From a06e30351257723a0a03d2c4cbc34ec9c3b23f00 Mon Sep 17 00:00:00 2001 From: Seyeongim67 Date: Tue, 14 Apr 2026 00:24:27 +0900 Subject: [PATCH 1/2] Add files via upload --- ...352\271\200\354\204\270\354\227\260.ipynb" | 336 ++++++++++++++++++ 1 file changed, 336 insertions(+) create mode 100644 "Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.ipynb" diff --git "a/Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.ipynb" "b/Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.ipynb" new file mode 100644 index 0000000..282eef3 --- /dev/null +++ "b/Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.ipynb" @@ -0,0 +1,336 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "geKUkCCmK72T", + "outputId": "e7728e5a-9995-40f7-bfb9-b6260759c31c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 3 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "np.random.seed(0)\n", + "# y = 4X + 6을 근사(w1=4, w0=6). 임의의 값은 노이즈를 위해 만듦.\n", + "X = 2 * np.random.rand(100,1)\n", + "y = 6 +4 * X+np.random.randn(100,1)\n", + "\n", + "# X, y 데이터 세트 산점도로 시각화\n", + "plt.scatter(X, y)" + ] + }, + { + "cell_type": "code", + "source": [ + "def get_cost(y, y_pred):\n", + " N = len(y)\n", + " cost = np.sum(np.square(y - y_pred))/N\n", + " return cost" + ], + "metadata": { + "id": "G_n_Zbw7QezA" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# w1 과 w0를 업데이트할 w1_update, w0_update를 반환.\n", + "def get_weight_updates(w1, w0, X, y, learning_rate=0.01):\n", + " N = len(y)\n", + " # 먼저 w1_update, w0_update를 각각 w1, w0의 shape와 동일한 크기를 가진 0 값으로 초기화\n", + " w1_update = np.zeros_like(w1)\n", + " w0_update = np.zeros_like(w0)\n", + " # 예측 배열 계산하고 예측과 실제 값의 차이 계산\n", + " y_pred = np.dot(X, w1 .T) + w0\n", + " diff = y-y_pred\n", + "\n", + " # w0_update를 dot 행렬 연산으로 구하기 위해 모두 1값을 가진 행렬 생성\n", + " w0_factors = np.ones((N, 1))\n", + "\n", + " # w1 과 w0을 업데이트할 w1_update와 w0_update 계산\n", + " w1_update = -(2/N)*learning_rate*(np.dot(X.T, diff))\n", + " w0_update = -(2/N)*learning_rate*(np.dot(w0_factors.T, diff))\n", + " return w1_update, w0_update" + ], + "metadata": { + "id": "lxMiMOjdRG-n" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# 입력 인자 iters로 주어진 횟수만큼 반복적으로 w1 과 w0를 업데이트 적용함.\n", + "def gradient_descent_steps(X, y, iters=10000):\n", + " # w0와 w1 을 모두 0으로 초기화.\n", + " w0 = np.zeros((1, 1))\n", + " w1 = np.zeros((1, 1))\n", + "\n", + " # 인자로 주어진 iters 만큼 반복적으로 get_weight_updates() 호출해 w1, w0 업데이트 수행.\n", + " for ind in range(iters):\n", + " w1_update, w0_update = get_weight_updates(w1, w0, X, y, learning_rate=0.01)\n", + " w1 = w1 - w1_update\n", + " w0 = w0 - w0_update\n", + "\n", + " return w1, w0" + ], + "metadata": { + "id": "53X6NZsHR3Ni" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def get_cost(y, y_pred):\n", + " N = len(y)\n", + " cost = np.sum(np.square(y - y_pred))/N\n", + " return cost\n", + "\n", + "\n", + "w1, w0 = gradient_descent_steps(X, y, iters=1000)\n", + "print(\"w1:{0: .3f} w0:{1: .3f}\".format(w1 [0, 0], w0[0, 0]))\n", + "y_pred = w1 [0, 0] * X + w0\n", + "print('Gradient Descent Total Cost:{0: .4f}'.format(get_cost(y, y_pred)))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7gpbk8xdSNaI", + "outputId": "fa9e0c82-7e10-4bb0-d8ff-12ee2a9aa004" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "w1: 4.022 w0: 6.162\n", + "Gradient Descent Total Cost: 0.9935\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.scatter(X, y)\n", + "plt.plot(X, y_pred)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "Z1Wre8ZXSh-P", + "outputId": "b16522c4-c08c-485a-8209-43e14cacc9e2" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "def stochastic_gradient_descent_steps(X, y, batch_size=10, iters=1000):\n", + " w0 = np.zeros((1, 1))\n", + " w1 = np.zeros((1, 1))\n", + "\n", + " for ind in range(iters):\n", + " np.random.seed(ind)\n", + " # 전체 X, y 데이터에서 랜덤하게 batch_size만큼 데이터를 추출해 sample_X, sampler로 저장\n", + " stochastic_random_index = np.random.permutation(X.shape[0])\n", + " sample_X = X[stochastic_random_index[0:batch_size]]\n", + " sample_y = y[stochastic_random_index[0:batch_size]]\n", + " # 랜덤하게 batch_size만큼 추출된 데이터 기반으로 w1_update, w0_update 계산 후 업데이트\n", + " w1_update, w0_update = get_weight_updates(w1, w0, sample_X, sample_y)\n", + " w1 = w1 - w1_update\n", + " w0 = w0 - w0_update\n", + "\n", + "\n", + "\n", + " return w1, w0\n", + "\n" + ], + "metadata": { + "id": "kfujS4-lSn5V" + }, + "execution_count": 17, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "w1, w0 = stochastic_gradient_descent_steps(X, y, iters=1000)\n", + "print(\"w1:\", round(w1[0, 0], 3), \"w0:\", round(w0[0, 0], 3))\n", + "y_pred = w1 [0, 0] * X + w0\n", + "print('Stochastic Gradient Descent Total Cost:{0: .4f}'.format(get_cost(y, y_pred)))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8II9NGbRSvWM", + "outputId": "24d4ac38-b747-44ca-952f-f1e8418f3aa2" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "w1: 4.028 w0: 6.156\n", + "Stochastic Gradient Descent Total Cost: 0.9937\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LinearRegression\n" + ], + "metadata": { + "id": "nC-SNY0zXCk8" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as pit\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from scipy import stats\n", + "from sklearn.datasets import load_boston\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "%natplotlib inline\n", + "\n", + "# boston 데이터 세트 로드\n", + "boston = load_boston()\n", + "\n", + "# boston 데이터 세트 DataFrame 변환\n", + "bostonDF = pd.DataFrame(boston.data, columns = boston.feature_names)\n", + "\n", + "# boston 데이터 세트의 target 배열은 주택 가격임. 이를 PRICE 칼럼으로 DataFrame에 추가함.\n", + "bostonDF['PRICE'] = boston.target\n", + "print('Boston 데이터 세트 크기 :',bostonDF.shape)\n", + "bostonDF.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "JDaezx6gXGZp", + "outputId": "9e44801e-57a1-48fe-d870-a2ada6b9cf64" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "error", + "ename": "ImportError", + "evalue": "\n`load_boston` has been removed from scikit-learn since version 1.2.\n\nThe Boston housing prices dataset has an ethical problem: as\ninvestigated in [1], the authors of this dataset engineered a\nnon-invertible variable \"B\" assuming that racial self-segregation had a\npositive impact on house prices [2]. Furthermore the goal of the\nresearch that led to the creation of this dataset was to study the\nimpact of air quality but it did not give adequate demonstration of the\nvalidity of this assumption.\n\nThe scikit-learn maintainers therefore strongly discourage the use of\nthis dataset unless the purpose of the code is to study and educate\nabout ethical issues in data science and machine learning.\n\nIn this special case, you can fetch the dataset from the original\nsource::\n\n import pandas as pd\n import numpy as np\n\n data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n target = raw_df.values[1::2, 2]\n\nAlternative datasets include the California housing dataset and the\nAmes housing dataset. You can load the datasets as follows::\n\n from sklearn.datasets import fetch_california_housing\n housing = fetch_california_housing()\n\nfor the California housing dataset and::\n\n from sklearn.datasets import fetch_openml\n housing = fetch_openml(name=\"house_prices\", as_frame=True)\n\nfor the Ames housing dataset.\n\n[1] M Carlisle.\n\"Racist data destruction?\"\n\n\n[2] Harrison Jr, David, and Daniel L. Rubinfeld.\n\"Hedonic housing prices and the demand for clean air.\"\nJournal of environmental economics and management 5.1 (1978): 81-102.\n\n", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_4710/1638386788.py\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscipy\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mstats\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatasets\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mload_boston\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilterwarnings\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ignore'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.12/dist-packages/sklearn/datasets/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(name)\u001b[0m\n\u001b[1;32m 159\u001b[0m \"\"\"\n\u001b[1;32m 160\u001b[0m )\n\u001b[0;32m--> 161\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mImportError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 162\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mglobals\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mImportError\u001b[0m: \n`load_boston` has been removed from scikit-learn since version 1.2.\n\nThe Boston housing prices dataset has an ethical problem: as\ninvestigated in [1], the authors of this dataset engineered a\nnon-invertible variable \"B\" assuming that racial self-segregation had a\npositive impact on house prices [2]. Furthermore the goal of the\nresearch that led to the creation of this dataset was to study the\nimpact of air quality but it did not give adequate demonstration of the\nvalidity of this assumption.\n\nThe scikit-learn maintainers therefore strongly discourage the use of\nthis dataset unless the purpose of the code is to study and educate\nabout ethical issues in data science and machine learning.\n\nIn this special case, you can fetch the dataset from the original\nsource::\n\n import pandas as pd\n import numpy as np\n\n data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n target = raw_df.values[1::2, 2]\n\nAlternative datasets include the California housing dataset and the\nAmes housing dataset. You can load the datasets as follows::\n\n from sklearn.datasets import fetch_california_housing\n housing = fetch_california_housing()\n\nfor the California housing dataset and::\n\n from sklearn.datasets import fetch_openml\n housing = fetch_openml(name=\"house_prices\", as_frame=True)\n\nfor the Ames housing dataset.\n\n[1] M Carlisle.\n\"Racist data destruction?\"\n\n\n[2] Harrison Jr, David, and Daniel L. Rubinfeld.\n\"Hedonic housing prices and the demand for clean air.\"\nJournal of environmental economics and management 5.1 (1978): 81-102.\n\n", + "", + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n" + ], + "errorDetails": { + "actions": [ + { + "action": "open_url", + "actionText": "Open Examples", + "url": "/notebooks/snippets/importing_libraries.ipynb" + } + ] + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Eom-8qVPY9RT" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file From e2a04b56db893ad6f5451e11d42042d9c1d2a22c Mon Sep 17 00:00:00 2001 From: Seyeongim67 Date: Tue, 14 Apr 2026 00:35:34 +0900 Subject: [PATCH 2/2] Add files via upload --- ...4_\352\271\200\354\204\270\354\227\260.pdf" | Bin 0 -> 180929 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 "Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.pdf" diff --git "a/Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.pdf" "b/Week6_\354\230\210\354\212\265\352\263\274\354\240\234_\352\271\200\354\204\270\354\227\260.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..8c66e10002222bb693a3e90eca930f1601f13fd9 GIT binary patch literal 180929 zcmdRW1ymf{wk@u~g9L3tAb8_0!QI`pk;b8MO>if8aCb;>PjGklAVCtG1OkMR-*9fu zN$$Dt-Z#d3fBf+oKvnJ9d+jB=X07VEx~P@KC7D>6xiQeF>!CjwXsiGhfP*O*15H2x zsP5?q0*aYHOl%!2fyyS9AQu1|^t38a-o)OL*2aMj091oGyP84Nok1W~2L}j%o#+0% zf{C+@jJ<^eRL0#d$Q%Ie1`-kiDu5s+=1_qEPA;zdo|@JmcaXEPGsptu46-+a&cMmV zeRoDk2m=jdZ+@@J-K4+ibgv6g%)!+jIwerf+T2ACz?yfSvR1$N=!Gl)Dap zlL9phIxplOcBz6~99*5DT0j+-bg+lqZCC;KvVf9o0Mks z1hCz?4%)^AV7s>sYOaI_L`n@}0s%nZ?J6tWYEc%!uU3qq7bo&i~S7q0Se??;tdmQyc>cbkstPhLm?u=<*6U=V*_QI zC-Eu|*!HbNUJf(4WyiGjP%CBee7~IjaeFvFJ^xzxcH;~I?8MnuupRzx?H5wbt8lg*M;pGE46pI%7-+cdE{O;EA`uub8)$*>A@Y>elNHTv;+`~9sC;0tMSVz!7w0C%cO z#U95cin*@MSz>>c1ok%?YGt5B=V_k0>{1teT-Og7V#?ta|hgK3`8rC;wfNO)v~0(NIOLl zoWODR*h~7aqA79kkvx%$`RdQ2XB6d*e%M#|4r{^tKXIYesG~<_*FH+;^7u7yy zmTJa3E0lOa#gM9e6!gL&H;3o=p~{0?0hHOp!h!CxTGF9F9Gm9P^9@zcGhPl?