsrKy8PLLL4ccR7DqFZ4VyEAW+bT6mWTDl3As2hqKQKfO7gn+9lVvS1hiTSATLHRca6ujyobAFtXWGCx0wTREF33MhujL2eqeG/Pnb92nJlXn8yUaX10MG43UrRv8dYeQyRJDbs6LBJXGhE3//BnNKgMeunk0Jg7rPAYq1ssQiFgqQ3ltK7Z9fg5NSj2uHZOJX90wFIkiQUDbxlI5QkVliA19oQyA73KE2h0iVDabDR999BG+//57cLlc3HDDDViyZEnE3j8UoXbnu1DXCgvLRKS7W3d0p1tSkkiAth68su0Urq5TPamvxTg8JyVqLTZ9bV9GS2+Icf70oVAqQrvg0WPd+W644YYuB9B+/fXXQb9pf3W5RYdXdpyEzmjB//vVeIzwMz0kCY+CnGQ8s/Iq7C2pxuc/XMKJCy1YeM1g3Dg5G3ye3wkqCSEx6Nlnn0VFRQUWL14MlmWxc+dO1NTUYM2aNdEOLewCWbCzt4tEAkWiw33qfUJ6TCx251u0aBGUSiWWLVsGPp+PXbt2obm5GXfffXcEwus7Tlcq8H+floLP42LtsokYnCmJdkj9Cp/HxZIZQ3D1yAzs+KYCO765iG9O1OGXM/Jx1Yh0cDmUTBHSm5SUlOBf//oX+HzH2kbOruZ9MYkCg16zbgohHfnrmkVIOLS0Gf2v2xRmfpOoQ4cO4eOPP3bdXrt2LW655RaMGTOmRwPrK1iWxb+P1eGjry8gWybG6lvG+V2Aj/ScgTIx1vxqPEqrFNjxn4vY+tlZ7DxYgRsmZWPG+AEQx/P9vwghJOpSU1Nhs9lcSRTDMJBI+ubFKZPFBoZL4zwIIcQXvdECMT+yaZTfJEqtVkOpVCI11TEgv7GxERYLXVUIhMVqwwdfluO7Uw2YOCwN9xeNQlwX63qQyBmTJ8Woe1JxsqIF/z5ah50HK/Dp91UYmy/F5OEyjB+SBlEcHStCYtWIESOwbNkyLFmyBFwuF/v370dKSgq2bdsGALjnnnuiHGH4aPTBrTlDCCH9jaLNCHGaKKLv6beWuGLFChQVFeG6664Dy7IoKSnBk08+GYnYerWWNgPe2F2KmkYNFkwbhF/OyAcnhMUZSc/hcBhMHCbDxGEy1DZr8e3Pl3GsXI7j5XLwuAwKcpIxZXQWBqcnIDtdTMePkBhiMpkwfPhwnDlzBgCQnZ0NACgvL49mWIQQQqLAaA5uivZw8JtELV++HBMmTMCPP/4IoVCI//mf/8HgwYMjEFrvdaZKibc/OwOb3Y5f3zLW6wx8JLbkpItxx5zhWDa7AJWX1ThW3ozSKiXe/9dZAIAkQYAxeakYmy/F6LxU6vZHSJS98MIL0Q6BEEJIjIjGBDwB9Veqra1FW1sbVq1ahf/85z+URPlgs9vx6fdV+FdJDQbIEvDIL8ciIzWyTYukezgMg6HZSRianYTbAHAEPHx3rBalVUqcvNiCktJGMAwwPCcZk4enY1KBDCmJwmiHTUi/8+OPP2Lr1q1oa/Nc22Tnzp1RiogQQkjURKGzkN8kauvWrTh06BAaGxtx99134/XXX0dNTQ0efvjhSMTXayjVRmz97AzK69owfVwWls0ugJBPA4F7O2lSPK4dm4Vrx2bBbmdR1ajGyYsKHDvfjO1flWP7V+UoyE7C1aMzUThcFvD6U4SQ7tmwYQPuvPNO5ObmRjuUHsenSSW6RcjjwmT1v+ArIYQEw28S9a9//Qsff/wxfvWrXyElJQU7duzAbbfdRkmUm6PnmvG3L87DYrXj/qJRmDY6M9ohkR7A4TAYMiAJQwYkYcmMfNS36HD0fDN+PNuEv39xHh9+VY7ReamYMjIdE4fJEC+kiSkI6SlSqRQrVqyIdhgRIUuOg9Zsj3YYvdbgLEnUFnslhERGNEat+63l8Xg8CARXrq5LJBLweFQ5BACd0YLtX5bjh7NNGJyZiPuLRiFLmhDtsEiEDEhLwKK0PBRdMxi1zVr8eLYJR8qa8G6FAjzueYwbIsXEYWkYN0RKLVSEhNkNN9yA7du3Y/r06R6/SQMGDIhiVD0jO12Mc3XqaIfRqyUlCNGmM0U7DNIDZEnxkLcZoh2GT2PzpThdqYh2GH0elxODY6KysrJw8OBBMAwDs9mMv/zlLxg4cGAkYotZLMvieHkLtn91Hhq9BTdPz8OCaYNowdZ+imEY5GYkIjcjEUuvH4KKejWOnG3C0fPNOF4uB8MAw7KTMTovFSNyk5GXJQGPS+cKId2hUqnw8ssvIz7+ytTfDMPg+PHjUYyqZ0RrZtCJw2Q4cUEe0rahdKET8rkwWa5sI47nQ2sIz5Iq/Ah+504dlYkfzjaGtK1IyAOfF1ysI3JTcO5S/21pGzIwCQPSEnCyosV1n4DHhdnH+RfH58FoicxMbkMHJiEhLrCJqCYXpONYeXMPR3QFn8uFxdZ3urnmZkoANrIt9n6TqMcffxxr167F+fPnMWHCBIwfPx6bNm2KRGwx6bJciw//fQFlNSpkyxLwm6XjMSgzMdphkRjBMAyGDkzC0IFJKP7FMNQ0avDzhRacvNiC3f+tBAAI+BzkZ0kwOFOC3EwxBmUkIj0lnpJwQoLwzTff4Pvvv0daWlq0Q4mImZOysffbC10+JyNFhJREYdAV6vFD0qAxWFDbpIHF5qiEZKUmdGtc78QCGfRGK7gcBla7HYo2I3QGC/g8LlrUBiTGC6AxmF3PTxELkZOeiFOVVyrCWakJ4HCYLrvi8TgcWO2dK05DBybh4mXHpCNcDtNlX59BGYlgWSAhno+yGmUIpQ2vq0Zl4sChCp+PJ8TxoTM6ksvJBeng8zg+k4Y4Aa/T1M98Lsd1nHurrNQEDJQlgGUdt93P1YLsZCQnCnGmyvuxzEiNR02TJuT39nbOcRgGdmcwXozLT/M4tztyJs9TRzmGgxw91wyr3e7z/A5FUoIQOelilFY5WsWkSUI0KvUAgCkjM3CkrKnb75GRIkKTyvGa/srsruMFkzF5Ulec7iQiAdR6c6f7x+RJkZWWALk89OMaCr9J1OnTp/HXv/4VBoMBNpsNYrE4EnHFHHmrAQd+vIRvf65HvJCL5bMLcP3EAVTxJT5xGAZ5WRLkZUnwyxn50BosOH9JhXM1rahsaMO/j9XB2v5DxuUwSE+JR2aqCBkpIqQlx0GWHI+0pDikJcWBz6OB5YS4k0qlrkXgg7F371689dZbsFqtuOuuu7B8+XKPx8vKyvDYY49Bp9OhsLAQTz/9NHg8Hnbv3o1NmzZBKpUCAK6//nqsWbMmLGUJl7wsSdDbjM2XIl7IQ7yQB7PFhjq5FgAQJ/T/nTN+SJrH1f+OiZ5zwXIhuK6r8Y1KPVrUBiTE8zySqGE5yeAwDAZIE6AzWtGmM4HHZZAkFmJkbgrKLqmQJolHi9rRbWvUoFScrVFCwOdCIhBAqTF6xCZx60ItSRB06u6VnSZGXYujrAzDIEvqmEl3TJ4UzSoDmlv1PssdTOWwYyV41OBUnK3uKlFjwOdxkJcpgUpjQquXLojurWrOVqtJBTKvrV/Dc5Jdx2hwpgTxAi6aWw1QqB37Kyc9EbXNmqAq66JujPd1vp+7zFQRGpV6j+TQHw6H8ezR4ZYkp0riALSf2+I4fHOk2mNbQfvv6aCMRI9kKi9LgqoG391mxXF85GYmQiISuPb1AGkC6hU6TCqQwWCy4kyHY+ucdtv5WfBleG6Kx+2Rg1NwulKBgbIESCVxOB5ii7Dnezg+Y96S6I6t3e6ftUBlpopcY8EzUkQQxfG8tpKmiIVQaa+c13wuB2lJ8R5JlLdlZIbnpCBRxEd1owYtHT7P0Vp2xu8nYfPmzfjFL37h0WWiP6lp1ODAkUv4qawZDAPMmDAAv5yeR2NcSNDE8XxMHp6OycPTAQBWmx31LTrUNmvRqNSjQaFHg0KH05VKV3LllJQgcCRUbolVWnI8ZMnxSE0UUvdA0u8UFBRg2bJlmDVrlse43XvuucfnNk1NTdi8eTM++eQTCAQCFBcX4+qrr8bQoUNdz/nDH/6A5557DhMmTMD69euxY8cOLFu2DKWlpVi3bh0WLlzYo+UK1PCcFI8WmsGZnROoqaMyUVql6LJLnHtXoy4upPvk7Bo1arAjoc3PknTZgpWWFAe1zoyBaQmuq+DAlUpcbkYi7HYWLWojksSO5SMkCQLkpjta7J0VO0mCAHmZEiQnCsEAnZIoQXsMzkpsZqoIijajq8wDZAluSdSV7cTxfIjj+WjVmmC22pCTnohksQAMGFfi5F4hzpaJXYmnN4MzE3Gx/so0/Hwux2erhZDHRV6Wo2dLRqoIGakilNe2dipbalKc1+QqP0uCyvYkoHB4Oux2FgI+FwOkCYgTcJGeInLtG5PFhiEDkiDgc1DbrEGSWAC1zuxRuS4cno7Lch0alDrXfVNGZIBhADuXi4vVdsQLedAZLGjz0jowdVQmWJaFnWVx6qICJqsNA9MSMDDNMXbcmYjw2i9GpyQKOyVRHVssfbW4+Wpo9DZMRpoUBx43BYkigUcSlZ4cDwZw7cOOx2lMvrTTa+Wki5Gb4Thm7vVC57ZcbmBdcTt+ZhLi+JhcIHNdQJ0yIgMNCh1q3c61MXlSiOJ4rhakcflSNCj0kLcZPFqEACB/QJLfbsHu5c2UijBQloCK+jbX9weHYZCZKkK9Qtdp24Q4PrJlYuhNjlbPhPakRpLgWVfmczkYnpviOvbOljc7y6KlzQCtwYLUxLhO8QBwLSczdGBSpyQqWvwmUQUFBXjrrbdQWFgIkejKmkejR4/u0cCiqUmlx5GyZhwpa8JluQ5CARdzrsrB7KtyaE0gEjY8Lsc1lsqdnWXRpjVD3mpAS5sBLW1GKNqMaGkzorK+DUfPNcNmv/LFwmEYpEqEkCXHQ5Ych7SkeEiT4iCVOP4lp9BkJ6TvMRqNyMvLQ3V1dcDblJSUYOrUqUhOTgYAzJ07FwcOHMAjjzwCALh8+TKMRiMmTJgAAFiyZAm2bNmCZcuW4fTp06iursbbb7+N4cOH4/HHH0dSUlLYy9WVKSMzwLIsGIYBh2EglcRBoTZi6IAkpCVfudA5Ll8Ki83xHTEiNwV1ci2yZWI0KvSw2VnkZIi9dt2x2ztX7NMk8YgTcNGqNUHbXsF17yI2fqijYsm0V9CcFXVfeFwOCnKSu3wOh8MgPdlzrNuA9or3yEGp0LfH4b4O49RRmWjTOSrb4nhH1WbKiAzX4wlxfEwZmYG0NDHkcg0YSPKocAAAIABJREFUhnElCbLkzheJBTwOzFYbkhIEXse0OK/UC9pbgjp2M5o0TAaGAfg8LoQCLtp0ZhhNNsQJuEhKEHhciXeaWCDrdN/Q7CTY7RIcPe8YK1M4PB08LgeV9W2dnuteSeZxOUB7vbzjb0y8kIcxeVcSgvFD0iDkc1FapfRIonhcDgZlJnokUQzjOB6Z0gRw21uuWJYFyzqOm8lsw4mLcgjbK/8Mw4DLMBg3VBpQki6O47vOMwAYnZeKshoV2nQmcDkcpCfHo65Fi475gPP865goiNyO3ZSRGa5z3Jmgp4gdv52SBAEYhkF6isiVRI0fkoYTFx0tQB0vnGelJqBBqXO9r1O2TAyRkIdksRBKtRHJ4q7rjInxvi/Iu/dA4XAYDJSJPZIoLofxKK8ojo8hA5OQKolDkliAvCwJDCYrGhR6pLW3zgGOCwUqrcl1gSFO4Pi8jBsiRavWDIvVjoQ4HhiGwZg8qSvhGZ6TjCSxEEliYadur4MzE8HjciARCTBhaJrrNd33zpQRGeC0Z7UD08Qe9WkOw2BwpgSlVQrXRYpJ7Z8H57nvy6CM6A2p8ZlEvfLKK/jtb3+LL774AidPnsTHH3/seoxhGHz99dchv6m/7hSRZLXZ0aTUo7JBjfLaVlyobUNzqyPDHZqdhGW/GIZpYzIDHhhISHdxGAYpiUKkJAq9VjbsdhYqjQktbQY0txogbzWipc0AeasBP19UQK3rfEUwIY6HJLEQ4ng+RO1dd0RCHgQCDoR8ruufgM9x+5uLOIGjAhDHd/xfwOdGbZA7Ie5eeOGFoLdpbm6GTHalopqeno5Tp075fFwmk6Gpqcn198qVKzFp0iS8/PLLeOaZZ4IeHyyVdq87fEa6Z2uT0Q5Y2DYMHJDc6Yqvu6zMJI//A4CkfbY/mexKBcTG4UBncVSMpaliyNISXI9brHaUnKrHmCFSVFxug8BoRVqa2KOS2vH1/Bmaa0GzSo+Rg1MhC3BhelnnPCOgx9ylu+1H933iLklhAIdvhlQqdu1bSWJb+/skuspps7PgxwmQN0CCumYttAZLp33QMSypVIzvT9YDcHSBLKtSolml99iu42tM5nHB53IhS4nvFItTWpoYZpZBfnZSSL1ljHagukGNtOR4tGpMrtd2vldWWoLHvvN1rOPFQohFAr9j6sYVsKiTayGTiaE22ZAuS8S4EZlo1Rgh5HPB4TAQxfHRpDaB5XAwblgaJAlCJDeqkZsp6TQb24QRQIokrlPXrpuuHQKGgdceG97KMH2SABq9GdkZiahociQt0ycMdCUAXZXd/f6MDM/PqySxDfFCHqaMzsS3x+sAADMmDnQloIFwHosxQ6SQJjnOhcEDTZAkCFzv3TG23GzProIpqQnQG61QaYzQWezIzbxyPud08Z5D89LaXx/QWexo1Zgg4HNgttiRkS5xtT51NFRnRYZU5Opm6S1GwPE5kUrFSBTxPZLTWRJHVz+Z2+zX0ycJwDCA1mDBQNmV79Vgvn/CwWcStW/fPtx+++0YMmQI/v73v7uufnVXIN0peoLdzuJ4uRzNrQao1CYo1EY0KvVoVhlczYXieD6GZSfhhkkDMXl4OqRJcX5elZDI43AYR0tTUlynftQAYLLYoFQ7Wq8UaiOsYFDfrEGb1gydwQKF2gi90Qqj2QqTxQarLbg+PAIeBwJn4iXgum4LeBzHAGc+t32gs+M2n8cBj9v+j8OAy+WAx3X0Z+dyGfA4HPB4HPC5V57v/CfgORK7JIstbN9BpG84ceIEtm7dCr1e7+gyZLejrq4OBw8e9LmN3W73OIc6nlNdPf7GG2+47r/vvvswe/bsoGNWKLReW3sCIZMldho0LWRYDJYlwKQ3Qa4PbvputcaA5AShx2tyAWSnxkOlMYFjt3V6v1E5SbCbrVC3GWAwW9HSovVYD89bjF1JTeAhgZ8Axtb5vXpKoDGajGaoNQaolDqY2vctn2HB43I6bZ8Sz0OrSg8xnwMxXxjw61usdsjlGqQm8JAcfyUubzHyAcBqdd2v1jgu9nZ83oCUOBh1JhhDmM49ngsUDHC0KKQnCjq916icpC5jdKc2+5/9TsRjUJCVCJZlIU3gg8/aoVQ4khZD+/Y6jRGpIh5MBg4sBjOURgvEfI7ree7iOIBBa4RBe6X7o0yWiFZV5+5n/sRxHPvWWXaFl/cL1ohsR1LlOOZ8tGlNaGnRBvW5ccZjN185FzKThK7XDYZKqXOc40IuxHzfQwLUGgMkifEer9/Wqodab0ZBdjIYhoFea4Rea/S6fZqYD5vJArk8sPFuJi/fZVx4L5/A7f5gv3/ccThMSBe5fCZR1157La6//noAwLRp01z3O39UysrKgo8S/rtT9JSLl9vw5p5SAI6m7NREIQakJaBwhAwDpAnIyUhEllREV9lJryfkc5ElTXCtWebvi8Vqs8NsscFkscNstcFktsFstcNktsFotsFkscJkcd62wmyxw2RxPGaxOp5rttigM1pdty1u/8xWW0hjLbzhtydbjqTLmYg5xhhwOQw4HEdLOYP27h3tH2cGbt0K2j/jzJU/HdswV7YF4xhLwbht73we4PgedOd+i2UBFiza/3N1deHzuTCbrT73hftXj7943GPqGAPLtr+n23vb7Wz72AS4/m9nHfc54wSAGeMH4MbJ2d4DjDEbNmzA4sWL8cUXX6C4uBhff/015syZ0+U2mZmZOHr0qOu2XC5Henq6x+Ny+ZUB3C0tLUhPT4dGo8GuXbtw9913A3DsQy43+pO9MAzjd8C6L86xCB1JEgRdtmoBjoH7l1u03R6LyWGYmF2UPD9LAqkkzmP/DsvuuhtiMCYMvTKrJIdhwAlw7ExPYhgGPC9xTC5I9/Ls8L5vRhctkXwet1OXxEhJFAm8dvcMhXv9MjNVhMwAW1/dDc6UQCIKT8+oVEkcauVaSCVddznkdTGBGpfDuLpG9kc+v72efvppPP3001i+fDm2b98etjf0153Cn0AyRa/NhLJEbMtPgyiO16n7QSyKdJNkT+gLZQD6RjmiXQabnYXF6mj1slhtsNlYWG2OJMv5f4vVDqvVDpPVBkt7omZu/+f42+66bXHb1mqzw25nYWv/B/cEAZ6D5Z1/s2Cv/O1MNFgWrJ11Pca2b8B22NapU598tzudCZoz8WEYBlabHVzXOAHPbT1jdIvH9e9KPI74r2zXMbFyT8A4DAOG4+jGwuW43d/el55hPH/YB2ZIAjpXon0+AY5yPPDAA1CpVMjPz0dRURFuueWWLre55ppr8Nprr0GpVCI+Ph5ffvklnn32WdfjAwcOhFAoxLFjxzB58mR8+umnmDFjBkQiEd59911MnDgR48ePxwcffBBSS1RfkS1LQGaqKOj1jHoTDofp0THQ3W1VH5ef5rGmVk/qy8fZn9GDg58BtCeFknj5Ei/k+byY4s4xy6EQdrfWxcFZEtQ0avr9JGt+LwGFM4EC/Hen8Mdfdwh/V911Fit0Gu9NjrGiO02SsaIvlAHoG+WI1TJwAXA5ADgcoIuuBEDsliEYvaUM/mL0VY5Qu0OEKiHB0dKam5uLCxcuYPLkyeD4WXIiIyMDa9aswYoVK2CxWLB06VKMGzcO999/P1avXo2xY8fipZdewoYNG6DVajF69GisWLECXC4Xr7zyCp566ikYjUYMHjwYGzdujEQxYxLDMODzot9y0p85LgjHZise6VuEAi6kSZ7d+eKFPIwY1Hk4QX8T8U+gv+4U/gQy+C7QAXqxjMoQO/pCOagMsaEvlAHwXo5Il23cuHH47W9/i9/85jdYtWoVqqurweP5/0krKipCUVGRx33vvPOO6+8RI0Zg586dnbYrLCzE7t27uxVzd/dRbzh/KMbwoBjDpzfESTGGR6gxhrodw3bs3N/DmpqacPvtt2Pnzp2Ij49HcXExnn32WYwbNy6SYRBCCOnFWJbFyZMnMWHCBHz77bc4dOgQiouLkZ+fH+3QCCGE9AMRb4ny1Z2CEEIICRTDMJBKHWvdsCyLpKQkj/G2hBBCSE+KeEsUIYQQ0l1PPPEEAOCuu+7CXXfdhenTp0Or1eK1116LcmSEEEL6g/475QohhJBeq7S0FE899RS++uor/PKXv8QLL7yAy5cvRzssQggh/QQlUYQQQnodlmXB4XBw6NAhTJ06FQBgNMb2zKuEEEL6DkqiCCGE9Dq5ubm4//77UVdXhylTpuB3v/sdRowYEe2wyP9n787jm6rz/fG/TrY2bbo3XaALOwgqIAyUEUVc2EqpIg5FBEYGAZfrcnVUEOWK4+AwbsMwP2e4X8e5OqjD4gYqigsuFEGQRWmB0tLSvUmTps2+fX5/pEmTNnvTJC3v5+OhNMlJ8j6fnJN83uezEULIZYLGRBFCCOl3tFotDhw4gEmTJiEnJwfvvPMObr31VojF4kiHRggh5DJASRQhhBBCCCGEBIC68xFCCCGEEEJIACiJIoQQQgghhJAA9Kskau/evZg3bx5mzZqFHTt29Hi8vLwcCxcuxOzZs/HUU0/BbDa7PF5WVoYrr7wyXOG6Few+tLS0YPXq1bj11ltRUlKCurq6cIfuEOw+1NXVYenSpSguLsayZcsiOh2xr32we/zxx/Hee+85bjc0NGDp0qWYM2cO7r33Xmg0mnCE61Gw+3H8+HEsWrQIxcXFWLFiRb/8LOz6w3lt130f+tN5bdd9H6LpvB6o/P1s+tqyZctQWFiI4uJiFBcX49SpUx5jKy0tRVFREWbNmoVXXnmlz2NTq9WYP3++4xzy9P6efp/C8d3ePcZ169Zh1qxZjvI8cOBAULGH0rZt21BYWIjCwkJs2bIlqHj6uizdxRhtZfmXv/wF8+bNQ2FhId54442gYunrcnQXY7SVo92f/vQnPPnkk17f01N5tbe3Y/Xq1Zg7dy6WLl0KmUwWusBYP9HU1MRmzpzJlEol02g0rKioiFVUVLhsU1hYyE6cOMEYY2zdunVsx44djse0Wi0rKSlho0aNCmvcznqzDytWrGBvv/02Y4yxt99+mz300EPhDb5Tb/bhsccec/z95ptvskcffTS8wXfyZx+amprYmjVr2NVXX8327NnjuH/16tVs3759jDHGtm3bxrZs2RLW2J31Zj9mzpzJysvLGWOM7dq1i61duzassTvHF+w+MNZ/zmtP+9CfzmtP+xAt5/VA5c9nEw5Wq5VNnz6dmUwmn7HpdDo2Y8YMdunSJWYymdjKlSvZwYMH+yy2kydPsvnz57Nx48ax2tpar+/v6fepr7/bu8fIGGPz589nzc3NLtsFE3uoHDp0iC1evJgZDAZmNBrZ8uXL2d69e6OqLN3F+Pnnn0dVWR45coSVlJQwk8nEdDqd4/c2msrRXYyVlZVRVY52paWlbOrUqeyJJ57w+p6eyuvZZ59l//jHPxhjjL3//vsh/Z3tNy1RpaWlKCgoQHJyMuLi4jB79mzs37/f8Xh9fT30ej0mTJgAAFi4cKHL4y+88AJWrFgR9ridBbsPCoUCZ8+eRUlJCQDg9ttvx8MPP9yv9gEArFYr1Go1AECn0yE2Njb8OwDf+wDYrvzedNNNmDt3ruM+k8mEH3/8EbNnzwbQ8xgLt2D3w2g04qGHHnJMBz169Gg0NjaGNXa7YPfBrj+c14D7fehP5zXg+XOIlvN6oPLnswmHqqoqAMDKlSuxYMEC/Pvf//YY2+nTp5Gfn4/c3FwIBAIUFRX1acw7d+7Exo0bkZGRAQAe39/T71M4vtu7x6jT6dDQ0ID169ejqKgIW7duhdVqDTj2UJJKpXjyySchEokgFAoxfPhwVFdXR1VZuouxoaEhqspyypQpePPNNyEQCNDa2gqLxYL29vaoKkd3McbGxkZVOQJAW1sbXnnlFaxduxaA5zqmt/I6ePAgioqKAADz58/Ht99+C5PJFJL4BCF5lTBoaWmBVCp13M7IyMDp06c9Pi6VStHc3AwA+PLLL6HX6zFnzpzwBexGsPtQW1uLQYMG4YUXXsCxY8cglUrx9NNPhzV2TzEG8jk89NBDKCkpwVtvvQWTyYT//Oc/4Qvcia99AIBVq1YBsHV7s1MqlZBIJBAIbKeN875FQrD7IRKJUFxcDMBWAd62bRtuvvnmMETcU7D7APSf8xpwvw/96bwGPH8O0XJeD1T+fDbh0N7ejmnTpuHpp5+GyWTC8uXLMXfuXLexuYu5L78rn3/+eZfbnt7f0+9TOL7bu8col8tRUFCAjRs3IiEhAWvWrMHu3bsRFxcXUOyhNHLkSMff1dXV+PTTT3HXXXdFVVm6i3HHjh04evRoVJWlUCjE1q1b8c9//hNz5syJymOye4xmsznqjslnnnkGjzzyiONCbzDl5fwcgUAAiUQChUKBzMzMXsfXb1qirFYrOI5z3GaMudz29LhMJsNrr70WscqJs2D3wWw2o6ysDAUFBdizZw9uuukmR9/QcAt2HwDgiSeewKZNm/Ddd9/h2WefxQMPPAAWgRn2fe2DJ+628+d5fSXY/bAzGo147LHHYDabsWbNmr4I0adg96E/ndee9Kfz2ptoOa8Hqt6e56EyceJEbNmyBQkJCUhNTcWiRYuwdetWt7FFOmZP7+/p/kh8t+fm5uJvf/sbMjIyIBaLsWzZMnzzzTcBx94XKioqsHLlSjz++OPIzc2NyrJ0jnHYsGFRWZYPPvggDh8+jMbGRlRXV0dlOTrHePjw4agqx127diE7OxvTpk1z3BeK8mKMgccLTfrTb5KorKwsl8FgMpnM0Szu7nG5XI6MjAwcPHgQbW1tjoHPAFBcXOzofhJOwe6DVCpFfHw8Zs6cCcDWHBmJK5HuYvR3HxQKBaqqqhwtHrNnz4ZMJoNSqQxf8B5i7L4PnqSmpqKjowMWiyWg5/WVYPcDADQaDVatWgWz2YzXXnsNQqGwr8L0Kth96E/ntSf96bz2JJrO64GqN+d5KB07dgyHDx923GaMYfDgwW5ji3TMnt7f0+9TJL7bz507h88++8xxmzEGgUAQcOyhdvz4cfz2t7/Fo48+ittuuy0qy7J7jNFWlpWVlSgvLwcAiMVizJo1C0eOHImqcnQX4yeffBJV5fjJJ5/g0KFDKC4uxtatW/HVV19h9+7dAZdXRkYG5HI5ANvFS41Gg+Tk5JDE2G+SqF//+tc4fPgwFAoFdDodPv/8c1x//fWOxwcPHoyYmBhHV5MPP/wQ119/Pe644w588cUX+PDDD/Hhhx86HpNIJP1mH/Ly8pCVlYVvvvkGAPD1119j3LhxYY+/N/uQkpKCmJgYHDt2DIDtSzA+Ph6pqalRtw+eCIVCTJ48GZ988gkA4IMPPvDreX0l2P0AgN///vfIz8/Hq6++CpFI1MeRehbsPvSn89qT/nReexJN5/VA1ZvzPJQ6OjqwZcsWGAwGqNVqvP/++/jzn//sNrbx48fj4sWLqKmpgcViwb59+8Ias6f39/T7FInvdsYY/vjHP0KlUjm6wd5yyy0Bxx5KjY2NuP/++/Hiiy+isLAQQPSVpbsYo60s6+rqsGHDBhiNRhiNRnz55ZcoKSmJqnJ0F+OvfvWrqCrHN954A/v27cOHH36IBx98EDfeeCM2b94ccHnNmDEDH3zwAQBbYjZ58uTQXTgO2RQVYfDRRx+xwsJCNmvWLLZ9+3bGGGOrVq1ip0+fZowxVl5ezm6//XY2e/Zs9t///d/MYDD0eI1IzuLFWPD7UFlZye666y5WWFjIFi9ezC5evBipXQh6H06dOsUWLVrE5s+fzxYvXszOnDkTtftg98QTT7jMRFZXV8fuuusuNnfuXLZy5UrW1tYW1ri7C2Y/zpw5w0aNGsXmzZvHFixYwBYsWMBWrVoV9tjtgv0snEX7eW3XfR/603lt130foum8HqjcfTaR8Morr7A5c+awWbNmsX/9619eYystLWVFRUVs1qxZ7Pnnn2dWq7XP45s5c6Zj5jtP7+/p9ylc3+3OMf773/9mc+fOZbfccgv785//7Ngm0NhD5bnnnmMTJkxw/C4sWLCAvf3221FVlp5ijLay3Lp1K5s7dy6bP38+27p1a1Cx9PUx6S7GaCtHuz179jhm5wu0vJRKJVuzZg2bN28eW7x4seP8CwWOMeq8TgghhBBCCCH+6jfd+QghhBBCCCEkGlASRQghhBBCCCEBoCSKEEIIIYQQQgJASRQhhBBCCCGEBICSKEIIIYQQQggJACVRhBBCCCGEEBIASqIIIYQQQgghJACURBFCCCGEEEJIACiJIoQQQgghhJAAUBJFCCGEEEIIIQGgJIoQQgghhBBCAkBJFCGEEEIIIYQEgJIoQgghhBBCCAkAJVGEEEIIIYQQEgBKogghhBBCCCEkAJREERJl1qxZg/feew8AUFxcjPb29ghHRAghhBBCnAkiHQAhxLMPP/ww0iEQQgghhJBuKIkiJMQ0Gg3WrVuHmpoa8Hg8jBs3Dps2bQKP577ht7m5GU8++SRaWlowaNAgtLa2Oh4bPXo0Dh8+jNTU1HCFTwghhBBCfKDufISE2IEDB6DRaPDhhx9i9+7dAIDa2lqP22/atAnjx4/Hxx9/jA0bNuDixYvhCpUQQgghhASBkihCQmzSpEm4cOECli1bhu3bt2PFihXIz8/3uH1paSkWLlwIAMjPz8fUqVPDFSohhBBCCAkCJVGEhFhubi4OHDiA1atXQ61W4+6778ZXX33lcXuO48AYc9wWCKiXLSGEEEJINKMkipAQe/vtt7Fu3TpMnz4dv//97zF9+nSUlZV53P66667Df/7zHwBAQ0MDjhw5Eq5QCSGEEEJIEOiSNyEhduutt+Lo0aOYN28exGIxsrOzsWzZMo/bb9y4EevWrcPcuXORlZWFMWPGhDFaQgghhBASKI459yMihBBC+jm9Xo+amhqMGjUKer0eYrE40iERQggZYKglipA+VlVVhUceecTtY0OHDsWrr74a5ogIGbhOnjyJBx54AAKBAO+++y6Ki4vx2muv4Zprrol0aIQQQgYQaokihBAyYNx5553YtGkTHnvsMXzwwQf45ptvsHXrVuzZsyfSoRFCCBlAaGIJQgghA4Zer8eIESMct2fMmAGLxRLBiAghhAxElEQRQggZMAQCAVQqFTiOA2DrTuuPvXv3Yt68eZg1axZ27NjR4/EvvvgCxcXFWLBgAe677z6oVKqQxk0IIaR/6Xfd+ZRKDazWwEJOS5OgtVXdRxGFBsXYe9EeH0AxhgrFGBqhjJHH45CSEh+S1+qNr7/+Gi+//DLkcjmmTZuGQ4cOYdOmTZg9e7bH5zQ3N2PJkiV47733IBKJUFJSgpdfftnRoqVWqzFnzhzs2bMHmZmZ+Mtf/oKOjg5s2LAhoNiC+f2yu9yOp75CMYZGf4gR6B9xUoyh0ZsYg/396ncTS1itLKgfoWB/uPpCm9qAC3UqXKhXQdlhgMFkgYUBJqMZSZIYpCTEIDUhBkOyEzEkKwEiIT/SITtEUzm6E+3xARRjqFCModEfYgzEzJkzMWzYMBw6dAhWqxX3338/hg8f7vU5paWlKCgoQHJyMgBg9uzZ2L9/Px544AEAgMlkwsaNG5GZmQkAGD16NPbu3RtwbMH+fjk/Pxo0KbQAgKzUuB6PRUuM3lCModEfYgT6R5wUY2iEO8Y+TaK2bduGTz/9FICtX/rjjz+O0tJSbN68GQaDAXPnzvU4a9lAozea8e3JBnx9oh7NSh0AQCjgIS0xFrEiPhLiY8BxHC41d+BUpRxGkxUAwOdxyMuUYOyQVEwenYG8TImjmwohhBBXbW1tSEpKwrx581zusydI7rS0tEAqlTpuZ2Rk4PTp047bKSkpuOWWWwDYxlxt377d69pvA111UzsA90kUIYRcLvosiSotLcX333+P999/HxzHYdWqVdi3bx9efPFFvPXWW8jOzsaaNWvwzTffYMaMGX0VRsRp9CZ8drQWX/9UB43ejFG5ybhh4mCMzElGXqYEAr5tWJpUmgCZrAMAwBhDh9aEqsZ2VNarcL62DZ/+cAkfH65BelIsfnVFBmZOHIz0JFr7hBBCnBUUFPS40CSVSvHtt996fI7VanV5DmPM7cWqjo4O3H///RgzZgxuu+22gGNLS5ME/BxnUmlCr54fKokJtvFg7uKJlhi9oRhDoz/ECPSPOCnG0Ah3jH2WREmlUjz55JMQiUQAgOHDh6O6uhr5+fnIzc0FABQVFWH//v0DNomqaerA397/Ga0qPSaOkmJuQR6GD0ry+TyO45AYL8KEEemYMCIdANChNeJkhRzHz8vw2ZFa7D9yCdeMkuKWybkYlev5CishhFxOzp496/jbaDRi3759uHjxotfnZGVl4dixY47bMpkMGRkZLtu0tLTgd7/7HQoKCrB+/fqgYmttVQfd3cT5QluktXfYelN0jyeaYvSEYgyN/hAj0D/ipBhDozcx8nhcUBe5fCZRL7zwApYsWYL8/PyAXnjkyJGOv6urq/Hpp5/irrvu6tFlorm5OaDXDfZKXriz0y+O1uD/23MaSfEibHnwOozJT/X5HG8xSgEMy0/DwptHQ6bU4eNDVfjshxocPyfDr8ZmYlXxlRiU3rurnP6I9isR0R4fQDGGCsUYGv0hxmCJRCIsXLgQCxcuxKOPPupxu1//+tf461//CoVCAbFYjM8//xzPPfec43GLxYK1a9di7ty5uO+++8IROiGEkCjnM4lKSkrCypUrkZubi5KSEtxyyy3g8/2f6KCiogJr1qzB448/Dj6fj+rqasdjnrpMeBPMlbxwZtCMMbzzRQW+OF6HK/JTsKZ4HBLjhD7fP9AYC6fm4eaJg/HViTp8dKga92/5CrOn5GH+tCGIEfXNRBTRfiUi2uMDKMZQoRhDI5QxBnslL9Ta2tocfzPG8Msvv6C9vd3rczIzM/HII49g+fLlMJlMWLRoEa6++mrcc889ePDBB9HU1ISysjJYLBZ89tlnAIArr7wSzz//fJ+r71ffAAAgAElEQVTuCyGEkOjlM4m69957sXbtWnz33XfYs2cPXnrpJRQWFmLJkiWOmYo8OX78OB588EGsX78ehYWFOHr0KGQymeNxd10m+rtPfqjBF8frcPPkHJTcOBI8Xt9NAhEj4mPu1HwUjM3CroMX8PHhGpyokOP+265EdlrkpxomhJBws4+Jsq/ekZaWhqeeesrn84qKilBUVORy3//+7/8CAK666iqXboKEEEKIX4vtchyHzMxMZGRkwGw2o7KyEkuXLsW7777r8TmNjY24//778eKLL6KwsBAAMH78eFy8eBE1NTWwWCzYt28frr/++tDsSRQ4drYFe76pwtSxmVhyU98mUM5SEmKwumgcHl08Ae0aI577v2M4fk7m+4mEEDLAnD17FuXl5Th79izOnj2LQ4cOuczURwghhISCz5aoXbt2YefOnWhtbUVJSQn27NmD1NRUKBQKzJ8/HyUlJW6f9/rrr8NgMOCFF15w3FdSUoIXXngB//Vf/wWDwYAZM2Zgzpw5odubCKpsUOF/95VhxOAkrJw3JiLTkI8bmor/uftX+Nv7v+Bv7/+Mwmn5WHj9MJoSnRAy4L3xxhteH7/77rvDFAkhhJDLgc8k6tNPP8XatWsxc+ZM8HhdDVepqale13jasGGDx9XcP/rooyBCjV4qjRF/3X0ayRIRHrj9KggFkVscNzUxFk8uvQY7DpzHx4dr0KE1Yfns0WFrFSOEkEg4f/58pEMghBASBL3RDJ3BgpSEGL+2N1usaOswID05skv9+Eyitm7dih07duCmm25CfX09/vWvf+GRRx5BXFwc7rjjjnDEGPXe/bICWoMZv18yEYlxokiHA6GAhxVzRiMxXoh9pTUwmixYWXiFY00qQggZaDZv3hzpEIgPViuD2WKFSBi5C42EDHRl1QqkJsb2q8WwT11oBQNDwdgsv7avamiHokOPuFgh4mL7bLUmn3y+87p165CTkwMASExMBMdxePrpp/HSSy/1eXD9wenKVhwpa8at04disDTyM1PZcRyHhdcPR4yQjz3fVMFgsmBt8ZUQCiiRIoQMXCdOnMD27duh1WrBGIPVakVdXR0OHjwY6dAue+cuKaHSGv2uKBFCAteuNaJdawwqiTKZraiTqZGflQBeGIeCMAQ267bRZAEAWFlw6+6Fis8adXV1NZ544gkAQEJCAtavX4+Kioo+D6w/MBgteOuzc8hOi8PcgsDW0QqXwmlDsPSWUThRIcc/PjoDs8Ua6ZAIIaTPbNiwARMnToRarUZRUREkEglmzZoV6bAIAJXWGOkQCCFe1Lao0azUQq7SRzqUfsFnEmU2m6FWqx23NRqNY+rYy90H31ehtV2PFXPGRHULz02TcrD0llH46bwMr39cHvA6W4QQ0l9wHIfVq1djypQpGDZsGF599VUcOnQo0mGRXrJYrfTbRUgfo/p9YHx257v11ltxxx13YM6cOeA4DgcOHMDChQvDEVtUq2nqwOc/1mLGhEEYlZsc6XB8umlSDowmC3YdrISQz8Nv540Ja1MtIYSEQ3y8bY28vLw8VFRUYNKkSS6TIpH+6cezLRAJ+LhmlDTSoRBCCAA/kqg1a9ZgxIgROHz4MAQCAR577DHMmDEjHLFFtV0HLyA+VohFNwyPdCh+m1uQD4PJgo8OVUMk5GHpLaNo+nNCyIBy1VVX4eGHH8ZDDz2ENWvWoLq6GgJB5AYek9Axmi2RDoGQga2Pq4RmixUnK+QYnZeMhCiYiK23/Pplue666zB58mRHM19bWxuSk6O/9aWvnK1RoqxaicU3jkB8rDDS4QSkePpQGE1W7D96CTFCPhbdMJwSKULIgPHUU0/h1KlTGDp0KNavX4/S0lKaCIkQQqJAh9YEs9WKBrkGo/MugyTqnXfewebNm2EymQDY+ktyHIfy8vI+Dy4aMcbw3rdVSJaIMHPi4EiHEzCO43DHzOEwmCz49IgtkVowfWikwyKEkJB49NFH8Zvf/AYAcMMNN+CGG26IbECEhFm0rKFDSDBMZiv4fK5fDDnxmUS9/vrreOeddzBu3LhwxBP1fq5qxYV6FZbNHt1v17rgOA5LZ42C0WzBB99fhEjIx5ypeZEOixBCem3y5Ml4+eWXoVQqsWjRIixcuBBSKY2jIQOH0WTxWv+wr6EjjhX0u94yZOBQ60woq1ZgdF4KkuL9a3VijOH4+RakJ4kxYnBSH0fYez5H26anp1MC1cna2QqVnhSL667OjnQ4vcLjONw99wpMuSIDO7++gP1HLkU6JEII6bU777wTO3fuxN///neoVCqUlJTg/vvvj3RYfe5sjRKyNh0AwGCy4OQFOQym3o8h0hvN+KGsCSpN9E1PrtWb0NK5z5eLJoUWP1XIoNWbPG5jMtuWMom22QytjOFiYztMNLYt5Hytl/RDWRPqWtRetwm1qoZ2WBlDeY3C4zaMMchVXeewfS8U7f1jinWfSdT06dPx9ttvo7m5GW1tbY7/Lkc/nZPhUrMaxdOHQsDv/7M98XgcVs0fi1+NsSVSnx6piXRIhBASEnq9HkajEYwx8Pn9s9dAINo0BlQ2qAAAMqUOeqMZMmXvE4x2ra2yLg9hshKq9QpPV7WiqnOfLxftncms3tj/EhFluwHNSi3Ka8Jbh2xTGwb0Gpm1LWocLW/2mTTXyf1PoixBlpdGb3Iqa99JfINcgwv1Pc/h/jLTus/ufNu3b4fRaMSmTZsc912OY6KsjOHD7y8iOy0O08YNnNXWBXweVi8YC44Ddn1dCcaAeVG6cDAhhPjyxhtv4L333oPRaMSiRYuwc+dOpKenRzqsy5asTQdxjAAScVe3sp8rWzExhFOV6wxmiGNoBkY75kfltTeMJguMPlo5z9e2Qas3Y8LInuee1uC5Fc1OZzCDz+N6PWxCbzTj7CUlUiQxGJ2X0qvXilYtSi0A21pqPF5oLhjVNHcgOy0+oOdYrQw/V7UiKT4GV+R7L2t7kmQKIFlr1xgRFyuIqkYMn986p0+fDkccUe9UhRz1cg3uKRoLHi/6B7sFgs/j4Z6iseA4DrsPVkJvtOC264bSrH2EkH7nl19+wYYNGzB16tRIhxI5ffTV3a41BnyF2N46VjC26+KjIcTduU5VypGXkYBB6b4rfWaLFVq9CXFRPlaosVUDAAFXZMPhpwoZEpvUGJvrecyKoqN33bFOVcoBuB43wbC3zui6tdwxxsAYBlx9LpLsXQrVOt9Jsp2/3ydWxlBWo4AkVogrh6UFE16f8JnOWa1WvP7663jyySehVqvxj3/8AxZL/2tG7g3GGD7+oQbpSbGYckVGpMPpE3weD/fMH4vrx2djX2k13vrsXNT1pyaEEF9eeumlyzuBchKKb3B7FZMBKKtWeB3fEAirleFEhQxtaoPHbRTtevxQ1uTXGBp/K25nKltxuqrVcfuHsiZUN7X79dxwqmnuQE1zh8/tTGZL1HdV0+rNIe0OGgy90QxlR9exVt3UgaNnmx1L9/gr0O3Dw3siGK6Yw3HdXWsw9/2bBMBnErVlyxacO3cOp06dAmMM3333HTZv3hyO2KLG2UttqGpox9ypeeDzoqcZMdR4PA4r5ozBvIJ8HDzZgNc+/MUxQJUQQkj069Aa+3q9zJAwmCwwmCyoafKcKDQrbN2UtPrQVZzsSZtzxbKp830CpdaZ8ENZU0jj86V7hfj4eRmOnWtxu220/H6frpLjQhjHrpktVpRVK3pMrHKuVun4u6VzvGCg6cWR8mZU1AU/pstqZT6TXrPFGrmL2CF4W/sx2pvcra+7pIaKz4zg8OHDeOGFFxATE4OEhAT885//xKFDh8IRW9T45HA1EuNFmN7PZ+TzB8dxWHTDcCy+cQSOn5PhpXdPoEMbfbMyEUII6UmuCu2sVhFNyKK8S7l9BjGlU2uaWmfCsbMtQSUwZos1NK0GnS9xvheVfX9ovMwQGEmt7Xq0a42ol2k8bhPooaXVmx2zyLX6mDlOrTN5nBnzVKXcY9Jrd+xci0tr6UBiL3e1zuQ+mfRx+EdbQ6DPJEogEIDn1PoiEokgEFw+AzgvNrbjTLUSs3+VC6Fg4M/wZDd7Sh5WLxiLqsYO/OHNY6iXe/4yIoSQaNPeHn1dtMItOrse+Wa2WFEnUztqTMYoaVHxxLmcG+QamK3WgC8+Wq0Mx861oNpLy1xfMFusjhn/AnWp2f1sb95aF4NRL1PjSFmz39s750ehGtt9ukrudhY5d3652IoTFTK3j/m77IDeGHjrpqfT3d9vAa3e5HOq9FAxW60oq1b63rCTfSKTaGuh8plEjRo1Cjt27IDFYkFVVRWeeeYZjBkzJhyxRYVPDtcgLkaAGyYOjnQoYVcwNgtP3DkRBqMFf3zrGI6f9f9LjBBCIqGqqgrz5s1DYWEhmpubMXfuXFRWVkY6rPCKwhacQBK66qYO1MnUUHUmIpVOXcE8JSeRTBjrZGqX8TbBsHR232r10pJoMltd1usKZAC/JxV1KpTVKEI2rkpnMKNR4fuia51MjWaFFmdrlI7PzmC0oN3N51srUwdVefbrOdFVJ/fKYLIElVz5w2K14nRVq89WNm+cT0GdweyzaP2ZpdEu2ES/r/lMop566imcOXMGra2tWLJkCTQaDdavXx+O2CKusVWDn87LcOOkwZft9KnDBydhw4rJSEsU49n/9wM++K6KJpwghEStP/zhD3jqqaeQlpaGzMxM3HXXXXjmmWciHVa/5RjL0suvfW9dq7rz9htzpjo0E1uEZNINp2S1pqkDl5wmgvCW05ktVtS2qAO+6l9eo3R5zi8Xg+/yJVfpIFfpHOO5wpGEOifDdTI1Lja1o01jcCSQJy7IUBaiz9cukpcTWpRajxOnuDvGLVarSzLbfTKOExUynLwg9/h+P3frAhjI8eXPplUN7fihrMnndlbGcKpS7pLwWazR3ZocLJ9JlEQiwR//+EeUlpbiyJEjeOmll5CSMjDn2u/uk8M1EAp4uHlybqRDiaj0JDGeWjYJN1yTg48OVePlnSej9qoAIeTy1tbWhmuvvdZxe+nSpVCr/V9kMppV1qscU18DtoqoodvUzc1KLWpbPHenYoxBrtKFveXG06xauj66st6s0OKHsibUtbj/7I+WN/vdPcsfepMZDU6fTUW95/FIdTI16uVqyFV6WBnzOvvg2Rqlo2LtXCn1VkH255O9UK/yuf/1MjWOnfUyfsePY6jFKRHoi65ija0al0TFyhh0Bqfy9JFF9WX3sKrGdpy95L7LmvN5bHeywnW8lLfJOJQdBpyokKFDa3Scy93XXHK3ltcPZU2OdaWc+fPRtLQFNwELAPx4tsVrK6sv3S/C2MccepvdMxx8Nq/84Q9/cHv/hg0bQh5MNJGrdPihrBkzrxmMxDhRpMOJuBgRH48suQb5GRLsOHAeG984ihVzxmDCCFrEkhASXQwGg6OVQCaTwTpAroLKVDpAZVs7SGcwo06mhqLd4LFbjLuKUZNCi5rmDugMFmSnxXlduNJXpdfKGHhR2HUQ6Jpxr06uRk6GxO029okCgnG+ts3vtZBUagOsDEhJiAEAGE2245Exhgt1Kig69Jg0yv3yKW0aA1qUuh5rYIW6R0izUoe4GAFSE2Md99XKArv40NiqgUbnmhRX9XJWPueKt8FkQUy3xXe9TgMfQBHpDGbECPlhWzdK1qZHrUyNKWMyHfe5W3i2XWtEjICPGJHrfttnGvSrZbZbObQodchIiQs86E72CzfdY/KlTW1AWlKs123cJbUX6lQ91paz325W6JAjdX9+h4PPlqjk5GTHf/Hx8Th69Gg44oq4z47UAgDmTMmLcCTRg+M4XD9+EDYsnwyJWIitu0/jf/eeCUm/bEIICYU777wTv/vd79Da2oqXXnoJixcvxpIlSyIdVsjZ85tAW5TsV3Dr5WqU13ge2G22WHG03Ps4WL0h+DUj7VNMh0pvGzlsU5V7/y0rr1Y4WrYCWUy2/JLSZXpt5+d2/R3gekUe7rcy5jJrnspNrxHnLmP246dOpg56Nj+t3ozmzuRc3h7az9W5Re9EhQw/V7XidKUcVsZCMoFFi1IHi9WKU5Vyl+6GwdDqPc/Kp+wwuMzYqDfZks12rRHf/FTnsZtcWbUCJy7Igmo55jw1w3W72xab/+fyiQsynLggw5lqhccJNNzp0AZXV/R+TEV2eInPlqgHHnjA5fY999yDe++9t88CigYqjRHfnm7AtCuzXK7KEJvcDAk2/vZX2FdajY8P1+BMtRK/mTkcBeOyovaqJCHk8rBo0SLk5+fj4MGDMJvNeO6551y69w003r5yGxUaxyD/8cPTIY4RuIzj0ehNqKxXIT8roUeLlL21xM5Xt6fztW0439iBUdkJAGxjIFTqrgp890qgwmkAe7vW6NLjw+ijQueuRcLxWhoj5Cp9j8qsSm2A3sfMaHKVHnmxQugMZpyqlGPckFQkOMWl0hqh0ho9tmz5w7lL3sXGrhkkvdWRA6km1nabMa+8RoGJI6SOVoN2jRFlTgsmm7u10raq9EiSiNAWwEQZP1e19qpbHGPAT+f9q4zbE0S5Su9zAgvm+J9nNc0djs/Y+Xi1WK2oa9EgN0Pid+uUp2nJzRarSxLt7OwlJRITxD5f25+Fl3vwELZaZ0KdTI0cqQSMMZyrVUIQxBqo9kleWlV6pCXF+ryQYfGj9VTRHtnueYEKeLYEiUSClhbvc9z3d18cq4XZbMW8gvxIhxK1BHwebr1uGK4ZJcW/Pj2L/7evHAd+rMNvbhyBK/IvjzFzhJDo0dbWdcV65MiRGDlypMtjycnJkQirz3RVWv2r4LVrjLYkqtv9MpUOAj4PIiEPRpMVGSlitxMpua8gdd2p6NC7VAYvNna4dJdTehm7UFatwJVD0xAj5MNitfrs3XChXoVxQ1J73G8yW1wSBGflnWNT/Kmw2sdZtLbrIRELAYRuquzuEwNw4MCCSEG6J7l27saeOVdeG3wsV+JuLJdKY0RSfM9hDczxb+9aA46fD7xOGWwrVItSi4yUONvn2XlQa9wcbw1yLRoVGoiEPGSnxfd4XKU2IF4shIDPg8ls8boETihmPnRO8Lzxt8XKnkRpOicW6Z5MB6Kivg1xseleuwYDgMligd7o/UKGc2ugXKULuvUqXAIaE8UYw5kzZzBs2LA+DSqStHoTvvqpDpPHZCArNfg+o5eLvMwEbFgxGUfKmvHeN5X48zsncOXQVBROy8eo3OSQ/fAQQog3BQUF4DjOpRJhv81xHMrLyyMYXWjVyzWOlhx/pwnu0JkQqzG6zbmcr+g3KjQoGJuF7pfw3XVfs1gZKutVyMtMcNzXrNQiMyXO7/Vw7ExmK8qqFX5NPuBumnMG4LiH1oxgJ9HgwOHMRQXUelNnmQTGU/LhVoAh1sv9H69k/xk2ma1o0wR+pb+8RoFROcmIFws9tgCGmz+zvclVOpcZEwHbZA/xYqHL8y829VxTzteYs/JLSkhihchIEaOqsR3DByV53NbbjHqh5hy1XKXH4PR4j0muol3vVxdOi9UKi49E8FSlHFcPS/P5WtVuytoTTxOfOHd9NFmsER2b6TOJ6n71bsGCBViwYEGfBRRpB47VQWewUCtUAHgch2njsjB5tBRfHK/D/iOX8Ke3T2DE4CTMLcjD+BHp1M2PENKnzp49G+kQwsbb7Hue2Ke0zvVzELY/dfo6mQYqjcHlYtnFxnYkxol8Jy5ufhL6aqHPQBM65zDUPsZJeePP5A/2BpFQzBJnMlu9vmdvyvd8XRtiBHwk+psU9oI/02j7q9FNy5unRV7trTF1LWqXCwuexsqp9SaI1HzHc/qS35+c04a1LR0YnN6zFc3O04yZdh1aI7QGMy42tiMl2ff+RWpR7PIapduW6XAIeEzUQNahNeKzo5cwaZQU+VkJvp9AXAgFfMydmo+brsnBd6cbsf/IJfx1z8/ITBHj5sm5+PWVWZfteluEkPCwWCx499138f3334PP5+PGG2/EwoULIx1W1ND5ORmEvZuPN6rOVo3uCdOpysCvvFcEOKlB90VH3XXJsgv0Ip6jo6TT00x9XEH0ld8wxrwmQWdrlB5bmSxW27T2Cb2cadhgtthmiLTH1KtXi06MMdQ5tfLpDBbUNHtej8u+3Ev32eNCzd9Fdrsn41q9GSJh4OOdANeZ/ywW3592pNa79rQAdzj4rNHeeOONXrtkffnllyENKJI+PlwDg8mC264fuN0Vw0Ek5OOmSTmYMWEQjp+T4Ytjtdhx4Dze+7YS148fhJsn5fqc5pIQQoLx3HPPobKyEsXFxWCMYffu3aipqcEjjzwS6dCigq+rz3aBTE0dihakQF+jexcpb2M63E0d7VVnLM51n2DG7QCu6yR54zXxZAz1PsYyeeumd+5SG0wWC67ID+3V+g6tMaStRuHirSvg2W4zVvqata43Y4mC5a3Mu4+dqmxQuczW6KyD1vvsNZ9J1IIFC6BQKHDnnXdCKBRiz549aGlpwW9/+9swhBc+rSo9vvqpHtdeld1jPQYSHAGfh6ljMzF1bCYqG1Q48GMtDvxYhwM/1mHyGClmT8nD0OzESIdJCBlASktL8fHHH0MotE0IYO+C3t+TKLmflXFf+qJndTA5VKBd7HrjZw+zprljNFkc6yMFU1TOrXJmi9UlGQ12XapA12vqzmSxlXW5h0k3SBdVt1aN/jauu/sYJ08JFNBzX3urto+7NHrTV12BffGZRB06dAi7du1y3H788cdx++2348orr+zTwMLtw0MXATAUXzs00qEMSMMHJWF4cRJab9Djy+N1+OZUPY6Wt+CK/BTMK8jH2CEp/e7LihASfVJTU2GxWBxJFMdxSEzs/xdrzgSQCHjTF1+zA+Wrm+M4l2nHm5XagF/DeRbC7t0cPQ2Ud2a2WoOeCIOEnr/d6Ij/k9z0hYraNmRmhP973mcS1d7eDoVCgdRUWzNwU1MTTKbonnIwUA1yDQ793IhbJlM3s76WlhSL39w4AkXXDsE3Jxvw+Y+X8NJ/TiIvU4J5BfmYNFoKfhDrFRBCCACMGTMGd955JxYuXAg+n49PPvkEKSkpeOONNwAAd999d4QjjCx/LlZdrpV4vdHsMgWzp26A/i4wL1f5XpDX3RX0C0EuektCz9/urySylGqDz8Wy+4LPJGr58uUoKirC9OnTwRhDaWkpNm7cGI7YwoIxht0HKxEj5GPeNJqRL1zEMQLMmZqHmybl4PCZJuw/cgl///AMpMmxmDMlD7++KjtqplIlhPQfBoMBo0ePxpkzZwAAOTk5AIDz589HMqyo4c8gbN1lWnFsbfed9ADALxf9axVsD7K7VIPM+/gnQkhPv1S1Yqg0vMNxfCZRS5cuxYQJE3DkyBHExMTgvvvuw5AhQ8IQWnj8eLYFJy/I8ZuZI1xWTCfhIRTwcP34QZh+dTZOnJfjkx9q8Nbn5/Het1W4bvwg3DhxMNKTfS+OSAghALB58+ZIhxByKi8L1faF0yHqOkgIIeHS1zNouuPXfNO1tbVQqVRYs2YNvvrqqwGTRLVrjfj35+cxNDsBt/wqJ9LhXNZ4HIdJo6W4ZlQ6zte24cvjdfj8aC0+O3oJVw1Lw7RxWZgwMp1apwghXh05cgTbt2+HSuU6/mT37t0Riqj3ztW2QSKJ3q7m/rbgEEKIs2DGHXoSiW7IPpOo7du349ChQ2hqasJvf/tbbNu2DTU1Nbj//vvDEV+feueLCugMZtw97woahxMlOI7D6LwUjM5LgaJdj69P1KP0lyacrjyDGBEfE0em46phaRg3JDUsi/4RQvqXDRs2YNmyZcjLy4t0KCETqZmnCCGkv+CCmk+zd3wmUR9//DF27dqF3/zmN0hJScHOnTuxePHifp9EnTgvw5GyZtx63VDk+LmCOwmv1MRY3D5jOG67fhjOX2rD4TNNOFEhxw9nmgEAeZkSDB+chCFZCRiSlYiUVJqanpDLXVpaGpYvXx7pMAghhAxwPpMogUAAkajrin9iYiIEAr96AUYtZYcBb352DrkZthnhSHTjcRzG5KdgTH4KVlgZapo78MtFBcqrFTj8SxO+/qkeAMDncchIEWNQWjyy0uKQlRqHrLQ4ZKfGIS5WGOG9IISEw4033ogdO3bguuuuc/mtGjRoUASjIoQQMtD4zIays7Nx8OBBcBwHo9GI119/HYMHDw5HbH1Cozfh5Z0nYTBZsGr+WAj41I2vP+HxOAzNTsTQ7EQU/XoIrIyhWaFFdVMH2rQmXLikRL1cgxMVcpcuMMkSEQalx2NQWjwGSeORI5VgcHo8xDH9+4IAIcSVUqnEyy+/DLG4a0IajuPw008/RTAqQgghfYnHi8LufE8//TQef/xxnDt3DhMmTMD48ePx0ksvhSO2kDOaLPjr7tNoatXiv38zHrkZ1I2vv+NxHLLT4pGdFg+pNAEyWQcA20rxsjYdmhRaNLZq0SjXoKFVg+9ON8Jg6loHJD0pFrkZEgyWSmz/pscjM1VMY+QI6ae+/vprfP/990hPT490KCGTIKbxn4QQ4k12eviHdPhMon7++Wf83//9H3Q6HSwWCySS/pl4WK0M2/eWoaJOhTXF43DFkNRIh0T6kIDPcyRXE0d23W9lDK0qPepkatTJNKhrUaNOpsbJC3LYG64EfA5ZqfEYlB6HzBRbl8DMlDikJ8ciQSz0a7FKQkhkpKWlORaHHyjoK4cQQrzjR2NL1CuvvIKbb77ZpWtEf1RR14afzsuw5OaRmHJFZqTDIRHC4zhIk8WQJosxcaTUcb/JbEGDXIt6uRr1Mg3q5RpcbGzHj2db4DwxlkjIQ3qSGCkSEZIlMUhOiEFSvO3vxHgRkiUipCTEQCigqdgJiYRRo0bhzjvvxMyZM13G8959990RjIp4MzQ7ERcb2yMdBiGkH4sXC2ExmML6nj6TqFGjRuG1117D5MmTERcX57h/3LhxfRpYqI3KTcbz90xFdhrN4EZ6Em/syYQAACAASURBVAr4yM9KQH5Wgsv9JrMVLUotWpQ6yFX6zv90UGmMaKhRQqU2up1+WCIWIiUhpjNhi0V6khiZqWKM5fMBxsCjS8uE9Am9Xo+hQ4eiuro60qGEjEQshNoY2oUkYwR8GMwW3xuGAc3gTvqDK/JSUH5JGekwQipHKkGrSg+d0exz26T4GKg04V34OxCpibGQyaIkiXr11Vfx8MMP47PPPsOpU6ewa9cux2Mcx+HLL78M+k337t2L1157DWazGStWrMDSpUuDfi1/cZ1jZwgJhFDAw2CpbcyUO1bGoNaZ0K42QqUxQtlhgFJtQFuHAa3tejQptPi5qtVlJW0Bn4fMFDEyUsTITIlDRooYqYmxSE2MQWpCLMQxfOoySEiQNm/eHNTzfP0ulZeX46mnnoJGo8HkyZPx7LPPhm2m2hypBGfrPbfUDM1ORG2zGmara6KVK5WgVqZ2+5zhg5NQVqOAkM+DyeL6vMmjM3DsXIvH94uLESIvU4KzXiqUOekS1Mld3/uakVL8VCHrsW2w3XCS4kRQaY1+bZueJIZcpQvqfQKVGCdCu59xDWTjhqTiTLUCAJAQJ0JHAGWSmhALHsdB3u7+M5s0Sorj53seS85SJDEI1WWCyaMz/JqIjAMHhsheFbhyaBouNrZDo+9KKAalxaOhVdNj2xypBIPS4nH0bLPP1x2Zk4SfK1tdLr5Ik8VIT4wFOA7lNQqX7RPjRMhKjcP5ujYAtmNgcHq843vDn7KSiIVQ60web9tFYo0owEsStW/fPixZsgTDhw/HW2+9BcZYSCp2zc3NeOWVV/Dee+9BJBKhpKQEU6dOxYgRI3r92oSEG4/jkBgnQmKcCDketrEyBpXaiBalFhqTFRU1CjQrdGhW6vBzlQLmbhUYAZ+DRCyERCxCXAwfIhEfsUI+REI+BHweBHwOAj4PPB4HPo8Dj+PA43HgOLj8zYEDj7NdQOA6/+1+m4PzbdvfSYkqdHToe2zD4wBwtgoPj8eBz3Hg83kQCngQ8nkQCnmIEfId/0ViphxCTpw4ge3bt0Or1YIxBqvVirq6Ohw8eNDjc/z5Xfr973+PP/zhD5gwYQLWr1+PnTt34s477wzDHvmedSozxTZu84eyJgC2CqiiQ4+MFDES4kWIEfJR09QBrd6M9KRYJElEjplJhw1KwrnarmRo/PB0l8qivfI7JCsR7RojFB165EjjkSyJwYjBSbhQr3IbU6yIjyljMl0qZyIhHxNGpOPkBbnLtmlJsTAYLdAZzdAZLBg7JMWRxMUI+RgxOAnna9t6JHvSZDFG5iY7tr1yaBokYiHkbTpcaLDFZZ+J1fYdxkFvYchMicPQ7ERHeTmzlx0AjM5NcSkbu4KxWdAZzLBYGX652ArAVskuq1Zi2KBExMUIcKpS7jKJkb8kbpbjEAn4EAltn4lzBfKK/FSIBDwI+DyodSbECHkQCflgjOGn83IwsB7JbMHYLDQrtIiNEaC8RuHyeHZqPBoVtop2iiQGSrX3Vofxw9PBGMPpqlb3+yLu2pcr8lJwvrYNbRoDRuUkw8oYapvVPVpDk+JEtop5shhWK0NGqhhlnYlYrEgAfWeLiT9d5kfkJOFcfYfXbYZkJaK6yf0FCufP335O8Hk8WKxWTB6dAY3O5GiZystIwKWWDoiEPIwdkopWlR4WK0NKQozjGHGJbVAS0pPFjmNw/PB0nKq0nRf5mQkQ8HmoamhHXKzAkQylJsRC2WEAxwFXD0+DyWx1JKl29nNgVG4yTnResBg/PB2xIj4aWjXIzUhAW4cBHTojJo/OAOD++2V0bgpSEmLAGIPZwiCWxMCsN2H8iHRYGUO7xgiTxYrMlK4eaqNykh0JEwCMzEmGUND1XXJFfgp4HOe4cJORIobRZIHBZIHWYPtchw1KQlVD13dKfKxr0jQ0OxEtSh1iRXzojRY0K7UYmp3oEkc4eUyirr32Wtxwww0AgGnTpjnutydT5eXlQb1haWkpCgoKkJycDACYPXs29u/fjwceeCCo1yMk2vE4DikJMbbufdIEXDM8zfGY1crQpjZA0W6AokMPRbsBHVojOnQmaHQm6AxmaHQmtKr0MJqsMFutMJutMFsZrJ3/WazR2RdGJOAhNkaAWBG/87+uv+2VApGAD4GAg4DHA5/fmQDC/i8ADo7rS84XcSSSGKidfuCdr+84/xww2LoKMcbAmC2htbLOsmNwlGHXfczRtcj+ryPB7IzLkbx2/svvfl9nIpuY2AaNWt8jaXWNtytaf65Ree/2xFy2se171xOsjAGscysGMDBIJEp0dFYYAWB0bjLSk/v3+NcNGzaguLgYn332GUpKSvDll19i1qxZXp/j63epvr4eer0eEyZMAAAsXLgQW7duDVsSBQCj81Nw+pwRWalxyEyNg8XCYLFaYTB2VUKnjMmETKVDRrIYHGfbF3tlc1Ruco/XLBib5fi3VaXHhXoVYoS27a8aloZ2jRHZafEwW6wQ8HkQCXhQdOgRF2urOiRLYgAAAh4Pk8dkQBwfg9PnmpGWGIvUxFjHa+sMZug744wVCVAwNstReZw8OgM8jkOOh9lyh2UnIiFOhEmjM2AwWmCxWhEXK4TBaEGMyLUiba+0pyeL0aEzIS0xFonxXePihmYnwMzxwGe2ZGzCiHS0a02ObttXDUuDgM+DVm+GSGhLTiaOlKLsoqJHZd+ehF45NA0WK4OAz8PVTt/tE0dKHfs4Ji8FIgEfig49BqXFOyqt9u8c+8UvAI4K96icZIiEfPxysRUxQj7GDbVNlmJlzHFhy1lKQozL7alju8Z+J0lELpXtzNQ4x2cD2Mb6xooESIwXITfT9jnwOA6NrRrUNHdgxOAkpCeJXZJOoYDXY4kQ++vJ2nSol2lcYuTxOAwfnITGVg1SEmLAcRzSk8Q4U61Ah9aIjOQ4yNp0GN1Z0bY/JzGu6/PLSY/HhQYVkuJjHGVc26yG1mCGRCyEssMAk8WCYYOSkOH0PZYYJ4JELERDqwaD0yXITosDn8dBrTMhIU6ES80dsDKGq4elQyTkoaa5w5HIJIhF6NB1taBNGGFLXgR8HpKcjv9B6fEQ8DkkxccgRsjHIKeZ4vIzE6BSG9HW2RUuPlbo+J6dMCIdUmkCOlQ65GcmIF4sdOyztHOb4+daYLJYe5zDsSJbmVsZg7xNB2my2FHm9uQlNyPB8TnZP5+MZDE6tEaXiyUjBidBJOQjMU4Ek9nqeD7HcRAKOKQkxEKmN9l+A8E5zm9nzvfZ3wuwHUtWp2EMk0ZnoKVNh/TEWMdxbz+2MpLFkMQKoDdacL6uDbEiPqTJYsjabC2S4hgBhmYnArD9viXGiZCa6Hrsh5PHJOrZZ5/Fs88+i6VLl2LHjh0he8OWlhZIpV0D+jMyMnD69Gm/n5+WFtzsgFJpgu+NIoxi7L1ojw/oGWNmCOY5YU5JgMVqqynbEgYArCthYGCOpMK+nb2y7XI/XBMPoPP5nbctFuZI6EwWK0wmKwwmCwxGW2VJb7RAZzBDqzdBpzdDazDbEkKDGXKV3nH1yWCywmyxwhrhRNCeAPF4nS1uALoSHPt+25MuK6I0b+21W6bk4cHFEyMdRq9wHIfVq1dDqVRi2LBhKCoqwu233+71Ob5+l7o/LpVK0dzsu/tLKGWlxYPvNBkOT8BBCFvl13Efjwv6imxaUizSkroqQfGxQsR3torYK1upibGYckVmVyW389+MFFtlTxInwsicnsmaOEbQo8Jtr1h56iLlXAmzsyVNfKe/bfIyen7v2ytazjiOwyCpxLEUhu3Cji2uwU6VXnuSCNhawoYPTkKtTA1mZY59tXNubeluVE4y4mK73iMu1rX+Yq+QOhuWnQS1yYpkiRAcbN2w7EkPgKDG0ybEidyWp11GivvXz06LR0pCjCP+7NT4zsRGiJzByejo7B5pr4Db2SdvAmzdKJUdtuRBKOAhL9P1sxrnNFPysEE9PzPA1pKiaNcjLSkWqUmxjhKLEfIxIifJZVt7wm83fcJgyOUd4AAkJ8S4JGUJnX9PGi0FY13H+fBBXa85dkiKy8UroYDv0go2fFCS4xjI8HDu2WcKtjIGs9nqUlb2Y7Cjczt3rhkl9drpjcdxPd6bx3EeP3OhgNcjCUpPErs8HqyJI6Q9xolPHCl1uaAHwCXJBbpaNQEgLlaIuFghrshPRWKcrWwHp8e7fNcBtvPZ+TsrEnx26A5lAgUAVqvV5epEoN0EW1vVAVe4nNcPilYUY+9Fe3xAdMXIdfvXblCmPUZPW4Se1cpsyZRTMud8mnf/Ak5Lk0De2tlFxXk7543s3y2drVldrVxd3R55nd0hA46XdbUC2lsE7EmWxWoFY0ByShzkcjWYU6LqaAlys0+hYP8udWnFc1R4u7bhOu9OS5NAoejqJ5+SEBP08cnjcUFf5Aql+HhbRSQvLw8VFRWYNGkSeD7WffP1u9Tb3y273pZPNF4kKpQmuHQH8jfGOZ1lEYppiQMtl8C3B4YPSfO9YS/fx52MDPeJRSR035/Yztve9jNUx2xeL56b2VmGGSGJxFWo9i8az+3uwh2j03WrAJ4T3hjDMyrWSVZWFo4dO+a4LZPJkJHh/6Ed7DiL/jA+g2LsvWiPD6AYPb2fIICrX0mSGJjDPJWpMx44+wVxj9LSJIiJ8o86LS0ewhANgo6W4/rqq6/Gww8/jIceeghr1qxBdXW1zwkgfP0uZWVlQSbrGsQul8sD+t2yUyo1Qbe6pqVJ0NrqfpKIaEExhgbFGDr9IU6KMTR6EyOPxyElJfDJ5zjWF5dDvWhubsaSJUuwe/duiMVilJSU4LnnnsPVV18dzjAIIYQMQIwxnDp1ChMmTMA333yDQ4cOoaSkBMOGDfP4HH9+l+bPn49nn30WkyZNwtNPP438/HysWrUqHLtECCEkCoW9JSozMxOPPPIIli9fDpPJhEWLFlECRQghJCQ4jkNamq3rFWMMSUlJLuOZ3PH0u3TPPffgwQcfxFVXXYUXX3wRGzZsgFqtxrhx47B8+fJw7A4hhJAoFfaWKEIIIaSvPPPMMwCAFStWYMWKFbjuuuugVqvx17/+NcKREUIIGUiCn4KDEEIIiTK//PIL/ud//gcHDhzAbbfdhs2bN6O+vj7SYRFCCBlgKIkihBAyYDDGwOPxcOjQIRQUFAAA9Hq9j2cRQgghgaEkihBCyICRl5eHe+65B3V1dZgyZQoeffRRjBkzJtJhEUIIGWBoTBQhhJABQ6vV4sCBA5g0aRJycnLwzjvv4NZbb4VYLPb9ZEIIIcRPlEQRQgghhBBCSACoOx8hhBBCCCGEBICSKEIIIYQQQggJQL9Movbu3Yt58+Zh1qxZ2LFjR4/Hy8vLsXDhQsyePRtPPfUUzGYzAKChoQFLly7FnDlzcO+990Kj0QAA2tvbsXr1asydOxdLly6FTCaLWIzHjx/HokWLUFxcjBUrVjim5j169CimTp2K4uJiFBcXY926dRGJ7/3338f06dMdcbzyyisAPJdtuGNsbW11xFZcXIwbb7wREydOBBD6MvQnRrvHH38c7733nuN2NB2LnmIM17HYmxij6Xh0F2M4j0df8X3xxRcoLi7GggULcN9990GlUgEI77FIguPvsdfXli1bhsLCQscxe+rUKY+xlZaWoqioCLNmzXKcl31JrVZj/vz5qKur8/r+gdYP+jLGdevWYdasWY7yPHDgQFCxh9K2bdtQWFiIwsJCbNmyJah4+ros3cUYbWX5l7/8BfPmzUNhYSHeeOONoGLp63J0F2O0laPdn/70Jzz55JNe3zMiv2Wsn2lqamIzZ85kSqWSaTQaVlRUxCoqKly2KSwsZCdOnGCMMbZu3Tq2Y8cOxhhjq1evZvv27WOMMbZt2za2ZcsWxhhjzz77LPvHP/7BGGPs/fffZw899FDEYpw5cyYrLy9njDG2a9cutnbtWsYYY6+//jr7+9//3qu4QhHfpk2b2N69e3u8pqeyjUSMdhaLhd11113so48+YoyFtgz9jbGpqYmtWbOGXX311WzPnj2O+6PpWPQUYziOxd7GGE3Ho6cY7fryePQVX0dHB7v22mtZU1MTY4yxV199lT333HOMsfAdiyQ4/hx74WC1Wtn06dOZyWTyGZtOp2MzZsxgly5dYiaTia1cuZIdPHiwz2I7efIkmz9/Phs3bhyrra31+v6B1g/6KkbGGJs/fz5rbm522S6Y2EPl0KFDbPHixcxgMDCj0ciWL1/O9u7dG1Vl6S7Gzz//PKrK8siRI6ykpISZTCam0+kcv6XRVI7uYqysrIyqcrQrLS1lU6dOZU888YTX94zEb1m/a4kqLS1FQUEBkpOTERcXh9mzZ2P//v2Ox+vr66HX6zFhwgQAwMKFC7F//36YTCb8+OOPmD17tsv9AHDw4EEUFRUBAObPn49vv/0WJpMp7DEajUY89NBDjul4R48ejcbGRgDAzz//jO+//x5FRUVYu3at4/5wxmeP4/3330dRUREee+wxqFQqr2UbiRjt9uzZA7FY7PhsQ1mG/sQI2K4g33TTTZg7d67jvmg6Fj3FGK5jsTcx2mOJhuPRW4x2fXk8+orPZDJh48aNyMzMBND1eYbzWCTB8efYC4eqqioAwMqVK7FgwQL8+9//9hjb6dOnkZ+fj9zcXAgEAhQVFfVpzDt37sTGjRuRkZEBAB7fP5j6QV/FqNPp0NDQgPXr16OoqAhbt26F1WoNOPZQkkqlePLJJyESiSAUCjF8+HBUV1dHVVm6i7GhoSGqynLKlCl48803IRAI0NraCovFgvb29qgqR3cxxsbGRlU5AkBbWxteeeUVrF27FkB01PGd9bskqqWlBVKp1HE7IyMDzc3NHh+XSqVobm6GUqmERCKBQCBwub/7cwQCASQSCRQKRdhjFIlEKC4uBgBYrVZs27YNN998MwAgISEBy5Ytw969ezFjxgw88sgjYY/P/vd9992Hjz76CNnZ2di0aZPXso1EjABgsVjw97//HY8++qjjvlCWoT8xAsCqVatwxx13uNwXTceipxjDdSz2JkYgeo5HbzECfX88+oovJSUFt9xyCwDbwrPbt2/HzTffHNZjkQTHn2MvHNrb2zFt2jT87W9/w7/+9S+8++67aGhocBtbuGN+/vnnMXnyZMdtT+8fTP2gr2KUy+UoKCjAH//4R+zcuRPHjh3D7t27A449lEaOHOmonFZXV+PTTz8Fx3FRVZbuYrzuuuuiriyFQiG2bt2KwsJCTJs27f9n797jm6rv/4G/Tu5J21yaJr23FErL/S4XRRFFEBRQxhRB0SmKm87JNt13gJPLHPuqqF+cY1/dhvupm1MQnZchTMEvAnJTQG6lFFpaCm2aNPd7cn5/pAlJmmtvScv7+XjwoLm/z8lJ8nl/Lu+TlsdkeIxutzvt9uNvfvMbLFu2DFKpFEB6tPGD9bokyuv1gmGYwGWWZUMuR7s9/H4A2l0OfgyH0/Fd09EY/ZxOJ375y1/C7XZj6dKlAIA1a9Zg+vTpAIB77rkHZ8+ehclk6vH4XnvtNYwdOxYMw2DJkiXYvXt3Uvu2J2IEgN27d6Nfv36orKwMXNeV+zCRGKJJp2Mxnu4+FjsbY7ocj/F09/GYaHwmkwmPPPIIBg0ahDvvvLNHj0XSMZ099rrK6NGj8fzzzyMrKwvZ2dmYP38+NmzYEDG2VMcc7fW7on3QVYqLi/Haa69BrVZDLBbjvvvuw1dffZV07N2huroaDz74IJ5++mkUFxen5b4MjrF///5puS+feOIJ7Nu3D5cuXUJtbW1a7sfgGPft25dW+/H9999Hfn4+Jk2aFLguHdr4wXrdL2JeXl7IojCNRhMYHo90e0tLC9RqNbKzs2EymeDxeNo9Tq1Wo6WlBQDgdrthsVggl8t7PEYAsFgsWLJkCdxuNzZu3Ag+nw+v14uNGzcGYvfjcrk9Gp/JZMKbb74ZuJ5lWXC53Jj7tqM6sw8B3yL6WbNmBS539T5MJMZo0ulYjKUnjsXOxJhOx2M83X08JhJfc3MzFi5ciMrKSjz33HMAevZYJB3T2WOvqxw6dAj79u0LXGZZFoWFhRFjS3XM0V6/I+2D7lJVVYXPP/88cJllWfB4vKRj72qHDx/GAw88gF/84he4884703JfhseYbvuypqYGp06dAgCIxWJMnz4d+/fvT6v9GCnGzz77LK3242effYY9e/Zg7ty52LBhA7788kts3rw55W38YL0uibr22muxb98+6HQ62Gw2bN++HTfccEPg9sLCQgiFQhw+fBgA8NFHH+GGG24An8/HuHHj8NlnnwEAPvzww8DjpkyZgg8//BCA700bN24c+Hx+j8cIAE899RRKS0vxyiuvQCAQAAA4HA527NgROLg//PBDjBw5EhKJpEfjk0gk+POf/4yjR48CAN5++23ccsstMfdtR3VmHwLAkSNHQqZOdPU+TCTGaNLpWIylJ47FzsSYTsdjPN19PMaLz+Px4NFHH8XMmTOxYsWKQA9dTx6LpGM6e+x1FZPJhOeffx4OhwNmsxlbt27FCy+8EDG2kSNH4vz586irq4PH48Enn3zSozFHe/2OtA+6C8uy+N3vfhdYx/nPf/4Tt9xyS9Kxd6VLly7hsccew4svvojbbrsNQPrty0gxptu+bGhowMqVK+F0OuF0OvHFF19gwYIFabUfI8V4zTXXpNV+3LRpEz755BN89NFHeOKJJ3DTTTdh3bp1KW/jh+iyEhU96F//+hd72223sdOnT2dff/11lmVZdsmSJeyxY8dYlmXZU6dOsT/4wQ/YGTNmsD//+c9Zh8PBsizLNjQ0sPfeey87c+ZM9sEHH2T1ej3Lsizb2trKLl26lJ01axZ79913Byrn9HSMJ06cYCsqKthZs2axc+bMYefMmcMuWbKEZVmWPXPmDHv33Xezs2bNYu+99162sbGxx+NjWZY9ePAge8cdd7C33nor++ijj7JGo5Fl2ej7NhUxsizLjhgxgrXb7SHP19X7MJEY/X71q1+FVGxLp2MxUow9eSx2NEaWTa/jMVqMLNszx2Os+LZv385WVlYG3ss5c+awy5cvZ1m2Z49F0jGR3ttUePnll9lbb72VnT59Ovvmm2/GjG3v3r3s7Nmz2enTp7PPPfcc6/V6uz2+qVOnBo7TaK+fbPugO2N8++232ZkzZ7K33HIL+8ILLwTuk2zsXWXt2rXsqFGjQr4n/v73v6fVvowWY7rtyw0bNrAzZ85kb7/9dnbDhg0diqW7j8lIMabbfvTbsmVLoDpfOrTx/RiWZdmuSccIIYQQQgghpO/rddP5CCGEEEIIISSVKIkihBBCCCGEkCRQEkUIIYQQQgghSaAkihBCCCGEEEKSQEkUIYQQQgghhCSBkihCCCGEEEIISQIlUYQQQgghhBCSBEqiCCGEEEIIISQJlEQRQgghhBBCSBIoiSKEEEIIIYSQJFASRQghhBBCCCFJoCSKEEIIIYQQQpJASRQhhBBCCCGEJIGSKEIIIYQQQghJAiVRhBBCCCGEEJIESqIISTGDwYApU6bgnXfeCbn+9OnTGDduHKqqqlIUGSGEEEIIiYRhWZZNdRCEXO0OHDiApUuX4oMPPkBZWRmcTid+8IMf4L777sNdd92V6vAIIYQQQkgQSqII6QYWiwW//vWvUVdXBw6Hg6FDh2LNmjXgcKIP/r788svYt28f3n33Xbzwwgtobm7G+vXrezBqQgghhBCSCJrOR0g32LFjBywWCz766CNs3rwZAFBfXx/zMT/96U8BAMuXL8euXbuwevXqbo+TEEIIIYQkj0aiCOkG9fX1uPfee1FSUoJrr70W06ZNw8CBAxN63LRp0/Dee+9h5MiRPRApIYQQQghJFo1EEdINiouLsWPHDjzyyCMwm8340Y9+hC+//DKhxwX/TwghhBBC0g8v1QEQ0hf9/e9/x+HDh/Hiiy/i+uuvh1arxcmTJ3HTTTelOjRCCCGEENJJlEQR0g3uuOMOHDhwALNmzYJYLEZ+fj7uu+++VIdFCCGEEEK6AK2JIoQQ0ivZ7XbU1dWhoqICdrsdYrE41SERQgi5StBIFCE94Ny5c1i2bFnE28rKyvDKK6/0cESE9G5HjhzB448/Dh6Ph3fffRdz587Fxo0bMWbMmFSHRggh5CpAI1GEEEJ6nYULF2LNmjX45S9/iQ8//BBfffUVNmzYgC1btqQ6NEIIIVcBqs5HCCGk17Hb7SgvLw9cnjJlCjweTwojIoQQcjWhJIoQQkivw+PxYDAYwDAMAN+UWUIIIaSn0HQ+Qgghvc7OnTvx0ksvoaWlBZMmTcKePXuwZs0azJgxI9WhEUIIuQr0uiSqtdUChSIDWq051aF0K6Uys89vI9B3t9Pr9UJncsBic8Nkc4HhcmCxOMDjccDncCAWcqGQiiDPFIDL6RsDwn31vQxH2xkZh8NAocjoxojaq6urw549e+D1ejFp0iQMGDCgR18/Wa2tFni9HfvJ7Q3HHcXYNXpTjDaHG3weBzxuev6O9aZ9mc76eowd/f3qddX5/D9AHf0h6k2uhm0E+sZ2tpocOFmrw9mLBlxoMqFBY4HL7Y37OAZAtlSIYnUWSnIzUazOQv8CKRRZwu4Puhv0hfcyEbSdqafX6yGTyTBr1qyQ6+RyeQqjis3rZTu1T9P5/fCjGLtGb4nxu2oNeBwOxg1SpzqcqHrLvkx3FGN7vS6JIiQdeL0sahoN+O5MC74/r8VFjQUAIBbyUJqbiamjC1GkyoQ8U4AsiQAlRXLotBa4PV443V6YbS60GGzQGuxoarXhQpMJR2ta4B8XVkqFGFAoQ3mhDAOL5ChSZ/SZEStCusLEiRMD66H8VCoV/u///i9FERFydXJ743cYEtIXURJFSIJcbg9O1bXi2zMaHKlugdHqApfDoKJYjmtvzMPQsmwUqTPBCWvYAYBKIQHjDq8cpgi55HB50NBsRk2jETUXsLs2IAAAIABJREFUDTh70YADp5oBAEIBF+UFUlQUy1FZokBZvhR8HiVV5Op1+vTpwN9OpxOffPIJzp8/n8KICEmMw+mBUMBNdRiE9BoNGjPsDg/Ki2SpDiVE3CTq97//Pe655x6Ulpb2RDyEpBWzzYXj57T4rroFx85pAz9+I/orMaZCheH9lZCIuqYvQsjnYkChDAMKZcA1xQAAndGO6gYDqhv0OFOvx9bd5wGcB5/HQUWRDEPLlBjePxsFORnteuUJuVoIBALMmzcP8+bNwy9+8YtUh0NIVEarEydrdehfIINaLk51OCRF3B4vuByGfrcT1KDxrXUqRy9LomQyGR588EEUFxdjwYIFuOWWW8DlUg8K6bsuaS04elaLI2dbcLbBAC/LQirhY8LgXIypUGFwqaLHRoGypSJMGCLChCG5AHxJXXW9Hqcv6HGiVof3dp7FezsBlVyE8YNzMWFILopUmT0SGyGppNfrA3+zLIvjx4/DaDSmMKKeZXO4cbSmBSMH5EAspEkl6aLV5IDL7YFaIYl4u83hBgBYbC4gShLl8XjxzcnLKC+UIUdGiRYAeFkWDNAnkg6WZXGoqhlquQT9C6QpjaXV5EDNRQPGVKjA4XTPvvV6WZy/bESJOhN8Xt/KH+J+8/74xz/Go48+it27d2PLli1Yv349brvtNtxzzz3Izc3tiRgJ6VYsy+LcJSMOn9bgu7MtaNJZAQBFqkzMmlSCkeU5KMuXRpym19MyxXyMrlBhdIUKgG+k6vtzWhyq0uDf31zAp/vqUKTKxLRxRZg0NLfPfWER4udfE+UvMKtUKrFixYoUR9VzdEY7AKDFYEexmjpO0kVVfSsARE2iEmF3+qZ+X9RY+nQSxbJswknRgVNNyJGKo07n8rIsLjSZUJiTkdDvnsPlgZCfmt9H/9rnFoOtx5MoL8viwKkmFOZkolidiQtNJri9XjhcHnA5DDgcpssrLbYY7dDobQAL30ybPiSh7iuGYZCbmwu1Wo1jx46hpqYGixYtwpIlS7BgwYLujpGQbnFRY8be45dx8HQzWgx2cDkMBpUqMG1sEUaWK3vFj1e2VIQpowoxZVQhjBYnDp5uxv8dbcSb/z6NLV/VYOroQkwbV4xMMT/VoRLSpYLXRCXj448/xsaNG+F2u3H//fdj0aJFIbfv2LEDGzZsgNfrxfDhw7FmzRoIBILA7a+88gq4XC5++tOfdir+rpJOZykx21z45uRljOif02XTnDvjss4KvcmBQaWKmPdze7ywOz296nvyQpMJsgwBZJldX8nV5nDD4fJA3g3P7Wexu/D9OS0GlSgSfp0Woy3qdC69yYHLOiucLi8qimNX6LTa3Th2rgWluVnIV/bsaRki8Xi8cLo8EPRAUuevXteks7brfPm2WgM+l4uxlaoufU1/mtxV31Ruj6+QSTqU1Y/7Lff+++/jvffeg1arxYIFC7BlyxZkZ2dDp9Ph9ttvpySK9CoutweHTmuw88hFnG0wgMthMKRfNuZOLsPogTmQiHrPj2g4aYYAN48twk1jCnH6gh47DtbjX3tq8Z9DDbhtUiluHlvUI1/ShHSnTZs2xbz9Rz/6UdTbmpqa8PLLL+ODDz6AQCDAggULMGHCBJSXlwMArFYr1qxZg61btyInJwfLli3D1q1bcffdd8NkMmHdunX49NNPsWTJki7dps7Q6O1QK8QQCTqftNidbgj53A5PmdK0+kbxW012SEQ9NzoWbbpQ7eXEpneeqdfDaHVi/ODcDs84cHu86MhDbQ7fPg+eSpXI8zRqLWjUWjCuUg2D2YmzFw0YN0jVJVVcj9a0AAAmDsmLeb9ETuMRjcnqAgDozY5uTdYicbh8I30GszOhJEpvdsDrZZEtFXVLPEerW3CxyRB3f8fTYrD5joNKdYcTDJfHA6PVCbGA12XLFgKHc5QsyunygGWRcLGVw1UasGA7vb+6Qtxv3X//+9949NFHMXXqVHCCPpzZ2dlYtmxZtwZHSFex2t3Y+V0Dth+sh8nqglohxl1Ty3Ht8DxIJYL4T9CLMAyDwaUKDC5VoKHZjM1f1eD9XTX4z+EGzJ8yABOH5vaJeeXk6nTmzJkOP3bv3r2YOHFi4FxSM2bMwLZt2/D4448DACQSCb788kvw+XzYbDZotVpIpb7pNl988QX69esXM0lLBZfHgxPnWzvUe+x0edDcakOROhMOlwdHzragQJmBktysTsXU02NjurbpQiwLlHdgupDZ5mvQg0VQiy85h6qawetAAnO0pgWyDCEGt42WmW0unKw3JPW6fnanBxmixGPwjwZ1dF3d2YuJx9mV7E43LjSZUajKgNvDwu50g9+NoxKnL/imaPob7S63b/pbV41cmqzOLnmexhZfJ4bD5Uk6ifIGjWifrNVBLOBhZHlOl8Tl/0wZLE6Yba52++3bag2A+Em7H9v2DXNZZ0XtZWOnksbOivup2bBhA9555x3cfPPNuHjxIt58800sW7YMEokEP/zhD3siRkI6zGp34fMD9fjP4QbYHG4M65+NGeNLMLhUkRZrnLpbkToTT/5wJKoutOK9nTV445OT2H2sEfdOr0RBTuqnMRCSrHXr1nX4sc3NzVCpriQb/inqwfh8Pr766is8/fTTUKvVmDx5MgDgjjvuAAC8+uqrHX59pbJzozMq1ZXkxuZhYbB7It6WqKPVGhgdHogyhBABkGaJAR435nNpWm04eV6L60YWtGu4mBsNkGaJka3IgFwhAY/LCemwsTvd8HrZdiP+ZqsTQgG3w2s4vVwupCYnFHJJSOzSLF8jP3x7/JdbTXYI+VxIs8TwsixyVFngBo0ItZrsAAsoEhiB8L9Wu9cw2iHLFAZGmlwMA63ZBXlbrNIsA9ig++vqdG3PJ4ZExIv6XoS/HgDkKDORGaNT0OHygAECMxKMDXpIs8Rg+L7Xcbk94PO4gefOkomhM9qRq5DgQpMJBarMwDoii80FSYYQbFvimOzx52ABncUFhTwj8FiPx4uDp5owqDQb8rATzvtjcjEMzjVZADDQmJyw2n2FOoaUKSE1OCCXi6O+334cAQ9SvR1yqSihuMOPo4MnL8Nqd2PKmKKYj/N4vDBZXe22xeNlIb1oBIdhfM9Z7/vcdOQzHEzWYgXPxmt3HHjapvBxOQxcbi+kjSbweByoVFmQaSzg291oMbt8n/8g8fZjolguF81GX6J4ocXabr9F+5z6eb1sIDaWxw387fC2fU4yRTh+TguekN/pfZisuEnUr3/9axQV+TZYKpWCYRg888wzWL9+fbcHR0hHudxe7Py2AR/vrYXF7sbYChVuu7YU/fJSWwknVSpLFFixeCx2H23E5l01ePavB3DrhBLMua4fFZ8gvdJ3332H119/HVarFSzLwuv1oqGhAbt27Yr6GK/XG9Koj7awfcqUKdi/fz9eeuklrFq1qst+77Rac2BNQrJUqixoNKbAZV2rFUaTLXA5+LZgLMtCb3ZCkdV+ypSu1QKzzQWNxgSGYWA02eBxuaM+FwAcq9HC6nDhYqO+XTLkf44WAQfHzjRBJReDwzDIEPGgVkjwzcnLANr3OH9z8jJEfB5GDexYz7dOb4PRZAMPLC6JuIHkzr9/grfHvx91RjvONPgqPHIYBl6WxWe7z2JYmRIOpweyTEFglCeRHvLg98L/mv6RnlyFBGX5vt8e//sm5jFoFnHbxdiqtwaez+XgBa73sizsDndgn4e/HgAc+L4RQ8uyo3YQ+vf/kNJsSDMEaG2LRafjwWy04WyjAcP7KwPPvefbelgdbiilImiNdhyvbsbEIXnQmx1obLUndPxF4vZ4oW31vWcSPgONqC2pszqh0ZphtzoxtCw75DH+16qrv/K3w84NTM3Tas2BY0Cj8SUQLQYb1KoseJ3uK3Hqbahp9DXaOV5v1LhNViey2hKR8Pfoctv/8bb5TL0eOpMdoweqQopYeL0sjCYbOAwTeA6jyYZLlw0xR1Rcbi88Xm/UqbsGgw1WhwstWjNsliufzQOnmuBlfdPfXG6vbz9xONBoTDAYbLA53RGPp0ifm0TYnW6wLAKjmzpD7GMl0uc02CWtJXCf/ccuBq53O92wOlyob9RD12pBrZAHt8OVUIzhOBymQ51ccce/amtr8atf/QoAkJWVheXLl6O6ujr5CAnpASzL4uDpZqx44xu8++VZ9MuXYtWPrsFj84ZftQmUH4dhMGVUIZ57eCImDMnFp/vqsGrTwZRNySCkM1auXInRo0fDbDZj9uzZyMzMxPTp02M+Ji8vDxqNJnBZo9FArVYHLuv1enz99deBy7Nnz0ZVVVXXB98BrW3V+BLlcHmgNdix/1QTqupbA9X8eoK/51ujt6Gp1Ypzl+KvTbK73HHvE40/LdWZ7IHEJzhZjVR8w59Ahau5aED1RT1qL7Vv0PkXtButzpDpT9G4Pb77+MuaJ4KJMp/wQpMJx85pYXdGfy6L3QW9yRH3NU62jXYZ26aRsfBNtfI9x5Xnd7h82+sMWvvkcnuT2p5IDlU140Kzb/8yYGBzuPHNycuoSfa3KMpbYLA4YbT61okdr9HCaHUG1m/VXb7yvrIsG3F/avQ2nKjVQWuI/Zmx2iM32I0WJ745eRl6s++9aAl7HjZK4EeqW2K+3tGzLThyNvZ9Igk+Vl1uT4x7RnhsnE6fC00mXNJaACDwPh452xJYVwcktsYvGpfbi7qmyMmVNSxhSkWJnbhJlNvthtlsDly2WCxpVQ2IEL/GFgtefPcINn54HCIBDz+/eyR+cfeoTs/v72ukGQIsuX0Ifn73SDhdHqx76zDe/aI60KNHSG/AMAweeeQRjB8/Hv3798crr7yCPXv2xHzMtddei3379kGn08Fms2H79u244YYbArezLIunnnoKjY2NAIBt27ZhzJgx3bodiWjW23DsbAua9e17i/3Cf5dPnteh+uKVRCFWEQCvl+1UQydZDmf07xqN3obmVqsvUengqB1wpUw4AOw/1QSPN7EiCP5EyRzUQHa6PHC4PDhU1YzqBj1O1upQ32SO9hTdwtxWiMGfmCXKaHVGTaAtwUlAoITalef377PgY+u7ak2gKEQsXi+LsxcNCTXa/Q3urvgNYhjgVJ0OJ2t1getO1upwqq613X0NVieOnG0JTAn08yeJsRJWADh2TtvuOq+XDXxO/clLfXP0EZzDQWva3GHHqMPlCUnUwm/vCH+HRiLPZTA7cOB0E4xWJ/Z9fymQLAVr1FoCSY7J1rFRIL+qC63tjpdEP7epEnc63x133IEf/vCHuPXWW8EwDHbs2IF58+b1RGyEJMTh8uBfe85j+4F6CPlcLLqlAlNHF3bbieP6imFlSqx5aALe31WD7QfrcfRsCx66bUjU83AQkk4yMnxr+kpKSlBdXY2xY8eGFD+KJDc3F8uWLcPixYvhcrkwf/58jBgxAg8//DCeeOIJDB8+HGvXrsXSpUvBMAzKy8uxevXqnticmPxJhzNGIzN8yp4jvPEa4evQP+px6kIrShPsbArv/Y30Ep44DX270w2hgAuWZXG4ShNym3+qFQDkyMQhhSLsTjc8XhYZYdMII71a+GJ9t4dFImvPXW1JVHAD+ttqDQraqrhpg87PVZoXe5/F+wUKj9tid6FZb223NiWY0+WBNYmfNn8yET4lMTyx8h8LEd+5oCu9LAudyR4zRsC3n1oMvmQi2WIfJlvyhRaije74+Y/bSPc6dq4lZP8EckaGSWrUzetlceB0U9Tb7U43bA4PpBlXjl+Xx4vgPen2+Eb6MsR8fNdWcCHZwglag73dZ+RKjAk/DVrbRtJMVhecLg9adLaQaobxRuqS1Wp24JLWmnzHdwrHdeImUUuXLkV5eTn27dsHHo+HX/7yl5gyZUpPxEZIXKfrWvHmttNobrVh8vB8zL9xAKQZfavaXncSC3lYPKMS11Sq8NfPTmPdO4cxY3wJ7ry+jNZKkbQ2fPhwPPnkk/jZz36GpUuXora2Fjxe/Apjs2fPxuzZs0Oue+ONNwJ/T5s2DdOmTYv6+HQ5P1SymlttgTVKftagBqK/N9lid8HrZeN2Qrk9bNQTlrYYo4+YAVfaPCwbu0e8xWALaYD7pzKFNyojzY45H6G8OcuyuKy1wBs2KpfI1LzGsF54l+dKkhppxOJCkylwDqdE2niXtBbowqbiRRo9jDYN0a+6wYDRA/lxT2cR/DxWuytwXGhaY7930Zyq1UHVVmo/U8wPbLPd6UaDxuw736hCHFJNEACcMUaqWJbF/lNhSQkT+e8mXWJxJzKT6pLO917bnW4crbkyiuRl2ZgFqTxxRk6Dj1//84WruqCHyeZEbtDJmk/XtSaVWDRqLShWZ0Zc7xmrEyTcZZ1vfV74s9Q3m3GxJXQkNtrURqD9MRvrRMfhuyTa9Nbw50uVhGpaXn/99Rg3blzg4NPr9YESsYSkgs3hxns7z+KrI41Qy8V46p7RgRKxJHmD+2VjzUPj8d7Os9i2/wKOnm3BktuHBBZDE5JuVqxYgaNHj6KsrAzLly/H3r17+2zBI73ZAS6fB73JgcKcjKi9426PN2qPtcXuwiWtFYVtVTltDnfUqTJujxcCTuxGuH9dTbEqE5e0VvTLy4IoI/r5fpraziEFtG8oJetQVTOuGaS+ck6ksOeLlNQwAC40mWFxeWGxxF83lAiWZcGyiLhOpVFrCawzMrWtoaq9ZAo9905Q3JHWffgTTI/XGzK9MGZMYPFttabdyJM5xlQrbdCoVMTXSWDky2B1wtA2+jdywJUCIWabK/Daisz2HZz2GFM72yVQYYIbz/7Rq0Qa3bEEJwNGc+iI2IFTTRhcmh3+EABAi94WN4lKhH9/BE8xNNtdqG6Ivl4s0ol6j9VoweUwIVV4Ozo91mBxAm2ftSPVLRHXL15oMkMW9v5+d0aD0RXtT71QdaE1UDikK85r5u/giDVNuLvETaL+8Y9/YN26dXC52oZC26oZnTp1qtuDIySSM/V6/PmTk9Aa7bh1QgnmTi6L2qtBEicW8nD/rYMwtlKFTZ+dxnP/7zBmTSrFnOv6pcWZwQkJ9otf/AJ33XUXAODGG2/EjTfemNqAupHF7oKUz4PZ7kJ9s7ndqAjga6hX1beiLE8aUhwgmNvtRX2zGflKSaCBH43V7gILIEPEh9vjhcfDRmyI12t8PdJn28qbR3M+qLiEx+PFodPNyFdKot7fz8uyYIB2veoHT/sqxbk93najTsdq2q9V8Rcb4PJ5XbbO4lyjERpD9BGQ4DVHrUYHmvXWkNtbEij2cfyctkM97eHn4zl+vv0+Sea5knG0pgWFOe0rnUVaQ2RJMDnsbmcbDMgQ80KS2XZTYhFamCLk8Y2xi2LEW18VLnxKY/DIp7/K4oTBuWg1OXCmQY/Bpdkho0y2tterDYq3Niz2usumhDo0DBZH4LMdrQCM3uKAPqxzItL+AwCX21cADGg/zdRqd4UmhUnkxKlYPxU3ifrLX/6Cf/zjHxg6dGhPxENIVG6PFx/uPo9/f1OHHLkIv140ltbvdINhZUqsfWg8/vGfanyytzYwKlWs7tw5bgjpSuPGjcNLL72E1tZWzJ8/H/PmzQs5B1RfpTdHTn78U28iTWPzazU7YHe64XB6QkdEwjDMlQbvxCF5OFajjTntKln+Bqc/AYvlwKkmSCWCqDMN/IUggkWaJuVfayXlJ39S2WhiJVDhIq3ZORen4Q1EGRlKgMnq7LKTwXZEZ0cFuqOA2blGY9Spmy1GG1riF5GMOB2uSWeNcM9QHamqFw/LIlDko7GlfcdKuPAk3j9tsTv5E75gwQlhOIPViW+rNRhboQaXwyQ1ehZvLWZ3iPttkpOTQwkUSTmN3oY/fXQc5y+ZcMPIfCy4eWDUcyWQzpOI+Hjo9iEYU6nC37ZVYc2bB3HH9WW4dUJJlwy/E9JZCxcuxMKFC1FTU4MtW7ZgwYIFGDRoEF577bVUh9atoi3JSGRdj78dH2/NUoMmtHHVlQlU7NeNnFQZrc6oU7t660nTu2LqVyx1TaaQIgA9Ld4xFk+k5Bjo+JQ0oH0S0RUiJQnxXNZGjyNWghFOZ7IHEiFDlCmq0fZjugiuohjs8JlmiAW8wIhauorbCp08eTL+/ve/4+abb4ZQeGW+M62JIj3lcFUz/vrZaTAAHrtzOMZW9v3e5nQxeqAK5YUyvLX9DLZ8dQ7fVftGpfKy40/DIaQn2O12OJ1OsCwLLpem9caUYL4RvH4pUmno7pJIj35vFX4+vpYkRrGuRmZb5MazzhR7CmRnk7ee0NDSNeXxEznHY0KdKylktEafVpzuCRSQQBL1+uuvw+l0Ys2aNYHraE0U6Qlujxf//PIsvjjcgLJ8KX48dyhy5LHLqpKulyUR4Mdzh+JAhQpvb6/Cqr8ewA+nluOmMYURq/8Q0hM2bdqEDz74AE6nE/Pnz8d7772HnJyc+A/s5TqzhqQjn9ZoPdzdwdWBXvP0biKmVrLrcNJJVX3PJe+EdFTcJOrYsWM9EQchIXRGOzZ+eBw1jUZMv6YY828cQMUNUohhGEwYkouKYjk2fXYK7+w4gyPVGjx425CQc9MQ0lOOHz+OlStXYsKECakOpdfoDT27ybA53IETtZL2umMdDiHkirhJlNfrxaZNm1BdXY2VK1finXfewZIlSxKaNnHfffdBp9MFzt2xZs0aXLhwARs3boTb7cb999+PRYsWdX4rSJ9yqlaHP/3rBJxuL35yxzCMG6ROdUikjSJLiGV3jcSuI43455fV+M1f9uO+GZUYPzg31aGRq0xfLWdOEhdtDRUhhPSEuEnU888/D51Oh++//x4sy2L37t3QaDRYuXJlzMexLIva2lrs3LkzkEQ1NTVh2bJl+OCDDyAQCLBgwQJMmDAB5eXlXbM1pFdjWRbb9l/A5q9qkJctwWN3Dg85xwFJDwzDYOroQgwpVeCNT07iTx+dwJHqFvzsnjGpDo0QchXRJlAinBBCukvc+VH79u3D73//ewiFQmRlZeGvf/0r9uzZE/eJz507BwB48MEHMWfOHLz99tvYu3cvJk6cCLlcDolEghkzZmDbtm2d3wrS61ntbry29Tje31WDsZVqrFw8jhKoNJebLcGv7x2DO64vw4FTzfjpiztxIkqlHUIIIYSQviTuSBSPxwMnqKSxQCAIjCzFYjQaMWnSJDzzzDNwuVxYvHgxZs6cGXIeD7VanfSaK6XSd64alSorqcf1RlfDNgKA1c1i3TuHcUlrxUNzhmHuDf37ZMGCvvp+PnTHCFw/phgv/f1brH/3CGZf3x/33zakT58Aua++l+F6w3YajUZIpdKE7//xxx/HnFK+Y8cObNiwAV6vF8OHD8eaNWsgEAjQ2NiIp556ClqtFmVlZXjxxReRkdEzHT3F6iwYolQrI4QQAmTLRD3+mnGzoYqKCrzzzjvweDw4d+4c3nzzTQwaNCjuE48ePRqjR48OXJ4/fz7WrVuHH//4x4HrWJZNurGs1ZqhVGZCo4l81ui+QqXK6vPbyLIsvjvXiv/degxiIQ9PLRiFyhIFWrqo/Gc66evvp0LMwys/n4I/bT6Kj3efw6GTl7Hk9iEoy0+8cdtb9PX30i/Z7eRwmEAnV084d+4cHn/8cZhMJmzevBkPPPAA/vCHP2DAgAFRH9PU1ISXX3456pRyq9WKNWvWYOvWrcjJycGyZcuwdetW3H333Vi9ejUWLlyI2267Da+99hr++Mc/4qmnnuqRbZVlCCiJIoSQGAQxTiDeXeK+4ooVK3DixAlotVrcc889sFgsWL58edwnPnToEPbt2xe4zLIsCgsLodFoAtdpNBqo1VQ04Gpkc7jx+scn8Yf3j2BgkQyrHxyPypLIZ6QnvYNIwMOiWyrwi7tHwe704Ln/dxgf/F9N2p/sj/ROv/3tb7FixQoolUrk5ubi3nvvxW9+85uYj4k3pVwikeDLL79ETk4ObDYbtFotpFIpXC4XDh48iBkzZgAA5s2bR1PRCSEkjaTiFDhxk6jMzEz87ne/w969e7F//36sX78eCkX8xq7JZMLzzz8Ph8MBs9mMrVu34oUXXsC+ffug0+lgs9mwfft23HDDDV2yIaT3OFOvx6pNB3DgVBPunTkIP79rFGQZglSHRbrI0LJsrH1oPCYNzcUne+uw9m+HcKGp74/ckJ6l1+tx3XXXBS4vWrQIZnPsUezm5uZ2U8qbmppC7sPn8/HVV1/hxhtvRGtrKyZPnozW1lZkZmYGprKrVKp2j+tOHi+dDYkQQmJRyno+iYo7ne+3v/1txOvjVeebOnUqjh49ijvuuANerxcLFy7E2LFjsWzZMixevBgulwvz58/HiBEjOhY56XVcbg8++L9z2H6gHjlyEX61cAyuG1N8VUyNutpIRHw8dPsQjKlU4W/bqrD2b4cwa2Ipbr+2H/gpGHInfZPD4QhMCddoNPB6Y496er3ekCnk0aaUT5kyBfv378dLL72EVatW4emnn253v46s2+zwdEeeDRd1Nkiz0v9k4xRj16AYu05viJNi7Bo9vY43bhIll8sDf7tcLuzcuRPjx49P6MmffPJJPPnkkyHXzZ49G7Nnz04yTNLbnanX42/bTuOS1oobRxfirqkDIBLEL1BCerfRA1UYWCTHu19U4+O9tTh8RoMfzRqEAQWyVIdGermFCxfioYceglarxfr16/Hpp59iyZIlMR+Tl5eHQ4cOBS6HTynX6/U4fvw4Jk+eDMD3e7Vs2TJkZ2fDZDLB4/GAy+V2eCq6VmuGtwOjSq0mBwDAaLIl/dieJM0SU4xdgGLsOr0hToqx63S0U76ja3rjtmIff/zxkMsPP/xwSHEIQmIx21x4f+dZ7D52CUqpED+/aySG9VemOizSgzLFfCy5fQjGD1bjb9uq8Lv/dxg3jyvCvBv6UyJNOmz+/PkoLS3Frl274Ha7sXbt2pDpfZFce+21ePXVV6HT6SAWi7F9+3asXbs2cDvLsnjqqacmD7EdAAAgAElEQVSwZcsWFBQUYNu2bRgzZgz4fD7GjRuHzz77DLNnz8aHH35IU9EJIeQql3QLJjMzE83Nzd0RC+lDvF4Wu481YstX52BzuDFzQgnmXFcGoaDvlr0msY0YkIPfLpFj81c1+OJQA747o8G90ysxsjwn1aGRXkSv1wf+HjhwIAYOHBhyW/DsiXC5ubkRp5Q//PDDeOKJJzB8+HCsXbsWS5cuBcMwKC8vx+rVqwEAzz77LP7rv/4LGzduRH5+Pl566aXu28gwLEtrogghJN0ktSaKZVmcOHEC/fv379agSO9WdaEV//hPNS40mzGwSIb7pleiSN1zpY9J+hILebhveiUmDcnDm9tO4382H8M1g9S4Z9pAyDOFqQ6P9AITJ04EwzAhiYX/MsMwOHXqVMzHR5pS/sYbbwT+njZtGqZNm9bucYWFhXjrrbc6GT0hhJC+Iqk1UQAwZ84czJkzp9sCIr1Xk86KzbtqcPiMBkqpEI/OHYprBqn75IlzSeeUF8nw7APX4N/76/DJ3jocP6/D/BsHYMqoAnDoeCExnD59OtUhEHLV4TAMvDQiSkiIpNdEERLOZHXiX3tqseu7i+BxObjj+jLcOr4EAj5N3SPR8XkczLmuDOMH5+Ktz6vw1udV2Hv8EhbPGIRiGrkkcXg8Hrz77rv4+uuvweVycdNNN2HevHmpDouQPolhGKCHkqhidRYcTg+a9dYeeT1COipuEnXTTTfFHEn44osvujQg0ns4XB7sOFiPf++vg93pwZSRBZg7uQwympZFkpCXLcEvF4zC3uOX8c8vz2L1poOYPr4Yc2kNHYlh7dq1qKmpwdy5c8GyLDZv3oy6ujosW7Ys1aF1ub4yAJCrkKCptfc1jIeUZuNkna7Dj1fJxdDo07+yWSwSIQ8mm7NHXovDAP0LpJREBWHAgEUf+SLoQ+ImUXPmzIFOp8PChQvB5/OxZcsWNDc344EHHuiB8Eg68ni9+PrYJXz49XkYzE6MHpiDeVMGoDAnI9WhkV6KYRhcNzwfI8tzsHnXWWzbfwEHTzXhnmkVGD0wh6aEknb27t2LTz/9FHw+H8CVqeZ9MYmSZQrQZHTEvV9lsQJV9a1JPfeQ0mzweRxo9DY0ai0dDTGuEf2VkIj43ZZEZUkE4HEYZIj5aNDEPulysqSdPBl8X5iiHGkTOpoUS4R8WB2uLogqeRVFcpxp0Me/Y5rJlgqhNdqTekyxOgv1zcmV/O7Id8jVLO5ZL/fs2YM1a9Zg0KBBGDBgAJ5++mmcP38ew4YNw7Bhw3oiRpImvCyL/SebsPKN/fjbtiqoZGL816Ix+OkPRlACRbpEppiPB2YOxn8tGgOxkIc/fPA9/mfzMTT3wt5r0r2ys7Ph8XgClxmGgVQqTWFE3YfH5WBUhSrmfVRyMRRZHZsFIBbyUJIb/ySVYgEPlcWKDr1Gd5NlCFBZogCXc6W13xXJS5Gq81OL+0AOhUibkCXmd+i5siTtH5cjjX8i1wLllXZGjqzjJ37Nzw5tr0wcktfh54plXGXy55KLhcfp3hPV87ncDn+HJGNov+yk7q+WSwJ/d/c+SFbcaIxGI3S6K8PYly9fhsuVmh4Ekhosy+K7ag1W/fUg/vdfJ8DjcfDTecPx63vHoKI4ejlhQjqqoliO3zxwDRbcVI6qej1W/vkAtnxVA5vDnerQSJoYNGgQFi5ciLfffhv/+Mc/8NBDD0GhUGDTpk3YtGlTqsPrcpFGY5mITdtQAh43pJFYHCMpGBKncSPNEEDWyVGZnhTc6I4lVyGJeluXJFEJvE/J6qnGZGlbcs3ndd3Uaj63fey52fGTokQS/XgYhgGPF33fZYquJHgj+nfu9Bu8CNvZURyGwfABsc+xqZLH3ofF6uj7T54hxOgK3/bKJMl9xgeXRO9YqSjqXBtRkSlEv/wrcYtFkSfQyTJSs4wk7nS+xYsXY/bs2Zg8eTJYlsXevXvx7LPP9kRsJMW8LItvqzT4eG8t6pvNUCvEeGTOEIwfnNsnpieQ9MbjcjB9fAmuGZyLzbvO4tN9ddh97BLm3dAfk4fng8OhY/Bq5nA4UFlZiRMnTgAAioqKAABnzpxJZVgpN7y/Et+f0wZdDk2MClWZcHtYXNK1n7onjdN4EvA4EYckRpXn4MjZloiP4XE4cHu9gctKqQhaox0SIQ/Wtk4RLocDT9B9YuFzOXB5rty3KCcTDS1Xpu9lS0WoazK1/S1EjlwUNbZkZEkEMFmvrAnKzhKBz+OETGeLtm6Fy43+XSUS8GB3Jt85xOEwQNAu43O5EPA5sNgT6+RO5HUnDskLnDpArRCjxXhlXVeuUgJJjO2KJz87I+QYjFeIamBh9MZ4V05B618gw7FzvuNFIuKhLF+K85eMXfLcnZGnlEAYtI+SnUpZrMpEYU5G1Ol9HA4TaNcNKlWgrsmEy7rEnt8bY6lWtlTU7rrguw8slKP6YvTplQI+N6S9WVEkh8nqDEzJ9I+M98QIWiRxk6hFixZh1KhR2L9/P4RCIX7yk5+gX79+PRAaSRWX24tvTl7G9gP1uNhiQa5CjIduG4yJQ3PBTbOhVNL3KbKEeHj2UNw0tgjv/qcab/77ND4/cAFzJ5dh3CA1JfRXqXXr1qU6hB4Vfpi3a0S1tUyCPw+jy1VxRxDCn3dYmRJGixMiATdk7UhFkRyKLGHEpe2RRskyxXwMK1OiWW/DuUZDoJFcXijDgAIZjp+/kuiV5mbiXFtDlc/lwhU0TdNvbIUah880I1chgVjIi9rwEoY1xkUCHob0y4be5Gi35iuZNSND+2Xjm5OXA5flmQLYnaFxSjMEMFjar13LV0rardPKEPExsEgGjd6Oiy2ht40dpMbOg3WBy1liAUQCLjSGK0kMj8vA5b6StI0aqASXw8HhKk27/Sfi82B3hSZM/fKycPpC+8QjfM0QwzDIyw4dqcsU8TGoNBvNzdGTi/DnGdIvG1UX9L5kmQFK87IgzRAEkp9YfWJD+2UjKzzBbzsQywtkkGVGTv6zs0SIlCZGmk7oF97EyVVIQpKowpzMdu9XLPnZGWjW29p1EkRLuCO9V4DveAGAsRUqAAz4PA7K8qUhx2Qkg0uzYTA7UBhnRDX4I8wwDPrlSRNOoqJ1aPpHh8YPzsWBU02B68WCK6mHUiZC9cWEXgaAr6pvcGKWquTJL24SBQD19fUwGAxYunQpvvzyS0qi+iiT1YmvjjTii8MNMFicKFJl4OHZQzBhcC71+pOUG1Agw/L7xuLg6WZ89PV5/OmjEyjcW4vZ1/bDmApVl06dIOlv//79eP3112EwGEKu37x5c4oiSj/B1S0HFsphd4U2roV8brvGaaaYj0wxH7qwReyBhkukUoFBV+VlS3BZZw1MYVPLxVAHTTNiGAYM43s+a1tiEfzZ5XIZuNrnUODzOBhXqQaXw4BhmPYNrxhhSSUCSCWCdkkUr20kJbgBGT7SlQxBhGliarkkYkcPA1+C51egzACHw0DE5yIzwnviDouJYRhMGJIbaET7OzgT/anmcTmYOCQPDpcH31VrAtdHGjlIVK5CAoPZiX75WZBnClFeKMPZi77Pp1QiQEHbSIg/6Q5tAF8JPHxaWvgxyuNwAuesitY2Gd5fCQGPi+pLppBRrywJP+JvhT+piVfEqCBHklQSVZqXhUJVBg5VNYdcP7JcGXGEVCKKnET5JTutUtYNU3DDq03KMgToXyDDucbQ72J/8s1hGAzplw0+lwOxMHbaET5yne7iJlGvv/469uzZg8uXL+OBBx7AH/7wB9TV1eGxxx7rifhIN2NZFjUXjfjyuwYcOt0Mt4fF0LJsPDS+GEP7ZVNVNJJWGIbB+MG5GFepxoHTTfjX17X400cnoMgS4sZRBbhhVGGvWrNBOm7lypW47777UFJSkupQeoS/8eHvCZdnCiHPFLabxuRvsIevmVHK2jeOw0cYEhHpNyG4R10pFeGyzhq3HHNhTgaadDa4PB6IhTwMLs1GlpgfMkLlN6rct1YjuPE7qEQBDoeB0dzxstsqmRhWuxtFqsxAr/vYSjVO1upgtCb/vMXqTIBBSAOzX15WyD4LNOjbrspViGEwO5CvlERtICdT2npQqQJHa8Ia54xv3YrV4Q5MdfQLH7lLBsMwUGQKYXW44XB5IBH6pr/55cjEgSQKAPKzJWC9LPLDjrvgGHgcTuB9jjQqOa5SDYYBmltt0JnsEAm4EVeccTm+0ZpJw/Ohb7UEkqhonW3+02BFSnj9HQOxiPg8jBqYg4ZmMxpazHHXFQnC3msOwyBDxEdZfhZ0Jl8HRnaWCDqTPeaaOgGPC6fbt4/YoNHoeCdGlgj5qCiWwWJzo/qiPiShjyVLLED/fCnK8qQ4cPrK6JJaLm6XRAUnyfGmCgO+0UoRn4tvg5J6v5EDckKKxuTIxGgxpP60AXH32qeffor3338fd911FxQKBd577z3cfffdlET1cq0mB745cRl7jl9GY4sFYiEXU0YW4sbRBXGHfQlJNQ6HwcQheRg/KBfHzmnxxeEGbN19Hv/aU4uhZdkYP1iN0QNVcXu9SO+lVCqxePHipB/38ccfY+PGjXC73bj//vuxaNGikNv/85//4NVXXwXLsigqKsK6desgk8lw7NgxrF69Gk6nEwUFBfjtb38LlSp2xbyu5B85AHwJiL8HPrwHWCjgYmChPOoUp+6KDfD1oieKYZiQUSd/54ciSwSrwwy1XIJmvRU8DidiA0/edj5Cl8vXay0SJp8McDhMoNFfli9t17ANN6xMiZO1ukADVZYpRKPWgooiObwsCwGfiwEFMpTmZgVGHsJHShRSIS7pLIGGsYDPxbD+sQsGJHOesGjfebJMIWSZwnZJVCRSiSDhJLKyRIHzl4xoarVGTPX8IxCAb18UhZ1IffRAVUjjONiogcp22+4/1vKyJVBkCeM2/gV8LhiGQYEyI6ES/gzjWz8kD0oAEpra1rYJsaYK+u7WNo0vbJMHlyoCI25ZYgFMNickIh50JkCtiF4wgsflBJKoTDEfLQabb+2TxgxpjFhGtBWpEAl44HIVCZfx53GZwGhyOH+Ce/B0c/sbY/Ani1KJIGryF35clxfKUF4oS+p1ukPcbzwejweB4MrOlUql4PGoYdIbWe1ufFetwf6TTThRqwPLAgMKpbj/1kpMGJKbcE8EIemCw2EwqjwHo8pzcElrwe5jl3DwVBP+XKMFj1uFQSVyDC3LxrCybBTkZNDIah9y00034Z133sH1118f8ptUUFAQ9TFNTU14+eWX8cEHH0AgEGDBggWYMGECysvLAQBmsxmrVq3Cli1bkJubi//5n//Bq6++ihUrVuCJJ57A73//e0ycOBGfffYZnnnmGfzpT3/q9u2MhBNSxrv9dZFGnbqSv5Hnx+NyMGFwLtRqKc7VtR9JimZAgRQNzeaQaYdFqgzkZUt8ow0JnGxVKRNBKFAiM4Fy2zkyMZxRZgoFV+jrXyCNONUqU8zHoBIFTtbpkCURQCzkYcLg3HbfK/73QhVWhjtTxIe4bVtV8tjvkVjAgy2o8IP/NfwjkbF69oeUZsNgcUKWIWh3kuAMEb9d8YnS3KyQ5KqyRA6XO8aUqiS+RuONQPhHocKnKwKIuQabYZik2iwluVkRq/v5KzgGj95E6kguy5eCz+UEkt+40z4j/NbwOBzkZvumA4bfGpwkKGUimGxOZIj4vnWN/Oj7obJEHpiOmZctgSzDd1zm52REHFWLNLrn75BIVvjUu45OqY9V5TlexcFUi3sE5ufnY9euXWAYBk6nE3/5y19QWFjYE7GRLmC2uXD0bAsOV2lw/LwWbg+LHJkIsyaW4rrh+R2azkFIOspXZuCuqeWYf+MAnGs04uCpZhw/r8U/vzyLf8LX0z2wWI6KIhkGFslRpM6gQim9WGtrK1566SWIxaHrbb799tuoj9m7dy8mTpwIudz3oz1jxgxs27YNjz/+OADA5XLh2WefRW5uLgCgsrISH3/8MVpbW2G32zFx4kQAwNSpU/H000/D6XSGdDKmglIqgt3hQZ6y577LBxbJoDXakRv0+9GRDoosiQCDw8qqMwwDPo/xVYUDg5Lc+DMjEkmgkhGrcS7NEISUjI+03RyGwdgKdUhVvmFlSogE3JARxVgGFIYW3yjJzQSPy6BQlQGVXBRzGp40QwBphiBwSojgCCO9S/nKDFxoMgemDXI5HHAFiX83dkXflL/BLxJ0TSn1RBv0/sQqQ8SDIcboW3CSXVmsgIDPCamC6d8FGWI+JEKeb2pnm+DBlWJ1ZshtADBlTBE0mitJbK5CDImIl9AUuPDjwJ+MRSu4NHpgTsLTQ7kcDtRyccRKngAwsjwnYlXNopxMSDs5Es5pm7qf7uImUc888wyefvppVFVVYdSoURg5ciTWr1/fE7GRDmputeJojRZHqltQdUEPL8tCkSXETWOKcM1gNfrnS6lHnvRZHIYJGuofCK3BjuPntai6oMeZBj0OtU01EPK5KMvPwoBCGfoXSNG/QEbrqXqRnTt34uuvv0ZOTuLncmlubg6ZgqdWq3Hs2LHAZYVCgVtuuQUAYLfb8frrr+O+++6DQqGARCLB119/jcmTJ+PTTz+Fy+VCa2trIOFKFYZpP0UqHn/jntvBnmMBn4v8KOdg8ndMxJsaF4+/cEJH+AscZIi6NrlKBj+syESyiV6mmB8or82yvqTA3+DvjlkjI8uVsDkiVPQIkkw1w2RxOAwGlSg69Z7lSMUoVGXA42WTHhUZWCyH1e5O6HGKLGEgecjPzsBlnTWQGPG4HIwYEPk7KdFmF8MwCSVQwfjcxD5vvlHSxAK5ZpDvZMHBSVTwuj0+jwN+hNPNJvJ9NKxMGTjFQTB/ZL3ltzjuJ/H777/H3/72N9hsNng8HmRm0nqZdGN3ulF1QY8TtTp8f06Hpra5u/lKCWZOLMGYChVK87KoFDS5KillIkwZVYgpo3wj6C0GG6obDDh30YiaRgO27b8AT9uJLpRSEfoXSFGWL0VZfhZK87JommuaUiqVyM6OfXLYcF6vN6QDyX8OnHAmkwmPPfYYBg0ahDvvvBMAsGHDBvz3f/83XnzxRcydOxdyuRx8fnINPqWyc7+fKlXnTzbqjyNXbUG+MsYUVx4PUsOVct2JvnZpsQLiDCGyZaKUVcyMFqvW4kKTzgppljjm/QBAmmWIe5/upFJlwc1woDW7IJeLo8YRK06r3QVpswXyTGHg9hyDAxyjHSpVVtKJnShDCIPNHajg539Og90Dq4uFQiHp1P7qzGNnTs4IVG5M5Hm74v29TSVNqHIxy7LIbbWhLF8GVdD6Jn8MnY7jet/3SndVUfbHec2wAqjk4g53vgSLtZr0ZqkYQgEv6lq5mM/bw5/XuK2Dl19+GdOmTQuZMkFSy+H04GyjAWcu6FF1oRU1jcZAz8ugEjluHlOIEQOUUMc4CzshV6scmRg5MjEmDfVNqXG6PKhrMuFcoxE1jUbfVMC20SoGvpMc9svLQmluForUmRgp6h09ZH1dRUUFFi5ciKlTp4ZMqfvRj34U9TF5eXk4dOhQ4LJGo4FarQ65T3NzMx566CFMnDgRy5cvD1zP4/Hw1ltvAQC0Wi3++Mc/BqYFJkqrNcMb68yUMahUWSFTfjqLD6AlRqlmndEOo+lK9atEXtsfIwOgNcoUoFRqbVtj5d+uWNuUyH26i38/OuwuGE02qKWCqHHEi1OZyUd2Fj9wuzKDD8brgc1sh81sj/iYWBQSHpQZ/JDXbNVbYDTZoNPxIEyzvtpon5uefn/LVBmA2x3yepkCDgwWZ4/G0REFChHkcl/8uh76XHfkVTrzHcnhMB3q5IqbRFVUVGDjxo0YN24cJJIrjfKhQ4cm/WIkeV6WRXOrDefbGnc1jQbUN5vh8bJgGN+C0Olt5cjLC2Vxz/pNCAkl4HMxsEiOgUVXGsQGixPnLxlRe8mIC01mnL6gx74TV8q5SiV8FORkID8nA/nZEuQpJVArJFBKhbTOqofY7XaUlZWhtrY24cdce+21ePXVV6HT6SAWi7F9+3asXbs2cLvH48Gjjz6KmTNn4ic/+UnIY5cvX45Vq1ZhxIgR2LRpE2699VZw+vB73dXrjNJNZpxpY+UFsi7pce+MDBEf4yrVnRrRyw3rTOXzOO2uS0akaZyxSnCnq2FlSrDJlD3sBpEKXaQjeaYQKoU4rRO9VImaRL3yyit48skn8fnnn+Po0aN4//33A7cxDIMvvviiwy8ar8Ts1YhlWRgtTjRqrbiktUBnduJMXSvqm81wtNWA9a/huHVCCSqK5SgvlFEJZ0K6gSxDEKj652ewONGgMUNvdaPqvBaNWgu+OdEUWLwN+M5NopSJoJKJoJSJoZKLkC0VQSkVITtLCHmWkE4K3EXWrVuX9GNyc3OxbNkyLF68GC6XC/Pnz8eIESPw8MMP44knnsDly5dx8uRJeDwefP755wCAYcOG4bnnnsOqVavw7LPPwmazobKyEs8991xXb1JaEfC5mDgkL3Ay175AkSlEk9GB4f2VkMT57cxJk6pgveH7gtfJNXap0Nc7CUjPiPot8sknn+Cee+7BgAED8NZbb0WdO56seCVm+yIvy8Jic8FodcFkcaLV7IDe5ECryQGt0Q6N3gaNwQ6H88qiTrGQhyJVBiYPz0dJbiZK87JQpMrstjmvhJDYfGd+z/ZNGRjimwLm7/y4rLOiudWGZr0Nza02tBjsqK/WwGgNLSXMwHceEXmW70SpsrYqWtIMAaQSATIlfGSJ+ciSCJAh4tHIcgzfffcdXn/9dVitVrAsC6/Xi4aGBuzatSvm42bPno3Zs2eHXPfGG28AAIYPH47Tp09HfNyIESOwdevWLomdpIZSJsLA/jnQaaNPY+xtxAJep06Y2xXyczLA43Gg6ubS+oSkm6hJ1HXXXYcbb7wRADBp0qTA9f5k6tSpUx16wXglZlOBZVl4vG3/PCw8Xi/cHhYejxduLwuX29v2zwOn2wunywOnywuHywO709P2vxs2hwc2hxs2pxs2uxtmuxsWmwsWuyviyfJEAm5br7UYg0oVUMnFKFBmIF8pQUX/nJjz1QkhqccwTOAklpUlina3O5we6Ex2aI126IwO6Ix26M1O6Ns6UuqaTDBZXFFPMCjgcXwlc0U8ZAh5kIj4EAt5kAh5EIu4EAt5EAl4EAm4EAm4EPK5EPB9//N5HPC4DPg8LnhcBlwO4ytdzGX6RJGZlStXYu7cufj888+xYMECfPHFF5g+fXqqwyJpriOL1dPZyPLEq1N2Fw7DdGqKICG9VdQkavXq1Vi9ejUWLVqEd955p8teMF6J2e7SoDFj/T+PwO70gPWy8LJo671MtGJ+bAIex9egEfIgEXIhEfKglImQIeIjQ8xDlsTX0ywN6oWONRWPSpAT0vsJBb5S0NHKQQNXRqpNVhdMVidMVhfMbZ0vFpsbZpsLVocbVrsLWqMdVrs70FnT0Sn9DHwLaRmGAYfj+77hMMAt44pxx/X9O/akPYxhGDzyyCNobW1F//79MXv2bPzgBz9IdViEEEKuEnEX1HRlAgUkXmI2Gn/1jGTLGAolQkyfUAqX2xtoMHA4vh5ZDqetl5bLaeux5bT14nLA43Eg4HEgaOvZFfK5EAra/vF9PcEdLcUYT6pKq/Y02s6+42rYRiA9ttPrZdtGwH3/7A7fiLh/hNzl8sDl9sLp9sLt8cLj8cLl8cLj8XUeeVn//20dSiyLCUPzQrYtHbYzmowMX2JaUlKC6upqjB07tk8XekiVQSWKduc8IoQQkkAS1dUSKTEbi1ZrhlKZ2aEqITOvKU76MVGxLLxONyxOd4dKMcbT1eVs0xVtZ99xNWwjkJ7bKWQAoYgLmajzayP825bsdna0RGxHjRgxAk8++SR+9rOfYenSpaitrQWPR4V2upo8U5jqEAghJC31+C9OvBKz8fgLK1wNBRauhm0EaDv7kqthGwHazs7etyssX74cR48eRVlZGVasWIE9e/Zg/fr1PRpDsjq7j3rDcUcxdg2Ksev0hjgpxq7R0Rg7+jiGTUGh/I8//hj/+7//Gygx+/DDD/d0CIQQQnq5+vp6FBcXY9euXThx4gQWL16MrKz0nYJICCGk70hJEkUIIYR0xm9+8xsAwP3334/7778f119/PcxmM1599dUUR0YIIeRqQKtFCSGE9DrHjx/HqlWrsGPHDtx55/9n787D46jORP9/q3pv7bYl7xgv2AbCYmzAZjNOYhuwxWIIkBBIQhKWm0wIw2QBJjcz5MnkXnITMr6ZySR3MvBLwsAkMEAghGB2sI2N902WZcmytW+9L9W1nPP7o1styZa8KLIkm/N5Hh4sdXfVe06Vqs9bZ6mb+NGPfkRTU9NIh6UoiqJ8TKgkSlEURTnlSCnRdZ21a9eycOFCAAzDGOGoFEVRlI8LlUQpiqIop5wzzjiDr371qzQ2NnLJJZfw0EMPMXfu3JEOS1EURfmYUHOiFEVRlFNOKpVizZo1zJ8/nylTpvDMM89w4403EggERjo0RVEU5WNAJVGKoiiKoiiKoignQA3nUxRFURRFURRFOQEqiVIURVEURVEURTkBKolSFEVRFEVRFEU5ASOeRL388stcd911LFu2jKeffvqI19944w1uuOEGrr/+ev7H//gfRKNRABobG7njjju44YYbuPPOO/PPB2lqamLevHnccMMN3HDDDXz5y18e1vIMZLDl3LFjBzfffDOVlZXce++9dHR0AGCaJt/61re49tpruemmm6itrR3W8gxkqMs5Go/nscq4Zs0aKisrWbFiBd/97ncxTROA5uZm7rjjDq655hruv/9+kskkALFYjHvuuYdrr72WO+64I1/2kTbU5dy4cSOXXnpp/lg+/PDDw1qegQy2nN1+9rOf9XnA6+l2PLsdXs7RejxPR8c6dsPlzjvvZMWKFfljvn379gFjW7duHZWVlSxbtownngmj7boAACAASURBVHjipMeWSCRYuXIljY2NR91/VVUVq1atYvny5Tz66KPYtg0MfN06mTE+/PDDLFu2LF+fa9asGVTsQ+nnP/85K1asYMWKFTz++OODiudk12V/MY62uvznf/5nrrvuOlasWMGTTz45qFhOdj32F+Noq8du//t//2+++93vHnWfI9LGkiOotbVVLlmyRIbDYZlMJmVlZaWsqanJvx6Px+Xll18uW1tbpZRS/uxnP5M/+MEPpJRS/t3f/Z18+umnpZRS/uY3v5EPPfSQlFLK1157TX7ve98b5pIc3WDLKYSQixcvluvXr5dSSvmnP/1J3nvvvVJKKf/93/89X86NGzfKz3zmM8NcqiOdjHKOtuN5rDImk0l5xRVXyI6ODimllN/85jfls88+K6WU8p577pGvvPKKlFLKn//85/Lxxx+XUkr5j//4j/KXv/yllFLKF154QT7wwAPDWaR+nYxy/vrXv5b/9m//NswlObq/ppyxWEw+/PDD8vzzz5erV6/Of+Z0O54DlXM0Hs/T0bGO3XARQsgrrrhCWpZ1zNjS6bRcvHixPHTokLQsS959993ynXfeOWmxbdu2Ta5cuVKee+65sqGh4aj7X7Fihdy6dauUUsqHH344344Y6Lp1smKUUsqVK1fKtra2Pu8bTOxDZe3atfK2226TmUxGmqYp77rrLvnyyy+PqrrsL8bXX399VNXlhg0b5O233y4ty5LpdFouWbJEVlVVjap67C/G2traUVWP3datWycvvfRS+Z3vfOeo+xyJNtaI9kStW7eOhQsXUlpaSjAYZPny5bz22mv51y3L4vvf/z7jx48HYM6cObS0tAAghCCRSACQTqfx+/0A7Ny5k3379nHDDTdw1113UV1dPcylOtJgyxkOhzEMI/8gySVLlvDBBx9gmibvvPMO119/PQAXX3wxoVCI5ubm4S9cLyejnKPteB6rjMFgkLfeeotx48aRTqfp6uqiuLgYy7L46KOPWL58OQCrVq3Kf+6dd96hsrISgJUrV/Lee+9hWdbwF66Xk1HOnTt38sEHH1BZWcl9992X/1seSYMtJ8Cbb77JmWeeyZe+9KU+2zydjicMXM7ReDxPR8c6dsOlrq4OgLvvvpvrr7+e3/3udwPGtmPHDqZNm8bUqVNxu91UVlae1Jh///vf8/3vf5+KigqAAfff1NSEYRhceOGFQM/16WjXrZMVYzqdprm5mUceeYTKykpWr16NEOKEYx9K5eXlfPe738Xr9eLxeJg5cyb19fWjqi77i7G5uXlU1eUll1zCb37zG9xuN11dXTiOQywWG1X12F+Mfr9/VNUjQCQS4YknnuC+++4DGFR9nczv5BFNotrb2ykvL8//XFFRQVtbW/7nsrIyli5dCmSfRP+rX/2KT3/60wA88MADPPXUU1x55ZX8x3/8B1/96lcB8Pl8XH/99bzwwgt8+ctf5mtf+9oRw1KG22DLWVZWRjAY5IMPPgDgT3/6E5ZlEQ6Hj9hmeXk5ra2tw1Si/p2Mco6243msMgJ4PB7effddrr76asLhMFdccQXhcJjCwkLcbjeQPV7dn+u9TbfbTWFhIaFQaJhK1L+TUc6ioiLuvPNOXn75ZRYvXsyDDz44fAUawGDLCXDjjTdyzz334HK5BtzmqX48YeByjsbjeTo6nmM3HGKxGIsWLeJf/uVfeOqpp3j22Wdpbm7uN7bhjvmHP/whCxYsyP880P77+95sa2s76nXrZMXY2dnJwoUL+ad/+id+//vfs2nTJp577rkTjn0onXXWWfnGaX19PX/+85/RNG1U1WV/MV555ZWjri49Hg+rV69mxYoVLFq0aFSek4fHaNv2qKvH//k//ycPPvhg/qbeYOrrZH4nj2gSJYRA07T8z1LKPj93i8fj3HPPPcydO5ebbroJgO985zs89thjvP/++/zjP/4jX//615FS8jd/8zd87nOfQ9d1Fi9eTDAYzN9BGymDLaemaaxevZpf/vKX3HjjjcTjcUpLS/F4PEdsQ0qJro/sFLeTUc7RdjyPt4yLFy9mw4YNLFmyhH/4h3/o9339fa57m6fKsTyRcj722GMsW7YMgM9+9rPs37+feDx+EktxbIMt54k4lY/n0YzG43k6Ot5jd7LNmzePxx9/nKKiIsaMGcMtt9zC6tWr+41tpGMeaP8D/f5Ers9DZerUqfzLv/wLFRUVBAIB7rzzTt59990Tjv1kqKmp4e677+bb3/42U6dOHZV12TvGGTNmjMq6/MY3vsH69etpaWmhvr5+VNZj7xjXr18/qurxD3/4AxMnTmTRokX53w1FfQ3ld/KIfrNPmDChzwSvjo6OfFd3t/b2dj73uc8xZ84cfvjDHwIQCoWoq6vL90otX76cjo4OwuEwv/3tbwmHw/nPSynzmelIGWw5IZs1//a3v+XFF1/k+uuvRwhBaWkp48ePp729Pf++zs7OI7Y53E5GOUfb8TxWGSORSL5HDaCyspLq6mrGjBlDPB7HcZwjPldRUUFnZycAtm2TTCYpLS0djuIMaKjLKYTgF7/4Rf733Q7v3Rhugy3n0ZxOx3Mgo/V4no6O57o6HDZt2sT69evzP0spmTx5cr+xjXTMA+3/8N93f28e7fp8slRXV/OXv/wl/3P3d9uJxj7UNm/ezBe/+EUeeughbrrpplFZl4fHONrqsra2lqqqKgACgQDLli1jw4YNo6oe+4vx1VdfHVX1+Oqrr7J27VpuuOEGVq9ezVtvvcVzzz13wvV1Mr+TRzSJuuyyy1i/fj2hUIh0Os3rr7/OVVddlX/dcRzuu+8+rr32Wh599NF8VllWVobP52PTpk1A9g+qoKCAMWPG8NFHH/Hcc88B2dWjhBDMmDFj+AvXy2DLCfDII4+wY8cOAJ588kmuueaafK/MSy+9BGS/3Hw+H5MmTRregh3mZJRztB3PY5VRSsm3vvWt/Py01157jYsuugiPx8OCBQt49dVXAXjxxRfzn1u8eDEvvvgikL1oLFiwAI/HM8wl62uoy6nrOmvWrMlfoF988UUuuOACgsHg8Beul8GW82hOp+M5kNF6PE9Hxzp2wyUej/P444+TyWRIJBK88MIL/PjHP+43tgsuuIADBw5w8OBBHMfhlVdeGdaYB9r/5MmT8fl8bN68GYCXXnqJq6666qjX55NFSsk//dM/EY1GsSyL//qv/2Lp0qUnHPtQamlp4Wtf+xr/5//8H1asWAGMvrrsL8bRVpeNjY38/d//PaZpYpomb775Jrfffvuoqsf+Yrz44otHVT0++eSTvPLKK7z00kt84xvf4JOf/CQ/+tGPTri+Tup38pAtUTFIf/zjH+WKFSvksmXL5K9+9SsppZRf+cpX5I4dO+Trr78u58yZI6+//vr8f4888oiUUsrt27fLW265Ra5cuVLedtttcvfu3VLK7GpBX/ziF+WKFSvkqlWrZFVV1YiVrbe/ppw33nijXL58ufzGN74h4/G4lFJKwzDkt7/9bXndddfJG2+8Ue7atWvEytbbUJdzNB7Po5VRSinXrFkjV65cKSsrK+WDDz4oY7GYlFLKxsZG+fnPf15ee+218u6775aRSERKKWU4HJb33nuvvO666+Rtt92WX7lppA11Offt2ydvu+02ed1118nPf/7zsrm5eWQKdpjBlrPb6tWr+6xad7odz26Hl3O0Hs/TUX/HbiQ88cQT8pprrpHLli2TTz311FFjW7dunaysrJTLli2TP/zhD6UQ4qTHt2TJkvzf20D7r6qqkjfffLNcvny5/Nu//VuZyWSklANft05mjL/73e/ktddeK5cuXSp//OMf599zorEPlR/84Afywgsv7PMd/Z//+Z+jqi4HinG01eXq1avltddeK1euXJm/bo6mehwoxtFWj92ef/75/Op8J1pfJ/M7WZNSyqFJxxRFURRFURRFUU5/I/6wXUVRFEVRFEVRlFOJSqIURVEURVEURVFOgEqiFEVRFEVRFEVRToBKohRFURRFURRFUU6ASqIURVEURVEURVFOgEqiFEVRFEVRFEVRToBKohRFURRFURRFUU6ASqIURVEURVEURVFOgEqiFEVRFEVRFEVRToBKohRFURRFURRFUU6ASqIURVEURVEURVFOgEqiFEVRFEVRFEVRToBKohRFURRFURRFUU6Ae6QDUJSPq9dee42nn36aBQsWMG3aNG688caRDklRFEVRFEU5DiqJUpQR9sADD4x0CIqiKIqiKMoJ0KSUcqSDUJSPi3/+53/m5ZdfprS0lGnTptHe3s7kyZM566yz+PKXvzzS4SmKoiiKoijHQc2JUpRh8sYbb/D666/z4osv8uyzz5JIJEY6JEVRFEVRFGUQVBKlKMNk/fr1LF26lMLCQtxuNzfffPNIh6QoiqIoiqIMgkqiFGUY9R4963K5RjASRVEURVEUZbBUEqUow+Sqq67itddeIxaLIYTgpZdeGumQFEVRFEVRlEFQq/MpyjBZvHgx1dXV3HzzzRQXFzN37lzC4fBIh6UoiqIoiqKcILU6n6IoiqIoiqIoyglQw/kURVEURVEURVFOgEqiFEVRlNOKYRhUV1cjpSSdTo90OIqiKMppSCVRiqIoymlj27ZtfPrTn+bee++lra2Nq6++mi1btox0WIqiKMppRiVRiqIoymnj8ccf56mnnqK0tJQJEybw+OOP88Mf/nCkw1IURVFOMyqJUhRFUU4bhmEwa9as/M+LFy/GcZwRjEhRFEU5HakkSlEURTltuN1uotEomqYBUFdXN8IRKYqiKKejU26J83A4SVlZAV1diZEOZdiMHVt4WpdXCAGArmdz+tO9vIdT5T29fVzKq+saZWUFIx0Gb7/9Nj/96U/p7Oxk0aJFrF27lscee4zly5ePdGiEw0mEGNxX7qlwHqkYh4aKceicCnGqGIfGXxPjYL+/TrmH7XZ/AQ32i+hUdbqVV0pJTc1eqqv3EA53ATBuXDlnnXU2ixYtOO3KeyyqvKe3j1t5R9KSJUuYMWMGa9euRQjB1772NWbOnDnSYQHZ8+CvORdOhfNIxXgku7UGacTwnDn/uD+j6nHonApxqhiHxnDHeMolUcqpS0pBqPVDdrcfpN4sI277sUsnMXfKTMqlxcGDB1i//j12bN1BsW82Xn+Q0rIgZ51bQbDAO9LhK4pyCohEIpSUlHDdddf1+V1paekIRqV8nMlE10iHkGcd2IzmDeCefM5Ih6IopzyVRCnDImkavLVvA1vTYzBYgFtaFLlTpNwB3rW9FIY6mVq/A7fXRVIKUon30MMh6pwJbHxnGvOvPJd5C6fm5zkoiqL0Z+HChUdcJ8rLy3nvvfdGKCJFGUUcC5m2RjoKRTktqCRKOanStsMHrWHWtXaQkZOYKCO4G/ay9MILmVg+g/qd/06t9ww+LLuIpnOWctH7L+AuETRVTIaSUgKxKlxUU7V2Gy0HLmTJZXPRhMA3ZSq6V/VOKYrS1969e/P/Nk2TV155hQMHDoxgRIqiKMrpaNBJ1P/6X/+Lz372s0ybNm0o41FOE4bt8EFbhLVtERLhNBxqx45L9mRsplWMx6CUV3/3LLrTxHnzDfxammrfDKbNn850X5pU514S0kQUlVDiugChzSCRTrLj5Tfx1mykyIbiy69k3A034SosHOniKooyCnm9XlatWsWqVat46KGHRjqcUUOkIujBj8fwRmmmQHehuX0jHcqoIs00eHxo2tAv0uyEGtHcXvTiiiHftqKMJoNOokpKSrj77ruZOnUqt99+O0uXLsXlcg1lbMopalcowUsH20lYNp76EF11KXweSaknRXGRl8YQ/PQPO5mkB7l83NnoL29mwfktLIq/i6W5yZRPR3Mmomlh/KKLMGtocfuJu+YyPng2YwrOoiG5AeedN2nb8B77V8xj/HnzuXj8RXhdnpEuvqIoIygSieT/LaVk165dxGKxEYxo6HQvpvvXDGsW0TacjgMwfhZ60bihCm3Usg/tAMAza+EIRzK62Ie2o5eMx1U+fci3LUKNAEOeREk7A7oHTVdP5xkuItaO5isAik7+vlJR9GBJ/mcn0oxeVI42itt1g06i7r//fu677z7ef/99nn/+eX7yk5+wYsUKPvvZzzJ+/PihjFE5RUgp+UtjF++1hpno96LvaaGmIcOimUmmlrgIdXZSWXkzVZu2sOajvdSJOdS017NomoMrBdEp4/ntmM9SnvZzbTjNn/Q6aidtIeHvHr/dADQQcDxclJxBqOxiJm3dyTnPbeSd+j388ZzXWDVrJZdMuOhjO3dqKBpZinIq654T1f23MHbsWB599NERjmpo2LUb0PyFuKd84ojXpGODsJHpGJq/CM0b6Hcb0jKy/7fNPr8XyTA41oANXylsADR9aGcBSCd7fR/NDaXTlUxHB/W5zmiahCUo9AxtMiOMOAgn30vqtNYgEl35BNiu34oWKMY1YTY41oDn+NFIKRChJvSySWj6sW/8SyMB3sBxvfdYrP0fopdOwDXuzL96W0cjEl2IaNugFw9xQg3owTI0fyFOe+45e1MmnNA2pJQn1A4Ria7s8fYX4po4B2kZiM5DyHQc98Q5J7Tv4fRXXQ01TWP8+PFUVFSwY8cOamtrueOOO/jKV77C7bffPlQxKqeIN5pDvNca5uJxRXRsr2NrQ4bKC7qYN/c83nv/PS6+eBGa41C39WVmektZHnuL6eNbaRfFdJ79JWaPPcjZif1s0D/BL0rWEi49RHEKzoiMIxDwMb9hN3oBrA1UsK6kGl+hh6UrP825Ow7xyY92sN8q4jfms+zu2sudZ9+K52P0pZwK7yHWvg4r3Y7LW0zh2PkUlV8yJBd+RTmV9J4TdTqSRvY5KNI2kUYcvXAsAPbBrSCc7Js0Dc/MS4+5LZGKghToBWU4LdXAwL0Hdt0m0HQ8My8ZglL02u6BzQC0BWfR0dTEBQvOR++n8ZVN4vRB90LEkiZ+b8/1UArnr74+SjMFHv+AQ+JEIgS94hWxdpxQA5q/GFfF9KFPSKUAy0DzBo+MJZeg9I3fwG6twT3hrBPaz/6mKMVFAc6ZWnLsN5M9V+36LbgmnJU/X/vjNO4GQM8lTaKfVQ1lOobTuBNpZQbVuyhj7YhwEyARJZNxu/QBG/vdvbaaL4h76vknvK9+txlp7TeJcroakGZqSBIGp7Xmr/q8CDUhQk1H1K+1/0P0sVNxlU0+6uelkcBu3IVr0tx8QizNNDKTHLD3O39zx0jgtNagj5mSK4z9V5XlZBv0X/Af/vAHfv/739PV1cXtt9/O888/z5gxYwiFQqxcuVIlUR8z1ZEkbzeHmD+uCL2uig/3SpbMjXLt1ct5+ZWXGDt2HHPmnMuff/uvIB3O9pRwZnktFIzjDdcqNr3XxScCZSyet523ZQN2aQuX7rM4/9z5vN3eTnGHn+TlNzPvzVf5hL+RNa0XsXdagpcDG6leMI3rxl3BrLc/4EvaWTzFdmJmnHvP/yIBt3+kq2ZIdXa209h4iEzGIBAIUl5egdfaRrJrCx5/BYXj5mOmmok0ryEdq6F8xq3ortOrDhSlP08++eRRX//Sl740TJEMD6d5D9I00GaWZRvxvRvI8jielaKB01wF9DRaDydzDRjNlWsqyOyD0aWZRgob3X/kEJ/snf7G3J3+429iJOp24HNMHOvs/KJB9sFt2Z6Hihkkqj7E1lyUnbOo/1gzydywo/7tORjC63YxeVIpMpPEbtiJa/wsOqwgfp+bkqM8RkMYcXBs9IKynv3ZJvahHfkhcdKxj+gdcVr39dlO9119mehC+gvRSiceu2J6x5G7W++esaBP3UohAIHoqEfEO3FPn39Ez153gnK47PLrAydRUgqQsm/CmTsPjpc0U9n4Y+0DJlGH94wedXtWJv9vI5nEatxFweRZA27bCTXkkwKZi92xHbbs62DimAKmTeh/qJqItmX3l0kdVp40ItGFK9fQF6koorMe19TzBkyoO6Np3GmLgkDPcXHCzWiBIqAol9gNjpCSnVv3MKXMzZipPcMz7aY94Ji4z7jw+LcVa+8//u3vE0tmKKYBpMz+LXiDuXOjb5mlEc/+PxmBXBJlN+4EIdD8hchUBK1o3GHXh16J7GHnwpZ9HYwt9jM1aKD5gkf9Ox9ug06i/vznP3PfffexZMkS9F4VOGbMGB588MEhCU45NRi2w4v17VT43ZzZ9T7/tqmMcyY7fK5yJdu2bSadTrNkyXIa9+8h0bUPf+AczrA+RAt6KbzpUe71lzDl6W283Bxmf4eBVtZO0HslZ3jf4Nfmdib6oDw5C3+ziWfezXT+95Ocn9nCnB0+MkV+Ns+o5tezilh6w0KmvPQh97rO5VezD/DLHU/x9Qu/gnuI7/aNhHQ6xQcfvE1LS/ZC6/X6ME2DuVOiTCgzsD2zmTz7Zly5L85kaAddB/9IW81vGH/WXSqRUk57+/btO/abjuLll1/mF7/4BbZt84UvfIE77rijz+s///nPef755ykuLgbg1ltvPeI9w6m7IWknowjNzfH3z2QTLNmrsSQHSLoy+zfSHkkzacGSPr+3D20H+k++ZCKECDeDY+OqmJH/fcowqa4Pcc7McnyeI3uANGEdEYu0DKRlkHEV0NCZ7YEro7tXSss37EW8E6dtP64Js9ELx/TZbiyZwe3SQQfTziaa3Y16mYrQUn8AxxPkonPPBE3PviacPj1y4eotFPg9+Odclr1jrmn5O+QynZ1v5zTtRprp4+4dkZz4Q0Gdzvrs/xt3IU0D94yLkaloPlnTPLnFM4QDQzQSw2nZh0xFcE89D7thJ1rZFIo7d+F2zQJ6eqJShsXOuhAXzhqHJiUdUYMxGTvb+3ccSb19cCvpjI0QkhNZ8qRu0/sAzKAa/5zL+n2PCDUhpMgnhADdz2TtjBoDJlEDcVr2Iq0MenEFmtuL6DiQHX4WaRmwl2Z/U5TiUJKzJveULtVSh8elw9RJx9xnWzhFSYEXv9eNSHSh+QrQPNnvddvM4Ik30JXUKXbC+c/IdAzbEaRSJsXB41vNOD987zAHGkKkDJPiAh8i1IgIN6P5gkgjkT0PjXi+10nkkqjeeREim7zaB7cBoBsJXONnHVdMpu3QEkoyKVEP9MxvlMIe8t7cEzXova9evZqnn36aT33qUzQ1NfHUU0/x4IMPEgwG+cxnPjOUMSqj3JqmEDHL5kZtA7//sJQCv4t7Vl1JMpmkqmoXM2fOZuzYcbz3h3/DkUEuyezGFYTAsq+jF5RhbG/jKumi9sz97C9rxzo4F7N4Mm/NXsSZnha+OnY21Y0b0F/dSXs8gauwEE8wga472IkMizcbLNqR5P0LY+y7eQ5XvLSHrwYu4pfU8Z97n+fOs289pecIRaMR3njjVTIZg/nzFzJ79lzcbg9dh/5EKtRGW3w8VfUxdtW9xBVXXM2YMeMoGHM+ujtIR+2zdNT9FxUz7xjxi42inEw/+tGPBv3ZtrY2nnjiCf77v/8br9fL7bffzqWXXsqsWT1f8rt27eKnP/0p8+bNG4pwh4AGSPZv3ohE5htnlu0QTZhM6DUnQWaSiEgLesXM/KelaeT/LUIN/e4hkjRJGBatoRTj859L93mPNBLZBlS+VyXXOu3utRICs+MQB6r345M2e/T5zJhUTEmhLzvE7rC5EzIZ4uD+DkrPnEv3oLRoNN5nn9mhhT1DFnt6OtrQcr1F3dtsi+TiLe8dNDiOQDgCr9EFRhcHt7QwubxnpdfuJCqaNGmLpAl6Lc6kpxHonnpe7p3aEfUSjiQ51NDC2f6B54XIRAgZKAGPL3uH3n1kI9fpPIiItOA+c142abZziWbu2Nl1H/XdZncPjZT54YpCyL6N2V5My0HXNdxHmb8iU9mFWuyGnQAcqNoDgCsdwnZENkEF2iNpXGaMUNhLke0QTWboaghxjrspuyAE2XMhNlCDXkoac4lyiZT54aXZ8qbRvAGaOhL4PC40XWNssZ9YV2f+PY0dSc4s3IMWKMn2gubKYxgGbV1xYobDrGkOupB0RtMUO20Ud0Swi6fQ9+TopVeViEQImYrgqpiR6/k7kuhqQC8qzy7aUTgWvXw6CCfbk9tPItnQkcDj0pkkJLVNUcaPCVLW33al5EBLDK/bxUWzy9m7+SPGFBcwYd6VAGTM7M0BWwhMy8Hb6yZFQ3uCkBNi4TknNqcJeuZBDvBqfmixaK/DiXciJp2Pz6MjE6Hs7yOtiEgr7ukLjvy0Y/eZNyWToT7bznMsiju2YfnKoNdIwHxvcsUM0N3ZGxvlJ3/xi8MNelbgww8/nF8Fqbi4GE3T+N73vjdkgSmnhkjGYmNHhLPdDeysho5EkC9Xnk9xgY/Nmzficrm46KJL2Lf1Q6x0J2cEKygqiKNNvgRRPIaPPniG5LYm3i3cwf7yWnA0PJkA8ZoIqZapXDR+Aamwm9LtLQTSBl0zJzD13s9QfPlixs20sedM4cD0CQSC4/nUR3Hmvl/Hq9dMwNyylc92TWND62Y+aP5wpKtp0NLpFGvW/AnHcVi2rJJzzz0fj8dLvH0dqdAWiioWMv+Kr7J48afJZAxeffVFqquzX3KB4lmMnXYDmcRBug6+NODdZkU5nWzdupX777+fL3zhC9x11118/vOf5+qrrz7qZ9atW8fChQspLS0lGAyyfPlyXnvttT7v2bVrF7/85S+prKzkscceI5PJDLC1k0/EO/L/PrxHoy2UJpzMkIiEsVv3YdVuxG7YiYh3ZpOlfhqAMpOkoT1ObVPfhQZCceOI93b3QuV/btyF03kQALOrqWfOViaJnerC2PcGtXuq0GS2QWaaBlWHwsRTJrV79hCOZ+uxuw0vOg6Q7Gxm74F2LFvgOAMMHet9Pcv9W6ai2LUbsGs39P8ZQFgZRDJEXWuMvYd67tqnzL4NRikF0rHZW5cd0uWI47t+Oh0H6Ni7BU9oP5YtsB1BIpVNflKGRVso1wtmJLAbdmLXuskGxwAAIABJREFUb8Wu35Jd2KPP/iUi0pKNOdaZr9dsLAKrn3qRUlLXHKWrowu77iNEMsyuDRvYu21Hv7EebI9zoPXEVq7s2a+kuTOZ368rFSYYrUVr2k46k23Uu+MtSDuDlJKOSJqmhhYaP3oLI9N3uJZ9+FBD20SmItiOwDBt7EPbkVKSMm3CyQyhuIGUksZdm/IfMR2HffsPYbTVZ+c9JboQRpwDe3fR1JZtoNu2TShmEE5kCEezx8GX6n/42uEJhNO6DxFrR0qJlBKru1dTiPx8nnzsjo2ItSNCjdgHNiEdC286+zcbT/Utu+UIDMNEIOnMJfzSsbLnhyM42BrHcQTFHdvQo835z4Viyfy/9xzsSUAMq++8N1sIXFaSgeR7jfph12Xrt3fbobvc9OkxTtMaSlG75UOs3E2Gvhs68lopUxHs2g3ZZMpI5M9vxxHsP9hOMpmti5a27Lw4T6bv30d3Ui+ibTit+/ok3cNp0ElUfX093/nOdwAoKirikUceoabmr5vMppx63mruQkrB5FgN6w5M4srzJ3LejLG0tbXQ0FDPJz5xIT6fj53r/gyyiHPFLmxTZ71Rzfc3PgGNZST1DG8W78HluLjgoMWkCxopqUgQr0lg/McrxJ5+hs7xQdpuWUHN5Bm0rf0DhfMvwrTGMjuwHzswloPTSimavYxJIck1a9p4/+JSfOu2cnmygudrXqEl2TbSVXXCHMfmrbf+gmlm+NSnrmXcuOzdsmRoB+1N79IcWMRa+0J+va+Z30c1Ds2+nNaZF/NqzSE++GgDUkoKxpxH6aRPkYrsJtL8xgiXSFFOvr//+79n3rx5JBIJKisrKSwsZNmyZUf9THt7O+XlPXejKyoqaGvruWYkk0nOPvtsvvWtb/HCCy8Qi8X413/915NWhmNx2mr7nZcipSRtZRt/DTs20lB3iJrGUD4REfHO/JyHZNoimsj1EKSiGJaDGGCImZ7oIGMdeVfaCfWdx2G21iGibUQSGdLxOEbN25ipEPF4FNvMJhJFXdkGs2XZ+FKtRJMmibSVb5N1/78gWkt9W4z6tjixXg1PJ9cLI6Uklsg2tLpi6XxDr7uR2+9NI+GQrt2KzCUsLufIJDGdsYkmMziNu7APbCKQyJYxYzt9FjrobsRJM4W0TTJW9s66iLah2z3bbe5M0hJOIqSgqStJLJ0tS2ckzYGWKPFcGZyW6vy8oIa2OJG21p7jFmrA6TxIJpPBsiwa25PU55KfjOXQGU3jCEHSsHGkpLWphUTawomHcJsRiLXkE7n+mC01yMMWnYBsL0Z7JN3PJ8BlJomnLKQUOG37cYezw8BCcYOOaC4ZyNVXY0eCSDKTT1T3f7SWgzu3IR0LkejKz6HpljGyCc6B1hgNHQmMzJHnnmX3n1wn0lauYV2D07gbvX1/n9e750SJ7vPDsZC2Sbz5AG1b3kHaGZxoG4m9H/aZCyWlxBHZ4YD7Gzqpb4tjOyKf6HbraOtkf3OUWMqketduapoiOJaJ18gmOh391KcTac2WSQjaDh7APrAZu3EXtU1RWkJJQrn69KZaEP3cBOn+mwLyf9O9FURqCMWyiadwMjhWAss0sSNtOI27cdrrSFatRVj9z0tLmz3nRn1bHKPXDQdHCFKxGCnDRhMW8ZSZ/9tzRPYGQu+bPt0SKYuapgh2VwN2465s7MkMLV0phJSED2aPWzx95Hkre137ZGbgBHE4DHp8j23bJBIJCnMPOk0mk+pO98dMKGOxpTPGXFnDG9VnU1ygc9snZyGlZMuWjQQCQc4++zxqtn6IY0Y53+PF5Ra86S/gjTE+rrbmcFZmIs+UbcFxOax8O8PcJUv5ifE+SyeVMmnTdorNBE0Xn8frZydImhuY75rBrsAsSt/8BYXXfZ30n37KxYFa3k0V0Fo8m6kX3EHowCssf6+L9xcUs/C9A9QuKeOp3c/w7QV/g+sUWq1u06YP6erq4Oqrl1FaNpaD8TRV7YfYF0rQzs2IuI47EWNS0McZBQEEknaXTps7yJ+FQ/XG7dwx/zyKKi7DNqPE29fj8hRRXKGel6KcvjRN45577iEcDjNjxgwqKyu5+eabj/oZIUTfIWWHDW8qKCjg//2//5f/+e677+aRRx454fm/Y8cO/sHgwkhSXHzk3MZgV3ZoVLDASyxpEvT3HSoVdHnx+j29JrT7OdgSJ2VkGyeTJvhw6Vp+O+PGBvNzjbq3ZXXU0yklE8a5KSvKxuAIiZloIWVmGDemCE+yHgcoLvbT1JUimXHwaRqRuMDj8aLrMr893WtRmmkglvs5mrLw+bLxtUeN3PscyA1xE5kwvtx7m3asx6XrFAbchHevx5x+HqmOZlLAzCml1DZG0DSNT1it+CfP7qmPQh/Blq1IZwzFxf5ceXv2QXfsB7KN3ak+gal7KdYj0B3nwSomjivk8JFvdsduDsZMioJepowvxB8xcDsuCov8uOMZdLeOP+DLx9JdR16vh1japnxcIfGkyYQxAczORvYesvF31RAFzp6eneN1oDlGc2sH0yoCuD0B3B4XxcV+qg+GEULSGjZ6jpmME01BJmHg9bhwu1xE0xbRtMWMySW0hlKk0lY+npaGRmaUljJ22kxS+zcjMimCZ11M/YaN+WMqZTbB7H1+aZqkaedGClw2hYU+MvaRbcDiYj96V4pgn+eISmQqRLC78Z87r4NdXlKpOOHWjUxwB/L7MiVYia4+++6IZfI/SykwjQgefwlpSxCNxjAsh4qyAEnDweN1EfR7GVvsRkv5Sfu9FAS9iNx4PW/HbjoOdoGmEQxV0Rl36IqbnDHBhyMkxQVe6ltipA2bszt35Pc7ZmwhdnRvPn6ATkMj6PeStkT+fUUlQQo9Ajy5468niHS051+3Yz1lS7Ud4swzS6g6EMLHVsYFyuiKn5F9XYNx4wrz7/V37iaREX3qAU2jqSvF9Mkl+L2u/N91qH4v7QXlnDM1gcwYHNiTTXCnTy5BtyI0xDKU7d9EaaEXIcHvdecXlnSlLcKJnmuLz++luNBL2rDpCqUwMjZ+f/bvN244WNJiXKmfZNwmnrbQO5pIpm2mTSzG7crWeWc8e/xamlsRmZ7EUnPpBF1eCgt9FBe78/EDFBb6aWiL49q1jinj+7+Wlg/zkL5BJ1E33ngjn/nMZ7jmmmvQNI01a9awatWqoYxNGeXeOXQIEFitflpCNg/ccj5Bv4empgY6OtpYuPAKdF1n59o/UUCAyb42WpIu3phZjH3gbM6V51LjDbGrYC9nNAaYbHt4iRqu+zDJrNq1pEvK+M9J12Ixnu8tvIx1revZlPwQLVrGdk8JwTefRKOCmXorc72F7E29y9iSmyk75xbCDa+y+KMGNpxfyKoPM/zyiibWHHqXa8785EhX23E5eLCO6uo9TDl7HptFgP9vWx1pRwAaFbqfK8pLmV1axBmFftyHrYzTkc7w37tqqKWAH2+t4Y45ZzB9yjU4dpJI0+u43EEKxgzNcq2KMtoUFGRXbjrjjDOoqalh/vz5fRY/6s+ECRPYtKlnaFBHRwcVFT0LCzQ3N7Nu3TpuueUWIJtkud0n/vXZ1ZXIzlEZhED7NmKxnh6OmqYIZYU+Ukb27vH2ff0PSwKIxgzSKZOkYaPr5IcNAcSiaXRdy2+navN2OuwC5s4Yn/9dPv6Qhktm9w3ZFc5SyQQzJ6coKTFJWYKm9p7hYTEjg+M4WLaNREfv3l7TbsLJwBHbH9iR7+ueJpWq2pz/3c79PXXQWltHgXdizz4ObKC7X6HuUIhUKgN632woFjPy79+2tw3nsBvDKcPEq2vYjsDl0vMLZGQyCeKxEKZZgpmxiCWzvQHxuEEs0oaUkt2G1e9+AHbWZON2vLvwmRH8oXT+9c1VrcyYWEwomsIyHdpDaWRuv+0dCRKpgYeVtlftRkpBUUnPYgY1B0Nk7CN7ndr2VWHbYLd3cagtgVn1cs9rHYn8fKVuQb8Xp7mKmJUgBnhdLkznyO0eXtbDX+stZZik00niu9vxnzGelJFtQKcNi7auTf1tAgBpGzi2iW3H0TzB/P6i8TRG2sQyHVKGSdeujSQNm5RhoiPzNxL2Heiio7MLTdeJjSsgFEqSMiz21YcQSMpLAnTleoO6Qsn89js7Yugxg1TGpjOSZmpFIYmkwDLMPvXR1RbqUwd7N35EJNlz3EQ61uf1rVVGT6+w0QbhNlKAjkbrnu10dHTi9fnZsrtXvUqJnQmj6W5c3mJa2uOMLfb3bNdohXArsXgciSRlZBfI2V3bwcSyAlKGiXCc/N9v0OtmcnlhbiimkT8+AImEQXNb7IghsL2PYyiawuPSsRyR/1wklmZKeSFet04qZWbPwwHODXc0RswV7Fsv1a35fxcHjrz+FgIdHQMPTzwaXdcGdZNr0EnUvffey6xZs1i/fj1ut5u/+7u/Y/Hixcf12TvvvJNQKJT/Enrssce44IILBhuKMgJiGYOtEYtJySbWVulc/okJXDBrHFJKduzYQkFBIdPOPIv3XngWx45zgc9BWPCHqWOYlb6WSyZUMLHT4Gclm3A5LpZ9eJAtZTNZ8twOvLaGc/mnKVi5gvimBiLbO3lt/UFuuuoqytMetmzcwSZvBcHUIaZ53JSnCjmzoJOQKGJ7/EMuL/0UYvyFZIw4l+yMsHuGzS27ynjes4YLy89lQsHofhh0IhHng/UfEDnzAqopxd0VZ3bQZFJqA9MLXJwx61b0oyzdXh7wcc+Cc3nto4/40PTx6+pGPjV5LIvPuJFOO01H/R+paoJ9rX7qW+Mkc18khQEP48uCTKkoZMbEYqZNKMLjVk+GV04t5513Ht/85jd54IEHuPfee6mvrz9mwnPZZZfxf//v/yUUChEIBHj99df5wQ9+kH/d7/fz4x//mEsvvZQpU6bw9NNPs3Tp0pNdlDwhJeFoHCMtQNPz8x7C/Qzd6U9zRxyhabj0/hcPONTW00DuOFgLQGPwOJ4HJSWIBI6dbeyGY0cOj+v/c9AWTucn7mfSBqaZoajk+J47dDyaOpMUV+9ECkkiHiMQLMDtcSMlHGruQHe5KCjs22jqPWSxdwJlpNI40qGgoJCD7T2NtLICH0nDZmwgjBQ2RqoLywwgnAwuXymm5fQ7QieTyWTnpul6dg69lKBrNNRn55Yd3ptY1xLLDbcTmLaOJ9ep2HBYYnM46SQBG3qtd9dfAgW5nsWW/dnFCRwHaWeHSOqe4BEJVDeX1fP7/hIogLrmgR/oazkiPyzRfdi5Wd+ewRfI9bAcPsy0u07zXYKH/9y/eMrKz+lK9Epqu4fAdi8YoeVOzO5EJtlrSFljR0+ZxaFt6C6djnAa03Gyqz8msotdmLaDsFPorgDR+qo+cfROoAAcp2/5BhpWC2BHOhB2FMNO4PH2WtWvezirsPOLNvRbB4ZAJ5t4go7m9hLtPVzWdrBtC2S2jRFJmERTmT7nZDRh5uvsaHrP20saaZKmgZM7T1xuF8jswh8+rxfN1dPWSBgJkobW0/6ws4ujhCwbv0sn2GvhjHjKxHIkY4p8x4znZPirluu68sorWbBgQf5gRSIRSkuPvjillJL6+nrefvvtQd3JU0aHt+urcRwv9VUeigt0bv909jkTLS1NdHS0MW7qefzs319nlrGNiS6dUk+cqriPL17zIJMLJhJ7cS9bvc10FnVwxU6bkqKxXNZWS9tYH+9MWMmBtgLmvd9IxZkB9Akar204hKvhdYz2arxlUxgjS9kzrZgrW1sYe9nnSL/9NOf7k3yQqmdvsoNzCmexrbyWgnSSOQczdJR2cm59Cb8reo6/nX8/+gDPchhpQgjWrH2P/VPOJ+Mr4LKKEuZpu3C6PsBfMoNx029Fdx17qVJN07jm4ovxvvcmH0V9vIFGUzLDLPOTvLBuF52JTjxujekTS7IrUklJLGWxo66LD3Zmx3h73TpnTS3lotnlLJhTTtFxLpGqKCPp0UcfZfv27UyfPp1HHnmEdevW8ZOf/OSonxk/fjwPPvggd911F5Zlccstt3D++efz1a9+lW984xucd955PPbYY9x///1YlsVFF100rM+dOlTfRKi2DdsWFBYVg3BwzDgub8kRvSkAOBInnsZVFMByLKKpFMLjo8zvx5MbTtPdTnOE7NsAliCFSaJmY59NZowMphuE7GmsSGkDgq5ogqKSXvMUnOzvezZoAl4QAiltHDsNwsEdyA5VM80MILCNEC5PIVruGucYYSQSt7cE+hmKLWwHRzh4vN5cA1hDADqSaCKBZTv5OSQZ08DtKaQllxCIfhr9h9r7TxasAeaKhHON4XAsQzptEggEsmXLSRn9NzTrGptwhINpedEwkbgoKulZml06Apm20fxu0LLT3wwjihRJDLMYT8+jqBC2jZQOLk9/jchccmAbCNzEbSjxZle3O1wobhCKG0wak+3J7S6H7jnywb3pVIqMkcLtDaCjccTXqSSfINu2CWg9zxrLcYRk84Euir1udGHlh7r1LFggkY4gkYjj8frwB3puHNq5RQYGOi8G0tXPQimHC8WM/Ly1/P5ySY5j28STSfyBAC4dDjQ2M6mi56bsofZEduVHISGeRLjT4BWEo92rpkikk0ZzB3tW/pPQ0nV883oEkvq27p7envNXCglSIIUgY2YI6F46uxLoWjY2R0ikBLdLoyPa/bnsPt3usaQy2STRsLI9y4gYLopwnGLsXolQynJI24IyIdE1DTsTwuUOorn92UTH3evakrsxkP+smZ23l0jG0NEpLCpGCIFlJnGsJMHCMSQScYLBAlK5+ZOd0QSa5kImTSQC4XWRtgVBj4vG9kSfa5ffo4/IlKJBZzHPPPMMP/rRj7Csnmc7aJpGVVXVUT9XV5edfHj33XcTiUS49dZb+fznPz/YMJQREE3H2Rzzotd10Bm1eej2CynIjYfdvHULDh7+uCHGPcVvU0eGs31pMgkYu+o+phRNIlMXxoln+Mu4rRTbXubtbMcGts0OMOVzX+Qn532SZ/68hz9+UEu51HDNGA/tTWzqGMudS25m8lnzeOmPzzElWcFvJ5t8fdtzFF5wE2LPc8zzp/nA2MNEayznjlnKZneCiXsaKEwLLt4W5bmyWt4dv44lU68Y2UocwNotm9lWOBXNF+ALM8ZRFnoVI15L4bj5lE25Bk07/i8MTdO4+oqrMf7yCjUtSdbvKOHtjjQTx5bwmdnVnDMhwuS5d+P2Fvf5XCSRobYpRvWhMDvquvjtX6p55o0aFp47nhsun87YEvXMKWX0euihh7j11lsBuPrqq4+5Ml+3yspKKisr+/yu9zyo5cuXs3z58iGL80TYLdnnAMncUEDhGEgEUmSTE1tKPJqWb7Q4mTSWE0XLgNB0hHRwrCSO140n9/ygjmQMj2ZjHco2hrsb1tIxcOwULgrRNDfCSaG7C0kbSdJGilTCRvO6s8tSCZCmIKkJ6tti+bvVjpVt6AnhZBMkLfd7M5rtVbM0dE2jyEzh83Y30kW2Y8vJ4HLlEq5cpmeZMTy+siOW6k4ms0mP26URM+JYWjDb6HJsfE52326XO7sdmb3L3hnu7p05+o00K2NimhkKinrmWEgBphD4cnfIpchG2BHNNc5zC1qY6KSMdM/DiA5jmhkcxwZdR4ruhn1PEmUnLTAd8LjArRE1bUwbbOGmqFfYlpUhnWhHA4rKpmYb6dJBigy6u+eBpLaZICU0TOkj4w6iZZJ4fQV9kylHZufTdEYR5mFDomyZra7c+zvTKdxuN25Hw61rlPVKcLJD61K4vWWga9hmHA3yCbPtSFwaWELmhpWl0M0Q/sBYPP4gyGyb0jItXC4n9+8MHo8n23vROywzits/BiEkKQcCOLh1Ad3PD8oN4xVIpJB9ytvdu6hrOn5/gNzJTFfcQDoCIWx0lwsNnYSRQjjp/PevkU6DSODzeWnuSvTpAUvaDmnLwWelEZZJobenboSTyp7fujt7o0BIbDNCPBoDPfc9LLILWOTLKiTxeIxAwI/LpaG5vEhTgEtDpmw0r04iGQcELi270EfGiOP1+mjv6gBXEeFUBtw6JTpoSBypYWWM7FBPf88Diq1MAmlnj31nxiFZ10qJP5BPTtK5xTwsIfFqDul0EkhSVDAZmbYQXhvdF8CyM+gi3ZPkCkHGsgAJ7p469Pp8IFKg69mbGiJDJqNjOzZCCBwzCmjoBHFEDGF7cbmzvce9e8KiGRuzLc6U5PAvMjHoJOrXv/41zzzzDOeee+4JfS4Wi7Fo0SK+973vYVkWd911F9OnT+fyyy8/rs93j1kc7sljI200lfeltVtJdumED9lcf+UMrr54GkJI/vCXLYS7WmkzKvjeBQ1srnIzw5PEr9u0V5zDwkuuQkrJnmd3sc1bTywQ5XOvR9CBvQsmsHfeGO67YAmalFw0vhOr5F0ibQ57z/gCM880qa6rYNycyzhz2hguuugiNm7cSFNRgN+Ns/imqCPhnUOJqOZ87x72uS9lgQiw8Kw72VH2EhXv7KKpQueGTRb/VfJnrjprPhOKKo5Z1uFSXl7Enpr9vGl4wOfjby4Yh1X7NBkjyhnn3Ez5lMEvBnHFkmt47RfvkTFTlJ5VRtHMMi4/by6x3b8i0vAccy75GnqvZ0iVlxdx1vRxXEOu57glxp/X1fPmR4fYuKeNW5fO5pZPzh5waNDxlvfj5ONW3pG0YMECfvrTnxIOh7nllltYtWpVn5X3TkXCNnOr8WlIx8EyE7hcbrAF4bRBUmQodWsUBYuQmoVhRHBsC8tKInU3SAdHCEwzjd+VfaZKJpPC0l246EK3iggUFCHRCWcsinVwSYHjJHIPtDRJOCZSSISRorhoHI6WQRP57qx+opZYlokETAEuO45wZZ9bZDvZBMtyHMpFtjdHSAhbGgVSUOCWxJJhsFME/EFCpsQjM4wJ9OoFc8xsD5fmxXEyJA0Tt8+Ly+XCcgw80gJ8iISJyDjE/S78sVaCvmC24QZAGUgQsQxSN3EVFoKmYdqClJHChZa9qy6ySWEs48dGx61ruDSNUG7VuO4++kTGIuVIBBoel8SftojoUOLJNraknUYIK5tAAYgU0hLg0kFKHEdg2xa65smuHudY2KaBrfkRMrvd3sMMu5IJLMeDpkGhkNiJThy3jgR8Tq+EIZMmLjyARUpkwDFw7AzBomwD2jYNEuE2CgPlaH4nn7xKIUgnw3itALqmoZVk61/DRgoHI5FCc+mU+irQcgmLZWfQJcTjYcBFWtPw6DL//KOoaQOSoFvDMJIIbAKAaZvYhkRIEGjoUmSHMIoU6N7c0FEJTrZXJWlJCnLDGlOOwHA07EwUdzJMwOsHtwvTVYIjIGZbxKNdTC4uA01H07Vc76JASBPb7QaR64UUkkgihi4SaI4Ed1F2kRmRSyy7kx0Ejm0jHRPN3XNeJtNRHEeQFhag4SRiFPjSuD1+tO4uu9whjMWjZOw0Fb16+9JGGtuyKCwqRtM12tMZMkJCsgO/z4/HPxYTDd0BI5XCY3no6fXNchwbKb1YmTQhw0HHhfRoGJoDuiAt3XhEruOoV69hWyKBtHVKsLCxSAqBZmXQRAKPZzyZTDy7SIkNZW4HW+poQMa2s8M/RZpwKoHUoES3cVkmgaIJ2EJgCwtHCIrcPkxhoEsNyNabEBLHTuFIE11oCNGdPFvobhe2ncal99Rb97mZsg0CegBbSOLCIdp0AH3MmQyn/5+9N4/267rqPD/nnDv8pjcP0tMs2ZblIbblIXHizBCHJCQ4xCHBSUjTUA3VDc0iUN10k1UNLFagwtTQDU2niqRYDUWcwQ5JICMhjuMkdmzLsmXNkjW++b3ffMcz9B/39wZZT7YjHNtV6LvWW7Lfu/f+9jn33Pvb+3z3/u6LDqJGR0d/4AAKYPfu3ec0K7zzzju57777nnMQtbDQYWSkdtHFY/81Ymys7yUz3sXuIg/O+XQPzLFxrMrbXrGZk6fr/Kcv7ied38d4RfLzr9tM/o0vYCmzI0joNiTb3v9LzM21OfHd0/Snmm9t2M/LTjtG5zPMldv5yhUdfmbLj3DswGH2fONu5iZPMrx+K9fe+CYOT+XEGzdRPj3Df/7CPj70nt1s27aLRx99lFe4a/la6SG+sHiIt978k8z94zE2j2bMNr/OgdKPce10xE03fYDvtv+CLQ+f5PBmxQ37O/xJ38f51Rt/8SWh1jc21sfRo6f5q8eeIqsM874Nlmj/XyJlyPgVPwPh5ou+/6dnO/zRJ/eADLlx/CyjlZjjDPJ/7l3krg13YKfu5shj9zC8+S0XvEbNl7z7dTt44w0buPufj/I3XzrIQ/um+cWfuIbB2g+eh/xSWs8vBP61jPdiC3Ofb9x1113cddddHDt2jM9+9rO8973vZdeuXfz5n//5i23aRSNP270d4gqddh2XJoReQCShmwrwBFo7phrzVH0BvQyRrhVYq/GcwTlBlrSJnaVULlgKaw0N5+NMROgsSpWwRpPiMFmX2AgqCla/JbtCkEQNrHSUcQgETS1QuaFSApM26OgiCEs1aDw0jsA5XKSxgJUKZx3aabQ24CRFxpSiFUfkuaajcyQeIonIrY82DSivWzUnTXAJDsjj4nxhNFIqcJquMcikQ2BLWBKsEcQoSuZpzYJzg7ExRkfYJMPzq8x3YoyF0KVkix2UkAjhaEd1ypURrIPc5GRJE2M1nhRIHB0DzglwjsxkRMKRkhPLANWTuDbW0TQe0ln6vIJ9E9qSJ4ssRDnCGeoyQOUJoQEhIU5zlKdBQNukDNoiVSrv9SpzStCMc0Qc0SJAIhhUGQ18lHD0yZVd+1xnZFaihSXIcrzAp9luEuGjsjZWePgKAinI8hRrLVbnBF4Zz/rk2bkpj85YkqRJqdRPmmvmuzGVwMdfRRvmVpAlEUma44IyedpEJBlY1UvAhGZqUTrBOoXWjprNMKoJaLCaLC9jGxmpNegS5GlOoj3Wha4IPAAcdLWiqzNqnqUtHViQagjLAAAgAElEQVRdMITa0axPovwQF5TA5QjXk2K3pmB3AKMjOjoF59FnUjBdbFghsj4SR8nGy/VbuQOZdQi0gtySBRnamOW6H4DIKfw4J00cSgqkshjbRecZHR1jkUS5wzc5sY4hz8ltxnRbE0pIcwUuxxlDK4uoeYPEPdc90SnWRJSVwRcWeiUyuZW4JCG1RemdxYAWOKWJXAltMjIU0krajQZ91Rq1VSzfUkhmtKZpcwY8aDbmsEahncFZx0xkcUohBLS7C/QbRa4MVhYbD20jqbmlTDW7nFZrrCUyDk1MIPPlNbTQSdBCMSxXAkJtcjA5NvcQIicPBIgEk3aZT1LiRFNSBoPB833q83VGXuAgSv3Wb/3Wb13MidPT0xw9epTx8XG01iRJQpIklErPnOrz8MMPc/LkSTZv3gwUjRGTJHnOQVQcZ1QqAVH0XFV9/utHtRq+ZMb7yQNPcvzxCN0xfOg9N5Dmlo/+3R4mZxa4cnCOq3ZeycT+z/BgPMJlXoN+YRA730716uuYnWrR/vZpjtRO86R/iHd+bR6/XOFzb11PGJS5JV3Hd77wVzhrueX2u7jhde9keGw9A2Wffd2cHZxi73HBNduHGR+ukWUZZ546wabNW3hALLL99H7Gr7yD5tQBtoYLTPbvwnR9ynMxl739LRw4dD+bJmO6ZclJ1SarBlw+uOMFn0NnHbadYVspNsoRueY/fuchZvvW8fqBLhsbn8MvjTG+84MEpYvfQT810+YP/m4Pvqf4X993Izu3jnFs/2Ns9R2N6gh7WoKdQ0O4xe/il8bwy+d/lnMOWz+LPv59/BPf4Xr9GK8pHWRr61Fmn/gufv0kgbLIyiBC+WtYcT5eSuv5hcC/lvEKIai8hOrmpqamePLJJ3nqqadYv349b3nLhTcKXijEccbFpO3PHH2Mdl7UFglXeEbGGiJrCwdJGDKjsc6SGkuKQuLIHAhZKGRhHVooYqNpJyuBhHEGqw3WGqQSGGNweUpXW9LcEGlD7hz5UvqM6zXfFILcQe4KcYRMC8qeY77eIDaO1Do0EovAWUdmILaFYINBgHGENgAT00GQuYL/sM6R9RwuhyC0lqQXxvWFFQRFSnk9zorPNYZUW6wrAg6dJ1hncQgC4dBZTiIsThYTnyGxFrSTlEs18jSmE7WxTpNoTZYnpNYiMBhAI8mQZG4phS+nEpaJul2StEjFE05QJiAqCmJ6O+YC4zROCIw1BM6jL+tnOooK+5zAx9F2Xo95yYlygXECR8G2KOFIrcRgluccoJ10yVHkWbJ8TzJjSF1BKzgc2lmsFDiKz0mdLGrlhChSxkwhMNDKMvIswSHInCXJDXFmCnEFZ+hY1WN6UhyaxWSpObLA9WqFIm1waZs0S8kdaOsIBQiXkrqCWZC6TcsUouJJ1EHkOdbzi7WgLbm1xXejKNimDEGeG3xjsQbaRmNsTIzFWFt8N1lDN0t66aqmyMhDLEuX57bHXtkinTNzksQasizBmBRnJApHlgtyq1E42tYu95DKnCRDoEWvt5SF3DhSB6lTZE4QaQd5gjUxbScKxx+Wa7uEFGgjiK1FmZRUO5qZITE5rmdnaixxmhHlKcZZEiuwxqCtBeEhyItAFEVXa+gxNU5YwJE7gbGCRAuMkCQaUiPQQq30kxMCgSDTrhiIAGcczuSk1tFKkl7ACRmqWGu9U0tY2iIoyEBb1KoV1yzWQVEDpUiW4+biHqQoKjJjptPFaoNwgBE44TAOfCw4W6hCCoUTUFKQ9C7v9VZzy3ikQuAAY3Kk07TSvFdjacHmGG2o+ILhzZc9+wt1DVzs99dFM1Ef+9jHyLKM3/md3znHiGeriWq32/zZn/0Zn/zkJ8nznHvvvZff/u3fvlgzLuEFxL7Zszx+yiOZa/HuN1xGlOT83/c8gZSCO24OmT4Nl6UniduL2FyzqZwTdaqsu/0n6HZSvnPvfl5bLfGp8YO8+VtdlIHWnW/iVPwdfjzazp4jn2Fi29W87QP/lnZ3xdPYvW6Ar0wukqyfoHyyw+e//RQfes8NXHPN9Rw6tJ+J9ijHwwE+ObjIr6sztPONVPzTXN64hyPj/4bBpkV88zSX/Xe/xMIf/QHr5zKu8z3+ufxlrhy6gu0DW37oc2czQ/5Ug/xkAz0XgV5yEhyfL53l1PbL2ZbUuVJ9Gd9uYFC+DZEE8NzikvMwvRjxx3c/RuArfuN9NzI2WAaq3Hrra/jud7/F9X7Anv4tfLaxhXeXtrN4+osE1U14QX/x5TRzlPzY99An9uC6vW7oQQU5OEHf4CBepZ+FmRnE8QdInroPlI+/8zaCl/0YcnD98zNpl3AJF4FPfOIT3HPPPWRZxp133smnPvUpRkdHX2yz/kUwxvacUYVnDGWeVh60Ru2NRvWcHrPyd+eWHV+UOKcXFhayHrNhlxj6XjATR2s0XHVuJb1GOLRuc3YxwvSYGCicdWTx79KhORKso+LKlG2JFhbjNMhi53t13Ypz0DSqMM6TdDpNcmuIrMY5SJxcORCB0bpwFnsmtIyjLDI0qnjnSoG1jtQCQjBZXwSd4YQAfDAghCwuZ4o6oKeLMOg8p96YI11qeurAt31YF+B5LfJVqVWmlw5onCBKJSWT4+OhRRGQdpwHOHIkbbOUW7Vybsc8LVPCLH1vQBQ9TQTDnbtRkyOLe2Ac7aUCNnrjWjpGG1Ibs7Sa7KpV1UlNwTP2cr40giQrRCKcW7lccaKjbcXyL50URFg0YrmBcEt5BWuYx4UzvWrJLgXJ1llwK0VfOZLmUu2asRhW6oSWp0RrhFfkeplV9ie2l//1NMU+6yBzHoET5EIijaZLCihiVJHC97RM9eX41a26CA4nBEJBSxs8qRDO4pbqx5bOtQ7dO7Gz6gvd6ZVJsEJgXBEYaU+u3GfrgAynWB6b0AmVyTnc4BhRWawIeFAY2NPeW56z1UiRK0HV6tQ4kxS/WP0eWa2stzpUWH1N63rPDqQi7wVTKxd3UpB3095Ye6cL21smjoaTONFLR7QGEBi1kl/YsQqMAGHO+ezmKk0YUTy0QE6SPLNa5Q8DFx1EPf744xd13hve8Ab27t3LHXfcgbWWu+6665z0vkt4aSLShnuPLtA+VGfHRI2hvpA/uvsxxgbL/E/vvJr7vnYPm9eNERz6ez5X3ckrzDGME/S/5RewTvCVe/ezQyn2V89QPj3J9lMxpV27+C/yIDee9WjNH+TKm97Ida95B6VKjXZ3Jf1JCsGrJwb58hnDdVtP8eBRn9OzHTaP17jqqmt44onHuPP1d/D/Hv1r7q3v5a63fpDv/8Nfsbuvy4b4AR6Kb+K1SjB4IOTYO17Lhk99k3Yj5YYjgv8S/DUfesO/o/wMkuH/EthORrJ/juzIImiLHAgJrhhGDZWRZY/HTx1kr9tEBc0bqv9EkE1Qeupm0myWlFlkf0iwfZDgimFk9bntkjS7GX9892M44Nffe0MvgCpwxRW7SJKYPXu+z/WXSR4qb+BL+jbebj/DwtHPMJitIz/0LVxzBpSPt/k61E0/gbfxakRtdNnpqgCynfKndz9KqXmC9+5YYOTQt8kPfgv/2jcR3nQHIiivbeAlXMIPEfv27ePDH/4wr3jFK15sU543WJNgcw8nIHeCfMkZewZWK+85IhdkvkwvsBFu+VJLNU6e9dDSXuDEJaPOv7BdctDsKi95beVrZM9ZFk4QmADjNIaCjRBrtFZw2tLQCRcetCucMwEosexwxavdHLvKqXYOp9Pl/y6M6bErS/9vWXYSAaq2TCkPWPDqqz7WIVxvru1q73vpGna57iQupAOffgTwNJnr58JWmvwCf1h18ur7sIrJWkKsLyyR7+jZver+pdoVQZWxWCHwnU+/qVFXTaw417nOhTwnYCuCd4dbEj+hF6w+fR2tWV+3loEOay1S9q6zurjnmWDBczlFhPy0AIEitWwpKFttk1Pi/IfJueWYJNABpbzEgkoQq9eBLdZTdXqOdKAPXVn6Xlz7Ji/Pk+uxPOhz7oFMM0ICVFuTh2Vyda4CpNMXmL9VAc+yXcvj660TBwqFEec+tBrBBQsferVqficir5bPXWPWMXsBe3zn0Z/10VTtZaYPHK2M4vm15wezqyHs+TMY5xdfp32xuOh0PmstH//4x/nUpz7Frbfeyic+8Ql27979rE0NAW699Vbe//7384EPfIAbbrjhB/rcS+l8Lzysc/zNoWMc2dvEdnNuu24Dn/z6ES7bOMCv//RuZs4c5cyZk9yon+JAFexMxnVhm0xuZvDHfpr7v3qE6WOLvGKowr2j3+FN35gicJITP/tmkkf2MFjPuP61P8G1r3orQog1x7uuEvDQbBO/7Jg/rVloZdx69XqGh0c4fPgAInNs3byF+9OzrJs+QjXcSbs7wyZzmvKV17P3pGGzFWwY3clevY/tJzp0KoqwlbBPzXHDpuc3kLedjPiRKaLvnMbMRwTbBym/ajOl3esJNvXjjZSZjxe558wsUWWIt3j3MdE/yrprP0DpZRME2wZRAyEu0mTH6qQH5jGtDDVcQoYX3vtIc8Mf3/0Y882EX3/vbjaPny9osG7dBEIIjh14nI3VMlO5YdvMFGMHHsSeeRI1tJHw5ndSet3P4e+8DTW6DRFWz921BsqhxyuumeDRs5bPHOujdPXruWJdgN7/DfLD30YOTiAHzmelXuz1/ELjX8t4XyrpfG9+85vZtGnTi23GmrjYdL6D+x7DujWcuGeFONfTEOI8z2O5N46QCCEQTjBo+vGsIpWr122PeXqGXjziuTixPQQuwEORiZw+W6NkQ2KZLJvNWg72sikrQc/ahqw9Vw6HEyCeFlCEjRalRou8r3reOQXjVvz0654ymFxK47MM6A7KDSCkJBUpqfBQq7xe7QzWOQIX4DuPXOhlJupCXqJCIp3EiQuM364xfgfKKRTq3IAGiqDH2eL+rDpHaIO3uIALy2tK5ffbGjVTWR7vkBnEwyMjQwhB2ZTwUGihC4Zh9X250Fp1vRqZXnrZakgn17b/AnCuSOvLjEE4iVxjDE//3uqFKAiexsSuXhNCnBMALp94gfEA9Js+nirN01IxVfu096BzBN0IlWvy2vmS8efZaAShDdHo8/4mjaEcG4T0ScoeVp5vmMEyGbQJrcJbHbWfS3aeh4or02erJCKl5aUETi2vGSkF1rg1zhf43YigXagU2uDcsRu3IlRihMLrjaeUK3zroZ3GKMM5z8LS2nkGW5cUA6WQy/ctFwE7rrz6wic9Ay72++uim+V89KMf5dChQ+zduxfnHPfffz+/93u/d7GXu4SXML45ucCTpxPimZirtg7yhQdOcP3lo/zae26g5EuefPJxxmslOvEJ/okK1/iL5FYy9K5f5uDj0+x/bIrX7BzjQOkMWx4/RS229L37XRz+9pcYaVlufOO72XXzjzyjDSWlePX6Iab8DVyzqcHeowvMN2PCsMQ111zHmTMnuaX/RjYHg3y2lDB2xRiHkzJd6zPy1Gdwox5Pxin2RJudr3wf9T7FpqmYspaIBx/jgaP3PS9zZdop0XdP07r3INnRRYIrhul/11VUXr0Fb7Sy/EKM44i/f/hRmoMT7FYH2Vb1GN3+UwjpIYRADZYIrxqj9ubL6H/XVYS7RslPNWl/7hDxI5Nr7jY55/jPXzrIiak2v/D2a9g+0X/eMUu47robuWn3TWw88lV+8cm/YMvkHuqjW2lduxX/9v8Bf+ernxOTVA49fuXd1/P6GzbwuYcX+MvpGxFv/d8QYY34y39Cct/HcdkaqUCXcAmX8JyR9ZTWuqon3OEKyWbfpnh2bUbCd35PAWtVKp82WOOwppDiXu3oWtw5TT491DLDAkUthHbmIgK5Z4ZYyQFagXYoc+GAzFqLtQaVpIi1mn6uwWac9VtM+W0m/VYhvb6KgfCSFUYmF37vX0NTXaivUGFv2UQMaUnJdsBY2lSYDDde0O7VaGQepzrBmvM5aAYZNOe/vxveUKFkZvVyoT5AZb5OObIMmn4GTB84x5waABxBO6J/epGqLqSqHY661xtj3KRju3STOpnQpEvBnXNYo/GsR6xWnH7pBJk1mFW5fCKNCeoFM6edKdYIxT0yvdqdgo1zy9c4dx5Xxj9kBhhqAcYwZAYp2ecgXGQtUq846ufgGdaqcAIZaXLngS3qq5aPX4sNM44+XUX1GNSKLaPc+fxM1mNx2t5K4+gLxcIXQtmFVFyZ0K09/qWxPv2ZXcJ0UHx2V2ZYo5dbI/CMsWnxzDnnaHopLZUSLwmSWIfN7dqbGkuqic6BsSz4I2it0PrcuVFO4bmVTYpwfg65ML300csQ7vyNnqLZwbNP4nMNvp9PXHQQ9d3vfpff//3fJwxD+vr6+PjHP84DDzzwfNp2CS8BHGx0+dqZBZJDs/SVBfueanDTlWP8j++8lsBXHD9+hDiO2Nh5kr/ZNMruU7De05iRa2nqCt/66hE2bxlkJNE8ykPceDDC37yFb80/ylAj57JX3c4VN7zmOdnyynUDlJXAbRlH4PjrLx8E4KqrXkapVOaxxx7mgzf8HLmU3D3zbTZuv4Yn0oBAN3nl8F6eaMYslhUjhxXRm99AKXNsnO7iIzn6lXs5u3DqoufJLMZ07z9J+96DZEfrRfD0k7uo3LrpvDQ85xxf+879nB7dzrhY5LbqWcZ2/DRSrf3ClLWA8ss30v/OXfjbB0n3zdH+wmH03Lk9Eb7y0Gke3D/DT75uB7t3PrMghVk4xbaD93KNPsWc6Odvr/gg/9+W9xNXh1g4+Tmcu0AOzhrwlOQDb76SD7z5SvafWOS3Pz/PzK2/SnD9W8kP30/307+JPrPvOV/vEi7hEs5Fq+eQLQTjnCltpSGqOGcYyBsMdWbPcxaddQjjU/fz5UDI9oqwl36MMxhnSYXGOUunMUPUmSZodxBxVDBSdhjb632ke/LMDmh4wzwbCobLLDt5M8HE6r8CDtltE6TgrRqDMIZy7jFoBpadVHteMlFxbFBv4C/MIeOEUOc9h/H8d1dDRoQ2pGzLOGepqyGmvHVrOtmL3gjWGOa8LnGQ9ep0VtV0uELYQDqJh6KliooXi2NaphiTIZykaivPuJN+RqbMl1pg3EpgYS1CF/Z7s5OUFhvnnNPyh5j2hphRw8tzYBCU85ChuRicQ7YblKdmaKo+nIOBSFJ2JUrGRyJpq4y61yFXOZoi+IgUdJIFmqbJqWALfUFGRzoeq6Z05UrAbXHMBm0W/IhYFQ6xqi9AGtNZYi17xxrnsEagrCzuiTH4zqdqxwicz4JX9HfS1tDtXUvkGaLdxK83EE705nApAHBYY4p11XPmczxqswv0zS2uOcddl9O2CS1vcPl3Z8NNnA770G6cWtcjaivO9AJf51Y54c5RC4t1p60mMB6+USg2MelvotK19GfnlwEkqu/ca5TP3QzIRcCi/8w1mksMXbi4SFhv4npqf4v+KDPBBE1VCMbPhRGTQRtwLKqh5bmKvCoqN4TdpGfG0jNR3JvSYh2RZlixND7DU+G23rGuJ6xR/ESq+ozPe+pytNB0ZZkpb4y2rHHWbqGVDoAx1Kbn8KMEJcvL4i7L41ylYjhQFRhn6Tf99NkVlVeL46lSRkulxbqya2/kZMIgf9Bo9XnARQdRnuedk7oXBAGed9ElVpfwEsRimnP3sUnE6TniSNCOHTfuHOMX3nENnpIYY3jiiT0MBvDFkRzVluwMZotaqNt/lq9+bj9hyeN1161nnzjO9Y9M4jzJmRu3wOQs7NrBzbf++HO2p6QUr58YYTbcwLZ1HfY/tchcPcb3fa677kZmZqbQ9Zg7t72ZY2WPGf8sdas4kq4nPPMAr9wV8bXjC9ihEtfPv4zj165npJ5zGcP4ueUbn/2/SJPo2Q1ZBT3bpfNPx2l/4TD5qRbhVWMF87RG8LSEx/ftZa8/gpTwJv9Rdt30cyh/jTSSp0FWfKqv3kL19h1FJ/cvHSXdP4dzjkOn6nz6m0e5+cox3nrr1gtewzlHtu9rRPf+Ni5pU/6xX6X0pl8inJ8k0pZHgzeTRZM0p+//geZBCMEbdm/kN95/IwC/93eP84D/Kspv/02EFxD/4x8Sf/0vsJ2FH+i6l3AJF4tWq/Vim/C8Ia6MsOjvQDiHRaFGhlgc2oqIc1QzptI1+M5DGMhshrGGtoowztFUmlJeMA/OOVJbYloOI7UmNykLXpckroMGP84Q3Q62OUMqSyz6o1hrMM7QKq84ft7A06XsC+fGOYvvfErCY6hmaNa6HCvDjLeOobEyZnQCpcHmBpelyHaTvNNgxjbIsy4jeoi+mTqVuQUcBWvhrEMHpTV3o5teQlulePU6w4ttKrqMs47AW3FcYxni1RcRS+92Bw3VT24zlHwai+Ucw/29An1nyZzAGE04t4BKEnzbBWeRWcZQUmHRH2ZapGRzk3RoEKmIUvMMqu4RGh9lWMUUFP/OB4VMuxEZWigCNjJkCie/MrdAZa73jrQWLykalLpVjmNX1eioKnOq2Cib8DxKUVSMT2tkd6W43lRSZvw2scjRvYbHWlhKfSWkZ/GyvEgzFINUmyljzS5bqxblS7Qs2LmYGBdFOG1oE6CxpFLTKK30Wax7CQ0VM+X30R0cw1qL3x2jP5mgooeXM0E9K+mKgK7ahhGDPOUNcyQcWK6NSkUAOERPiMRagzEabTTaaqwzHFET1AYK3zOyK0FMJQT1tFq6eZlxsJqQjRVzF6aw4cxZ8qRBw0zjB4J1/ZYN6zzagxM46+g3fZR1yvpskaG8zFJveeEgEiExAZkFkSewUDBwyhStBAximXUy1kIgaDBES1SJgzJz68vMVCZ6yYSuEInI2/jOWw64Y6HolPppqz5EmiA73aIRLVBdWKBvfp5cJFgsxglifHSeUTHdZXZyoCYYnm0Rds9trTHnj9G1JfzY0NeaY87GaEyxxozBikLZUWYJI2cWEcbQ8AZpq9pKWmsvgF3wx8A6pv0WZ4JWcb+E6gW6DtlXhpFRGt4gfhRhhCWnYP0q4crzKRFUah6d4Y10BzQnay0CuyLAYa1lYLJLK3VFewTnyJ+2UaKFYdbv0pI/mP/2fOCig6idO3fyt3/7txhjOH78OP/+3/97du3a9XzadgkvIox13H10Eh0nLJ6IkcJx5eZBfuEdV+OpYtkcPryfTqfNpH+Cs2WPVx2vsdHLiEeu5tvfmqFZj/nRH9+FPjLHqdn7WL+gca98OZNHHmdmXcjbfvTf/MB23bpugEFfwuZxHIL/5+8LhmPnzqsYGBjkkUce5JXbXs/14Tq+VonpGxrieJZR10PsqH+RwUrKA/UuquRz7cQ7WRj0CA89xcQ1N+F3Ur54z5+ckyaxFpxz5FMd2l8+SudLRzFzEaUb1tN/51WUb9mArFxYUm9+fpavTdWJywO8QX2fyy9/B2Fl5ILHrwV/oo++t+/E29RP/P1JZu47wV/+/ZOMD1X42bdedV4O9bLdOiP55n8i/c7foja9jMq7fxdvy/Vs3bqD21/xSobrZ3isrWhWb6E1fT9p98wPZBfAZRsG+D9+9hau2T7M33z1MH/9SEZwx28R3HQH+uQeunf/BvNf+StsZ+2dw0u4hH8pjh8/zlvf+lbe9ra3MTMzw1ve8haOHTv2Ypv1L8JEFfq0ZCJVXOtDKur4lZgkDciEpZr5eBaE7efJSommTMBYwk6OSGK8uUM4HTEnR1BsYKOusbmRMrBYZ/3JOUpxh5Io0gJbKqLp1Yu0JGupZmP4EqpBIX8sJNRqHjLLCbttat1FsA4pi4a+NV1jwFURWhHoEspVMDpEz0KwENM/q6k2uhgKKWmtDE5IEr/YFZfOoyNykjgkTaG/FFELNJN+k+lglfqWc6QCOipj3kuYE4qyKwGOspdisoy6P0I7bUEeYhEonTLSgn4vRuii/5Fpz6CFXdGbWNUvxxlHGHeRWU5lcZGSqVM2darzDUz9DLlYwO/mGCzVbJH+UDHRTiHP6YiQzFmmww5dVbA0whmMg8RmjGaLbOzOEasqmoJdkatYLy0MqXRkuSRNPaw19GnB9swnck20glrJp2/2DB4dwBHJc5mRTpgSmJyuH4NwnA020A6GsEHIQjCKygxKwmDcJq6Nor2N2DwhiDT9aS8NO00YW8yZyMt0ZIlY5nSDpPAebRHa6l5zXGln8dIWk3KcQATkXkDbq6H6B0h1Px3jk8kA6QRjJqARtOn6CY2gxqKsYStVurJMRNyTrpZYY7DaYq2jKWt4wrGvBPPCJ1zsBQkOQmcYrF1BJIvg0mYOG/UhXEBmE1SSMDgfM+4rxqM2w3GrSHOLNFjLmJOElPCdR81YnAWpIwK7Ut+VBRWcc1RKgJTEsuirNtyS6EZMYkMC3cVkMaFn6Pjj5KfaxLpK3l+l6zRz9gTzTuMP1giNJkgcuVlPkvRxItjIwaGMxYE2iSyt1Iw5h3AwlCps3sGWu8yVJHEiGJ2bp6/TZKA9w6Q/wWywnj5PE/oGEQbLtUMN008rg9QOUnEl2krT322yKDUNO8o6A21P0/EyBvMUHSjisEpqBVZrplSLxGXMqQFOl7aRqoCOiBmYXiDopHSUohQUsaDO04I9E37RFBxB5hQZHrP5IDoYxVUKNi00AfVwgNQK0vIgrlTmUFCnoRu4zBAHg1hr8bopabWfzEJuwUiPsahGfxwwUAMpwRt9dob8+cZFC0vceuut3HPPPRw4cIBPf/rTTExM8Ju/+ZuUyz9cRa5LwhIvDL4xucjexQ7lw0eZbwWMDVX4X356N6WgYBuzLOO++76GUV0eHW3wHnc9w4v7GVY5zWv+ex763iw337aVHSMVHjr0TS5/ZD/ZhjH222nmByS7f/SnuHxo7R5NzzReJQRV32Nv7AgW5pla0OzYMMD64Sq1Wo2DB58kDEu89rrbefjE/SwQM9TSnM12scM7zbahBg+dWc/YtesYnje0NwxSOn6YtL7Awu7tiF8YiwYAACAASURBVBNnWWjNsO3ytYUm9HSH6IHTpI/PgHWUdq+n+uot+Bv61lSUWo08z/jkd77H1PBWrhMHeeNlL6Pcv+Oi7q/wJP62Qayx/McHTzKbaD70U9czOrj282ejJvGX/ghz+gmCm99J6dU/g/RXvnAHBgYZlZYn2hmnkxrXlaZImoeojtyAkD8Ywxz4ipdfXey2fv3hMxydbHPL615DZddtuLRL/OQ3yZ/4KnbhJMIPEX2jK53c/xvEJWGJFxa/9mu/xq/8yq+wZ88efv7nfx4hBB/72Md417ve9WKbdtHCEkdPTGI7BuNyQqVpiy5xXqfamqchE8IsYLLWJKPBQCRB5dQS8LOEoBuhMdQDSaoGqboqVZXT350mLoHBQzjIVdEAVrqiR1DXNhgSgjBp44UjjEZ1tJeQVarY1DF0fJK+aI4giZn3BY3hjFCXKGc+5RByMvRiHekMl8shyonDtWZwSjDrOnT6HCZtY7yCrfGH1hNqqKfTZMLiB+vw0oh+O4kShihIyUrQ9ASlxEJXsygSPDRGK5xQ+H0TlBJHEmpqwuHUEF48Sa27gOsTlDoZIhbo0DCajeHbiMx0SCsh49JRCT2kXMdMYqg2p6g2YwbyFOsUykLapwiMoBbFaGISX1OKU0pS0hGaSjMmkJKqChChpayhXclJXE5/BlPhLCYPaYpJhmfbBJmlPVShU5mjVlqH110gs5q8uoNWuoATKU1XI9Q1pOgw7gTjapbUD8B4DOp+wuY0Qud0ggqi2k8WLdJSPlltnJJOCLox0jkGB8ZI+yR97SaIAC09TH0eX3lYCZnwqFmB6+9jYPI05CnZYD/dpEM5mcepDo1wHZHXIg0zBv0yY6dm8HWXtkqwg2WqrYRqN6fsbUE1mniVkFrWwhdVguk6uttmvDJPyylCv8SUauCMYVMQkvp9jFrodKZJTB3Pn0ASULUniLMyiH5y1UcuG2w5M0sTSSkR1EQHrQ2q0QB/iE41xXUX8Bdy5oMaE2mXdXMxLpPU6SJ9gZMa5QSdLCbPFMI0ccksg3mNrrLk+QzNVptW3KbUTmmoGtOqRb8n6auVMJWEgcWINIOB8hCHwylK9UX8rItQEUPTU4wlA5RcP/70STalCV6nQTRQLTZZPUPVBYxNn2bQDwkSA5NnmO4rMRidIZWOIbuOWmOWjBwXtShXByjP1CmTkgQW7QnC+DSlriXwAuZFxHiU0x+3sSTIqIHD4UXglKWaGvrzDpoKI3GDyI/xXEIQR/Q3DXFfmUA5QmXIjaFtOsQViTbDjFsJssO838ZQZfOGfjbER3HpFN3MkBKidJn+oRKmFBBqh5CODS4gaEScCAxxtUI5E0x0EvojjW7ViWWGqPTRrkpUp00Wt0CF9J2ZxW82IO2woTSBtouI0NKdGCKoF6nG3YEJhs+eJIgSZGmIzDbp27Cd7ePbL+rd/IL3iarVanzkIx+52NMv4SWM2Tjjm5MLjNZPsm+qiu9Jfv09N1AprTAsjz76EGma8sT4LD8abiW/7xRbR7q0qlv45/sWWL+pn5tu28rM3d9GHHwAhODkoCUuKaJrtvGqDS+/aPuuG+7j/slZJrcMwb4uH//iAf7Dv30lGzduYcOGzezd+zDbt1/Oz137Af543yfYEgr85CTfb97MrXyP140/yv0PBvzU7TvZ8bBj7xWPM3HoNF5c5ZH1Fdi/hwPjW7nqxjcuf6ae6ZA8NoOe7iDKHuWXbyDYOYJQz835d87xpQcf4sTQFjaIGW7f0E9l8KqLngMoHvpvG82hNOdd/VWG9y/gxmvn2WTqZ4m/9Me4pE3p9l/C33bTmtfbueMybmw/yfezMvuy3Vwt76N+5iuMbH3HD2ybFII7XrODdUMVPv6PB/jDT+7hQ++5gdrrf47BN93FzLe/QH7ofvSJRxFhDW/HLXhXvBK17vL/pgOqS/jho9FocNttt/EHf/AHALzvfe/jU5/61Its1b8Mw7nlRGkK2e3QjcoEWRu/20S7HIcjweEnKVJrymmTaDAAN0IKlKVFCsdQo06faGGruzlbnWaD7RJoi7YGS41MGpQcoqQXMLkhbHdp2dM4BMOJIZAxJetI5k9jymU6qkNfrlhwFRqJo+sPUBoaom92GhqaXNbxdE5/M8XomNwvk6pZYl+gQh/R7S6rq+XkyHSWsqmSCY8ATV3MUs4mSZKItlLIqElzwzqGkyauvcCCC/GcT2iWaissSUlTatQJpxwBZSQPUfbAwyGcwzmJdYIw7zBmTmFljtM5OaCFT6ke0073MdCpk2UZpSjjxHjAUAa+9miXLVsdhK6LFAJtDNamRE7gModVmtR5GDowfRYpHa5/COPHpF6J8nSE82cp5w4rJQKHsifw2ymqldOIYmI5zuaFU3Ssw2GoLZxlo6tgR0OCchPhHP02ROiAcGGaGRlBmJOJNrXWCWZ9A0IyHB3C73ZxRuNpg7MGM3+MSjslk+OoqqBfJfi5pWvLlGwXbUHnI3TICbSi7+Q0ouyTSYd2miw4SzVLMUqw2DyEb1Kc0HhOEmiBNRKd5Uj7OCoSxOYYIgspqxqqBLXOAjO5JerPGYg02xdO0xmEWhxiax1M5BERk4QlMufQvsDXmoqJKatNbBVzHMkXcdYx2ompuQotugTSkSoHnacQg1tZcJJ1ns9g1KJm2piwhFUxvi+IifB67JJwBt/N4mYiQiuo9MPxks9gliGFwno5LguoLHSpyRbStnFXjCKNpEkXo3yyhQZ2XJGpDsqW6Z/vYpzBb87TrgxTkwKTdXG+ReQ5pThgZGEeqSCPEqYrkqCd0iwnVNtz+ERU25ZScohF2SRVkIgKvk2I1QKerRB0mpiqoYSPhyVJc/oSQV9ax6Kxfq2otcsF/fk8DVNGVj3KucZkdVJ0rx2uQNoUJTO2NY9AN6Y5tJUo7TLUFWTtKZLxIXyvhphfJJFtBnSKFjGd3NAyITov6qKtiMnmT1LzTzNd2Uw5T0GO4bsMZzOSUpttLY9Kcx5rYT7QaOURlCQDsxEua2BMFxtmKGWLaj2To2fnWCJYu50W61JHtd5iIU6Y92Mqro80LxGaErWFFz6d76KDqN/93d9d8/cf/vCHL9qYS3jx4Zzj3uOnUTbj1AELKP7nd113DsMxOzvN4cP7mao1uMZkvCa6giPVf8QXcCC7BSHgR378KtJDJzgwcz+bZlNOXTVO7Gme2Kb45avfWchSXiSkELxlywb+KrJUSi1aUcqnv3mM971pJ7fc8ko+//lPs2fPQ7zqVa/jjrlb+Vbzu1x1MuKk7edyLmej3scOWeN7R4e5becI17o7ODL9l1S+/j1u/uUP8MgDn2fvfZ9jaGg9I/4mkn2zmJkuouRRunkD4ZUjz8o6PR17Dh3iYW+QPhHzjoEphibuvOjxL+HUTJvP3neM3VeM8iPXTJA8OEl0/ykqr9263CBSTx0i/sqfIpRP5e3/O2ps2zNe8+3XXsX+Rw7xvaiPXaPX0l18jFLfDqrD116Uja+8dj3l0OMvPvcEf/jJPfy7n97N2Ng44St+iuDmn8ScfoL82PfIDz9AfuCfEX2j+Fe9Hv/K1yLLF1YXvIRLeCakabqc1jo3N/esKbovdbiqIc8yKs0ZBtMEXzk6fkgptzjhkwZdas0EpEVLhdeI8KSHdjlYjeopdAnh0M19hNLnrMxJY00oJJ7NCKWP53V7SlsgMRC3MUKQiSoudPTXc/yuo53N4VROZnxSFVOykijTVNMWke6Sa59E5ginES5nQXUJjca3KblzOCtRaYZVktB0UBh08zSTw8OU2hKhHaXWaZCOrvKwi10CD/rjiKG6RKSWShAQGkdJOyQWdAs7f5ZFWqxLKix4KcpqciQ+ApUZsILQxWjrEczFWBXTCXL81NAYuJwgU4SdSdA53VoN8llG0wDlumQypDrbIJbjzJUEvgHP5ghpyU2GyCWe03guRurFQg3eWAZnQBIjTRsvt6Rpio9PZooGrf1nFxECUmuK3sQuRiMLJ1+nCE+R6QXmuxJphugf8ImiE+yYa4MqF845DuFiOjbFUgXhUenmqLxL7gKi3OG3Yoakj9VzDM1EGKXwjMRhiibDvb5L3sxJOjYFq9BCUos1nrTYTNM/M4cMYobqEp3CnJcTSIcVxZopx5ZK3iGu+HT9Io2r43eQeU5gykipCOttpIO41WbAT1AdgdZnCBdTOjpECIevA7Rqs1BukJUE65xmODtFa3aWIZtgrcCIErHXInYKlYEMc0Q0Q3CizrgL6UQ+Xhsqgw2s9rF5DSsFTik8KVE6RuRFhoARKRqftnH0T85BWDQhklbTll0UTbACXB+i22HA1EiyDpgc3xtjYuYsCBB5Fy0lyICO16Iyd4RmqclgrkDkjMw0iAbKmFiQhD5NT5OaBCEzhPHo00XD2tBGREySSYmzFiUNyeIZlGcJTAo4/CzF69mfGIdE0A4suTCI+iRlEWAEdJ2FXNPMm4xnEcO2TttXGGtRSALrYcQCc1qglKExPYfvdQlEgsWnU2ozstDBxDnKZKxLUqJOzkJgqA+HbDaSTEqGrA+pz8lym3J7htF2jPQTorTOECmNJGDKS7ncQuoMgpzAGsLpx5mrhQzNtbC1kNBohNV4pIXqfJZivZwggoEzXbzONBUXEnUjlOvSAWI9TbnTXk5dfCFx0el8jz/+OKVSiVKphFKKBx54gI0bN/La1772eTbxXFxK5/vhYu98ne/MRZQOH2d6MeRNN2/ijTet9FzJ85x/+OrniG1CEJ7kfZfdwUP/8ABXDs0Qy36+N38Db/zxXayfqPLUJ79I+eCjLI5VmCkbDmwNuPryl/O6Ta96Rhuey3iHSz4nWnUauSNeyHlqqsWODf1smRhG65xDh/azYcMmrtl2C0cX9mLm21RsgxOL13HVZZKJ7HEOTlXpu34nfYlFhevRZ/fROnaY4E23MzJbYuhUBXEiAQelG9ZTfc0W/PW18zrYPxtOT09z99kGwlfcET7Ijp13ItUKq3cx93epH5QUgg+95wYqE33gK7ID87jM4G3sQ594lOSrf4qsDlF5+2+ghp5deldKQX/o83hHM3NqkavGJVH9MSpDV6O8i0vVXT9SYdtEP//0yBn2n6jzuhs3kWcaISVycAJ/xy0EL3sTcmgDrj2PPvgt8ie/jku7yNGtCP85yNy+hHEpne+FhVKKj370o0xPT7O4uMhHPvIRPvjBD/Kyl73sxTbtotP5Jo8cZqp+lrAbYVwMziKMZCCzaOEQeVpIhQuBVgotBGGeFZK/RiOcQ0DRS4ecMMmLFlKu6M5inQ/OIEwKOkc4gxNFnYt2UGlnzPVBt9vFOYFRCSDoeIWghDEKUbaUQoMftYltB6zDCIcQBjC0UChynFTkwkMaKNsYq4oOucI6Ku0UQwltFNZoAlKclMg8x7eKajuj1EmRSMq5xgoP5cxyMb+IYzCWjCJ4k6QYJMoYgjjHy3LAEqQ5icyIRI5nHALFApDpnCCPESYnSA2e8PFVgpQWowWBzrHOI8cgrcZfKnDXFMViOLyemqF1FofBILG5wOWGAIuVEqvlcq8iD4O0PZYMhXKOjh///+y9d7RlR33n+6mww8nn3NjxdlJLLamVswAJFAyKFsZggxgbPxvj4S2/NzY2vPXsscdixl5vzbJ588YzYONnjIURYGFAJGWUkNRI3Yqtjuocbw4n7VBV74997u2+6ttRweH1d6297j1n711Vv6ra+/y+9fvV74d1DmlstitGxcROQlzHRg1sIklEg7yxRDYmwRI5ie8soW0jjSNImxk5w8cgUI0GMQ2siJBOoHBZQt3EIq0jcgJrIYg8hIixzhELhSRFuhhrHZGT5G0DYyR+HOPpCGMEMgWVCLykDdbipwmRkBkRd462SmnrJolo4Cx47QSIUM6HZoJNI4QEkVpybopcEpPzLRFjzDvQRrVbNJJxDCCsBSwJOZwVJMkUSgdZbi4JyqYIk4Br4bSHl2tjpMKPWmDaRDJAJhHamZlQ5omzGCmYihponQVmMc4RAbGThDIitY620JRaktjrwk1sBWcpxCmRaAEii70gQZIlG26JFg5LSycknaATXjsFl2KERKcRKkqJRZbaRMqYnGnjGYM2CalQ4Cw518gsR8KSyBTpHNLamXy0Bo/ISRpWorEITCdvmO1EjpQEso1xMbGzmFSi05jpvG9ueg4mlkQZPJF0ytFEnk84OolxCufaNNAIYmIJouBTTmJ0FBGmlsGiQTTaFBoGj5SWaCOoI61Ctg3hVEw+UdS9hEgZAtfGWoPfikGkeBaEMngyxSYOEFjhY0RKqVlHRwYVtCjhaFmLFQ7nBM6mKGOp9fUyf9mpxWY41d+vUyZRl19++cxx1VVXcdttt/HVr36VX/iFXziV4k4Yp0nU24fEWv5+0w7c4Cg7twgW9xX57Q+dP+uaHz/xA+oj4zRL+7hTlJja5zGS7mBp0OC5+uXMP/ccLrl6CaM/fIB96x9DxwlbFga0B/rY3SP5zfM+QaiPrRSfqLy9uTxrW23ivRMEWvLy66NccU4/ixcu4PXXN3Pw4AFWrlzFOQsv4cl9T1KZbNJSfYQTiu4+wyK3kSc311j1gXPx9hjGVIvarj1MTU1wafn9NG2dHWY9C+64ityirpMmTwDjU1P8zWs7ifwcN+snOOeMD+CHs8Obnsr4fv2hzby6fZT/9RfOY1FvFilL9xVwic2I1OhakrV/h+xZRv7WzyELtRMuuy8X8OrIJCMqRzA4SW95kvbUdopdF5yyq11/Lc+iviIPP7+HV7eNcMmZvTMBSgCE0qjuxXhnvhu9/HJc1CTd+BjJaz9BeAGyZ9lRA2b8S8dpEvXO4pxzzmHx4sUEQYAxhk984hPccsst/9zNAk6dRO3+6bOoie34UZxZXYzFWksqMwuA6GRbwjoSlSVqVY4sLLnruLIBqcgiXAlhszw5ZOQKo2kpiyLtbKLPSnSiY+WRCa4d4VzKpO/htMOTKdhM8daiRXWyTWxjksSiYoNVFukZbCffU9t6CGFBSzTZvUKCShNkJ/y6dAJlUtI0zfbNECFttmdKOgcmS5aLy6KI+SZTKKcJJKQ4p7BIFE20TpBGonQELgsH7pxFmsyN0CqLAWLrgUkhbRJ0wkFLDIgEKS3gcKlCOkNbWYRw+CKe6SdrZFaudURKkEiJcBYnIHXyUHtF5kJlrYfBkCqJVAptLC2rkVh82cQ3ceZq5rfxSHAIEgdOSLQQiNQQ25SGSBEii9KGBLRAaYeWMRiBQ2C0oy0DDC0UTWQnyFpKFk1RWIdyhkhIBKBJcNaSOEjzPooYm2YJg0Mbo6QlSQSpBS0z66Z1Dpmk4CxWWCxk5JAUIwS+aKNNCnI6WqHAOolSKcY5UuGhsORMhPRSnHI0rMGLLcoeCpOPy8q2CJzL8ph5KGKnAINwDklmUYuFIpKCwDMgHMJkc90zMcKlOOeyMQJip6ETXMSTFo0hEhn51CZBK4tzkkRISg3NlL8DGTdARuTjhJYG6ySR0qRaIY1BYGlbQYpAdVi+E2B9iIxAmiQjAEJg0VgUocvc0QQCK8BzKU4LnFR4IkFIR2Q0WemO2EmkcHgkWLLogL5IkcIg6SyQIBDComXm8moTQeqmQ1YYpDEo67L5Y8Cq7L2gnENhUbEDl6BFg9T5SO3AA2ElhVZMQIK1gkTHFG0TFUMgIlRnocEJh3EGUoOPYSTnUQ8ledOiw5PI+QbrFEJaPBKkTUitoo3GuRhhLSkpDoOnUrSzNDvEV5IibLaXs9ZVpv+M2TrrieIdT7b7RhSLRQYHB9+q4k7jnwGP79rG6Lhj36stQl/xf9x58azzz65/mtHdB2mUG3x0aDfBmR9g3atbOCMcpWFDpkqrefcNZxAPDrJr7RpqI3U2r6yS7+7j+doUNy27gUpQOkrtJ4/FxZCzKh6FgRKt2NFsp/zlP72MQ3HppVcyOjrM1q0byXs5Pnzdp2mEgrx6hdcmKril78fTcLl6mC2PbkV4koH+9zKxYD7LNuxjXfdavrrwMXbUX+WJ736RJDr5hLGNZpO/enETjaDIDeppVvWfQVg8evjxE8VzGwd57MV93HTFAOcunR2NJrx0Prq8EbP1HxFdZ5K/5bOI8I3hiI8NKQQfGOgl9nNsivNMpOeQtPYztveBN9Xui1b28pu3n8vGHaP8t3tfIornzkWlagvIve+T5D/8X1D9ZxA9/Q80v/efsRMH3lT9p/FvG+Pj4zPHypUr+eQnP8mnPvUpzj33XMbHx49fwL9giKiOTQxSG5RyKC+L4pY6iEV2pFoQq8zCkTpHDMQWzLT+iSBx2ZE6kYVI7uS1jHVCKNqgDE46hLYIbWdCihttSYQlkhCoFlJZIuXhhMBJQeCB1IZCo0lgWhjhaErNlA1JnaCNR15m79DUQJKClinWh9RXRE7QMorUWqRJkLJJQdSxwpJqQxpojJRYJJEOSH1FgsAIaHfkMUBT+WgirE1ItcEJAyS0dIDxBFJkG96Fn2KFpe00MZq0kxank1ELi6MtJR07ELHTSJcSoTL7kXQIAbGRREbSdpKWk6QCrMyIpREZudM2i/7mHBgkWIuiiVMZAUsttJxEyAQjspxTThgC1cAah1AGtAUpMZ4gdQZtMw+JlE5k7M76UiI0scy8HKQ2IBMS49C0CIjwtEFKg7VJNhCpxWAxojPSyiH9iDZgAM9lyrADEuXhOolQE6VIlaZlNAZoO5lFWxT2sFD0JnPNIyKd7lvPIr2MXEZIWiYjhkI6DAIjpvM/SYS0SGVJZUZeMjkzy5HA4dPCp44vIowyGAGxFTgraKJxQpCX7c6cy8YochLXSVGLtUSeJpFiplxwRFbSSj1MJ5S3FZ2HREFetRjPHSBp1XHakArBXh8mhU9dKRKyuV0XPpGQ2Ongep1FjlRKjFIImRH62PNIpSQgIkdjJgrfTFR84TICCCRW0rI6szQjM4uXsiRC0PJ1ZtlSCUqkqBmKlI2E0mn2nwPtpYRBhPYTUgsoA8pCksnphMBIhUGQCkGYNsl7TaRyICyp1qSdOeZwNKzGhAonIcLLnhkhiYWkIbLnwiDAZTRP+im+jElDjVUZccdZjAPraRKpcQhiZGa1FQlatkiQpDgSq5hUFgSkWtEQHjZNCWxEvT07pPs7gbdkT5RzjvXr17N8+dzR1k7jXz4m2y0e3dli4sUhQPIff/VScsGh6bHt4DY2rHuZJLDcMbqB/Mp3seuR51FdY9SUYW10GT/34fPQnmTX332VYP9Ods8LSbVk84CiL9/Hexe96y1v940DC9g0nuDtmmJBV8j2/VN85ccb+Y1bz6Z/8wbWrXuOgYHlDNSWMnDpuxl56klaxXE23beTs6+7g56t36Cr/lOSynsJFpRYYX+BbZN/Rd8Pn+KaX7uVR5c+zert+3nqvr/hPXd8Cu2d2EpFs9XiS2vXMxFWuUa9yFm5iMr8975peQ+ONfm7H29k+YIyH7zmyOcteeV+3NCPITyLtPl+zHiK7j15d7izKgUGCiGD81by/PqnuPGK86kPryUoDFDoOnW3qMtW9ZHPX8xf3LOOL3zrRf73D18wa54dDlVdQO6mz5C+vob2T++m8e0/Jrz6TvRZ7/lXa5U6jbcPV155JUKIWX7x05+FEGzYsOGY93//+9/ni1/8Imma8qu/+qvceeeds85v2LCBP/iDP6DRaHDppZfyJ3/yJ+9YbsTRpE6CInGKEm2QkrbyEGQWEyc7NqVs6RmAxAqQjhRJkKkxmYueyryYUicJOgp0qixOCAKRgobEKCIUnrTZFnTpgwWnQGBJU4WWDqdVJ5dSpigKJQhIiLQ3owfGQmf5Z4RGixQjBc4IHBZjBVpKUk9keasAJ6btDgLVIQ8OB9rSslkM5dQp0Io0dVglSaxDCkgcNIXEKANOI6XDBorUClLn4auEFElkFL4wWHkonLnAgYa20jP9Zx20nJe1RRokGRnCQTPNrrNCYTyFsJn7l7WAdDgr0KJjPcPilKAtJNZk4ZiRHVcsA1YpUGT5kZyh2Um8rkmy/VvSYDtNjZTKyIInAEFiQWJJhcY5geyMvxPQNnomFLkB4lRlCrACkZpsr5PSdIxtADSth1WZd6K2WR4t00l23BQ+2mRWLycgkQprQUqbEXThIQRIk1LQKVIaolTTxiMSAqwj0JnrYVbuoecnI/PZ5zYeGAi0xXiSOMnmS15ZjIHYShQgZTZmkiwkuXMZBRYInMieibgzN53MxihznXP4LsuPZJQgFQoNSGc714oZE4ORmqbN9oxlNUkM0MADIVAizYiOPGweAZFVmRXXdSxGgcz2vFkwUh5WviJxFmzmduekzKy8CAKVYjnk+m+k7jziskNtAS0zS6TK5Iylh58mxFLj28PyoHWem4wc6WzrowfGCvIqoSXBmUN2lbb0wAmKos00r+vk5s3cQxWkaJwUpClA9mwK4cAZok5UX+Fs9vYRnfvjqOOCCMjMUpciSaTEGoUSEo8UIxVCOhKpsz1wnfJaOFpOkydFCIdUgHU4Bwf2TvBO45QtUdVqdeao1WrcfvvtM9GQTuNfH77+/EsMrhvBGcdnfvlC5ncfSv463hznkZ/cDwLel5ukJBSmeiEvTEyxMpikbT0Grr+dWneeqed+xvj+nRgJuxYVyZ1/LnuY4BdX3o4+yVDZJ4JFhZBVXTkKAyV2HmxzzQXzWfPaQb7xyFYuu+xqkiTmhRd+BsD1l/0iaW+VUG5iszefsad3Q+EChHmOJ/ZuQVy5EN1TZP6qj2CUoPq1H3Hx/IvZtFgzuHsLP73vbzBpctw2TdWn+NLPXmYkrHKVv5NzxCa6l/z8SYcKfyPaccpffvsVpIDf6iQ8PhzRiz8ievab6OWXk//Qf0AWcjQe2Y6ZiE66LiEEP7eom7ZQNOetYM0rDbz8IkZ3/4CkNfSm5HjvJYv51O3nsnXvJP/X19cxXj963DUxwAAAIABJREFU+4QQeGdcSeFDn0f1Laf9xN/SfuzLuOTkZTqNf9vYuHEjGzZsYOPGjTPH9OfjEaiDBw/yhS98ga9//et897vf5Zvf/CZbt26ddc3v//7v80d/9Ec88MADOOfe0Yh/LjmUpHqKkCnrZ0qbBCvVtFPebMjM6oKClvZwIiM9RmYuQJBZA5zOlMgIj6bxSISmLTysVETSw3RWhjO9V2A6CnBqBXFHoU6lxkhF6iQNFzDLxqwFUjmEshipAIdQjlhKjBVY21ml71i2UiWyfURK0iSgaT1iI2nZI/PvOS0QyuE0GCEy1zIlQQsQDiskUSowVnQSk/okaFKpaHYSu2Z9RYcYCBKbHZApqzP2qY6W7HBERpAoj0R5HZnASTGLlBmpaMiAyPOyspXESIXzFEYdRt5UNkbTZcTi0LlUeuCgQYA7bOHI6UPtSjrjNH0+tWCczEj39G+OyJTiVBz67DyVtb+jwErVcTmDbN7giNOOdWKaICg3I292TYcEKA+jdTbO0uE8RWQlER6R8hDykHHF2jnmagcJkoabvVCZmMzt0wlBw/q0RebO1lYeTe3TJLveCIXxJQ3t43SmgCOZeTaEArzOXJSQyMyy4ToEyEiFFXJmLh8Ox/R4qxkym/W/AymYy8tdyGycjNI4lRE+4w7NrTciswBJrBJE0iOSmgYhxgnSw1I2T5dtpMoO1ylP0rHoZWQ3RdAUPg3h0xIhLRHQxCfCw1jR6RdBKjUtEZLKbDHg8Dogs8RNupCm8Gf1i5EqI5tHyAGJ15kLwmGlxnnZvE+P0IEcRkoaBNlCAmBcllPq8FfaTL3Tmx8RtKWa6UvjaWIFotGes2/fTrwle6Iuv/xyzjvvPHz/7feHP70n6q3H9595iZ+sqSOd5Xc+fBFnLznkIpbalK/d//eEDcU5S8os27EG/6qP8fR9zxMUt7EqiBif9z6Wv+fdmGaTnf/Pf8OfmmTthT0sWXwWP/a2cX7vuXxg6XXHaMFsnKy8PbmAde0Ie2CcdjviinMX8MjaPfhByIr5hZkgE3kvR99EL9sOvojVLcSBMRb98kcxe16gy+7mZ3sWcM7PnYnb3qIdhjC4ncqGXYxfdAZ7/Rb+rgOMHtjFopXnI9XchGhoeJD/d91GRoo9XJmvc2H6CJX511KoHT263YnIa63jr+97jc17xvntD53P0vmzI9fFL/2Y+GffQq+4kvC630QGPnphmXjrGPH2MbyBCtJXRyl9btQCj131NvtVntyB7Wh/PpVwlPbkFgpdFyDkyZU3jUIhoJb3WDq/zGMv7GPNawdYNVCjUjy6xUz4OfQZV4MQJK8+TLpzHWrh2cjwrXMPfbtwek/UOwtjDPfccw9f/OIXuf/++2m325x99rHTCTz00ENIKbnlllvwPI/R0VG2bt3K5ZdnqRj27t3Lvffey2c/+1kAKpUK//AP/8AHP/jBk2rbqe6J2rbmRySzHEfeqLy4I78Th5/N3N3cDBGQOC1xSpJy6Dm2QmZ7eERHQZyzrunPRzs/V5veKLSYOW+dmFF0rZAzh1Czy52TKM4Ul/mLCQEcRjZmFMy57hVH/XDY1+KI/+2Mxnzi1vBM2Tyx690cGvkR380UNce4I0jQJMx+Pwsx7VN3vHbMUtcP68Ppe09kvMFKOWPB6nh4AQ57xPw/envMYYTDiY51SUicEkfKMmuoT6CvO9cdPq8O9fNsWWb1/xuKzsjr0Z9HIbL7sxgWc7fLSoWVEt5ASma1DTl7Ph6BQ8+j6PT39GFd9pwd7b6jnROSLFLkzOnj96vr1A/MtOPY7Z1VIzBd5+x3kGB2We4NfWGkRAnLWVddf9w2zoV3fE/Uddddx/XXX3/U4zT+5cM6x9ceeo37ns5WOT99x9mc84Y9Nt948puE45LuhVXO3vIT1KLV7Fo/yWA4xCo/IpZ5ltz0YQAG7/karjHJjvk+QaXG+vkOISW/uPK2t1WORYWQs2oFCmd0sXckpa/ic80FC/jB0zvZ3egmny/wzJOPM3HfRsLdjpVnXIMnR9ne38O+v/kSuXd9nJoapXDgaV7bNEzhuhX01y6gufJ8VJRy9Xdfw/M89q+ocWDXJn7yj39J1Goc0Y5tO17nb1/awmipl6sqgovSB/HzCyn3v/tNyeec456Ht7B28xC/fN1Kzl02e4zil+8nWpNZoML3fXKG3KhyQOHG5ZBYGg+8jqmfvCJ/0+IeYutwqy5jy+u7SYIrSNpDjO25/03JBHD+im4+d+dFWAd/evdanll/7D1PQkqCS+4gd/Pv4VqTNP/pT0i2PvOm23Ea/7bw+c9/nvvvv5/rr7+ea6+9lnvvvZcvfOELx7xncHCQ3t7emc99fX0cPHjwqOd7e3tnnX+70bQBcysdJw7bsQIBc64gc8hp5zglHb5pY67v5jo/VxmH/5197sTi1zhOrK652jTX56O18RDsMReO3tz4HA1Hr/NY/X2svjme3MfCXPUcDYfPoxMdpzdeezL3Hausudp9tGfgzeJoZczVHycyDztnZhHn4/SL4BjXHOveOb4/4bWCjhOuPPK7k8dclvU3lntkvwXFAu80Ttm/6Pbbb2d0dJSPfexjeJ7Ht7/9bQYHB/nEJz7xFjbvNN4ujEy0+R/feYU9Q5M4rbnjum4uXDF/1jUPvvoQ6c46fiXgmv3PIsIi8bKb+dl9P2RBOEqXTvGu+hjSD2lu3cL42udJpWPrOQtYffGVPL73AX5x5e3UwurbLs+Ni3rYNNGku2uYf3piG3f9xlU453jg2T18fPkA25sb2Ojt4tIPXMOlveez5+7XcUPb2TTZR3ndBvKLz+eC3S/x/cdWMP/fvZvCRf2c9cJ1POs36d30Orc+cIAfX1Wicd5y5PqdPHzPX/CeO36Tclc/zjnWvfwC94/GNMp9vK+vwOrm9zFC0rPsQ28qeaxzju88uZ1H1u3h/Zcv5sbLFs86H798P9Gz30Avv4zwuk8dYR3SXTkKNy6n8dA26j/aQvHG5ajaiYcqn5cPuLS3zNqhSS7sX8Sza7dy/dVX0BhdQ1haSqHr1CLhTGPpvDJ/9InL+OJ3XuHL33+NjTvH+NgNZxIcw2qmF51L/kN30X74f9J+9K8wezcQXH3nv/pQ6Kfx1uDpp5/mhz/8IZ6XuX/dfvvt3H777fzO7/zOUe+x1s7aZze9j+pEz58ourtPLsjLDE7YgnAsK8FbjzjQ+NFh+y7epnoOyXYi5Oyt3C95PGvbqbRjrnNvtNqdigwn2kdvFY5H0E5VhuP9/3bjrarrrSJqb2c/HG0Mj2ZBfuMcOxH55poTp9IHc907u5yci+ntfWe9U05Zu/vpT3/KXXfdxapVq1ixYgWf/exn2b59O6tXr2b16lNLzHkabz+sdTz0/G7+zy8/y67BSZxWnH15kZvPP3fWdS/tepk9L2wFH97f2gRxA/99/54Hv/M4obeLc8MUUV1AcPa12CRh7xf/ByqOeeqiMledfx33HXycM6rLjpsT6q3CwkLIeV0l/FULMdbwdz98hY+uns8fLezmvFaZLt3HlnQPo0whhOCWj3wap0LGeqbY8fhaXPcFaGm5uLCOh773GuqsXvSSAleWbmXTJcsYKQhue3wc/5VN5K++giRq8fA9f8Gera/wyDM/5QeT0Ch0cfviLi5IHyNpH6R76QfR/qkTSOcc//TENn7w9A6uuWA+H37fGbPOxy/96JgEahq6J0/xAysAmPrxVpI9kyfVjhsWduMryfDCc7DOsW5DG7+wmNHdPyKJRk9NuMNQKfj8/scu4parlvDUy/v5k797jh0Hjt1GWaiRu+1z+BfeSrLpSZrf+U+Y4R1vui2n8a8fXV1dGHNoV44QgnL52Imb582bx9DQob1+Q0ND9PX1HfX88PDwrPMnipGROkNDUyd9zK1ydFZjncOzitnKzdGVlFQfzw33KCv3cxQ5VSnSKBxr8SIrK5ee6HrtGywQ7mQUyCNlj0LvCLefOYtyb/jyqD6Xx7PCHSpnshJySIa5SFN2XTLngtFsS4VwUI49qtHR+9qzcqbM2c0/kTafzHezIe3RiNthMpyQznz0i3yjCNNj9dMxvneHf3f4JdNj42b13Ym056j1uUxWZTPVeqKaP7KNnX/LsX/k/bP+P37fT18zVc7mxXS9c8txss/TbFg5t6vj3HUdDae6KDF9b3b/zPvEQVo99B6e0D2n9H4dGppiZKR+Cm16EyRqcnKS0dFDCtSBAwdIkuNvuj+Nfz68vm+Cz3/1ee55eAvWWpQn6bu4i1+98CzkYT80u4Z38dxTT4EUvM9sw2+Nk7/593j0m2swwRbO8Q05ach1XMcO3P0V7OQEry/06Vp1MY+0XsE5x8dXfQT5JqwwJ4sbFnZDLmD5Ssdru+o8/IONlEoBT9U8vre7ADLgscceotGo44d5rr7515C02DzQw/a7v4la+R6WqM3oyR08/sAW8u9ZjuxRfEDcyktXL2P9ipDL1zcpfPthllx5HflSF/ete4XHRBc2LPLvzuhnRetR2pNb6Vp8K7nyGcdv9FFgrePuBzfzw2d2cs0FC/iVD6yaGSPnHNFz3yZa863Mhe+6Tx03aIWq5SjdvBJV8mk8sp32SwdxRzqnz4mSp7lpcQ+7WgnVC97F4OBBDjZWgJCM7PgnnJs7VPnJQEnJh65dwe/98oW045T/8vdr+f7TOzDWHvUeITXB5b+YuffFLZrf+TzRuvtwh0ckOo3/32HVqlV87GMf42tf+xr33HMPv/7rv06tVuMrX/kKX/nKV+a85+qrr+aZZ55hdHSUVqvFgw8+OCtx/MKFCwmCgLVr1wLwve99721PLH84RJpZ1UqxTy7VyDTXUWqyoAyFRFONgo4Sdei5buUCUlRHd+rs6ZHT1zjKsYdnJaWOgh6kaua6ejGkXgrBuY5uaGf0mNBk7RFCYPMlhnoKjHYXmdnD8YZXi3LT+0aOPJybrSy6I/TNjtI2s6dEIK1gqpxjtjJ2pGLWKAaoYj9eeiiygWezcNmHlEIoJh6FxJtR1A/Xu+2s3zCB0Ycrk46kUJmpe3BeCSckrbxPleq0Tv0GiIx4Oki1ZLxWACc6/Ww42Ffq9DsEqaISBVRiH9nx50rlYT3jZh8yqBLl8wgHpcTDMwpcJp9vsnmQMz4jfVVwHeLVSQ58SMeeaw+UIJdqypF3qHc6fzpBqnFC4pusvcIKcNCslMBBIfZmyjuMu3TqPHz8xRxEQBCmitBo/FTMSUoPJySF5FAAEuEE1TigMkM+s7qmx2WaOwed+XFo7k3PY0eTw4nr9Jw9vK5pmRwdsQmNQoVV8rLI4fPcOYey2VyOZi3sHDl3S7FPHGZ1zxDIw/pu+q+2El+WKEcBLjjkZSKcYKKnRj7WM/3rOHLOvJH/j/QeaS2P8YhCjXBi1oJIKTlS7xBOUIyzfkmVpI0GBOUoyIK+zIlD+8pyskSztIyp7hp2xu348H1ngsBk7ykHjIt+TKWXuNLNvvySo5T/9uGUA0tIKfnd3/1dNm/ezEMPPcSf//mf89nPfpYVK1a8xU2cjdOBJU4ezXbKNx7Zwt0PbCIx2Q+hDqBy8Tx+6cwCy7v6Z64dnhzmh/d/F2Ukl6YbWOhJ8jd/hhce3MDuqZcY8OqcGTbxL7oVb+XVjL20lqHv30fkwWPvXUDvkuW8OPQKv3LOL3FG7dRC3p+qvMF4m4mDdXZUynRN7eP5SckVt5zFJRcvZKqZsub1hP5wnAP797BkyXJ6+ucxPplQH3mVkWAxwYZXqSwssig/zE+39eOHHgPXnkG8fTer6mfy4BnD7KkZztnWRj3/Cnvmr2bzmVcQtse55OAzLMttIq5vo7rw5yj1XnbK8saJ4Uv3reeZ9Qe46coBPnbDykMEyqZET91N8uqDeKuuIbz2N044wIPwFf6KLmwjJt4wjBlqoOeXEN7x71+QD9g+1WJjy3B2OeT1jRtZvuJC0vormVJVWnbK8h6O3mqOd503n+GJFo+szRLznrGwQrlw9A2fstyHd+a7sVNDJOsfJt35EqpvOTL/9ruRnghOB5Z4Z/HAAw/Q09PD0NAQBw8epFwuk8/nGRkZYWRkhBtuuOGIe4rFIl1dXfzhH/4hX//617njjju4+eab+eQnP8myZcvo7+/n4osv5q677uJv//ZvqdVqfOYzn0GpkwuucqqBJbY++zSFFNJ8ET+FxOVolC1+lJIKyb7KMkzs0Qh7EEajjACZcKBWJajncGGESrMFiYopMFaW+LEhl2qSQhEvSpmQZaaqXXjJJNJJtlcXMJYroFopidO0pI9DoLQiqXQzXFVIJFGyiCnlMy9xKL8IcZYw1HFob7gLq1jTwgFTokTAoedhtDtPrpmQegqTK5EUivRMZIl3E5klQC1FHqHVBFahrKTu+gm9FJFmCW+dg0LqkTM+W/qrFNotpIWJckDR5HDaQ7UjjHB4RpIqaBZD/NhkobFtCYo5wnZKpA8tCqXORxIiRALOcWB+iVCWqYeCsJVQiQOaBR8ZZ7KNlArUi3lMqEiTCoXmOMpKAiNJlaXd1YvtWA7qpZDdpXnkIp9iawKczUiYhLEgG5MgLjBUmsdYrZuxQonBoEaaL0Go0K0s71Yr52G1RKQSTwcIv0B5KkI5iW8lCIU2gs3VM5kXTdGqVgmNpliPUSYkUTFjXTl6JiFW026rWcAFAYz2FBkLK1SMQicpbWUOG1/BlFdGVMoov4wI8iRBDq/VwkhHIIuUGll4/Vhb2jkfnXT619mZQAktV8QTCc45PK+IcQmNYg7ZDMlZQ6tao200ickRGI2plnFRk3ZOU24JPCchVyYtVXFByEhJM5yvYMVihssVao0xGp1o7xPlHEEU0zbd6E7uspxRSCeIKz0QNxEIktxCUCmjhaUsnJwiVqZj7M0e4ELqYfAwKlu0cyLrr0Kq0VayvzxA2SW0PIOODhkYbNpFJbW0y2VcVMcBlcgn0nZWtxhbQQRlokIfuSRCpCnaCXLWI5YJIPCTIiKfR+mAJOcThR6NwOK3E4RfJFB5GrJAZFK86ZiZcxiSbK5EveRTdAUmCoJCPcI5RxJoZGpRJk8SGPzE4qiRV5pUVmgYHymbaBViXdYPQnm4sIgICwSpZApHJEOqqWOqp4umV6K7nj2LUyUfPzKdMfDw0hz7ugcY091UTIR1TXRqcUi0YWYv56TrQcrMcjScX0aPa+DhMRXUuPTcM0/gjXokTvX365T3RN15551ceOGFrFmzhiAI+PSnP83SpUtPtbjTeJvw4pZh/v6BjUw0YlYtqbFp1xj5kiZ3fh/X9zW5cP6hqFXDk8N870f/iE4Fq+xGVs5fTvje32D7Ey+xYd+rzPNHOD/fRi04F/+Sn2d09za2f+VLFOOE+66vct6KK3hoz+Ncs/AqLum/8B2T0Yy2aK3bT7p3infnFBuWhRRXL2DkmVH+6vuv8h8/cQV33ngmSkqefyXlfLefhx76ATfeeAvvev9t/ODALhpuMxvjFQSDO+kt7ueKgf088xNJpSvPkg9exsg/PMSvDF7HXy18kG/cnOOGnwkufPonLN27g56fu4x03gHipkAEF1Luu/KUZZlsxvz3b7/Mtr2TfPT6lbP2QLmoQevh/4nZux7/wlvxL/vQSe/LEFqSf/cA8bwirTV7mbpvE/l3LcZbXDn2fULw4WX9/Pf1u9hYGWBJbZCnntvGtZecw+TBpwjLy9+SRMIAxZzHb/38ai45a5C7H9jEf/rKc9x05RJuvWoJ/lEInwiL5G74NMn2y4meupvmd/4T3rk3EFz6QYSff0vadRr/OvBnf/Znp3Tfbbfdxm23zQ6C8+Uvf3nm/1WrVnHvvfe+qbadKkJpsSZHXMgR5XyGVTcLJnfSdJnyNpEv01IhTucJG5p5U4bBbkFL++zrnk/ZS+gdnAAsGypLaBUn6EonKEdtEJI95Xl4jZghXWV1dJBY+WB7UYlhrFQi9sdp+4pKvYIUkmV2CCscxUhSB3RaQrkGDkurXKU4PoFzECsYKxfpEQFEoJE0CgsIvRH8yVFwbsZyIJ0klWVyNs2UaSsIjcLimJBlUiHpsRPELs9ksYihQJ/dAlimqjkqQ5AIScQAk6UyQg1mOaaEIPVDXHcPpjWG7+fZW+pjvptiqN+j58A4B/Ld2HzAstFJ8B0t4RPpPsZKPZQabSrNOuUey6IYtoo+QFINdzJVyKIIjnblGPK6sDLECgtOkFNdLEr34KRjRFUoJ20wHo1CEUtCPR0gl2jqzlFL6oSyzrx2HpBsCHrYUayQmIR2PluRj5yBQFBzU4TWwxSrSOGxN5xPpb2DQssnUj4hKcbTJKlH1JXHSkvbCSIvR0PXkM4xJGuYNEEpCEyD1Fc0RIBK4MAALNg3RaosQgU0vYC2WcDmEsxr7SdvBzHS0aIAJOwrdrMynQJlcVIypGso36cnGmW/mA+1Qay0jBRSjASd09RGW7OcT6XJM6ENY6UiJcpMym4SWSWspSyJDuCUZn+xm9rkBKlT+FIy0VvFSzTRZEIg2gghUUj26ir9yRhTuo/hnMYJGNNVWjbGsz6tfERhUiGcT2AkkbY0yyWsUsR+nlZ3Ec9qnPWpuDJOaYZkBc9NIkXEhCignMDpPMOlefTVX8mi0HUsI9op9vbPp64DarEhDjzCOlnf9BTo22OzFAPCYavzGK2HBOEkI2XDeJqnJx2lNNmmhc+Q30U3zcwCZDz2VebRDkOqjFAaGmNU5iipFEhpeHnGVDcBE4zlYqKgyHzGmMxX8ZM6sTIU2oZYZWStUfTJN9oIB8ovUDWSidCn0JTIWCJkg8lSjmqzxajLAzHaCJpCQyVkQhTQw5OQ9iCrHokwlEYnSMMSie8hhUOKGJFlyyL1NX6q2OMvZsCOoa3PqOvHsRMEbOlajrCSVPlgmzgEE5UcppSntj9HnxlDpdmceb1Uorc9iBWWWFvGKOE5g+e/ea+Yk8UpW6IA1q1bx549e/j4xz/OmjVrOPPMU2OAJ4PTlqgTQ7Od8Pf3b+Lex1+nuxxy9tIuXtw6TKknIHd+H9dWB3n/qitmlPD9Y/v5/o+/jU4ly8TrXH7prQRX/jIH17zME08/Q2+4jcsLMbraT/6mz7B3xya2fOn/pmsi5omLS+hzV7N27GXOqK3gE+d89E258Z2ovLad0vrZXlrP7MHFhvCCeVTeM0A+9Fg7aVhd3sv6bZrJRsRFZ/axelkX9Vjz/LY2ZTHMrl3bWbRwgLMvuoKtr75IrAYZmljOvOIo88QeRgurefmFYRYsrTJy9mJeHTrIeyaW8UJ5OxuXCJQqMvD6HnhlA15Xnn2NIq89/xL18SH6B85E6SPzmhxL3v0jDf7rPS9wcKzFb/38ubz7/AUz15jBbTR/9F+xI3sIr/1f8C+46ZQTzgoh0N15vIEKyb4p4g3D2HaKnldEzBm1K0OoFX05n6cPTlCeP4A6uJPBUVjUa2iNb6DQdT5SHl/mEx3fhT0F3nX+fManYh5dt4dn1h+gXPBZ0FM4quyqtgBv1TW4uEWy/lGSjU+AFyK7B95UgI83g9OWqHcWa9as4Y//+I+5++67+da3vjVzfOQjH/nnbtopW6JePrCHKFIIL0GSMirLlOt1Cu2YVBYZL3VjPR+Lw2rNcLmbRhgTCZ8wyTGQNKlOJQRGsadnIcrkyLUkLhWMFnoYLPaQho4cMRsLKxjt6s7SOEiFZyVKlCiaAkYonPKYdHn645RASkaCbjwsZVtHCkHR8xHFMmkcMyF9psKljOgeyhMJqawy1N9PqvMUWweJhMdgYYBKe5ipYpn9egmjskxXcxwtYHPXmUzke/HSFIegLQLGCxXGK900bUjRDWepVXP9FNttDJqhSi9tQqQtMS91SOGI8PGdw/dCLILR3EK6bJ26F1MveEz6S4i9HNWRfUzmfPYt7CdRPUiRks+HjBa7SHIVJvFokeXNymuQ2qCUQosiE14fvs3jGY1OSzihmN88AAgaXpFIBIwVuxmT80goolFIIRHWUmw2MDJPkNMIoWgVypQGJ2iVSiRK4GyKQ+G0IBQRedcikXn26V6cCIh1NybMMxoW6bJTJIHPpsoSJIY8CQdVN1HLIIKY1IWMiRL5ySGkzmF6ChRcwP7qfMbCGosSQ5hI/NRiimVS0UfiChhAFyV7ciGN0CffVCTKUS8uoEu0QAgcjqlcnopo02pr6kGekXwX47KEYz6x7aLfthBRE8/kcTIlbzwo5Bgr95HKPG1ZxHpFhFakyqOVBpRpMxF20ZA+jUKJYa/MorSN10ppyzye8nD5ACegJXMMqiqJ9kAphICuVpPQ09T9IiMVRazyVBox1vlUjGN/dQGBMIRlhZN9TFJmXBcRRhDpAN1OiKWlJX0ElpFyH2OFBVRriomwQbGZ0FAVNDF5p9lRWwq+pOKajCtHsdEioUyzUMCrC4oyJelehEtb7CvMYyIo01ApDd/Hil7Ggz6auTIip0itpGRbBEnMSKkbIS0lz2JyRfbk+9ABaAlDYR+JCIjI0VQ+idI0RZ4GeSYqjnauiOdBFDia5W7GvB50s0U5BZMvAI5JQob8Mvl6g9TmGCsvo20lOoWWrCFSTRJ4TOa7mVAlcnGEFJJGzqNNgVyosUrihMNDkHiaJLJ4QnOgbwCBR0MU6IrH8GzC3vw8lkZ7qDvNcHUptfmK5phECEmlPUYzlzCpKjjdyxQBuiiICjlaqkzYTDFxgdFqjVTmmdJFzlwkWLHonbVEnTKJ+uu//mt+9KMf8eKLL/LBD36Qz33uc0xMTMzk1Xi7cJpEHR/rt4/yF996ia17J7nx8sXEieHFLcOUFhepnF3mptJW3nf2+5AdN7B1u17k8UcfRBvFWcFBrn7/v8cbuICDTz7DTx95kmppK5fn23jlbsKbPsMrzz/G3nvvYf5wxKblRdZf1M9gOkZXrsZvX/jrBPrNRUk7nrzOOZJtYzQe3Y4ZahIc84lgAAAgAElEQVSc00v+vUvwFpQQSrIgH7Cn0Wa7rHKW28Izm6CnEjLQX+KcpV1YGfDUxhY1Pc72bZvp75/P6svew+uvPkesRxmeWMHicDeL+iKeq57Dk3GbF6eaTNRKTE7u5dKpfjYX9jLW43P+ivmY4Ql4eYy+3ELKqy9g62vPsmvTOrrmDZAv1U5I3udeO8Cff/MlnHP87i9dyLnLujNZbUr8wg9o/+TLCC8kf9PvoJdc9Kb6dxoy1PhndEHqiDcOk+yaQPXkkfmjE6He0EdLwbPDUywcWE5jx2YiU6aWHyJpDZKvrT4uuTuZ+Rx4ikvO6uWsxVU27x7n0XV7Wbd5iHzoMa8rj5yD9AntowcuQA9ciB3eQfLao6TbnkOEZWRt/imTz1PFaRL1zuLXfu3XuP3227nxxhtn5TL8l+Apcaokav/kXgYtuKk2daUYahaR2sNEKY1iCa8aUgg9rApx5BAiR9trUc47up3E6ALl+jgWGO3qBhUSJhbVbDFW60XoHHndQruUCasJ8h5CaUqmQaLLBJ7CFxJpLNILUHiQ70Iox5gqsjq3m4mmTxTMw/h5Br0FDOsCuVTSzi0kNoLu1hjOC2lUF9AIi+jmGDE+ca6LQlEhXYFJWUYpx0S1i3TFeRQrPqMRqAq0/R5yrTaTtQpOQFvl6WrvR2vFvsJKcs0mUVCjVazRbDlU4FFzU1ilOCj7CYgZafq0EgnlItWkSUPHFE1IpPvJeYJFXkp+cZ5yaQn1OKbkx5w5L8fByMNJn6JqM2U9hPaIrUeVJk46GjIk0mWElHhegEsVwkGhEOH3SVpTHgjBWP8yjCyjicE5coFH6uUo5hsM0kVZW4okdOWbjEc5vIKmHZRw2kGQKZd16yM0lD3NYFIGz4EU2FwP0kaENsLHMK7KNI3EKo8pr0IubTIWaPoWLiKfm8QfaSDjPIPVXjwJsedTp4QJylRsCxODywfoap7I0wRS01eOGU+KRH6e7ok2HnnMvG7qYRfdbhKZL5DoBkUDadOShgpKNWgZhAajBQWX0DXZpuEWULMxSZhHLq2wrGQpqkmiYpEo9RBhDoRkQpZYoHup6xxtJSgrQd1qul0Dz7SZ8KuEJkUW88TSw6WGlsxhPU1PNcHThu5GE6nyxKsWo+RC/IYhUT5Rqtk6cBY6F1A0U4R5y+KFNfZNxLRliE01BWGZqnUjwzyyVWdvdwXjl6jGLeJAcVAJJmvdmHABZlGIC0uMqxJ+0qRV7KYpagTNGOiiWZqHV6/TCPoY7l6JcSmxCkmlxiY5SmmDorU0VQ3n5ejt8xiLAyZVEV0oMhT00pcbY1F+AhPMZ79Xo+nlGZdlYpXDSgsdSy5Ial5MPh8Q2S6c7cJaTV4neGnIuOyjd8rSZaeIShUOum5aOke+IokbAuUD+Qr5aAzpJLq7xEiuSqsARnikOkT0VFi2IKYU76feVgTKMkEBpCLnHGO6l9SvUVkoiGQOa0KK+Rz7cl2M5WokFqpDY0yqfurVbrr7NKNRAZX6VJJRykaTphXSSh+51OC5Js73GKssoRjFpCLPSCFACEmxKjlvZZne8ql5xLzjJOquu+7i7rvv5rvf/e7Mj9af/umf8vGPf/xUijthnCZRR0e9lfC1BzfzzUe3UisFfPT6lTz6wl52HaxTPrvGsqUpd5Q2cdFZtyKVTz1pcO/ab7Fr3Va0lVzcY7j0lv8NWexi533388pjT1Dp2c2luTa62o+79pM89cA3iZ9Zw8LBiJ2LSzx0ZQmjIefl+A8Xf4py8ObDSx5LXttIaD65i+jVIVRXjuL1y/BXdCH0ISuDEILlpTzPDU1CrUJ+7ABPrZ/ivBXdVIsBKxdVKZVKPPRKi66gzs7tGymVq1x89XXs3PA8LTFKGs9jfrKFA5WUSbGEru1TXJYbZWpoG5XhHVxYLPGCP8VGAV29V7K5MEjP+t34W3ay7OJrONAYZPMLj2OtoWfhcqSc2wrinPv/2HvvKMmu+t73s08+p07l0NU5TE9sTZJGoxFCGHGFhBgJIeA9C+mClsGWMY9FeLwlg8BwWVpO8jJgDNfL2FwDRkZgLvg9DAiEjGSUNcphNDl3T+dQuU7Y74/q6ZnWzGiCeoLk+qxVq6pOnTrnu38n/X57//be3LtpP3/34+fJJW1uu2ktHbMdO4Ph7VR++Tf4Ox5D67sY5x2fQonnX7N9j0QoAr09itoSwds9TX3zKFKClnWO2yrV7VpU/IAnJsu0dvUxvWMbuu7iiD0gA6zoq/eFO52gIpOwecvqNvJph5f3TnH/M4M8+PwQlZpPKt5wIF+JEkmgLXkzSqaLYHBzI5ja/STCcFASbWctmGoGUWeXn//859xxxx309PTMe50PnG4QNTaxl0phlHrVJdCiuIZJRyzBbmlRNpOk0hI3k6FWFUhh4dR86lacVDqFknAoVV3cah1VjeJ2JJioSqJBFSFrHLTyLM4sosMuoxSquEIlNGN4AhylhhlJ05IW+HoKO9mFJxwSbgSnvYu9JRPhl+lyCyRtjZrThe9peMLAajOZMhLEIxFqIkqsNIximITpHrJOgooWR3amqVSgNZZmXItQQkc4Np35BMlcG64nKBEhYuqYdY9SLIHqxlENB1WUcP1xTNUiTHVRCQ0KySyKFkXTNbq7OpCVabxUipLvUFYjLI4FCNNHtV0GaynawhK61ChqKdavWsbSdZfT0bOKfeM24/UyhvBJuVFGy42BbHozkglfJxrXcWMtVKVJIihiuzAtY4RI0i0Kw1OQ10IGOiT7nTQHRYpixMUzs3R15onZdeqhTsZxCMwcQTKK75eJh0BoE1ZilGMOnqZhOQp1X6AYBq4TUqmAokF/fjFDJRNEmaw2QSKdI24LRgKLknDxhUq0BlKYqJZOMqaxdsllmGYVs7qHaKAQsZIM2VHKThaCCmXhkMj20GEOUZ70MdJxRGsL6ZRDzNRxwiKRiM7KoIwSCcHWWdTTgWNVcNMakUQLBcMl5RdgSuInWqhEurEDj1CFQANEgFv2iEdzKP4MieUD+LEl2EyCU2dYupT8JDHDJRH1cfUaCXcRF1zQSjH08dAoRhJEdAuFKjO5NEa2kzHZwsHQQfc9PN3BMw1iMQuHADFcxTDTBNk0ybhBquLhqhXM9rXgaCQTVVK1cXxLpWPRm5ie2UmppiGUKKpiku/K4SZaMWJRipUSCV/FqlcRbXGEb2BqNmv6LkV4Y5SNKEGtiqIqRE2FOhb5mk97AtSoTluljKqnMfIdrEkGbC1oSEPBV01awiKGGUOEKtKK0NKSYHJKAc8gE42jp0yS+jQzVgIjeQHV6jgZdYZQhtSxMFQLTdGRYUDdN9iQs/EjGuVihCgBiqySkHV8xaRiZEkLBbNHo5xro+SFeJZFa0sPBWli6CZCpBhTPCxDJdaex3EV2qyAqTr4qk1L2iat1lFKY0ghGXM7MG1BPFllTL2QINKOFm3FsYfJJyXd2S7aOweojdcYDSWBL8lVZpAZB6tFIZpIMV5yMeuCPjMgUKuMywRqJMaKrhRVT2NQ5ohFLaKFKQzdpRKxKSgGA/kiXa0pYlbHad2bz3oQ9aMf/YibbrqJu+++mxtvvBHTNPnBD37ATTfddDqbO2maQdTR+EHIfzy1n//5by+wc3CGqy/pZGVvmn++dyuVICS1OsObW7ZzTWKc7sXvw0fwm30P8sNHf0hkn4ZOwFUr+ui//CakFGz++rfY9fImWlrHGLCqiNwiRvveykO/vJvUtoPkx2rs7XD598scLN1G0zQ+fuEfkrHTZ6y8Ukrq2yco/ccuwkINe10b9oaO47aamKpCq2Py6HiV1pxkeqjMEy9PsGGgFctQ6WqJ0tOW4hfPVrGVKuMHd1APJNrKy5neu5mCP0FM2Kwp76IWn8KbkRRnDtDTlqV/oEgkUqR9q8fzaclufYQr1P/GM11glGYwnnyRVjWB2dnF1i2Ps3/7cyRzHUe1SpWrHv/4s8387KFdrF2S5RPvW0U8YhIWxqg+9F1qj/wLCAXrilsxL3wXQjtzDqoaNTH6k4Rlj/rL43j7ZlBTDkrkaPsKIVgSd6gHIZumKsQ6epnesZeICZq/HUV3MZ22Y+ylwekGFUIIOrIuV1zYTk9rjPHpKg8+N8SvNzUGoKjVA1IxC9vU5v1HTbShL78CJZEnGHwZb/P9eDseBUVDSbaf9MAcp0sziDq7TExM8PLLL5NIJCiVShQKBQqFAtHo2Z0/5FicbhBVCWsc8KvUnUU4Wpyung4cFcYKPsJKEG3vplUrMF7TUa04Ed2ioAku6HNZGl/KgQkVq1LBiSSwu1dhFPbhlCropocat3DNPK6oUqopGIokno3Rl8sgCxo1w6Elq2CbNqGIUKlL4vkEQhFEdINitUiboxN3dRKZFIXxGjYBVmsE0/HJxVykjBIpTRFKHT/VwZK2BMWKjutOEDdnSHatI9OW52DRQxcpluU7WNfXQldLkrEpQTbVij8xTegJskkX223HjBdIFTycIIrVt5KybmBEHCpKHGG6rF/ZRU9O4Dg6pp6hN1oioemYaYOJWBJ13MMXZcqqxdoug3WrLyFiG2iazvYDM4xXCxiqxLVyVMMY7akIulqiZkIyZRM1s/h1Qaw+RWvcwkp2YjgzOFSJ6S6duTiuYxCGGqNlCIRAalFyqRjZmETToSem8NYLV+E6KiOVkFhdoKcWoWe7aUl2UCwWiZgKXl0jp1is78qzf3oSqUdY3Zpj/3QdT1ToN4dJp9aSimdpiWkMlRXiUUncjqKECloged+73oluWlSrClO6Rt+qAXS3hbJRR2JghSp2NEJ3VyeGnCBszVFMryKdiBKNRSnPeCSLB9CjMaKtnazMOSi+j0j1sGZgNYapke9YghaB1o4utGSKKd+grEaJpxLY8RRTpSkiYQmnJlje30Pg5sisXk9dOFStVqaKg1iKoCbbsXXoyFmk9RZi2SS5fIKpisJ0rUwgVaLRKJ3hOP2xJGpbH1Yqy4W9HSSSWfYUCoQiJJV2UD2JGK3gGA60tRJoFp2Ohdm6HEU3yceKRFNgtHVhpdL0tw8wOvwMpUAnIE0kHqe3K0JfPkF0dIi6N02lbBLRBFbWplbLknAzXLaih6kDWyhLAyoKfakoFQGOCIlXSljtveRtlfZlS9iidRHVYVXG55nxkCoatlIj6xboTWUJjQyKAz1tcYpekrBcZomsEYlJEAWqqS6UsIVaDXK5bmZKU1Sljm3l6cvliGWqCFenT5GkhUDP9qOrZWxnFF362JrJsOzA6e2nkDQwoy5WUCSUUWKpDjpTOaKxGIaIUDA8ZLqdhKHQo4yQUJNUQou6iLI4G6GvI8PYjhGSRplMa46UKbCVOL67CD8UCCHItoVITPKpRiXMdF0wXi4QGCE9GY1qPkvnkk4ScZfhIY90oUJrVGUoHqVQVUlGOrjq8jXsD6JUMYnIEis6HVKpVvxoJ7IGrclJ0i1txIyWE99Qj8FZH1iitbWV+++/HyEE9Xqdb33rW7S3t5/u5pqcBrV6wG+fG+RXT+xjbLrKsq4EGy/t5r6nDnDPY/swkiZdF9hcZT9Af8syIvm38ODgJn65814i4wY9hSyuUuPt/20j0dY+RrbsYd8//B0TyQpLOouk1QCvfS3PFSVj9/0b/UMezkyVFxZH+e2FLq7igK7wibW3knOyZ6ycwUSF8mMHCEZKqC0RnDd1osZOnDK4JB7hms4MP98Hy9dWeOrxGl+++wn++OZLcCyNFT0pbr9lA9/48XOU5CBs30Jl/yD2m36X5PYHeXbfC1yiGrx512aeZid7OnvpTByk7jmkU9fhv/gd/o/tPj99e45vp/+Dt02vxF4+wONtD7Bm80Fie/ewbslitk1Oc9/dX6FzyVpWXraRaDLHCzvH+c49LzNVrHPLxhW85YIWZHmK6qaf4W3+DQiBsfY6jDUbEbp1xmx7JIqpEbm8m3p3gsqj+yn+fBvGkjTWmhYUe34wJYTgms4MMUPjF/vGSK74HdjzNKvEDtj3M8KgRrzlzMwRpgjBmv4Ma/ozTMxUeeylYR55cZjv37eNu+/bxrLuJJetzHPR0hzm7EAUQlHQ+y9FW3QJ/q4nG3NsPfgd6pt+jL7iCvQVbztvRvNr8tqYnJzky1/+MrZ9xHC/QvDUU0+dQ1WvDTuawIxmiFkGSb1RQVEXFqEZELEEXdE0ft0iFi8Tj8cZ3VchIou4pkJE14hbBmnLQFMFZiRCdmA9alBg077tyJpACNDTfUQjPlk5iK4pFKw8ju2gq9MAtGZ0sFJYIwWUUBICa5e14i5t49kXX8KJT9Dfn8KruhRrIeuW9TI58gwjoUNbRxvexC72TpTQZhuAI7aGZrZQUEwwHC7uSGGEDtNTFRQhiBgGimKSSzZG4Vq2/kLi48+RjQumsm2oaiv1us1gpY6ZTTJZnpkdT67BkpRLVbFIRS2W9y5mfDyFMrSNmGeTzq9kaM+TeAmf1rhGV8SfGwFVUxWyCRtF7SIMA9yYi1YqEHd1KO1Fw6bFVWhR4pRCn3y6i5IfIW0EvFyoULVjJGwbw2mjovlk2MVApsDTozZL0imuG2hnYmSK/RUfM7oY19LpjLcwmpaMVzMIVaFnUQ51porrxDFthYefncFMpFmxcjWPThaYmglQFEE8qhDUcujZHtYMdDMxU6M730tX2yB7dj5DeyLOzv0eibiJZZpkFI19IzZd0ZUsac9Sjk2y98UitVBDq3roloapK9huGhtw1Dir+7LsmKlgyVEikXbC+Er6unTaWzNsZZS2fJyY5RLLryGUIV7ok7OStBjbcWIqQ9UYaxZl2DdcJFJ5iekplWp7B/GIQcuKxRitKYamD4KAarQLTZgkPBczUkXVQpxomo6si2Vq6KpG3s3w7oE2DA02PxfgWRFyyRw9WRdLVTk4YfPQ7j0oIiBQDELhkAj20uqajJhJ1IjB0o4kz+0Yx4pKhOwim1KY8EbpiLZh6xZ1LHRVUDHiuK6CogjSlkoRUEyFaEcEQ4TUrRhJHQbyDsmoScRO0Tazj4Nk6YrFWdyS5Lkt+8iu6qSstFHQY/T2ZRAHd+G4dmN6Al1DmCCrGqqlIow4LfFWgiDEcpO49iRlQFNBdw0mcVF0A+EpKEoK14qjmnuRM9CTirGyN00m2cETW0YoBj4giGkmazpcRvZFKdUle8NOTNUlaWiErkkqarGo7UqeG5nG8zRipkFNj1GdLtBnddPSk+SygQx7HvUZm6nS1ruKttnRCHOtWfa4z6GYrTi+QSGxjtW9KcrbpymUG6MS9rasYejg9rlrU+garjuNtExWbbgW14wSInlh7CWihoOgiKUqRGWNeEpDy8RQFYFQBJqu09eaYcnyRSiqhbpvCtcJqLntCOvsP8NPO4j6kz/5E2677Ta2bNnCmjVrWL16NX/913+9kNqaHAMpJbuGCjz4/BCPvXSQSi2gvz3O+69cwvh0ha//5AXqfki0P87F3cNcZj5BpusdPF2c5FeP/CWlcoWBsSyGH6E3GWHD1bdQnKzy2Jf/kerIE0S6BOvMKhKVvYkBXty6k1hNYWBPGeEH3Lc+ysGeFhKhQIma/F9rPkzKOnG/n9MhmK5RfW4Yb+ckwlSx39SB0Z86pTSsy1oSzNR9HhzuYeXq3TzzdIWv/uBRPvm7G1B1hZ31GtGLckzUU+weHqJzYhvKS4/Rv+EKZtoW8cRjP2O1VWCdVuWC7ZvZv8tkTziAbxW46IP/N63/7//i//zX3fz2mj7uTTxLPHC41FjJVNSiNPQkXTt20ecFBN3t7HzpWX60ZSv7rQ3sKkTJp2w++98v4sJOwcH7v4O35UGQEn3p5RgXXofiLkzL3qlidMXR8y7VZw5Se3mM+q5JrBVZjBVZlCMmhhRC8OZ8krxj8q87D7KtfTX1Sjurph4Efk1pahctfdej6kfPO7FQpGIW12zo5poN3QyNl3jspWEefXGYf/z3zdx17zYuX9XK2y7qIJewZzUr6H0Xo/WuIxh6mfpzv6T+1E+pP/0ztN6L0Fe8DbV16VnvN9Vk4fjNb37Dgw8+SCaTOddSFoyI3hhh0lQsHFOnXPMwIiYDyzt50+p2pkt1FJHAqVZwVJ3RfQc4lI2bjdv0tcUIK3HcsE53VxLLyFCv13ixPgUzIa5lga7z1oEOBrdPAVAIIdkWJZdIkzH3oyohO2jULGdUFUvXWJSMAPCW9avwynuwbRc1qpKMC+JmFCe7golpHyEESzuTCDdKqSXKuqU5Nm0ZQUqH5bleevNxVEXhTf1ZHntpGImcG4Y5ahvUvYDlPSn8oHEdH7qe60uXMFqsoUUtVNUEIRq/ycbcc7qVQTXiqJpJW1sHw8M7EELiGAYbVrrU/BYURaA688+VlmTD3r35GLsOzuDaOo4TY2S6jQxw6aJ1AARphdr+CUozgmTCotOKMRnLEQvi5JJ5dE0lKJWxto3ixKMMrOpAEYJEup+Z2hDt+cZ+HVPH0ky6syojE40h4pcOtFCaGGVoooaZ6MB0GhWHuqYAAUYsyYpaka0yje24RB2D6GxNeldrG3J6CN0wufLqC457XjnRJMtbe9g/LTkwswVJ454aFBvGV4XA1TVWplyejrQgKwpCNYnG85iRKOsumF9zrwiFdre18TnWx9KEyaKg0bc13WsiRjrZUh3Gsi2i6y5GaA0XdMOKPPXA47nRKdrcPKIeZ8j3cBTB1EiZlqRNIQhRVYXWRIx8stGqrKd6qEtJb8TCmp1uIB23sAwN1fTxsMm35+mpTIPu0q7pLF7UqPBdtSjNszvGkMIgH0nTZeTRZudbTEcGmJiaJJVwaEupDETL6KpgWWeS8ZFpREueoenGcVreu5SV/Y1tDqx+E08/8yw9Rp2+C9dTLhUZ6NiHrutUao15oRxL4x3ru9h9sEBk0QaS4y9iUUKJQZ0sxNtRQx2BhxAKHW1R/IMKIgDNUGmxowxJDSqzF4iAqAMTMyG6Imif7Q6gCZ1Q0+lrjZFLOhTGR5CRFirqUrJmkrd1p6lUfXLp1sZzUdFY57i8uGOcfMphz3BjwntFVVi7KIMbixGxdMZmqhi6jjc7oblQNKwLrqNWmMCrTnDJqkafJNssYegK7WmXdCRBMFvRnk3a7BicIWsVaI2GpCKH/ZyLWtZQHx1EnT5INhNnpCxAj2Mf0UKkKILWfA+Kas3uR0MzNcIznFFyPE47iHr++ef5zne+Q6VSIQgCXPfMOUr/1ZFSsne4wKYtIzy+eYSRyQq6pnDxshy/s7qNmXKdH/5mO8MTZYyUScdSh7e7m1iUSvJcsIRvPvt9ZvwKy6ZckqVOFKFy8cXrce1OHv2fd1MbfRwrG7K0p05EkQwFWV6qeASlAywZF9jDkxQiCve8NUmXPYAZjBPJJ/mDC/47jr6ww0dLKSnvm6b06F68PdOgCMwLspgX5FDMUz9dD7WY+FLyKD0sXXmALc9X+cL/+g3O6nZ8Q6fdMbmpM4uSSfH9eyWt6i4eeuh+QNKxpJun9xZorR6g0/DpV2v08xTwFJWHDQod3SS71nL1z59meYvNpg0u9ySeBqAjmabc0UfXjoO4e3ex2PewIxH2JQr0O/u4LNyD85t/Y19ppDEK1tI3Y6zeiBI7c616J4swVOz17RhL01SfOkj12WGqL41iLk5jLM+guodvav0xh48PdPP/7R3heQnjyvX0Tz3JhcE29j3/VezESpL59eh2/owGJ63pCO++vI/r39zLlr1T3P/MAe57cj/3btrHhUuyXHVxJ/3tcYRoOIJa23K0tuWE0wepv/QbvC2/xd/5OCKWQ19yGfqiSxa8D1qTM086nSaVSp1rGQtKwozTF1lCueSzalGaR186CIBpG+iaSibeCCpiroEiBLviFvoR/TB7W+Ns8RfTvzSHNjvhpWlaLHZXUFDrVGoBqaiFrqkYlkPg1SFs9Jk0DBNt1kFtd0zsLEyMlrig77CNLdPAMhcTS0e5aOnM3HLdSqOWCgBEL1qHv2UEUyhzGoQQ9LfNr4SLRQymS7W5NqWB3vnHUkkfnvbByOfpqfuM1zyWdrajKLB1cGYuADOc+dev37aaSsUjQqPFyQsFWtsAdmzxq9o/n3ZY05/h6cowQXA4H1MAuqHR2ZtEyfSgTjqofplcJkN6tiW0VFPRFYW4HhKbdQY1zaKv6/DcepqqsGFFnm0vjWCoCiv7MwSzcwslIgrZhEV0dq68Nd3dvCBHyLbk6OpqI9w2Ok/TnObupWj6iTM2kskUo6Up3ESaimOiCEFnPsbugzO4s31NFSGQTorSKdT0q1rDNzhyftVV69dhbXsSx2QugDqEoeqsza1CnXWG00GIpgiUTCP4SKoKK3tTpPTD/1u/vIVS1ZvXJ1ZVVJYtb2E6KLI8GeXC3m6KPUm2b5uYtz/b1HBMjXKt0VqjHTFhfX/HUkbLo5RUiNgWUEZRLaQQXJjvxelZy7OjLzBRqLGs+3DFrq7rqPFuVFVBVZTZZw1HzScXd01W9zeOTdQxUKnTkjbZNyaJORF683HEeOM6WpGLEfa24VcDNEboSbbh+K2M1H3q0ZC2tMNQxSKfLnLR0tzcPpZ1JSlVPHKzFQK6GaevTaHXXkoQSuIRA2LzZBGzDC4daKVS89k7InDTNpqhzpVPVRvvuaSNa+u4sxkq6ZjJvlqUinF0yrSqHdk+3KigGOhJMT5+OX2t8699IQSKqiLaOnGX5QmffGZupOdDlULL0i7tmchR+zlXnHYQ9ZWvfIUrr7xyXspEk4XDD0K27Z/m2e1jPL9zgqHxEkI0LoyNG7pZszjD5t2TfPtXLzM0WkZzNJKrUqzNHmCl9TxPlwrcvWsbUsIFUyapcgc1aZHN5MjHF7Pvfz+IrPwDVjZgRUedqBoy5Ud5sJLFp0DPpIo5PI4I4fnFNjtXdHB1+SJ+YTzFBf2ruL7vmrmb3UIQFGp4u6ao75hkeqaGMFTMC/dYSPIAACAASURBVHKYKzJHpZKdKr6U9EVtdhUqDGfbaV09wejzM5QfPcA7L81weUeWsbFBRkYOsjq1n0q5RtT2KFZ1Bidt2vuTyPDN/PaF3xBRJ4ghaa1WSVEnGduGrkOwViUSxOj71S6GUdizpp0dbQG/zrwMWcitbOOtLyt07BzixgO/RnOTRIiiiGm2eTqjRo6s59I6PkrWjqPp575vCYAat4hc0YM/UaH2wgi1zaPUXhpFa4ti9CfRO+MITSGiq7x/USsXpkv8bN8oT7rr2B1ewJLSU1wQPktt+lmEGiWSXIbBKsIwd1LDoZ8OQgiWdSdZ1p1kslDjP57az/1PH+DJLaN0tbi8dU07Fy/PzT14lXge69L3Y178Hvydm/C2/Jb6pp9Q3/QTlHQnWudq1M6VqNneM9ovrcnCsGTJEm666SauuOIKDOPw8fq93/u9c6jqtaMpOuDPW7a0M/mKdRoORzJqUqoedl2SUZMNK45fIbBqUZpktOHUtfY05g7UJsrsPjiDqgicRGNZRFHJWAZkj9+/7HgVJULTMHSdut+owVaEIJs42n9Y0hmnVg+PuR29/+g5+GKGRszQ6I02tjVSqmOZx342mZaJrAtMQ0W4aRyRRo0tOmpfxuxARbqmEI+YtCQb275g2WKOmqn0UPlUDaGb4JfnLbdj/eTbqshy7Zj/OxJFEdimRipmMTrqoVkpRFgi7h4Ohla2d7I83z4XiK7pP3aLq2mfXMV2KmaxpCPB0u4kz40VEApYZoredptI4vD5NdCb4tkdYye1zeMhhKCnow0ZHNsWR/oUhjp/MCYhBPnI0antrxxUSBGCjmQCp1LCMjQilk7ZMI45xcXx+iemshFyxSq7R4somo0d728EUV2riamNkSsBUlETyzjsRmtq43xpm3XyTdNCanmi6XY4zvHXFR1CyFk5FCuPIhRMQ2Vx0mWy7pEwdd68ahHb9k9RmhxrzNOWyzA+MUImbmPoKqploIjG6JCHSLgmiSPOGzPSiXSCU3ruGrbOiu7DlRiqotC/fBl6dv40I+1Zl5aUM5cSe4hcohFsWa+oAO9qcUFAOvOKKI5Gq6zT3YHhNq45zWqsoygKq1JR4smj7xm60KkDLZEMVE+6eAuCkPJ0urnCpz71KZYsWcK6detwnMOtEQMDAwsm7liMjxdJp11GRwtndD9nG88P2TtcYNv+aV7eO8mWfVPU6gGaKli9OMtAd5KVfWm2jxR45OWDvLx9nHotRHU0ot0uK1rHiAXP83xthIlA0lZW6StGUIIMtVDBMhxiMxrW1s2YzhBOBtoND1ORTNaj7J5OYVSLxCZmUGseAtjRYfD8QJqLxMXEfYdf5p/nPSuvZ3n6tc8HJqUkmKjg7y/g7ZsmGG/MHK62RMisbaOatuaNuHeqzNR9dsyU2TxVYut0iXoocTSFvG2yt1jBL9WovTTI5LRGi1ukNzZOyvbp71BI2mMIWWO0kueJrRaOUiWQCobdSjgyhVp7EVU08vSdcp2uskcqGhBJgq5AQVhsr2R5pLyI3VqKfHonem6UQctDCSSXbQ0Y2FrBKFdQzBha+woqLWmGawcYr+0nFAHJlk7Sbb2k892kWrqIxNPnRYpZWKpT2zZBfdsEsuyBpqB3xtC74mhtURRDJQglT4xN88DgJNOeTxSPfHEHy5QdtLoFFEWC0LCivdjxxdixfjTjzOYy1+oBD78wxG+ePsD+0RKqIljek2RFd4r+9jidORfziFTFsDiOv/MJ/D1PExzc1phGXlFRUp0oqQ7UZBsilkOJZhtpl+bx567KZqNvuPvVsVAUQTp97jMSPvvZzx5z+elOwruQjI8XCcPTeuRycLrG9HSZpV1JSlWPuhfOBT6vZMeBafZVt+NGFC7ILMfSjt2v8sVdExQqdQZ6UnOpYIeQUjI8WSGXtI9yjo7Hsc71sh9Q9gMyViMtr1IPGrXgZ4jpuoehKNjasQMpzdTxZ1t5joeUkslCjVTs1fujSr+Ov/sptI4LEJbLeGWSXdO7Gcgsw9YOO3tShhCGc8738fC8gHrNp6c3M2fHmXKdl3Y3WlFeLRA+GUIpeXzzMIva4kcFsIGUvDBRpD1iNgLlY3Ao1XLDivx5fV8bKY+xd2YfGSfNxYsGGB0tsO2lEQAWrzjcWnNgrMS+kQLrjmihPcTm4Wme3z3JRYsyLMocfV+bqk2jCIXYMVpfjsWh1uNXHsPJQo2yrBPTTF7cPUFH1p0bofeVyNBHygBFNQmlZGisRGsmwnSpws7BAqsXZY8qx+kQhpKnt43S1xafu8ec6vHeNTRDEEr62+ON77safaJ6e/tPehuPvDiIEApJ12Rp17G7jewbKXJgrEhn1mXNitbTPidP9/l1ykHUV7/6VT75yU+yYsUK8vn5J4MQgvvuu++E2/jpT3/K3/3d3+H7Prfccgs333zzSe//9RxEeX5IoVxnslhjfLrKyGSFgxNl9o8UOTBWIph9uLakHJZ0xGlJ2WiqwoGpCi/uGmNystaoORHgZHQ6W2tkUvuZrO6hXPBpqxpE/DihbxNICRLMUkBmeJBMOISeUkhoHkZN4pVgumjhlcGoVefq1iZjGlu7DPZ2xVktVzNQ7uKhxGbiKzp4e/dbsU5zDigZhASTVYKxMv5wEf9gCVlt1KqqGQe9O47Rk0BxjXkXaygltSCk7AfUQ4kXhgSysTyQEj88/Pv0bFrHULnGVL2xbVdT6bVUcn4RZWKQ0eEhZgIYbl1C0UkRDE5R3D1DtaoQNWssbxlnaZvCwLK15PLLqXsBDz61jW1bn8cKJxECqp6NVpVotTF0DqDQeCCbXkgnNbJ2QMIMEQI8AQVVwUNQ8WBbIs0LGYcRWaLvQI2LttRpHakigTCRQ0u047sxqnpIwZ+iIKcphwWEqZPIdZBr6yOd7yaZ68B2E+cssJKhxB8u4e2axNs7jawFIBrHUmtx0bIOMmXzQrXCoyPT7C/VAEnMrxAvDdKhHGRRZBjXmB21To1hRXtwYj0YTiu6mUYop91QfnzdUrL7YIHHNw/z3I5xhsYP1xonoyaZuEUqZpFwjbmavLQdkKrsx57ZhRzfSzixD1mZmb9h3UJxU4hICiWSQkSSiEgSJZIg1dbOVE1D2LEzPhLgueR8CaLOZ15LEHWqTszzYy9R82uvGkS9sGucYsU7ZhB1NjSeC860xlCGr2myeZivsVLzeXbHGK2pCN35czvCZM0L8PwQ19bP62Nd9Eq8PL6V3ngPy7q6GB0tMD5SxKsH5Dvi89YNpTxmJcFgqcpQsUZnzCZnv/Zr49GXDhJ3DJb3HJ1qfMiWxYpHxNLOiwrTV/Jaj3cYhkgpj0ptfDWOF3geyesuiLryyiu56667+P3f/33++Z//GSnlvAOeSLx6jfLw8DDvf//7+fGPf4xhGNx44418+ctfpr//5KLT8yGIklJSqflMl+pMFetMF2tMl+rMlOoUKx7lqk+l7lOtB1TrAfV6Hd+vEfgeCAhCgS9VfKFiWzqurWJrAUifSi1kpiSp1I6Y90gTaK5OMh7QHZ+gzT6AV6wwM2OjBnpjRCIp0b060XKJeHUGt1bCDiqYoY+oh3h1CCsgjqiAq5gKY0mdobTKcFpnOG3QTjtrS72kvSh7s1PY/RnWd647bt8nKSX4IdIPkfUQWfeR1YCw4hEW63iFKsVCnXKxRlUR1FSo2xpBwiSMmQQxA19RqIch9TCk6of4imCqXKPoB5T8gJP1OVQgqoREZZWYN0WsMoRTHcLUQgwtwDYFtiXQFR9knX2yleflUvYGeWpjFapDJWoTVWTY2J5thaRikHYVUq6CLiWFmSlkbQadOqqQyEBFehr4dVS/iC7HEWEBg4C0GpAhIK4FuFqAesR9ca+u8VzEZmfEoF4L6d9bo/dAneykf1SyiK8KQlUh0FRCTSc0TDBthBFBMV1UK4ruxjASSYxEHDPqoLsOesRBt21U02hcowogGiPcoAhQxYLcrGUoCcbKePtn8A8WCcbKMHvMhKmixC0mYzov24Kt+AwFARIQUuL4ZWL+BGl1mhZjirhaIkIFU9YQioXQYmhGAsNKYTppTCuFZsRQtAhC0V+z/slCjd0HZ9g/UmR4ssL4dJWJQpWpYh3PD+etqwhBMmqSjlvkXUmbWSGjFoiLIk4wg+nNoFWnEJVJeGWQ1bAGwo4inDjCSaI4icbnSBJhxxF2DMWKghVBGJF5qRmvB86XIOrpp5/mm9/8JuVyGSklYRiyf/9+7r///nMtrRlEnQe8HjWWqx6WqZ10i+DZ4Hy3oxd46OrpB3tFz2fHTIUlcee4rZqnpMcPUBXlmBPEn++2hHOjcbJQa4xC+Sot1+c6iDrlqt7LLruMt771rQBceumlc8sPBVObN29+1f8//PDDbNiwYS7Yuvrqq7nnnnv42Mc+dqpSTolCvcgvdt+HF9RnHa+GA1kse+wdLiLlbH6sBIlEOp2g2o3P8tCrEUmL2bIKIZBCIRhR8MfrvF08Q4oaUgokotG6IAVhKJACwkNju6pzPiYiABqZYWQPjuAUG32fZiWiKKAIiTK7bykbzichiCCEUEIAhBwTDyhZCtOuymRGZTyuMZ7QKMQtLC1O2o+S9xK8yUvSVkij6waaq2MaNt30wHZJsGWQQhAiAwlBI2AikMig8X4kNQV+0mkypQsqqsBzBDgKtLwyjzWASrnxQqKLEENIDBEQ0SQOPhktwDECbMXHEgGGCCjNTODXSggZIPDRCDBFHVerEVGq6IqcszGzfoNEQdUiaEYUVY+iSgNtx1ZS4QRrxZOUVZftVpwd7RaT3S7jNYuZskq1JBkueQyO+42yAhCffc3uRgNNn303QdUkqiIbrVC+AkgEIQohCUpk5TRpUSDlFVg+VeTSqSIuJYoxwXhaZUiahFVJWBEEniAMBDJsZJOJIETzPOxqjej4JE51vu19oC5gQhf4msBXBVJRCRUFlwiudBBCBUVt5IcLBSka56JEIkXDWlI3UXrWIFS18ZuQhIQUxAwv6S/OnYcg8bIJvGzDHkIT0AFqmyBZdkhXI6xQ+7DLEN9fZH3VZz1QUeCAozBoqwzbFiNmO0N6Jy/MnhaH0AIPw/Mwqh6Li3u4SHl4XnlDCUGoEkqBlMrcdQcC2YgYkVIACojGMjH7+6ELzAtdykEHKSCVBCWtMDCwmmg0RrnmM1moMVmoMT5TZXy6Ovf+4oEqDxU9gtAETGD+SIqOATnTI61XSZt1IrJElDJuUMaZKRMtjJBQ90B15viJ+bqFmH2hmwjNBM1AqDqoeuM4qhrMHsu5m8ahZ/TsMTp8Y2u8GvVm4eGb0JG7XHQxWteaY+t5nfD5z3+e66+/nl/+8pfceOON3HfffVx11VXnWtY55PiOd1s6wtb9U/PmVmty/uEcYzLxJq+Orr42m7m6xur0wrX86QsQiP1X43jpykeST9kUjxhA42xzynfOL33pS3zpS1/i5ptv5q677jrlHY6MjJDNHh59LJfL8dxzz530/w9FitlX6dh6LGozRbZObaMa1BpOII08Zc8Pqao+iCM9CoFjLkZRY7PfBMoh5+sQc45IgE8dLaiyWB/EoUaj0j+cfW+EU2LWY2lsoeFkN74f3m/ZCPFmr3vZiOYO+zpzqzWcJKGDNAVSVUDVMPVoY8hHzWW/q7AlUWv00zBdbNUhotjk1AhLzRhZN0MqmURHY+aZg41WAWO2VUIIRCigDkKRCFUgLBWhKghNQdEa73OfdfXwu6ni6wqdE1O0qYKIbeCaGq6uEdFVHF3D1lUsVcHSVExVQQmr7HzqHwi8UqPURzp8NMpPCIjGSDd1zSdQ5GwQoKIoBorqoBkZdNPFdlJEohlMO45uxtDNGKpmz2ux8KZGGH7+GUKvhhCCqBhjZSDJz9QbTrjSCDQC3aSUT1CwE0zqcSaFy4w0KHkaVQ/qdfB8iV+XBF6I50uqVUkYyLnAR0oJstGiMIHBTo7O6xVIYqJMigIJUSahlIgpFVyjhqPUMISPQYAiQkDiKVDWYEKR+F4Isy+tHqD6IUoABCBCGvmEUhJWy/heteFEHwqbhJgNnOaf/kIzkfl+hGY2KgtQ0BDoYYiojs+zZcWQFJLiKH983JxkhwnL166ir2VZ41B6AX6xjl+s01v2CCoeYdUnrPmUaz7jvsekHzIThnhJEz9tMVOpUarViWkJpOikXp0m8IrIsAqyhsAH4TcKK8NDVRcIQpj77DeuudlyH76YJJ5fZmT08MNNURQuvHA1uVzj2u856mgdJgwlM6U6U8Ua04Ua06XaXGt0sexRrjZapcfrPkNeSN0L8IKQIAiJRUy+8PuXYGqCoDRDUJokKE0TlGcIq0WCSpGwVkbWyoT1KmG9ivTrSK+GrBeRQR0Z+ISBD2HY6HMBzDWjzqb9HgoYG9d2I7BEUWZ/esU9DYnd0UviFO+t5xtCCG699VYmJyfp6+vjuuuu473vfe+5lnXW6XDb2Dm9B+NVnMlUzHrN/WyaNGnS5FyhayrLu8/MNDsnw2lXP51OAAWNvMgjnbBXpgOeiNNN5zNx+fz6/+eU/nPSzDXIXf2aNnO8QXlPtRm1HbjkJNYLAXfR6Z98h9zRVzaCbUy8yozRsw5/gM+h3ii5xb8/b5WFaDauhVCrAJUjmvrmsDHf/aWj/nOuEpFeD035h1jJ+075P68sW7YzPrvscC2TDXTMvs42q4+x7FSOR0QTRJIWbcljp0wd7/gWpis0lmqgZiGWPWrIWWhkYZ6txD6PUyv7kZwv6XyRSGNkrK6uLrZt28ZFF12E8jpLjVwIklaCi87B5JNNmjRp8l+Fs96Gn8/n2bRp09z30dFRcrncq/xjPofySY+VV/pGplneNzbN8r6x+a9Q3vOljKtWreKTn/wkn/jEJ/jDP/xDdu/ejaadH+lqr9VG54uNX42mxoWhqXHheD3obGpcGE5X4+n+77SHOD9dDg0s8aMf/Qjbtrnxxhu54447WLVq1dmU0aRJkyZN3oBIKXn22WdZs2YNDzzwAA899BA33ngjfX1951pakyZNmjR5A3HWq+daWlr41Kc+xQc/+EE8z+N973tfM4Bq0qRJkyYLghCCdLox0IeUkng8Pq8fbpMmTZo0abIQnPWWqCZNmjRp0uRM8YUvfAGAW265hVtuuYXLL7+cYrHI3/7t355jZU2aNGnS5I3Ef73etk2aNGnS5A3LCy+8wP/4H/+De++9lxtuuIE///M/58CBA+daVpMmTZo0eYPRDKKaNGnSpMkbBikliqLw0EMPsWHDBgCq1eo5VtWkSZMmTd5oNIOoJk2aNGnyhqGrq4s/+IM/YP/+/axfv55Pf/rTLFu27FzLatKkSZMmbzCafaKaNGnSpMkbhnK5zL333stFF11ER0cH3//+93n3u9+NbdvnWlqTJk2aNHkD0QyimjRp0qRJkyZNmjRp0uQUaKbzNWnSpEmTJk2aNGnSpMkp0AyimjRp0qRJkyZNmjRp0uQUOO+DqMHBQW6++Wbe8Y538Ed/9EeUSqXjrlssFrnyyit57LHHzqLChedkyjwyMsKHP/xhrr/+em644QYeeeSRc6D0tfHTn/6Ud77znVx11VXcddddR/2+efNm3vOe93D11Vfzuc99Dt/3z4HKheNE5f31r3/N9ddfz7ve9S4++tGPMj09fQ5ULhwnKu8h7r//ft72tredRWVnhhOVd+fOnXzgAx/gXe96Fx/+8Idf98e3ydnjZK+lM80HPvABNm7cyPXXX8/111/Ps88+e1xtDz/8MNdddx1XXXUVX/nKV864tmKxyLXXXsv+/ftfdf/He66ciq+xUBo/+9nPctVVV83Z89577z0t7QvJ17/+dTZu3MjGjRu58847T0vPmbblsTSeb7b8m7/5G975zneyceNG/umf/um0tJxpOx5L4/lmx0P85V/+JZ/5zGdedZ/Hs9fMzAy33nor11xzDTfffDOjo6MLJ0ye59x6663y3//936WUUn7961+Xd95553HXve222+TFF18sH3300bMl74xwMmX+9Kc/Lb/3ve9JKaXcsWOHfNOb3iR93z+rOl8LBw8elFdccYWcnJyUpVJJXnfddXLbtm3z1tm4caN8+umnpZRSfvazn5V33XXXuZC6IJyovIVCQV522WXy4MGDUkopv/rVr8o77rjjXMl9zZzM8ZVSytHRUfmOd7xDXnHFFedA5cJxovKGYSivuuoq+cADD0gppfyrv/qrV72XNWlyiJO9ls40YRjKN7/5zdLzvBNqq1Qq8nd+53fk3r17ped58kMf+pC8//77z5i2Z555Rl577bVyYGBA7tu371X3f7znyqn4GguhUUopr732Wjk8PDxvvdPRvlA89NBD8nd/93dlrVaT9XpdfvCDH5Q//elPzytbHkvjr371q/PKlo899pi88cYbped5slKpyCuuuEJu3rz5vLLjsTTu2LHjvLLjIR5++GF5ySWXyD/+4z9+1X0ez15f+tKX5N///d9LKaX8yU9+Ij/xiU8smLbzuiXK8zyeeOIJrr76agDe8573cM899xxz3Z///OdEIhGWLl16NiUuOCdb5re//e1ce+21AHR3d1Or1SiXy2dV62vh4YcfZsOGDSQSCRzH4eqrr55XzgMHDlCtVlmzZg3w6sf+9cCJyut5Hl/84hdpaWkBYOnSpQwNDZ0rua+ZE5X3EJ///Of52Mc+dg4ULiwnKu+LL76I4zi85S1vAeAjH/kIN99887mS2+R1xMleS2eanTt3AvChD32Id73rXXzve987rrbnnnuO7u5uOjs70TSN66677oxq/uEPf8gXv/hFcrkcwHH3f7znyqn4GgulsVKpMDg4yO233851113H1772NcIwPGXtC0k2m+Uzn/kMhmGg6zqLFi1i9+7d55Utj6VxcHDwvLLl+vXr+e53v4umaYyPjxMEATMzM+eVHY+l0bKs88qOAFNTU3zlK1/hIx/5CHB83/DV7HX//fdz3XXXAXDttdfyn//5n3ietyD6zusganJyEtd10TQNaFw8w8PDR603ODjId77zHW677bazLXHBOdkyX3311cTjcQC+9a1vsXz5cqLR6FnV+loYGRkhm83Ofc/lcvPK+crfj2eH1wsnKm8ymeTtb3870JgY9Jvf/CZXXnnlWde5UJyovADf/e53WbFiBatXrz7b8hacE5V37969ZDIZbr/9dm644Qa++MUv4jjOuZDa5HXGyVxLZ4OZmRkuvfRSvvGNb/Dtb3+bu+++m8HBwWNqO9ua//RP/5R169bNfT/e/o/3XDnZ5+5CahwbG2PDhg382Z/9GT/84Q/ZtGkTP/rRj05Z+0KyePHiOed09+7d/OIXv0AIcV7Z8lgaL7/88vPOlrqu87WvfY2NGzdy6aWXnpfn5Cs1+r5/3tnxC1/4Ap/61KeIxWLA8X3DV7PXkf/RNA3XdZmYmFgQfedNEPWLX/yCt7zlLfNen/70pxFCzFvvld/DMORzn/scf/Inf4JlWWdT8mvmdMt8JN/+9rf5wQ9+MJcX/HohDMN55ZJSzvt+ot9fb5xseQqFArfeeivLli3jhhtuOJsSF5QTlXfr1q386le/4qMf/ei5kLfgnKi8vu/z+OOP8/73v5+f/OQndHZ28hd/8RfnQmqT1xnny71w7dq13HnnnUSjUVKpFO973/v42te+dkxt51rz8fZ/vOXH0nem9XZ2dvKNb3yDXC6Hbdt84AMf4IEHHjhl7WeCbdu28aEPfYjbbruNzs7O89KWR2rs6+s7L2358Y9/nEceeYShoSF27959XtrxSI2PPPLIeWXHf/3Xf6W1tZVLL710btlC2EtKiaIsTPijLchWFoBrrrmGa665Zt4yz/O45JJLCIIAVVUZHR2dawo/xM6dO9m5cyef+9zngEaN7+c//3nuuOMONmzYcNb0nw6nW+ZD3HnnnTzwwAPcdddd5PP5syF5wcjn82zatGnu+yvLmc/n53X+GxsbO64dXg+cqLxweLCQDRs2cPvtt59tiQvKicp7zz33MDo6ynvf+148z2NkZISbbrqJf/mXfzkXcl8zJypvNpulu7ublStXAo2Ugo9//ONnXWeT1x8nc+84G2zatAnP8+YcGikl7e3t8+7Th7S98v59tjUfb//He66kUikKhcJJPXcXii1btrB79+659CMpJZqmnbL2hebJJ5/k4x//OLfffjsbN27k8ccfP+9s+UqN55std+zYQb1eZ/ny/5+9O4+WrKoPvv/d+0xVdavu1PMANFMjiIpCnA2gAcIkUaKCYozDeqKvLn0N682gxKyViCaaaZnnSYzRSNajqEQS2xgEFCeCBozSjYwNPQ+371i3hjPv4f3j3L5NS0PTTTfdTfZnrV7rdt2qc35nn31u7d/Zwzmder3OhRdeyK233orneU87lsNdjvuK8ZZbbmF4ePioKcdbbrmFyclJrrjiCjqdDkmSIIQ44PJavHgxU1NTLF26FKUUcRwzPDx8SGI8anqi9iUIAs455xxuueUWAL7xjW/MzynY7ZRTTuGHP/wha9asYc2aNZx55pl8/OMfP+oTqCfzdI4Zqh6ou+++m6985SvHXAIF8MpXvpKf/OQnzMzMkKYpt99++17HuWLFCqIo4mc/+xkAa9as2Wc5HCv2d7xaa9773vdy8cUX89GPfvSY7nWD/R/vBz/4QW677TbWrFnD5z73ORYvXnzMJlCw/+N98YtfzMzMDA8//DAA3/ve93j+859/pMJ1jiH7q1vPll6vx6c+9SnyPKff7/Nv//ZvfPrTn95nbC960YvYtGkTW7ZsQWvNt771rWc15ifb/5N9rzzd791DyVrLJz7xCTqdDmVZ8rWvfY0LLrjggGM/lMbGxnj/+9/PX/zFX3DppZcCR19Z7ivGo60st2/fznXXXUdRFBRFwR133MFVV111VJXjvmL8lV/5laOqHL/4xS/yrW99izVrzuo2cwAAIABJREFU1vDBD36Q1772tXzyk5884PI699xz+cY3vgFUidk555xDEASHJshDtkTFYbJ9+3Z7zTXX2Isvvti+613vsrOzs9Zaa2+88Ub7N3/zN094/zXXXHPMr863v2M2xthzzjnHnnfeefb1r3/9/L/dK7sdK775zW/aSy+91F544YX2c5/7nLXW2ve85z32vvvus9Za+9BDD9krr7zSXnTRRfZ3f/d3bZ7nRzLcZ+ypjvf222+3p5122l7n8yMf+cgRjviZ2d/53W3btm3H/Op81u7/eNeuXWuvvPJKe8kll9h3vetddmpq6kiG6xxD9lW3joS//uu/tr/+679uL7zwQnvDDTc8ZWw//vGP7eWXX24vvPBCe/3111tjzGGP7/zzz59f+e7J9v9k3ytP9r17OGP80pe+ZC+++GJ7wQUX2E9/+tPz7znQ2A+VP/3TP7VnnXXWXt9DN95441FVlk8W49FWlp/5zGfsxRdfbC+77DL7mc985qBiOdx1cl8xHm3luNvNN988vzrfgZZXu922v/M7v2MvueQS+5a3vGX++jsUhLXWHpp0zHEcx3Ecx3Ec57nvqB7O5ziO4ziO4ziOc7RxSZTjOI7jOI7jOM4BcEmU4ziO4ziO4zjOAXBJlOM4juM4juM4zgFwSZTjOI7jOI7jOM4BcEmU4ziO4ziO4zjOAXBJlOM4juM4juM4zgFwSZTjOI7jOI7jOM4BcEmU4ziO4ziO4zjOAXBJlOM4juM4juM4zgFwSZTjOI7jOI7jOM4BcEmU4ziO4ziO4zjOAXBJlOM4juM4juM4zgFwSZTjOI7jOI7jOM4BcEmU4xwEay2///u/zxe+8IUjHYrjOI7jOI7zLHNJlOMcoA0bNvCOd7yD22677UiH4jiO4ziO4xwB/pEOwHGOVtdddx0LFizgwx/+MABr1qzh9ttvZ8mSJbzpTW9i+fLlT3tbL3jBC3jnO9/Jj3/8Y5Ik4QMf+AC33nor69evZ/HixXz2s5+l0WiwYcMGrr/+emZnZ9Fa8/a3v53f/M3fxBjDJz7xCdatW0ccx1hr+fjHP87ZZ5/NH/zBH9BsNnnkkUfYtWsXp512Gn/+53/OwMDA4Soax3Ecx3Gc/9FcT5TjPIm3ve1t3HzzzSilALjpppu46qqr+NjHPsbll19+QNsqioKFCxfy9a9/nd/4jd/guuuu46Mf/Si33HIL/X6fO+64A6UUH/zgB7n22mv513/9V770pS/xT//0T6xdu5Z169YxMTHB1772NW655Rbe8IY38I//+I/z27///vv5whe+wC233MKOHTu49dZbD2lZOI7jOI7jOHu4nijHeRKnn346K1eu5Ac/+AEnnngiExMTvPrVrz7o7V100UUAHH/88axevZolS5YAsHLlSjqdDps3b2br1q185CMfmf9MlmU8+OCDvPWtb2VoaIivfvWrbNu2jbvvvnuvnqbXvOY1hGEIwOrVq+l0Ogcdp+M4juM4jvPUXBLlOE9hd2/UqlWrePOb34wQ4qC3FQTBPn/eTWtNq9VizZo1869NTU3RarX4wQ9+wPXXX8873/lOXve613HSSSfxzW9+c/59tVpt/mchBNbag47TcRzHcRzHeWpuOJ/jPIWLLrqIhx56iNtuu40rr7zysO7rxBNPpFarzSdRY2NjXHbZZdx///3cddddnH/++bz1rW/lzDPP5Lvf/S5a68Maj+M4juM4jrNvrifKcZ5CGIZcdNFFTE1NMTo6etj39Xd/93dcf/31fP7zn0cpxYc+9CHOPvtshoeHufbaa7n88stRSvGqV72K22+/HWPMYY3JcRzHcRzHeSJh3bgfx3lSSZJwzTXX8LGPfYyzzjrrSIfjOI7jOI7jHAVcT5TjPIk777yTa6+9lquvvnq/CdTnP/95/v3f/32fv3v3u9/N61//+sMRouM4+5FlGVu2bGH16tVkWUa9Xj/SITmO4zjPAa4nynEcx3lOWrt2LR/4wAfwfZ+vfvWrXHHFFfz93/89L3nJS450aI7jOM4xzi0s4TiO4zwnfepTn+KGG25geHiYpUuX8qlPfYrrr7/+SIflOI7jPAe4JMpxHMd5TsqyjFNOOWX+/+eee65b1dJxHMc5JFwS5TiO4zwn+b5Pp9OZf77bxo0bj3BEjuM4znPFMTcnqt2OMeaYChmABQuaTE/3j3QYzyp3zP8zuGP+n2F/xyylYGRk4FmMaP++//3v81d/9VdMTU3xile8grvuuos/+ZM/4aKLLjoi8TyT769joc65GA8NF+OhcyzE6WI8NJ5JjAf7/XXMrc5njD0mkyjgiMYd93J+/pOtrD5zCUuWDz5r+z1Wz9Uz4Y75fwZ3zEe/888/n5NOOom77roLYwzvf//7Ofnkk49YPM/0++toLH+TK2S0pylxNMb4y472GE2pKadTvJHakQ4FAJOUCF8iQm/v14/ycgQoioIkSanVjo6yfDIHU5YmV4jAQ0hxyOKw2mBLg6w9MT14qhhNXCIa/nyv/5HybNdJN5zvMOv1uiRJckRjsNbynTUPcf/Pd3LrzQ+gSjcnwHGc577Z2VmGhoa45JJLuOyyy1iwYAGzs7NHOqxDxlqLScu9XzMWkymKjW1scej/1ptc7fk5LelvmqTspAe+nbTkaBkIY0v9tGOx1j7le3f/3hqLmk6wB9Goy3b20O0Us5/zZ5XZ5/Z1O8XExdPe33x9eZK2gdrVp9ze3e92rHnqstktT2Pi7szeny01JqnqstXmCfV6n3E/7mHzVhusfuLD5zds2MDY2PZ9xmqyPXV5fHyM2dn2Xu9Rk/Fe73kyj48dqjqgppP568+kJbqdVvtMy72uoYNhkhKrDGpHDzV+8L1DaiJGz+x97aodPdTOXlW3Cv20zoPu5ajxPqa37zpnrUVNJU9av54Jq554zp9Nx1xP1LFkbGwHd9zxbYQQvOUtb8H3m894m8Zotj7yc1SRseqMl+IH0X4/M76jy9j2DieuXsim9VNsenSaU89Y/IxjcRzHOZq9/OUvf8Kd0UWLFvGjH/3oCEX0zNlSU27rIiIf2fDR7Qx/eQubqSc0iEy/wButY+ICEXqIwNvnNnU3r3oZrEXPpPjLW6AMSAFCgLWUWzqIyMPmGhF6+Cta5EnGeGeCVp6wcOUy7IImupvjDUbzsWph2bFjK0sWLEFOFHvFLYdr+KNP/dwuqw0218hGUDWYrEUEXtVYt4A2lNu6+EubYJm/G667Ocw1BJECb0Ed4Umsseh+gRwIqt8ZixqrGqLhSSNPHYu1qO09bKkJTxrBKoPwJcYYjDH4vk+5qUrS5WCE6eZQGrwlAwghquQgKTH9ApsqghOGMJ0cUfNRu/p4ixrImo9RVWNTTycwGKHGY7yFDXIKpPSoNRsAlFs7AHgjdWQzmC8H3c4ACE7wsdpi4oLcSxkYHK3qRVoian5VfsZienm1vW3d6txbi4j8J/RwWGMRUlR1sJNV5Rh6mKKqE2ou0fKXNec/b5ISfInwJTZXyHrAxEMPI0vBwMtG5+ufnqpuNtvRkLFNW1nSWoQXBsjIo0RTG21WSUivqtPFjlnG2xsZWLCA1oLFsDPfK9bguEGQAtUrMIWu6rgvkY1gvmx3N/qD4wbpjc/Ql5Lh4ZH5JNj0CkyvmK8XJldgLKLmk2UptVodIQTltu58/bHWgjKYTo7p7B3T7vMC4K9oYVMFAsxwo0qGtQEhEL5Ez2bIVgiA8CS6l2PikmBpk033P8xgY5DBRgtSRbGlg9cKkYNRVc7aYPoFcjDCJiVqPCY4YQjhSYots6BtVff61fF7c9dgOdafT0p21y0Af/EALNpzDZSbZhGhhxwIkMM1UFXibEs9lzBmCE/gL6navDZVmG6OyRRq1Cfv9BlIA4JVw3vVsWyyRzTc2Ovv1Pzfu3pQXRtJUV3rQmD6BXoqwV/RekIv6bPFJVGH0b33/hTP8xBC8L07vsNLXzAMVjO47FykDPb7eWMtvVLTDDy8uYbAT2//CpsfvAeADb/4Ca9984cIwqdOpB66bxdB6PHaS0/jy9s6bNngkijHcZ77Hn744fmfi6LgW9/6Fps2bTqCER0c3cnYtGEHcmAAeiVZkVNXAV5eNbLy8S620Pjenq90i6XMM3QHJjZuYyAaYGjVYkw3rxq4QdUw65MS9cVen9XtlGyqR+BV31NCCkpVIo3GWvAL0FMJ5dz8g0KXmE5OtquHnkqqf1qBhSQqUVnJ1KM7WDy0CJsr9NydeDObkbdTZsOUWi5pLhzBpApvMEI0fJIkQexM5mMz1iKAIovJkh5DC5bNx6x29el3pvCDkGhkmJmpKYQQDDUG6SY9Wp0mSRqTtSK6/ZwoiKiHew/xKja28RcPoCbi+X35S5qkKiUf79EK9syZUON9TFzdpR9Ppig8zfFLj8NiEQjKdgzWQAJm0yyyFc0nK9O9GYQQtMYV7e3j+FGd0dYoejJBWUt9qEqSbKpQqWK6N4PuTJIWVZK8pDlK2Gwg5wYT6XaKbqfz5bDb9EPbiPOE4bBO3JnBjMTUhoZI44TID/c59Ert7FV1KosJo8Ze7ym3dghXDdPZOE7sW7JUE/oBtV8qx91JqQi9+d4Yay0WCEbreEm1TasMeZKy7aHHWDayjNAPmNmyi7IoSPKEum2wfccmhBQsai+k5kUIKbGlRiU5fleQ92bot6dZ1jiJTtKlHtYI/XA+sSm7CSbXpKJD6AeImo9shpheMd9rlm2eIZ6Yoj4wRL55lh1mEqZyVi5cUW1jRw/hCbqTk0x0p/EsGClYMLiIodE9iXexsY01BlEPMNYSZzGNqI4nvfkyiPOEgaiB2tEjK1I86ROXUHar81eqkn4WM9Icnr8pYiKByAxCCIqNbcoyZ9v29awcWcbQouV0e7PYdkFzYJiJziQjzRFqQYQa74LR+H5If7bLZGeSJWqIwA/oPzYJWKIgqpKuuCTr9OgXCf20z3ELViJlVb9Mrqrzp0x1Y8QYTKqYnthJX3VZfeqZVewzMUxbPD+o8vN+UfW89Qpm4w6d6S7sqMpcN0eobcnZvHE9K09ZjZ9LxtpjjA6PMrp6ZdUD5gnU9l51AyIt0XO9YuWWPQkeVL1nACx+9qaq7HbQSdSf/dmfcfXVV3PCCSccynieM7rdDlNTE5xzzsvx/YDJzf9Bd3zuTovVjKx86onNW3op/7JpnJm8ZDDweMvJy4gmN7D5wXs442UXMrLkeO765ud54Cff5qxzf+NJt1OWmg0PT3LSaQsJI5/jThxhx+ZZrLVHfOyq4zjOsyUMQ974xjfyxje+kWuvvfZIh3NA0rEZdkxvwfObWCz92SmGoyYrjl8NwPZd2wDIkx4tGRIOjpJ1ppBC0i9StCeIa022/9cmWs0hBqMBjOcT+gET7TGSXpsTlq+mXmtQlhnTj2xBPe4O8QmLjmdne2zvoCZhsF41WrIyY3LXFnypyArFTL9N3pkhLlNaI4vRSmF8ny2TW1nYWsjE7DiqLFi2aCXWajpTbboIkjjG9wIa/QbT3WmyIsNiaEZNBmoNJnvTCAT1oqSbJ8yaklpQY9HgQuK0R687Qy9PqcejVE126KVVA2tyZowiiwlDn6JQICSrFh2PXxugX8S06q2qV2FHwfTENhJhGWgMUutMMZ108IKQaCSgiHtYo2mxGGMt071psjwhT2PGp/oQRqQYeu0JmmGDhUuPJ/Qj/K7BWkjymH5WJRk779sAQKM1glElsaqSrFXBCrZM7qARNkiKBGuqXkGBwGLpTI/jtSWiNUQ/6+NLn2WjS4mzBCGgEQ0AlunuFFqVdLvTlHmKjSK2zYzh+wGDjUGKzjTN4UWkWtFLOjT9CC+sMTa+mUWNETzPo5/HNIIazaGFeJ4HGy3bdmwgqoUIb0/yJBAsagwyk8eMDoww05tGWcNQY5CaHzDdnSHNE06yp9LNE5IyRf3XvegoIu7MMGYM9drAfKI43Zmi350BLK2RxWzduRFVZNSbQ6wcXY7cnfRbyMZT0uUps/EsszEMNYboJB3q0qfTm8SPWuxs7yREMjQ4yvS2GXzPp9RVo3zIi9CqoMgTev0uOq7aartmx8nLPb1JvfbEnuMVEjl3DRlrqYc1rDWMbd9Ap0zme/2mOpqBsEbkB+ya3IFXa2C0YsHQQsbGt1AbGMQLT2S210MISZInKKNIi5RaWEMKwexEB2sMC4cW4UlJ0quGHW5vj9GJO6gwJO3P0qi38Gp1JjpVnNZYTNJntDVCZ7q6cdGv+6RZzMzMGLWBIU5Ysgq1cRqARzffTxDWqA0MsnnXRkaaw8RljjfrkXdm2bRlE8N+RBpWN1fKIiOLuzy8bi3S8ymSHsYaBkeWYLHUO3VGGoNIIZlNZkl7HfwgJKw1aPfbiMmEoszZuuFRFo4sBSCOY5J715OVe3rtBoIaNT/AD+tYLEprrDV0kx4LhhbgWRCeTzYdP8lf0MPnoJOooaEh3vWud3Hcccdx1VVXccEFF1QXmAPA9u1bADjuuFUEXknYT+iXS1myZCn9qZ8xtPRXkf6+hzFMZQX/tH4Hg4HPJcct5J7JDv/30Z2ctf77NIcX8fyXX4z0PFad8VIeW/efnPGyCwlrjX1u6xe/2MWuouRVJ1UX9LLjhnj0wQm6sxlDI089jGJ/si2bSdc/Qv2051E7vkqmrTXo8Q2IoAaLznhG2z8Y23o7ueHBr9AKBvidF/42df/onkzqOM7h8/j5T9Za7r//frrd/c/tONpM7NpKaXKQtWouibW0sy5MbCXJE6Tn4QcRRZ4yTYqJZ1GFJtw9OVyDLkusNYyPx0wAI4urRkuZZ1hj2D6xmTCskfSrMovqTfwwQpcFO2Z2Vj1bWUZZ5vh+QDGXOPhBRNKboQ+0szZBfQgpPeIyBSxlkZLFPcJai7BWY6o3RdKfRSvNTrudIusRhDWigRbT7QnCqMFsXMUQ92awRhNTNfIGBhcgPMl4XM2nqRUhxmg27eqS9vec67I9Xv1+YBCjdRVv9ksNLGvYPLEZAOn5xIOjGKPRZUGW9EAIsqxPmRd4nqTeHGbT9kcRWiEQbBrfyuDIIvKsT5lXDf8JYoghiKrv1n6RoKa3IIVAyDrWGozRZHEP+bj2UtJrk/TaNIcWkSVdNm1LUUbQUyVCSOLuNGF9gCJNCOsN+ml1LEGRENWbxEmbh2cnCMI6edan1hikSGOM2Xvuzfj0zvmfe7NTCAFTyZ67+o+fvT2Z7Jkf1C9SJuI2vvSIWsOURYZAEdQDyjybL9vuXLn3ZqdQqqA2MMT29mN7xbBhx6PkZVVeU/0ZgqKOMYpeZ4qiyBDC4vkJcdegSosQMDM+RjA3XCvtd3i03yGI6pR5ii89CqWZeOBeao0a9UadGVUifZ/pzhSeBKMVWhX005g4SwjCGiUlRZYShBHjyRRQ9XDO9GdQRYYf1ciKjCJP8Lxgr/MFVVsn7rV5rD1BozWCSvoUes/8oTyNCWsN4u40MWBtNTK2jKvyHp9LmIs8YXxmnLgfz8/xEkJiI0te5ORZH1VUCcXU+BQDraG94ugVCRTVmUvSHqQ9Gs1hvCAELEmZkrZzgrBO3M/oRTP4czdIsrjDIxvX0WiNoFVVV8oiQxuFUYqkP0tUb5KnfXqzuygKxUSe0JDVsMUs6c2X2+P1O1MYo+kBuj7EdLqnjmlVkMZ9/DDEqGo4oSoypmfH8YOQLImJe13C0KPWaIEQ7JpLXhutEZJem7A2gPQ8ijQhTbukcUxzaJTaoghv+NntjTroJOp973sf733ve7nzzju5+eab+cu//EsuvfRSrr76apYsWXIoYzwmjY3tZHBwiFZrkPaO7yKE4MFNllXPO4t4Zi3J7EM0F75k/v3W2mqsrSe5ddsUnhC853krGQp9Th8e4G9+sYVH68u54oyXzF/Mq19yLpsfvIetj/ycU1706r32nxeaW+/Zyrfu2oQGPvudR/jjFYMsXVldgGPbOs8oier97L8Z+4e/A1ON4V145ZsYueBC0ts/g952HwDt894Kqy886H0cKG00NzxwI5PpNLvsON/aeBtvWn3Fs7Z/x3GOLrvnRO0etrNgwQI++tGPHuGoDtxs1iMMfeLONFoZhJRICe3ZiX2+P88Uxli8uYn2nifnGvCGYm4oXa89geeH6Mc1ZNJ+1RgqCk3cn0tUaj5Jv1vd1TaWYm54Vr0RUGQ9YAtCDKJ1gLWWqV27kLLE9wTSyzF6GlhAe2oaKQVRLQABZdGjyPvU6k3KIqsab9qQ9Hr4gSSsDaCKEumlWBMivYC4Oz1/jMZY4u5sVRZiz2vy8XMs4iphfvx0d2MsWhuKQiOFIKr5GK2wWOLO9Px7rDGUuaIoNGHkw+OStDQtMdpS5mNEdR+w+H4f6ZUU+ShFlgAWISRGb8MARbYQsBhr8aTFaIUqBdK3WA0IQb8ziTGAVST9HKUNjYFqyKbKZ7DWo0j3NFjzLCHPUqSEstCURZXwZfHuRqtFCAVCY40EAkAgvYxeRwCCWt1Ha0sQeOxeEqIqQj03HW5P8qCMRs2VkVKGrD2NtRohdg9XMwghUXN1Ku62gQSZpSg5iBdFJP1O1Yszt6xZWeyZx5enfTw/Jk96qLJJPjdcFcDzJWWusUBYE6iiC0KiDGALGs0ZVD5EkRmKrHqUgNGWxkA439iv9tEjT3vVsEBjmJmcJvDl/A2H/uwk1oLt9+ZjBLDGYJShUJao5iM9g1YpRkXzPUPVOamGsUKMKtoYU5V5mhRIKajPzckyqrpGTZEwtWs7Vvg8fgpamvRI4wLfkwSRh5QCo0t6s1MMNH2qdeHs3L/q5yCszk3cV2B9LFBt0pClfYq8xPO6yAYIPYK1AtjTs2UMGJMRSoHnabSukadVr2lZauJ+QRT59DvT2Llde74k7heEoTef6BqzZwGJiX4bIQTSM3gyJ4lDlDIMzJWtECVCaMocyjwl7hcEYQL49DoKbEIQtgAxH+fjk7Z+J6coNEGYMDMxxaJjJYkCEEKwZMkSFi9ezH333ceGDRt429vexnve8x6uuuqqQxXjMccYw8TELlatOqm6izazllrrZJK8z9hESi0cJuk8Mp9E6U5G/zsbsakif8EiHipjzl02wlBYnZ4FtZCV+RRbl5zO0lNXze9neNFKmsOL2P7Yur2SqH5a8mdf/jk7p2JGgHNOW8z3H5vkG3du4p2XPI8w8hjf2eV5L1x6UMen+33G//mfqK1axdJ3/w7T37iZqa/fRJCvh/H7CF/6ZszUJto/+AqNhc/HG11x0GV5IP57fC27kgn+1wt+i3WTD/DjsZ9y2UkXud6o57jJZJqHZtbzvNFTWdxYeMCfV70uE//3n1GzbVovfQVDr34N8imWwy0Lzdp7tmEwHHfi6DMJ3TnMHj8n6lDp9/tcddVVfPazn2XlypWHfPv7opsW1S+IeyUIQRAmNFsGsMT9ITxPUhYGKQVFmmNNQWOooCgaWCPx/IAoSoEMSQNdQpoowqhHnvtY4xEEkrI0SK+k0eyRxkMIaZD+DEk8jOeVRLUY6flkaYu0nyOlxqIwukuWDlIWGmsUYb1b3XoHrPbIshgpBUIaijxH64BGcy5hS0M8lRAMCSwpWdEiz32KPCeI5hqnQpImI3ND0G3V6A8TgiCnKOoILMZ66DIAIapjaERo46OVpshLwijAKE0uAJFhS4siIgglqtDk/ceAFkmsdocOGIQAVaZ4XgCElLnClBprDAoP1dfU6j2CEPJcodU0nl/1SOTZKBaFJwVxv6DW6CClRnoSVWq0buAFKYYAnUESC2SjSVlIlNKARZUGzxdo0wYBSTKINVXbIKr18DxFEHrE/RaeX6KVJogK8nSAqJaALbFag+/PzdFuYHSPMIoo8gGyuXkm1saoMgJhCYMMP8ywFqKajypaKB2RpwXGQGOgOi9CgJCWpD/M7oZ8GCV4MqDfDUAKGgM9vKig3w6Q+vFTCCz1Rgq0yPMMowNq9RyIq8U/lAaT48kClUJGC4tFUiLogZB4UtDvDhGEOR4g/T5ZKpDCp1QGhEFrhdaCxkAAGLSGLFXU6gLfzxDSo1Q+kSgxpsQPC1SZgZWU5QBlIaty01NIofH8QUBhbVVuRTFI3W+QZwqlDEIYfD/H2hQ/9CmKuQQn8DDGx/Pb9DotrJU0mlU5elLQ644gPUHgKYTMyLIGIKp6ojJkECJEiTU+lokqmen5BGFGkTcIQq8apgpo1UUrn7CWkPSHEcJSq/fwvQghFdZIpDeNlJJep4kuLEgJQtBozuL5PkKC0QlF3sALCsqimg+Y5yUIi+eVBGGGkC1AolROVOtRlh5Ge9QaJdYI4v4QYBkcnqUsNVqPAoK4nwOC4cFqyGaaLSCszRAEdYIww1qLFCky0GSZIIoSpPTRehjwSJOcMCowpvquzpIYr/Hsj4Y76CTqX/7lX7jpppuYnp7mqquu4uabb2Z0dJSZmRkuu+yy/9FJVKfTpiwLlixZRtpdj1EJK085l+Z9P2Ljpsc4+3mnEs+sxRoNQpL85zZQBn95k59um8EuDTln4Z4uW2M0tU33YJ93CZtSzQvmOpCEEKw4+QU8uvaHqLLAD6q7Njd97zHGZxIue/5Sxh+Y5NLzT0Y1Au68b4yrXncKS5YPsmvHwQ9pad9+KyZNWfKOdxEuWcLSd/8v9NRW7K61BKefR3TWJdisT7z9FxT3fZv6ee95RuX5dFhr+c7WH7CiuYwXLnw+rbDJ3bt+xn2TD/CyZWcf9v07R8Zjs5v4P2s/T2FKIi/k/3nRuzll+MQD2sauf/wH0vWPEC5fweRXv8z0mn9l4RuuZPi1vwZAkU5gdEo0cDxFrvnGl9cyM1k1AF/6mlWc/So3L/Ro88UvfvEpf//Od77zoLa7bt06rrvuOjZv3nxQnz9YnuhRqmlE2SQcKPB8QZ4CUuLLcYwJCSMFQuDZuTkcCqJQYefm0hgLQoIMx4kCHxFVCxJaLSi+AAAgAElEQVTV6xZdFnhBSBDtnvBfUo+m51bmkzQGZueSIoH0FI1mG5vP7ccEYDWB30eIiHCguutvi6o3oiAkino87rZ4tV0AY/DlGISgVQBSUqvvea8tyvnPBN40Xli9brSH9DRYSxjGYC22LCEEEYZgLaY0CN9Hlw0ajbjqXvEtqBJrIYgscbcJzR5BTVOUAGnVyyBLVBHiBzm2LBGeB8KrVgQzTYRK8DxDGOaIMAJrKYoqUM8rwIItC8JwCpRBA436dBWDUpR5dac+EAUQIW2C9A3BEIioQBAQmhyrFMLz5w7azp2vDmVZpyxqeLLaV1FYGvVprJqLVQuiufpg8mKuyAVaa6Co6o2f4XkFQtrq3FqLCDMCYebPNUCeliDa5EkLij6WCFtkWN+DuXlJ9UYPITVGS6TUGJMitUdY11ilUQbqzR5SdijzkLBpQO5u8GbUIjOXkYlqmfSyIJAFuxcfrqbg9BGeh9UaW4IuQQtJrTYNCGxeIKQkbCiEFfhFAdbi12toYzFFUfVmFQ3S0qNe62FKqNckZVnH2BwEqLkReUIafNnD9+3c+ax+4YVzPWfWYpWiVu+QJuAHOY3a7mvCAII8U1URGYPUJSLwUMqnPtCZu0ZKkGClR2NgmjI2eIEF36fRzMFYdKaQnkFEETbPSXoDUFfkQBBWSVMYPW4gplJ40uDVqq6eRnN2Pt5AzoLyKPDnxhcawmgKrQVeqKtrB8h7e3p6PGKEjJANQ0Nljzu+uTlXRhN5Ci8AbXykKBE2pkwEQkoC2cavKdJ+9dlaNDlXvj62LJgbCUsYTIKqbo6gNFZrBAXIkCjqgxDoIkGIBKRHrW5QVuP5dYKwOl9ZvgB4dr+PDzqJ+va3v8173/tezj///PkVPABGR0f58Ic/fEiCO1ZNTlbjghctWkI8eQue32Ro4WpOPHEn99+/Fvmil2LNT8mT7Xi9BeiphPorVhKeOsqGezawKNO02jksq7p9p3ZuIprcSO10y0OzMS8Ybc3va/Fxp/LIz77H1M5NLD3hNDpxwU8e2MW5Zy0nfqzNylXDDA7XefULl/H9e3fw349MsnTlED+9czN5poj28UC1p2LKgs6PfsjAWS8mWjF3F9bzGDrZQ09D6a2iDohak+bpr6T34I+xr347wt//UuzPxEMz6xmLx3n76W9GCMGqweMZiYa5d/IXR1USlW3dgmq3aZx+BjIM9/+Bo5jNY8qNPyUrToNw2f4/cIjNZG0+94t/ZqQ2zNWnXclXHrmZz973RT704vdyXGv509pG+uh6kgcfYNFbrmbkgotINzzG9De/wcSNX8JqTf3lq5l47EuApbXoZdx3/4m0p2J+87dewtr/3s5P/3Mzx588yqKlrf3uy3n2rF+//rBs96abbuKP//iP+b3f+73Dsv0n45uSAo3X7CKtj93d0BPVML1CJER6778nOQXMDasKCJBWVCtmiaoBZIp8btiRwViDUAKMQQmNAMzcUKFQhUR4dEkQMiC0HsZqJBItNF4JlhwrDYEIUIXCe9wQMFsUGAxSGHKqfYf4lCgEEh8fwZ5GKszlUHNLq+8eYybJsQUYCdJQDWuc6/2oFlyomv27k7dcFEhC8PtQBvD4OS1zXU3BUBvBALsTBlvkCJtjgQYaXVoKFFIDei7xCVJ0YAjs3BLhSmG1RguFZ+dWEcQgkZiyZE/fi4Z9PB5oPhkFavhkeQ6ywBpLLgrC0iJ+6TNSZNQDOV8PyrkNB/hYrTEYShTS9wmQCAShsmRU87kASlF9RlpJaAS+9DGiRzZ3jqSQ+NZHzJV/5OcUQUnDVo1hbTRoW61ACBSBxaiSiBCkJGjk1cmiqnOlVyARBFE1FNB6AuF5CAVSG3wkCoMRBivsXP2rzszus+zp3SWpMFgCE1SLbuzehy2QokaQV+dYIjBFQeTXyKxFlxojJ2nV/SrhQ4LW+JTYUlaJpJRoXc6vfLh7gRIQBAhyqQCBSAuUUNgSIl+BMdgcEAJFiW/96rPCYgAPidWamoyIVR+w1XWiq1UnrbH41f0IhPSQWqONRniWQpSEc9Wk0Yqr4Z9YtA9eMTePyg/2XENaI6IAk5fVsv6eQNq549F6vi5HeMQiQwYewsq96uJetAbRm69vAHUCUkqQpuqR1tW58rWlpCp/qzXIfPefobltzT3XyeTkoiS0PgKJ0gWh9dF6z5u1UAyUPtlc/Z6vI1pVQ0cBIVLQUHqa7kzM8mf5WeoHnUR95jOf4ctf/jKve93r2LFjBzfccAMf/vCHaTQavOlNbzqUMR5zJicniKIa9ZpHu/MYrcUvQwjJqlUn84tf3MuuaUMDyHubCTZKCCThSSNk2rBdWl5eQPrjbfhXnIbwJWMbH8CTklMGG2zspnutrLdo5ckIIZjasYGlJ5zGPQ+No43l9MUt7vn5Ll752qpGrVraYsFgjXWPTfGGs48DYNeODiecvOCAji2+bx2632P4vNfOv6a3rYPuDtJOC333Txl81XkADDz/1fTWfQ+940H8E178zAv2KXxv250Mhi3OWXIWUH0BvHDRGfx4508pdEno7X9J+cPJWsvk125k9rvfASBYspTj/r/fxx9+6ueSHK1sHpOs+Thmdoyddwpq572bYPWr9//BQ7V/a/nyQ19HG817X/jbLG4s4gNnvYe/+tnf83/Wfp7f/5UPMlIb3u92OnfdiYhqDP3qeQDUTz6FFR/6XXb+/f9m8us30Vz6ErxwiGjgeHqTd9Pe1eXMs1/MGS9azuBone2b2tz9w01c9pYXPq24N23awCOPPECtVufEE0/muONW7XUTyjk0PvnJTx6W7V5//fXP6PMLFhzcswJFnlOXHlaCwCKtxMwlO6lRRNIjwBKaEGUtgfBQVVOGmvQQCAoTIsmoS5+GCSl0SU7OgGiQo1CiQPqSmqjqowQMoEoDSASa0mg8GSKlxZ+rttZqtDUYo8jQ+J6Hh0FZAwbqRJS+QQoPaaumqRAC3/r0VEFJQUvWKYSejxcrUBqMNLSoo4SmlAUSyIxBSB8hDIlOCQmoeT4ZVXkIBKGUNPGreH0PH4lFY7FkRiGERVMt3W5MAqZKGOoyQgAlJQE+mc5RFCz0BlAYUpFR6pJAeggrMGg0CukJ/GpgI9JWQ9yEgdSkCEBjaYqBqqdDlEhbJaAjNBFAJnMkEouigYdnfJSnENJDGYVvAwpREOIRmoC+KDFS4/s10qKHsBZPCPTueUamBGuoCZ/IC/CRpDJDYvGpVjjwrSS3BqMyjAxRvsUXklIbpBDV/ByrEdajFCUGi9HlnmRUWoQ15EbhC2jg06UkQRGJkJIcgWDQHyC2mkBIIiGJy4RAhnhC0s/71KnRkDXwNAJT1TmjMbtn81iLMYrA84lsrfp57jlhAludOySFNET4oBS+H2Dx0FTPYdI2JgwE2lRJY2F2l7el7kW0aJDLHAEkJsd6llBAaat4Qu1TUpALg1d4aCEwXpWk+VJiTIHQlpoXUghNIHxKU1bXnhBoa1HGEBofTYLnV/+3WAIpwUqEB7nKEdLHVwWpTWC+RDy0p5BAYTW+8KhJH2kM0hOUViMx+AFEpo4EUpuR+5pcKzwkNenjRRGpSrFYBojmzomHLL2qtH1BaguklhhsVWYYjFXUtARfYo3El4LUJjRMA89I8CJSmVULmQQQGI+MglBKdKmpU6NHSoTPoF8nEQkCCI2k0BlNr14NgwQaNqLA4CEoPYumrGbyWUFkAmZ0l9D3UVrN9a4LpLTUpQdJyqJFz+4NzYP+9v7DP/zD+ZWPBgcHEULwR3/0R4cssGPZ1NQEixYtJp19EDAMjFYNrOHhEYaGhtm6bQdBfSlZfwvl1g7BcUMIX7Khm2CA5528ENMvyB+quj3Htz7CgmWrOHm4RbdUzOR7bgcEYY2hhcuZ2rkRgPs2TLN0tMH05llqdZ9Vp1ZJkhCCF56ygAc2zzC6pImUgrFte6+1/3T07rkbb3CQxul7Vt7Lf/7viNYi/FNfRfLIw+i46gquH38GBDXU1nUHU4xPUOqS27d8n5vWf4OtvT1PIN8VT/DQzHp+dcUr8eWe+wJnLjid0pSs/6XVgY6Ezo9+wOx3v8PQ+a9j2fs+gJpts+sLn39aT3c/GuV3/wumM07t195PfdWZZHfegJ7e9qzt/9HZDTzcfpTLT/p1FjeqpwCO1kb4wFnvITcFNz588363YY2hv/Zemme9GBnt6SkVUrLk7b+Nt2IApaYZWvIqFpzwenK1kDPPeJQXnl0lvlHN56yXrWTbpjYTY70n28288fEx7rzzDtI0YWpqgh/+8Lt85zv/QVE8yd0/5xm79957ed/73sc73vEOfuu3fotrrrmG884774jFMz3dZ3Kyd8D/ijQDBEoZCqUpjKrmRsgBQhFilaaXx7RVh1II2jrGmoCiLLDWY0YMsKU2Qk/WyZVEBzX6JiY3BULWKEyO0RYMGG3n9qOQ1AiNJDMZFo9ANihFhKFGbgIGwoU0o4VEBNUwK2sxJiS3PnmZUVro2xyjqm1GwUg1h8KGeN4ggWwQyCaJKQj9Fp6peimU1uQ2pTSGaTXNrDFAROCPIKwkNhm5hlA2MdYQlwnGehgr6IgGM6Win2fUvEECr4UyhsJYhKhVK/CJEK0LdJkjDEhrwWqUJwn8Fj2dM1lO0zcJntci9X2MH4JskuBTlAWFzclMQUqI1iWFkVgCpNegLHNi1ccXNYyxhLJJEDQYCIYI/RbKCiLZIEOS6pxeHtPJeyRlTqJyurpHp+xhlcU30PYitvkL6MsGPZujVU5gBDU5AKKBth5Qo9BqbknuCIylryzbvYAZ3UEHCxirHU9PabKiRGtLTdSrxUJkQFLmpKWuVkzTmkg0qEejFF6NrmxhyrJ6MLEx4DWY8kbY5A2xPVhIVpYoZRHG4uGBnnsoLSGxsRgjCWyIlQMIUasawKLOrmgpfUpyUWK8GkpbOkVJRwusUpRljtUGbQyZsmTYqvdD1NHUyVWJsopSCpTxUMpgjCRTBbkukbJOqTVpaSmpI/0mwgb4BGA0ngFtAxIKpKzTzftkZUZe5vSLpKo72tAzMYUpUFZSmgBPW3wC6v4wNW+Y0B9EyYDCi7CEKOMRBqNstTXaeY5HDWsUsUno5X2EgkYwTOAP4clBElW9XuiSvEzp6z7aGLTRTEZLmA0W0giGqmtKlZRlTqkUVlnSMiUvM4wNyY1Pr4yJdUovi7HKkFmPrg2JbY3UQC0YIjCCzGR0VUxfGYyZe6SZSiiNBKOBGlo05xbTMCjhMRmMsrWxjEwGFBoyXVJoiyfr+HKgusEi6lQj9AJKG1Gakq7p0ZU1NtUXkwY+yAaZKsnLamXQXhmTFhmxSjB+xKZwmI3REKo0lKXGGElaFqz3ArpetQy+8AYwRmGtJrchubKEnn9Qf18nJ3tMT/ef/A/3UzjonqjNmzfzt3/7twC0Wi0+8pGP8PrXv/5gN/eckec5nc4sJ510KvHMzwjqSwjr1WqFQgiOO24VDzywjheftoKsvY6weEH1ZG1gfSch8iQnHj9KurJL9osJxAkN2hM7OPMVv86iVjUZalMvZUFtz9CNhctPYvOD95DlJY9sbXPui5azed04p79oGZ63J09+wYkL+P7Pd7Blos/iZS12bp3lQJiiIP7FfQy+8tWIubvnenITZmID0SvfhhedQPu2W0keeZjWS85GeAH+8tNROx58RmW6203r1/DjsXuQQvKj7T/hNStezqUnXjj/2qtWvHSv9586fBKhF/LA9MOcufD0QxLDwdBJzNTNX6f+vNNZfPXbquECnVkmbvwS8bq1NM86vL10h5qZHaN85IcEz7+A4KRfYfTMs9n6D/8v2ff/gcYb/hjxLPT63bH1HlrRiZyz5Jy9Xl86sJhLT7yAf3vsP9jY2cxJQ6uedBvZ5s2Yfp+BF77oCb/zBwepn/88SjWB7LdggeDe+1bz0hf/F0XnR0C13ee/eDk//8lW1t2zjQuueOol/e+7715qtTqXX/6bSCnZsGE9d9/9n/zwh9/l137tEvfctsPguuuu44orruC2227jqquu4o477uDCC5+9FUMPlWa4glm1s7o/KyT1qEVcxORaMRGMUrczDBGSCUmjruhnIwxHCZlYwrQSFPWQCENsGvg1wY5A0pWraJiczGi64QqG0YzIjJ1ZjpGSgWaDTlFD+oZmMUunNkojUmgkw3mPSTuI1h1CI9lSW0pTtlngWZIwYFI3WShDPKMQWAqjGR2QbMsUoVV0WsPUy5yG8LGFJarXyWTJI+VyFss2DWtADjBayxAMsDUYZSz1OEEndP0m034DT3hEQrO02EWWKZSo0Q1bKM/Hlw2iOKYrPOqyT6ICtvmjeAIGwhZNmZLmgwyqmB4emVenaVIaQkFtAltvocsRpLRQFoxZnwGdkbVqxGohI8ySdGLG6svwvBCR/v/svWmwZcdV7/nL3LmnM59z77lz3ZpLpXnEkgd5YDAGDDZGFm4DbtrdYKIjCOiAjiAYvtDdQQcR8Pq9bnjRRNB0QDz8no0ZGjAYg0ewrMkqlYaSSlWq6Y7n3nvmc/ac2R/2qVu6rpIsleXphf8RNyrq7Ny5M3Nn5l5r5Vr/5bLkjHFczRjD+riOKRdYtAM6YpaGGBLGIZ4XMggd2oVZKlZAMQsYxwoZCRxVpG95OCbDWGBHYxLpYBAMXYVlBNtUwa3SCHZQdsZ56YOfywXFNGSsMrQWCFlgWm+yqStYyieMKkgvxTLQ9uYItWBRJljxEKlK2K5kHE7hiIRa1WLHlCjakjgesCZyI1VFJ7tMfI+MGmRGMl8NcZShZR1gPthiO1xgXClSMS2mZIYUFiteTvbTjLqEjkPNT3GMxdZIggVbbhNtUpw0oeXOoEkQ2HSFApOxL+7QVQWGqkDTGWISh07qkJZsoIzKUorRiMgtU9ARI1xSbVFLBnSMYmjXCFKJpXz2x9u4nmQwUkDKSJeoIkjsIqnOUHaVTW+aLA0Bw3QWQ7FOmxKeTrCMZpY+Xa9BIHPDWzUYYrsZBQXdBDqFKSxr4uIYF9h26+h4QN9d4IDcZJjapMbGtkekqcWKqeIWF2mKDp3IQ2Do4xErh6YekakiGRBkO3QLS1SSAWuqTsH0qGtNy5ujFnfoZw4NL8a2Fe3EBqdMp1gginNZbQgcki16qaLlzVHKQmyd0HGqBBnM0mFFLgEC356QpmQC7DJL8TY9WWBb29gyZdWrIAslwkjj2BZLKkUPY2xV4IzwsGXKGJ+67tPwS6SuzSjL198lR+IOLILSEuXxNq7RxFFCu9TAsjIse4QxHlEmGCAIhynpdBXXMkTSI7aLVICNUp04nqIUtuirEi6GI/uPfdP25Mu4biUqTVOGwyGlUu6eMBqNvmOt6q8ntrdzytmpqkW8s0Ztce8He2lpmaefPsEoKiBNSlboouZLGGM43RtzpFLAkgLvzjmGf3ua3lfOA4bm0hGmPRvPklwahdzTvEI8MTV/gDNPfpGnnz9PmhnqlkU/Mxy9aWbPs29YriGF4NnzbZaWa5x4+BJxlOb0ra8C41PPYuJ4j9CfnP5XsGzsY2/Glg7CcQgmShSAtXAj6YUn0MMdZOm1uQ6+FCuDNb60/gjfv/w2fnD/9/J35z7FF1e/zGObJxBCcMvUjVScvce4tmVzvH6Up7ZP8eCx937LhNTe5z+HHo9oPviBXeWz+ta30/n0P9H+5N9SvP2O7ygBOj75DyBtnDvfDYBVrOK97cME//h/ED/+N7hveOAb+vyHN3e4GN2JdBS/9/QK7zswsydO8P7FN/KP5/+FL65++RWVqOB0ztxWOH61gm2MRlcDzJmI3snP0XvnLDtbNlrdzrjzBKP+ClDFcRXHb5vj6cfXGA0jiqVrx/4FwZj19RVuv/1ulMrX29GjxzFG8+Uv/ysvvHCKY8e++XnV/muHEIKf//mfp9PpcOjQIX70R3+Un/iJn/hWN+s1o1eCHfYRxymuiWlZDpnlow20B5LIOcS+Qx52Z4MVA5H2CW0XCi5mKCATOVOZ7dCRHia1SFPJyHLpagvH0mzLgFZWJjMuRpMzYSEYxApTmEMJyMjDiXasJspKaLtTZOMMV6XEdpVNJcjSDE9ldMQ0lh0Rx5JMw4XIYVt7NJ0eBaMZyzKR44JvMAWPtYuaOFFk7gwCQc3P2DEaZWuEcbnQcli1XI4ujSlokTOMqYwNNU8vLVOqR9g6wkIDim41/0bq0QyRbbO5Y+E5mspixCDxGUYOfbfIZscCAbN1h4KbyzBaK8zEGGQVQpIMEstForFtWEv3EZdjLGPQmU8iCmx6AZYFWeoROgqlUzq2RRIbzozLNKsFhsQEvoOlLYa6xtCqIIopxp8FNP2hjxCGghsSUSdNHWqVEEXuDpfnEbIYVxuMMdiuTdxPCQOPwCvhVQxBq0+pmDH0m/gpxAmEnoevI7QMSWUB2xLsyBSTaQLLo+jYJFIhhGFLpAhL080EmaigdYZtw1a5iZBpTtgQGixh0w0Mc/UIacFWr8qKqlLHMLIXcKIObbuK0hLlhJwLa1SQhLqCpQJMAWwtsB1DiEM3LLLVtXDdjGoBpNDISs4GNww9BB4boSIzCQOKzCqIhzE7QwX4OLbBEj6NSkavV6EjaiihMcaiOzKMYgEzIC1NSzuU7ITtsYcbSeZnEqLMQViaoj0m0g5axwxLZaQQeCJDpz6ZEazbCm0gjiWeo+n5uQysfR8ZB1haIIUhSz1UrYQcDBgVS6xtW6zpA8zVQVkGS0Vc6DiUfc10yeVc5BHbuetdGBapFgcMRIFoaOF7GWfSBo5t0O4MwUAhXJ/UBSEiOqpOq2txcSiYq2Zgg6UMJnMJ4oTBWDJft1izp8AGEVmMZBFbgSsgkRmXdCN3N9QCY0VIM1nwwJY9zYWeS5oIDi2EYBSQ4Tk2xkjWtEL7FkEsKbmaNCngIIjsAlvCJkPikBv+dQrBhBxtUFykk0nGWIjUUPFDWjJBaI2noKWnOd92KHQF1WIDpSWOE7JdngJtYytDWJolHhRI56oUDy3CS+K2vhm4biXqve99L+9///t517vehRCCT3/607zvfe97Pdv2HYnLSpStL5AKa9eV7zKmp2ewbYeN7YwFH0xzgHQVG+OIfpJyrJonzVUNH7VYJlvpYkmbxtx+pBDsK3pcGoZ76pyaz9lInn5hLQ8I7oYUSg6zi3v58n1XcXC+zHMXO9x7/2G+8tBF1i/12H/k1Sk3o6dOIlwX/4bjQO4Olb74KGr5doSTt9s/fITghStB3dZCLqBma88hj735VT3nWvi3tYdRUvHO/e+gYPs8eOy9vGXhPv7jyT+hHXY4Vjt0zftumTrOye1nWB9tslC6Pkr3rwdGa7qf/Qz+8Rt3ExIDCKWov/MHaf2nPyM8dw7/0LXb/2qx0hpydq3HVMXjpgONPblSXk+YeEzywpexj74R6V+ZX2r5DtSx+4mf/CTqyH1Yjb3Uz9vdgHMbA44v1ygXrp9Q49wg4P+7uEOWtXjn0iJnhg7/+ewGxsBtU7ki5VoOd8/czsMbX+Enj/043suQmgRnXsCemUVVq1ddi4YX0NkIx15m+NijbC2/DSkFC0fewdaZU6yf/WeqS7kwfvOdC5x8dJXnntzYZeoLRn0sS+0mwV5ZuQjA8vJe5sCjR2/k3LmznDjxGAcOHMH5Dicb+XZDsZjT8i4vL/PCCy9w9913f0fGoK1OLeCNxsh4RCIcsqV5zGCMbG+RShdRKBJbDqnbpHVhhC4XIavBUNCYtilYGcadzK0sD9nXrSFO1cWyJTKIWdksIkcDiiJFl4ogQy5t+WTSJm34ZHHGtJNgBSH9sSHTLmZuilojIRuOEWlCEGo2sgbVmQJuNEaV64jNNtsdiZ5qgICdzNBJDLMHG/T6Gb5K2G4FZFUXhCIAZKfPelLCODZkUKo4uM0QBHTcAr6XIosNRNQm3RgRZxkrQY1G0kNXK7iehcuYQWLTSZyctXA6JTFg5puMOz1Wej5Sgytyt/ZWWGWfFTEIwCp5hEJRVCmb/QJ4CoxicclGRCFg4e5sgDQkczPoQUZvuIMvNUF9Bito0R5b2PuX2HxxCLZFWklp20XCXkRFhwR+gV6sqIsA41hI1yayVJ7nabjFziBDOy7DTkbVtVAqo0uZ6f11xi+2CYOMxo1NCDp0EweUS7PsMLiUu+U1DlZxwjHhOKGT2siBBmxmD5cQnQFjp0x7e0KVflsTGeVsdmnBBykZjzM62wly0GOhnhHHYLBpdfM9zSo5hG6ZC1GG6wscr4cMINWCjlNnZyBxtGGmLriYzIKdEXRGaA3NpRoyDLCVpNsHt6RQ+2okSpMCVk1R9g29YcRG6DMrA8JEs+VcSWGxJSWhTJBmiK6WSMMIaSIGYx/l2TiOhaP7pE6BLI7AUgTSwXIzdNUjKVk4URvQiPlp9IU2fePjzk8zaiX0NwIWVYCyBNnyHFmWMytqW7D+5BYIzdJCCrKAGcUks3NYRiNXW4yNj27U2WlnuN0xM1WJdjxkGLHdh+bBMiPpodOMHlDfV2L1zACph9CP8Z2UC8k0CInxLKZrKd21ADHMmDtQYBBbDJIU2Qso7Ztl2B9DGbTwWYlSClWbxoyFkS6Dr6wDkFQrRLbEHw8JZInu5hBlUmpFg3tgmthY2Dtt1voOJGUW7SFGC5RKGESKLLOxPENLNmksFGEc0BuCW3bYOd9HkiHjMe2eh9ssE4wzmuUy/dU+xarDKLOxfRunZFMgRvseuh8w2hgyCDVUiqSlBpiUUXtAzRPIqocKAky5RFcIyrZFkkXItI9oVBgmkoInKC65ICVnutvcXPzmynnXrUR95CMf4ciRIzz00EMopfjVX/1V3va2t72ebfuOxPZ2i0a9Qth7hmL9ZixV2HNdSsn8/AKr6y2WFotklTxPwOleHkd0rFrcLeve2CRdHXBw6o5d+vKlksfn1trEmcaZuLaD12cAACAASURBVOqVak0cr8CzG2MWmw02L3Y5dEPzmqcbx5Zr/NMjl6jPFJGWYPVi91UpUcYYRk+fpHD8RqQ9SRbXOosJ+qiDV1yqvIOHaP/jJ9EThiTZWATHJ9s4jX2dSlSmMx7ffJI7mrdQtK+M50JpjlumbuQLq1/idPdF3rF8/1X33jx9HJ6Hk9vPfkuUqPGpZ0nbO0w/cDXZSvm+N7H18f9C/1+/cN1KlDGGv/jcWf7h4Yu7vy1OF/kff/wW5qeKr3Dn9SF98THIYuzjV691776fZHjhK0SPfJzCu64wdD5zvs2///hJ0kxT8m1+5SfvYP91sNll2vBX5zexZcI4+gxvX/wt3obk/3l+lb84t0nTd5gv5ArT3bO3869rD/Nc+zR3zNx6VV3GGMIXz1K4+ZZrPmvUfgohHWo3fS/Dv3mYC89tMLdUwyuUKDffQG/jCxSm3ortN6k1Cizur3Hq5Aa33jPDY5/+KJdOn8CybO54+3s5cvv9rK1dolAoUvsqIhEhBHfffS+f/ORfc/r0s9xyyx2veVy+i5fHrbfeyi//8i/zS7/0S3zkIx/h/PnzuyeBXw8+85nPvA6te/WYqy2xXdhhpHyCsWZ8McK1JcmOi564ebc2YsCBmoSX9LG9ndIGvEJKOM5eUqsL27CwzybyFLgxDCQDVcMtlzkXgjWtsZRkHAEo1kObufkyvec6mFIRhprEs2nMTJNlhl7XQJDQ66R5W8bkylzhClW5lj7GpOxsZ4TjjB4ShJ/zr0+g63sNgMN+ipjkTeyOFN2Ri+rHaF1Cpy4UAUvRtqYgAiKYnmnQG+Y5bYDdMemObLY7RdzJ9qi9Wk4fbknC6TKdrZTLDA3DxIGX5KRfXUlozLi0WynomTyqfCWnnM/SEr3MgjgFuwKeRSpszESRX9nNx+rhzFfYWs+/kZsUc9a+ME/yq8MU36lh6uT5pCiy8xJ6+NWVFKwiWBGDsaGvyzBJa9daD5GOh07GbHQchHTRrkF4El30QRvWexKyCsQK6g7EMRubGdW6CxJ8Ken30jzRKaAbVVbiCaGEFFBJAYNV9CHJ0AKCcYJdKaM9i8HEgKenaoRpyrqyMWkCjk1arwGGzVCCKrK47NG9EIAW2DtXGPD73ZR+N59zWIpLkcUuk8kEYaDBstCNiRGsWCCn7MqHM9UwpoKNgrIFfU1sKYQCLE0QGCj6GMdmfVug/TznX5JJhlpAo8DGToTxXArtjNEwXzvKFuhGHTAMixZ+0aYnE4arMdOzDl17ijQ10M7LR6UyfZVBySWVCamlaI0skuTKWuz1JnT0Thmm4QrBeD4mOz0bijaomJFdADvFKEHmKvqBBLs4oSyXGN9iFMN4xVCppWT1PI9Ta5CP31SzgcgMJi6jtztspx7VUNLrJEB5d76vmBqLBxwGvZSeANdOSSxFkMKgn9Lv5m9rGCZQ9NGA9jyIUwKjwFdsjYDaFJPtgygBOhrd8OmuJYANhSoUJYi8XgAjfXZSyXTDxalc2ct6QYq0FP2sQk16dEcpsbAou5pgpIma16C//Abj6zLJ3X///fziL/4iv/ALv8Dtt9++SzTxtfAzP/Mz/MiP/Ajvec97eM973sOTT74+xAPfahhj2NpqsW/GYHRMafqea5abnV1gNBpiRjUSuYkxhud7Y+Z9ZzfBLoCc8wn0kHnnCmfjYsHFAOvjK8HoQgjqM8tsDC0W6gXiKGPfwWuzvt2wr0amDRe3RswtVlg9/+reWbK5Qbq9TfGWKydr6YUnQFio5Su/eYcOg9ZEFy5M2iaxZo+SbVw/5fCLvQuM0jF3NK8Whi/0L1Fzqzy1/Sw7Qfuq6zW3ynJ5iae2X5+4rNeKwZcfQvo+pTvvuuqa5fuU7rybwWOPYtLrW/yffvQS//DwRd56+wL/+0fu4xfeczP9cczvfvQJdnrh167gNSJ58RFEZQbZvDoXk/BKOLf+INnFJ3dJJkZhwv/9N88wW/f55fffjmtb/LuPnaDdf+1te3S7x3aYINInOFRdQkmFLSU/dWQeX0k+9uIG6SSXyuHqQYqqwJPbz1yzrqzXJev38fZf3Q+dRYy7z1Co3YR/6BjZ1DzdESwfytdUufkGhLTptx7avef4bXMMewP++c//AysvnOT493w/zaXDPP4vH+fi80+wubnB3NzCNQ0b09MzzM8vcurU0xN3ne/i9cJv/MZv8LM/+7McPHiQX//1X0drze/93u99q5v1mjHsaUy3ghVOUZJNmk6VcuqS1cu7J0wFu4COhpic/xhjMlxp44ucTe2yAqXDATroU3XKyHDI6oURmxfauQvrVA2qZaIQlLTx/dy97DK0gdW1FF0poyzFVKKJgoT1lYjNlTE6vTJ/TZZishhjKYxrXSGKlhZGOnsVOnGZTvoKDAaThHt+a3h1ZgpNTBYTD/o5QYCt9iiNl8diuxWjM4ObBtgvoU3OhcWXQAiYGCRb2zoXRDEYo19Cbz1pUxqxfX4Hk/s7UlA+5SgijRIQCmMmdygFQtBaG2OAubDF0cE5TBajhEVrPeZakJI83048wjJp3g7ACPa2xbKgVKDfzfLrZkJIHwzILE1amwEk2bCPCQZ7+tkcrVCPNvDSMUiD8RzSNGNnK6K9lbByfki/91XfI8cGS+btcGz8YpWKV86fGY0wScQgm5TBYOkYqVNQijiIKCQxJhpfzs6L0RnGZKxeDPPcUCYjjjVGpxNa8NzrwehJO1xnNyeVp7yr3wtQ0i8Zh8kacJMYEweT8gm9QZorX5fh53WlwWC3xtZGnFOIm5SsWkAXPYaDfM4UhKIsypicW5v2jmb1YsRwmNe5vRmTpvm81eMernJBKbrxlflPlhL1BpMEAgaTpejAZsqrT/oymXuX/zAULhuPXYfOToxCYIIhJhpR92rU3PruGqpnhsqEqrzXTTDRCHS8O047WwntnQiMRk/XoVig10mpe3tlRhMMWHlhh94wv884Kv83Cel103xtxuM992Ap8HON3hiNHvfytXK5zizFJBHZ0NvtP1Je5R1gohEmGLC9dWWtFuwCtq3yFHO2otvO58Z4mLF+ZofuRhfHeHyzcd0muY9+9KP8zu/8DklyOdt1Trt96tSpV7zPGMP58+f57Gc/+7pYBL+dMBj0ieOIqjfCdpo4hcVrlpuby3PYjEYehUbIaLzFxWHAm2f3TuJBe5P16CwH5W3oMEV6isVibmlfHUfsL7/ERFY5QGIUJTIGwMLytemdjyzmVpszqz0W99d59IvnCYMEz39lMoDRUycBKN5yRZFJL57Emj+268oH4B3IhdLwwnl4U644WLNHiC+dxEQjhPvaT0ee3jmFJSyON47u+T1IAy4OVnj70pv5/OqX+Ne1h3nP4R+66v7bpm/m7859il7Up+pWrrr+jYKOYwZfeZzy97wBaV/bTav8hnsZPPwQ41PPUrz11dFkX8b6zoi/+PxZ7jgyzX/7rhsQQjBTL7A4XeR/+7PH+eO/f5b/+b+583WLtzJxQLZ2CvuWd75snc5N30v8xN+RPPsvWPf/LH/3pfOMwoRf/cAdLM+W+Z8evJ3/5U8f4w//+ml+7afuQlmvzo6TasPn1zssFR2e3XiKe2a+f/dayVa8d/8Mf3ZmnYdbXd48V8eSFjdOHeNU+zTaaKT4KivmRMn39l+dmG/UfgqjE0rTdyGEYHToLujAwlJ+emapAtOLb2Br5SGq829DOVX2HaxQdr7EoNPmLT/2YRaP3EaWJnzmY/+BR/7lE4SlZWZnXz6X1vHjN/PZz/4TKysXWV4+8KrG5Lv42viVX/kVHnzwQQDe/va3f0uZ+b4e6CAFk1EYXCKJIyKVx2E0DSRZTGRSGkGPSjqiJRxEEpIA5cm2Xio2MKM2W+TMa3PE6GGHhuXjZwE94TAOxxS9Msqr5MlBLZu4v0GQBlT8GoXRGp502LaKRDql5hQBw3Sa5ynSJkOmKY6bW+mDfot+FlJXYAsLpIUoTr5xWueCcpbhJgOIx/S9Kr1BCyEEzdIcJhyQodBxTCokDdsiTCJ02mdaS4RVQFg+rSxCCJiNE/o6xSvPopAUnQpYNvPdpyGNWW/mcbq+qxiFm+g0wRKCxC8TZRFFt8x2sANZiolDmnaRYTogVAWK2lBQLhhFonzs1BCbGCfJQCpmLI80CdBGE5iUyJkIcxMFphy28KWiqS2I8+D/zSxGOUWiNESGIxrlWcYY4ixk2imRJRqSSVJTDFvJCGHZFLGgVGfQ36DuVSnrmDgO2TAa37IJsgSZhrhaXznRCDoY5SMsxVTUwwCubREEmo43hyHPZaTcImkyQEo1YdhLsdBYjse6TnOFTEocp4w77FKOIvpAVXkop0w77GLCITdEqyivwilrmiwL8FUZK+kx0j5ThWmS/gbaGFxbYbKEijSMdJ7wV5MhytNsjnqoLKPhlNlOxxilaFpFGA8p6QQjNVtpSrO2DxENIUtIyRgnOTdcyaviY+EIi3GUELgZldI0OgmIhxfAmyVMQkqWhxYOY2ERmww7GlMvNtFBj8xIVJIrqrLcwAx3II5oAkNp8LCw7QImi0AqsGySLEbrCNcuQZJSsYuYpI/RKbaAVLpoqQijPN2AQFBwfMatdaYmqtYgiwgnCmTRsikkmjgN0BgaqkBmEvrCoqY8xGAn3wv8ClY8JNUa36TUkphLmUaaDM+ASFNEljLQl/PDAX6ZQhzhOyXkYJuqydCOz8HRi/S1wyVV4kjnWQJvhhXLxUyMJE0UW0muqE05eR9MEmB5ZaKgh42gKDVjVaQVDDCWomL5+FpjhIJRl3kyBlkPz20ihSQIh8yaEYPKQQIVI4DiuI0qNAhVEWyPYpYr2Dg+46BNwSkThwOUXUQbsONvbD7Sa+G6tZg//uM/5qMf/Sg333zza7rvxRdzKu4Pf/jDdLtdHnzwQX76p3/6epvxbYWtrU0clSH1NoX6O15W0KzV6thCsZM4FICzO+tkpsDhir+n3M7GBTaicxzybye51MM9OkXFVhSVxdporyW/L6eBIVZ/m2q9QqF4baG94NksTBc5u9rjnvsO8CiwdrHHoRumr1n+MkZPncSZX8Bu5kw9eriD7qzgHvvJPeVUrYZVqRBdPL/7mzV7BICs9SJq39WnSV8Lz7Vf4FB1P77aa2U42z2PwXBb8yY2xi0e3zzBjx1611XjfnszV6JObj/D/YtvfM3Pv16MTp7ARCGVe+972TKFm25GuB7DJ77ympWoj/7zC9hK7ipQl7HYLPHgO47wp596nhMvbHPnseZ19+GlSFeeBp2h9r+8y5nwSqhD95CcfZjkjvfz2SdWue+mWZZncwVkYbrIf//DN/KHf/00H/vMGT74A6+OTedke0AvTrmnAc9sGA5Wlvdcv7Fe4lDZ5/PrHe6dqaGk4MbGMR7bPMHqcOOq5LvRpdz90Vnat+d3YwzD7Udx/PldI0jbn0dtjykFW0AuBM4eeBtblx6i33qIxtK7OPmFT6DYJuBNzB3MXQQtZXPfD32Iv/8v/xGAZnMv0ctLsbi4jOf5nDt35rtK1OuIe+65h9///d+n0+nwwAMP8L73vY9m8/VZD99MFOMho/GAucF5UgPrxcMspNuYqEfPmWZRRgzDXGCfAwLLxyrN05oc9lTGmyg0qbEpmg5TSZ+uUBSlpioyAukzm3ZR/S220nxtlaUmlJIZ10eZiHrWIc4kwq1QzUKU7nGBfF3biDx3EoKsv8Hs+Dw73iK2XcRC4AhDzQS0eldOYKasjL6WTA3yFBSNkcByyqxZTfSkLxYCS1g00h7lYYueM83IqVNIhxgE4QiaekxTD7DDPspboBzuMNCSppXnjbLCHrGGhdEqq6kidSxqOsbPOmxadebaz2HZLq14mrJOybIOjighENzg+qxkFooUmYYoy6YiBQWZsZFaYDRTykA2Iop7FJMem8WDmFST6pgj8SW2tUGKXNSaHZ3DMrlwXFIlTFalKwqgCpSiHkJLSoDlWHlM/4SsqyChpnxsIREGrHGfguVjxWMa44lBqHyIkYZYB9iZzaxSjKTCYDElx6S9U3jCo2IJRlrCuIcnBAdMh8Qus5oqTDSkLGGcXPZ0EcyOziGGhqBwgEZwgcgu47UHzNWnGDtw2ZcwDHcQmUTYRVQkIRxSKc1RtV3GacxStIUhRoiENaFyYTjLk/9WZUZNGGrDXD5cUxqtCrjZGCfcAqeBYwz7e0+yJWv42YCGzOiUD5MFLXqjPpFdpKZc9rk+HW2xKCJiCb4tuBSBhyAddykkfY5nPdYim4EzNZlnFrNJRGo5VJViJ+gjEJTTAfVok0CV6XyVIW6/0MTGMIiGuOmQffEaF919YPkgFZ4wkEWEk0yzAsFMuE5dCXqlA7S1Yqzz73Y26mPphAIZA+kxbbkMhCIyKcUJC2BNXZEPpy2NJfbKi6XeOcpxm0CVaOo+toBlA4GRXHSO5oqTtJlSCo+Yts6VIiEdSGOWVEpGnr+UNKBCQN2bwUVSiraZq87QjsaMVInm8AxlZwpUgSTYYdp1iUzCdihwhIWf9KlFm9h2lQKCkZqiEaxR0wPa7hwq7mP7U8y7FSACHaHNgEK8w8LONsPiMhsJNKMWRYaE/iwkkIUdtkWRJCpw2EoYdFuM7BoGmLc06TCEb3KeqOtWoqanp1+zAgXQ7/d54xvfyG/91m+RJAkf+tCHOHjwIG9+86uLl7neZIXfDJw82WWmlm+Qiwfuwi/vfZmXk4AZbahTYjtNOOiUuDAOUbLI3QdncF9imX+6t05sB6iyg2yNab7pAAAHakW24mRPUrGBLqNok/U2OHDjW14x4dgth6f50sk1brxlnr93nqKzNaL5lqvdmi4jHQe8cPp55t/9w7v19le+zAho3nYfzlc9a+voYaLVS7t91pVbOf/3Am+4Qr35pq8xinvRDwesDNf4wK0/dlWf1tZWsaTFPYduJrFD/vCRP6Urtzk2vTe+aHq6xPyzM5zqPcf77vjG0xtfbufOk49j12ssv/kexOUEhddA55476T91gump4i5739fCidMtnj7X5sM/ejNHDl6tAL/v+47xz4+v8A+PXOSdb/76SCsuY+vR00Rugbmb70BYe7eOl76b8T3fz8YLX+KhR54hTjQ/9cM37bn+Q80yl3bG/O0XX+T+u/dx1w0vr1xArth8+bkVFksejpsrP3cfvJHSV51q/iiL/PtHz3ApS3nDbIM3l+7kz059jNX4Enc1b9hTtr29iTszw9zy3mcPO+dIwi323/x+pmfyU8t2aFMLN1Hrkuab7t4tO7VwF+2NJ3DcA5x/9hEO3/Z9PPpYjX475NhNs7vj0jx4M6vrm/RWnuLo0Xe/bD+PHTvKqVOnqNU8bPtbmxz65fDNTmT49eKDH/wgH/zgBzl79iyf+MQn+MAHPsDx48f5gz/4g291014TxHCbA76NKzU7mWRxdJa6pdlBUo23cS3NcOKdLwS4WUBmNEezbQZWiXq0jcpC3PJhymnKAKhFLVxp8IVhv2/j6D4Jkq3JM6tSs290AQMMivtxBbhonLiFm+RkDJXCYRrhGo6lCLwZ4nRIPVxHWgbCVYy/hGtJpsjzBh1Lh4ROlVg6FNIhmCvzXBhDNe1SEJpMOoycGmq4wkB4lJSFLzXltMXzTp16uEFFarbdI/jKwQ8ShsBUuEZRlJnSKWNvFoSgLDRY0AUq0TaleMxUFmAAy2TUGWKSISKNKFkgkyEj3WVY2o8yGonN3Pg8ZakJSvvxo21iu4JjPKZHF/CLU4R2BTfOTwQa4RqOU6RISsFSuDLFJmeby8gt7J1M4qdDpkwf5cyRJgG+hKE9S01EKKvIljEsjM7g2Q5JcZEpC3Q3VzhLXhk36ZEYGAtJamApXsdNRwy15pI6iCcMdQsgRRiLqnJJMSiuxNw0ZIYMWwQ6BTkNQtCQGTaSDBinGmEMDUvjRpfwlKKXRZBFeEHK2JrNEwyRKymlZMBYVfGlIdACT0BdaOajiygLtB4z0mUOmz6xESgBCAudWZTHV3I/OmQsji5QlJoUwdhpMGtleAKauoubh9AwNTiLAcKxxgP2FfI1UC7ux6DodQfI1GUxaaOTgLXiESQaR4BrYsrDF+g50zQKk33NjPGSNgWnRoBCjPNwhyXTo5JayHREWlrCD1u4wYBu6SARitloHV8apoMV2sUDHIpXSFSBvrHx04jEn2GoJQKQJlfup2TGQrSByBJM6QBpeJ6i0PRKB/HiHnbcpuUvY6tcYW/qHm18MumwNDqDa9VoqQZa2hT1mHKchzNUsiHOZHwcAfFLXB+bMsUjBaloa7CMYYkeWvm48ZDYriDSfHZMWRqpOygJZaGxoy1cnSGTPlhQz7Ygg8yASgXCGPrOMlpIFpJ1AiRzWYeBlsSqQlP3cQSU4nU0kCWGkcq9M4rBOkZYOALAUAo3aDjTOBK8dIg3GNItHaKetCHrslVYphJvMpUFBGaEowMswMRXe5Z8o3HdStRb3vIW/vzP/5zv+77vw31Jospa7dpuZJdx5513cuedVyiyH3jgAT7/+c+/aiVqZ2eI1t+eVOqXLq2yf8pg2RUGQWHXMgi58LG1lf8/6wQ0dInnohUsb4ELXVjwXfrt0Z76Vs+doTa7D7lQZnS2Q2ujh7AkU8riuZ0+65t91CSI8/TKgLoaoONtynVv91nXwmLDZxgknHpxi9mFCmee33rF8oPH85gdefSm3XLBqccQxTpdaoivulfMLjI+cRKdJOx08xMzWZunf+E50ld4zrXw+OYJAJac5ava+PT6afaVFul3Ig66h7GExWdPP0zdXG1pvqVxE/9y6QtcWGtRsP2rrr9euPyes/GY9qOPU33bO9huj1/xHvv4LST/9hArjz+Dd+DA13yGMYb/9++eoVFxufeG5su+u3fcuch/+vRpHn1qlQNzFUwSkV46iRluI6cPohaOv+p+GWMYnXkCa/442+3gmn3eLVvcj3aKfOrJDjfun6Fgiava+O579/HIMxv8Xx97gv/1f7gXW728knm2P2ZlEPC+AzN8ZeMsTX+KoK8J2Ftn00DNUXzhXIuDtg1YzBaaPLHyDPdN3bunbP/Fc9gLi1e1a+fClxDSIbMOs7U1YDSI6LRDjqsx2yeewn3r9+/22al8D2btMZ57/BOUqtPc/tYf4smnHuHEo5eoN6+4uPbHCUXX5uFP/xWF+j6ai9dWapvNRU6ePMkzz5xmoblINoyxyg7Cfvmx+Wbiq9/zV0NK8W1r5ArDkDiOMcZgvYJB49sVBxuSjXEurFalZroo6I7zoGY1OYQuSo0ENDA0kunh2ZyemStxr1ODswCUJAy13A2KrgQbSAnaaGazDtglQORxLUBtch+Am/QouzCIYP948rsGNxlgOxbJJIbq1rphZ3yR6KvCf9ykx9CfpxhsUAQyC2TBpj24HMfSJ041ZZPgmZCiDrFQWJN+Hhk/TyIktshPduQk/qXWsOl2E9w4V/BMtEXk5PKIZ4OVBZSSDmpCUCAwzFojPAWDEGbMEFKoFQXnh7AUnEMJ0O4cjjQ4ApxRfurjpCOOAtIBwi3sdEQmNalSqGRENbqyTlxxRcy6PPNKUhNPRn8+3gAgTWGAw3y2hZcpXOpowNchheE5hNEMpcRBM2X1GCRgi1zA1QbURPgtScnR6AIqhkQVyKSDF+dz4HJLjlZzF+n+5NPkx20OiBFjf5453+AMIjCGcLw1GSuYthPCSYiKLcBKA5QZUwhbSJORSYcsSalGWyiZM2EsRKuUstEuY4TUEdVRbghTqcaSYF3DcOiYlIqVJ9l1hODm4Pnda56Ami/oBmb3PQK8JJycYriJ1DHEAcWhxZEZh7N9aGcjnCyXSepZH1VU7DctCmaLi3F1d5y8uEsN0EWbzuRVVpJJzPVkLSxUJelwnVoW7rILNCzNVPgi2hhUElKVktRWREmbetxltghRCO7kOf7knRHugMjXd314brcfC8FF+sV97Jf5Gm0YyLz89KyZdZnKuthKkGUG14XoGqHVMtMsDF+gIjUoHzsLCJ0a99GlUZCMYsP2SCCNphBtk71ke6xHrStsH1zZa/bULwBjyLTmQHQhT0/gwmwJdsYgA001Or/nXgmQhZRGKygdUfUEvfCKXK+yiOlwAymuxFPVhi/uqoP7wgvYk33G11fkkfuOlrm+lLnXj+tWov7oj/6IOI757d/+7d3fXk1M1GOPPUaSJLzxjblblTHmv4rYqCxL6XS2uXl+hFe+6RXjUNLWmDq5sBFmdVq6yr2FvRtJmkT0tte48Q3vxF6qED+/Q9oaYc+XmS+4ZAZaYcxCwSWIUla2htxUzrDGXZqzryzIHJrERZ1d7bOwXOWRL5wnGMf4L0M9PTpxAlko4h/JY5KM1qRrp1D777pmP93lZcgyxhcuQjW39MvmQbKVp3Zj514tnu+cwVcey+W98WWJTrkwWOGtE/e8gu1zQ+MIJ7ae4seP/Mg1Xfo+ffFzPL1zijfMXU3y8HpjdOIJTJpSfsO9X7Ns8ZbbQAiGTz7xqpSo05e6nF3t81M/cAxbvfzJ1RtvnuXjnz3Dvz25wvzGOeITfw8vCQRVx+7He+t/96pOv8xgCzPYxrrt6pizr4aQFqcrb6KzYfOBOxauWcZWFj/9zmP83n8+wT8/vsIP3fvyFqQvt7oUlOT2qTJ/fXqFw7UD1ywnheCWeomHWj3CLMOzLI7WD/PYxhNkOsOS+ddBJwnxxgalO/bOA6NTxr1TFGrHkVa+FtYu5QLZ3EKR4Jm989f2m0h7lkpljcbiD2I7DvsPT3H+hR20NkgpGI9HDAZ97rj9Li6O13j4H/+Md33o11D21b7bs7PzWJbFxa88R7HbzaP4lcS/ax73xld2t/0uro0/+ZM/4S//8i+J45gHHniAj33sY0xPf+eNZbMkmY7P0ysJPCUAjaVTmlbOgFV0gBi0ztBGYEchrg9KOWghaRYlFzu5shEnGTNlExnNuAAAIABJREFUi+WiII0MtjTEmcCRsDGEmbgFcYvAnWKpJkkzg7JATkQYSwqkEKRa41nQjQzGCGq+oFmzOLuZMV+WDEchttbUSw5SgGsrpIBuaGCU0y6XHJgtS1YzQbUoIdTESco4ziBqUS1ZzBQEvXGItD3KLvQiCOIMaVKqXt5315ZkWYLnpWyNJbMVi7VuhyPugPLUhMU2XGdDGpQSkBi6o5hCFLE07zNTFDm7mNYYY5hzNaPIUCtKDhVahK5gtWfQxqC1YRgmHJpS1Is2UQajOKBelbRHIY5vUXQsojhlexDTrPms9gyeza4ScvlU7zIOT+XC7GF7hyQxWLYhaW/tal2OpSnYAgJNzRcUbU3NFZOYUkN3mDCOU6arHqu9nJF9f00yDIesDcAiZbaqCGNNyVdYMt/HCgqKtiBKMiyVYMxF7AymHegPQ0JH4tsWWaap+5LEFcwJjc40UapJgjUuS9n7KymNcUgv0CA8ppTG1zuUCzZF3+bcTt7fhYpkra8ZR/lgNEoOyzWBJSWZgfNtTXl4gbky9EcxrbGk5F+RTcZhykwB3IncOFuSRFlE1dZMFV2EFKz0QuoFQRGD5+TEfkdroKIWli9YsiRSgkRzWQM6ZPVZmyj8RQfiKMSVkvkpMCmMoxQj8jk8XcoNEHNexPZLbN+elbLZz3Cs/B0drnvEUjMYtanXJY4FoSvZGe8wXxZcjFISY7Hf6XMu0yhLMlcRoDO2RoLMCCqjS2hjCJMMIeAGb4fU0ewMYoy0mStZV9akgTAxFBwBxrDZCbAkzHk2vquwrYgwFXSCLnO1vN+OL4hSjYXGVhJXCXw7Xw9JBpnOeVc2J6KDZ4OnBMZoxlGGZ0t6EQyChH0VqJX9yX4BzaKkWYQLXU1/lDJbFtiWoejZaAMbg4iyL6g4Bldm+J7NKDKM44z2KMWx4FDTyckzhWEUJsxZNmu9jCyN0cLGsS0ONfK+eNPzDNuvP6HWK+G62flOnjzJc889t+fvaylQAIPBgN/93d8liiKGwyF/9Vd/xQ/8wA9cbzO+bdBu7+DZMVIkuKVXPlJMt0bU3VyROT8skGExZ/X21rdxEWMMU/MHULNFkIJ0JTeJXKZx3pgw9J1b72MMNH2FJfpU66+ca2Z+qoDvKs6u9VicEFCsXexds6zRmtFTJyneetuuS5reuQDRCLV0bXdOd1/e/+GLVywqVvMgJuhjRlcz6L0Snmuf4Wjt8K4AfBmXBiukOuVw7Yob4p3NW9kJO6wM16+qZ39lHxWnzMmta7O1vd4YPPowamoqZyv8GrDKZbzDRxg9eeJV1f1Pj16i5Nvcf9vLExVAHv923wGbO8/9CfEjH8eaO4r/7l+j+KH/E+eOd5Oe/iLxo3/xqp6ZrjwNgFp8dS68D42WKImA26r9ly1z84EGtx6a4pMPXWAcXjtDXi9OOdUZcc90lSAd0Ym6LJeXrlkW8tiozBjO9HLr1NHaIcIsYmW4tlsm2dgArXGW9tYTDs9jsohC7UrS27WLXRzXYvboEno4JGm19tyz3UrxfIvZfbn73v4jU4RBQms9X6sbG/lzF5cO8IZ3fpBRb4fnH//cNdsuQs2UqLDe3sA5XKfw1mXUbJHgkVXCp1vXvOe7eGU8/fTT/OZv/iaf+tSn+Lmf+7nvSAUKwIQDlDDEccROf8xOPySMU8ZBSN1NIQ1peBm+IyjImPkiSL+CljZ2FtLpjxkFEVkSUbFTsiSiIDQVFwajiCgMGYxDPBHiixAwOMEWaZri2jAax+z0Q3b6IRuDXICb379MoAVOscaBhqBka6LqfnxCuoMxqc6Z0gbjmN4oJjMG7deouLBQ1kxPVZmbn0YbgxeHFJWhIGKKpQKVqRlqrkGJlB1rGiVBZiGjcYhPDE4BUZ4mTjW9YUirM+aSmaFvNymrGFtkVEoeO9TYltNESUYSRRRFyOGa2E387irojWLiVBPHGRuBw04/xMoiSlZMHIW0TYkkSemNInQaUbXj/5+9N42xJLvu/H439nj7mi/3zKqsqq7eVzYpkuKmhRYxGNBjGoJIwRQgChjBBCx/MiASggESkiBZkAEJ0AePpYENCpZGM+AMRXGxlpZIdqs39lrVtWRlZuWeb19jX/whXr7M7KylWdOUhxoeINHVL+LeuHHi3ojzv+d/zmEuG+N6Pvsdi07fomgKeiMX3wsYWS6SgJ7locrQHdgUVI+SHjGdkyhoAUrskFUDDJHofL9jMRjZtHsWvZFLf+jSHbkQOMSBQ0r4lFISiwXwXZvu0KU9cGgPHOpdGy8ICHJz9IcO09mYqhkxtH2GtkdO8TCUiN7Iw/UDWv2kzcDyGAxtdvsBnaFLs2vRHzp4YUwYBkRxhBaHOJgQ+nSGLkPLYTByGDkekoC05DKdidB1lSAICIKItAplI2Axn3gpRo5PvWMRRyEyISPbYbkkqKVjilNTmMKl0XOIiLFsj5QSoeHR8RQCo0BejyhoAVNmAGaeVKHAyAlISz5K5NAfuZTUCBnojlw6A4eKESDHPiiJLWS7Ae2+w6IWMI2H4/oMrIToVu/a7PSTBAyzOYEsJ2BOk0F2HELHY2Q5xGGAKQVEvsNBN7G9sgacKQkKqocpHJQ4oJaOqaYiUipsRRXajo6tFuhrU+x3LLoDC1/PszuSMaSArOziucm8qhgBju0ysDx0XLTYIQoDHDfAlANSKZPWwKE38lAkUPEnz7PvCSRiXMfFjlQGmSWESAC1reRIzywjE2HKMUbs0OwlmS8dLyStJKDEcRx6QxvXD5EAXQZTBcf1yGsRaSWgbMRUz5zHknIoioyHghx5VFPJJsPQchhYHpYb4AYRXhCBniJTLhOFPqPYwPMCFCmiakb4rk1r4DByfPpDFxH52I6HHcSoIkAQ09Gm2R/EjJyA4cjGEB45HQqaz0I+WcPkpwlHt7c3flhyzy6gKIr4kz/5E65fv84Xv/hFvvKVr/C5z33urlSJj370o7z22mt88pOfJIoiPv3pT5+g9/2oSrNZJ59KDEE9vXDHc8OGhVHNkR8WuDmSwIBysAMcGW+tvQ0AyjPLCFVGqaXxdweYQMVQUSUxSXO+ut1DAFnNxBPgjBqks7cHcpIQnJ3Nsbbbp/ozF1BUid3NLisXT9PgnPU1wuGA9KOPHo1/NwHL8m3oYGq1imSajNbWyT2eeGLkqTPje1+ffMDuJg2rRctp87GF0/WfbnQ3ADibP7rPhysPIBC81njjVCIBSUg8XLmflw9ew48CVOmH5/0MLYvR5UsUf+pn3rHXLfPoYzT//b/Db7dQS7fXT6vn8Opqk0+8bwntLjSvqLvPvxz+OaGwaD36WZbf+9HJMf3pTxE7Q7zX/gp5/iGUuQfu0BOE25cQ6RIiX7vrvfRHHm/sRXxIX4NdD2bP3/bc/+7DZ/lf/+RFvv3iFp/8ydM0t5caPSLg6WqezX4SD3AnELWQNtAkwY2BxUOlDOfHRZivd9dYyiXr0t1NuPf63Ml+7N5VhKRhZI/GsbvZZWY+T3qlQBNw1m6g1RIdBL7H+pV1iu/L4Y1ukC6ssHCmiBCwudZmei7H3t4OmqZTLJaQyhXmVh7h6kt/w4XHP4SqH9FK/f0h1jMbVKIcl0UHHiujpVKoSwWs79zEeXkPpZpCuYuX+cdyUn4U05nfSjzJpN6PCIIIN1UjFhLG2JtjxypepoaNIDZkRBQSBzaBlswVjwqKN2SaJGbHM8rgtKh3bDyjTJQuoTkNpNBDFmBHeSK7i5+tcKBkIIxRpR6RqRELmUjRcYBe04VUwjTYs2yk0EHqHu0Cu2YV3W7gmlVCxcSKBQnXZirxsITQabkYlk2gZojQiTIFIllBBiRlGltSiCUZXyugjilQfhgh53JEgNsHWZaJylNJnR1FIzDLtKKYwBzH7/rQFzVIQ2qwSbvvEJtlZjIxkgDXD3H9EDszT2zIeONUzyIKiYWEFQlSTp2pNPjZWWwhodlNQjVNqJiIOGQ91Eh5CdXPSdXY8BVEKoNu1Sdj7lkeVm4GSQ+QZIvI7SAUHU8vEEY+mtPG0ctobhshSRRnZ1D8EYGaoRfH9Ma1qwz5AOKASDbAPyIvRZKCo1cJe/v4mASlWVBjzN4GUSDwC9NEkoYgRnU69GIF3zAR+3WYnkaJbGwtSy+WMJxdJCFhZZN3Zhir6F6SOTESCpFiIKXzWJGC1e0hOl0OziwhZQJiBJaQaMdANtE5QEZJ7KMghINBTJiugmrgksyPvUETOQgQQFA8Zr9oOfpxRCzJE2aZo6rYQsYc7uCH4wyGQsbXCwRaBidwklgrXUV3duhZHk56lqEXEUsKRn8dZJmWMp3UkAL2Ahc5sIiyxaSuURyj+COkyCdMGYjQBzcp9mVn5lj3I+TARfE6IFSc/DSp/s0T5axiScbTktjavhdzSPKOFINAyCj+kFjIWFqJ0Otjexa+ZKLiIERMmJtFD2wkJZ3kvw9dsAYEoxCR0ZHjACc9A0LCkhTaQYBGi16Yg76NIScb7oGWYb1uoToaqtcnkg0GZoWBD4IIpAiDhFZq5Zaw4hjV6uNrWVKDJL5dU4EooDsK2N3tgZYi0FIQRaSCI4aLF0QQRPSMMqFkEttukvZckrDU5Lk2Aw+jtzdZL5rbQQo9hkoekKCcJh9EgMemLxFFIaRrEMdIUUgkJAJJQkQBzcE+gZqm1Q4pbl2GqX/aWov37In6nd/5Ha5evcprr71GHMd85zvf4bd+67feUdtf+7Vf4xvf+Abf+ta3+OxnP3uvQ/gvShqNOqVchKSkUPTSbc+L3ICo76JMpahUpmh4MboI0J31E+c1d9fIlmroZhI8r8xmiboO0chDEoKaqU1A1NWtLgtTGTwrMcq6jZ27jndlNsd2Y4gfRkzP5Se0pbfL6I3XQQjSDxwVJQ32riLlp5FSt45/E5KEvrDIaJyJEUAqLSQvtcbGXcd2KJfaVwB4oHzfqWM3eutMmRVy2lGge1bLcK5whtdu4216uPIATuiy2l275fF3S0ZvvA5hSOaJJ+9+8lgO60gNX/n+Hc/7h9d2IYYP34YmdyixM8T6xv+GKkX84fDneHZwOt2+/v5fQORrOH//fxJ79i16GfcVhQQ7l1EWHnpHoPC5S/uEUcxPzDgEO3f2/C3Wsjx1X5Vvv7jF0D7pjYrimJebfc7lTEqGys3+FgLBQvbWpQMAFEmwnDVZG5P983qOKbNy4pm729sgy2i1o+LLcRxj965jZM8ixgB72Hfptm1mFwtoc3MIXcdZP4oN2Vu/hOd4SFoNewzwDFNlaibL9nqbKIrY3t5kbm5hUgfj/qd/Gt9z2HjrxaPxXGky+vYNhKGw+MFknR0cJB4sIQlS719AymhYz20T/xcaD/pj+eHKTnNEkJnBzswRKgaRrOGkZ/H1Am5qihiJeOytjyV5AqCSH2ICLYPdkbC8DIGWwcouYuWWCLQM0cjCMWt4RglHq0Knh+IIzEwmyQ4XRfhGgVBNESm3SCEchnhGMTHmAMeo4Rg1QjWFlV0gVFNJtotD8fwkxXkUEW/tY/lZ/KZNIJtEsgJhCL5PpOjEQQhBgG/kJwZ9NDYMiWNwPUIrJApjGJdbCbQMgfa2BChCgBA4qWn8TDLOcTgxDjlsdYrYORm8FUvyZNxWkMMzp4lllViScZUCATqxJBMJBfoDorGJHykGkaQkwDG7SPy2rG6RrBDoOVyzimtWE4Nay06eh5VZwM8vgpCS+xAiMaDH4qRrOJk54nH9L88oT3QTaCmcgUJ4mAVRCJyOhDcQRLECUjJPvFQF3yjA0IIwIrYdgr0ecaOVtMnMTfrEdYn3G9hRHjszh5OdwzPLROPSJqLTnTyPCIkYMdE3QiRzLbuAnZkfjzGHk07mBzCZH26qSqDl8AIzmR/Hnl38NiZKhEwspGQ8Axm/H2KnZyfzPlIMorF+wlSNSNaJZDWZU1GM25Nw+gpicxs63WTskop/vFaSEARo+B2X0IPgeHmU8ZgCLYWTmcNJJ98S17xF5s8wTP6CACc1jZNOvt2RkHG1EnZmlkjL4poVfDlFWB/hBBk8o0JcbxMM/IQFJASRUPE9mcAWuLaOlV0kQiaSknUTOT6OqyW6j2MccwonNd74jCJ8NYejV3DbAbHtEAchkZDH75OZo/ELga/nE3CWW8LKLeHlbmNzSBKx5xNuN4k9H0/O4lvJOoyjGFFvQLN18vkpGuF2k7BjEykGTnoGS5QIWxaBlgbLRo4jIkkjko8xq4RI3hHj9RBLCnZ2fvLcfPFPn+L8nkHUc889x2//9m+j6zrZbJY//uM/5nvf+967ObYfKWk26+TTAXp6/o6GZthMjDu5kqZSmWKopphSfAJnn2gc8BjHEc2ddSozR1Q1dS75KPi74zS2ps6e5eL5Ias7PS4sFOh2ZYSk0m3scjc5O5sjjmFjb8DsYp52Y4Rjn6ZUWZffxDi7gpzJTMYW7l9Hnrlzamp9aZnR+gZxmPDwhaIhlecJ6zfu2O64XG5dpWqWmUqdpOBEccSN7gbnjlH5DuWRygPsjvaTeh9vk/uK51AlhTebd6ed/ufI6LVXkLO5d0TlOxRtegZtdpbhyy/d9pwgjPiH13Z5eKVMJX/n5BjOs18hHnZI/Tf/M6XFFV651iSOTxrgQtExPvw54mEb9x//7LZ9hfvXwLeR5++enj6OY777+h5nZ3MsrKwQ1W8kxf7uIP/yA2dwvJC/fmnrxO9rA5uuF/BkJaG+3hxsM52ewriVIXdMzmRNGo7PaFwR/lzhLKvdDaJxFil3awttZhZxLBbTdxqEfh8zd27y2/bNZNdx4UwRIUkYy2ewj20MbF9/Hd3MkKs8SOA0Cf1kbc4vF6nvDdjd2cV1Hebnj9Kxl2eWKdYWufH6swA4r+1jP7+DMpcj+4nzVBZnUFWNvb2jNSxUGfM9s0Q9F+/a6Xn9Y/nnL+F47XqpGgxHEEVESAR7PcT6TcTNrcQg7B9L/BHHiM0txMYmWDZEEWIw9lx4Hrhu0rbVgVabcLdDvNc4aj8YQLeX9DsagWVNQBW9Prgu1BtHhujhZXfrxDsHSfv+EBpNxPpN6PWT6+3sIvb2k/sARH+QuCfGBULF5jZie7yJsLOH2BpvCgoJJz2DY04l/WxsTq4pdveTNkGQ/IVhMtZu7+j/gUgoBDf3wPNxUjUcvUrc6sN+HXFQB9clHAZwMKbPHo6510fs7p+83s4uDIaJ7ltt3JGGU/exvWxiNAYB2DZOX8axNDwpm9yLlWxYRdsNuLmN2D9I9BPHyTjH4EPs7CW/e35yrNXGNo4o3L6Ww5MyhM0hYmMrOXc0SmIpAYJgosfD+ZA0PPrOi15CfxLt5PmJ8dgO9QWAndglotsn9kMYHUuUdPy8OE50cXMrmR+Hz92ykgK7gxH2UMdOzyZAOAiSMQ1HMBhCFOGJNGHPPjK64zi5p2PfLlutTuZcPLKIvZDAl5Nren4yJstOxuG4BPtt3Pp4ru8fILZ2ElA2Bmq+ryM2NpPzAVwP+odzdQ8cN5kbvT5+bOCkZogUM7m3ducI8Fk2YSCwU3N4By72UAfbSebz5jZia4dIScAcEYibW0R7bYhiot19iGN8KUssJOL+kHCnCY6TrNlGM9l02G0QDBIPqbDtZNyb28n9bm4jDurJMx2NJveUnLM1eUfEu81kbtSbyRy7uYXY3SeSVMJYSfRdbyT3N372QaQR1ZPvYaDlkt8P79vzsOMCgZYn8GW8gYQT5hLQPj5H+D5iawdbKk+eq2eU8UIjubcwRDTb4Dhg28l9bO9MnqFYv5msScdNns9olMzjw/U+ltX6rYtY/zDlnkGUoignqgxrmvbPIkHEvYjj2Lh2D0120FK3pxpBQuUDUComxXIFT09TksbG3TBZxL3WPp5rUZ0/MsKlgoFIqQQ7yUdyNq1jhxGvbLTwg4jFcpooBDM7Ra/5TkDUOLnEbo+Z+eTf+zsn+aShZeGsr5O6//7Jb1FvHzwLeeocdxJjeZnI8/B2j8YiT60QNtaJj+8y3UacwOFq+zoPV07TzPZGB1iBfSIe6lAeqSYxO7eKfdJkjfPFFS61rtz1+vcqcRgyevNN0g8//I7TlR9K5sn3YF+/RtDr3vL4y1cb9EYeH3vi9p4YSOpxBavPoT32CeSpszx+oUqr77BVP523Rpk+j/boz+FfeQZ//dYALrj5KkgKyvxDtzx+XNZ2++w0R/zkIzMJ6Ipjgp3Ld2wzP5XhsXMV/vb7O3j+0Uf5lWYfQ5Z4oJgmjmNu9rdYyt6ZKguwmEkA5uZwHBdVPIsd2OyMY+W8nS30t8dD9RNwb+SO1tzWegczpVKqJt5gc+Uc7tYmkesSBgF765eYXXkIM5fQ/5xBQueZXy4Sx3D50mUURWF+/iS19swDT9Nr7tJ9YRXn1QO0lSLpjy4jNBlJkqjVpieeqENRFnLIUymcN+rE4d3Xz4/lpPT7//Rc+XdThoX7cFNzhDstHDeN0xY4XRl/TBUKFZMIBdHuEu20JiAjjpN3kN+Px1SnHDRbCQjY3Yexl0QMR3jGSQZFMIiIB2MDut7EsUzY2iPY7+P42aSPsUEtuj3wPOJub2LwimYb0e4gRsk6DEYxoTr2kHk+opXEx9q5JezcEkEvPAGMaHcm/xTrNxHrN4kG9pGxewsRWzuJsbrXRmzvIjpd/KZDcDAi3txPDE7Ab/tYPQO/6Ux0AAk48h0ZYdmI9ZvEvbd56G2HuHMEVD1bSWiAQgLHxcktIAYDnLiA1wqg3sYXaWLbI2wMIAjwhnJiFJLQwlwp+f6KjU3E1i5i/Sbh6nqiT0lJQOfGJqI/QOzsMWIKy80S7PUImg6eOPK8iXoTgEg2cDoStn5Ev47qXYLdPm4H3Lo3GUMyjgU8s0ygZnFa4HTl5L+NENdLjfvUCFouYmxgOw1/ok8ArCTWJ5J1PEcj8DXc9DTeMNGNaHew1Sp+3cZr+DhdGe/AxrMUHCdFsD8gaI9rKo2syRxOjP1daLaItpuI/QZOegbR6+PZRxtqotsj3m8iNreJ2kN8vYDXj/HV4sT7g+3gpqZw07XJvAtlEzu3hG8UEXsHsN9EtDonPIiBlkO0Owy8Ct3SIwzz57Czi7hBJpmPUZQY/vsNvKZHqOh4IoM7kLEz87ipWqKLupvotTMGIwBbe8Rj0Of1IlyzimeUJ547SNanuLmFr+Yn/dmZBdz0DL5eRBzUkw2G9Ay+UcJx0rjmFMHhegujMd2xmNB5D+evUSbQcrhKEacZJaCq3kSMLCLZIOj6DNUFgpZDPLKxWzCSp3EHMl7DS87f2UMMR4wKZ+nlH8JTC/hGEbcvcHrJ/Yexjm3UEI2jd5NvFJLNguEIsbk9uS9ndLIeKPuN5P0QGoi9fcRuMka/5U7WO44DG9tkcncul/LDkHtGPRcuXOArX/kKYRiytrbGv/23/5aLF995yuR/TtJoHJBLJYtfz9zZyAuaVgKIVBlPzxBLPTTXB0XCHW1i5s/T3El2u4+nQhZCoM5m8W52iaOY2XFyiZeuNVBkiYqePMpCdZbm1qW7ZsHLmCq1Uoq13T4ff2oBSRLsbfVYPne0wOzVaxDHpC4eAZmonoxNmrqzl8VYTgCOs76GvpDoRK6dw7/8t0TtLeTKnZNvvNm6QhCHPFo9bbhf6yQG7/nC6TFUzDLTqSkuta7yscUPnTr+YPki/671H6lbDaZS737RzeHqDSJrROqhH7yocPapp2l/7T8y/P7LFD76UyeOxXHMN5/fpFY0eejsnWPKvFf/EvQ02qOfAODRcxUE8Opqc1L09rhoT/0rgt0rOM/8G6TCLHLxyG0fxzHBxsvIcw8gtLunhv/O67toqsTT99eQVZHwpjdfRz37nju2+9n3LPDqapMX3qrzwUdm8MKIS50hj5SyqJJEw2ox9Ecs5xfv2A/AfFpHFnBz6HB/8Sgu6lrnBjNRhqDTwVg8Of+cwQ1Uo4qiJQZNFMVs3mhz5kJ5so6Mc+fhr/4SZ32NHSuF7znMrTyMak4jJBV3tEW69BC12RyyAvXGNkvLy6dqPi1efIKtZ18gfmuItljAfP8CQjpaq9PTs2xvbzIcDsmMPcBCCIxHaoz+eh1/vYt27vaU4R/LkaytrfH5z3+ewWDAX/zFX/BLv/RL/OEf/iErK+/cS/x2+drXvsYf/dEfEQQBn/3sZ/nMZz7zLo741lKLLKydg6MfxnMyOARGhxSqQzHKyS6wEIjIJ5Y1ZEkiiCL8OIZMEc3t4OkJJVuKfCJZJ9B8AjWDrGoEUUwwToB0KBNjFIgllUBNEyop5MAm6saIVBZIvDixkAi03Kk+MMsQhRijkxsFgZadGH2K10ceWvhmGc1uYWfmMEYHeK5GlJlHdbv4Rim55yhCkMS6SKGLFDgEWo6zhQjMPGv7w7GuckihizA0Qj/RlW+U8I0SGUPFshziONGZm55BH+0RSQqRlCFUTHS7QdD1CLQcRbWH44dJXNJYL4o/OqIaSjKRJOOM4zdDJU0sSRPAFsk6saQiKyqqouMyQyQl7wlzsAlCQpo6hz0aoo/2x9dIvFByK9FvYBQJxjSmEPD14lgfYXKd8XzwxjoEcYKSZueWknPHVLlQyhC+vTydJBMjY2cXJ/2pbodYUkFSiWQdKXRx0nPEjgy6IBirIFKOjGFnGEF24QiwxhG1UpqDztGcPZwngZpGs+r4RolYSEm8TJB4ZGbOnOdmyyOWtWT8gJ2ZR3O7BGr6SP/H1kKkacSRh68Xk5gn5fR3bHEqi+unOOhYoIEIPWIho/gjiEMCozihjGnrVybXiGU1odO2IuJjOnKlGSJZY6aUpm95jJzT8cuBUZr0KQwN2zntRYkllUjIhFoaEUWJToUgOsw0Kyd0t+PPNRiv9VCYRKpJqJgo3oA4N0NwuAHntIiFTKhlOOZLTOYQEYGancwLZX8LJIn09AL2fp2w54CsEqNiy7Uk1eT4viX7iHV/5foIAAAgAElEQVQiAn/Sh2ce2SyF5QfYG5fziSR9HMtojP8/Od/OLiIHIyJJS+Yayfo9QakEGDOOnIGKWlyiYjWAOyfcerflnj1RX/jCF7h06RKtVotf+IVfYDQa8eu//uvv5th+ZKRePyCfDgAJLXX7WJU4jgmbFkol2dk5GGcki9pNtNQMzjDZGWrurGGkc6TzJ2lsymwG/IiwZTFt6hDHXFnvcP9SkeE4oLc6t4jnWtjDW3szjsvKbI4bOz1kRaIyneHgbZ4o+9o1kOUTtLSwvgaqgVS480RVp2oomQzOxhH9SZ5JYpvCvbt7gl46eJW8ljuROOJQrnduUDZKlM3iLVrCg5WLXO+uJcGlbz9WSoD+5da1u47hXqT72jiG7P4fvBC1PjeHNjvL4MUXTh17c73NzYMBP/e+JaQ7gONo0CS4+Qra/R+dgJ58WuPsbI5XrjVv2UbICubP/I8IRcP+5u8T2UfzIGpuEA+aqGeeuuv4HS/g+bfqPH2xhqkrCElGmX+IcOu1xDi5g9y3WKBWSiUxX8Bb3RFeFPNYOQF96/1kbZzJ3R1EqZLETEpnazSuB2IUmEpVuNpZxbm5AYC+fOTFjCIfd7h5IqHE3lYXzw1YWjl6+Zvnzicc/ytvsf7WK8iKRm3xPoSQ0FLzuKNkh1xWJEozAVEccO7c6Xg+xVV4NPMxhlEX84MnARTAzExieO3tbZ9sN5tFKhg4lxunqJk/llvLl7/8Zb7whS9QLpep1Wr84i/+Ir/xG79xz/0dHBzw+7//+/zpn/4pX/3qV/mzP/szVldX38UR31qK3h3q6x0zmM/NFY6ovpLEubkCU5UCmiIzXUq+O5qqsDidZ3ppGcPQQZKZmalwbr6IlK1QLuVYnjkCPildRRKC2UqGszM5DC0xdJzMLIGeJ5fLEOg5isUCKVMj0HKEisnshQeZmpvjzEyOxakM5+aOYmhr5SxOZh5nvNueMdXJOYosE+h5amcuoGeKibEsKTjZOVKZHOcWyojsFLqmkE1p4zgfhWrepFYtERkFijkTKVNGkhXOzOSYq2ZQFTkBL7KOOFb8Zq6SYbqc5uxCmVIxx0w5TSRrxNkZUpVpfLNMpKaws4sT70GxUp7o8/B+ls7cfgM1lhUQEhlDRVNkUrUlPLNMLqUxX80yO12a0PjszDxefoGZcppaKbmerxeJZY35aoZCOgEK1bzJfPVY7JsQFNI687U8s5Wj3w+N0Jlaiep4biiSxMpsnkzKoJDWJ30CJ/4NIBAsTh8DX9mFCaBz09OEpbOcmS+xMlfg7Ewu+ZvNTb5Ti1NZzs2XSOlJbMtUIRmDqSssTyfnn7ygwEvXyOUyzE3l8cwKtXMXmTmzgmqkKKR1KnmTuWqGuUoGXdcozy9ydrHGufkii9M5DFVmtnxUjF2WJBaW5yktHtkyxvHETAKyKY1zcwXOzOSolvMgyYnhbhQ5O5s7MX+VYyyTSDE5O18+ofNITvpKmyop/aSvYrGWZbGWZWUuf+LetXGtxON1s2bPXyQzvUSoJmvscJ1nj5WjKWUNzHGRrGJGT+5hOjvRf65QxE9PM3NMH3Z2ESeTMFqypsZSLYumjO9XL6DrpzM8T89O4ZmVk5s1QmKxljt1bjl3EqiuzObJpjSypkbaVCfjzxYKpLNJ+0rePNKxEFSmpohlbXK9WjE10VdKV1msZSmfuYg5ewEkmaypwv8Pn8V79kRlMhl+8zd/890cy4+s1Ov7LBdjtNQ0kvT2rZwjiYYesRsij0HUtuWiEGE3d9EfXGLQ/EeiyKexu0Zl9uwpT5IykxiUwe4Qo5om48bsDz3e86Ep2msdsnmD8nTiXek2dkhlbw0yDuXcXJ5n39yn0bWZnstx6ZU9wjBClpNFbF+/hrF8Bkk7WlBhcwO5snRXqpoQgsyF81g3jmKgpEwZkasR7FxGe/jjt2079Edcal3howsfRHp7UG4cca27xuO38FAdyoOli/zN5j9wvbt2ig5YTZWZMitcbl/lIwvvrMDzDyLd115HX1hEzp72+LwTyTz5Htp/+Z8Iej2UfGLIxHHMV7+zRiVv8P6Hpu/Y3r/2PYhj1Ps/cuL3xy9U+YtnbtDuO5Ryxql2UqaM+fH/Cetrv439rf+d1L/4XxCKjn/jeZBklDN3T5Lxwlt1XC/kQ48ebSQoy48TrL1AVF9Drt2eAiqE4CcfmeEvnrlBvWPxaqtPXlVYziYv4/XeTXRZYyZ99+yAkGTpe6nZJ4xjZCG4r3ie5/dfxurkQQiMxSMw5g43iePgBIi6caWJokgsnj3y+MipFMbyGUZvXWK9FTC9dBFFTdaGnpmnv/9dotBDkjWE1iEaqORzJ72dsR8yemYDoUi83PgmqeYy5ZnlE+cUCkVMM8Xu7jbnzx9594UQ6A9UsJ/dJtgfoc78OFPf3aTb7fKBD3yA3/3d3wXgM5/5DH/+539+z/09++yzvO9975sUlf/4xz/ON7/5TT7/+c+/K+O9k0jjWjDz1TS7LWuyq7xcyxHG0QQWFDI6/ZGHriXB6NmURjalTc7XVOlYZs/DgqWJLEydfm/pqsRs5QhUTZfSbOwPKGX1ybukOjaMczmD73et8XglUnry/n57QdVDI0pVJPwgSgyg8fdutprGdgM0VWa2kmZ1J9kQPG7EHveop3UVQ5MnRXTPmic9X7IkYWoSS7UsvaHL0A3JpTUGlsdcNY2uHplBxWwCIGbLaQwthyRJ9Ebd8biy7DYTr5aUT97Di2GEhJhcu5jRSZkqfhBR7yR6yJgqpayO60cnjN9sSp0Yztq4fTln0urbGEZiR6QzJuZ9D7K2l1zX0BQMVSaX0SZtD+W4fgDmqxliIArThIUUajZLJopo9GwUJXmflIoau8M95jOzGJrCfmdEKacn6dXHz6lWMEEINEXGCxIv19nZHLKiYNseqiJNQjuO2yyHIQOHMnsM8OXeBtQWp7JJ+mrbw/MjzsxkJ31O7ktJ2lcKJw30t89ZTZGZH/+2OJUhnTHwx1Vo04bETDmNLAl0VaY79OiNXFT5aH7KkkQurZNL60RxRBjGp+yQuWqa/shDCEE2pSY1twyVallip+GQM44Adj6jk0mp7LcssumTz02SJJanc2SzBp2uxXZjSCGjYztJ3S9JkihmdRw3QJIFUQSzlYTeHgQRthdg6ArO+P7MQ8AmxAn9H+rs3FyBOI5p9RyKOR0viCYAbHEq0e/IDVBkwep+E11K1vcheDk3VyAIIiQJ9lsWU6UUiixRLZg0ugn1dXEMyFp9+8TzqxWPdFLMaNhOQCmnIwtBtWhMdFwrppBliZSuJJ5BEqB3uHbOzCQAXQgBiozlHW2WpxYXOBax908i9wyivvzlL9/y9y9+8Yv3PJgfRfF9j1brgAdqNnr6zhSuo6QSyYTeHjpUVYkoDPEoQBwxaF7F6re58PiHT7WXDAW5ZOLvDTAerRE2bBDw+PkyX3t+m3I1TaE6Cwg69W1mz945hmVlXHR3dadHbTbH6y/u0G6MqE5niXwPZ2Od4k//7OT8OAqJWluoD3zsHekme98Fuq+8SmjbyOZ4B2z+Qfxr3yUOPIRy63pWL+6/QhRHvHf6tOG+NdjBDmzuK97eID9bWEaTVN5qX7tlTNX95ft4bveFdz3VeeS6DK5cpfCxn77nPrJPvSeh9L3yMoWPJHp+7UaL9b0Bv/RzF8fFFW8tcRzjX/8e8uz9SNmTXswnxiDq5WsNfuapW++YylMrGB/71zj/7x/i/N3/gf5T/5rgxgvI8w8j9PQt2xyX776xx0w5xcrc0c6UsvAISDL++kt3BFEA73ugxr9/5gbfeWOf66mQD9aKk920G70NzuSWTtULu50sZAyeq/c4sFxm0wYPlC7wnZ3n6F55A31+Ack4+hA7gxsg5El9tyiKWbvWYHGlhKqdvF7qwYfY+puvM9TTPPC+T0x+11PzQIxn7eBTZmS3CawKe1u9E6UD7Jf2iHou5kcW8L/qcfPKy6dAlBCCubkFbt5cJwzDE2UjtDNFnJf38N5q/BhEvUNxXXdi3DUaDaJ3EJN5O6nX61SrR89zamqK119//R23L5fv8ZnlDLLZxKARAip36eehnEEcx4w8C1M1JutGN1SqD96HNU6QsqjKrO7WKRVTyGOP6KGuLmoVbu71qVWypMyT78nS2CAqPvkE1tY2br1OAsViHjyX6EdXZcI4ARmHfS7HBVo9h1zOIHdsM+c4/dzxXYyMIKMlxx9JTyVhViJCEuLUOyB3i02h4+KG3qSI7lTKxBgGVPKpyYa6HwYoknwCABzv8+HUFLIsIQnIZnSiKCabvvW3K5s1Jv3OT+fwg+i2BdHDKMSPgkminCcKiU6X5vKnzjU73olxHTqihYCHzSlEykTx3RNtcuN76zp9ZtJHc9bBpeu10VJ5HNdDNxQsMWBmaorZ6QR8PJjSkSRxYuwPZg26Q4dR2MNIyRiqNtFDZmWF4Y0bxPFJR8UPIj/MCm7mMW9QLmcwdC10RUVNwYKSPQWSbidP5I42Mcul09/EPW8XoxBw3/T8ZDP6UIqFFG7god/G7pmqZMhlDXTtaKyHuszfIpFUPm8SRnGybhWZuGtTyJsY43t1Aw8v9Mjqp98Vh/2FUYQkpBPPLAc0R23MvMdstkg5k0OWx16tY+uiUDgCRbmcwVwthx9G6OMNmgf0ClEMKePWNtat3mFRHJEtpBBRRByDYagIBNWaQkpTUOTTfalzc9ivX6dcTKFkMlTL97aBfa9yzxbk4U4cgO/7/N3f/R1PP/30uzKoHyXZ398ja3gIEaFn7kw1Cps2yAK5aBJEEfu2y9OlNB2gM1BIIejVk6KmldnTSRMAlJkM7ltNQjdgf6uPXjGxo5hu2+LMfRVUzSBTqNCpb9+y/XGZq6QxdZnV7R4P/8QyAAc7farTWdyNDQjDhMI0lqi7B6F/13imQ8ldvC9Js7l2g/SDCaBTlp/Av/y3BNtvoi4/capNHMc8t/cii9l55jKnKYNX2wl15kLp9ga5KimcL67w1m0oe/eXzvP329/jRnedi6Xb1zD6QcW+sUocBKTuv3PNpTuJNjuHOlVj+Mr3JyDq689uvCMvVNRYJ+7XUR/7F6eOTZdSzFbSvHIHEAWgnnmS+H0/j/uP/w/iu/838aiN+vSn7jruesdidbvHpz6ycsIYEXoaee5BgrUXid/783eM0yvlDC4sFPjupT2MJ6s8On4Z2oHN7nCfnzvzzsHp0mFyiZHDbNrgQnEFNZKIbm5h/uRHT5zr9NfQ0wtI41Squ5td7JHPuftPB6lmHnuc3gvfQghxYpNCSye0JHe0zfr+OLNUUGT7ZmcCovy9Ad61FvoDVcylMjNnHmDr6vd57MOfRHqbYbiwsMzq6lUODvaYnT0WYKxIaBfKuG/UCQcucvafPqXrj5J8+tOf5pd/+ZdptVr83u/9Hl//+tf53Oc+d8/9RVF0Yg7fLfb07dJqDYnuIU29P71E2hswKE8jez69UQfTzOK9eYmO22H+vR8j3D/AO9gnFDGxoTNcnqLe2ka5dp2oVkI6aHM2v4Sl53CWVvBXbzAY9YmmJXaKJo2gT2p1B0UoBHFAXC1T/fDDDFfXCfrJbm/m0ceQDGOS6bJjRVCeTf6AcsFg59W38A4O8JFZ3buGrGk8/NF/Rf/5f0QRMPehJ+m+9gaSkAimivj5NHsvfpeF3Bzp+x/kTWsD5Y11zuQXCeKQ9Nwi3t4ea6Mt8EPOFpZpOW1SKxcYXH+LrcEOOT1HWkkxmzl6R+pzc+jzC7y+/izbQRstlplb72HWiuTyi6hTNfovv8hGb5NcvsL8yiM4a2u4oYsiZPrekFY65rEnP07Y7WHd3AAhoZQKDF0HFAXXd1gvRSyv9Yli2FzJsSLKFMrj7J/tNq5j424lVN/sk08lcWqyzJuNS/ihxyPqPH67hazpxLPTyIMR+VKKxuomHatDJVcjrffQMyn6fQetVuPq7psITef+lfegFotJqIBlITQVISTs69dwex320iHWVAapukhJLxD2e1imwPIU2gcD6laTiJidqkRnd41aaorc8lm87R2cwGEn7lKeP0eqOo0VOcymp1m79iztrZs8Mn+Bft9BKRYZComtKZORO+KB6kVG6zdQ230yFx/Auno1eR7zC0imwaCxR2t3jZpZPYG4JNMgsh2IY8I4RJYUlHyeoHey/EoUR6wuGSxQZKq6QH1nlWhrh3x5hkiWiAYDMo88hn39GvsH6/QenWHmcpe0msYlJPXwQ6x+5xuT/jJamvmHnsZXJLLFKn67RdjrEWRS9PSY7H4X2t1T6DB18SLWlSQ04UZ3nZyWxfYSsDvIF0mbGeR8gdj3GL3xBn1vwP58BuXaFWrpKjMf/Cl6r36f2HGYfeg+Op0RXn8Xx0nAsDG3gF/IMGztU05VEJpG6Lu4m5tsd25SSpc5yMQUcjWmzlxg8J1noHCGeHGJ1uVXuanaxNUcT00/hue79F56Hl0ae4BLZToHW9RHdYSi8OBHPokXecjIRPsHdPeTZBmRaTAaeyXLF8/QurKOksthXkho6pHr0l+9ArqO3B+gFIs4i/O0DzaZufgoYb9P/8pbRHGIWJwjLheRXk2yI2vT04h0CvfGUcjHWm+D4JH7uK90nqvt62yHOufNZTZufBdFkikYedJ6Fjk+tuFx/wJz2QI7jStMZXT6jTtQn+8gkiTuaZPrnkHU2+kLv/Irv8Kv/uqv3mt3P7KyvX2Tci5xpRqZO4OLoGkhl0yEJNgeOIQxnC1kuWymaDTbnKtOYw12kGSZQvXWGdiUmSzupQaX3tjHtgMKK3muHPSIYyiPs4iVphdpbN+dpy9JgpW5PNe3e2RyOmZa5WC3z0NPzmGPef7GyhFYiZpJXIpUfmcgKnMhiSGxV69PQJQ8exGhZwhuvHBLELU52GZnuMfPX/hvb9nnlc51ZtPTJ+pD3Uouls5zqXWFlt05FTt1vrCCLGSutK+/qyDKunwJIcuY5++c/v1OIoQg8/gTdP7624SWxUbH58Zun0//9Pk7eqGAMfVOuS317skLVf7yuQ36lkcudevdMAD14Y8TNjbwr/w9CBll6e7FsP/x0gGCxJt0qr+Vp3Ge+TdEjTXkuyQkee+DNf6vb16l5sHMOHnKanedmHiSIOKdSEFTyKoymwOH902BoRg8bZWR/H1SDx6reeYP8J06hdmjRB43rjZQVInFldPJG7TFJboFnYIwJjXcAGTFRDEquKNt1tZgZmYOP1Vlez3JMBYHEfZz20hZDePxxNBbvv897Ky+zsHmNWaW7z9xndnZOVRVZX199QSIAtDvK+O+Wcd7q4n59J0zNf7XLp/61KdYWlrimWeeIQgCvvSlL/GBD9w7jXd6epqXXjrKYtloNJia+uFnhFKLRd5ymqxuf5fF7DyjcIRidSjkVVqdgJ3W69w/dQ5ZifmO8xaVVIVq6IKpEzxygYAIa3MNZaBQGu6zO9yDUoDsekSzU3imBq6G9eCZJFHDyCbOptkcbENV4Wx+CZeAXWuLUlRgs79NEEcs5+axAhsQtO02Hyk8jTQ/h5AFV6QWVC4QSIKu20PEEeu9TbyeRjgVoho6SBZ4FlxYYl3XwbkJkiB45AKrI5s4kwHaFO6rMWx7WK+/RqhKBIbGINxBGuwQRD43lgyy6/ssnHkvb4a7yEJiOZ/mjf1XiA0dv+8TiJDgkQuQM7lq9XhEncd8z1ME+xptITFbzJF67DGu7b+GGNmMcnm80GWtd5OMlsZfqXEwOqCa0jiwevjhiDAOSGGyMWckmUjjgIbuYxJys71B1+2xNdzmbM9iPjNDa7RLQc/TGXbxw8Tg/p51BS2lMZ+dYa/5JlEcUbZyuPkQL6OjZdM42TnqXp9ptUoqk+eqG6DLMhXVJRrs4kcBBT1Ha1Sn63ShCByjT633blKeLtHVIwYpidjIMCrNEAwzBLKgae0S9CxavevowiT2Nsm7EtHSNHXDh8EWduhyMGrQNULSpRSeHLPV36Y/HaO2xiQqSXC5dRUyEZHvonrbdEojzlfOk0vleGH/ZQbSkLOeRU8ZMPIsnMDh4Z/579ka7LI52MIKbCpGifnsXEKnm80xm64RhyFu6LHaXQUBDcWhpihs6TacKxFnSuwM96irXT6Cx2olYpSt0hzuI40GlNIh9bMV6K/BAytIzQ5SvY1dTHGVBr7rs+KoOHqAV1ZpWHus7W1gKiYzM0Wkbp9aH2qPvRclm6NhtUg/+iD9dp1tdZvIaTN3/n58y+I1sUc6MJl2PC41r3A+CAnnqmBCnDbpuQOkUZ2rFRdDMZBycG3Y4swj9/H3V76NHMU8lJ2jM7pJZMRsRdvk4zw79g5PPPQodkdhhwR0YPU42/Xg/im0rALDHRoVQeJTSkDn663LsJhixZgFVWEghexli4iugqUL/sPq1ygbJVpOm3OFswRnKjRHoFYyODttvG6b3ZHEQbbP+blFUrJM2+nw/MFLBOkQO7D56Uc+QigEbzRfxxc+V7aaXCydR0op7Og+NwavwAAePf8w95XOcaV9nYPeW5x1HcI4opOCOJvBCV2utq/TcjoUCjorMxUuMU+g6+xHEegaT00/zl59g8h32Wlfw5ANhhmFtc4mM/KdM2S/2/KucZkymQz1ev3d6u5HQqIoYmtrg8fOgGrOIN0i68uhxFFM2LYnWbXWBglf9EwuRaM6RaNxwENnFnFHz1OcmkdWbh1bpdTSIAlevFxHV2XSUyZrY95opZag6PL0MptXXsYadO4aF3VhvsB/+Ic1Rk5AbTbHwbgOlX3jOmqthpI7omaFrU2QVaTCnT0ik7GmUujz8zjHAq+FpKCcfQ/+te8R+w5CPUnFeHb3BVRJ5ana6arTXuhzo7fBh+Z+4q7XvlhMwNGVzjU+YL73xDFD0TmbX+Jy+yqf5BO3an5PYl2+RPbifUjGnekld5PMY0/Q+dY3sN58g2caWQxN5oOP3DmRRxxFBDeeR1m4PfXuyfuqfO3ZDV651uDDj93e+BZCoH/wfyBYewEUFW5DP5hcO455/q0DLiwUbhlvpSw9DpKCf+OFu4Ko5aUiSCA1j3jO17trKJLyjpJKHL+HxYzJxvAoRfHF/ZhAhuFSlcP9pklq8+zK5F42rrVYWimjqqepg73mLq4Ctb0uoTVCTh3pWk8vMGpfZjgs8NhjTzHqpLi52qLXsdFudIgGHumfXUGMKTIzZx5A01NsXHrhFIiSZYWlpbNsbKzx9NMfOJHhT0prqMsF3NU2xmPTCO2dURz/a5Ju9yixzvnz5zl//vyJY8eZFD+IvP/97+cP/uAPaLfbmKbJt7/9bb70pS/9Z4/3bhLHMZZn03N73Ah9SmYRPw64Jm1DGRju4gQ2buTjhC4tu40mqbTdLkNviCQkork8ETKNzioNq8F8do5GETS3y7Z1wHR6CkXIRAJ6WoAZunScbuIlHRzt/NbtJpqksdnfpG7VmU1P44QefuTz3ZsvsNduk9ezdNweKcVAR+dKexXD2aNd0mj2xqm1fZhOTxPGAQ2viRmZk5jHUegQ6RFpYohjvn/watLm4hxdkdAGcdqkFip4cQBCMDhb428Gr+EENku5RZ7Z+i5RHFIdZ2GN44jt0T55kUL4Kl9d/StUWSWnZQnDgDeab9F1e2iyRrqUp97fIopD2k6HaqqKqRjsDvc5sJtYvjVJlnM2v4wlhxiyzmZ/k83+Ng2ryc7wKPvg1pkca1GfaP9lAKqpKmnFJCKiYSW1uXaGO5Pzy4UcTugy9EZc665hyjpW5HJ5tE7aTd45bujyZust8loOK7AIo8R707LbFPQcppJCl1WCOGJ7sIMfBxwM63iRx0xmBjf08OWQw7i47mzyrVdHdYKioN3oMZ1ONq7s0GVvuEfBKNB1u3Qy0DMPiBfTDJ19cAXL2QV2Rwd4oUtWyzFQ+tBJvEjN+sss5hbpOMmmUn95CrvbR1meY93a5tr1/3RivvfdPmu9DRZzC7ScDrujfQTgRj6mrDPwh2wOdhj6Q/woZOgNx/PNZOQN+fratyd9GabGbk2nlzdojXaYz84hqQrRTJVopkoA7Pa3cQKbjtvDCVwyWpqsmujZDmxasoZS0HCqJkJYrG6/SUox6bg9ojjCTsuQzrI2GjOARlBL13h2N0kS9VIFpMBhiQXCc4vcsBqMto/qqu57exT/P/beNEaP67z3/J1T+7sv/fbCrckm2SQlLpIl25Jly2sSx4mVm4mDO3AmhgeZIEjifPAX50u+DDKDAPMlGEwwF+M7Aw8ukgkmsZ3kxr624z2ytViURFLivnaTzd7efau9znyoXtnNRbQc+9rzBxriqzpVderUqarnf57n+T9aleudG0QZkwhYHC5hSoO53jxhsq7c972bP0QKSc5Y//YsuQ2yRobEXU69eEIDpeiFA749+690gx47cxOcGl4jiAMyRgalEuxSDs9PhaQaXlpy4Er7GjkzT1+PONu+xL4de6EomY+W8bSAxfmXqbTKuJGPG61nIH1r9nvciZu9DFpNA3LQSYWtTi+/waXW1bV9BxMOhjQYEhIlirg/z47cBB0/nTsv3H4FYQkS5SKEIPE9vn7j21SsEjf6s9CHqlMlSiJ28PYrLt8Pb0tOlFKKs2fPMjX14CvFPw+4ffsWYTDE1ns4+XvnHwWNIUQJei1dHbrWHTLumGR0jVptnNnZGyjtEFLC6M67r2wKXSJHM5w+c4vjB0fQCxnmWy5VU6NYTklcdcdeAJbnrjF5+N6CAIf3pCTr4myLsR0Fblxu4A4DvKtXyB47vqltUp9BVnYhHjAvBcA+ME33hR+g4jitug3oB58mPP9dohuvYRx8z/oYxSGvLp3msdoxMsZWQnq1c50oiR7IezSRHaNoFjjfuMQzO969ZfvhyjT/fO3rdIPefb1aD4Ko18W/OcvYJ//bH/tY9v79aPk8ndde45XBEZ56ZBzbvA6SUmYAACAASURBVPejGi9cRA3b6AfuTjB3j+YYLTucvHhvEgWg3DaoBEKP8NIPMA9vzdFbxY35LvONIR+5S5igsLJou46mIX1P/XvEPeLPL/SHOLUMM9fb+GGMZWhcal1lb2E3hnZ30ZbtsC/vcLbVp+WHlDRB/twsl3ZYzHUuM15Kr9/rXkEz8hhOarwt3u4xHATsPbi9jPzNi68hhKDYDhicOkXhPeteDSu7h0HjdQpZ2LNnH/1S+uFbOLPI2EwHc7qyKY9J0w32HH4H1998mcAbYm5IRgY4cOAQV65c5Pr1K0xPbyZZ1iM1wutt/MtN7Ef/7T8cP+t46qmnEEJsUjFc/S2E4Pz5hyu4PTY2xmc/+1k+9alPEYYhn/jEJzh+/Pj9d/wxcaZ+lhk3DQkbRkOGva3p001vva6SG7ksu016wQbF1ZxNE2DFaL/VS412f6XI+2x3c/2l1oZ/Xwv6SKGRqHhTGy/yaPmdNeO4pzp4QbB23kGwXptux8Gd1Fdqta1iYbBewNaNXBKVcHuwQLDipVmmTmaDsXhnSNUwowHr3yMvShdNZrrr9aZWSQpAEPv0AoXnBmu/1/u4odDwHdh4jCjYXJR+yzjDJgIF4Ceb5auXh8v3OBtcrF9d6+OdaLO+QNDxu6nn6Q6kc6GFqVkEcRqONdebX7t/83fch40IkxAMneGOCr14yHJvvacbzxWqGI+VPirFjQ1jfud4AMxu2L5AB0rA8N5pB6tzcuM80qROnEQr2zfv39o0a9fRd6AfpGHWTbdFxshsmntr+6/MYzcaEtrr93nVoMdbf24KVoGuf/f6c4uDxU2/ExVzszeHLrVtlYPvvCer57kTq/dzda4D9IMe/XspeLL5+V67nrtg47Gud25gatYmKe+N75p7YeNzuBEbyVc/ceGONNXbG8ai7m6vKrxx7BsrUufDYAj3r8TytuKhJc5LpdLaX7lc5rnnnltTQPpFwaVL56mV01Uxu3BvAuktpJNSG8ngRjE3ei7TxfTjMDqaGnALS6l2fql87zyH2YxOP054bE+JyZxNR1NUJnJrsfnl0d0YlsPi7MX7XsPeiTyWoXF+psX4iiDA3NkZ4l4vrYuzAqUS4voMWm37XK27IXNwGuX7+LPrhf20sQOIXJXwykub2p6pn8WNPJ6e2F5O+2LzCprQOPAAYV1CCB6pHuJC6wpxEm/ZfmSFiF1oXn4rl3NXDN94A5Si/I77h77dD0JKsscfo//GaaIg4r3H7l/3ILz0AzBs9MkTdz+uEDx5aJTzN1r03fCu7QDi2TRZXlYnCV79J1Qc3bXt86fmkELw5KG7G/PG1DtRgybJ8vW7tokSxav1LkcOj+D6ES++ucAgHHKrd/ueQiJ3w75VZb+eS//0KVS/z/IjOzhTTwsxKxXj9q5h59fzuGauNhACJrcJ5VMqYebia4xNHsYplOiffn3Tdt1Jwwj27cqh6zqlSoaRaobijQ4ya+I8ubX8wb6jTxHHIbMXX92yrVYbo1yucPHiuS2S5vpIBm00S3ChjnqIHJufd1y4cIHz589z4cKFtb/V3w9LoFbx8Y9/nK985St84xvf4Pd///ffph7fGxfv8p7SvAEy2GqQwfaG7I+DOwnUKloPaFDdvofhvoob3dk1ArWKYTi4S+u3CMVPRAK5dx+D9CeJtdIRAxeirfdn1eCGu9+/bRHHkKx7yUgSZODfe59/I6wSqIdFN+huS6DuxHbkdNNx7kGg7oYoCTcRKBGFGIPOT0aaO47ftuNunEc/ywjie9s1Pwk8NIn6zGc+s+nvk5/85FphyF8EDAZ95uZmmZywENLAyt471Mib7yFMDZk3udgZkACPlFMSVa3W0HWdW7cWcAcRhrn9R3EVbw48NOCw0NidSYuvGTvXvSlSSsb2TDN//dx96/PommR6d4lzN1rUJvJIKZi7kK6iZTbk9qjuEoQu8gFFJVaxmoA4vLheG0oIiT71TuK5syh//QP58sKrlK0SB8vbk6QLrctMFSextHuHl63ikeoh3Mjl+jarIbvzO8kZ2TR++21A/8wptGKR7NRbI5l3Q+6xx5G+x3GttUntbjuowCW6dhJj/7sQ+r0J+JOHayRK8fqle62DQnTzDWR5B9a7fgs1aBJe/uG27ZRS/OvrcxzZW94k33sn9MnHUpW+a6/ctc0bzR6DKOaXjoyzb6LAf3lphvONKygUh8pvPXdtbMXTe6U7pPO976BXKtTe8RTXO7N0gx5+/yYq9nCK68eevdJkfFcRy97q9arfvs6w22Ty8JNU3vkEw7NvoqL1D/rCUhs30Kjk11/k7yplMJVCf/cOxDbhgeXR3ZRqO7n25ktbtgkhmJ5+hFarQb2+9X5Zj4yQ9APCmz89I+5nHXEc8zd/8zf84R/+IZ/5zGf48pe//NPu0tsKY9jF7Kckxm4vobv9LW1kGGA35xFxlBpWAHGM0W8jQx+7MY9casIKGTd7LezWQrqtOY8Mt/eIAOjDHnZze3IkojA95/2g1Lrc3J2IY1Bq83GSBBluY9Rtdwil0v8fx5i9BnZrm74+KLlKEuzmPJrvIn0XzR+ieYO1sXqga90AGfipAb0Rro/o3oU0KoWIwi3XLn0XfWkZbX4pLbB8P6yOyT1gd5aw2+ueFKvXwOw3t+6n0vlltZcwu/W14297f1ag+e7m+32f/sgwuPv8eFDcY3ezW0cfdNJnZ+X5kGGI3Vp4sPFcPb7a8O9ttsvFBribx8XqNdH8YRr1cT8kyd37o4B4w7Y4xu4sobv38E4plc5nbwhKYXXqSN+9e/s7YPZa275vfpr4aSwnPjSJ+tCHPsSHP/zhu/79vOPKlYsolZA1Oli5vYj7SGV7t3totQxCCE41epRMnV3ZNH9ESkmtNkaz3WYwEET+wj3Jz+nZNgdzNtrNLnbXB6Xwy5sN2J0HjuMNutRv37jvtTy6r8JCc0hnGDAylmNxaYiWz2OMr3tA4qVUQeWteqL0UglzYgfDC5tXf42pd0ESE82kq/kdv8f5xiXeOf74tnKj/WDwlj0SRyoH0YS25nnYCCkkRyqHON+8tKY09bBIVtR3co89ft/6WQ8Kd/d+AqHzbrFwX/Wv8PIPIfIxDj173+NOjuUZKdq8cvHu+Ysq9InnL6LtOoa26xhyZJLw9Ne2nZNXb3dZbA5595F7129aU+m7fnLbQrFKKX6w0KJmm0wXszz3zF7qHY/vvD6DrVnsLdxdUfBukEIwXchwqdVncP4cxfd/kOOjR1Eo3qyfx+1cBKGt1Yca9HzqS/1tvVAAN869gm6Y7DxwnPI7HifxPNxr63XQrl+/StfNQLiAUjHBTJviMOLNvsdMY/vqFUIIpo4+TWvxJq2lm1u2T00dQNd1Ll/e6j0xdheRORP/3PbhDv8/4M///M/5+te/zoc//GHe//7388UvfpG//Mu//Gl36y3j0eoRHGmuGKgBlTBmVFsPczvUHWAkCt3toQ+7jLYayMBHhj7lfrpibvbb2J0lxoIEc9BCC1wOuTHZvo8cDCgMo3S/MFVImxz6lKSF2WtgdusY/TYF6ZBV5poBNh7EjMoMJAmOv3nxz+rWsTrLmN0601qagybDcJ3IKdAHHezWAnZrARFHHPBZ2543cmQ7y9itBazOMsagQ63VwG4vUux318id9F3Mbj0lSJuMc1aOPc/4rVvoi+k7LzPop+SnOY/ZbeK0FtgTKiadMSYyo+tkZb4OvSGFMGYi0ZErJEnzB5iDNru9iF1exD69iNlrYnWWEVEISYLmDdi7tIxdv03VriDiKCWl7cW16zP7qQGtuYN1432pyUhz82q6JnTGI8nh3oCDPRen10qNaZWO0ZjrYoZ9JgY99vX6jGhZduZ2ULHLTBZ2A2LNunSiGLu1wI6VWzARiXUCGMcp+VFsIS0yjtivr+cRat4Qc2kOuzVPqd9hHAu5QvB2dNqMDYbIZhu53EJ0B+xyxtNx6XYwl26vk/TWAnZjHn242asjfRe7PsdUq8dBN+RIz2VnJBmXGWToY6563ZKEvfYoZiIpxwYHnHHG9PwaMRvN1Ki1WxRaS+juABFH2M159EEHGQaY3QYyCtkf6+huD7uzhBbHlMKAfVoBGYegwOo2MHutTeOyRpoV2Mu3cOZnMJtLPNpzmQ50jF4Lo9vEmb0GgY/Za+HM3WDcLJEzcuzOrwsgOB0XObeYLhD4LiQJ42YZGfhklWA0U8NuLzIyP4dWb6Rzt9fGuXYJfW4O0eogby2uL4QMU/Kke32yYboQIQMvXRRZJUorhEz3+ivPX0h5OADfhzBC3+AhE80ONLugFGODAY60kKHHnkBBnFBs9dHCVN2vYhTJa046l1YWQVCKgnnHYrCCXcpaO4chdIpahrHMKEWriAz8TX1YRaa5wJ52h4kQSq1lppXDVHEvU8W9FB6gFMvbjYfOiXruuedoNpt88pOfxDAMvvSlL7G0tMSnP/3pt7F7P5tQSnHt2mX27KySROdwCvdWe1JhTFAfYp8YoxtEXOkMed/Eeg0cgPHxHczPz6G0EVTcInSXMDNbBRwWmkMWm0M+cHwnybLH4EobQ4S0cpsDQXfuP4amm9w49yNqO+8d/nZ0X2o0vnmtycSuIm/cbmNOP7LJeI8Xr4BhI8tvXfkkc+QInR88TxIGyJXipLK2Lw3pu/YKxvR7eWXxNRRq29pQABdbqUfirajpObrDdHk/p5fP8pv7f20LGTlee4RXFl/javvGXb1fD4Lh2bMo3yP3+P0L0j4oXrzYJMnu4tFbF1FRlMrlbgOVJARvfgtZ24e8j2gDrIf0ffPkTQZeSHYbj0t8+zwkUSpSIQTmiY/hffs/EN14HeMO5b8X31zA1CVP3COUbxXG1Dvxvv9/kSxfRxvdPN7n2wPm3YBP7BtDCMHx/VWmdxW5dC7g8Q8eeOD6UHdiupThVLPH8sRu9r/3WSq5AmWrxBvL55jUO9j5KaSWeu9mr6WJtRsL7K4iCgNuXnqdnQdOYJgWxWPHQAiG586SmT6E7/vMzc1y/PA+VHIGrzND8CMPWba55Xq0zy1x5MT2YZmTR57k9L/+E1fPvMCTH/n3m8fMMJmcnGJmJhWY0DfMAyEF5uEq3sl5osYQvZq589C/8HjhhRf46le/uibM8dxzz/Hcc8/x2c9+9qfcs7eGolUgf6uBG8QIN4AkQeUj3HqbGEXGlEwVsvhCoUU6um6iGg36KmR3YOElMdJziWyDTDJgoh+RlEuIRDE5gFhIZL1JUi0xEUXIxTpJLU/Rh1xnQMuWjFcnMC9eIUoMMgUbL5c+J6LTo6hcpK7jtAYMI0WkOejNmOWixVjTg+F1ToQKYUhU1qEe9WjWF8jlClSzJW5EHab6LllpUhh0KAmHgpmghzbKthCuj5IGIhKEyx2MkSrJjUUulTVIEibtMmY/Jgj6RIQsVcqMdgOUliWvW2j920xg0VY2Y5FGw/NJZI5EKWzNwuwNwJ9F9Qe0TA8J7Gu66M0uxYNH6Ay6aHYOI+pS0LII30V2O8QTNVBwOHCoGzGZQYCvImw3JNvsU5GS2JpnXMVc9ZrsNPJkBiFN26A2NMA0ENcWWdBCWrpgXNtJZbhE3HaYQ7JrrgFemI6bZSB7Aw7sGINBmKoBxiFm3WUiTL//yTCiOLwJ4XUG+4+gt+ocH/oESwPsnCBybCK9iOX6jHa6KMehaAg67UXGPUjCiI5TQfeG3BrPMu6FeF6XmpZHF5IjboQfusx3l5j2DBqlHAWV1tgqWmUCN8bSMoiBS7mniAVESZ/izRep7BxDm2sQAo2MQdDvMVCKHcsDSolPsNtkaNs4nsug1ybf9jGooyyTpFJkquXStV3GBy6y28MoTuMNr0HJxWpB1l0iGR8h3+5TLThI30dzF3EIqJomt5MB+eUOA0tS0HScRDG43cYVCRkdHvE8kvERVNcjzuTQYpejw4Rk2EDXdJb1iObyLZSQjA8SipkCkWZxlSay3WVHZGIQoe/MY12+zDFAOTaxC43hDJqCjq4YayySLjk2qEYOyWBIprFAM/SpaxFVaZPEfQreEuO5DLK+QFDqsgML2fbYQ5emjGDMpuIaRK5POLRxAo94oUmr08AcrZGRBUQQIpY7JFFIXCrQFQ7L3QblvkkmdpkrGWSEYI9RSd8pcULm2gzlREdHEBYjFnbtYmx5iZzsEgQR6DoTBR/Z8kmykqfmewSxTzxeQ7brCM8nGSmjdJ3QiCn0E4ZeF8YTml6ffqvLGAUoGNiWB7FLt9fiQE8Qj9fAbKGiiG67yUJWoLt9wmyJESxqsUAzVsTS+gO0231U5wZD3SJ08g9tJ/w4eGgS9cMf/pC///u/X/v9uc99jt/6rd/i6NF7Cyz8PKDRWKbX63JiegwCcAr39o5EyytFdmsZXm90SYAnRjaz8sqKCl6oTQAtvP6NbUnU6SvpqvM73r0L8c3r2HM9SqM6t1yfKFHoKwUTDdNm9/RjzF54lcfe/5sY5t3DvCaqGUaKNmeuNvjVPQ6J0HB3HtrUJl64lOYyPYSnJXvsBO3vfBv34gWyR9MkbCEE+r4nCc9+m8Qf8PL8q0wWdjOe3V5U40LzMo5usyf/1kjcO0aP8zcXvsiN7k32FTeHXD5SOYQhdV5dOv1jkajeyR8hs1kyh4/cv/EDIEkUz5++zfGpY6gz/8zgzdTLtR2i66+gOgtYH/6jB65X88ThGl//0SynLtd5Zpt8q+jmGdAttIl0Duj7nkTkawSnvoK+9x1r5wmjmB+dX+SpYxObihneDfred8Dz/zfhtR9tIlGxUvzLrQZVy1irDSWE4MNPj3Dp7zvEiw8fIjmdd5BxzPyTz6AX0yKWx0aOMLP0KnHOpDj+gbW2M1ca5AoWldrW1axbV04T+i5TR59KryWXxZrci7sSpjozc40kSdgx+U6Gc2fpXz+DMdxH9v2THLxocfKHM/R7Prlt6jqZdobdhx5n5sJJTjz7GxjmZoXDqamDXL16KQ0fntw8T82DVbxTi/jn6ujve3D1wl8UVCoV4jheI1FCCAqFe4fH/ixCtTtwawkt2BAy1uowhQVCklEKo+FjaSaarRNbBlrTR6EQuJQ0C8csksQKd7lNlESYbki0kl+S1SSJF1PI1OhcOkeYJGgLaQjppF1lbyLQPRNfOiAUpitwMyZ+5BN2ehQ9EAocx8QYuuhan44fMrGUKgk2Gy2SRJC3MiRdn1y5xJQqM+xHqOYi7zKz9IM68a5xDiy5yMRFivZa/zSpEUtBQWboKgHLTSRwZDEkZ2aJW128yGPMsen6A3b2YkzNoBEPEEGDsp0aXmKhBc0++ZVxTKplZKOxNqS61HnEcoi9HtpKoE5mroGtEipqgCVtlpbTfJpRp0ZcD9aS2tMvV3dN+bPiVPAjHzcBuzXkkUEINKk5VWpqSKw0pKehOVWE22QihrzpIu0i+UaC1togThGAFkYkgAgCRHPImCwQJh6tldpElm7hNzuU7RItb0D+1ElKThk/8nF0i+4wACnJtAf41Tyy06fiGySlPJle6tnREBxQoNljaAuLWON5pCcw3B5hIYsVx0y6BgfVKB3alJdWz9dGstmgrJk5wjgib2SJdRvRjGggMBEcbCaY0mQ5b5CTAss0kcsedaOL7A/JCo2IleLPfkCp4eHo4A2GxIM03LE8XMaNDHq3l9jjVMGp0lhI7aNyJHBXhRdMnawPxyKTQRiyN7SwzSJxs40yRxlEQ4ZeaqPJhTp5M08vSL2W6b9Tr84hu4gnssz7DUqJhhg00YBpFLXMLgxDsjRcRs4tr+kkCNdDR3DM2sEgHICCwew8juFQyFXo9lJVRXTIKY1cI0hv9sqct0PJIEmoDUN0oaNlaiwNl6kkOvpinwjQEegr+Y9aq8ukUWSwkOZzjThVwiRGkxa2UWPu5hkMGVNMAgSCakviBz001sPyaqTvyqpTRQRgnD0HQLFQIZIKATSbLbJmlkzsICzBIBwwqLeQcZJe+1KLnJnF1k0MqRO4PlyfZY9uY0iHXtCEFcf1KDC6cq9X3zllu0QlcRhpBRhSo9hTDKMm/WCArdsUzDyJSpCZGkuDZbJn0ogm9bF/t1Fn5t8EDx171O12aTaba78XFhYIw3/7pK6fBmZmriGEwNFbGHYN3bq3XG60NACRikqcXO6yN2czYm8Ov/M6ixCHdH0D3arg9a5te6zTV+rsHMlSq2bRDlYYQXDQsQgTxa3B5nCK/cffQxT6zF7YmrS+EUIITuwf4dyNJnb9OihF01oPz0qGbZLmLbSJw/c8zt3gHDqMsGx6r57c9P+NqXdCErFw4dvcHizwzMT2xZqVUpxvXmK6/NY9Eo+PHsOQOi8tnNyyzdYtTtSO8uriqYdOSEyCgMGp18k9/sRdvUVvFaev1Gl0fY58+D1ohQKd57+/bTuVRPgnv4ws70Dft70Yx3aYmihQLVicvLA1pE8pRTRzCn3nI4gVNTwhNczHfo1k+TrxrTfW2r56aZmBF/HL73qwPLk1lb6rL6M2xHa/stxhyQv4lV1VtA1EcGjNIUuLnD+fMPAe7v6oK5eYmLvBtR37SFZCMU7UjjKtCxSSTCmd01EYc/NGi70HqtuS0WtvvEi2WKW2a93blzl8BPfaVRLf5+rVSxSLJaojO7Ayk3jBVfS9RfTRLNNH02fp8tnFLcddxf7jzxAFPjPbPKtjYxPYtsONG1vfCdLUMA9UCG+0SQa/GO/ft4LDhw/zyU9+kr/+67/mb//2b/m93/s9yuUyX/jCF/jCF77w0+7eA8M8fxpIPVJVp8qIU6VkFxl3Rhi3q+TNHLZurUgA+4huH01qCARSSEpWAUuzcHR7LVw6a64vFhTMPCWrgJy9TdkuMZqpkTOzFMwChjTQpQ4DF0uaWFp6nkxzQLkbkZFlbGlj6za2bpE1sitFPdPnSBc6ZbtKGGRRkU3eyJLvh2SNLCNagYpdxtFST0pmoU1eyzDiVKnY5TQcyxmhalcYNcvYupX+dlL1TE1oZPUsjsxRtqroQqNil8noDrrQqWo5HMPBEDqG1BnN1BjPj1J1KlSdKrKR5pONZmoUrQJlq8iosJlwapTt8tp5pJBrhUrTb5BIv+lCMuJUyRpZimYFY6VN3swhlEZGzzDSDCklFo6RoeaMIIRMCcRA43Y/SfvslDGkgaWZWNJEk5KiVSBrZLA0G0vaVO0KNWcEWW+B6zP0FbrQ0aWOqZkUzQJVp4IhDUacKjkziyl08kY2vQfKodwJqWh5Kk2fkl1M9+245M08eTNP0SqgSx0hBONGkbF2zKinUxE5aj0YG6bfOCEE4/kaI04VQxqYK9ed/japOlXCwCbys2kOtNDQhMQxMjhGhoyeQZc6431J3syt7S97A3ShUbZK2DJLXq9QscvYmp3WwlQZTM0kv6Ko6+g2o04NTUg0ISnbJcp2CV3qBJGg65mUnRJ5I4shdUpWEUMaxCslEIQQ5IwsI06Vsl0iZ+ZwtHQRy9LT52U0U2M0U8OUJgVhUk50BBuiiJwRjBVTejRTY8RJPbS61CnbZYpmOoeyRpaskWU0M0LeyKJ8P732O8rZVJx03lftClkjw2imls6Jled2dY6VrRI1Z2RtgQCg5oyQ1bNrz54UEkuz0gLaCws4usO4zFFaecYreg5tw7VkjSxVp0rVqaIJiRSSqlOl5oyQMWwMmc630UyNrJ5Z+1ZmjSyjZpkRu0rRLpKEBTw3bb8RBTO/NqbbwdGdtTll6zYjZoGinr6nMnr6/KyqKa++x0ZXnlUAbe7uwlU/KTw0ifrUpz7Fxz/+cf70T/+Uz33uc3ziE5/gT/7kT97Ovv1MQinFzMx1du4YIxzexCnev7BqvDjAqmWZCUIafsiTteKWNouzF7ASj6X6MkZmEr8/g7pDhWboRVy+1eHEgREA5gSEieKxIH1krt0he1ud2EehOsG1N164bx8fmx4hiBIunLtBIemyUF83yOKbqeGs73k4KV9pmuQef5z+qydJgvUkZTk6hchW6F96HkszeWJse2W5xeESLb/NkcpbL2Lr6A7vGD3BjxZeYxhuTZp87453M4xcXprfSrIeBIM3zpB4Hvl3bk8A3yqUUnzt5VlGijaPHxmj+OwHGJw5TTB/e0vb8Nx3UZ1FrHf99lvyEAoheOLQKGdvNBneQU6S+gxq0Ey9RhtgTL8Xkavin/yHtZym771+m1rJ5tjKfHwQGAefQQ1aacggMAhjvnmrwb68w6PlzcI05xoXqO1fwg8SvvGj7aVS74feKy8zdeMiHSSz/XSR4UBhN49aOosyuymULwqTbaXNO415lm9dYf+x92ySZ88cPgJxzOKbp1leXuTAgUOph7U1hjIH6I+mhL9YdhjfVeDCG4vb5oMBVCf2Uqrt5Mqp57e0kVKyZ88+5uZmiaKtyevWIyNpXuS5X6w6fQ8C3/c5dOgQZ8+e5cyZM+zatYtqtcqlS5e4dOnST7t7DwwnCSlbFQxprRk3pjRX5qMgTu6uz1C2Ny/y5YwsmtQwhbFGJlaRJOvH0MhAYuEGiiRNfdgiABfG4PqSnrv5xEpB0SivG3hKYmsWYbxusEUxkIg1o300U6No5nF0hziB5U6CF7JlUUMIgSbkGrkCaA8U7f76uVf/2+0LLJFbtSlRKv2ntmLUV5wKIyvXb2kWiZIoBQNfgdKR25hIVatCbWUfN4IgliSxQ3cgWDWppJA0ewmtQbpYpBDkjezatSgFYbw+Zho6RauEQLLqbLS0lJAmYY7AzzKMoRusjp2k7yr6XkLFLlOyUptCrCzDSyHJ6OvhvWGUbrU0C0R67FXigkjJiKPb6XYgSiBJbDShIYXEiwVBLDf1vzdUrJocq+ReCknZLqIJiR+qtfu4qtaeN7KEnpOO78q4uKFCqZR0WDKLoQoIIfB9m74rSBKdnquod9OxLFlFHN1m6Kt03gnwQ6h3EyQGhjSIYrjdsWi7JkNXW+vzL53odgAAIABJREFU6txYfV6iJN1XCkkSGymZFyteRi+31s+N+1i6hSGNtevemMMdJum1jGZqVOwyUaTTHcDGz6wfpmOyKqq6SorWjqPuHlHS9xRJmKNkF0mUIFECP9Do9U16fTO9PwLy+vq83oiCmadg5tcWBIAVklRlNFMjo2cQSq4RNkgXCjY+g11PkSjF4jChMUzww3W9CwWYwlwbn1Vkja2h5o4sU7Q2L5Rk9Byo7W2Z1ft15ztuY6Z2Ur+3zPtPAg+9dP47v/M7PPbYY7z88stYlsUf/dEfsXfv3rexaz+baDbr9Ps9Thwug69wivf2zqg4IVoekDsxwcnlDpYmOXqHsZjEMQs3LrBz33GuNYY0ugaZJMTvz26STj9zrU6cKE4cSB+OCxeW2Z3ETC0MmZgocbXr8qENKspp0vpTnPr+P9Cu36Y0slVieRWHdpfIWBpn6pLH9+hcnusSBjGGqRFefRmRH0FW3npy/yqKz7yP3ksv0nvlZYrPvG+lf5J48gS1c9/l2Uc+hq1vX6T2zUYaMnW0+nCesA/ufi8vL7zKD+Ze4pf3fnDTtgOlKfYV9vCNme/w9MSTb7kWUf/kj9Dy+bctlO/8TIsrcx1+55em0aSk9OGP0PrmN6j/45fZ8YefWWuXuF38k/+AtvNRtD1bCxPfD+86Msa/vHKTVy8u874T6/MivPoSCC0tkLsBQtOxnvxNvO/9n0RXX2axcJRLN9v89gf3I+WDhRHCikqfmSG89AP0XY/y9Vt1/CThucnaphd1EIdcbF3lPZPvojEY5Zuv3OIjT+ymkH0wZUYAFUX0X32VR048zktS8Hqjy968g9e5iCUEz/eanIgDLM3k8rklnKzBzsmtxakvn3oeqWnsWwnlW4VzcBo0jYsXzyGlxtTUNFFjiLhSgCMCL7yCTfrMHD42zve+donF2721UgIbIYTg4OPP8sq//C1LNy8ztmfzgsHevVNcunSOW7dm2bt3c0iflrcwpsr4FxtYj44iM29tDv884y/+4i9+2l14e1Dcy42ZG+gqYUdJkqg0hzyIFMNQQ0URieZgKJd6qBjLClQicCPJQrSTMS0tVtoYJviRRFJiLlDEoSCjQ6QSHNukyyiOfwtTh5YaRRMKI1wmUopBqAiV4uiYjlLgRQpdCBbjAsmwzWgkmdBSw7nZS3AjwSBS6DKgaOkMI4WIFXE/JX1aDH4gGS0rdF2gBHS9BGJBECn8BBgm2EW5YoQrdE0gBXQGCcMI4kShSYEuQBMQRor2IN03ARwJvWFCJS9puglxAEEvRJMJWV2gScnSUFGxYK4fYwFFS6AU9JXCsLJkjSGLQ0XBBAOBhiAGhn7Ckq+QAnJS0PJ19KCIbWhEVGiToRot4kVwux8jFOwtagzDhKGfGsR5B6JY0R0qOoHCkAJLgjA0PC/AixQqSq/l+iCHo7pM5Mp0w4R5N8HwoRZAKSt5bTBKOawzYkfEMWgaBBG4SuEIgZnJYyapkemYkgRFz1MUrFQ0bkHqCKUwvJi2l5qmu7KSSl6ysEIG9+Ylw0BxvZPQM0bohyZHwnmGYUzJEeRNxSBQBCEYG2zhvpsa27qWkpGBq/BCRRTBgpseezwvSUIbKWJaQ7BW7vVcO8bRBZqARjch50gGUULogxRg6ILFboKlwdBT5DOCQWAgpUKXBj0vYSlKIFEYQuBYgvogoZYVeCvkrhMrVAy6hJItsE3wYhgOFW1PI1Map929iaUJxrIFmr0EASS6oBcqdAkLvYRuoKhYEl3X0ZKIRKYEozdMkFlJGCuGnmLRTRgoyJkwVBl25k28OKIXxjS7gqytGPqKhLTevUggUtAYKkqWIAwMZjoJwyRhwpFYRgY/giutmIIQxIqUDBYUQQQ9T1HNSRKlCEJFnAj8MB0rRTrOfpAQK7jVTchZkqyEYk6QJOCToxe43OzEhBFUMwI3TvtYsyFMoJxJ59GqOdALFc1GzK5qHomiHZfptFxsTVDLCAaeZLaVUCskVB2JG0gag/Q+ZrJZtHhA3VWM5iVRAt1AUe8l7MhIbBNMXdIdJlxLdjFtzaGpHLv3P8FbEPJ/W/BjxR/dvHmTTqfDH/zBH/Cd73znF4JEXb9+BSklWaNOrIqYmbsTE4B4eQixItmZ483rczxezWNqm5n20s1LhIHHvsMnGF6d4eylJd55QGfYubiJRL12qU4ha7J/Z5FWY8jt2TZ7n94NMz32eoqXfBcvjrG19ZC3ySNPcvr5f+L62Zd5/P2/edd+6prkaCHilLuLjx/bw8V/XebWjRaTOwTx3FnMx379gXNutoNz+Ajmzl20vv41Ck8/s+Y5eSkreA/wbHj3nK0zy2fZmZvYsqL6oNid38kjlUN86+b3eXbX05vImhCC5/Z/lP/19c/z/bkX+MieuxeVvROJ79M/fYrC0+9ZKyT84yBRii99/xqVgsWzK8RGzxeofPRjNP7pHxicfZPso2nOYfDKlyH0sd7zyYe6L/sm8oyWHV46t7hGolQSEV15CW33MYS9tVyBfuA9yDe+if/y3/HdkoOpS953/N7z/04I3cQ48DThxe9zvfHbvFrv8ux4mTFn8/2/2LpMmIQcrR6m/L5dvHpxmX98/hqf+uiDE+nB2TdJhgOqTz7JsXyOM40+H9s1Qr/+CsoocC24zauLp3is8Bg3Ljc4+o4dWwih7/a58ebLTB55J3Zmc1FmaVloBw9yK/DYd/AwtmXT//ZlND2HlZtk2DpLcfwDCCHYf7jGD751hYtvLGxLogAmDz/Jmef/mYuvfmcLiRodHcdxHG7cuLKFRAHYx8cIr7XwziySeeqti7/8vOLll1/m85//PJ3OZinpL37xiz+lHj0cvMNPcHVW4vjz3KxbZEwb/Nv0VJGeTL0xfr+NxMY2s8x0Bfkoy1WjSt7XOJjEGBKGkWJem1orWqupECP2yFoRzW6RsYxOSRvjXN8iwSJ2DCJRhqiN67k4zgj9xgDbv41SCik1FrUiSiujBtdp+AFxpFBI6to4ImrjxTHF2CCKQ2I9j4pMckmLbOxST8bxBwF22KQdJdzU9lKxFNV4jm7gEWSmWRgI5gYxlowZZZlYCRqhjq9XQQhkHGMqlzGWmHV1AmsHImjQFRWOGjfpBIrXvXGySZOMGqLr4MU6oNBUwLLcRRym34RKPM+sV4AkxJdFpJZBG7pEQkPzhmSRxBH0DQNNhYzGs8hY0RY2nfJxvF4dwx/ihen7sxNnKRLS9rPkki4vuTU02cdSPZa13cyHJlfrITohkYKamkPTMpxt7iDxPaxkmY6oIldLV6gqs52EbLhErzJN3GnT8Zr04x0YwqCTZBDDa5haRGJNc3kQMBrf4Ia2izBwyCgNU3k0tfVcWK++xAF9mTecR9GIOeTdIBQWRsai47eZ6yuGsoij+pzvQ1vUiLWYUCsggoTL7j402cH3W8z3AtpylFCY7MyaZGRIwwuphxaJr+GoPnv0ZXqJjufZWKpHgmRR28uyUSTuNamF5+mJLANjJztH8sT1y9yMi2hSx49jws4AzSxSS+axNcGr7gSFZAlH9ZGuQTUzzdXQA8PDJ8OyD2EQr9kcxaDNUOS5ORCMRDeR2Sx1P0c5WaST28Oy4eC2enjKwFYugczBIuhiN5qneHMoydFGKcHQKzCapFESLXs/etFhsT3PIIpw7CqO6hEJE1PXCFoaUewRY5ARPguBgUhMIqFzpQVBECOTiCDy0DyHKdPiqj9ASp0CLXJJh4YcZymMqHptRJQwr+9FDa+ilGIuqWGVxnGyJsN6Gq6YW27TExWUkOz2byGTgCBRaEBdGyfjdpHEGCqVXo+xCZMM9dBMw1UbMUUnQ4xBPwkJVUSoWfS9Jn1RQuka8xHkw1u0t6kjtqTt4aZfRRgGodtAxT5S6mSHLQpxhwZTzHVjHE8wSLRUaj12yckskbtEJunS9AFhIJM0kuSCV2YQbLYFZ7yQsmmRm5qm031wmfa3Aw9Noj7/+c/zwx/+kIWFBT796U/zV3/1V8zMzPDHf/zHb2f/fqYQx3GqyrdrnKD/OoWxZ+4vP327BwJeIyJMFO8e3UoEbl46hW5YjE8eRjhlvvWt/0IsR3E7F1C7PooQgqEXcfpKnfcen0AKwRuvziE1wcEnd6HUbSZvDXhhl8nVrrspLMrO5Nk5dYyZc69w/L0fR9PurvJ28NYpfmQ9TqtUwTCbzFxtsKOdhvIZh+8vn30vCCGo/vpzzP8f/zvdF1+g+Mx7afsdvta5yCPZApUrJ1Enntsynm2/w7XODL+67yM/1vl/feqX+V9O/m985+bzfGzfL23aNl0+wJHKNP8y812e2fFunLt4xO7E4I0zqCAg/853/1h9W8XLZxe5Pt/l937tCIa+TrTLH/1Vui+/yOJ/+gJ7/8f/CdVfIrzwfYyjv4RW3vlQ5xJC8PSj4/znH1yn3nYZKTlE115BDduYR7YnkkJK7Gf+O4b/+X+m0vw6Tx/9DXLOW/d6GEfej3v+e/zD9XlKZoYP7diqhndq6U0c3Wa6vB9d6nzoiZ18++Qtnnp0nOndD0amuy/8AC2XJ/voUZ5wQ15r9Hh9YZYdw9uUd36UHYMf8J2bz6P5NZJE8cjjWwnhxVe/SxxHHH7iQ9ueY2FyD8mwx+E9+/DfWCJuuGSe3YNWCGjO/jPBcA4ruwvT0pk6VOPK+SXe8+H9GNvUjNJ0g+l3vJ83fvhVWku3KI+ukyEpJXv37ufixXP4vodlbZ6jWsHCnK4SXGpgHR5BKz3YHP55x5/92Z/xu7/7u+zZ81+36MZrbyyw7GTI+jsoZPMMMhpRKyDQHJzcCGF7ET2bQ0URkZ0nyBfwG1mIh3hRn8AokODimlmUbZJ4HjJSeLGPl3XoAVrOYFGzuTkYYkuJlKArgatcMCyMgkUoI5aUhVCTGLHCsUL00g6SKGCp08XQFEkyArqkH7UQmTJCatSDgCQYojkWNg5LSmJniwx9j6uRSUYaBMrCkjatIKAej6NJidfrYJhZEkvgxRo3nX3EkU+seximgddIRR7ikQkGXZd2YjOIfQQZtCThYlAjwiCKoBMW6OkVrNikpzzM2hhev55KmtsWXc0A6wS6Shi2b4OIyOQcBu02CIGwNFSgoXQIzBBHK1IfFBmlg687eIMGWmWUJApQlobm+ywHZTpOEWkqPGEgBz6JLDEf1BGGwkAnjgQCm0HcIgozRFaZvFKEQUhPOijpYtlZwsQD3UZPLHqlUYRhoNsZhvEoNOpEMkHTNOa0wwRhA7c/QPkus2InGhZWEtPK53EKBzBXIy6SBLUcMRdXCAwNw8gxYJyhymJkMyi3y+24htCytM0xHD2P1A08OyFs3kYFEbnSDiK7yLK5F+G2CBITYZss+gIZJMQEDLxbAPi6Qcw4WU3RFTa6WSLQJEESYFg2mpLU1SRDLUILY273IkTpEFLqJHFI4LaJgwAZBgSZXUhsAuFRF6PkE5tQH2d+KQJhYI7tInbbqMSjH3kYK9LexsR+cAOkkjTNIqJgE2RiFrsSaY0iY0FQNGh6HjKxyPWWUbaJVdmH5sWobodlrUwu1ki0mOtUKRZ2owuDMPLxMzl0AThZ+oMEw8zSToZIEhLTTD0lKgeGBkKgCxMnWyBqNAh9n9iSaChmwoA4dHE1gac0FpMietECLEJ9gmQwAE0xp+1ExBGJniUyUu9vGIeEobvSF0EsIxZKj8PSLLXkNmFiEOaqdJ2dRK02IlHkkj6ezBNoioAh0rCwcxVudBYQIiKTLzJUXZTyScxRDCtLFAwJgyFLrs0CNruzA6wgYoExjKSHR4DRb6NXRrGzBbz6PEPZp68Endx+6A9J4oDYLiPiBL1SJpwPmfPq2FaZQa6KlEX8eEjgtrBEHlkqkkQDdD2DCGM0O8Ncz+c2CQfnu9jZf9tIjIfOifrqV7/Kf/yP/xHHcSiXy/zd3/0dX/nKV97Ovv3M4fr1K3iex76JNMA1V91eMW0jorkeqpbhO7caTOUdJjKbV9zjKOTW5dMrkuQGExM7qVZrzCwkxGEPf5Cucrx4doEwSnjm6AS+F3HxjQUOHhklkzWxHh1lRzfCBs61thY/mzr2NL7b59bl03ft5+D06+y8+SYlC154c5HJ/RVmLy8SnP8u+uTjyPz9Jazvh9wTT2JPTVH/0t8RDwZ87fq3iFVM9tivkDRvruXJbMTJxVMoFE+Obp8v9aCYLOzmsdpRvjX7fXrB1jH6+NSvMAiHPD/34gMfs/ejl9AKhbWCwj8Ohl7I//vdK+wdz/P00c2qjNIwGf/v/weiZpPlL/09/ov/D8LOYT3xGz/WOd+7osz3r2duo+IQ/+Q/Iss70Pbcfay18YPcKr+TZ63z/MqeuxSFvA+06h6e3/8b1JXJv5usbfHMhnHI6fpZjo88mia0A//Ns1PUSg7/4R/fZKm1fc2ljYi6XfqnXif/1FMIXWdvzmbUNnl5qYOQNrnqY/zK5AdZ7DQ4fXKWfQerlO+QCPcGXS6//n12H3qcQnWrUuZwOOCGP2RkqY725ize6QWMqRLmvjKZ0iMIadCvv7bW/sjxcQI/5tqFuxc6PnDifRiWw9kXv7Zl2/790yRJwrVrl7fd135sHHSJe3Jr/twvKqrVKp/61Kf4wAc+sOnvvzZ0GnWU79E1FJE/xKs3GGgZhmgs9Ft0hUlHOHSNPHUV0hrU8WSENG3iTJklVWZRjdOgTOhFmIlEU5CYGmYkCREoP0D1e0iho4COSBiELj0cksjACjWUAheNnp6laeXoxnka3XkGgzpdI0/HqhDLiCAJaGcKRMrBCDQGRhEtU8OKTcJEMZQOzdhnoOssGyYzeh7PEgR4DCVEUhFqOiqbIzIVQ8DXYrygjxdBInWiyENlauBUCXyPpjaCaxXQdBNsm0iP6GsGnf+PvDeP8vMq7zw/d3uX3157SVWl0r5YlrxibGOzGgw2xARCAjgJGXA6M924J5n0ZCbpziR96EnOZJI0B5Iw4XTSJMR0whrCYgzed1u2JVuWtViy9lLtVb/993uXe+ePt7Qh2djCIc3Mc04dHVW9977PXd9n/T6BBs8jzRfA85gING1hsto6qaErDXNpTBy3mK7P0J2boS18sJLZxhxdpRGpRxBlho+ukqjYw7WbaJHdGTUUHSlJFmeY6TSZq9dJmi28WNFuNYm6dbqtRdp0SdMuninQ1YYpzzJvNF1hUX6epDwEyiMSYHM5vKAHlS8Q2w5toWjEgmbUolWfYnFuismFeaZqNRa1Zl7CvHTU0whBnoAQP9dHo1immvOI/CwMdK42z/zcDO254yxWT7BgQuaCAGmBdpcp2ctE6HOk2eUFfyOLhR6UkEROMJ22aDbnaFYXqeVLLJR7aERN2o0ZGgtTHEkcc7ZDujhP3FygGdfoJm18cni6hAkKpDJknjw147GgFDUUDVGgtjBF15OkuSJpvod6sciCkETdOu32ArRaGAymWMELi5jUQ6UWJxVOSDr0ILox2nhEHhytzVDvtqmlHolfgcIAfq6fdq2G7baIowb1pMNcdZbZdpXI5rHz8yTVOWyjCUKCkNQqA1g/oF2dpNOao6oSFgLJVM4wFwQEpsxc1OJoVGcq7VKVPlV8prsdumhEq43XESTOIGNDTfq0hGPeWuJ2Stps0Z6bIrVdrC+Q2kM7RaIkKixTL1Zo6QBPBviRooNmOumSSIGwgjgtsqj6aaOYSmNOxG2sJwh1AU1AolJSCfXaCZoGYgGHc0PM2S6TnUUafooI8zR1ASsdC55H06uQWI8TnSY5FxJaH9WMQCrqJqDuEjqteZppl0gaknwfjUIPe7zVHOm/hFYupO0NY1QOaQXxwhRxq4rzfDqFQbqlYarSUC0VEUGJuk7p+gknWnUWCyGBC6gLywSaZqdBksS0wjLVUFJtLtDsxlCtMRdHTNYXkYlPjOHA0eM/8bv5gj1RWms873R+QqlUOquGyf/XKE0TnnvuGQb7S9DZQ66yCe2fmz9xJtlmRDrfZufWXha7HT4wfi5898RLzxN1W4xvytDVhBBcfPGlPPTgXawa0DTnnyNRy/n2Y4dYN1pm1bIizz11nCS2bLky80LogRzBWIk11S67ZeMsqHOA4ZUbKfYMsmfb3azYcNlZyfGQ5Y7MfO0r+MNDXHf5Cr7z2BHe8q4NiJcegm4Ts+XGH3P2MhJSMviLH+PIf/qPHP67v+KRdcd58+g19Kx+J83nfkD3qa+jlm88xZ9zjkcntrGytIKhl4E+fy30vtU38uzMLr536B4+tP5sBWS8NMam3vXce+Qh3jp63WlL3ctQ2mrSfO5Zym952+tSYPfv791PoxXz6x/aelb9sJMUrllL5W3vYPHeu9EXQfHdv4z4MQvL9ZUDLlnbz/3bj3OjewhXmyK46d+dsz/OpG6U8l8mLuJ/zh+g96kvYEdXwEDxZZ8/H+2vtXiiuJFLZ59h9bLNUDm7LMKzM8/TTtpcNXwa3CLwNLd/cAv/15e28wdffJp/84EtrBt9eY9U9aEHIE0pv/mtwFJ9rIrgu5N5ar1vYkx5XD50CY/MHiCJHBdffa6S9Pxjd5KmCVuuvem879ix42kcsCaSuMkA1RucCqWTyiffs5XG/A4qy9+OMgWWjZWp9Ibs2nGCDVvOfR9kcOcbrng7zz/6HWaOHTgLDbC3t5/+/gH27n2BjRsvPsdrKwNNcMkwnacmiI/WMGM/fVDerze9/e1v54477uD6668/6/u0fPlrC0P9lyZPx5BIhI6ZIsYJA3apWDtwBl4DykqsTInPOMezXoBylnTpd21pSY2HED6RhdhJOoLT8MBL119nqYum0jQVS4UvLcgu4KjjkwhJe+n9vuvQ8jXOepg0a9+RCussNSWRQmOXshYEkjN38MKZKGWn1mrpXwcxYIXN7kenz/ozQPNU8yy3x+kM8S+RKZE+7fmVCuIg5JQpw4GXgBNZxnpVaXDQEBqyVBpiBfUzncfiZCZ9kVkHXUogxKlnpIPFM8bTPnNuT1IK3lICR1XrbDAOCmnMvKewQoFIwYWn+Dy5FqA5c/JicZqnWEp0nLBwVkSFYHGpRiMu2y8RwRmFTAXKCiyWlrPoruSUjV1I5o3BLt03855CiBSRCKQ7g3fALI1nQWmkctiTTGq9FEIqzjbdu9NG5bbwaOuTAxVkmWCOGgHSQUJK9yTamzpjPk/Oi4S8S2jKFJzCpJIEgZJdsIa21LSkI3EpRhmKaUpdaXAaay11P8alJ9dMIi1I00TY7Gy0nX8q4UdxGklhXp+Wg60AaZfARVLoCOgYSF26BNYg0DYhQiNTSVUmSCRGK0wsUFbRVJr6SUchFs8KCErYNGLOOJw12Xrqs7/TqfPwYrDSUtcFhFoCAREa4QSpTBHap5HbeIp3mUCEYZYYlvaHxZI6i1MSnUpmhSXVCq0kXTyEc8RWUBUGSYoQFqc8DA6sZaHTRuLR9uTZhXIlp+4VAKEzz2CNEFLoiBRhHYlQ1IslugJIbLZGZGcxBZo2ARyxOb13srvDUKufXbT5J0EXLP0tW7aM+++/HyEEURTxuc99jpGRCwst+mmg559/lmajxubxOjhHZfk7fmSb6NAiXQkPuYj1vQXWlMJznjnw3KOEhQpD46dzPVasWEmx1MtCM8/89B4+89VnabRiPvyOrNDsrmcmGB4pMTB8WngNrxphYyOlYx175s5GKBFCctEb38XizHEOvbDtHB4W7vkB8eQkAz//Yd562ShCCPbNNbkofIG6GkYNv3ZUvJejYMU4Pe++iWTbM2yYsNy08p0I7eFf+QHs1H7i3afhvPcsvMhUa5rrRq5+hR5fPQ3nh7h2+VU8ePwxplvnegNuHH879bjBIxNP/Mi+ao8/hksSSte+cqHlV0Pb983w8HMnePcbV7By+OUF3973vQ/pSWpHDXrtj/9egPdcvYJr3TPYvffjXXITevSV67zd+8wxFtqO9Lr/EecsrTv/mKQ+/4ptzqRalPDlA5P0Bx43zD1BtPOus/7unOPeYw/TH/axvufs4sEjAwX+91svJ/A1f/Sl7Tzxwvkhw20cs3jfPeQ2bcZfPnKq3/H2Q/hEbI8ySPbF2Tb+sQEW+4/xYP3+s/pYmD7KSzsfZe3W6yj2nKvAz8zMcODAXtav28Tg+DtxqcVcFCLOCNMrDl4NzlKdfAjIFLnNly1n6niNmcmXRxHacMXbCAsVnrnvq9j07DTZTZu2UKtVOXr00Hnb+pv6kWWf9pPHcfFPOsX2vz9aWFjgU5/6FLfccgs333wzN998M+9973t/rD4//elP89nPfvZ14vDVUbE3pKfcxhKREoFqgWqiDDjTJHJdtCcxBpTfwaODJUXqGGlSrErAlygPTNjBeZbYJaRkQjdYlAZjJEKAF0ikSZAmJVEdnGphfEBEoLokokMiuqA6aAs+Mb5KcMLhRIRUDmSEVQ3AEtmIyEVYEWOVIxUxTncwfiYQSZWASDiJtWWMAJHiRAymiVXtbKwyAd1BqA5CJpSLbTyTIGQCMsLhsM7igMQlOFJ0CkK3QCR4AQjdxZk6SIswUfYjU4pBgpQxjhRIETrBSYv2U0zYwfjQ2+OIXEQQtFFeG6s6tH2JCQR+oPHCFOOnGF8hVUxEGy+weL5CeQlCZXkjyoDyQGqHEKCMxHgg/Rbt0CB1RBA0MEGMF8Z4IRjfYvwI4y0J8DLBqS6IGFQbq9sgu0jdplF0IBKkaaKDNk6kdG2ElU36K5beskAYKIaCUqmNkBHGk0SuS9dGOGVRniWRdRIirIpBRsQuAdlG+5YgNGi/A7KLFSmer0BY+koJPUVJlw5WtkhFF+VrpBQoY4GU2MUksgOqiVAdRocUxgNLhNQtElkjUXWcaWK0wsqUhrY4kRC5iI7tkKUhZ/sss3k6mkojdRtUB+sssejiZILntSgEmTKDtCQioZPzM21XpSC6IBLGBrv4YRtkBDgsDq1TtHagHKlr4D6QAAAgAElEQVRLMH6CdBZEQk9PjUQ0UUZgwmxPSJOgl9ZTSEfiEqxMQGURTMqLMEGUKb26idUNYuo0pWVBWiKx9G6RkoqIlBgE1L0k2//Soky2PiaMMD4YHzxfIg34RuMZhTISqRwCmznVRAsp2mi/jVBthG6CthhfkrqU2HVIXYoJYnK5CKcSlBG0BTjVIqGBshGONsJrI7XF+AnFfEIQdEB1kbqLtg7pJMZTGF+hPMBkZ0Aqi1AdpN/EiRTnLH3lpfWyKQM9KcZ3EALakRJjVQvpdbIz4iu8IMYLMm+3JcULFF4gML5iuHR+9Nt/Trpg19Hv/u7v8lu/9Vvs3buXSy+9lEsuuYQ/+ZM/eT15+++GFhbm2LlzO5duULhogt4VP/MjvVDOOaL9Czw6FtJKLT+/aRQRnS3ULMwcZ+rIXrZc917kGd4MIQRbtlzGjqdneHZuBcerNX7tlotZtazEoRdnqS60ecP1K8/qSxY8Nl8xyl1HJ3ls3xSbewqIMywV45uu5MDOR9l+/9cZGFlDoZLBUifVRea/9U3yW7ZS2JqhvF25cYCZ3U9SDKo8XL0Ub7pJ/9C5QAMXSrsuH0Q/pnnntjrBz6Tggd5wHerAE3Qf+2+o4XWo3lG+f/h+yl6RK4deO/rcy9HNq97F01M7+MqL/8S/3vrxs6z563pWs76yhu8duoerl11BqM9VeiHLH1u85wf4K1cRjK/8sfiZWWzz19/dzYqhAu+//pWLyqZ77qa0wrK437Jw1/foe9+PF84HML7wJMO5HTwdr+WSTe/j5eE9oNGO+c5jh9myuo9VG9eTVn6d1p1/wsQXfxf/xt9Ell455DOxli/tP0FkLZ9YO0I+fivRU18nnT2M6s8Umxfm93G4dpQPb/jZs6BjT9Ly/jy/+7Er+ezXdvL5b+1CiAxp8EyqP/Yo6eIiPb/yidO8zz6Fax7givJWHqu2OdHs8Oide/E8zfprerhv4gGuHLqM9T1rsDZl2w/+AS/Ic/F5vFDOOe699x6M8VjXGkSkLar7v0s37Sdc969PPWeCPgr9V9CYfYp87xb8/Cgbtgzz5EOH2PHEUd55y0XnnSdtPC5/2wd55Ft/xa7H72TLm04L/ePjq9mx42l27HiK0dHxs+4NACEFuatHadx1gPbTJ/5/DzJx33338fDDD9Pf/+ph+F+O6vU6f/iHf8h3vvMdbrvttteBu1dPjjb5fEJqUxbaipE+S5zC1EKmjC8b6BL6XbCa2CZMLgiU32JZn2NiTiAExC7zIAwUHLPVGKE0lVKKMZaZxQwdTyvBUJ9lekGhPctAORPyOxHUWnWsdYTa0hNCzodjcwlKW4b7EtpdwWJTMjxgyZkukY1IU4iiGlNVgRQCIZdAuFWWEjLUG+McGCVJUsvUoqAYavryAiscnThmelHgm5R6O0GqzLgtkRRzMYWcI8zHTC9k1W4S2wEEDvCVI04FoWdpdyTai1CmTRwJekuO+XrzlKG8XHIUc44KIkMCa0GzIyjlMgS943MCTzlyuZhxL80guY2i2kyotQSVcu0Uqlo+gE4nxhLRqyHwYo7OLHkFJHh+RF/R0exC6EGgNWkqOb4QgwMl64z0w3zd0W7H5D1LN4kp5CzlUFJtWhrSYnRKOwI/hNBz+AYgoRsLFhqWgf6Y+Zoitgk6SFheyQqlSpmFs+eWPunNDjidEIQRQS5Fa0HoRSzUBYWCIzQt5muC5T0era6gmVikiKjk5xFO0U66tLpdegrNDJVP26w2VHepWC4piYvxTYFCvsVcw6ERDPdYpqsCaxOcWqCvN4P/zgdwdCbbs31Fh7NNlI5REmySgoDJqsaJlKE+RydSLLbqpBI0hjCARjdFqCYr+x31lsDXCYIaPb0+aSoRqo21bVpdiVtS3JNUID3HQK9lasGRpBHWOYLQUspZkrSBlFBvenRdTF8xJfQlqmlRpnbqrMRJwuRCm4GiYqaeojT4BnqLjvl6h24sIE3BxCwrC6YWl864ayMxVIoxvo5JXUohhPm6oBslDPcm2MRiRYLRgloLqk0BnAHoIKBS0DTbBk9ZkB3KOZhvCBoti1KW2ElYchJVCg16C5KpeUhsilIxfaVsHPVWQuh38FuCvGcBQSeOCH1BlICUTU5mpzgHzY7FWkk5NKS2SydJOWnPH+pxWSkDmYBVzDUy2HuLJQwsI3l3EuuGru3Q6ghGBh1KZnfPQkNQDFpUWzGlfIb+WCx36MTQbLcIjGa0TzARhbyyFPX6k/r93//937+Qho8//ji/+Zu/ycc//nFuu+02PvrRj1Isvrawnguhdjs6by2Mfy5K05S7776TUthktGeSQv+VlIev/5HtkokGhw7Ocdeg4Q0DZd6+eohW63SNJOccT9z5RaJOi6vf88uoHyq4Vi738PVH5zi8UODnrzjG9VddA8B9392HEPDmG9edgySmywHdWpftNmblvkV6VlQQS88IIRgcW8eB5x7hxKHdrLzoDUilmb7ji3SOHmHkk7+OKmS36kAlpH/PV8n5ih3xm5k4WmXDxcOvCcoaIJ/3zxozwO65ffzt3i8Trl3H+HMniGemKV55VVb7Y3Qzyb6HSQ5v58DgEHceuZ/3rr6RtZXX71gE2scow4PHHqU/7GO0eHZYz/L8MPcfe4RW0mZL//lhy6sP3k/90UcY/Ogv4S87u/35xvxy1OzE/Mnf76DdTfl3H76UYu7l4bvTmUN07v8rwq3X4PKjLN57N97IyClPy4VQ/NI2ug/+NcnyS/js5Bt46USDqzYNoV5mnb94114OTdb55AcuppT3kIU+9PKNxHseJN77MGpkEzJ3/hA76xxfPjjFi7UWP796mNWlHKp3lGj3fdjaDGbt1cRpzOd3/i2hDrh148+dV4kC8LTiDRsH2Xt0kXuePsbakTIDlUzhtXHEib/8C8zQMP0f/BBCCDr1g8wd/gZBaQ3rV76VJ6ZrHJys0d45y9tu2sAbN27m6eln2Tmzi2uWXcm+bfdyZM9TXPWuj9A7fG4h4T17drFnzwtcvuISiocswWXDkO9Svf9e/BXjeMOnka/8whjN+edpVfeQ792K8XyibsILO06wen0/uZeBbC/1DdOqLfDi9gfIl3pPgUwIIQjDHHv3vkAQhPT3n+slkwUPF6dEe+YQeYPuO7dGx4XQj9rbQghyr7CH/yXozjvv5NZbb/2xkEXP7MsYw8UXX4yUkje+8bUDylzo9+vw1AHS1GKMoJzLIqOUzAS/0HcUTtp7hMUYQ7VhKecdvgelXKbwdGPH+DKDVo4wUPT3CMJAoKWj2dUopRiqJCgFPSVNqWCQSmCtxfc15YJHMUjIhwLPiKwmmoJ84DBaYDRUCmA8Q7xUvFxKCHMevT0Gzyh6S4pSaCkEjsLSOLIor6y+TdaXRRhNFEcIAYUQAg+KIZTyWaBXT9ER+lkzKaGUd9TaWbyhUhIhHUOVDOa7r6zJBY5i3pHzHZUC5HI+nkoohlDIe5QKCikE2vjgEjqRIHWaYl6Tyxt6y4ZSUWCTBCklUmW1c/KhoVLS+J6mXNbkfIXWmjCnCH2NlhbnsvVpRwLfU4wN+xhPkw+WwNKFBa1odiT5UDIyoMGlCJEpcgO9ksCX5PwUJyz1jiVKHOW8o5TL5sc32X5QUuAZKOczOPFC6EAayrkUrU6BMgJgPB/nLM5CoyMo5BzFUOBp8HyfQl6jRYKUgnwosMKidELoQT6nETgsFq2gVPCxaYpSp+t6lfPZTykHucCRC7v4Xrb5+8oarSylHPT3+CitMUYT+AabJng6a+sbMCZ7h5QnfwRSCkp5h2ccvmcp58EzEIYJhdBRbwv6Sw6joVAwmRdMOYS0ZNF3mdDuG0fgCXwDxYLJCrI7RzEvQChip/C1JfBAa4nAEfgp5XwGrS5Exmc+AGNMJse5lFJeEQQSJS2dSDDYo/F0puxWigZtFFEsKecs7UigtGH5gKS37MiHCiUTwkDhnKNY8MgHKVorlNHIpbBTT0NqBQNlR7kgMb5PTz7BN5Z8GBP6CYWcBmfJ+VApCIo5gVQelXxKYDK+HY5c4CiEglxweo/4Zun8+tk5CgKDpx1KZXNtznDBCAGeEfgemcc39AgCjXAJ3VRTKYCUaTZHRlDMa8JAkA8sUtpTcqqUktBk49Fa4Wy29sUQPJNSykE+VJSL2T2WDyR535ILLA7LxX19FHouzGB2od+vC1aibr/9dm699VaMMWflRv1z009aidq27TFOTBzmyvVNtFdkYPUvvGLOCGS1oeYePMyXhzVBaLh17TLKxeAsAWTPtrt5aeejXPqW9zM4uvacPp7eO8P3t8+zvneWt6/bj/H7OHpE8ty2Y1zzttUMLT9/2Ney3jzbphaZTBI27FvEjJROhRh5QY7K4CgvPnM/1blJeiPJ7Fe/Qu97bj6rWGyhfojS/u9xZ+sStrz5GvY9O0mzHrFyXd9rEkbOFLqcczx+4im+8MJ/Yzg/xCfe+K8wylC9955TyoAwAXJwNa3nf8B/7b5EEFb4pU0/v1Qh/vWj8dIY+xb28+iJbWzp33SqAjZkxfM6aZcHjj3CQNjHSGHZWW07B1/ixOf/H8J16+n/wM+dMx+vVomar3X4z//wLJPzLf7tB7eyctnLh/HZdo32d/8YoT1y7/q35C+5gtae3Sze/QNMfz/+2GtHHkun9tP+/meQA6so3vQb9FbyfH/bMQ6dqHHJ2j6MPnvOH9l5gm8+coibr13JGy867fmRhV4GLrmW+q6HiXfdkwFTVM5WLKPU8g8vTfH8QoN3j/Zz1eBSYcilWPLkhXtRg6v5xvST7Jrbw/+w+aM/MgdOK8nl6wfYsX+W+7dPsH6sQl85YO5b36T57A6WfeJf4Q0MErUmmT5wB8bvYXD1R/GNR22xzZ4kZmUlx1uuGUdJxVhxhPuOPszCkQMsPPUEKzZewear333O+k5OTvDII/exYniUNUfLmNEy4dUjhGvX0tz5HNUH7iNYtRpvIONfSI2fH6U+8yRR8yj5nosZGC6x+9kTzE422LBl6GXP1PDKjcydOMy+Z+4jTWIGRlYjpaJcrjAzM8WBA3tZsWIVQXAuEp9eViSdaRLtngUjUQO5H1uR+GlUop5//nn+8i//krm5OXbu3MmOHTvYsWMHl132o0GBfpg2btzIFVdcwbZtWUj0T1KJSqv7aYgcQkiM0ayWHQaVZXnB0dQS4SDwfYQxKKXoKSvCUBNqlZUV0IpSXtCvUrrKxxiFVBIpFUprAl+wvtRlxEsItKIts8KdY7JNw4RIpRBCIKXKvAzaoJQmDD3KvmSV7uJJ6Bdd+lVKU+eR2iCVXmoj8D2JUhJtNH2iizMheSVw0iFMgNIapTNBVIhMsBzpTlNVISYMMwFMKXJhpmT02iapl0N5PkobSnlJpaQpFRSlnMAYhWdAex6eZ9BGU4rr5AxEKsAYhdYK31dIowmEY1S0yGtB2UtIOrCyGFNRKQ0MgoyndKngtReECCnxpGNYdGiQzdnJcyaEQKpsTMYYKkVNKZ/dq4LsuYpISUyANhKtBZWCJCcdRc+w2nRYU7YEWpB4HkprBrtzaOWQqWRdJSUJC0gBvo0QQQ7PJSQOTDHERglCQKno43mGQZkwYFIqIqXgKYZEl5LtUhOGcl4xKJt0hMF4Pp4EK7L9IaXEWovxfHTaxUmNNh6e55GmFqUNUqklBcLR61rIoABSo4wBZ5HC4fkG7fmsyiV4OcOIa1GVAUYpRkSbuvAJhMVJjWckSiuUUgxqizQeduk92njkAoXnGZapmK7JIaUm8BW+JynKlGJPgO8pbJoSFvKAXNpbGiklgzohkR7OSLT2sj0nJX05SU5ArHxSK+hEgnJBE4YGrRRFLUhEtoZ9aZ2WyO47EwRIpZBeNg9aZfMWBJqekl4Kk1WZ8cPTDPkJQUHToy1ezlAuLI15qd163WFR5U7xpb2ssLaUkhEdkws0sRcSGrukvGlCX6BkZvQwxkN73tL6KZQxKJmd+XxOY3Q2X9rz6NOWSHqopbugbARW+0itWSOaLOJjvCCT84UkpyRJmoKQGM9nMG2Qsx0EUDaKSHmnzvyKIMUr+qzVLUoaGjJAyMwAYbTEaM2w7FLSkpbQjJiUtg6RSjPgOjSsyM6YH1DSZHwpRd6DVOil/WDQxlDQsNyLCPouDIn1Qr9fwrkLU0l+4zd+g/Xr13PllVeSy522dG7evPlCunvVNDfXwNqfjBa1b99uHn/8Id6wOSQvDzK49pcJiitfsY1zjtZjR/lyu8mBkuZXN44yXgwZGCgyM1PHOcfuJ3/Azke+zdiGy7nmpl8+Ryl74dA8n/nqc4wOFrjpYgg63ycXah569I0EuQIf/Njlr+gV2jZT5RuHprl2Nub6qiW4dBhvfd8pbX/fM/ez/f6vM1h3rEyLjP+H30cuKcLOWlrf/BRpfZ7fmX4fq0b7uG55hWcePcJ171zLlitevefj5JgXu1W+vO+bPDvzPOsra7htyy+RNzlcknDkDz5FsjDP+H/8P9GlEs45/u6JP+Px1lE+Efdw2dt/A2Fef7jmxW6VP9r2Gaxz/NrWX2FV+fTBS2zCn+34LxyoHuIXN36INy67AoD609uY/Ou/QheLjP32v0eXz/W6nBzzy9HsYpvHdk3yvSePYp3jX7//YrasPrey+EmyzQXad/4ptjpF7n3/G2owyxOynTbH/+wztPfsZvCXf4XKEoDCq6F0+iVa3/1jRFAgd8t/QIaZAvfgsxN88a699BR9fu1nNrNmJFN2Htl5gv/63T1sWFHhf/mFS1A/FEI2MFBk6vBR2nd9BjvzEmbLjfhX/izCBBxvdvjKwSlm2hHvGevnuuGzw2BdGtP62v/BvV6X75U0bx+7ng+ue9+rHstio8sffWk7s9UOP7tKsPquL1C++lqGP/GrxJ1Zpl78G4RQDK3/ONorMTvV4Jt//yzHLu/DL3rcvnmc/JKR4duP3EH9ySeQpSLv/8V/j++f7cE5fvwIDzxwN/kgz5s6G/ByAcWb1iG8rH1SrXLsP/8x0YkJhn/lE5SuufZU2+b8c8wd/kfC8kb6V36APTtnuP/OfVz15pVcce253q5Ta5XEPHPf13hp56MUKgNccv3PMLJ2K61Wk29/++sYY7jhhvdQKp27F11iaT18hPhwFT1WInftGDK4cPCfH7W3pRT09b1+Yb+vB/32b//2eX//SkV477zzznP+vnr1ar7whS8AnMqHuv32218fJl8FHTu8m7npAwjnSKqnw3d02aebREStFqELSQV4pYDmYoSRFr/o044tgZ+lwmsgAZJGjM5ptBI05iM8X+DlDc5lVuVumlm5c8ZxIjZ0rSQvU+YTDdaRdhKkpxmWHXLdLl5vgLMOIQUusQgtSdsJtpPwos0AcMYqjonYZ5Vsop3DRikqb+igOBL59OsYnSSYVheKAV0EBdpYBJ72shCjLiRCUBQp2mTvmGgp6tKggtO8IQXKU4z5Eb6wSJeBHEgJOEcqJd2FLgmSsKDwPIlLHTZOs36AJLEoJbHdhDk8fCMw9TYH0xCdMwTC4mEZUhFCCWZTg0Ogmh0Cm+CVPYwSzCWahWpKTqQsq0iO1UCmjkY+xzrZRBoJArpWkDhBXlpskiK0gsSStCKEp3GpRfgZQJOwmRI27XwWU82GIEvSd25pfEIweWyevEhJ+wepOo9x1UJ7WTykSy3OQWpj6rVFTK5Ip9XkmCsRhEXWmhbC18x0FLIdMes8SkXFct2lbhU56Yhcxm9BpXRSQRI7/HYXLRymJyDupNhWzKGgjHMJtgMVk3LS/mtjS9qOMaUsJixtJ0hPsVhNiAKfRWfIGceYiXDAQqqZSQwVldBOBV0UG4I2zsFkYgjqLQoiRVUCXuyGGCyxE6dcK8pZolaCDjTr86fPkE0zr9RJ+chGKUIIJmPFZORRMo4EQcVY+tM2Ne2jhcVvtVhMPOadRzEv6fFSWkvnJJQOl1qiasQBl+3/Tb0pC4mmohPOFN8SCzORosdYhLVILZHdmP1kxt0hHTGVeIx7HWYSw4iJkCJb64aVBNJxvGswEgrdNsamzHs56h3BunKMFhA3I5IEgrLHvu7pNIWT+wYgXujQdRLfQCMWFHo8zEmwlVgyU3P0qoiiSLFpilMav+AhlKA+P4fRAcb42X5WMgu7XRpn2kmw7QRdCTKglnoXm0KU88nHXaSW2E6W7mIdqLKPszGLi4sYZdDk8bDsd/lTe6iRSoy1uDRlviXoJyI/UGTjZa8PENqrpdesRH3605/m13/917nooosYHj4bYUoIwT333PMj+/jWt77F5z73OZIk4WMf+xi33nrrq37/T0KJstaya9ezbN++jTXjFcZK+8j1XEz/yve/YjsXpTQfPcJ3u2129BpuHuvnTUtC48BAkampKjse+AYvbn+A8U1XctW7bkWeUaS11Un4zmOHuOvJoyzry/G/fuQyijnDg/d+hfHKHurNPMs3/BJ9Q69spXfO8bWDUzwzV+faNlx7sIXuCQjfsBw9XKB7/DiP//X/zVTBsWnr9Wy94UNZuySi++gdxHseIHjH/8Qj9VH+9nt7efdVYxTmOhw9uMD7PryV5SteXZ2ent6Qr+64i+8c/D7WWW5a9U5uWPGWs8K0usePc+RTv0e4bgNDt9/O1w7eyUPHH+OG/GpueO4JZHkZwdt+FTXw+ke6Tjan+Ytn/4qFbpVrll3J9SPXMlpYhhCCdtLh88/9DfsWD7Alv5o3PdvEf3In/qrVjPyb29GV8+fE/bCgmaSWXQfnefbAHLsPzTO1kF1aW9f08ZF3rGOo9/yhVs4mxHsfJnryqzibEL7zk+eAPtg44sRf/BnNnc8x+Esfo/KWt73ieF2aEL9wD90nv4rIVci997fOga7ff7zK5/9pFwv1LjdfM87MYpvHdk2xcUWF2z+4ldA/Vwg/ZSBIIrqP/z3xC/di/QJH+zezUw3SKgzx5k2bWdd37pzFNuErO7/EI3PPc2kHfuXy2zCvEchk4fgkf/GlJzmQFhiixTvetpmLRtvY+e8CgqF1H6PTLbBn5yQ7njiKHxje+MFN/N2xGUZyPr8wUmD/k3fx0s5HEZUSj4x26S0NcNnAVsZLY6wujLF31y5eeGEnlVyZq9prKJaKhDesQv5QOF7aajHxF5+lvWc3fbf8LL03v+8UemN9+gkWjt+Fl1tOZeRGHrq3wf4XpnnDdeNcfu34KxpGThzazfb7v059forKwAjrLnsLub4xHnjwbpIk4aKLtrJp05ZzvFLOObq7Z+k8fQIRaHJvGsMsv7Cw659GJeqfg34cJepCv1/WWmandtGqTWFTi2sniOIwQmlEMn3Ws07mIW2gtSEIQ7TOQqTq50GuciJEuLOLUzrVh0jnzstHwyocYLAYVUK5s4sYVypFFhfrp/gQtkkzFXSsYsB3mCVjnU1T4vi0V7NjJZ4KUUrhkoxPpwcQycuXA3B6GNttYhs1XAjOZOF8R5NMSBzX7VNC4JkUBCbLWUps5jlaQjEznk8qBkijSU6pm7IC6TwCS6nUQ6228LL8vBI558BlgvpJketMz7AfhBSLZer1Kt1OmyAwtNNBKrkm1WqWNKOUJk2T032qCiJdPPX/XK5Aq3W6fEfSjcAbQMkuwnWyfQEI28ShwIySM1WatRmE0liXKXwVk+KdMW9pZKlaTY9vzwoHPDmPPzzOM8flrMOd9Mxx9rjLfauozh08/azwEO70nmhaRSBSpAxAFrA2YsoWGFBtVLpAgsATDqd6EOkCNl4KC9OGRuoIhSVxgjDQ1DopobDIkzyoEqgipDWEPf+dNpsaGjJPyTZJnKBPRUiV7emM3wDnckjml/7vI9y5BWdjm439JGJyLl8hX1lHs9WmtfD8y87lROLTcoq15keX9PhhWtpuvNwnpWMlFgiVPjXnNrYgIczl6CQ5RHpyXFlYXuAb2p2lyKLIIjx5QdENThhcs4VLLDKfKWFOhJC0EFIQFNbSbh3HpU2a1TmCfAnjLSnaiUMshXRCdkfgElxnDqEEg8uWk69cmCPnQr9fr1mJuuGGG7jjjju47bbb+OIXv3jOoalUXlnAnpqa4iMf+Qhf//rX8TyPD3/4w/zpn/4pa9eeG9J2PvrnVKKiqMuhgy9y6KWnSbpVRofz9ATTKK/E8IZPINX5PSKNbsKRw/NMHJznhRAmQ8X1QxXePdZ/am6krXHvN77I1OG9rL/8rVz6lvcjhMQ6x7HpBo+/MMWDOyZodROu27qMj7xjHZ6SvLh7msfufZGB0efZvHIGIRRB+WJK/RcR5EeRLwN+kDrHPx2eZttMjZXGcOOhFuVqjJMJSXUG6yJqfYr9M0+xZv0IY4ElOfIsdJt4l74X/6qfy7xC39/HfduP847LRuBwlVaty5YrRxgYLtLTn6PSmztL+LPOcqwxwc6ZF3hi+mnmWgts7tvIh9bdwkDu/B6XuYce4Mm77+DJq/qZDhPeueKt3LLmPaQTu+nc93lcq4peeTlqeD3CzyHKw6jBVQh54Vb1k9SKW3z74Pd5ZOJJEpvQH/Zxcd9GLs6tYngm4qUn78E8txe/a3lmU45nLutjy/DFvHn0GlaWznUbnxQ0J2ab3L/9OI/tmqTZSfA9xaYVPWxcUeGSdf0M9byM8tRtZsrTrh/g6rOooXUEb/k4srLsvM+fqUgV33gNpWvfhDc0hO7pRagsptrOHyU58CTxvodxrUXU2FaCt952ygP1wzQ51+SzX9/Jibns8n7zJcv5xXetR59Rz8k6x0I3Zr4bI0PD1EKLxW7M8VaXZGo/V049zuraATy79GEQCjkwjh7ZjBq9GDW0hkP143x53z9ypH6cd/Rt5YadTyFai6jh9ei1V6NXXIIsvIKXrtNm4e4fMP/db+OAg9e9lwfrBU4syTnDpQ5jvX2oOsRzbSSClev6ePO71hGEkkdefJG76godNRk6+jSXLx/mDQpHd/EAAB5ASURBVG96N7sW9vGDI/dzuHqU3maesWo/xipGzQBbo3H8oRIrPrCZhda5H8xsTWKm/uavqT/+GP7KVfTe9F7yW7YijaG1uJv5o9/BJi1MuJxjx5ez/RmfQrnIpVeNsnbTIN55FFUAa1MO736KPU/dQ21uEm08BlZeTEsWmZ6bQ2vNhg0XsWnTFnK5s+Hvk7kWrYeOYKtdzHgZf/MAqv+1hfj9NCpR27dv5/Of/zytVis7C9Zy7Ngx7r///gvu819CiQLo68vz1FPPgkso5SW9g+s4dOgAuJhS2CByA3Ras+SKWa1Blyyi/SwEO4lqzM0cp9WVDAwMMjvxNE74oIfB1kCEeEERa1OCIEQry+LCHCBAeIj4ML29/RT7L8mKv7daeJ5HEtdpN2ZZnD+GIGX16nEWWgN4S+FH7eYMi/NHQfWzbNlySOfw8ytwLgGbIs+A4T4pSzQadWZmTiNvLl8+ijEec9MvkqbgZEiSxAwNjSGlpFmtMV+dQsRZjZiX3Dh5CYMqRiQT9PT20YxKdJvHKJTHWbdhI9u3Z8KriA4BUKn0UuzdgDLZuYmiLlob5udnaTYWsUmNkbENTBx6EnD09vZT6NvK3Nw02s3jHFRrVcLAJ7YBSWcS6Y8yMLic6aOPZ+OTJZaNbeHEieOn3hvm8ghvjJ5yiPZ7SKMqiVU0mjXq9Q6D5Q4A2u/BC4dYmD1ErjhIEJZotZpMTZ041dfIystpNdvMz09QKC2n065R7lnO3FymiK5YsRIpFa3mAlKFBEGQrWV9kqkTe8mV1xP4EnAsTGXz41DkiwOkaYofhOQKQwjbRKqAIFTsP3CcUnmATqdF1KkT5HrI5fI0F/cTdRYp9a2np3c5DsmRF+/FGO+U8rxyww1LZ2KWWi1TBo3xiKM22DbDgwWmThzCeStZuXLNqb3RbrdpNE4bBMbGViKIEUJRWzyB8XsgyuprxtZgjGSh7jM6uoLG3HO0Wi2aST/Llo2glCaJqkxOzQLQ31eiXm/RU5LU2nUm5ApWBRGt2X3ZWTL9NOqLkEyD6sULiqSt/VQqPeR7t3Bi4iBx+zjF3o20Wm2U6BC3skLDvQNrKPWeNgZbazl8cCekNQaWrc3AVTozSB0yOT0PSZVCpYdmdQHMCMtGVrE4tZ1cLo9X3EBt4RhaLGKCYWZmJhHpAjIYAxeTWgW2CzIk9KHddYg442No9FKmju3A6UEKpSEEKfWFF8mVVtFTDjB+b5YP1p5karaF8UJKQY2e/iGabZ9uZJmePEwuXyQ0ddKkQ6PjY6iSyxfJldfRqC9QLBaJE8mJiUMgMlh2cIyOreT4oWexUYTwfUqVEfygQKdVpaenB2XyOOdYXJjFyCp+UMY6w8SJCTLjRgZ9X+npZ3GxSk9PH75v6FT3sGLNpdSbFyYX/sSUqN/7vd/jy1/+8jm/P3kB7t59bsHUM+kb3/gG27Zt4w/+4A8A+PM//3Occ3zyk598Ve+/0I9QmqYcOnSATqeDsFU08wjXJYk7RFFEmrTRokkpjDgzWkkUL6JWeQuBl8eTkrQZEdW7tNOUY9UqL6Vw4gwUvAqWy4MuK12dbrPG3Nwc+45VaTVqKKUZ3/xGCoNrmJxrcXS6weHJOq1u5t5d3V/gov4CRSlo1LrMTDWIo5TBZUWuv3E1B/Y/go53MVDqnOLRijI6vx5dvBRjDL29p/OW2ruf4oWXXmJ7UCZFMDy3QH/XUlCQ1wlhe4pcdBjt6qR4tLxV1PJboH8ThJKmF5EYwTN7qmw7UKcQSkoSZNPhAxqBFA4ZOlwYEwVNamKRxMZYnTK2Os+N667mor7zF6Otdut8ed8/smf+RTpph1Ij5c1P11lfD9DlCmZomGBsGSY+AvN7IDnDYqoDRN8a1MA4enAFetWVCHVhh8clCdMP3cuJg7toTB5Dz1XpqSYIIFWS6pohjr1hJXN9PovdGhPNyUzhMsOMBWvIiTIulXSThCh1HJmoMz0fIZv9XL5+kGs2D3PRyl6MPl3/Kj2+C9eugU1xaYxrLpDOHCSd2AM2QQ2tw7v0JtSKS3+koJsuTjL7lTuoPbULly7B3wqBzmuUZ5EqRRkwy8eovOfn0Cu2IoTg6HSDmcU2tVbEfK3LbLXNxEyTo9MNHDA8mKeepMTOsWwwz7KhIiqvqTvHfJKQ/NDVoYCK1gwazTLfcPVYhbAzTzR7hOmjT+HNHCFXnUE6R1cKjvqahSBk9bJLWN67GoQgPbGXdGIPrrVA6iTz/jpM/xiqZxiZKyGDXmo7dtI5cZxUTGEDhRntJRhM8bw6zsGh6T52HB7m4EKBOhqHQEtY0SMYLsaYaI7W/BEK6Qyib4zj695K1cuU2rJN6Y+6jM9NMt84QcdG9Lg8mxnHKXigtIudxSOs7V/JSDjCQNhHoH2U1NknwjkcoBCYZ/ei7noQFqsI3ydcu45g1WrMYB9xbp4uh0hdHeck9WaFubmQTjfED0s4uYIgXyBf8Fh70eBZABTOOWYnXuLQC9s49uIOok4LTIjsGadtszNQKuQpFYsEfoDWGq01RirMrEPN2CwcyFeooo8INVIreit9BOM9qPL5jUU/jUrUzTffzC233MJdd93Fhz/8Ye655x5WrFjB7/zO71xwn/9SStTAQJHp6Ux4PHknHDy4H4CVK9fQbreZmpqgr2+AUqn8in3FccT8/DytVgPP81m+fPSce8Y5x/HjR4jjmELOo7evH6XPb/ypVufpNqdZs3aceutcw16apij16nNb/9/27jxIqupe4Pj39t49C7MwC8uwBtcXghEVrChFKgwOMwOI5MELEQ0mkJQlSnwaMIlGKbWEvMJMYfJIUqWViEbEhwQESsoqyCuGEjFGJJmHiAwwCzD79Hr7Luf90TPNLN2zQM9Mz3g+Vf1HT9/u+zu/c+/ce+4995xgMIDD4URV1U6PC/Skoe4sYCE9YywtLU1kZmahq03Ynek0NrXg9bYydmwB48eP5uzZGvx+HzazCrs98jxISlb86R3az2/a8z15cveLvqYZubPV1NRIS0sTEyZMwmq14W88iW7ouEfdhMPhIBwO4/PWYYYbyMq5rlND8ooQqgo2q4kwdWyO2Be8TNPE0IMIoeBo636sqipOZ0/jrHZnGDrWDsdPX8MJgqEgo8feHvf4k5OTxrlzl3C7I43axsYGcnLyIs9QGRpqsAF36pXeSqYRRgidC2fKgSuNKKDtAocBKKhqCI8nciJdW1uNqoY65VsIgaZp2O12hBDdRigVQhBo+ieKYsGdcQO5uaOi/7eEiBwfuz5CoaohNE0ntW1wLSFMTCOE1eZBmAaq/wKOlHGYpsKFC5WkpaWTnZ2Doij4GyMNzpSsf6O+/jJebyvjxhXgcDjxelupr/0MRQQp+NrcbvtA+3aen59BXZ2XcPAyNmcmoVAYq7V9LlYRjbfjuoQQGForVns658+fxTRNJkyYHHc/C4fq0YOX8WTehBAGwaCK2+1GUZRuN0Pi1Xf7IymtrS2kpaWjYGKaGlabG2HqoFhj/h/puu9E6jCMw9H37VRVQ23Pkwpcrtg3D3o7RvVk0BpR7VasWMH27dv7/b1t27YRCARYt24dAG+//TYnTpxg48aNffr+1R6E6uousX//bgC+ObWedE/ktnj7TwlhRVhScaVOZNTo67A7s7A5M3mvqpWjl5vj/Sy5QYNxzY1Ym04TaK3ArnW+9XpG+SZfqN3vWNhtFsaNTmFCXhrTxo9CvxzgXx9VYXdYcbntpKQ6yM5NZdK0bAomZ0Y3TK+3lZrqSloaThMOVJPmCiAEnKjMAmD+/FLy8sZg1J8j8D/P9JiToNXNhdQCKjJu4lTG9Rhx7uxMb9KZXOljl3qZy6oV9L49fGe1KPz3f87p9gxNu2pfLa9XvE1B2li+PvomppFD4OPjhC/WYjQ3o9ZUozdc6Vai2CITJdo94MwEZ3pkrg0A9/xHsU3s/8PiAIH/q6Dqvzah2GzYs0djzcvFm5PK2Sz4V5qfBr2VkKGimzqirTuAGUgBYcWSEn9ytxXT/oM7C7rHZDbX4t/xFJ1nolOwZI7BOv7r2KfdGR3yuy+CB7einz2OaSromgcjbEUPCfSQwAiBoeqYQRXFamXis8/jyMsjENJ45OX/jUagKJCV5iIzw8VFq4krz4MtpfuEw6Zuovs0NG8Y3auhBzXMsImpmQjN7LRsyZ0TWXL3VI5Uf8gbp94BIE1YmaE7uF41GBtU8QS8oIW6rcdxx7/zyRdOPjkde5ucOvk8N1wX6Qqi6xZ8Xo3mhhCNdSpq6EocurDRKEZTb+bRaI7Gz5WubDeMdbB4tJ2j9Z+iOlPxp2YR8GSgOlMoqPmcSbrC5MwJjBszHlt+Ko0eP+d81ZxvreK8/wKVzVWReUd6oJiCFdZbmVIdJnj6c8I11XQcWUDJd2KdkoJzxiQMxUfkiRU4Xz2Jf1ZMwjQEd8yZzDdnx35Y1jQM6qq/oPZsBXXVZ2hqrEezpWDaUxFWZ2SH6aOviTHMuG4GntkFMT8fjo2okpIS9u7dy0svvcR3vvMdbr75Zu677z7ee++9IYnnWhtRXfPv83lpbm5i/PjI9hEKhWIONBJP+4l/IkYvjBdjMjBNk1AoiMeT0inGkPcsFqsbmysbi6XnCdYB6usvoygWsrPjjwDW3iBob5SYehBT6Njsfe9GO9R5NE0NhMBijX+sv9oYmxouousqOXm9H+Pa7x73pwHe/r32bTrRuQyHw9jt9ujva6F6LFYXVnsqQghCoSBud6RBGwoFqa2tJitrNKNiPEPdrq8xmkYI09S6bUvtjbeJE6d0a1QmyrXm8dy5LzFNM+YFiEQZVo2oq/W73/0OVVV57LHHANixYwcnT57kueeeG/B1h0IhFEXBNMLoWhCHMw2H09XjAUQ3Tapag6iGSdgwIw/UqjpumxVLoAGXGxwuFw6nO3JlQNeio4m4U9IwsVBZ2xqZZZ1IRaW6HWSNcnUaSloIgRY24nbliUUIQUtLC16vF8MwcDgcjBkzJnplQa35At3bgsXljFwlNw1UA0I2J2FPJqotBdUwMURk/girxUJk1gQFb8hHXVM9StggVzFxWizY8z2M8qRjx0PAD95AmLBmtg23q6CqOn5/ZPQpl8vGhLGjKMi7tmHvdZ+fcGMjIFDsdoSmofv8GKoaGeElMw1n5ihs6fG7ffVpPYEgVnfP24IQgpCu0hL0Uldv4Ha4MEQYv+HFYjVxO+04O0y2OjGj+9Xd6Ppa6xF6GCxWFKsDqycVxdr7QTxmXLqGEWjFmpqBEuekWRgGpq5j7XCFsuqyl1DYID3FQVa6C5vVghCCypYAQd2gvSe71aLgtFpwAN6WEN6ARlgzohcgLIqCzapgtVqwWiLzwQgE10/MwmmPdCm85K/HY3OR5kztlhNTUzFDfoQWQugaQggcuRPRdZPzXzZiGCaa34sR8KE43dg86SiKwKq0kJKWTsbobDTVi7epDlAiVxFNE2FGGlNWmw2H040rJRWrM40mn44voDE+LxW3gPP/dxZhAbvLgTs9hdSstGhXl57opkFzqIWgFsIwDQTto26BYRpopo4pTK7LnhIdYdIMh1Hr69G9PgxVjZyoOBykXX8dKAq65sfQAjjd2aBYCAU1XG57n09yhRCEAj5CAR9aWEUNhQiHI1dZNU1HNyJz3GTljcVisdLx33/+6Fwcnt7LPZwsW7aMt956izfffBNFUVi+fDmlpaXs2bNnSOJJdCMq2cgYE0PGmDhDHaeqqm3dW+P/X73WGLs23AfCtcZoth2PB6qRB0PTiBq4jMeRn5/P8ePHo+/r6urIze15oISOmpr8CXgmSgE8hHUD/P5el04D0lAig+WnWCGl7UQ0/cpIdXr7z9oj9xdUHdS2UZSyPHays1NpaGh76NM0aG6Ks15f7D/HZ8PjufLAfmNjh991jYm8unC0vVIB4lzhGeNJ5zpPjC4Ebc+1pjsh3Rn7lmq7TmW+FikdBiRwAClZ0bcGENKARKwn2Pu2AGDHzdhobxkbo7nS3SQ780qZO9VFN67IyyDyCqt0mjSv35zQFOx9Md+Vh1fdVgW32wamSUvzlTuo6UB6x+4OgsgQQkB2ioPsLoMpxKtnX2swujnbcaOp0Bh3f2vbKts3x7bcZYxu38ZSYnwnsn0GQzrgxp3R89CmugA9ZOCxKXjSHYSDYcLAqEmdR5wMBAwCgZ63hezsVFqagig48BDnaq0SeTV3rRdneuTVxgAamzrewfbgD135TiDYt3nHOq3YkobVlYbHBX2dJcoXMiAUv9y97c8Wi0JmZqx6GjrTp0/nscce49FHH2XNmjVUVlZisw36YS+qv3PtJfr7g0HGmBgyxsQZyjjd7r7dGb62GCMXMQfatcRoSfBUNfHXc3UxXu33Bv1OVPvAEjt37sTtdrN8+XI2btzI9OnTBzMMSZIkaYQTQvDpp58yY8YMDh8+zJEjR1i+fDlTpkwZ6tAkSZKkYW7QL8nl5eWxbt06Vq5ciaZpLF26VDagJEmSpIRTFIXs7EhXXyEEo0aNIicnp5dvSZIkSVLvBv1OlCRJkiQNhqeffhqABx54gAceeIC77roLn88XHWFPkiRJkq7WwHeilCRJkqQhcPLkSX71q19x8OBB7r33Xl588UWqq6uHOixJkiRpBJCNKEmSJGlEap9H5siRI8yaNQuIjNIqSZIkSddKNqIkSZKkEWnChAn86Ec/oqqqittvv53HH3+cG264YajDkiRJkkYA+UyUJEmSNCIFAgEOHjzIrbfeyvjx43nzzTdZvHgxbnfP0zNIkiRJUm9kI0qSJEmSJEmSJKkfZHc+SZIkSZIkSZKkfpCNKEmSJEmSJEmSpH6QjagB9vLLL8edkyQcDvPEE09QVFTEvffey5kzZwY5usSqqalhxYoV3HPPPfzkJz/B7/d3W6a6uppbbrmFRYsWsWjRIh566KEhiPTa7dmzhwULFlBYWMj27du7fV5RUcGSJUuYP38+P//5z9F1fQiiTKzeyrx161bmzp0brdtYyww3Pp+PkpISqqqqun02EusYei7zSKzj4aC3fW+w3H///RQXF0fr/9NPP40bW3l5OaWlpRQWFrJly5YBj63rdhtv/fH2274cvxId44YNGygsLIzm8+DBg1cVeyJt3bqV4uJiiouL2bRp01XFM9C5jBVjsuXyN7/5DQsWLKC4uJhXX331qmIZ6DzGijHZ8tjupZdeYv369T2uM16+WltbWb16NUVFRaxYsYK6urrEBSakAdHa2io2bNggpk+fLsrKymIu88c//lH88pe/FEIIcezYMfHd7353MENMuNWrV4u9e/cKIYTYunWr2LRpU7dlDhw4EC3zcHXx4kUxd+5c0dTUJPx+vygtLRWnT5/utExxcbH45JNPhBBCbNiwQWzfvn0oQk2YvpR5zZo14u9///sQRZh4//jHP0RJSYm4+eabxYULF7p9PtLqWIjeyzzS6ng46Mu+NxhM0xTf+ta3hKZpvcYWDAbFnDlzxPnz54WmaWLVqlXi0KFDAxZb1+22p/XH22/7cvxKZIxCCFFSUiIuXbrUabmriT1Rjhw5IpYtWyZUVRXhcFisXLlS7NmzJ6lyGSvG999/P6ly+eGHH4rly5cLTdNEMBgUc+fOFRUVFUmVx1gxnjlzJqny2K68vFzccccd4mc/+1mP64yXr2effVZs27ZNCCHErl27xKOPPpqw2OSdqAHywQcfMGnSJH7wgx/EXebQoUMsXLgQgNtuu43GxkZqamoGK8SE0jSNjz76iPnz5wOwZMkSDhw40G25zz77jM8//5xFixaxcuVKTp06NdihXrPy8nJmzZpFRkYGHo+H+fPndyprdXU1oVCIGTNmAPFzMZz0VmaITGy6bds2SktLee6551BVdYiiTYwdO3bwzDPPkJub2+2zkVjH0HOZYeTV8XDQl31vMHz55ZcArFq1ioULF/L666/Hje3EiRNMnDiRgoICbDYbpaWlAxpz1+023vrj7bd9PX4lMsZgMEhNTQ1PPfUUpaWllJWVYZpmv2NPpJycHNavX4/D4cButzN16lQqKyuTKpexYqypqUmqXN5+++386U9/wmaz0dDQgGEYtLa2JlUeY8XocrmSKo8Azc3NbNmyhR//+MdA/GNvT/k6dOgQpaWlAJSUlPC3v/0NTdMSEp9sRA2QxYsXs3r1aqxWa9xlLl++TE5OTvR9Tk4OFy9eHIzwEq6pqYnU1FRsNhsQKculS5e6Led0Olm4cCG7du3ioYce4uGHHyYcDg92uNeka73l5uZ2Kmuseo2Vi+GktzL7/X5uvPFGnnjiCXbt2kVrayu//e1vhyLUhHn++eeZOXNmzM9GYh1Dz2UeiXU8HPS27w2W1tZWZs+ezSuvvMJrr73GX/7yF2pqamLGNtgxd91u460/3n7b1+NXImOsr69n1qxZvPDCC+zYsYPjx4+zc+fOfseeSNOmTYuenFZWVrJ//34URUmqXMaK8a677kq6XNrtdsrKyiguLmb27NlJuU12jVHX9aTL49NPP826detIT08H4h97e8pXx+/YbDZSU1NpbGxMSHyyEXWN9u/fz913393p9eCDD/bpu0IIFEXp9N5iSf4qiVXmxx9/vFNZgG7vAR555BG+973vYbFYmDNnDh6PJ3qFc7gwTbNbvXV839vnw1FvZUpJSeEPf/gDU6dOxWazsWrVKg4fPjwUoQ6KkVjHvfmq1XGySJZt7ZZbbmHTpk2kpaWRlZXF0qVLKSsrixnbUMccb/3x/h4rvoGOt6CggFdeeYXc3Fzcbjf3338/hw8f7nfsA+H06dOsWrWKJ598koKCgqTMZccYp0yZkpS5XLt2LUePHqW2tpbKysqkzGPHGI8ePZpUeXz77bcZM2YMs2fPjv4tEflK5Lm2LSG/8hVWVFREUVHRVX03Ly+Py5cvM2HCBCByZSpeN5pkEqvMmqZxxx13YBgGVquVurq6mGX585//TElJCZmZmUBkY26/cjBc5Ofnc/z48ej7rmXNz8/v9ODicKnXnvRW5pqaGsrLy1m6dCkwPOu1P0ZiHffmq1bHyaK3fW+wHD9+HE3Toic0QgjGjRvXaT9oj63r/jHYMcdbf7z9NisrC6/X2+vxK5FOnTpFZWVltPtR+/7U39gT7eOPP2bt2rU89dRTFBcXc+zYsaTLZdcYky2XZ86cIRwOc+ONN+J2uyksLOTAgQOdeiYNdR5jxbhv3z4yMjKSJo/79u2jrq6ORYsW0dLSQiAQQFGUfucrNzeX+vp68vPz0XUdv99PRkZGQmJM/tseI9icOXPYvXs3EDlAOZ1Oxo4dO8RRXR273c7MmTPZt28fAO+++y533313t+U++ugjdu7cCcCxY8cwTZMpU6YMaqzX6s477+To0aM0NjYSDAZ5//33O5V13LhxOJ1OPv74YwB2794dMxfDSW9ldrlcbN68mQsXLiCEYPv27cybN28IIx5YI7GOe/NVq+Nk0du+N1i8Xi+bNm1CVVV8Ph+7du1i8+bNMWP7xje+wdmzZzl37hyGYbB3795BjTne+uPtt309fiWSEIIXXniBlpYWNE3jrbfeYt68ef2OPZFqa2t5+OGH+fWvf01xcTGQfLmMFWOy5bKqqopf/OIXhMNhwuEwH3zwAcuXL0+qPMaK8bbbbkuqPL766qvs3buX3bt3s3btWr797W/z4osv9jtfc+bM4d133wUiDbOZM2dit9sTE2TChqiQYiorK+s0Ot8bb7whXn75ZSGEEKFQSDz55JNiwYIFYvHixeLkyZNDFWZCVFVVie9///uiqKhIrFq1SjQ3NwshOpf54sWL4sEHHxTFxcViyZIloqKiYihDvmp//etfRXFxsSgsLBS///3vhRBC/PCHPxQnTpwQQghRUVEh7rvvPjF//nzx05/+VKiqOpThJkRvZT5w4ED08/Xr14+IMgshxNy5c6OjaY30Om4Xr8wjtY6TXax9byhs2bJF3HPPPaKwsFC89tprPcZWXl4uSktLRWFhoXj++eeFaZoDHl/H7Tbe+uPtt/GOXwMZ4+uvvy6KiorEvHnzxObNm6PL9Df2RNm4caOYMWOGWLhwYfT1xhtvJFUu48WYbLksKysTRUVFoqSkJHoOmEx5jBdjsuWx3TvvvBMdna+/+WpqahJr1qwRCxYsEMuWLYs58uzVUoQQIjHNMUmSJEmSJEmSpJFPdueTJEmSJEmSJEnqB9mIkiRJkiRJkiRJ6gfZiJIkSZIkSZIkSeoH2YiSJEmSJEmSJEnqB9mIkiRJkiRJkiRJ6gfZiJIkSZIkSZIkSeoH2YiSJEmSJEmSJEnqB9mIkiRJkiRJkiRJ6of/B558MbLRsVGyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x864 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 事後分布およびトレースプロットの確認\n",
"sns.set(rc={\"figure.figsize\":(12,12)}) # サイズの調整に必要\n",
"fit.plot()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.2. 推定された潜在変数mu"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"ms = fit.extract()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"mu_df = pd.DataFrame(data=ms[\"mu\"])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"mu_df = mu_df.unstack().to_frame().reset_index().astype(dtype=np.float64)\n",
"mu_df[\"level_0\"] += 1\n",
"mu_df.rename(columns={0:\"value\"}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(rc={\"figure.figsize\":(7,5)})#; plt.style.use('ggplot')\n",
"plt.plot(mu_df[\"level_0\"].unique(), mu_df.groupby('level_0').mean()[\"value\"], color=\"C0\", marker=\".\")\n",
"plt.fill_between(mu_df[\"level_0\"].unique(), mu_df.groupby('level_0').quantile(0.05)['value'], \n",
" mu_df.groupby('level_0').quantile(0.95)[\"value\"], alpha=0.3, color=\"C1\")\n",
"plt.title('90% credible interval of \"mu\"')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" - 潜在変数muは概ねサインカーブを描いており,真の値に近い推定結果が得られている。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.3. 時系列の差分di"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"di_df = pd.DataFrame(data=ms[\"di\"])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"di_df = di_df.unstack().to_frame().reset_index().astype(dtype=np.float64)\n",
"di_df[\"level_0\"] += 1\n",
"di_df.rename(columns={0:\"value\"}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(di_df[\"level_0\"].unique(), di_df.groupby('level_0').mean()[\"value\"], color=\"C0\", marker=\".\")\n",
"plt.fill_between(di_df[\"level_0\"].unique(), di_df.groupby('level_0').quantile(0.05)['value'], \n",
" di_df.groupby('level_0').quantile(0.95)[\"value\"], alpha=0.3, color=\"C1\")\n",
"plt.axhline(0, color=\"k\", linestyle=\"--\")\n",
"plt.title('90% credible interval of \"di\"')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" - 時刻7~12にかけて,差分diの90%信用区間が0.0を含んでいない。\n",
" - この期間に何らかの変化があった,と考えるのが自然である。"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:anaconda]",
"language": "python",
"name": "conda-env-anaconda-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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