#cMqV4@naF88-fQn&XF;4~~e`3n%qM`^A;m+cvvi!gf z@4yy4S#=NH2Sa1mNey1op;CNd9V+-44Cr1`TG^rYaR#%%`Lb&2Vf}S|2~6af%^ZK0 zp;@x{6{lV;7FD2&8`n!y-|ybFMNf6#F`V&Y$-Ro&wQWLgx#CYh`*d6}`)Hw?t>n5q ztw0(HbK62yAM6xqg5O*c3R0)k+=^Dvz#1+wU9HSSiJ8j)j9VrgapN6ZT)8W7Y^dCh zFGje{tdzoB(>*`a&j}JeDaC!iuTr4O$yInWJT|a zFU$D4WAt`ap~XO!*Cr5s%4^v#KW;2eoAf zy&of%C-W+ZhCgh@;O~M5YFYhC1s?f(O5Yr=XnRJJB+u34JNHV7Qe)31@IUo?m=qX= zndHU0`8lt8@smoji}lc%E|4xAf@%lX#J5>Cq#=FGoQKN|u)wL8%9Cn%|vsmi~9w-*O57_uLkbL%vAnhsYm8CYS32^ zYAUQJn}At|>kZWbaonce6TL*7)(YWH9*s6-@UQ{kSYIIL~&l7H#HN#Zi!k zm>w(5dp$ucsMST_EVnVICq!Q$^?|~m;JNN-d91o`BYnOqX1dRE3jd{HmXu*qkvKIV zxt7W)Hk?xjOU1MMalSKljR_mbb}~m5`*C-Q4}$GTUcQa7P%3lmaLGtuUbZPwjfn{U zJK9%ne((GHkO@wmxofp%+R@66G`JJVqACw0oSJ{^HTRvL6wbCfGx$0oGEO+ZsyWI& z6b_bKR;)*8dr|g+_btm~#r4|OG~;CcM|2~0ED<^b6qGiO`Do@oGt}#T)%|I$Q#~cl zuiS^L>pxT_4|$X;T3sx@aMlx|8MG_?8b)=aKEC~JhWV+icThOZ>;(8C0x!flDEpJi z1DXTlnZ;ui;n`kIe^6}@Q!}A;#WmUc&j-sYt*7!GK7wr$PJ5a$j+q9IZW}$Q>k#)( zBRFHVM%gEo9*=YKQ+AW2dZKLd0MVMNjG{KiPt}DQGYPRUBq9h zRGok6w2ly*>i|bZzK=UdHk%4YICsrCCwDS-O`pUGYR!y@4T`bnu1dB3fNs2rMyXJW z^=3A1)f=6T;A#Ct*+4uKf68)_EG$beBC|oyWHV}lJ^;Mp;$*+0S8LM3F!r5M-u}7h zhWAk*SCB!vL4?rRnNFBGuU=7pG<+}a1nTZeBuvFK zaerW~(fuIbV|fGt;q=} zoq@>VZTMbZbTtb{*Il{@1=UgGdX{J;qwdwrNiAYrH{XUM0e&0r*5{?MKE`MmYfova zF_&<*ZG8YV^zV2nuN=eo5ztC#Ew>VOr@KYO@-m{wEgVuUjYfERKq#ncHYjuL{%kQ1 zS&elu^|;8>V*L+SW>sk9M@&Zh5CdeRc{2u9;-k^`Hdpt@o-xU{Lz}5Tmx{`zdId(; zaep(_wSUsq9Yy=qY~LuAg%87|IfhkVC22xXuxcjw6$>?@vprVnRE%^|^W)b9T1S29 z!{5R_5)|jg889@4+32Zlf0fGk2r0keJz)wGYUwV&3EiVRP`}DNT-MgOJNFrS(7LX! z;fIy~tPQ13kLJJdhMz&u3?eNFj%hNKYmXY?G>^3L5Cd(AEEjtQ{uts zFidOzr!?%CpqS=j$SiFEGEp#~Npppwmg0bG-z$VFXV?wZ?NxI1i3g`Oro8I&@Di@* zC0vQ8?z0-mj|{@O$*`8Xo;=idopl=bOG`we$y?8GNOEyvHcaVZpiiP@lvnKRtqWD> z#xn6j^GV?x5GuS*XnDFML8_KN3pROywiYBsg_z{&O&C&R7xA|Bd@v97#cPT=^;h(4OX*KK#qnN@ zdP~OwKXyMPXqZ`^`jFtWHX@-xc1TE5+0mn$E>Y0ZoNjzAM9C_rC)!vl*X|FLev?rw z8V#Dsf^Mr=sPZHC@e3bz7v1JEzM;{^OiXSvs3|V%@Cri^YwSo9Whiu?Br`NtFhK5` zKgN4!lh-oOUsZf*Tnv`SjJrhizulN*_V+mhpPr-FiI$IN#j200`|tc<4_{EE`s zFXh8RirVfo@CIAeclcRMWA^duU0J%!Vy&Q-ehQJ6K_&+SJCmB5on@E9Swn&ADK2}q zkEel+!X8&O5mFR(GvrtH`IcCM&l}suE=+_^)ctixHwL_iU$AA}d)P8tdrdgq3ozAF}~LaM8; zt&tD%M`HalyVH8pSTu$)#+0;MwQY(L#UZuZ=vb5HQ;ACKLx*wh-n2SyEk( z9ij%)!wD6vb8>t}myqp8{1CToXnVi&YA@kPKf#wx%r;RN+TisFW04@t#9)-C%;%rS ze#fXQ%enNm%CA>~_-l2pmoI(Kg^2C#QldmM(!n@M)%OhJ$`Z>apbfchfJNDxL-M@ll7oaXif7BcZyCf| z!jaT4g6L60PW=pKbC_Gy@cG2Ab6=ZVeT}0(49hE9o+&VV0@+>m>dIz56z|oU?L)~g zS5r7yDPb~!xJEGX9_4y#QiPjZsEW%V-~|J+pVkD11buwQvZz43QyilHnHaSg<|SPA zDF!ia5zNcOHI{PEXaqHX?Pia_i@^HNdQBbH%h8x?AL>a|T)a4h_5%JdZ<&gp2sX}u~a`r0C`|<{^C~NH>FNVpd6knTI zM=4i`7PTFi^Hk_M)%oq{hO7&|^m3IZXtfWbrnU}8nRj4edzv5lB`~u- z+*n`2d88$AWN1l#aMVJ`=7wX#Bf<%*a4ZC~Pc4cA5oe{ru8{$yOrf_^-OzK`CEp@w z5-)n2!ERIiOEdnHt_p0eC!zbSdta65?NActT!NcJSw zb#IvtV(r8}E(BD!o_AMKFnx*6adrzWG5AvZq9;-KG;nX^!M>FQ$1Ib$DB*rpys7p! zGe@XR=zzf&wdZd_)vcwp`S7ofg01?7L983NL(IbEV`CH2z4i!IYdLxKI?#2}ug)VB?=8y9{nwjQb73La>IYphio+;!rA^#RV@1<& zHkwycjE5-0g%R7WF}Sh@f~8Y!2g(&x5$EpR%BuSZq z_C&n93Wm%qa?zb^d>VK7B~mp#S$z;)C*oKt&#nolScIqP-|-Omg_0Fs^{D5@+S8XT zQ5u0_*!Z>=a>1dz+`USu1~NL$;ZL-`7N@cI@>sn?NZ@aLsdpu_x0jJ*BG)yT$(?nY z^WE5MmvesQ(W>VxpWGyU?WWiatD8q(pj%M&Ap7BHHw$p~)#ps&e)u!uZ?}M>0F4tdOJL5X9+K6a7xmN=`ff zX-$O$LvAExMIz_dn3e-dT57+B(=Lhw>sAg7irV%8P*pvbAaS0YQ7#9FP&&|jWG;)4Z@z@rbQKM z%8p3AR>lprbon9To>}$5?Lo||RWuWJpiw$DY)fMZk{(YwNo{`c`B6@XIXY@)HvVq) zSYF$R7lY4)8!d3_Q@%`AAW%EKMKz_C_GvfdgyWMrp1GObkAikw1A1R=v5g*!QL zJPNnl2RLsfj+|umy$@a4=fCi{hN1`z2r7PCSGS-_9r`+DB~hb?sh+PLy+vhv{Drv# zt055*WK;OoM&X<;pGu$MylcLr*EO$}qAJBJ^##h&$HgFK1!`#f$nH>}MNhq|QM?tb zK@&1w;0wwRD8(}K+VFuF-Sx_i-udO9R(44hLt=DsMC&qXwA@(o0RFJ~5Oj*@V}F(TaEgckqs4{EP$x8$j;2Yp;zqzqDizm2rg8^xmH4!9 zt5Ky(9oGk=!Cm>2Ph=?FWV0k({A3}rz25rRp%kL>LS+`V9Tj0~)%m>utmTDCSm{U_y_$zCl57tzU<0G$o`WatK>D23ZYr}!$ z(gWf6wrRT&-i9-9J#K--7BQa^1aU@qH`}K;%(LZzeY@is%!-N3m&;_sLIxJ?neJfnK4_jlHJ>LQXxB={B&nBCVA8yP#yPVhQd(;gMEA8|;*$>?-**$y zpwf$(3@*%NtUj5N=Y3;)RmG@7-&wkvP^wl59@SAsMJiLAv$ePis~-j9Y^&*?`4odD zLRikTY;|Wv*U+^z_pit_>QJ^QW@h@Mu9L#f7_!jZ#Zx9!TB>Pw9!uAhb(h++G>4tB z3N>3pBIRibx6~FR`^e<9%Xm9cw=J~k{gFZML#SlTUc9WHKL`c2ST~|nRCG~mBRvem zzoaf0@3+JQ#;&=o|=)Ae= zy!$IU)lGMW8D=JPzN-$^9Jh$Wb3bTO%?M4ZO|Q=1H%>(60H}KyfkSI*-Pni@H zJw3&t7*Rhc4}CD4KHvD@gGarOfBVJE{y&mx-L(ti0X_j8zt4xw7xX}KUu%-#x`89) z_lBCMd->5zR4<~lI^+y*-n0~7m&0k4n#;dc?9-;1s*FgPz{H7MXifn8;x;5q9KqJK z<$;TZ#JTg3Ir`~9kF271d2pry;;yci*%|q^vYFpwc*^(l%K2-DAGZ)^FsY|qE72&7 ze!>18#;lrsahKeE>Kr?j$LX9*nj;;VZ4;R!nI_94pF~U}@t5V=y6Pkr`p__}@Ls~? z_B5@^A@8$O`!UJpwC36&_c^`~YfIpbm^iH$MZBnu41@1LhPqh5r=77p5xVHH4^&}K zd?DfCCV7W74o=6*C|EdYduvl;!P^nvP&E8%1Nf^ye{_j8ZX2*?PKne&XoWLt2a-)7 z`Fksj#?tp8Mmv2Cw7%ea(hj ziVrf5qW8?zPx9j@iFL;!{iIIr8JRnR38?033b|w1?pj!Yq9!h&`({xwaR~_t1_cva zOILd-2Z)umnW%%UIZ(nL%ClJ8TLNXwp+t{0#FI%H%HX(|K_@Y>hujTy0sKL%sXJ)c zTi=l~08Y+((&<+k=dR1WE_#4_vdsYS7uj~#@KewKsLxOJ#bm_qCcm?S?GL``-VA87 zx`ULAxPpn}pBe+jwV*T@3kwi>Qq9u^0~Xesgg7_@{@~WMpeEci zZ@-#w*Z-%QO3vmWXQ)?be|iN$KCKp7}eYHcQBZ)pnxumDBwq5^@M%ER-I5J3P; zYI7)-8Ev+B`9_W#Xo28buIg~Wxfc8@`@%ZC_jg6D_erByddU8X1YX4&t8z&2t zq667!LWkV<5xpk_nOIq%tmNGcP@a;V`%XBN61;OLl&Ax-L4EiSzVWY6-?Ndw+5RVC z2^3WTDmpmZnb-o&OaQFEdj6ib{Ewr=ME+^i-$>m174mZdsYChUd+*=7T9WOzOF{DA zUJ6>)_9FH!)_-0a|Fni!?}=fcq_wjPM9j*>`7ToOCV%bUI~+H%2qvF%s1x^MZp z7=MMUzv=UHrTx#LiuE2d@1y@0P5@Z{K(ITo`Un00%Z2tUsQ!=8>VB4=_Wl`{zts3` zP5#XX|6A*ki~Sdu<@~{fM6${*S=oewLq-{u5aIX8(U$f-IcBKXqvu}4lKdmLYR+62}8X2^F2gr!8l?#E^^KE}F_WwTmF=afvAzR4*dgGIl z=itVdX=rI(UL>?A&)HM3Ne%KQ=q&vQW6JjnDH}!MA4Z=0)8mJFt^VJZp*4A5W>ZtM zZV$gq3;W%E(O)|^67uI0{Bi5U*B)Z?v;%{z$^P^s{t8-+$hX;#^H@%uG5f-|`@_QD zHv*du2A6u9v^pwef~Aobv}z4&7T0f5xidQS2r1HfYfhq?g+g}fO2njccx*fQ@y6gj zwGp@qF+MlaH9KK#$mul*=ye_!Yd$;!3#=#98x33XY_X-8&tHGHXy|X+LQt#@BmppS zon>sgiVigj$-BO(e2|s?j`jjcCg-qxD?tGvzdbWu(pLdhQ zdbP}jqfLDl&2Ef#AbP4*X932j1tNbDVkHw@AtK|uwjzPeq8s#bR(pmY!%EdY`PzfXPXIF1k;^J!GhAiesV(=Q-y?Z}x>Q>iXyK)@Ha1s{BtLxTan&C%b! zQOk2M^Dcan5&(WBk)2HR&Ho751+@e;nnR>JZd~cKvS_<5|G<#IGe`GraF#Qry*9m%f+vf$m<-vktgIVrWcmS)#~H~YPF5*rQ>+(tjA7kP&(@j3 zusG3INv~_L46~z^a65F9dqCPJ10*;BpP{?kP2%MG;X@cZ`|l-=I?{XHu?_W4w-DBf z=4)KMk8-e-8d`KUkCOR~OY|ByD;gokJ8DiA3E|@}*y^;(Ba%|1GO92Qoz0onZWf&N zhEg@k!*lg~D6BgP#qxRzVX}4UqWE}_j%Dj*wFA-?_ssOr-6tI^M&tQan2P9Mzd5)b zx>PF3<=4b?aBi0A1lC)rrP>?Ej4afZ(V3Brj~5`;JgsPsYSeSmi?lM{{9kX*W^DFS{{ zf~eJ7PQ=b6!c-Tr(XruVS%QhFBAr!f#s5H;rcbPr?rmiMa{(`92Ia$BPgLUeeN8PP zO&wHSw}E842wQ%5ZFSvnc0R<`LVPnD>q2yUH#_RFH>y67zAW}m6DHbIiWHU)UtjuN z3vtQVQRmGC&Jcg%oipYqY4Si@l#i(F)|tV_u~aX;ehG}HT-VewMcs@N)u7NTOAdfd zVYZ=EdGo#hkwn=ovpG13tH*H06d2kf!M1+Wpwem?$u7<~wx@q=`M^1vI#hdPNCplm zgJ&|`f+#(ou@lAHTGECug@&gIS$L)-)q*I=Po5kcI*6U18-h3->toSbxva5PkXjdo zO2B;vQxGM>WFuNXG7`9~cL1hJf4|b`BNxX~1~MVl2$#yXXF}iVV1Dl363Bk|ag5N@ z+jy#mjoE`fHj1?r1k&e_+v)6eNnYHmfF4MGQX(@2+F(3u&WK4Su(p~&&DyNsycD;F z^T(DO9mD(ZNORBFaN+5@Cc}Jp!_fw`wp@X3xKsFUQlUk=vN`wAtgc6x8ShnH!-O=8 z1;gM=c!f`GXikZ0bP;An+o}=OB6ITc$;FeKXV^?`KaC=tydBZjj49HVq<&Q`KxH>i zp<4B-TBvF96{}6l+?${S?2l?@&BwAQ2#(Hc%)xT>^b;hv=iKhPw^zNbi;WJ-YUXbR zjG2=uQeF@LFkv>_IkYoRdDdjK>2r#3kRCY_&*ocztZ(ae>UUn&sCA42N_j65g6IOT zqse?q;n!OAcGx||Z(QNf`QUb=u@PV2Yq!L(%kc}Gp?CHX1w(7uS9R_D*+`{S($#3` z+b>cU!_mob{dP`!oxbqV4GAY7_9&>9%PS|RwxmtM!;vE_IIZz)N9IcCoFDGeA!ZG| zm@q~a*pN`WuB=?`KRf@t)_O$0J#&6EZYP@MN1SzXp|(uCGCH>=-@pPkrD(Pl%KBd0 zJv-FqVq>9x>V?v2F?4#0PPOSEX;&4ADKPi|GTDA$vv(cqTf#oV&k}(GQaZ+?n;w_| zV>Ta}Q6q@)$Mx51mNPsdw46Rc0lDYSenKB?)^;N|C6%+t{{60M@68aI8$DkrH`^Q5~pXhT$R- z9v~3OoVwpW8{*t#MIFHpE+fU>$37uS0oRaXf5&BuWJaX@nh%JynXTgqkVFi*Qrj2g z@ThB{q)EsS?^RIEamLrfN}FTXj!%TWcNdnPYhax!5)@CZ^L$WQjA^vr}S zk31^uZx43vk5G@85eKp?qjDGMrtpWOpA0{+Y6zk@XAA$n+5J7wu* zEW;yWwo*d)x$K$01TvnO7%K}g6F)t>= zYeK<%MBeOepFc9ysa=uvrSn84)bJE@zJ=#xT4PlXW~6tI{gOMmqabJ+kKFUIA=VKl z829bacPi2rra0Lel-x8cH5<-HAC$^RrX|Td9P4j1HS)leOaj500qDmM!)p{P8@sjX z5ziZQW9b#gS-4hPlETr=vm88%4r>NIRt47SmhpQ7A)81<1$}7;q z8|WT%DpFCYGNtdmOibm0c;m{a!l>a5Kl_yZ$Zzc&H@ssl%KHq7`GV|~9q020QuuJ> zr6)IV?c#Zqi)@&yUUcJU&C!KbEAq<^u>)^PL1coY zmCR3owiC*DrwhwB$XCz9uU$$0s_V82woEh@dok`dsczV3M;q@+`xCif@4k zrnE8%zAR<>oD(?cQ^A;}2%c)=Xd*<;-YB5yCt<{hb=>Q7ZjoX7YSkT2q$r#=tpF|^ zz#W#%+I%xCV%LibJfV};#r;ATZ4=@K=}^^LWtgaS;IiQh z*vM;jWotSjkOd-!(RG+G!tHN_M!?q6mINQj*cYao)lK7GWmnKFlboWI#z`?9(i2X1 zIYfV$Md`4%)@uHM*-;qAhA&fIw6&oCfX(l$pT#{pK_qzB+s3Q=!66~DKWYYe%H=jz zejtrpUPL!#YKfWS=u}@HRek<(F;IqJj<^Xd+5M#1!2}z+d}CM@mQ@ zujSAlH9O5(D6y2Q|-1i;t6P|=V zrFRXOtZ~QQFWCh6>t0|+0A1d+Y+ezt=n@2v35P@RC(~KA?GcX`-;*72g(0}nz*#%~ z2AJF>*r#^buC}hT1&rA6^^t;0rHClA#E8C+mFgqk&?MpQkQpS2o$u=}4R!=)1J~7Nv;~Wjn{-Ft<-} ze7w>b+sHCVL*lHDZ0AtGN)=>QK&IScq3YqKRdCOZke!Cn{nXKT(t=)j5!rB7r(|KE z2S+-NyNg@*;lqs@ z(B9QW;#Eh_SIxB9n7FdDd0RGKvx!g=ZaqOsOgeQ8{xT&NZW7TX=^xO;lvT_rXjBL( z%Ov~QRgDbTRAP!cd$zhl+LGexsl!uN+e0UoPpW2`cwPGG8ai$IN`M!P7~?_iMX*dy&Xm=M?CbcqSM5zzMG@zia8uiSYqz z@_`jt(970uGCuQ@gzNQe8Q&%eNtI*6AxTG%6k%2CM`(!C_AKaOzy#Yy;WQ#R?m%+0p9RIRB~v|uO>miPPdwr#-I z`_Nq~8zn5&WWROSII)sSCj@1&sA!hhd3i>5V#f7QHg$svMU4OToa2JI5N~4FH~q@3 ziMfeXvBuyz=jftfJ5RzupJ~e_39^|M?DU)+qGFLs^lDVF^PZ{nw^x|_DNU$)sV_A7 zA3sbf3?d2iDI4_?!C-0K(;dUJr&CI!e^^HtnAU?trjtq)dyd3;S;H$6V}`_8i4nmX zc{~F2susac<83)27!%wEFP6F52=l#H`U)=gU48qW6Pb+ca`x?t|5mPn&aTF|YbQ8Y zz0MxIWsU;j;ruoto0$4cVGf>b3e`VwyjT~1oVqO5X|L-_J|Tvw9ybBjhtKdd@Rm6K;7K)xnK$JO%jPqA#hN7>6Tt?dgQ2@M8z@M{B1&obG7izF zsWXp@W;U^q459@jz8R@T#-(k}0sO)6dg?+uR}7tfeiR|@4<97xs^wwLq;m}v>V7qW zDXVeZTXFepzV*3xo!+ZxmJfTF0W%KGbEXE!L4fZ8+3=!!*`Y&|iXvm@fxiFIE|3(w zNcc&h4tbo@aI`hX?0E&qs3Z^*>quhqNKoP;Z@1mF8u)zKsfe)R^8+f#`p2a*(Q6SU z_lPHb&x@B4pPoT#bnZX zR$I8JrDw~8=qM=h&q_cxv;|J_mU_BEV)>d0)lN=Q;%GNc9AM5zEF8~AbMY);m6cMv zM55b5?8OC5(6q+6Hz$$;W;~jPNXcjLilyD0Zs^f@XVS~iq`t1VvcZ(lC~w#L-mW5g0hlBL(`$RG@Sw+OT9bovAJ#ST$&^-g7*0hVj9#b*71cs`2Q!{OL~AhbBs+&2*%^P7NTy z&$>26PUhjo5nvY`J7?QC>H6jh=Z_m~uQ^QX8}s_TZM@VOCXg2+P zAwU}{wY#Y}G~?l(RVK&E ztGz_N>HUIflfY>C>#>^7xFhQ~>WYa}^qV(gtZ~89yX3&QmyruQB{+?6h zhAceBxk;(wSy?L={S1n2mCB@vXBfRi5cQ9*r2-BI^V!V`eC+TB zly)$;q>!uQ&!l{*$e(6o!6w6J)hVHvuo5co3c7%9qy5JiqJ;nerAYSAX?3x*9Arba zL`Z(;!SIxXRLYs5hd{q+iEle)`q$5ylUXWC3R!UGbFg@V=wNyR?|OIJs~L613owu* zENhp7w`~{G`84e#w?lII)le4=GG}#^!9=haojzCnLM3Vo^jUMI>w}1+GWyz^h%8Lp zQv5a*=R@OHrTh){db^Pjib=E;xAs>el2}tJ1%H_it4x8~B%nR`(zJ|NK1sPj2Pku#j?4>IeER0cUHF zvm(e{S?#~cMY8|#eg9v$NUpz?klgpV*9H25f_o<9S1$6t<)@~{eHwxJ^x3HSwjpzwpApr@wfh6xE%q zySghTR%kudU!_)DQ10>1Qmfx+Np6lm=&XNRzVI6>$;1k!q3`4axS(t@RPsMDUVkfL zxqlnQZ&v?bVZ8nyvRmx;B`?7L9d?WDS5Eg{@=xFW*X$N62P^OI>{h+5LhLdZc00+5 z|2iw(n-$8?ZmbR#<3YE{SkfiiNwG;W(eUHzRW~!m*OF#g-L4EB(HKpgs(wiBaJ*vPCWeN+ z+rTEjZ(B#{$HI6i>|;78;{m(_^5)13m^EUwTN`{1O>hnhJ}7gp8?fuHRw9vnPe{Ja zNDxs<_>)moJ|k;5QK>1#7++y6PaW+BCW*Tz;yls<)Sz<27YfBD2AH;C0fr}jbZf1d?16pIx-^U%hK%)d38lI7t>~yhPVqw2m~&=k z2|HnAJO6?8SX|=z4~XHE7wau%vvY z`#A8GOOGG)D^{=~fC)u8lNVc9Tav-2x@g^<_8<98!m~C_ldM(rzv!ajiB_RFn5oE_ zz#*dhIwrNlD#8Wmmf@<_RqdV>99Wmi8v7dV=?cIG;TAikj^Ps2iwEmp{xDO%S@G(W z0_N>lGrwJ;@_wVVM%6qJ9v5WAsmA{86PLiEvBqZ(LZj6_0@^t}CA0HqxM=n2{k?4g zYCV+T@EAFh2uV9zq3IqYT4cYV9P#JiDx`SVk6f7bvSw>e*z|(7p%9e}= zw*lxVx5!)w*db|FcTr?!{^CM9t{j38_|--B#E+qb2w9MQyW+T5Q&Bk#!vxVbHyoqY z+Q^0G7|9!VPC5Jbz?yMV)gGJi6&;2XqV4z6DK4%-b!%x^)Q#ThbM4`$V|2>v(xQgX zn{Umn8?_`%N~~UTx3-WsanPJl8OWNDz87IZu#WCUwELzG{+>Jh0o2EFRu$`Amj31) zdK*Xs(cE44>*6DUOw3*1vUHedPX3{-E!$g8{@j_&-n;IfodgLtA;+bjY3@MFfzR2? zTPv9xflm{*G+nlaUqw)Vu;wN$!kAp)`hY4$-D*F)3C}W0cs(5KBiFJXs=`$^U>#1v z6IsVnhAB{XroR6gs23UZcwgL5ZgGJxIQS*CDPH|T)Yy&?4+LKP7JpZ-E(D2tI0!rC zadni0s_Dy1qgA_*#pF}s0c9g(#UBrV%hSiS~ZeF6NZ@&i=HjOy7NdR=V=ofjufsrKV(!^9Y&U| zDi^<&&-yWpj9J^`m3IEnNPYikI&7k7udV(;6!~0>wB=SDlQzCaGtErLJ4e zA`AU0a+x@<8m4}vWk*ovW)!F0x)$ixMBy+_+GWem#Dk(L+^i{0u`(_*5n<{-G%;g4 zHr5nV_iHxsgBV#)gnY`dP_X4J%ii& ztZ?Urpra>`65}=1oTxri*C3jsjNA$H=Mw`iYW$`;$@+SY=T!aST6+O{tq3V|aT#-Z zPlV^!Q3@PRfuTrvnEyIS`?UZ@#1&%Y;7oh_qv{z9pp&Qf1X`{w27Pr9v;-X52%`XF z4Pyr54C4Uf0{ydqfxuM30ARGB`_3@t(7nH(2f(nyaKUi)mHrfD?O-nseN7RqI3F7e z8y5=)E3`_Hor9g5fra-e3(HezHw6dt|Ih>ankI8sGtmEBrC)Dv9DgfWQZfarLF|Bv z08VJ})P3zCfPx z#>C^n2g(7l<)eD!SFgDG>;Si4y)k?Brp@G_p9I2&hiVw`#nZ;;iOWVfEjMa6kTz;_ z@9q;U@1(t-dV7`FNYt?YmFbF!&*#y}a!p~_j}5h@vlu1MVZ`hqO*o<1%A?DfhBVk# z2c}D=)=EyFv-IWDY*Mb>HuX>1T8br)wq4frPcHRO9C|J5X!AZr(NH7bkp0knhu_#7 zC7G|OHBkZA_QDN+U4x?n=5@0#Lx;^}fbf;zrps#E@@eyiQGmvm$mIOlo`8K5AcrX!n-u+Q+KgI_ ztoJcr3;}{!aZZ39|J4E6LSK>DO1#wQ7&5kbduS>G3U(jq+2(?%PeP~b?x{k!4g#}^ zVFt4E_A_Ka<1-mYYzoMGl>oOGUzE6lXB%O0)NYRgQwoP^;|hnLoAxqqi6t}VH|n%R zy#;+_^NKGVep%DUoS&rAB41h&Ocs>-CI!2DlO7#3Kti4Hf^fo)jRH5DHXmE?lR{LS zU<28b+5~z8Qvr*bJ!LZD9wwhU+LIoUNZDYECh>3tDpHP84wUFXW_9`qc&j9GwQPZ9 z#0uia{_r{-ObFI+_`!KMZimMPA3G}#0pmQ)5M{qhLd_=m`MPf=o)Xl6-X}W-E&EESz5_9{IHbn zMulrdP~2Ow*|aa2U@G6x8WD;GfU|G0ag%JcqpfOT$1uw?oE%cyhcnpmy_%e8{^qsB z8c(YY6cFMt%zC|xqN=mn9dp8(wPbb7$dXLww56!#N$^3TIairp)q(6;=RC40?>@hH%2&YW(uQjz0jI~m#>Q*FC$)_89sb~hUlTXm-|(nLKk>k$~41v zEOEF%FROH7i;w&ip&^0_=dm7sNz}_qw3+rEO~f)?i*h(ut^^X&OywN?x|;P@`JJF} z*@S)Zr#d8_WWmUJ#kQ{r>%S0zl)B+@x{a(YO~ok$M$yzUJtlZ*0UUj545pIrd>;A+ zb6nD*p&Oh&?9rao0;cIwQW`(jh@wg;3B_it3y5gqzKD(>b&Cnzv)f3djfhP1$-|Uv z5IS{7^*Y4k%u18m$71S}z7lT}9hAxFvl?zE3PM6X&HI57u|s$2DfL6JxL-bhkQe7+ z-MCA{NY?l5C*jW}$!6e2h)V)-v#GwxeH;t_Uif5pcQ?UZWoL8AdPy8_ByNC(GI?=?D@fY}Qa$Chso#$O813pt|lG(RdjMz&A zCFPX_Ud9#h0T2eONVkg=E(>76rNO$DiXK38vuc7srK-f*8~0)Izya@71ZFOy2THkk z)g<3RlK%chxFT9Tc||daSgY7DzLgniJ(r_7S$(o^NMYA&Uc_$I$?V)G(+@hfbIJ0z z(Nt^+GD)r2XrrV~Oxp(tWvN0UYx-(1R(9l((azvq#3CjAAM#;D9Bw%Xo(I|^RY=mX zRT6rV#y7dgbv^6H+=2ZrUFSSli(qG*rsyG*6ezJ~n%SfnWQ%p-EJ)y?0WV@mR8Rm&@*ir)b^wg_x{eX$pB zkq`C|S@;!>g+(Igeo_T8lun7vRI`Of;!^n!26iBmj3uL&Chl>Rj{TFd7#q8_o(Wy% zM?|Rn)6RFX+*IWhr#5=VszG^D_rCnEVjB^W56S7lk&UR4ESgSg8r03WhS}3&!>;fb z_~JH^6r}ATo-~feP>XU5=6l+v@c0(UjGVHSCIO}~_)MjbfHvJcQ+;1#lFxyt2e+K*+c=rpdXP$#YuF*4JB`p%#Kl%66R7_Z1Q^;o(-ZA z*0s_3gDgAXjtx*OCK74}-X(KXV{QSYHd8gyc;Y?Q`1egS5_@I{KM1MidC(j1iB~;V z1!t}@#$rWFHjWoXMn9xw$b`K_&cj2tVn{HdWcPnEIS(M{O5t|aM#6DUsKovsYSN%X(2PGnGVYoePlLHh=pkVkh z@-NZnZlTE z@+Yl*dPqLy>7QKt1&Pq%bee8KN<*$wlXB%lbjTCp2Wqi0R(rxqCS)(5@9RCWDRs#C z(ab=LSrqz{cp=R6GfQIen>x#g);DRYWD^Chy zf?W&HDJq-`{dWW0a=WUaWx7Y2}!^Q2Z^Va9Z&c>&ObJn~4+GoRt=kq%; z*vD1S=Le0sYnKW)b>dXm!D)5-(v9{c7w@4tKoTC;;a=J5;c)<^UGnkJUJ=)^e?{_n8 zb=$v)&VK9S$`%i*WV511&hX{{@A>c(34;d2CTGh=$nnX;Y~Hb>)gL?3ew#bhu_;^v z(k}SQ@cYVmm_5}gE?DvbPtt-&RdvHM(KvR@7AsilK@hL<%Ry$j^*-rY8{1O|EHwi{ zTjhZ6p59dbrnRlD=V68e7cPF@=TlSc$w~{%B$KlC+r^4R;np- zN@;;GwhUSeLh55(zdyrXRlw+<&P~M~JT=4Uw=t{bgBh3vubG^@epv;j)6!kTU0h+) zGW@s5G!1vq+!CXoonz?q-y(A>WdD3I7(j?IinY;h3df>l6=4_Y#{MTi!`-=4fuF~P zL+tNbY1C)+qBO#IsEO#txdvc?6=`K?Nfui*nmNhz#j!i2qI>#^e)A4VlIyQ5(e}l$ zd_?bZnbiEW4vPyNa?Q)<`D=r`sVVHe323LQmmJI&PUhfiOe0^k7cS=D9Du&BsD2DH zUwNHVh8lu;x(@Qp@hO&zO}#9gipDUxnq z(_$%SDDy`2BUHr`25M@uX(PWIZO%>%YAP}+W2Gq=kr#Yd&4`P^Dw4=__)ZP^)#lxZ z^wm$PV!Mm#lQ7p%SB<^LF%1K4R&Af&E)*)oo^=2GZWwu`6Dla_i8@|a!S3pM4L`P^ zAy0rP_;|ROICX}v@@f`ok=f#Wzlf9J_Gu1RksmDmvDfnAZCH>{hJI+zHEO&yHFFrX zHdkpq-RU1|BS3ZlU=$^aWOg5UbCQ%i z4@KtD4lmLY?3J@Zu_qiG{jE?F^HYosc$L3{rY|i}SCwtBDs=zVzmd@8f1WJf4@{>TlKfW<|07bt zO~oXwejTw>Q&5oF$1EgHyHiM$JNA-qoReZ^^mlr1wWZ8ZHg2L?K5pgO0803W1KztH1CPX1=;Y5Oh!V!5l>oUOeP z<7Gq6Wg11CsrO>%w5zF|Fej_l#Ff_KZY#y!ea9V+Z!J2=T#3QcbNkh0;V+NiVy{r zkxxPNi_s46y0BT1uz%pgJ|#S`UN1YI_Z~E|K#&L1448v!=Jb5gIH@UAj*pJf3Hzvj1WIr% zT+O5$PmCD!*C6r!FLI5D>B`5NJ4goaG8toh7??PA+E*TvO5#^qK|$^ENNS@FxU1!( zHi%!N4j8Xhq&7%+r5?B#RW!np+_4_-F}*ZzUuExgrjn%V_1Zy`L>rS@hPATL2-*e< zIVIJfsp0LfAx_0zWJ4cHHSzs&_8P{(tA`tIzEstp^KjL{C23h5q#$g=oLa)$=Id`v+*S5yOR>h z&GE7zdRM$EVPO~eD(sQ{`!@8Kor*T}=N-c~^rx61<4nWRUlUradTX81blj1H^DPxi z7D5Nx$!&lr`poZFlm{2uO5?Dhn%k{d2HlnPUBnZweg{sHoJqu(_QzD=|Ryk=;K*ZrA!6~%F1V+8d z;mJ_?dS+B;apyD`gRm~_E8psL*Z&m7QPCm`Hv`ESy9*G9V_Z2jG8yzn7lmo*Xu70H zvrdxT;=k;r)6-=0d?j~XJLKY;_CO6Tus4m4J(en8jbJ+eMKF`y&{24O)o# zDi@N^^;NHoFjR@dL)gDsd}7d>TpS0r2hN#sZj?f6)jhZ3mH7AV1j{y=%+2`2uhD^y zBO7k#zXjJ5Zjq zh-+{0oa&7-yXL_!f}Ceui46BIh&q+;rrT<&Y=gx?S?qODhWO^KLQWe`k``%D`nAH$ zy7OLQ5Lpl9$XxZ?3m8|0(s$GTbTb0TgM#o>Xy@RZo?g&nNRzPp1yT>iFlb(lZ_K*? z6wN3qf|g07btyE{Tzs<-GwW4Z(&kZ*O{EeB zzFhi9)-0;yG+sI;ACcp~t)Yy#=5W2aXznH%sdLJpj%8dpCYD({k44@l^eLU=%WOJz zh&3pcMs?klHsLO4#0g63;Iv;l{+Rw-i{s<2t1LX&X>_=ODop6?t%ZuTFRPw1JcR7Rkzg&k2sC zs=|qV*uBi2I-^7BPPqc(m4i5(bFUuE&-zB%A|1+@-a46<_(i8Tc^m^JTx>N6mcXN# zc!bcEQ{qRT?UF_BN3=bx*jPo zRd|yC5_L4@@Q_s%T4GbuuY?c1u4I3ozb#0nw7i@o+LX0dD)iF)z>E&{R9L?Qr@-RA zkZDd?97_QQ*1qDgG>NNn>)gBHu_p46UaB!wzXEnozv0YW-SxBKSl1wH#&g>7IAIHM z;VI1_*M?L5m#%4knF?bXEpg$>AKTVF6Da+RBHdUH-98n7Y4U;eS2NVbnEzUDZGu7H zUt?Cs`r^^a5BAGo4v-JM=)a(Ebrjk>IH6Xyt<$js{JU(|7nZiIG2sO+u2>?A@SacJ zZBcBER|vpT45Kg#R2p9y#(N^&P-0S+StW8^_w*d zP)m9ULJv|R5Bbx5^{D=?^Oq>{40``^nnv~4Z82{ADXNP=NB-;B)|BY}I=1J3^A+~= zMr-5%dk2t2gZpL+SPA-#2E$5s&Rls!CGo0K!%Rm`I5b@-lr`HG^iea$sOOFvEE?Im za_Pqq!-a`$lu+T@a#`l;K%xq`ZeAw`s9<$+3V z$u>j(>hS19#8G;Fb-+G5#Rfag20OzBJIltu#^?VSsQX}lcxGhi{)=ogGSb6#K@WDX zcOCZ4Esj~`VZ^7Nd}p0o`AoG&;ci@Z;P#JKLmW7JM&*mlNoElj4Qu8akdGlxa+7&9 zIbtHCsY9`n@^Y7tt$s%jg%C#%RrugKP8!f@zSkyKuE?IbI$X10vg7aW-8;<2qhdwT z2{%UvB9Zi>S4ItHSygKODIP;G-6dARePizzT&6-eJ(D~=8~^V_`Fecxsv%J1BpWr* z>m%bviSpq-8%@0an2#vsaw!IqYO@(P$gtB!0&CpsD1$!X56EOp78}yE7AV-NOv;(H zT+&ZX8OYp9F=hOX{-PWROUJ$XB=O?=IDK?Xh1fH(hFrD9L!pny)deGAYh^2gy7_T@ zy_U7b-R_P~B7iAC!jLR&Fyx*;bnLT7$h$BiVVtMHydQI2ymLm7o)mfYaQ!wMo)94tbIie4Lp>mC#=WX+@omRW6+SKLsd3Ck0w>P(;9A%CD z;q|$9c0wXNT3=t^n=Wy(JU{l}pDydByxlxM53gU1wcFipUpOk%yw=3t z&R!oMtuH@rUS6}d@+hjZHaXYd7dGCnuc^%6?>3rvI6E)tCptd}3*w2i-`*ZbC=*x~ zR7m7B9Wx)IAP&P`o8Wog>%8B*<73H`{--m)U(2Tc6L3q0M)C`#>z|vnqov+IC|)#z zruO>(b&iz&zk%NTpA}*KyYv5F%ZC2Xim?4}iwKz7>05jqWAvZEJ`61X+d^MQkp&>We6%`JZcar_0X_`*l||Cm>1`yWs730Ur_ zz+gl0-+2X|VQ=0jhH@Q5ztj4Da&6Q&et2Oy~E;C{GxDqCwq}n<@YnVt~=a5n` zMyY9Z99tlfNUhpxa2$L63sC)gRGv(tfHI->w_3q$>2+m&J87u!Ok2N~wtW};}9 ztH{j^y$TD?r5jn=rKgR3h9qW+&5iiqgBe@b;Vt)_%-vF@*95@RB{Kk^`kyz|TQ-r; zfDa5V7B{QA^`n*<`#gZ~RD>7CyVJRGMGqEpJ_QK2wjDXL)>Y*qpxZGB)`?Z;?pXA^ z)wD~h&1&`X^bZ8*jz4O9Sw|06BM;z~{e}I-?9sY3>tVhAwvemqqWa$&OVX}$hjCOi z6_D22`LKD%rnA?s{WzD&v*@M$B@(VCr}g@+rGMJ5_UgHz>o-FJBHSg|CCGDLchj{L zV3ImG&zQOdRh5d)GdG+vIK^nkGWG2L)jaBl#ceo@GaK9@J2Hiq81|)N z&40-nS$HbaEAT%8`cN7`<8cA4Rrs>C51a$@>JLf!mG2DAG|jY(zKg=r(s0Y*6q8=1 zt$oC@V~``4XNhCP^8G(wa&8#>Ds#kuCEOL_h5SzZVhWQr-`pZR&SX`I*p}%%a@+Y= z7WYKAe`^lkgzi9nF{QCCjp}4VyE|B~T9Dp6v8ZfasI;O=Jm?|SuBBgqTVe*{zSta-0M zC#L$Qn#riG)-0!6x4+f?Wn*gVbMLQ6yN~Kf!v9eT7PYUoWIcb#bFaF}bxAbcnmhid z!qT9$NAWO#cI@h^Nws)fz2A$18<{B)m^cFoq7=Ha-xW1K(VxFE(bHH0*pW9!Jod z=Lm~5I!7@qVgFuxifj6>kkr982NsLSiMzFC^-X|&-6l*K9gfq~9z9Fcvnhk5zok;z z!L|RDcZ=p3$=t5Tryc9z`9}4olu@10O9vYK&~-t}b=ijg2V;sCma^+QjLgKul#BM& z`>od}iS@0G#n-MRYb94rU{9^HF3QH1l-~0PE5)<4y)nz{=b@+T+Np?dhlEBg>IZ#Z zHRF4FE~9b3D7su3PRFddNBT~By>8qzXuN5Js||G-h|!jdJfBBjQ0M&yfosk&)3^|f z>r<*n$Z(rf2zdtHW!$hs4!4Q`IJ04i^3kD68t~-oxdV@U13}rb9pa#EejZ{e`GdKW z3?XBZvC<`s9_s9^hfC%w?Y^RXUcb@+7bdJ1y9LaO7gR2v0oLJf?aFW)J?-^4)k zheqT7fW!-f#FFLx6eKhn`hz5N9J1n*BAU^E^z>t8VN(npOH~ArGp*pS9P)WuUVpR8 ziiEt+0fk4uXaqJXQw$MXn5)zrD!2q(vf7FZYgF&3Xkda&*u?b~4kWJu1olG+ik8YR zi{IE!v46grO^DeKW-@LF~Gp3AwJD&aD7COli)k$+Dg0@yJ#Jy6Iu|CR7w zfwUQ5QX+ovVn2EPoZrNuNV*DCD=%=t7KwOSC$_{AS9yzU_mMgPe;(`O8o+O9>lu?J7ukeBVR4&gn%t$<)m>J~CV(d8Wu>Dsc=CsmyS$ zHir{1jV|O(tH*;|*2FL@9OUMiQ_ap_H*1fBUQJb6_m?!85%jA63oHG*2jPEjr3_5W zY>fYYI^Wm9gDhW|r2m82o~c3e{$5zzeC0gsfnflQ(}MK<8K>PfXN=x4{UL%KiWm9> z$%yo0>(_Q(J-sO7&k7F>@`=x>uC+Nz`23KLe8#!Z+S$9!_UG0ISu*RU)&iTSC2j_^ z2Zbg|>y6h-_{Y7op;hy$hKE&i8N6@=dV#^5llC*;p5aJZJrv0RrM;_|nrn`}y*`BA z+wC@k-SOE_EM%)G-lMXgkTssfn~Xz>9iAf!kmg;4TX7VH;~q>V*G-U~bHTE*SMeB! zGMh)~yF$y`{3a=;C;7AVYYlBG*$dyvOvxER71bv}-a(%(xE&AEU7H$=8~Psc{69Jm z0&hYJ64nwa`JUiyA+aixRoScbm{A=#?ofMOmd3^G#k*QNhr!<_@!mF6*zITcOL?G! zOP0T#@o33$yGPPvY{0y;8F&noi~YpmcHD;S9mn>6+6+F^ymb%_Eb=;cv0qiD?tnvV zpXUKE%XjkV>|A)K%ig`jt%~TDW77@8Cl{@i23HU9eX`C(-jOJZXXrc;n6}XU5);j1 zrWNI_Ibuh+UC!3=hJJ;*1>TK`)E;{MW02qF-#9XEfi;EZKq+u&OMw`A?s>%=jZ_;Q z;!2=N4SHi?JtwI|j4XWx5Cs7KKm)Y#IfN*)f|zS3WWAAt&-@%{+|V3>4rxrd2+aY^ zPONHu{y8C7TkAM8x}powN&+{0t?;vVVMh+=TR&YOR>wuMfj@9e7+5gnIX$`pzcY4B zA5QMEq7`ifGMf|git~e^9%@6`CuWnaBa^DVcVhqYw&(~mLCK|b)W+#~fg#@}&I3N= z3{^PA$zG7;Om)`9xjwQw7hDDeMR(p*$qd$TO`A0WCDbX+L%fu>XykW@8sX#)XN|&x z{k;af@t2!s3b#@rzVqPbYOa@P-Gk^CIxl=&LN1S$;vBc_AsrEY(noqdxbdV7W%1U% z4K20_worZ=YRJiIaCiHuG~cy|KL1qBc>?;AF7vj?`KIx0%H7)>`(vRQ(-~>t0OaU& z*)Z4r3JJiZ4X*WJX>qf(|I@^C#*yQq^qB|cQ~Kpo8OY+#aVu8G?Gzvvq>Ebw)g-H3 zqyAIziEA0->T1P$qR$(NH*?9MH0dp{+#zHOL?-Fwwfmqq>iVW?|F)9p#RQ)O{V5qWz2ySMxTJmJ#zPCJeJ^}5e}zb{+fTB+JH5JQIEFvZ zJztQ>XWGfSOVaqhku}mM8O!de>_k_%{c8Cs{iOW5by>Bf+Q~x?I2;>79QY)0i0tr| zc=HZ*Cnfc=eDnSE@_2ZBOFNJWG1nRI;3+tNjFh{{Q~kb%p{*f+hpCD^J8U52}SyB!G?0MhVZAvvvRz z=LeC6Lyr{Bp)39&C2(*=>@Y?=M!Z%SEJb6*-db{Bf{|(Fc526@iN{{ z71XrRX!-Rs@VfOpV2#Cc>w0~UCRrQOJ?9bHk%rohtjts)?ydIppiK+Pec*Mpuj=g} zfq?_QgZ*wnpel2tVr|2-ss0tdEo-^sl4;32plZU^^1%GF4&rj>0n#1+q5h)7+j?#j zWMZk~z{~ly&D;I*;}Lyp&HWFDtc%X7PYT2#w#&Zf+H2mXwylkjdt2*}&OU#KEYCcS zQ?yTDF0dm6@(gV8jq*xQsCK>Ip!1Z|YR~WGp7b!MKWkn5#qUq>?-3<`x^C!P?nY)V zqqJDr?eBi(b>wlAMMGcU#AJN#Tv@s@xe~cf<^%Y_c}cSk{3VK#eh_xkujJYbT-801?Q zfQuz!$1&$;NmYsBq*52acHD&Q?~O!^kd0gzsK+v2AM_g|HxY7YG!xc%<4Z4p!NyyD z&q4LV*!xiI#*Yl)7bQnyX*8K1_HEB;S%Mk)#YxJbpB?XYuV|_aCn_Z-EiQRA@E8@= zk*lq3oweEF_7Hr05#rRA+bSf?+J~i^xjme&CbOrXYD*b1?`Civ~_!nsi2ZxbvVeW zX>N;NQ2053kf{+z#z#1Qm)f^ITlQk{TJ`t*&$zW7v$W2kLs|`rc?_%+Rr>EGB7=MM zwK2NJ3en-S`&wE$f`3xQVFyN8_o08O8(NHkB+_X4N^+#m2Ef#g6}o@Dd<4hDJL8U3 zy975X)s!vya*q5;M;$8LjRkc(@JQ$4*vKH!qgVf&_`yu;;llFf=3--14Vnee8NnAD zM^mHq8{?fB#W89oCMNL?#DUrQVV^p4MVw1fush==FUr-un0pZ$NEMdfGwh@iOBB$n zU6fv~{cg*Z<3$#4AEcL2J$4MBSN{%jf`}2v6gpOaSJxcJ?Rk@<_cC2k!(Vf%S zuWNJ)k=Xop=5*p1hZ&9wqf#~T&~3&`>Fx$DCw2zbP_oFHFR2(=-#$;IER%fE)G_-L z>*2EUr@`Km)im4@gi$FnNG>HsinL0mmUv?d*M?%7M{MiD&y&S&EzOm=I#GP&o|hSu zWUfY9_fnGAHZa{iSzY~3o~83dEG_z)M&`6?6*chnSJlAC%O?`!-s6F8nL^44d1yxQ z1)y@$1f!o|slXtEv8MS&gk{CU=Sv(g2@P}-PZXS$YW#8-1VJufkJLxzCrd0%*|Z#E zB^O#o^w3piQ1*?yTr6KpYT*3n8fvJdyTa{6-0Vc2Ds;?5l;}sj|D-^t2Icr%lP?_7 z8Z*p8xPm9lFT&k4gD)h`Co(rG%Um^s%2;;HsHn$i?#jz>2R;B2IS%+JLJe{Z$g#hP z6F)E)<0>~sqKV8i3^O&%UsBF;UHm9gr#wN6`xMylu?I(icaoV@t*`-iVel2PYXwJq zoQ2ftA%iB{PX;E*gWkcE{B5Z;vF#BKx+`rbznq(VW=a483~UaA26OFB09?V_e@<*{ z;+p4A+#RIBl{@`;{&g%CtZ3-H?}fOijDkp%CF60)#Ze1wM?XmG_c5$z8H?6BuBA}y zFbXE6gsu~-vHe21>LF`+15I(>jm2^P#Su`m@HnCdT$<)8Mz;AfX+nA+8dVAxjaSav z?S$v?USeal7zu=)4qddkJ)$D;_9N~oElCfO?}!HJ#QGejBHI#*Nt1zvya2F0Tf?P9 z(DJg|MqpIlmHEm?aD7mCi>YHA8Z}OXAnQ_Us_hbe@R+)NhgT5|1;VsoowIr>ss+=3s*+dpC&0;4N5*1h>cvGhNx9PC9j?-oKTSCi~^ zwxh`7AzV3*p1L61GctJWJD0ff^Dx@`fB{tb8@_h77o;`@Hu{G1?pL#j_efgob{0EM zKzK{DasjX~M)VT&p(kwu+B;6Df^23K0%~Fe&o(je{3YMG9Zp;TPEa{!4M_?Z^OqqJ zXeE}dk<8)5%=913JzcW!j(AX+SjZS`-cj>(sea5ET@`AU3UX1y5Ba!Svtn)|!=Mb4 zZj!0!*#~TpH1}v+`u#o2s_=E+=MRN7G^>)*KM)sa`ETr-9qybZqOjGU!V!BInSui7 zA$iRfaHl+2Nva1~k(fp*uR12xd|Y%}h9x)`M!XPE#0erX8-j$-c)qPvG_7PbZ63M+ zG>f+!7z`LFaNBY)Yk#qDkHVx^CW3$z{2;A@i&uUgdmv8V#0@P0Y1?5;_jNgH zp_he&j4$z_XOkrc8x{11`XP@l$%}_hvi)&Ic&DeG9S$FF>qE~htA$AV3O3sLfkb-m zJxE&keQF2N-&RlnYtOQOGO!hwwD(=eK>!OPU`@OEO(?$W=#U0K%O}@uJ7GCoiQf$Y z8X+eQPbP>FTmB~@oF^Qc@PdyV25v`1BS0V`oZP1t7^!Ho?+APNvIk!U;#Um3_VZOj z6csH#%FVQbf-rVdLNilxm^9_#n^2-mjzb7muZic0RF zu_@&Y<5~6FsR(OBIf6qX0+=2SHRpOdiZvzvK4#)BrYt-lv_=nK5Og6|_e z{O&vDy4|$hQV9^j>sq5z-P@w%eK`^!yF349raAi95+T=VI9v#SX8ZV z)6yRk6vCC+4I2tOJA-b$YJ=~^X#zPE3Q#A2Re!tb^9u@|_@fWDd87=sS=0==i~PKy zE}nHM%kFfbyP@`}hdg15P9JHkCQPH6F%qjz@nqI-m)hDY45_QBVRi_p5Rp-+$~@%O zQqZnqTh%|gpmPqRZ^<1u;$!?8*MuXKj1AZ}gK72Ws|~eKd(&nB!HBYy;vxsd->;2O ziqf2uf00DOz|93htocvtK%*k9vsB2aRn=pgZp`J*X_#)zrkm=THZn@2vPoqXis{eE zs&!h=i&CoFA+n0CgyvwT;JvoDM3k5DMm`>nzP#B6+@o!2f>zMi{dij=O;P_&ZTZ80 zSbyjzvmV5;*4a87c*OpC?11x6*N#ommhko5g%}|_&XV$QN?#WeFaNVU1DCd5i|+JE z*!vDQgE7xqiG$7+BGn8I8`Qd)GwP7i-#%8~>;aRo9upbvy2I&}#!kF&adUjcTh^6J z$UFO}2K%Gz!N88sd;2!<9%nvLgio|?^d~#teS&@tZEAvc%Igck`9Bq2-b`-yzEhp! zXs1&ko@+Z}4_z8-i8S?iP}p0#L%UPd_BJQtxVM_4uNuFaxAN}3WnK2-^z@xMJUBTq zse#?UPD?x7!q4>z*mU8jpF$Yj2mJU|9Hh$yCxBDpNRlrb3vmU12gDA0kTs2RSE}aa zi#}aLEs8A?yy1VtQ9%c+VGGu`z0`{Kj`@a%8L2w&kCJW12)z+##Y>aNljl4wP`&4w zaRmBoPyAzn&k)ZI$%XgGwZR@l4Il;D`arvV#wx0Z>IR)5M55z? z+J)yMSg{N$e;~`j9@Oa@Q^eOf^o7!St2rP3@NI}D=bYA^VKo>VC=-YGvG;{SXI&M| z8?Heg?sUc?dIHJB``e&J;5CQt1z)y3`e1!tOfi}iU&4`6J=%ufVlGc^(KK`P4#v?p zc34!SafLSDxFNih&9xsFd9o?jbYdv5(S}AjdaG;v)MZz7`HTXz&yVhyRQC1FmVt(ai zgj$E)kH;N$so&kTt%3{W3x>TBVr8VfwkGM_?hOy6zs57DUJdd~*55$SutTx#m)M}r zUB)-W8DTq;9I5p93@+W?=(E|AaXNkaI$>1b7GF*L#W5UTtoy`rH{raVv0uc)-Ddab z5n5yZKHojM1xrnOvh}sgk3h6|2hby!>Bv&<$+HHn$hq6&cpNHGo0i=pc5r^3ipGP) zUVU2-jVE&)TJ9Xz(a8f14s!}tLAn(Zb~tf>M3+3RP^*s&FjV`ks4g$0ZEs5#dEX=7 zU%JcpN@tbEL5D|1#zsa)mlH&SuB60bs8`>8sV^yXT95eXY3tc@_DsXQVRKfs1(#mq zF&x`cB$Kq&?tHt*x6ns2-v0PziF1)!-)Uwfzp`PlRJO(=|7@R^R=}7sd4vMmw1!<1 z4mcmf6wV`IU*ejau&~u<`94>%U{CtB$gueu5e<1(J*7bo&Q`Ph57_jJ5+7|vfMz~O z71_WEbGL)SASx;}RSB?#@Xw4YFlG>Dz!nNxzy>OOo2@&NXJx-Xv^$bZ8kWaKvEgo`V}EW;tD7P^qF$AHY0PS!x_$9zqg3m^*a{ zbl!>_Crb}b#c)lKFuLH1yG3_O*UlM{&wIAb~WspeF1b@cIFq{T4!16 zb7hfY_)VRe$#oKDnzP#|f~Ge5RYFMULjFn=5q5i;HpIticnF3&b=bjsaNNHW2ltm8 zUq!HdQj5#$!&Xp(3>)wtNPL0=r=uNQ_V6MQ%rs$L9mc{575LoR zn#ED>VRxl|pso?ThmEtO|l9@WNni*7juZE7utk+bE}PM=TPeO zP;bMox5=%uh1;f6peHB`e-#KAwsFinxB&Nqv1q1HdqrMgHOLi5byh{QNXAj@^< zs;-PdBx+z&A9BxkSk%jB)5tz7k~|+;ohlSgm&pjL zEJjE(br_!s_s2q`;*`vM{tUQe@=rx7r}&GBr!r);4fTdjx#v@3W1Qp;S=Elyho7Ur zI!#XnSS-&+0vR_tUSXW&TRac@0~>?l91eHpN$LvP2?0N_v;$B`P*@_z@p6-Y zF84qBoZX*WVgv+{|3sF+hQ|=|jtM#GyE^imZ6!KeEkKcL9=ncwT9-Jbo zy|n-gBY{TdR?6~vRJb7Ay=uXyA}fnqB%hbDzZV_+2Mrq|pQ284u-`J`>5>T}-y3=$ zteRh!0xX+czv@uw;7%a2B{X5AXgA@l6xC=g!>HxQ&t>G3jYakEx{Qiy z{94fQzo@kG^czs@FuX<7iNZkyg;?Bk&lT2lRT7XbfFCpI_kOPtXBU`7O#z*=O{0;q zGtLvE!4!`g+55u9P&r5?!+ubc(j5iOFG#u!m`eOmI*?WB623DO+ClW z!uYlWvFsijXKp@CK!}gA1fl#SzoZu!vl?>Vp|c@xG9)W1A{9~Vl>N9ESjl=i=-w(9 zXIHd4-MNnRbJX~W(_dQ_cxuyP6?73Cxp3?PJEk7oKQ|W=RBR!3X@kh!)y?tol$L;O zSr?DY8ry;~3v2294eT?949+Cs9c6J>uGs+8)Lt=Jx8)Chjhn6mf_|5!CraU?pH5Mg zccBslLxxFt{4g8lB)P%T$+l2V*bho@KUK8J2*4;?qJ4EN)s~W;zGbh?o{N4<3{xoO zdPlYYRMMsfWg&_H9FSb;Nn}WLngUq!F`k`m7}N-M1d6*&R3>&?M77U(PA8!q(^b|l zCb%@av8?!(L(&R9)4o%ioTdDR$KJiGjkD3(CMy~CPq3lK($~GnMOYit@nl7pa}B2n zHZt5j@Ea?BWzig?`eA>enZZ+(W2*9yC5W0A=vXNtJyBQ*85(Dm&0E#@X= z)*^+;-Le!mTPNwDiL;S1B#3wCQ_X6-U8W81YURrr$)m^#t_57~yfLRO!e^?@JXXFoTvq#(V zsi+7BH;NlCa-t*U)>SUnwf@1SzG>PQd=f+=FDV>+INFh;u}msv-;%|&Y4^yyIV)%*c)fd@yRpfU3{?;-8sIuQghD*ebSuepHONZTk^2PB_$t79(f;*SPYUYn_Ot6zk zwimxQ>bU;nqT}|x`BCi;Qo53t{|V77VVyKY6wqSzpEK5E{Sc4wa-RT_FlGr3@iDVs zvU>Km?923|lOnm_SuM>-eeech(#gC8*IW&Qd~NY3n~s?@Km)-h#cZ~>rZ7|K6Hmo1 zQp+ErmIX9`*8}BDGJniS%~Q^rZ4jqXS;UZuuUieluheMrI_BySSTyg1IzTn6sgMox z$5qR0gZV6Qz&ce(HSQu&G%`1`Si;)wtB8rtoKaOu%2-FDh6oU>*5o%9BU09IcJ*1} zF&j&X-?RuKL4PYcxJs)4LZ~YRKCitvk7aovl@!5-bfVTur0z)L0)K{Rq%OIBeV+$)8l zWI(J9%fb9iYSe{P0{wDnNfq4B2{&w!Y#vYM2Ww4(^N=nBW;@|W=Dw1ASD>uG>BVx5!P8FQ42~$}42#!2hqxH7;oYw0 zWRZ_$5&cxau2E0GHH{Nr08QQMWHJ7YIpu6j=Q&;PQfv#;S38Z@B_5^vujjAoO?7^c zTZ*5R38G>(HVL=|HuK1^@vXP$e0j%}W%>lZZA&TVaP}rm>@H>jf%gV-5k1ps&Pyu1 z_JWu>+@HrJBi5oiJUZ+%T*&W@8>(3$TXV(*H?cR1odHptt=Fzri!qwUH4od9^l*2p zc7S+S=M7b@7QI3{l@*SwuxoW3ip|JAo*}pN#tXQE(qE4}kISPG7?;1d3b*qHeH%iG zgA9b2(9|PZ(K}+w7@+wOE_|9j{M+E(ORj-j?Tejrj|fQOFv`;1OnWOvi&*0`9;vDI zD+kt7M;l2P7aK>WD8Tv)0X^~@jNn(=Ms~=l=HaPOHXvYW5zO!X-%;uy3;Oh#Gm1gV z4|X8}f1;$aP#aI*5BNc7Lwp2gQAGUWve{1VwXd?Dyd@c-9%gveT?PyDH(o)vqd?%= z;{~PMj5tR>ZKCpdH#vN)zWf`qBaqa~=78DA`Pnk14ZrEx#edT$Oj2b1-md2cKeGaz@V z+MBO2q~Fe9RdrSVa5B+rcU%0ZA|C&gL}u`4tKyoDHHIl+LYDIrDaVzH)T7v4+MhQdw$oE6ns^rF zLRZI@%*wnlqD%4}l7p*Tpjf5@#rq5ap~z`3X2ZDVV!Lclv8d7HBmrewfx*sExTHOhy1;PQi7)+$TL1Bn)iVmOg zB9Z{Gw$iUEY#DsduC$|aJ7z{U@743t<=cmR;o6-G5@qsW`%bTAK_!YHcO&XEp6^_E zjx1??sJ7`GwG@zTmg5gFEs%Dn0Yqw0hmL|Pmhk%K>%p3O&N*40uZA48XH-^_yO;Ilyz_G7N zHpQFmg|g6p{Z#IKS3HXf8JEzur%KJNp=~62eKQe9mBZ)FoUuGL#J8hb!eRKLoK+M zfhaiK*AMm(U3$or5wo=JyHc6S?7S)LYBp|#>YaAYG0>JItHpC>QJ^}C9`J6S{=9Y! z|8}HdBy6R;mdA^!#pml*Qo#d@!;pS*_Ir^CY1;z@R~9jU8Tc#CAltj~csX`$Hab;t z3KJ4Y{WI(|DlL!pP=a_ad@Vmx|K~bwbu*ha+2i)~MnRL#s{qY5YVxxsd=pL9SUACI zpnLF`4-*WjQQA%$nk9xgZJiMnh&f|fPRb|C4zH|{q8~j)Qr>S;Ytk^AttNtocIw@4 zwl?W?mXfAg7x&{v+1OBtZD7Txa@u-T<&kr}SwQA3?3?9f`oq{B+2%OU1+eQs4L+1L z@t>uZ0yoYQ7fmH`2D%gLJx5us3_j{VBO8JCVoDHns@1w8*2VfLM2@961={lYce}_DVB;RU&WjxFo%B6Gg)5I8VaxWm z^RM}FR_@aIHV+LXU1?y_T*LGSWUbBP1Z$kEB~3Lct{JRxV~A|_8e39Y?^)`(Iigycs~5LQ>N+cI_Cb^Y~zeR?C5oo!-6Y7w$DP@uP788E~VZFrF|IyB=`s zsPouogQ&QAx>DlTFF=0@#u8E<;@# zr9md(^DXQ1wgwaykggU~$INeze~Z=hBP=@!n65G0^I5kUVG$ty=#b&^2zuoG6jcGg z)$-gJRQdk^KtR90Kk@Fn@@Lrnl(F0|Nsc{L8t)xyg51vvXU8dd@x{{J4?z3IjZd(5 zFaOCu9{JDD-*P3~_6#3Tc9mP4dj)cIsZvTye>UB{+^w-hUgbVl;Zifu=YdX7pNF)2 zIz7bW(E`uH#aKm3cvMg%Uu@=#9D3CZ*5nB>lFEoeh80lEWKF(Nfj$GejXr~L@v2vw z=;ms(I)exNH>%BGG+(W8j|6qgBYjj(39nGf$Nv}1s>xHD)SL7+y-V-a`*lZ7@4(A` zeLz>5#A#G7>q@8It@BBJt8iFWc#O}Fg}cyOf{XEaE|4vMac^YT%yb6SUc`L?sWjH7 z)hQW^QbEzp2j`XAW<)DozU#; zbP}g5_e%rPphS^{JGnmNFrLRj+j`1EE{Ak0f)q){0xz7xR0N^6L3+fOhDFKA_!+zQpzfZN$UQ#8^U3@IO+Wn3Y!`kpP8;YdPF% z&FVRLz#pNO!>u;N4dx9uJ0az4bedSh^S7mwv-3`8Q@AbM8}1Lwxo}6gD@>d4dLUd5 z%bnrwFbRJGybOdFK1QC%BED>RO%VbD4Dq$Fn*Tzx)-2>0OaBeVrWMwLIr3FlUEd8i zkB_s*mKERKgL3)1pD%rn_Ohewr_c=NK^Cq;upJqEX7HJ34-V2RULG2Pxsy9zq?uAH zTm51iw7*$6dtzkQPv89g&Rrv<<%TbQarHM=Tzw-VZj;pF>~dr?1h} zKI)@R&4Xsyg8^U0_;>C_oV0;0K+t|nKTs~5fG78c9~pB60xpjy$s6?0k2oYL*CE%Ki<+)Z z8;*9C4v62#blgSr_;r?}RCsc&E^cXlAQNy@*QPSTfVigBbZt zWyz#_Ysb87k{#LY+;VoqmGnYK!2>=}kFqz}#ooi3Qheo{f9^ny{lMS)2O|f)qq-8V z<*t>k9@jRPW61S}>!gcr`-ppjmVXvfJuEGd$VmydN{>inHTMkn8A(!TqWyG`Vs`AK zqz@r{oQ_dh6!L=2(P8ripRb)K6uWTZ3?E(;nD!xWwU8w&FP{h%WAfVx$gq5oePcJx z9sMi(bAjE&I*t|((p>Q%XN&TW1pfFw)pKTCmli~pMK(tsiR_LjOQq!!s_Tekh#R=r z^r@@y2Qq^(%+@ZE$2?mNIAXxt1{gx#HRi>+G9}LVhCp62;J7hn5JR|p!T%4ur5TvT zG@liZctMd}!w261D`xH01{=>|+ZHte5V1>!N>9oop<=Ckv5F?@4Nh=6B`?2^dA<}X0!&W;ny()j z);H`U4Za*+Q$e}iKJa}~5Kd)gD|^hh@M=p$q!#5@0&0r)inW~3gt@F_|9=7@(@g4Cg%X}?9!Z(?tE2BM8x-_~xIuxCZ z%0p2|M<0ojmBH1)jX}CUcrr-%RZnmz_(o9iMT5bpkJ11)Q2pxo#&}Ph#<>oZFdLgSJ)? z38#2!o-gEi7EvH_GhTCg;I>^eotv|^96V*?f)j&7UFS)j6Cti>W2e;tooIJ}lVMT1t zotM{46iAu|ZZ~prGayt=Jkb;<=q6{sljNLj&MxP$Q|@;T;EDEGy0ROE(z${Ntu5F# z%N4aHDls1}7P3dT&TB-X#BVH#rjjM+U)$U=KhB@G2-1{rgfHZUkEA%l+={2SGRg>3W2ledN z-*_br3%9kj{E!XR@ko6OdHSG;hmf>$A1a)S_w?x7uvpMt`w{RVUdWj0N(ItfcY8yG z)6=3k+5CP2n+dEYkS35Iu%Dbn0b-&8C1hJ@M~H;X+H8JVs3o*H^fp%;KtiIFNqTcU z*$SDVc_HWR@RFRj-%Fak(Cr1UG#%+&U?6lkW)YD5D=U^#S`nov&1dQhhdt?^pIYST znwWsklolQ@jj`X-2TEW0G8A5?wZ)8cODR)eE0XfzLa|WAG5AV(y>p3;!3av~YfQK1 zfPP2WK^*&0W;+EWJ&{PLO9oj^_$`aX;o{wiLx?qQ3h#My^LzmsQ*mO}UPRq>M$Xyc zByG+SCuwkwI*As7kq~t9-`hh(OC%FriT;GFCE5~$iIGG(p)@3#@IilK6dyRcj9!D} zj3#5y7&b->Wdu`%S(nWlrZ13ph7yL62svdf%551+a*~jeeMxdWImQo=6lo-x=jT1h z6Ujz5xcLtnPR!0@k<<+K%spVlQi-fn9%?d2T95Ldjo` zxjBpeQ>Cx%69|s*{z$vhsq9n^D94pC#ic0V;AFL_eGJiIngAS}$ z`$6sitYLF7hy@kE7}9_p=BM~go)Sw^f+oeD3Gl|&L-Gs7#q`7kaWJx%-h7xf94_rV zEb`);)6o`@eqrUF2>PZXIy;XjOOggc4iP|UpRxqKNIfAbh?Soz?xR*Yu0l%bR*0&o ziq;zfF6M_rl&gAjoP(?zV^2`!MVdyNXfNs`c_-KQIod^uG#z|{8syOL11R)miL3iY z?sJ&(IQRD&?oR7=?Z%FkBRFjdjh~$vgt9$0#v_K|eII@Z7nHumju&4h_m*y=_mplT zSB%lBVgm+ZqQGJo(t5bOP>Qiz8ZZKnp=F*Gb#X$fmP&(Y8(!@i7=~Q$FEzt%UhW{p zU}h$!sv*xLy-(pEN|X=$JU%<0NCm9(<5BME~^7)TB#Nhd~@D2?ZYb;=Fc zOxtNEb!ZfZQQFZQ*282FYhf~73v&*`%xYChc29xZ(+(T7D*xgeCs`}$+QvnTMl6ep z94n~Jju51`kg%}h`^6%p*>9k(v~irdSr2)n^d2;(O1!&TCV{Eg0^VCF<_JpdfWih=rp3fBQ7NQ{%n-GJJd=Kc0)hBIKyez0qE}<3+vzH% zW}#@*I6i{Ns)>#ZRD5GTP<)DyQwqM;;f4lx&P|Y0jJ)Y? zc6TGc1b89-WD=lkkqE!1waA^P?9k%DHIKW0(L(#jwpo!MH&Ie5QdV@x<3%E0SUOBe z^I`Cl8=o64J$iJQojxpT5?*utNNoB1?_JTLV1cL>ZuCNf7smL}T7>dyF1xAhvYX1{ z982Ue>0ip-jBmWe&3Uhhb6^feP-(k$ce|UmV=x_XA9u@qR;eVl4xTgyHImXGr8R5q zm^EZgaA;LhX;9jf4n^))1~4Q?lu<=dOsr*_QA?l&vZ7J4hOb-*3-IXREo0Fu!q5>j z7F&bbwh-5Ltp?v0S>XtN%aaeXs~n8A6fsrQlIpHP>AfwOF35&Lp|pi;C~e{FdwRMm z2};kJMmDf5up_WPFd0ym1vUp>2+&Tfd1Sljei9=g7}N!+L|rbgzFOKS?U#lmdAS5> zZX;2b%}MB4eWgybD4KTY`}Ij(S*O3PpV8?ueY5_8PCIoVy2}4(wbzb-CNFex<$x&V$aX}DXsC!46uV~U9VJoxIA$=eyhu5Amff(Ey;k}Wd7^YR zeYo@wgnk}_x15Hc!OL!pp! zKR(hW&BBVtF;YFpI`f|8UbxgWT{%vX(3b2<_9lmuaw-X9_>4ZH6H^BbtJWsbB2(H# zpKR16Cv}%gPf~9O3L%o&Kvh$o8SKb_F*RnsAuDhQ+TKX5H-xcr!s9g=)cC%am$z zpMVXJfj`RcO&W*Jr=;!K*GfBI^Cu<`R=&Tf^VE4S&4J9erAvOqepPR2m#YQe@co2~ zf9eukqc-|Yf2W`N{ovz|eGN)Z8B}OHhLKy^hj>Lk;SAYo>5+NU93lq8e4T3(m6##F z&J5&{lcjoc?CQhNMei!!!ZsaNT+EPUAjlq@1SYs{nk}8MDl+%%*(iCXc#OyN&pk;^ z*9?y4bgVL#^uPfRn4V@&yQkYDCu0pU(iQ8C4acY_=7}liMqL(if;Mu3966a}s3Fu5 z>I(IS6fKmrQo$f50y)H|Q5OHZ@t@kQ@ctOru*vMaJb;FG-=uU2`gIH2QLoayt ztS=lpR#^3nA8U@o0|q^OimhC|S}&$g0S?2q6&?F@!et2UjYqm5mBjf=W;g zTdjFxt3hV8j;2~hvuC!9d|CHW_i{`+ZgnH?JYnfzw-;)btJ_qvRE2HoNtLvyAgk+C zvP^AJSE-v-xl;wAPIU}K+RgHXxYqfiePnfytn3?@YWU7jfI{HU5AY6>)jV>14^?38 zhZPg>le1^p)$kK`ZIO=A7fb)H+*o?P!2U{q#!f(@_<4BoOp%a#*<}S3eMhI~Zrnym zsaE>)pgmCIia98ycq1vknr!46Ii6K|P!0#-WN8aU*%ZrUY?k4&KkZZ9Fp2rh%r;_?q=xA-+CtY+c{ANgAE9qk8LgP6u#)z0MPyIheZ|pF=i=72m@fLXejma$^pS{V_iSl~KX|zALegf_P zwCVSnYB(RM@OmpE)R6WIFYw`}&sY$I6t~!8+atT;|^FCQIFL#tkdotKB{BH{3EhfkF?39lW!Z7S5pE z)7`9TJ&nitycr;xELjViYlQ_ZiqBry7_!YLMoc2m1vn!Z-{ShjIP5wL8^*`kmb2^& zu#5Hmg}i^}OespAAmWes4X+rfM*{60XbQ9ix&ottazOC}JOL^I8RCMONPGw^V)yvR;@a;G z10wNR(2GFt1o>cMq7=kqu_QUzgr_Kb>0a`|-o2$DeEosa zAnSqksI-<4likOsRv)0!I&9Y$n)KK{OfMIk|KOkG%IO8^h(wp8nCjvG-Cd6#vi>3e z8-BXOzu!OUr!9Us)hcS za?)*hnsm|@C$u=vILRvKIw$FN0&&hDG*P;W4=${+#sYS)Y0cCK3lz^9r>8|lDj2FWOK z5Yiik3!;#Wf;S4~D6Eb`lxw6Y{M{bOl@j9~j+l$^?{PH*a=b&DqkKL>QSu$4kVBvh zQ^ZP{k^>a_tyVxY29`{z7!&H60u4f}V@5q>WmH>&iZY9v3d!r#Vyl>)XBD+s!D-y0 ze2Z&I>kRG^?aPa#h4?5e8CFxE_#Aufu5Ijh&;1V46OelCTu;DX02e#->SJr+rBT?( zdQP${zlb1dpU#;ElFk>*3fTjenJNAvF_7l3! zzu8axsxRx?=%XinFyaF~2I%o^^X}4s zO+g3-d0U3$&>5smp_?~nYzJhLC~mN-Y(P;%c-cg{6=+nN(HXQ+G_blAS(&bi=S}q% z8rtmqEE=RJc3U}33N19XfYaKx#`Y6R;MO&5Ytd6{XS%A^AvrByp|~|>Ch+2m?7jc7 zi2d=adtQa;BvkyO_$*K3PnRCYH2ze9z49G)6Z^x0-7DaR{U8^gVtW@AFC(|Hs|&XG zDyF>`G3QAh&`~fR_s}UPk{$z^j5edopbfm;i2#lp;5DFVK+m*WFEurnBqjI|tjs@& zL}EM-B}Ct%-Wx=Z4RA7n@A!eP;{4(FnfSENr+k`c>Oa9VC@j(bx&niIRi^_V5;1F8 zV#YKI0~C1QhomrQ2*2v4bZXLg%C1^J>WwUS1t*)VMAy>*G`9nX;jJf~}~=|zfNud~}% zeU;sD|2Iji zU-F9h^k)@RKG}mL?1_kctqlc04#29w8P1}PIDhW5iI&*9*wz?L$68{m@Ip?+;7APi z$6#3uvN4FoHYT+;G-bly`5@!-5omhv(u4ETPl3fr*n_}A}C9jpMj<+|%Ou!&gdg~A{HP$=$) zHwq=OnQwXHae>c2{WK8aCf^d}TW=@;IaY5$xJK0!)`fkcouNY^r7v{AT48AlwP7Vm zL!q{4SF|@e7#)r(QPF#gf*Ea&c1CHmLCvXc0@RA8HmFVFLBBen4yq&SD8d{sM>y8o zKL+oa*#0{+I1}45f&F);mP1&NI;iPrcl0?hkWto)mV@1Su%NxRp>=K6(jEact!O`p zMedI^7r@qFj@`d!w_kM?yYNJ6uw_e1hvR`f$Uqzj^C#YM-40vmalv;tBSf zbZLKSK6$NB5a>41p1XxT>!E9(l*Gj7OQq^VTuO#QY0JcwCWRWb>_$=BMAZeAEtRV( z*Hy~tN~jb|hIpeJD|;$QWqMl_!co{7g;h~lnckKrLuruHusOXoeI`w#>1f(nVMDdT zhH8Zk)d~*Pq*|Y-C)?_G)bFpKte5M#A?wX#CcmzJb3Lj5zeYz?*PU3lX4N;)KV0ZO zqVC2kzJ=@4^XM`A%?|s`4*Sgx{^kV@P8e_kpV<8>Ztd*+78{F|&g|J!C=?$HAH3n~F9l!HM(;>g-F4b)b(dD#IUp=O zX!<3(lM;-qThafjNB|2)g3ygQK=8hzm8F`1uK!GcBivKI`*>)4|q7LBmO|% z)9W5_6RT72Hn5r#L)E25UwC_%90)@=%;y-S$>39svLSb)6ww_iN28+|LtN1uz#sKF zwmW2piBiH5;

ZFuPRdYh2yDW!EeA2$}$N01e=fSoqTMxjvx%PzI8++L%r9fIK48 zZW&~5ps6&-zeH1D@jR{2@OtqT`L}0EKJsVsJ$c#W)AM>q z+Suu(yW8QPo*a934}10E$@j@nX(3FoV?u)nRklp>OI1<^lKZ4;yuUkrp?r09g0K3- zD)Wk*KrHgBa7Ye>0}BH5OaOYYQZ>C=J|L4YSwJYSAba_uIX*|Ka#c{Sf-0>`h7P$) z?nM)f$cipQqYSA~duV%zHipd5ScoPy7}iGk^w-py`S3;#Xz3ZI2Lrl-zNi5cR$oqK=_~A3A-Y*UF4+u3%#FRSuf`r(y zUYwnB!dkwIg!;m2#*1G3TE2M1zq4F4<566%<=^vpGY7=t|3$%t*5?3}nGd7Jv?d(- z-8Zj(aqqwF8~uHMQM$*x`M0|sdUN#tn~Q5KU0AsL7lZ%N`xRLF<0qbYh`stb|5t7} z^rHv=9v1ZPd*qJaHx$1x4A-*Aj&AgO zbyqbRtS(oRj_ToRqQo=R)tR^=`%|JtR4)RkzOSAfuOH(FsJGWV_<1)*Lw%SptRSHy zdd{z^&bQGHUQ_1$9sVvq?e`D(NBpDyvR~2pdU>D!5dWZ8JC;c2ru|v5v^{gP!zwa` zE^PhC?)J>j1JB%QIUZ4K=*)>;QI`!f@NJi*?A#5*S-!QOgndY%IpE>jLD`&{hw%oXS%Uw5i-1T7(32rEm(g(K` zMAvOAL-H;B9c^_PYHNWTmAXgLPS3CuD7%khOI} zmVc~feL5>o%A~gnh*p)XYN~3hk{hb}tIAch$~>#FOo zb7*x*yzHp!tsATxsVmpH8tR7eM7z?xX_8AfrQ6bj>EX1}g@=(eO`CP+=jE!pbh@re zmcuo|$L9+lpWk;rIez{aKfw96kNMdQqLa^eING2CMuGoVX<+d1tl=B@BVnqCo5Ms3 z>)}+`#LMn*U-(ei)f{f0+C^yP)#+3R@Z9c>?PC6H+nUyM!`Hz4>17X#0%5-BpVm0! z8r$PhWrn-y%q^b8Xesi;KmPFtDaL;MBKrWs&;QRdThX@pUstwmzGKtJS9!=4aBZ;} zHtcx%FaP=LzdjS(a?AQHcYbT*T^~L`q-zf|Z)bt`S@+sq1pY~!8q~9MOhe8r%WTfj zRhe~}7cy^WmFv#PP&=rQPiW5_sZ&;j0Fh|SI$MwP0q)K+Ul zntW25)QG0lN_>4QtXB0@4OP*hDrl*KEOKa-Cv6R0YPZ&sBen2$E!5gggj&&{=JlL=%n6G&1G!7^G}Q&EUC zf3H^>l1t+gY#!pPXcKF!r4*A}sed(UsO4vEL4$}Wf`+FQVhm}ZTuLobK}D*h-WV~N zIk|i7b0!HWR$INj_x^^D%!`D~thM)AYp?aKb$l%0v{eg@tnSHMv{5Z-#gvl|e@~9y zY;0jgOP>+88lk`lMq`g2+V!J);?qae@^<7E2=Y^qQT2n`MIjb#|#QxiVQzEs<* zkgSdoDOH`uuk^P2oJs-2rEvVighKL9%Wj`p)V}F2HEw(~mYN0Av zt2zgZzL1R#k2&7{3q4LZvVZ zKfYq_qz+Vm9c}|Zc;E-}kzt<1?tJmJ*IwN6r^A=`K!qP*_gkQshu->~9QVj;d&F}d zzWbiGhktzc!)hQs&?j+*r44uY9l^dxvkp9W1D4^K5Vjyb@XPRjkjeXo5MvHR;m{%V!8tC zw#06keS}9U>$5IT86m9Lnyt&o&>0L~9ZHd}Wn$~p3A$*yx2#Urr0b_q4m%PyBnC`j zr<2Ob81EZX=BBBBQdvL~yk)NMTq|}mbA{7592sT}p6fi#Z)!HgVlesCE!6f5Z0U#T z)Ln)TzXZM^bNuIDYkcU@rMExa&TC@dN?8`CQTmO28kiH5pFIR7`GZ62F@(JLfxj1HEf=uA!bnoK2s%IY*pAkrS3U zo1MgEUSlS+snckq{z6zZdFkX6llc>q!9E#QPKMxQaGEDiHamGS8~;~dXHicPAuUDi zMIA*)iiDzQ-n6nJ43LYk;#_1^-=S4~hgS6+S}_dq&cw8Ht=J)UiYLWUQN&6B(x-%S zv0AOlC`kz{?@`Y^&gM^q(Mab1kl9e|SM}m!YAHswoLOI1ltwP> zhIvpzF|P-9d`w^)ytIAKt1rUx-SRE)lPj-VbmcC2r~D*TKq-73E|Z_6&+7N?+O=26 zUD)~Lwrx*tuR7A#N1m#@Y~FXDx~wuj??JtB8fv=gXm{s~mI7vX#wc>AD)%R_#1R-h~|Z_*wbH%-aU$q585M?X!i z|BOlB=79daAqWr&wg*XVup>xHgR_H6gUf?$K`|UG4PrJ+2u6dsWx;4#MwvYbT#yUq z6IDw@{oO?U-2{_Lm3$<#DzlbF_##1{)R@U*z|UM0vXz8PEM+uhLPQM@+b4+~lVH^( z!1$aob9<;wBaM6qPge0z&O_!To}ZM-o5Hw6Tk|0w1AH1`klI2acH)iA7#6Mu*YfSc4a46eecM;9+WO+Jez}cs-@S0w zcNbiE(Z9q#H0$K=!%w6`IU@&2h1}SuQF(yciJ}$AdI5_j1q!JnhPX3epOQ?hZgrHJ>MDE|X=apxkd8Ir4fLyAP<}}!rP7bO$oF>I{To(FUH;c-0`W@hK=<)E=;4$(D%R*dKTd!8k$_DhFdIv?Vuqn?_;De-a;eUCjCBrzkWcksiP0K(kFs` z!l`qtLq_$RSfE$iM_HVuj%LDWU(l z7I5fext{0rC>$PzLi7{Zii$wOiCsA+1}l!8!P|*q5MMhr@|U;dcOmWVw;)x1|Lq%B zK2ZDp2kujOpKv`C!g(~hd{FL^_sS0nHA8*-PJP(dH-y>Xg=5SGy0)X|wVQgVwct(B z@YFKN1fwRn$prk>CNQ}qSR0mq}jgGPBz%V?jp0ve6o}*Cu_)Na+ql6 zlST9iwiJm$GK*A@8X^>6(#7C%xx%hCSC{LsOXI>f8g~J?%>~!ePoOYKXGRU2wpB}- z@P_${3=ivs#EAx#l~tAD`e_ktcpH~^J&V=ozcWHiC4GjqSyn=?KWzp=FjqsAG$7lw zY2%cJEpqQ&myTS!X$$1b3xs0%8VGD2=QS7)4c;ricEPIou<<|o`ue(Gkr&USyR>@r zCN;a{qIM}4R!7gR_V4o(zu&8E)vwZ%lk^CP&3^jSnXb7mJ~De&zz~B#OBB zmo^{dWG6Ty;l`0eX6m$<-PN;bRTZ8mMBNS$Qg@4IAbwP<<=kZ6D_{yw&QnC$-Oqj(9~Eliak6*ThH1M;dBecvA`dHNEVyWZd1o4!Uq z{>_oMc>SI|u_35yM?ZE0wNiuXdhv4~L^HxxMjwrQ-qmN;GG;Q`qas1Bx-iEIfLdsI&7 zM*S4otK|+^Zh`ut_zEiaLOK3JDt4!QqhOTppkhCy)IH!}7rZpG%Clnsb+Pl;T?*w- zFYN8Ta*h1XH%5k)(g&0EiWKdbtcRjLMb^}O>q(UhT4+$v<2vFJn7o&bSszv85oH6S zW%P1x6dw)Y-0n9_z*t0AQ4N?REE%anpAnU)yjOZ*zZZ@sn)rOIi7#r#{E`<~gC9|a zooDxn*x*D1J+pnTohXwyPSU*~R@*_z0P+)MuGEmGO(do$@-AcoKZBgY%A9A&oBQNi zSEwn=;1-nkz@vro&@B_>t?!NAR<+I{=3c}jl$ z8?nXYZg~!7bn8cN()>l0x0hPOccR|q`V)F`gZ>UZAt-Y+emu&YoW8~-DsZO-*?ZZZ zP~L&6=XV{HH}F@>hjy)1`o9Ey7pXXP5Z28Y`p$Lo``>=#F1Yvjf!^K|d*#QLjImQz za8@n@gr{w+Qfzfv(e7H&5L$6fT5(NU;r#U+_nDL(`*Ka2hRoK?*DTWT8jZoZlSVUW%zR+RlVZ;}s0f{mO79cUs!g*{KS2#fi3Rf!5^1bnby+T+C^5eY{ z*e5a0Sb0G%`KUs^e(wVx!o4%%2gRG?y~WT3BwoT;4E#O+3by*g+1soKTKoF$>GH%+ z#GT}LUmvGdb{aKLP&ub@8T3%{GV-ZsthZXlmtY2sylt!@)`jta)0f(c70fDUt+Ua2 z(kUQ?uvY1s_Blb5>U5@Rcmq>aFpF*Ttkx`2kQL1;&+5+_$P%lw>av>XLm_KShEq{W z38qlHAtmw&o{(-_c4D~!4C=WLvv$(JCh7O%f`ubu!$Yb#Z z&?D0oiqS#0QWJw|(FIG8RqxWx))7tz)<;&;Db8QE!8g9 zl37|9Oblhgkt}Ppn*G|N+CijRa(2xu4OygFs##7KtlC*vYit1L*=tSPAn| zGbuGM!kacTv73YD8gsLGrCG$Aoo0T68O+N$uya9f7FWU5aH7C9b1ON1goBeDki>E8 z2u{2za6sc2*Lg zCA?>`UlsjF^^_Il&y4TIgIMA}-uCjl&p!`S$6|ZseD&HM(96GSTXiLD{$qDv-^<-{ z!vea7ZyBvnPv4kth=6Gm7sR;A!*NZXR?k)sUqEk&2Y2w)^sF+E$CB5gZ>Oh2{w+N; z>0t>HEI_YAPG5_r2kCqov(H)JtakEa9OqoYtAh??V9eE3>3FX&Q$V(Z;1xOqf}97U z6Lf+(o#ia@&`{-}p~^!;m4`XVJT{PFqebbX!#6V}Sb+UimWXAhWv)6%E@dXY>$LQ+ zL2{Z7dPB~fCdX3Y*vw*`7-gS_F@&{{$(V&2N=QAkW@d}N*X-rpy@;GEvxZ#^lWm^JdjpPyOZ z|N7H7`Rn`t@AAcqFTeZ-s-=tR&KYLX<~Mk0a@jj!)C0{vf@f-%4C#VUWDY28?rzoC%TfGvuRSG1>AGSJMUikN-JpgfF^>Py&ops`#G zRhp~r#qkNpQkY;qaA5Q8V=D{L^e=W7qfE|NdW zf*ByjVAgRZF|)9ye|YJ-Qjl7D4j$}TKIDy`XK?gs;2!x7!932<{R`*7R4?}-yOjCa zID+dP4s~va6H21F>E0B;5q8+0zA9y1%GMP6P)OyYm$95s&{!kjUH0vY4?x&@SarO!m~EisYZ*j)wGIbQ%x+~u^4^E z0wYE|bw&-x9yA$Sjr)umAAKcJYb?Z^siKKW7M|C$Sg}MMmshWP4ke+gQUo2R^(7Xn z9t8Qfd$!0GRh4qZ-n)*#-E-pakn>}tH2!WmH0?uzoI=9ocT2xqxbRozm*Gd(b+299 zea)Tm!2<_k-SBc>{2GNFIET&6z@D8Owx|;raQ1>rM`K^~AEaEjO1T-(@uE)D0UPS1 z_ev3oj7lIWz44ziJVTwFp=3xCU4(2rf+aCOLk0U-%Y>nrhTjo8UQO^r;h;QM;k z^=#~k5B2trt%}FlJ5A&Ebuto;G8<9H8L9G9rHBYEA{6MN_6?~}$sZBJ*5K?iHW~YVsS-@whqsEVY&Z%DZ z>8jLEn-XCU+o6Mg;3JHtp~ELio>VNKC;?@vT%vBHoXIL1#t9c^h=XYvT78Gm#-f2#Zad3oK8vG`m40@o-54}h82O;F z*|^fU!6*!3{Z-2v+ApxIz*N4jwE8ooH2o6j1z+ECco`A$YGu*L$j zEESd|7QSh$*FB(3WIwg-S~64HlbDsr`?TeloC7U4VWii1Q(wJ8a8T*z4ezn5MojE? zSHyyoeyD4f%e&-9WZ-wkr;?lE%WL4|AC$^^iBl`=?vs1vwK%32xUu{$UO(WaEu4w2 z6a!AwjGC-ga~;l(YC;>VVNEz@GmZJkOcpI;v^Q$doHRfc4orboGmUNx<`hP4^rf}f zpxg##8#H3Yz-H@6>r5kD8q}pVrI9oiQhHLNXr3Dx#h7QaNXt`5Kc0V@Qb@}9*-@Fb zQmF0=wV6?IrqdKo&KMmhXIvC%zML_tr(7uiApS$XJ03=HKn%1;SkB`C;rx*u#V)?D zcm3|?(?&KBeP2AAWgy4rfS5TC_bSepER7mH9(!i9W2IxYgLlyFvN6kB=5QDp|Kglr z3ItQ|0v}6Kgp?G?E(k#!%0~mYoyf9EED^duveFqXAv0`WV<&6un=$VTL3@RLiJfn< z1F;)%zJSE(u(jLeDbwks#Hx{CCjM=gNVxY{G$1#AwPOPnnq#N1Um)o6pE+l0 znSh5ry{Oj*u=$a2>dTxmYy%~(rxG8;P$R%ZHr<|;ZeJsAW|?$Bw2RH+N^!L)4vH`v z=EEXb4uTz{Z7|qjrG2NJh+wya$V*;@s}xunAo~MwGynlLmlPP|Dg^*@9E1c|IV)R2 zA4yVD+EL(*66ugeC1R1FRoW*J*1ss7F_&VDdZe6m8dMUQwXjghA}I@%4SUAB5`|ha zVbZIr4F5!Bs4S#|kS)Ik*{4nocMDnHyGkyD(}iP@CZB*b zrp|E9ZSr7j7pn7!aWL(H8#l=>$j`y$Py%0v3i-G4PPrET9ai!ipIx{S=8fD3a|qYn z9oKkz;JEChUm1>(U0qu?^mV_m=~Z&U3-k};x6ES`GkDgo-n?GI30|ceYeg6k0n;uU zJ%KV&1Xh@{daZcXQ!BCh3^ecrXBYdaX#7+(st+#|9~!;_Y>r_IJYgHog7l9c*T~|6 zo}ReS0|({F_|+31=*20~4~y3TAnUB{{R$KuWB;nM8}Dz(EQe z*zCkCcC>^ZL8?V?hz?Qb4MYNsftG;K5$Ft%_CQB~v%|H9;t+%XLLAJzNQ zg{GB7^fPfYhb#`CgETo>9jhF?kKL_v2uz}-bl=sYfn;$bUO=G5-{C*$7i;~E{&s(l zUtsgw8$(bVY7CtW@eau!3i&06068erDed779JfCO$L;&sxc&a{K$!H0AzXlcH5MLJ z+P283sOdAYQN*Woh|o|T_CY@kKnfn!pUIzE#_mm4wiv^V;j6G0S*ny;=&>D+$-GKN zpqRGney+8Ha%MM1%D=(0qEod_n$wOE2p-W7aoG2MctP>6-vPc!y z{NPWv61r)Y?#)rIC$fAF&wCbQ+A@hr$~Qt{mihf>TOtYRj5g+|RczK!i5NFm@{);) z{r6`=0K{n=|3RfnU1CkOrTi(UWraY_T;a6Y$L}{hfFYT4Y{{hDoX7XbK};NPq}M3+ zpJhKf0BTKXnPmHwboIt)sY>M@`rj@ulx{u8%x&nldjju(T_x93WoL(7dg|c!@rSpY zHB?U6O2I#PI=-tH*LO)+d>{iNyOH)X?h@)%5Nu&;p=x0v1l?;0M*}oug?yqem~e6D zcUH7RvkIFUn@ZAKb_`7@t?2laM^SU1XhrX|qR(0%q~{OPBhi*dx*9)OjVqbFZAE<7 z>(Xbo2c1?A(ywPRys0LWR_4sC9i#tjW*tz6EZqY8+(j}ab9tW~He0z~slPAE?x}yC z>(vf(f7vJxkfHh2Ph(#3EB6-!<{x!j00bbLd&IXV4j?#>P^3x$jlW(u=cF3|$czeX zJEa@pA!Qkq8I*}^D3Hy;FR}7w;ftZ`Lb!xI1R(E%pM-lx#z4Hrtmha;Z3^Hqiy?@Q z>jx^`C@^trzEfr9?)QtGK!Uhd3Xm@zA=A51_&QnmO52ro$cH!5*O&86J{m& z+Z7QN`{eE&FrRy#x4ZFuyC7=tLoGSX-oeS;Z2Z2vaqnw8j`V8Vj{d-Y+^u#bkJTIS zdY_@)CTu_NT*tJBc6Rb{K1x2*YwWbSJ2>6%iO7t4bw`Y=)^a4CNEUht??{M5*odzt z8XsL?v*qfVy&YSWgN+mW{(L8 zTMb?_<~uP@58mnU=6;uoX_ooBN$#T{Whk2{^?hYGAee_VBATKkmpnL;RGH|XXE@l)t@k;7H332z5&|3WX~3GaVUv-PO@5UJ~?8%G=NS=Hf(^7k_}?(iz11WV$^@_{9s5NG*B z_^L;>(>w9Ke0rm1a|*@LTkqtQ&ky7`yqT8tDH?Z#O7o!i_d%SLO2HB@=aF1x&(h?@ zCZ6vPv8Q6C&&3yA~ucLp^4gT>izTHq;`M#g^ko(?K z-2&Q-uRf?J0M*4kwdp#Ihcakev#Vf%<0@MH?BoF;K^0OA4*%u{us%(B3J7f)eS33h z=Ge|5=Z$|H+v+geK`Si2Q21b8chm8o-VMU=@$PG%liojWi1|Jy;rVWYdO2YZcgZ|! zAj*#P9s5J(l$=wI9bUB$Yb?|H+G*&zP~!g;u>sTdgk+ee2@{tr@)IoCngy*ZG3eV! zhA0Oa&@s-VUdqOKawW&;z;TP=GYe2dlpk@Hnj<20he$dZkWP2hH7Mg?(=g&i?KS^h zoVJ27MWIUE(>i@#@zWG1esOY&T#6!uUZqY#<8~_)ybcs%V27A6WVji@kNPHkas?an zc{8cQ^8$b1S{@K;9X>x#+wxgRJn9^DdfWDH1bmra$a)5EE}-w6T%x+VyY9T71MBp@ zu2pW!b_ZOvzwNC-e_tkYKv#VAh&+m=f5D8iWZEMgJ(Sn3wa$xq^ENK|WO-#|wFR}K zwigq%ay*;UZ7GAxbY{fQ%obLOk>8tIHWD>^=l0_dv8ydktN6-_99OeRvn ze2w+l?9CTA7ty8zb8yhWx)zM+19z1ULt^{&gMrNu!DqlKRLXRYYm|y&rb3b8Nxr~{hr^| zWaqaoPPA5Ju;+ZKy{G+P{Q~|=yGc`}QZJTGvK$`A(%VD(Mc^(A4DEMdRR(B2c9NhZWe zG^V3r4jwi1jjy_x5-nXxPW-@?*!C)}x_51vR{yznFzkvxLh;|bRae}?=<8eGi zc-_Mx#-hxB7c+0l;fO>DG~|;O4-tZjLr)GOmheZxWrUmK6vLH7nRAm!z#z|om?Jr~ zgp;LA)6M$1d`GdUr_t;bXjut7R1$!~|U#tHY zd6A2*jt*)%=m31KU2IhB&EFKTCjB4|h+}(t!(c~) zBBb38sOD05tH8-6uoT) zT>XNNx=?Q%Qns72su`|&QB56L!E$TF1okvN%d2wQ=11F}ZFQe?m3a`Z&-%{{@)2BR=*B1gLDnq`Dv3=>zr z10vTNMInF-fjryTu`(b^w4mbj!BM8B$|vIAaAv0~`VKZ~GEd_$r-5qE_+{hH*UXO9 zoEmjia3c(JD>mK#dr{Vage2dL#*-Z`xCf7e)SLg4w-uv+BRxXY0A<|3nHgHH(wm1oPc>t&KrfSF)r-ngAy-F7C5eK<*!Rg=5oJ_&pg&c6q_4fYH$Qg%llK)alT zcrHNhNAbXn$b)E7r5EvKpXM zW^|SH>Nb`;re!)^vip;`2tlFLK+DFTkRX0hwOymx@!w1;Gbp*g=IzP|kpO7Ayi|){ zto6S;0)O%~IiW&1jIO>8zS#zsiQ^NXCg>)qzVyV0N3VG0T2ODos7}{nA>5g-#-6NW zsK5}TscQe$mB(nPrtuN(>>n}PL)?Oj2)Av9hju_X{bOk31}kAc6)qOZtHR&<8QO%g zmXd(A)Cb_!10_b(vepAawE=URI61~fA3T`h`v-@oZ6eZiW8}|0He0m1OQcDtDXv9q z!$!rm84gk-O`HfGHiEI`YIIjFTD+!Bg&nQ1ro0P7oJgKBBl@~8kNHo|=_hCiF>+zj zA2f4gs01cyE0J$>m*l4Xw+zsUX3WU$C}Ul6+p4n1Z(SXjz>2+jr6C95>^`VC;-k0z zd;KB>9xU)CB$hrSkid2V|00Dl`dRwifM3g)L(%08gHN|@vY4>GPbKh2DvL_(CeM7; zlc?pd{l5)qX$Wv8NdGywcQs(j-x_8ml3DJsB*xWtqvNvg14$3iZrbKEKAJ%^j^Qk=i^= zs)Wr5cY2giG{V(Wxz&O`}Qqc2b>F2g&fbQ`UIh1q7g?MAnw!4rA$3EN>ZxqDTW z#`!7iIX1d+OC}8e>7u3NDwT{FTB&!|mCa#$gnV~!9@govpVg139U9fwYFLF$jhP=)eDO!C7E~T_@}%=Icxzzpi?)D+~3Gq-aqL#9%2wn zfE3GNgi!?5pB>X3HYppt-ky}6fAd0m;34g0w6h5Fi===48X>DVPw{QvI~+>()_)_t zml#@F+B;cOhtdOo>aOU7y-s@|D1euv~5`2vsVH08?P$aYFk$jbHf0Nr{K z$ak5XlFo_+4FD45YN-Tc^`?rnrP_9UQ3Y58^f`{`vnqHFnVfWo-j+H)wy;yy66B#< zG;g7=;8&o4lHNs*cBonAd^cCA@aZeeAzt%Dg(?9h8D;qEsTq%T`|@pjg# zzT#nd-TUC}p3Oh59dD5zRL*i(`DR={e$L+Ct#TyKFl2eVpMfR0Rph$0ZaM$q=^Og{ zGdvZ&Zmb$paLV-UQ~p}$)*0t{tK-MP!R(Jx(5RB-?fhr^Ish+fj#i0%$$}X_r20+W z-v4VE9nbS}Zr>SfEDduSOgn*Fw6M>ZF>|s?--`RKtL(T)5dPVYYcu7^)b;Bd^;@5nbf@J zdNv$0-Kof+u2PfCVLAD__p6^K>E}p?^W(Jxa!prHqtP1sYDvDr2UF6+5ow4yrxUo7 zrDtSD?rcoXT>vRq{3l%k*ET#lL0SV(wd)~Q@4+B>0X)bY(*yeRI`vkA#S-~w^$tH= zLh2fGa?J9txGIEFY#x#=7<5xPiOm}c(r8IF(DA4y7scaVf`3z%EUc}NENrZ0=^EHtSsIGbr^{#u z^i&~+26&?HI$+L53tZhpnV=)X8X7X(W1Nn(V0pL4m^WpRkpnTJNd)0&2*U*70v|-X z*n!&72GmBYSX2Is3Yhl1Fjp#~Cj4o=sPxGo--00csUj$9!@E7mxAYGK7Gw}N?4#69 zHLquGo48(iEq}Z&RJ3s`{3!kA`8%B^iW^a-NR`~K+hwozO#Rg6Xj1Al?qPCEx$9-V zBt>61p3dT^nc!@Y)i2q*TGnv&l+>I4T|O;<8pMA9$#tiO=|qv-tiViSE?6(4nPAwq zr@jl$tL|?^qdr}6b+^2nO1P!6h(FUbc4T+2-uVO+-KYIYR&0+#dwx(7>tlsapKPS;AEt1k8DtzqA9{VqNzRQs{8KTI8o0zTW6!Y_o2!y>9O~4x*tyvKW)|!tU8$(M!CHNeBiyVxRURBdhM~RU8Aj)Us6?i*0_9>?ywqQF?i>Wr3>xzvis(> z^Q3&#=l>~OSUxT&Sj${{xQyul~)8@@hErdZiq}fPWC7(OtpTRGTFuxwgWFP-DQ{R%jJ; zR9V9TesAgQQ(NNW`l|BB!9l{Pg7~(tY(Rml{~Cka`H@z}_JY}-B||%%+pQ<=f+=t= ztz@I+??v(#=uOW|rJb2-*X)?~=WVKE?}3G0>I`I>4TtUQg@!?7QduzWnD;VGF7ta| znG0xSqjE6_$NBbT+;`|k(J5^^o}$0bPPXlW3y<5_Dxgf5dOHBejkwcieI3_B`9ngc zz2PtX+F@H3GS5ekA5vu{=@?AO^L`&O=uP@=G%*-*-%7dj*Fu&Qrm;Ir0>mBwQxzc% zDFs9YXCC;kghu~nb`z|uq?B?30EMRhIWK#yqKw=8MR=Xf=x?KtN0ZQ^9}hPu6r_mJ zz3K50x`!w@oH#`my}q4+f_<3TU%GbLcDOO7?^m1K8+v$gVMPv2gbz_v5H<|uRt3<% zZ+=cv(W|>82XF9pVF9(MjBLxG$l0{`-P{T&&;LyOxdGZ4kbW8nQmU^nQ_$2cs+mm` zxT}*;)i8Z}c|wX$+n?s`K4N|CiG4g+a?B26A;){~tSqi_1CP$yt5meEq*K*JD{7B( zoBO9T9rLLzWXs$;Yvi^axi^lTyTuWkfL>VMs2v-kXMw^XtrAwVom6oPT~U+VscrlH zH;=no!638PsdeGZHNpbfSLYyZu2gHb6mq9S)Rn7uPm9ARO^dVCZLXAk-I=wf(rv@D zy`ZJqO4Tv;8uQ!3(}%v5=^>`TAp8Adl>@siwJ}e=Pib}ika~-ivd1yDqu1Wmku6LW z^Zm6uEx|{I=EDM|ZM@N3Lpr=NJkKTBs1n+f6bpLJ=Sn4!TaCf~w2qGf4Hdb!y4od%1J zX^AHlb|MmiyQ5#xOvUl( zCUjDZe(HKgI!+2JjU!69+RmDGpKZ3D*PL$pREb$;M>E<{+awkJxM*YRtv>w zmssYVRtpc+bIw9|ePy=r$@EjvA*Sn(_YE~oygD58pkSC}z( zXlMwy<2WBjJTW|ou{>)PWnD;2ow<6U3}ZC&_dPfo&{teDaNHsscRB9AN!;ttNu^nO z%8m(MGWi=uz701jdGZm5K!bycknItwq3WfGE3=iwF-x9?$gV19wbGRi*H-sa)GXC( zsI__y6}o`j2G8R}2?f&kt>>O-b?-`^jaKdT@|uI~xr(8Q63MFzO?#V&j@5~}Rdkde zpSXpZ{lx8FRrWkx=jTL7!XtO#Zx_{G8~g25pq0kB>eCSG4v~*t?RAWO(|26_ycUVk zW-#)DPPx;>&iG0kH-oaR4S-x3o$~C{9UFUH_OtrfQ`7rir`gC$ZO;QJdAJ0B^NqeBanyPN1ZTH)9k8shm(?{#M`pME--KmxL z%oVN@v##6LV?bl@K@&V-cMR`RmRqT^&f@NQNI7P92g6#QCSby}<*=4|Vm^w+89Fx9 zMX5QBm%)Aqy`ezJPN6Y&1SU_49N1Kr=z*0Mp3!E>XIzKbG}lUdNbE#Hg-{pa?q8wh z&?_YEJx_=A-Eh~UORZw1v+n6#RcUPN2ScruqF3|z)mv*b77+Y$sf$9tFAm^N$x3afq6S-@ zo^FGC`%7*WWUBC4{kASCX*_;2>!SN*r_n8u+KxrPK z#Zfu&*0FJ$DQ7r+n3-GwUha2`afCgP7$}it*CEMm@Ldxjfn+tIXK;|hMq*grJ4a|Z z!_Z)9j2gNdjjAFT*hZ8932GNg(?uV8!+f!V2iUKLOcRwn8)M ziR)#l@|>Ui^*sXCd=!rQm=uY2*-*7{e9ZMzWA!AJXM``N7bx%hNd8eEEoIEBSVj+ypGyxneSpx5JZ5!fxsWsi&%9|R#*8yjt9&`cA$tFolE6K3ZU#q6ZQii4}0Pz@o zCn(wb^NXQD_?N0%8tfvF#p!?_~NVPyhHUP`9nBN1#7X+!3f+WCrdPrO~+0qzA`1p?doWibZp zIj>r}H#MEJm)tA&&~HrlCES}RuH=?%f=Xu-4fkdpgBBXvJud(Fr|%At`8rL^@xK|R z*ls_+;+7K1co?~KM+Ph1dK=br@{evmT|;bzC+`zyg0gfcNO}xqsWF3h5O`XfT1V>4 zH!d@uUS~42axmx_0J;f<)l_ZF8z#e9JaKmShYr@pkm}LqF%Ct z#cZ?sRNco2)l{vkPiPH(nh?-IL2fv3a+8mhkn`hSu-GoFF`15F5_|;&Da6r+qMgoP zw4$1f#vbkuqu*k5! zZ=xI5ao3odu}xDwl7`#`EQGRx*Ow6 zSook=%POg~E51Q_Xytkx!fir$LYoN=kQ6SIU&i3S699+_hSP)?Uv0w?Iz}!YfCXx%2_SLi{f>w zYIJU+iE+N`_9g8lDdD&_cO5srVPxjrcKp`p+ICaVI!uf8bL}?yB@94^LdSK@BjT5N zI26>{W78C!EEUCPfbp>;hclexbwRPKnpb+9VwfumP3m{W?hI&h(h=&|jxBRV+%+I4 zMzxIM1M^uIqeW;l#vFb>07R6}z$$Fj8L8%PX+8lcv$h3o!Ct9p7`l0q9e)n({tMa} zTEarHurLzP6Z{v{BB0kIU}a^}As}GVB4A=+`~et#rkGgR|I`07V$mXCW?&{@Wc@FW zLyLfgo&Nu-|IjkBYyD3;Ce|OZOl&`$gMf{hm4M~v$-?;KU(3iyz{W=ZL(BX_!NTw# znan?2Y#i)A^Q=E37RDb=7G?q#)*mkR|7?uqKeE^uejrx1A0Foa%(4FLgPHwDKI0D+ z3q1i78`FPbR(du9MmFXj3bz03g^ihjgYgGL&;En`&#LS{Z}}e{CJyGG9WW9wu`~Y{ z%fiI=gXQ>HoB2O$>Ja?z+G6@YwDn&N{qH#D|Aph`28dc%JDWHHM6C^+O@vL1?2JtS z(k8ZM&gMT#WMJUsg@yWGU&1{*L|w{mLlmLsUF{?t@3&LCT_1fNm(*|Ghky=0aduK=dDj(&U#~i#(0E0*KH;)ri13ql+LZEwvMm;o35U`*vgShTc>p0++O_U zg|qVqo6gP#+vc^JIHvyZ^RlqdB^Q$(KOYWRIk(P{w-b&d&}EH>!zCbw@>f4ooA-&h>DwwSLeEPoXTu1{QC}GZs`)sD({ZX+3VBG zTl?Kd@yodjU$v*ch|%&))~U&NT`nAar`^JmjM}%Y8k^B)XLqJ+R^xrHwjTbaibd=hIaEmF@r3o6MQ*iYDrKMy*$Kf)Me!o}BH3Wyx=whK#=6cj zf#F`Y0=_>O77}8XK(#F&2{jwJe2V$gAGd*Fp`~2S7X=P>o&wbXh?08QZRkrrh~~2? zTX}f;oprX(je%$K%xE4p6N`knnD%E_(o@dDfYD!|(8ZpG{KgTCh$SF*lpyUtzQUR2 zBzqc18bo@fPtuo#0m17b$-py_zp+peDaF=i-whopToF+!$q7@o1CNJ7B>y2M{g{wc82=@C=)o$SAFiHNGer6f zw;t2LKZkHj^Ve-b$O{@Ro)D=JL>UV46-@H)WqG)_CSrnIl3lUumSYynzJ>I!hGfIt zAXg?w{@i3%q>v#mL!7G!2fRf?+3N_tO5Oc}9g6jsv#HXu56r$D9=?@XZ7cEnNF{0H4|1fiM8`tqho_hE0( z;q5}=qgh(9sV5nIpT4`S7kgNn03aJ}^U@;6@ECX?g4zT`kNM#Z`lgi{VB_^qtvtkz> za+os>2Z>CKQ-&-EUQV;zHI$7n$p^$%Dfqeu*Jjv^#tu26A#OYgi;_SB&NC2a|=P; z{~Ha1ksQgiXZ-Cz(1zp>g1$g#S$L!#4Hn)RjSU^2ODR@(D0MKWc0LfmIU4bNHR(~S z9~~)w;srgZap>Zt=1DfS-=P8`)J-Z`>eMGCO5ttB?9pX`P%&T=6o zS|_Yq%{*j$Mk>%iV%AC;B`wQbdez(oPdDdy`3O(ftQQ8B7dR0dVah~RuB3FxA#xNB zfMC>t&j8w&)~shWMi3togV-Pdbx-0u?Vq97Yz>QI)AMhrN8LcDOmVYH_4Gtok;|q$~Oz=))|1 ze4>>u24X~cKA~%yF$0|!#vFfVI1r5jo%?EV5FDPUv}6L_Yt&@0`Ncm51c$y65G$x- zn?dh{e)ge@2zRpZq1gp!X-G_ULP#t1)3y#W9e=t-sfP5pF)Vp>4exr%mUd+nx10mc zLTIX4<1^yG_0hd7nf^%C#gNc6dEQ5$pmnW&uYy}`ir?CvSDKKd%FM_~H@5Q3N(o?~ zBnhKH^^e8%I-`c^rO~+6>a3wv2>g{Ep{)Uq6>g?gj*kJ#8rW#WNvNpnNw)X9Jgm>F zU5sd-hPa#K-hRXTQt!?BxD)A;k3ekIY!i<Tthe{pM68*1x)VPm_lWV7+qW(3*)jrC>ue`GUQn3&nw|EB?AAYi0t8U#& z>PcwBLW{i`0A;0FkJ@X4&q7mfDy7rw_jC@>oVL`?`}cR=J?>1;=d>Nyv9>SZ_n}Sko-8X-*hB9Mm`6{Dz8Hf{$P&gm} zN+yE=@+dCEu`JO+sr2c?8W#G{kKo~YgTm$Pr7@fVM)+hOazC!X{kzu6u*K4gT2A@YHGbRtnC28?@u!Ip=*SklU z3k3C5FzmIU@pa_NB-1$Gx??NvX_HK~Ac)=5copF(cq@0ux3pY@5?@g^j0lTiJUYE> zvj8LiPnygg?ayd#B`$M4B9>?JeCgt3Y7CNmbCAjg2CR_Q&@F#-BD{(hGY@oW%p;i$ zT5}pEjUgt@T$53DICb2u!u`eAV}I4sLXLN-BKydiZ9ngWnKekuT{HbigC1xoz~ z!2{F=$SW}Ym;l6@InxFxZK_vFewr5L5PreXB*+6vFuyAe)+Aq;Z(mF~Q&t3;0B3|t zi#OyaGyzU1J!C(PGiLl(n$`Y-0>U%Z`dHQ+MFtr7I^_!AHEk=n7sjPB+;dAS_%r4D z*kMtIHkf0}GNm4W!6p~QgX4Ki%w^zJ;_-Iau>G~*sIXBw2Zg|NufOFD=7aPG?{t3i zU3yA+s26mMMYY*itmSH$JY^%W%RB58AJONMdH(-wZ3+HaRxtn_?+{)&Jt5z}Q-!xg zn!25W8!8s&TXvld?mYJbTf{4M!^G$%z&@wIYS>=H_O#4ju^eW46P{|C?|ZBicD)RX z3Lk#IxJ5rV4s+Dbyh1nvzx&>vqQ-kYjJB<{(HAgK9l$SqRAz%=Ic1w*I}I`+-5EEGpyt9 zSIc|;6E7dD@9WzlwSgt`?$z9y1AxEWu+$=~ZQk1v2k36uj@)B2@UqJ0PrjpG)Oe3~ z?SdIppEKCI)^7#e&P7kQz}9L{ds3gajE>)481BTwdKS4)Z}!B8t`X1w{HCsd-Z3=R zZd+ROi|?2FgMFv>5X(caWgegS%+Pa{S*^h&qn@Xd`FoM8ONkwPZ(8n-)WlT&zU8AZ zZ?&WKr|b$9Q)CwWzsG{8@pp+AyE!KY|5Ur$?c?zs5&hWG$|k85v4vN+cDoNQweSMUoWMDHsfI|>_m-+lYas@*oe z_HlzB`G?%TCGY&oaq0Tz(osl@n(c5ViXY53W_KSI#F5p-#zY#LZb_csdoSsS!bj^4 ze>L+*4;R6eThM7+fnQ$OtEAs?+s@7LCxT5qw=*OpWhAoPX=^73qbyobA; zi`VCN)%7#a_VQiq$v(m(O;7HVWm@Axs`gE0U()PyD)~C*YuhoUIaRwfH#ZCA|M%_N zt&d-yFr9GNahy^(_y&uDVh*ePRtQ&t{6MfZpE)_eRwzgwZ(K~|1kV{CE3Py@%t{_s z&8Vt=5o9HJS$T1?)}vjtYE8wd>1ZT#fn~~SZvB0kwdT|PGGk@2_7Np5d}8oTQ>9v- ztNE#-!|M!fsk&xE%`N{*d<)%WXA!sZ-GxUpueHbhGx$+y<+=v`&$VKn&bPxS`s2vC z-{!2-Kp(7?F1jvXyTjWsDR!C-_j0~vxOtnC(pM>ER;gWPbA{=`vdjh>?&`zS(RLQO zb#BA!;gnq$;=AZRwpj~^4dm9miPU52Fs+Q1tQ|*Vv-i1?)^S(Hm#Kk~OwnqakJpLo z#*^-bmz`dn&+d~BSD-(P%co`1&o$ZX9(GKpzRp>Kox7*$4 z^fkc4@B4k^%lDY@N`AiJK?pSLiraanz#$Beo%wn8489GX2LHe({`>C-{4x$4r}xe- z2Q6&_&1XC;2`Xr!WCAG*!eQZtfMSt=;&YM2Pbr?x8Ue+eb&|(bJCf$3#6(UPP>HEt zgG5btObHfUQAPZTL@bCz%eLU+I{`&ff(pvC6ck&It-IG0zkxFNJXUYU53;`i!#1Nf z-!@zIi8{MbT->KxgKr#H_th$c&(KG#pD+r(>-U23g2>II&6xIcCn-m}84rfzgzPX! z(Sw6ynDMd6c3N^`a?<1F3#GM@hTicnW-k?2gQwYx6T+;pE?!}ryY=`}A<3{{m~Ez$ z$@~#;9(MEb{M;Z;n0c5F<9xs6wWiF5_w5q?r%n?OiK6?v{E@4nd$4)&0?0~e+ZZO4p)+|6_-n^#5Ix`sSj(CfhZv< z9Vi(nb(EwjLs7m_WFk334z^JB$? z5-lWFd6~Qm$UCx|c`x#Yaf7xI1>MhN-WfNd{Y;QPNP&AZ!+_Y8!B66=&o&(gu07Tv zo9N0IFUlH5Iu1J4*eD}I_>rsdZt@m0>+lO`$}jl79H)`+z^+XJ;6|{AnXYO*P0L8G z*X14wA6tow90Yvy^T^XBrVg=Z+vyq|PB9TtXGiCzjef4+5KW=Lpx?kWrb%-IC!e3r znlYLs$~QO@`irpO5ds#km?ehxng!)f#atj+<=Ebi@=f8fT9tF=I<_D zD@TR{xvxxW>_U$F(GP*wNq&w3Va^Q1R*KCB$b52v(frszG3iao)gcN*`-sX<{9>+6mHE zv6$T*bqR+@GAo>t_PfTN&>_unYuU68kH5nH#!@+1MCFQ%x|&2^BRY|fS`Cj*L?s+HbGIZBAD?&8@!tEbDAOG<1m&kSV-13n*e8X*7ULVBwA@6 z%q+yrF2Z+m#C8cyt(Af392bM~Q^0y-FooZ?QRP*5P+1gkcpvY3#vzZ96b zTuwh@)hC^GP*7Rh%Wb6;-wb*8iSr3XP5sVc{YeE)9fhSiF2-RUSk$0eR+$~IV4g&a zFZ6ljp<2K5@mqm{=5MQid_>RV#1xVYha1A}Lt_exM~+Ct!1jhE8%opDSdVt&%ryVL zz;#593e<={E3P|9Wi`G70QMhhRpD$_I;A`#4gQ6GQ&poQ$P)t!Su2v10W=Zg73P@{ zf_aggLHN$Z?NUF9D_4Di2dphK6qKQdY)`ATP*Ii3DDEZ58fs$d@G{y2{k-D#`aEmb zEKmc~IF=`Bj&1Es3Ru`&DhBPno@?unp%LE2t+buO(gwM$k|wW}i8sgacw+W2I<;g#BnXA*T)46m>1Nw&om~>9U)6@zNdY zK9;ccY0c&;f~9Of^?_t293og!{(s{yodsVUW@fSr+&ZPh%~gyy%TYVFnS;h|;T z-a}i}ZO{_e`*EA@4H!Ov-o>$X&WKjel!cAnWLJ5+pB0mP80NCYL9)KRWi{~3ScS_z zhmhF8KzmAu1pg>2IiNT8ue7FtrGO2&`OJ=S(0PpZM7*Y=1Qe?xzXpbBm65We-#HnZ z;GrWmx!UOA94y9|%b#V=Xi+x$ZO*@)^2J^8*bKA%9$K5#-5ljg9_QnSoS4nw)|1t{ zTU4#<)kYr}R^SH3A13kDMU^@$+t zmy4(WdH?XwZ71j>2ws5M_P6kJOxVfxJ8;$Ww%(7c!8ov~)JdKsA(j`su#x2CG6QKN zSty7cTzV>+wI9asv_$Yh!@*rfj$F!-1p;2umAu4rxv|GGah|K7eFH98?7@=l^EY)iA(a=MWqJ1&{%bT0i85idV7smr`|EJBaXSe=r1&d~mV8whrPOVV-+-Ya1n~Alo_Q}WK zm@rl3fWo-BHjMQa*~o7^SO?a@YkvKBSabmntUVh9@mE_4bU|*Qekh1@0_&hYp(&km zoc|8&PY77^lMpZtLfa4oIY3lvh$|rwo`Y9m3vhl%@%|Mp*8;y~h4_)BfH^29s7{#H z;M0hcY<31&Z)fX}M$zbsSk9b2 zK?;06&c5qAa5b{x5;G0gVTv5I#SA&UBp*6%JV~r<(bCafgmhD2z*M()2-9TQ6>+t- zOf3)0%Ak6OV;BSq@sSS?3!F~Sgr3I5T`y_= zRUOKPW4j0c9_=0t3wob+@{)F^k#zL;XHTy^9qC3-ak*8-#Z-lNz&#qi$o-*nVeS5> zBR6nNPk+z{&x;P9Zoo|-pcktDzUM=dqssdHxe1W7l{ziD5*ar)vKl?}4>---3&j`W zGIU2eIVSWk0N*#R5cDPs;`9RgD8YyfK_=wEmRW{wCUIXu{%QUpzSa%1VLl z1n-J}rogfZL#4ow856a>-kR^qAUP0$Pw$P~6WOHxweQu-e<8^MA=(Shv`X;V9^MIB z-p#uyCb7gE)O=8}39ITA@WiJOa+ zWfS^r!mF@PYO73B)ES?-AYbi`MydAC{V-WtzI{vjlr-~2;;ronHG0vC4@~tmh7M!{ z=F1LqBgjQ@ordy`cem*$3EiHC%YPf{Z)?(jMQQAwU__K*;j@4R?3R(b#W>u@9P{oG zP4i-3%3f}hPRW#OPv)BDrmn~r(%Ci&j@3z~nsAWjRm+zfX)O{^0B zd$@tzU0pEfim^-HyU`+v?_KTMoDccbW`K3!&yh!G-my7BDZc7w5RKyECQ_=?k7_UY z9{@c-!oQ`_9ndL0(`+z~$7Pto?x4_2%q-+FPntS+h{)u*hz_cyj4@mvxYWp6IEytR z$jGWX=~)CPf-Wk`$=P+$O)j9#nAjBE6zB?!F(gLA2?C^&aHPpOQjo(DXVWC7!5Em> zt0(V>>lhUm5RhPqjEswoPl$6_0s`SWUAQ?d$+IUvv!9~T?NOey*3@%Y1eU(VeB zY{}pH7q5GD*Up-fH~UnS?B9R*@a;7*0~jV~Lfwo7pPDvpP{gdsf~R-7W$;ZnxJ z1mg##hdj+5NqPk44usmT<+&r>CgpyH(Q@kjVB!0@wyF1ES-WH!d-XK6O&x;W($*@R zENzE5W-=_Jz_X=F&)1&srNuDwVCDoH0yF!g5_h~t>4%jt9jjIFJlVMFBefcR&?ju!etA0rxUq1BSr*>BzE8t{7Jgs1=bE$-sJcgTr8tv%~6kPLv8Oq$0ec z0HC-*MwXd=#I=EGEXGHU)vHkSRd%fvzU!L_$-Xo!R9% z$n<2iWn}e9E#Kn7XdmoN|2iwGO^S7ha1cb9(9S_jO6}GyHKlv^l>F$Fl<010DG0ZG z*`j0n$l4mcKSu#{EubM<<&b}p>#mEdtgfk`mBYzBdGbYx6|9ddSCfph}D)pGpku~qO+NtE7^ zwlX{L<9MORUz#sH04}1~^AaD{iH&r0B#U^t ztMq3qc8eXHOngFoJR7;}kvkg(Jo)+7uNT#=sfc6#*1RC?`L)aEatV(uzI$lRf)6*X zI8pZCv~gJrGar8S#i`?V15LA9zGmMCn(XNA^$Vd)q~9wnA`{uegH%h^(Q2$#o0z5H z!GhZ!k-1X9g28{ONht{S(78MxFjuE@*n?GIErdk)2jl|vN18@DlZiM+LZv{wB678C|Bi+GPYwaSkoAy@0X+;vVQ#%%w3yT)D}Xv8<2s#e z(5+h0PA?6Y($UtG-9ePKM@mZbu2!vOP!MRT6SP(dr)9j`%2w(1dR~EzyiuoMwaPMu zLczoP-@x%+O(sXh@kDUF$;rgZiI20(ry6#d*vKdcoCUmd{YuZ=>Ut*rrFGx?sd=s6 zw|JFw7vI?YAT!-@YeuN&F>>1Ngp(f5R#-O>g`+<1a8*#1!C=6_Rmdn*VOBRIEG$gT z&#+i5c0+I(m_m%apo>KE-o3QQmjSQp__&S@L@Kd%*5H-SPW;@)PiIZ7u9JQ`AW7>N zt&%=JaAHY~1h<4uOQvm&;)Lysw|vKUk-`>C|IjnX^X1cJSPgnJ3T$%?=#d58x(Qiu zSRG=tn{gP@kW<(Zlc`aesu+`Bl?rawTCFxvn8C~T>eZLzU z%=BhmF$vt77k`rWOONAKc)+`JpKp|YmG3BGPv+rxSOUtG2rC+4i zW#0%qWA_2iv?$JPRaYq#jHU`?RmHHJii118LQ{q@_BvqTm+bMQTX{u91y?4EFR=TX z&oN(kwlaa9Z<%7gv0BnC^8ARr`{tFf?_e~-9T->@6l7AZ({9r;Pij|a8Lc}sB2%j& zHWliKY{!GZK#QQ&qB4+|wT%;C;e?h}c7V}L@|}zk3VS=Abo6Eu$oar4KbC%y-jb%_ zb-4d8&()neD>dTI7;Ts?ZNXoSnTemlgYhuDamdDr(i-Up=?m%2+wkf|t^C;t{Ndro zpyPlw4BQ=+Tp5ly_V3UmkGozxSC)mutlLMQP>3vNlZdENV_360qg+0J=jBl1r9wI z4hVF`Ct#O>|4GjWnLI81C1eiZRnNbV5A^m^=o9hbz3gX`Umo50+yd@iXGy|m%~rT} z{(EN6E|r|>tbFGr_HqblG@(#*tJ|hmR9P%4H8!e@<|;KSnBbNRhUzyXIJkpFS*G%u z3-BLI*5Gmx3CI>p3W^+I(wHmS@$E zbN>3=Q+WAfd7etX@x9ljckbY<1=HB^p3hg5Pko$lekS!Vx%w zI6Chxyef2LV$6$N9&X(@pCN-HkPHB?fdP5pqhm*~`f)By{m*T$uT8<6I zF<=I6F6p+xdCBK?fZi?0%<7ZRO+Gg(=Jtf)+(SOfx!1_|2h`Wyfsm~>VxvW`M>><) zj5Hjl1?39_>rknqn-W{k3In-?5<4+~0s@HYwNcuRRPMDs(i**)(*;V)_u(I;#JxBs zLf|?E0iKwI;w!-c4pbw2?2Y#%e|oI`9<=h20!f;pfvV*)oodY=WabIYt&G(J50roaY8d zoP!*saY96d;OMBt3ZhiRO5%1uyAR*LLNV@xXE)#xxbKIJi*fXyADnn+*e?$4nW~upziO30P8Okpmv8hw8*m9YP8D{_^cOyszQa+!%qe|v z)(h`%Uo&r7uL0Qh1Lkp}>n}sU-QIBIPQp8&gzKa*Ap!1g-Q7V-|t)NF? zey9TD@W2X{_XbMX1dl@!hzw=MFy6J{Ey2dNtsfu9b$XtA;O9NZvFacH9K${T{A-Uc z+wkhs^EYmI8(aSkckw3rD<@Mk0-SFYt&-*B0e*&Hu;lvrTVVz=|f>99f5Y;gv zQ;`i`O(`fDr5aZU2M6o9YIQ(BwO&vvQH9B54aOBZpQ}rZK7T6^j*Ofr-_WoN`3lR z{L_DV^$8-o1R(ZhMOV2XM%D*bkIsk#ra6NK@Tmq9Yj9fdA2fwi?Jc9c)os zbQ~yw1`#zi=~NYJpAz`gRDQY$WO;J@8eGJlIo;2!=Ik7n+|Lv}3jtW}si z`TL|i;L9_xObOpYUViAVdVPh?ts~;ogFJOAEkruSDCCA?>*#tTGYHae>IDNc5D{7H z<%%z>r->{8Bp?n~JDTA(WncFv;y^=!puD5&?>%b7FqgoGwSFQ_L6KAC7!n+mlOK)w>J zU9K?wdc2Ldvi9Xz+1xFi+F2s$$Q~+D}F718JPRv=W91I`FPm&YR}7@ zRowTl_kF&m1Xdug8F=OD!G@S3SG8iREe7r$~re~`h9z`G@Ql}A>jF*xj(udrJB z?7J_e?_SusYR&rkzrMJGL0EyiOP@&6S?OKe`OM}|4)59f(P!RWG5fgg;NLpC1C$n( zUgMA49ilT4BQQVv3mQd*67~g)?iThq4YJPQ$acGujcH%^-20w_U3Gf;j?@TtYRC6p z^L)iwKO8^9A66&@zZD9*vY|0p34%?qR&ZQLo25c?!DR=G-|3CzE3@~es&$lFtUO=5mLatI0VTpwaki71c^T+$R-&3av_C!L@$J@!CH;Er2-R(}tXsE<=L+ ztdP$jrZQ=y^yBNVFUK0`=K({LduZ&q7c+G(W?a%+b3Loa=R3&Cdda{7H{nJ*!W{>1 z2bGEV{&y7YLd8mjs9;4!Bb)@hs+tWo>2-R4tst2GhmUW8kE%NN-QQYk?>)2UvG?pf zue_g-QVJ7E5nAh+_$+!oCdcdH`12UxU_r!35t+i+J0{crcOcK=f{lC}$|E+JU$)IU|s|^EN z4)8f9pLTJ05&|SaGq5f-uW87F20$uAeVVr*ONtf%ec#DzdGF$RHFH~P7dtC^p`2QB z7%sw$Ti_h>KNNcOD9cO#)^o)*l;7!Y&s?YOR$fQ`XGs6PNAkdmzMu@dVMVQzsw5>{2LO!%91ZLg6+M!wp2?PN#l?~2W3dg&?7@a0|P&0O_L2u=x$iDqmcmF z4NIkDL(&vHueqV2p}E2MXrVD=3_&8{{uB#8PhJoutt>|*+XeV5#7KeCambJp6Yn*Q|`cy+A(^M&Mp zINxYTi#jvS>ZU9r<xp3(VGw1As+fd7V8E)G#w`#6uAA*ED5?1vUx*$b~Q88D~ zDdqS-j7gB>cJ4yg#ZI)K!#;+a&@lYlAohcdkyKu-LP)(qeEF(>%hcH4+3ICy8a=-tupZND?6Q;`7$lbbh zJYh<(6v$BGgCu&D`w2ZnskwLDGcLyHk~MBdG#i}T^7lizcT+RuZ{!G+R-!g8D`hB% zVVsnGb!IMWX4vmIZ`}d2;Mi%`JF)Gl6UVo0J3&_8f9IW>Hr;vW{a9%_Gwa6lsz^HBUz8V# z73_nRZndek5cbHcqSo+A!w~CyfpsFbAx55$K}T#bhGi&JaG9P1dwLZ@J`u%#PReAduMta-j}NP8z3*)w(JkN=i40h<3`^30MR_gam57}Wx0?j~6T^NeTZb+H zxAE@0c`o8d4qqtdE#3{YALAi@rE|;ePzTRd+KZ2}$HxAfzMsx#bJ;4VkvdM^MpEDm z+VA}0zB}OAQ>k-j$!Fj1YulCLoc+Pfb;=pU(uZAo^By#PMW3l+>sVRqW0uL7X;De{ zVPWd?NS*@-5s`F+NXNJ{gQY<*g0(@?8w3(0LCF#@hh^DY5>AAZ;X~o$VL9x@MzoW$ zMowKsE1H)`CK`~BaO1z0NaU(ABx;7H_9L0gkC3={3QhE+>qa^|N4nDIO6+Ubf(j2u z?3erL!Ss5yDt(4teQvFCCVkQ=Sor|C8Ln#M^Wf()Yt>~UUQDS1VmnB*)I2EaZYjPN zNh$_SDdw_~uNO&Dk)ChJ75<7n`LE=k%BT0|Ka&4UKF!~oIVa_#)!w{3Yij=ad|GrCX%sd^VR3Y2^uFk}=&tCIsB%>lDx<%TlBkt*OK!5bqnIo!h6IH= z3d<;DQ`lEbLm^u1WAdJgS1L|b(EBSMsd%P>R`6p~U>|6-z}m}KmPCX#3@vPE$c0%0 zrZs+tHMSvJW)Jg*-z+L@L&K!Rb}K7>923>my+O;SHX>aHGo>m;QhD6*@+!&7Mb6c* zx7*(P6(`U6#T`%xZ+z9hiQYn5f8%`b=0(o;jxRyd{1okipQF_3B)7Jcn??_^2b?|j znIGKS053r(^?A`8Fdp0D{3+2|33v3)nZ4b4xC%kzk@yaJiHcahQVwQM#2d-sS+N9gsEY#H>@%Sf)R~}VKRr8 zn}nhaLLwJ}S#Wp|)`Vt^W0MQQ>$@DU(+PKVIyX;_Lv_=+wMpjLNV?9QR-T*|hsgGn zmqo5cqyp);BHL;WD;&3oq7W+{mZOHR0CR08lRPvU=e0hs-#CoCiJNFZbwBdvJaSM3 z8Jdp~9Y$ldNNFB4 zRL_&WjZuj5Q1ZH=G>I~;;U#Of+ZF^!Mi!)44Qh#r_JF}Np97QyX`(%gpC}3E4(M_= zKx?G!g+yPg@LEenX*lzX*vh`FO#MtRRu@}}Jwi_6n~oSw#D-&;7>(5ij75op zx`L$zw5b4k3VI7j!e8en_5L0|IpK#67z8p50I1d%^*}F>q+BPHCM2&W#0vZ%o2Cr@ zf|#O~aGn~)4xvuvse-7^&UFfWvt~)dWc1zd&U1hPv- z%|uuS^axLMkA8R?)Wai}V)`yFcNVT;p0RW6@v;AAe@CBf1%De9q{A;dAFOSLht9S+ zFW8@@zYeEf-r!t%sx{X)+-%L0_U(vRip4!*AV*zU8)Q)r3mJ?VAu0v1nXKrS4hJA` zncqcU@@Ior!`Fy_exaH0gXA~-WW*1;3Q0Ail4Jy`BejubktRI12?;Z49x^HOs}VC6 zGb5^>DHl#@4x<3DISZa~W?}P0YNMEQAv-oXyUTL9U8blULN~?#6&`S&{kfy(GMt=J z3*q8UH_^%IjqqdpW9OM{l0Ul+ww^nU=(I{()eTCCl5Qol?M z&ESnSu}hNzD2BDYu$*rY>`W?+d`b!bg7yq0-HV{1d6T3XejGtxSD7JkZUfxKhlo=1 zP{r5)dwsNu{JM)iNz4Ewu?o*=cdl{XvX`}!d+i^#^JTr(Oe>zQN8HTDuo7+EK?|&W zPM{2Q&&obcig5xEDhSI3hN2Y|Xo|sto?srHcBd5yg)9%Ru`|7OK2C`!^--S^@ak5H zMS3j2&jBw~d%^NrUNxU*nSqfmTn@L2S&ZrSee_bO#(ggW{P1L9CcKnoLOiw&r1@xY z&RPi7M9Su8nf|?b9pSOpoulMjC%tEMb|>A~*_r+h-Kg|9-~PSlMKIdZKS{w|PG>5; zh>WJwwgTThCy=-Uk$6-fQ6N=Gzv!bgL}{_IK;#MCIzygeDcXz~nqqMr3c2-ql(+Du zIqL-?U-8yP>!VH4o+xXIwnPV_C!%jhWl1qfb9`?AS9;A0?~W8yi!p#>RHc_v;{^$`{c*%1?}XRv)1`Q!=k37(pUPTDFwDW zi)AByAIip?Qhf5)iqW}2X+?Va=fZYF$o+*~uM_PWJaa6+uSJo(BDUVlP#Yx=Z&X>9B`J5mT2rT6yJ_3cA& zDCLBlgYD@y>> z4KVhjA*$;hUL_mEL{@la-n1#jg}qY|DhrXDoLN~9#bJ&!tJ{8yJ81;=r|i?tr|2ZQ z9v#KcE&W>b?tpalei1uF92Ln1VT>r$FZmUocS*HTCF%j}(>_tqB<$b(p1xsdO0T}C zdcpj%T&u?8w94A7vD0kN99aJA6wHNxf>%=Zkn^UqBE>aAYi1q(*B`=vr-i+F(+heO ztHTbzSG7b-jxmGKnCy?mkU?mY7U3t+LxF(KCquP`;00YT(aE3=SOIzg2H*q`)JUL2 zdF}OMcFVl_PH)6(cx+5-!J(Ll7cqOYa)_#;^^OnOTIB`S*csLzh54iNx6tom-%Zi) z(i>6-;J$We);p5M<-LePi_ljTo{P=-U@9H`~>bk%Y z4|q6P_n^QIs);}{Kv2L0)POpj@(BwXj0ySXGA1{gC&a8$&}Dz9I+r`k*1$aY&x9Qp z(W|`SG}^a*uxkm zUGD6%JG~SjLg8!yoyBzze*bE*8{;|fZH@jTgrFc&4iD09;%ChJRc!z zO&UpW-LJo*YLw=`0SkFx#~LQ7D86I?KP#jF2M(i z3+?{ibbI%|les6;KkH_*=oyrekJ}HWwk7CocJZvSw@ACgAE+RZhjI3vP>q(9dV$Zh zR_tPa{E$LC&VsxQ^?4*QvQc@^?L1_GWtsaj=g{+nUXpc>Vqgsfm=|Uz$NFbrkSx!v6@KE;S}2{}Q5cWp^IGQ(5s!z2sO5&K8pj{* zV3L*RPRJuzC8ClP_3X{YZPC=Y<$p^<;1ad}ljNQ;`XoS%zv`MhhUtaKNg$yMv) zh+*uz>b-`m_v}BERqk2zW=zEVglJa^?2{zXfT~_q79Cfs z4%7xn0DrAzAEGs%6Ix@xugpf# z=_u{(FzR+Tt~z`12zgSGG;o=ST;u_TLU;PaJxL7xo?qmR1WoL7MUlL`ND(oZ8T4S& zEr^Rc+kX0FV8cmW>CxO8L4JXj99=JSX3^I z>D+li;k;YLgF5qaxx2=l8F29>KBw@D$@9`7(GWwf@Z$D!5mqt3EK@ZL+SiFR5^az)xwMLLdf?iGY1|v)^HEAKI2~u7uzg5~9&(D{l!ja+3 zK&`K+d{H=T27__ke*lY{pBFdD%6!;onF7Qp8;--~I5fpu;sbHIEY9E1IG-iXv!aVy zczR$8CCy=zw3uKZrcJDc4X_cWoM3M=5|5fpmYEri%OECO5kwcxzkzipT0AKZFC3b; zkUt$15~buY&x~wdOuKdBxq($hAZ;nUgbIE-MgD*7k2&K<#nf4mo!<|@WZ2cd_GNay9Jhp+Hz@7#ja4IlBD{)N_tf|#Q#4~hD2HQ+fK@9Y;U(q z$feG;?P7-UEj;&jaqbAJ%&tR1T?X)woK5i&X|N<9mB=!3T83ssT@kK~Tau7kjLimV zG2nR>s#T~}>(v%@v)Ze^ttw6GfO$5mFYs@^RIN1}L(*1oVHTb+bzyf&KeYwNdYU06bf)bGNH1^|hFHKB!#H1&fKDWl(i`?RZ2hEgGGJCPJG{Lb;0R zlgh;eF^P~`<7Q2GVXjgthKKG|>IrMalKHaEfbzD&>hXnen~9~Us$x;M&YW*#Ho3T& z#*qd=QRd|gb*E-bMy7qzcF%VH)XIuJ)3qo_%z%gQ^>_lNtmv+) z2y&}@ldKAbbZ%9RhO|@nK~_tM8d~l6!ipO>On;zQ!aA*C6rp+ zW+{o>dc3I!O_BBZG@H-gYEp7$PZAUr_Toe7Pv`@-MpnI&PV=pvv-T3X)!v5PIY!r~ z><6v1N$zpX6r!MI)@C;kOsQDE>`xm^6i3!UJKNh}XrJ#xrro8#8CB z_1fDS5$a2qpOD2h({Y*B`5+wEczkH_uuMgrwl1&>m1U{TYZ`J_dmOx1r=l0iYX2-f zoseW4!s!HcrHkbIc8G4aSu6bU_qH@nQRlIC=U#dW`OavVDs7HrjNJjJ_NSb`dyQ8Q zEwggU2F*)*_y$d1Wb*DzuquKPR#k-&78#E)PIYpKVsK4I^c%jG_~!VDI4#v$G*T~^ z{RrpwE%;^t0hALmvxj8#VEcRbFMoOW{ZBt-mpT`-<@U(^&e<^iX3Boa80-7(Q(KQ6 z-S+fUgjVek_!4RNC@_yUn4oke@Msh)ULE_3P)U6*Zz!>!6r5 z5k*W*5@IleB&gq=h-1I8lkF2w^rJQp)0U zot@{p?SF7SwBI4`+P!_)u>0ws)AeeV9i(~KNoN$XH&W@E7#?&MTA8b@->davRrLf3 zm5j-%IGb&TTZ@R0$T}~r{th1;_qj^A7da3X+T*Bysh_{d7rImwb!Oc0lTDhYeY2Id z$o>sk*yW^t;{4PepA|Z{6|n5?b;*7 z`TC7X0v=C*m@LnYcQwK(K9lld+$hPK8uzYkJnk3zgc{PVVXljy+N!lkiv>yTdF_x! zb-I+2B(0;QlmZqE%N4a2ljFIVpQ>pEUmd5c6Hz}|!@8|Ct6`K{lk&tZkvA?SSdtMY`b{C9X!VWfwKAU9|ETNnl6WFc2jh^44`WxM zalY7~7nT$fy>PIQ6!P_j>cZN>fkK)H)&+?WISF-;ztpM2Dy`EYUWj!7@m7O{aRo|w z?8MF&eXc6tDjtve6n0p_`wRQMKq) zaoS+viS$id==RP|G4c`W?8>r~@)^0I&FOC&X2J9fvi+TR>>J^#0ZC-n^b+eI*K+!8o%dRc(n5Yc_SHv&(x{bQ%t)%Nj6(#I5s?jomB&P6Gw z(Vj)#NQufIJ&I>9!?XLOtM>58Zmmz|J8&}9JQ|W*k!C|^diNPAG4p?NN*iomr98#8J{*iEB?zd>5ZLg%rfK%4?Dl) z7k89?1dY<5pPwXrnI^z`O<@d_YsmXd+Gz!QPvh^4FtO7NSdf#>m?;Xo$fNdy`L z8?wI(mAGr|jUhS`f?+S{-V!fKdZEsoKXzau|d|4UpKPlWYGp^*9K?L zh7IX!VCTUN&UJ@2Ozc{@c<~$EeSNwdoeY-|Gh$Tr$5b^YAe*?+_3RtRt5&MhkL!av zMY=MqXLK^4LzCX3_v!=s30>xxB)xTB*68i6See?(HO0u%e>1lJG+PE?O2zmMAkL^p~ z#*;28w;(EyXQQY>df^3`@4fEOB|Rc03T0H)%T%>Y=a9q?iW{Ga@VQ*tz%Lz_nWV=Y zFh@*UYPOi(&DY zwr<@|F8|J|RqNKRTJ;^wxi^pp9L*|(0%`vqzA@6L<({dEnOcAklmeO=Q(0Y;slK>kL1 z?RMuu_|*A1gjUjP(?s2r9!)v3OW12|>G=g~tJul5^nwyZ=woCIPIg1ML>k<~H*5O* z;?B3$V0p!UJ!09~zp+SN)oE zZNbH^*~QL%_AoJ7W+pEDSVV|lI?Y3(;ljw@DXUI&cc17U`xJgS`tnM1UHWP0%t!;b z2iNt}(ez~~rVFSaRj5an+R{qihN9e`n3*4E)~Y0{stctrLD`NkRhG@%C!Ukwi%O8jI`862)+sSKrixg?dFCf}CaVR<|j55&TXMV1xG2BKIE zjZ8>a3`9O4uDv0u7nc;1WN}?_rkEy*hxs4HT%=^mAyHmezOWw z6EQt`_geXy^B8=q+xc||iWUs;yH4I|uluF*zhKOH1k{ypv&7g*_7Z+ACnIpA6&_C) zbe0HSSg>vetw`A)7LGN-$=xaE@}usqkhDI_0{9;9gNMWu6MFW!ONP#hs=8(dRsM8= z8Zl~q=d$OTWD*b%BTOKou#jf(SDLEFWLcJn-$gK5#1^$l zw21u32^5D*{rwXRq)J;s*fQd|?#vr*w znqzOUW4jeOaBxgca$TK?*TkXJKP#rOqPOgy#A2z^IDX3L!wKUSBZwEW1j-mceTh^) zNh)n+Y2(OpG6{YgYtm>5Tb?$3#m%-JD>n{s$=cZ&ahHIw1-$`>@Srpppo%LVcPTUw zv`M~wf^2Q}e4z3y%bFR(Irsymrd}7tAt;Uw>`ys)R2+*%igi6K2zHT_yVi{lN07%I z2?ir>&vy)tOiWG$SuqY+(o>l{Rahd(h84hrlr3#7OaO`5%oHTM8`ou;&N^;sY*uSq;0(MN0BRV(db^rDwmnR`#-=t?90oRDVi|@x(ztTT+*f2JKc7( zZj|jhID;4moy6u7!(6uDZqWo5eWgIaE&{de5S%7Fts6Mr9tgggeZ4+fC3kU;AmWT> z2W^D-q7_KZtq$aXR&n6+@zsK-<&zyAk3;s+OSp`r*#*v42m!S6!MzHL;GFdpRv`fN zDNIcs)VH_cE@L{GXGQX!Pv&obixWkC^1bR98GcS@wApo!T6i8dewz$IyzYiN_GLZ(+hSPDnCmpKohB z-`+7iQjk|mXc*|-xKTqDTBEj9BQU8|6C@HXjwo7CmV=rSDW;O$A^Lnp+;lsJl$NZV zsxCj|0ZTW1!=iUe%axT1DOj|u5JsyjH1m@up7^BAcyJ^8n$_VM#%_Gf*z*x8-ew$I zNAE@p@GPTS_8ZUQbl*laLAT>;QAyhP8~bBCGZ){^#;xS1AH!wtkkG`C^s=RiDTfp5 zI(8D1e`dEz)Vc^dmIk5ULxRDqBAQMyuZR~?VDjxym z<921(BDToR3ni^-5LlL&S;fq}+Cd$|R>_`4bK3jn;2p*-q}uoaI);4nqu*>JC(EsIPg#BISS`2%N>;tZ`It9T=T&!XR1)n1nny{*%7XM;c#fWXW#;d z&n;BYHbe!d`pR`wu20n$>tE@V%M=tV0Dxwmk$WmUxZcysHSuE)6>11tD0C1x9K%(6 zv-CYPAh;t}>E|wf@?euLthw=f6R3j9Z=sE{*=9e<-0U>+xAp%Bhm4c>MdJj@tkqr@ zM!b@2N)y|KchQfDg0`iN8BB^bmswKtme9qRba0zn_p6W$?WA0ZG|3q@p>uH0XTwgn z<-N8iMsnw+P6w)ZSeS1FlgnH|&AB!x`A!a0g`2~@VN!+AMueb?)9fWFZ><-%db7JD zV2(MAymBBQdr??cppvm$5U&SM1zO{!IT^~D@5&q(&{qlS_U52*G_y3Gh3M*Q=sV~h zwh7H{Z)gAO@5T@DQ1z{|0Vh*+4u7k z%TRg$<7jqI)Qzu3>T=@@`%_u}X*?!v%ryD#P|+F3W2Q zbRM@TVPRch1R)4ax|APFZit5564g{K6!QB8TS1J~aC>WqLMSSA)H^yHB;}}eY;=$s zgj!H98bG86A+G}=hnEE9aJV6eg4u$fTri)IV-)6khJ}H0P6~1fM7F>r3V`Ow0(zbn z_kTh=_|J{~AFwet#>TW8ACp<=J4SzZV2^+dPDYPsER*s2)!JVy=p@3QHhwa>4AMZjn1V`K_O^` zKPsFXoy3b9F!tgEZpH(c`a`M{W2YMO%VN*O&Qf2>SL-9by@O{h>T;ors4bZcjPim~ zWFAmaV=~K;6U};LSzbn9LX{Le+gA1$TOF@swD!Wc*v8KF2ShUYI{&$yoJP-VZf5tq z#Oj+fLA05_pW7kws(GR^3CKfba@RIjfI6TyxsCf9bKb-i#$hN>a=Fp1z{D+la9&ZS zp(=Cx$N-N`c&4zy_c9MtR508~uMgGxP%oEbQTZml7FhKhu2wNDYU93V0C5v+VHS|( z*mr=IYuAe@^6cQg>1DFm<-ofXdV?yvSp=u{QM0aFj+-*paZ*?v6~Myvpwl_ z<{SL%7hf22(6z5YChE`4`1qt>cG@W{5ZP|iY?|bmZniPaP!Hl;uSo**de!Mp?v7P) zERT>gK^#ksbeIVi0he1NZ;)xd+-jzx*dsd}vS;|lUEblE&UOgpQNB2Ai?8du3;*31 zK^`UeW9+hV{Nvp+&}^|x16)E9(n)S>!zEBw3`#2GN{*m| zQb&*^G^mX!MAWvWNCFCsJHyeaE=fAI^6wp`kbnCXla%WfUeyK6c6Tz25>Q6$2&4LN zW4JZEG29WBVHzIS^P~xHu%iL)cx0?QF`5$(vS0;wvCypUS)FiP^UNC=rZI%H;-wx^u~P_S~=7F5{2*ZDSIdV@yJS zK^5~e@3xV}YuCbP82*4t8EGyLM!Xl6Gj6Ng!Tvws)0vFnM-3+hy7ktiWPoE^F1^v| zQbw9hPZQiQfEy-bEpUqkwREfiLqNR0==8c^E7(TvE&>{~KzFvrP%OqBpr8S1-aR>V zlkTKe1CiWeO(588Z?SjV<)j@RUbc7H2kf>QH!@KqX!Nic*5xGZP2u0`L;-g&tsyt9 zodYhPR9%u21|Y6yhmDRLh$m6;{Bx|E?M5@u1pb=A_OL&H`SmxSe*X0-Tuamai=U1< z@mS=B@a`j5u>b4VpL_1W!DpU5h;Ljx|K7!q%>T(FTH4Axqbw@GhyCpDE@_LKAMJcO>*Kfyio-4aaf`3r>n@k&%8pDIA`J{Uak< z%$@}T`XrqRp~s!EQjZx*Nw9B5#<)I!q=3f7uOmR~VU)~na*(d%VN~g8GkK*d_6wy4hDSKm%1`p-Rd*zM*t;2O36e(vvioTy7Js`c5;dK z`v}}SBa$-yug%)E_P)tjE395;Tkh6Ifs0WmT)!)Ivr$v&n|O^p!dwjr`yk0h{KaqY zA@{WzyYY-W(W*A|SZ3KV_GH_+ZD`xhKOf${<8b%R2YGCg-{eED z5SQo`dhKd1zU`!T$rMtjD4c+hjz$SlEfK%&5dDE3VoUN^7pnvzq7u0QrcCo&lyYjF zl}NvvzrCanK@$4}*d^jF~GjXKV31 z7Jx4`Z*L~B=FDSc0W2+=2^I&3U~f);Upt+SX5!-4$hLi`ysw$I7`LG_>`?z2T+c?C z+>8d%l>vP2>9W{ML{$6`q|E3(^#(;cS*x2!inO2tx6(q&T1 zdJz%B=e;TlAXP17mU+-c%(A-dcnX-VVRxS7h-GG^3ZiQf%PNgNy2fBD0xH{ z%(6}CkMKsL{@6;=%;xnS#G$ltw>b0tf_VUEE``}>6^w^i8nrcsV~RMnH%w#R(o%1X zhGl;0FbtxHVfR}oqy-{@cwDSugj%8nK~%j1p_frN9GXY#DYaI`NJXk#3jb*->}wn5 z=%*%IMG?^~k9!myJS|TdtY(JbPzsUOHODO=Mo_zAi3@ z^Gt@6kmq?RRgs*E!ruc+Doc|BXXv*9Hwq_g2zLDDI8pLYPE?as4H{OQP1kP`qPEa2 zZJ9^NqwF!05w#hgFv8r^mlymB-M%O(4fMJx_M)=Fgl}@M| zu>PGS=w+Q`rQ_S={(o_P-c)!2e>>-%=a z3aC=ra`_K@mN~nGop-q;CpUxn?8hPEDGCEA;pkz@t!t(OIw@K ziElC3Iy%`J?co7q2RXtXM-OJkp<`@IW)7}plhOj8xdr$nkiIn$j})7k9fxSUfG7?n z08a>qf`L#d5F|N_iuQ zoTIvp6ki(Wa??kai}fGLf?~lS#LZfPud<-bHxzcgY!ET~$8Bwc!Ou`ze;<8{|6EHK zvo!gDm8aP$QqGQ`ahVU$l1%?%bo7HqS@~a=bF9whCW5?H4*2$7X{5*ib8>2i>%}0g zW5WSFb}SBr^U?~*-;P)nEUmccTbRth1;^nSk21K(cKBgcE(fxP1BwAeyp#*?VHbgP z2FEy%4hIJ^CX>;Zz%e^cm6z6u*4C~9k^OIkHt?O(K?O)o&&>t_i)j=2A+#J3_1yMl7bg-MVB#tBPn2psnIzsSNuQ zu_#<@45M1BY(Xn@RO?^rZ}lJcQ!&T6R6$+>0eSie8Eu54Om-0xlq1Pj&E+mx3;7C?d^@9RPw;Y|BIC_!&25n-;`wtSz&Ld|ggBG3>*qZUNSye5Tj&v3a{I*6E%|tg$ z!x8>+lh7XFQbmmHbDK#(NZ_f73O5lgsGAgw<)j;VLp>o}6+*Qd;y{;@deTTpEr+gy z>?gEVJh$>3p@YEHCc;>_qalqzxJbKi0KxJ zIz%K&&iDd`x2;98YyL7iI0G!X()UnVW=2{GXY6Qkx?%IIk0M#;f8u z5$}oj#z}7+by({>#U_vnEv4aF4QgzMHJTGr5K#<+a9GG`kjrVj5Z<`r7;#B>%j@!U zR0RNkhqMk7S5aRxfu58Hxd%j>TK zDlS^;-^il?7h1|45(e+TQS6hK{Vu2>6Zwl=tv2CrdvrqgHxd0H65yU-!lm5XURtmx;DuPFXK z*`b=Mf!eL;I57@{~B#54rMKOx9F!aREqq9Bj$Ivo!ARmce{llc_h zTAc2|?;byHBzw}h z`^&zQ=tSChLLl@wN9flULOVMZznR<9pvQE%FoEX}aEx#u8V%qeKr{%PtXN#5448@F z1~h=ENCi816odD37l13oNa=osns111Vxm(yyxX+)g`gA=_?reHGB{1lGu4L!#I#Mr z0Mh@@b#w-8?F(88|A6f#J|`hgA3+T~ zdj!#tAtaw$C>mMG$c@ttuO@||S$3?XjkI(1m`~bSbGyi+RuY|^LV?Uzs5xU~j2U?M zN^3)GnxFYu>&#JUZzpk@av+&UE-e=YE)9-|sx^Bs~Q664XHucrL8!CIY%Dqns!R5C)4vZq-tL(D+iqFsPxG#lmz{ zFSe6MxRHF6Ji^wtXWp=}zT$OsCfSES?dvm&(A~$GpWTRdq|?R(JeJM2s9;d|B9WlUe$GR6H_1-I zP1p<~cnI7<;A{5b8XfiU3;`#3*3hey{rX`YmpW0aiDeB;_kzdj5yirK z9vJYr%Hz`kQ{Cs05yWp>D_{f4U|j18faL;a&bb#Z2pD33vi4_CBe4+YvPsrU&(3k7 zPSCrxLgh}XjuQDUvGsOwxwWsMaxiC91cajM9UBkp38vD z&?i}$%dzt=2lDJ$?YNQ0h^@HM%(PW{lKIi;{t#ZsRM_OSk6Vs+a(N8I*>CQW;yi;% zL=rAP#C~=t4;Cig2|H}PuqUVu0`j{%gSH^_8cIrrrZJr^ml#(V8;(Xjp^(Sn@FaN} z4iWd#@Zs>sVJhf=ewll&uT$sYZi||Le;Js}PPg}0- zU$W-d+O@}yW$bH@wzVBSnxEj%=oy9)>(_YLr!6ad;0|U{j>R02(u4MlM6o}Dal}t- zUR%iL(p-YH76_0C+=>uE6`gjw7dBjZxrY|*sub5B6-iKuQ{{^x$QPl2PqCHD=59n^ zBaE(PZ)ezLPk|j-KG0%ixe=*E`psV0nZr%3ZnmS$*`6pra7hV2a#ZGLzVtC;a1T;_ ztTBeGRA?;Wm@3O^42ylfNhylzcM8BbR$_%pWwLVe>jwtyX3U}RomV5}5HQP);lgT5 z=G+o?`le~`p)%5fMjXhTf0AB9&Kq;(#jsFi)AcCwz*6@1P50b|9zSy7!tdFC z{xGu|-_FLb0t5+{!9&&yTXZ7;nejy&nepQ}GDU#QC_(VUIB{u+ zbXoKmG!^YvQ3Bve5K?ZTlky07Y6JB`o-B-nFci$m6$;9bE2O>ysYxbM-@O1NbH15l zH;G+nx&M6>YeB_tcC#aF7tfEbMB`93WcnX}bH3*v=g-q=EJbI*7Lez!NA&(B?2Foa z?m_?Y&RcICU{BA?INudF=KS_BzJJwE8&|DvxPP_DjI(x3M5Nydok}_VI1<5rB6&s4 z+eIap7k%aJ_hO!9O-OlER|I_(>5t%}5fpiC;0#A~0=HK%1~rb%bRn0W2-VV5d`3mx z_8wp%Kw_%e39+k0wv=-y51GU2%TJEMU1}z-BCe}zD!2sZQ~?+HBF#&(@1fV*jekAM zJ{vuroqp!Q(mxkEQXV3k%VSN6^Amzh*0z279la*zHlVb}@9wg={YLxeLv7opWJV6|6m$ zvpUP;!vHM9A|{GLB*iVHbyEO3^Xec#u1?&h^I@I&p8u`70vHP@2w5=kV9~UcILfA> zgX@fwEd!G#v(xGO{)`e&peuG6s%UwUX)DmazGigYETlh>W?eVk^JDbXdlxS3XN&(Q z*WtTa$#T%)Ul06P?4HT$@IY5yhq?cPs1e57i#W!T#8EDi$9qQr`s1ZhFo~3S!Mn?Q z)JvZ9{*gQer2Mx`~Ri{J!|Dkq3s{+*B)Zn(29FY{&Ttdqr0-Qbk~`DF;X z>9GHAdtgcSpO&)=lcuoqtLAs3$Qm?aKWxR@$qfRm1*&E{*?XUz{nw|ToI8sbie$ zf=9i6FNYNFEX&@tqub(?#%(&4L`OH}l>EM*@xUdH;&4T1tfV>)-$NW-wIj(xNw);M z1X8-ngDpithhej76)a%5G}|6zR0y&V;!~5$o0{I7_}^W=a~ZK=fgsobf7o{OI_6;= zsJ4yGWyU>a$CoYGf^2KQ+9blUsdPdbH(fZ2Ru7=r|HalWp7StPE}$iB+1G4@u!+)Q z9>-6WG%l$RzTy-ta&JHh(16Dipd{=Ii-n^*e1|+oJve)F%ntPsJxVc!M~W(TNbYFCQ=F+pdg~RB*d88m z21-Oc5mn-WsHQ~&aYg3mgAw7*A~EO6-N6z)w8BIPX z_$s(-Vc_G`Rimz`CQ41w9YtM5y+yRN2w9a5XkXw4rA67G^eVK-uPch~FQTr75>x^- z1((5OKxOk#lUptuxqNU(7<|(F<$Q z@6eUs)(gnYMI$sm`sCt^(K1z#1_NO zsK784;vg!~K#8W61fl}H%Y8^dx6{AchQ75S0hB{gR!itxA?+2Z$y$h@&&hd$iB=T@ z7t#?!RnRR1yqY;;a#awO2GLTu)*|K)YFf}Aqb{+zjawrNuR;3@z-LY|eI*Y?#O(FZ zE4|F1_0ot5Yk%Z8yKiCzgW_jSQJCkT5rB( z4LcAvK1-uH?Af$&8y>^vh+G(MHR!V@Rz^vuU(sRaVq1y7#2gw^X-VWVN-v9)a9>(v z-6D6H5VsK{QzOS#k1Q*(wiQ8Kp(;v|W#>OH@SC3KA?^|It6ubZ{<5#sm8$BFI%ZpPtBA*0J*@%T-v#bq;~X#s_V z^{`J&l&Pd!%&CV$uIyEDE;M($qWMGB3Sg*k<7KmH@SMF}EafVd&<3eX>fv9lBw~wl z2zSdtWnrVylwqt`?uxjqm{}DT+efF^t=Cnv+rF5ME=LF2xg)4FbhGTVuMDAw7Y|6~ zOUlsHT{CCyW^Wg-a1*0c~E3 zev2xMazT7BRrA=W(@P#cKVnfay86FvzNLkAC)hYviQY-44L6>_s!SGA3&(H@$1o`U zc$ee^<`F-l$D>f<^ZO*bSPbR|@`LHgItj`8xRlPrrVVPhiW_-0$&=?o$0j;OW*P)6 ziGo~tIF|;q3apyVJ24N8ZA|HXQ`%@I(0=3_yVC=C>8;uyvC>NJ zM`>`GbHEBdCyqEHPSg;Cy{32Uto7CdK@H_XVr!`p z2gt|qnEavOG9|Ms-3laPxX{<~+3|J8@u5L38rA<2{Q@tcv-+REZ7L%wraaz)a;+1uID>tO#py zQl}GfJ5qn~+5I8`0~M&#K0Gzq+T(qyki(SSsC=nR>rz?PB6)V-CRF?#DHhzby~x^$ z2n-d;VyFO#M*{)y1U-R(CrCn0B8Vz(DMX#jt>LqD7YN{{|Z22+(o-7uAvRIg>Il-RHn6RJ=FR(9*Y*9cqK~@Mto$!&k<~8C=~{%_ql0^4Ev+SM z?yRg8xd_awZI_BZ!Gt`@B(62(z=PYL$^pHh*j-vR zv-RzZmDBLk=i4&PWEtK>C-isUFkHS_j<*>%;|c6mj@1V|R@o$K0l?yU1T56uoyFFT zI>r2DgK4Txm#A^49Af59RjFt#$3)RCEZ2*5bUiYvk(=cnnZ)FnjOlQN-0Uz0gmr_i z(-~Bj8zK2Lsd6IxCL=J9)+#6ZCtZa_C3i-D>=-+XTz~IDE_UwkPrcUl%l7?ytzz!k zmBu${4w{H2q1)Lr>@e$Q&(QVki?2_yf1uK@&Y&1S=b?cH-!Nv(4R}Ox<>jSUH~=D85`H;Q zgOkbf|3}%Ez(-Zx``>f!ojd!!FL%~#5Yh<=i#)U$ZELCe4CPr~Yl%s#;8HQ*Qbq8E zNXI~J4M<2MOOsNiiarTR*q4M|L>iPeYynv;U2)JaN?jDk7L`UZ<l`Q>0AVn|Ty{1q>ZWfC*hbvT*(Sh4_mD^J)Q>%MSEG&8cRv zeAT|snwvk{x9a&Om%n$EtBCPh(2-`1@NZQasGZpv2ATd`tZbz|@1S$p=( ziXXJXtMNaZSI?XF(wlF-G;JPOG_EM}&@YPadI)R(?!IYKU0R$*>uk==&KN}cH-7Ri zo3Th|Q&Ss+LB9|T3Vt^E+BVbIk%7Nwk{7kc6(&PzneRH z2P*KpY7O)S_;BWm%+^fyR3^|96)19%ONrb*7b))tGF>tme&ZZFD6tjteQ&TNu}Mkl zEd!TtlA}EX=KF5*&eCW7=zGb&#d|@or%-^uf?i}#qr50udyAKFp*7k|BG(HN zuQOp-e}1KgA+tXokI^O`M<67aS|gp~Rh2nO-sf~0DVioi;#{Fwp=s5~G#XvG5g19< zLq>j7r196MWR*%?KQ=U_q1K{gz@`UeLJ2crme>nYOa-^zfWGRXU?t%+lX+4N81H<9Xz~BTA)Z%RLFPk>JwP?d8 z^vC&ZMNLhtlC9uAZ0P{19ovAqqX{&`MuN9N^~QNM8#mU>+j!$nHX9uSnXwK~(SrqO zFP4=n5=&~3sa|Q|M6D$3s7kBR>c=0(b+?w@S!AV+n=m%M932X?6Dz3=3!qG(=SC|G zD-5j$8SR`32Cdd0u)t)ZB}}XJ*7v?rR@wUbFQi;RJU|CSL1;7(;V~E9BuxCnwedmf zqg(bIJF&a1Lw%vPHvU}I8*fy-_Qo3`;nQez2JHd=1@6M1ap*I29xlD!!7(_^yM_?@ z2591OpvKRSB&{Jgv_i~lP1p|6l?IpILLebTe-oS4UcGqjsSH249oX%9zsQSP6MW5bbAsUkH6j#!)#Cm7!FY%QmTx?RR`X?^v zheFE-M7{Id#o53#wG*MeU5kOMosasCVDP+0fT9L0zUY7l@+KmPmDo!j17wkv)bOep^KFM4jY zFI(2W@11w{!Qai9Jb4cJBH4Vqbdi9i*?fp;Xz>d=E=VNP&6w!KvEFNT;}2uM8>cah zQqoqQ<{(_+6)-wV@Ep*DokdPqL=`upqxAjIDd@1-7n~e07^upc&9~wBN#6_WS6fQ$ zv$tSJQgs8O<|d`rZ!`q(7uMqtiBHDY#=e?}zTMT)u?xs1g1~|W@fT1xFakqG3|XlD zvOGErehuyh5$p{<2Txybf?u;$@h{_-pcPtTF>vAKiq}N$4#MSkAN2tb}Kl8}%aZYCigcsE?)AkV;Z!H9ApBYxh(6&4Ut z2?aTFxU35u0FQ$V{F#Ujpl-IXXC5%0I01~P`@~6f`IT89YVB)34M5+S_C70`K8wBd z_f4CZ{%!MSl9xY`ybtZgYP7P&VAFUg5s8V`@p2M;bfz2#b4)Bx>{OGDr_?;EzAG&% zwc0@3S&K}@n&`hGzXO?GnXR`Y;L1reT)c0yC4ht}VmSF&JJaqeKG#>q>Cfvo8H=n$sGE`vV1-3Miyp3$>f!OtmzL^3QE%0t@U zj%xDi!1{jCNXQ0OhnpE`L;=Z4*bVsr@gVz8d?;86+K*8Y$pnvefOae&#?DTl7v3BT3M_A#zIXccy{L54bS&p<`zqv2GJhP*Y7%Z!cy|^Dow911AfD&EXU(?c3Q?qInIP@lZ zxdy$m+6p_MJvO?QtLkiza!Y$u@almji}ruIkozI&T`$R(PsC z^&ZyaNjuOk4xi?hB#5<$^zNWsB4ivdeUK+HjCvbvQyFE8YGY$g;JjRa;yBQvt0xw1 z*sy5v+I1c1o=QD?KRBnDjfRO?M)>Uiet7=eiVx4gx9g@)Ur_t<%WvIy4DL|O@>D9- z@ln)LJV>XWMZWggcdO}QJ4@x(ffLG!7!z_l!C++_eyi2*U^$P=6ZE=>RJy5c@R`Ey zVt1*#-QDe$(d|38$!+rU4oA7a0;jWNM_APKlr!)Bq;Unea#r7|*bJ$@iq2<7B-+Dk!DhQuvP7lWcb4mvaW~0RI8J_;V-Piq7u8 zaA80G>iv*MJ$ZH9U2Nl#_uoHs=>7MP!04ZT|NB3Yuh`Jpv*X!NKu<*JQ}%l?H_q}d zwPc6<`bjIq+0NcwK+%fu_v1JLa9(rbGdGzPmqr;re3OB z;Piq|O7Qvwo`BOQu%vib9_S2k#EI1h`T|^AU|#@+NmUAmqixQ8PMC0PLV$pX;}bfn z+U)m`E2_75Y|^IKBZ)Lca&EWcKKo9D`|EVK^=iHEV4Oq5vvKQh=h0$~)2GKC2J1Gy zg2wH71tT8C7PTX3QA5m|EdfT5lY_ao_I!Tv0*&AA*_%Swy3Qfnb``<3MFS%S$g))Bu#(I9PWc|YM+F z*HE_sY_>G7KuI%cFC%@`|8^~maBa+X9GiPh=Sg6|q4>hKt#yCd)+%zCeE}ZDxqKlR z;6Zy)JF4gYicWWZi8?{>(q-VqzlN!=mcO3-{R7O5rT{DPKx@II)lLuoh{prv(uvxL zFjjzq;Gq;4#(Eo=NgQA?o%~~%Bylr-=2c@!w+p017X@LOl$8uPMw`|>z1`arV+Q=V zKRtp@fRUAk@C(xqE( z%!SV)YZZQGp>G!Nh6bDKJtX>?2EVgyqxP3N|5wO_;87#<5fo2U^+K1`j^wW#c zUTFUff|UAeYWwqcaaL-bK3o?oB1L*V7Ih=Kd}Q(3wTtl=s^Cn$m$_xVUECOWl|3Ev z{iJv6mK!~7TVn9q`)^dQSW*4P`#0`O*5_rwDQ)N`bU&L}xYCz30JH2A%pzLGpDpAE zKmbb>p!XqsRP0?gy$^KyK!XpEiQRoZ7At|z=Ci4?z7HUY3PX(l#XoINQr0B^DoDV? z+yZc+oln&pPy4|MoY-9*pG{0%qG*6yLVJkA*AWsBUhqeq-g0 z2Ush*1gx=3;FTU)gM3W>ZW5s(%xLCQ953C05gJZZ345DCSc|f#7MYlW;UVYfEQZM% z?FegLp<3dMig)bLr3_|`=HM=)H4*6 zLB4*(v^m{HZWpNGF}s z+k2^fJqg%bDQH$!HqXoZ2jVjEpOb&I*$LP~52G%uogKtd9jV*6vF@!+o7m+O_YE4f z=jrnQJydhz-PluW@17icuI2c=Wz*pY+@RjW4*`DnM?i*RyFbQ8SlBRs!G?`B^ETa> zFs!3w;>kN79S8DPKJ-u{I#3jNuBxZ5^kI`*U)u$iw_`9pmiZvN1yZ z8+su0*i9C?WnwUWR#=>TCMB_&kYaskf8<-7#1-oF6ev?$`Z|bT+!Kv%xrDq`WS9;=v)H#J_Pmqc6>T=k02$JZF-hIst&y#Nl+-Kd;y&mK<3NpN4b&gT+I)MLkKzCMmRmYNV zP)DYywBo3V%Bw)KV3_Qr2eqo$0xXvPmSq8n`^5nU zdN7U*F?10{Ka|@=%pv}(+|+|3iPmKblo{+zNQ%qQ(yGnZsCDLW)HCmQN3o`l$8e4Z z_D`-5ifQgHbSF1~?AEMY0p!!s7vm;Q22bx86^)K+MNQ*-FT>GQ@gJt`Zh4p>^Vvr1 z4Mj8%_bac$PnzUqqLV=x88P2~fw8=^7WLPY#DQMDZ5UKBL z6fvcylPWh(Hm44_-trv_Ur98-W9du6Gq5$W`6ZpwPT%}`X!h)fZrc5-Od^`W2op`bQnP%}sr@5q6H913hs4uzG+u%4G-4d``YT`7iR9z$=Jt|K5AG7{4&3c&8CG!foL)85P@D(uBcGJRG3#4Tft2Tca_kl zy0jBARrE=uzr3A@a4wPHbeT=|+Y7$O1f=bpN}FOc(3itUpl|;?`7_{=@D_H)zMRiK zH-A1ksmnc#mazwsZVqa=2e6Z0K^KZAO$4ueB1EGC-4SzRcl8ZWV|P`BVkwh^qBMU( ztz*PwviMBU?(x{6$!FmOy*x;LImZY#Jvbx|V^f`1*Hf`&bvlcmv=`T~tY5}33R;P^ zw)=tKA3Wqa?}1JaIPU=xv=LLI0#qn~UjeQVNhU6gScMdnWvNzS6g`&JMVvmJ@DV4R zL?cl$3Y&;$Z@wy-x_*;!D{#d*L^3-|$DO_%HUeFp^VEJ|LBC{AqhA8ww!}ap^i_eT z-gkfd)81#MqqFx-ngpKPb5AsS&t|lAY>W|y68q=GH-^ot(+NGAsVqEPjG8!w`)97I}f5 zo-QlE0av&s#4rMFfBV_;5HN&5eyA)oC3Gsp6_Zu@DeO#^4dIV0OuA3Pp@e+vB38#3 z-BHo{67ml<@q??db@@Job4OvHMI2WWX3A}16end=Mh-CG>~z)Dj%ArXl*>3uFmI zZ?{B->ewgHcW;uNh($sv+vtIA4l<3%j_a<$i* zuQQo+`Btx5E_a%p#O18QNuk<7TAQmayG{7P%PRt)J^=gyP;4o+ zz>nld0b89Oj|xEe6^FOM|pt1^s=)TraT~O}M6ov*(rr=N^(@pWtC6&KyznfZ4 zkIiOLd%YerZJIhPatwA8&(qDV0#ki9@MnXv>?zr&vae)wVNVe$-1|LXiU%}Wu2>*B zE&;PW7Hrl%*_v|!8t#Vn5o>ip1i#rNZ>U$-LqgCXle4!Yb(RWff;I)Y7Mx|K6 zSeUY0koI!K`N_mT#Tf+)={E-a!-w&^zd=)fRD{Y-{|YF;{K4@C*<&=my!Qe9p3m;T!;f2QxIW~JUj)gFt!Tx}&1Z&k}>PP@}gRooD9jCGVbSck(Z zH<`bqg_JBlcioXogM)&B zYc~>hbUj7FE_GGu9Qv>O??wN8aRN|+bs;LjwL#DbtZ}<^g4rLhn1On-UU37*htcRt z^tB6R#;&u9sKg1AumG9NP-go&lHfOm^e$=pQlR=Dma9YNFhL`14q^SbTkToI)40qo zCp}wiBacf*)bb-k_*NHacXhg;-!;?K;9~tYlGiubxO%>w@8nrO4_r2$x4Br&koDpa zXhf~Qm&Ha7^g|>{UrEVL#^6wb&Ex-O2&mcQhy@5xYamOr182}95BwBOI5ofy#O8}F zQ=r0u6;^+04lH1N(hT^Iz3}8Yf6@%Z7j{-vb!s-(z1P(G@#N9jy-5?*QF&0n>r? zUn7v0U{84ox_TZ&c+kf0;~`H*ddt@6Zw0TIW|dG-6OO+BM9zTf$*t5_mU^~?|MWO2 zeP|qd^3*Q@3;vdu0I~rJbji?gb#Uc2B#4@RT0W$?}TGf;zG zBwAUQ+!1mxFNwSlTAe{>b~wyB11IjrG%*%ROs}GZ^G585X{*wpR#65B@K)O9ePKk| z$bod9OqFly&VnM-C`tKJT9#7Lx}U&75+Va*=iLjCVg-t2WudSCKII&+p>gar^dN8@ z7i-ps=YR>X*Pz#5eS8VH4&c&gba5Ypbbnx^$)=ukq3T=D1B-HltXRShh3v%O|_-DWFxJx;k*x<{i&&;U-|;p?Q&`>A6kIie?nJ> zk3{EZKlK?1q5IhD7^D16u@kl2J&9GUUjWCme?V>j`S|ZZ-M*jBp8eBSG~-vXIq*fK znME{g4)%KsF-i`ciu`RQ**u-pqSC3nE{cd-qcS_(ZiiW=k@@64$L54-VR)RlkYm%s z*dMcywOHsK-hkGq%_paL^?Ge156A&zNG{(%-mBGmdDiWrWky27FyIEaQQFPGCY`2o zhtjv`3kGcKN_ZGWc07uSScKrVyo0{@K{o1KQ2rUnM}xq@8p16A@{fX%gwqL(ECZ2O zrlY#wlurb^4s4489r`-DdoP+Wfv_pd=fplGmB-inUX;(_zo4iTGN+q0IRu%B%@~<{ zVsdgtd~EKVA*x)AP+=j)C|5NkM}bkwAp((|9mvlZLacV4gcJeE?apK58z_8~QN>62 zu!@;dvacMV5IQl04S9`uZFy|i3&v_e9)T{8^%SlpEbIYN{48zK>phZKCF3#*qCrx@ zL$s_w%HY!Ii%5u-c0VIAV3Zn|Nx0HTEDhKGe<2Zl*tuo3==#Vz(Kl~Q{R9j__kp#w zU@aO03fBWt_YL(io6+Q-{~SHLb^LWu?Tfd`Lh;Q(F#q3h*H11yIU{!Ol%Ij0FD#mM z`t+=#`Dn)o;6?Xwc}N%Sb$Y(8{KI8oniE*-qR|EDUrr*awMh;jKQniwQy}#;qseBn zn4sJ5cSDm!CKBE>aSTb5n_1TCCs-4bvi#LLokH#L&`m9i)oHC)fJOx&|5jKPR+-&? zGtE!J5lSE#DYck!lyshTKy-F9(NBti%6UroGXcC^i!_VSsiA{V=lo|6VEN1i`xjvO z%!3dVoNVESM`1gm{`nQS=hauy{9nB=3A7(vC(7uS?dZW$;yK7P&@pP)2xq~EO`L-^ zsVsi0$*(v2U2?Zu?(&=UJoHM-S#E5*GyS1VRuHQ(7>*{LPEOZ`72RIY;BE9mufnT< zYL1Smns78xOn3OESa6yau-t}vEUC2x$tny*$u8X-9au3Gi-iCSk33n=8kvwcGZ!GE zs)TibKeixV$b)g~CoM+%!};joqNlfm|CD2OK3oTO&5Q4h%k|)gz)}l#&*2YV$GVE9 zFG2@>(}sWXn@K2s*E1u*UGGFspN{s<3PgFZ3O%S+(ior20A0nAmzR0H$zXO+_v%z> zopQC)WV4x^ILa5?0%baM+uf3;+OYI6<}9*;Prz|$3>v?CiW`Nryf7~AC+F9cq_VVSG2k}ABE#XVLOTN$+Hu-m@D|%2ZOv8)8H(3 z4w;j*8_XGE-l-L`h(?()7IwjDvpEGEdh!8ZAd4jV%}z&#NVgIqWziP@Ac-(UB{!*m zCYR?*j3Ex&SyFxuTY!Zj7a;xu?Rzw)sKW59Z=zq0z>Y?lTP9fWzarX*4#!$05_@km%J8%2tUhm(&y{X^x~E zfkq{{B~zsa%cmtbw*vYAQPPrWpL4W(X?@15&~`Hr~`IM)We4g#*j%jt-BzDbTHnneRiR}EdG z!d*Az2I2J7pkM%4iD@1qfABE6_n!OFe|L;O0M?F=x&@EEQFe9yqrk$@?`YvVP>ziIz_rt6HX0Cc{-UIMAVGjk7cY8 z2ec}&@=2H?JPw*L*o{`B!3^@rsVifVhunem7(K>YU#%df?pZ0hJb)ECcL3Q_!N5FW zp#9IQMTP%BokMca;hN_Tf{`c$j@5!r6vDQDY{Y%N57nJrm6es9UD45KS%s=y{Apwa_ok)&2%J;_cy4?x)iivl>iDkDuPSTKc3CJ(T zf8j^!dQSliN>0%Z#C+n^2z$^@amnG8)C_HmtobaEU?X!b=SBEKD zu}5z*_#tRwhc^yRb;oxEA2!|2(0Z4`B}?x(4zq+zToNpZh|dlq#XX5VLG4(mQA~-y zu5cfnyVgW7Jkqhwqcb+jHa60Z7~w4BE;z7R?Mdr1RFnN&tlBCeJFpTR ztlJ^9QEpOdZe~eHcoU-8k*1~IW{s>0p@z2J0D zG87aodKeuAmi)j-R*9!p!U3;z$sbv_Vu9Fcttn|CZT_-GQGb;qt`#Zlfdxk*lVYkn zMfdsdLVy@IrvM(N868?LpJ1nCZcU87^r5Ju1YLq~7q4{7Z~b5&j@m+Km!q*B`EWHQ z4MFObOcSOCooZBfQUfAFQx%T~gDW%e&Bl?PZ;f~iFe-^ZfrGb{5xK08xvUmCBiYqu zoLzZl*sF6Tft2bsl4d=73N-f zF#_}F(MoWFYAFipg!@UsuW*c1A}?qjm2nG6*URQGD4ZpsaHYUrAh{t!ZEG3TI5pq6 zkBCTD3P_SN;v1i-AvPMEQRADiVpLVfV58d;r%PCH6Py(!AzR8|?!JUb@+i`}^H$zL z)q8}W(B7>+v0WW1!O@y)aT`{7Xaox7OB&{jlFG_wL5KuRd{jPJ-v?EPr>rd;C(4-T z)+%TJ&0*v(kr_>nlbF0>#rDmv+Hl=D6QQM=Hfch#lOr-LL_G~Wa$I9pfEb`5c#@wo zM}eQ4W%Q{tQ_Q1Z5VjfWRhlJNYSgeJQ=CpV#cXTKa>sKd;~~lJCyWYH1j$iR?K%II z_C#b0kTN_(@BzRpzruymTd(RyY-wP1fWQye`$d2Va(s0_S@%NgXFg4PQ-SW_jI36E zh6{s7Hsp&=gp(S^EVDW`R#gJK2v1P5m(^8f-KI3UT%U55qvNDruUv_09+71uBvyTs z_A11^h;Q{CUpsQ;WSC2u%mW>KZ?sxVKg?jL<71n9mq%kMeoK*#-m&metV8t3UC6Nb ziR)qxh$^?l|KWYv)-cdd0|bjV5fFUF?4^A|)t012msH$YL;(yC0n<>FGI5$@(i2Uh zncDJXb_5i$*CVD@qGoYhkkpcvWDZH6_{nm*v8E~R>Unv1`})oucwrvsVs^XcJ@LqS z$U547zySx05U*y)Y!ySO+e87bPU5s-qc4rilmj5HPCH14A|~$gi`Z+0kg014XLUrD zZ$JlUIF&^P2FXqf=>+lAIx#Nk2OfV~T5% zolqwl&f?fENjSjVov+fmh9<5UBB9Od9G+NFp#)KdSVn>BneuNOJWTo@kfdvzs6Awm zu_k`kjB73#J{rAYKB%WWh?j(n07?x2IclCf;4)<|38sBA=qOCR(3(xUc@@kn0E#!x zYi)sTD=$C?-RYbwWv$lfw5ou0i-QI2FN}^Q0tdHysJ;2hG%nK!1uJeMtf6ZpSfk_R&737*J+y5ZCw2@ z$kVXGvDuA49lgPYz_6ks<eD77eS~b3IVlk<(JCUbDuDo0R7*6BBmwG5+i#&P)PvS$YvMUUe)IMBeI9EKf~u4$+b?%@LFEvX`1i04p*1NLz@Zvh6|~? zl4TySmBP8Te10`0k+Z>$=`gA=NtqCD%4QpXy;Kw_b<1&UI>9sNC3$Wmmv@-+nuZiW zwN8g|oDXorMrHEtkzM#e`>G?G-lQ%(0b`RZstbl5!2W%x|5I1%i);$b^;;@YErtqy zyO+rPUOdK98`rpM0xuF?dJlZ0vXkPTS{T57ld#jCfVyK<*s(6{Nv+{86dOK|%|PcS z<>SlAara*o&Uez=mpzzllR_a%5Za%1U1Vx%B)!c@YW1m(uwr&M%VhUyl-WQjm#4jk z;;xm>;*!T58GJ^IYpe5qi-`mWPbUphj7tZ$`>3=BRx}Y!J@;juv{;DxdtKrsJ^7Ws z?;vJ0q2NZ$JlKfdr9G?DgC3&FO)PP!qf7KbixiL?R=n*`gh-qoo-aR`l(A-1CWUKE zr9WMmF>a=h-H7!Mm10^4(`iyr)c0uzj>X zps_WyqJ#jGp@9`VsB|@@=-!>$fx|@_M_?yOnMzH0Ljdmp??Ulc9v;edv?9o7%j4qC zEp>u6PIMOl!#}r_Xug2rRFkDK0(3=70i~19-RrhYe;I)Ely5wn4Zt4NU&McTNeTrQ z#Xt(XSU+$pKq4Oj@I^m?WEd$}Y~I)87Lz&HjF@croJ{iqnC0dX4XSI^SACJ_9(f$O za}kigd@#(qR)TldGCW&ss1@L^{YQ1d8_7iu$4%!M27*;eSuem6(@n-2zdd;y*Dc2> zU`0~CHm%$F#?FmS&-SPPnx48I1X&A)AQi5bre*uSj-(t@O;}9~9$B-&L1<_wEH?IO zk%z{@@l<9C>rDHyDnO$tEUOv1^%S>-dNQ}8lI<*X;T|O#D;%%(77CtWU0DB=3W?L- z{Ngv~rt3<@KYy~{Y@d^`cU8&&a6PgJ%;R9z|2!ILsh=yu64WAwj()_1&Po<|ypZ9L9}l1WDG zn~SL2SR}Ly?Uia3js2`e?x+IO|D`rGb3N3AvPQ8!HAyG#@}^$uZG z%DumbgWRt%a*TdpKk;u=u4TBrQZsY&l8?!fCR!xhK+-0Hidk%q&D%}jIl`SZ!$%Tk zFX32OebB26ld3B>F;R&z7dIC{)Ivl`5Ta0-Aazmx1cG^MtOnZ)uPOCkwzZBPWt+g$ zb0D8^FwDyuEKlZ@|DBOWaxd^8!3bySdrxN1MRPLbFZ7VLpv2Yx4uvzvoNhs$MFva_ zPPX7J+sA?&;-Z`jT83JE3XZ{LM-RzVJ}P!5_O0^ zDWw_bj+tpd+U2x3fOYU}8ODGt6=Wo^Jw7kqy+Ky++tLkP6g|d~f4TsTpDK{)e7|Hi zFWM5N@-|NZ^$52Y{=qpQ24q}K(=2x*ds-ciVuz7PtpjKUv-|{*Om-~3KN=QLEWmkhutr97+ zU|LPV5^)DyI1xP%wVq-zK|XX`c;HO`kNH26G&uCO+dxN1@oPdMy0~7eQqaBFL?FmY zD7N$4el&f@!FdQSJ_r=hfH6U}pwqEhoomQ_Uce)b!#`HM$h_oUx=+^kC_}&qh()&` zy-J8EgpN$Xf$|hX+3p&Mz(jAF1FV|DAiu}vT+h>H zkk4kMO&}%v@Ls{xspAT@Dea4)7FTPnCd&;tPt6ImXYho+*9AGT>NF{1wX_w?wl=Sc z)T^zIN^AbBTy6(%!M@jswy7|4i?TL=iFJJ)%(T=eGV?gZfA(Qe0r^+IFO4vwhUiG4 zP)w@flr|+=IB00ms;mrx47lRw7DhQW^PECsfm(6jfINAIw#XK#57N`hW^>5DCk!gn zXdnx7R32xLiWl}`1twRPXplE*4+#%dRp|5pkygAtjvuk?JDYXc6I5p43}we+bCwOJ zgs*d}o7OD2-}hI^dRe|!Cd9n9zMjK@pqOV5S|p9+X8yW*G^10dg@{S9?Qm5r8L3&L z+p5I1Rp*E8^5zv>xQ$El6;)z{;FzJB3#@{U9%;^UT3T1&j|Pwik7W!1Q%}kW;cEVW za;)y^n>y2v-E;a&s3O1%0dP$jml+b28VSyumo0a=8Y{ysVuU;^l#ITpolsjC)jm(R zkY*c!SOS!{^=r~J>Gf=Fx;ia4mX|78Y!ArltR`e?m>NWtBr`Lm+WZ`p)`T8H)i@8T zO^%+Pj-)OuW;X9;P7Zna`C8tzJgeJKcy_mY=W}V&DQ)W|^~8q&HJT)F5htQ@hn>nn z?=EhgFdgnkIZnw|TRG6UU@AV1?7Oh@MH|WrmqP+-Yaya?o7!Q=k>TZnBQ5Iai1-3s zV_J~}FNidWPYc3>R%4{$#sjX=se;64Jy1#qXNGK6Q5nP0gGBC(9b(f2bwy~7yCf=A z7*9Dj;ZT`{)&F>lRW|_-hQ&0}g=`&{bdiojQsKOknav1*`(*;{vYJg;< z;pdfWYYl7f1GKs$0-Wk>Z|gQWnk>263UM;GbZ#n-PolE>Xlagn*bl71JXjF3@7>;; zh{w@sxhBPWn)DZGG?2--7q_Ks+n@b?17$cwSYCOM*K3|f5`QYB>z|*u;)h!@qNP=l z*YQ@t2az%iRlIlG9Geb?m zg{r5y>TZwS2t>B7s8}E>>w{NNB;EM_2p1V49KS72L3R!ox^o!`vnZTN)Bx(5@f;vX zfEG7!72<`Mhv-dxS6i?TlS)^5=c&IS16}dvKHPjk9 z|3Daq&`MZSSbcSb_cSOB7zT<=WIt$F!kdJUXiacM>2!{VMg1=UwdD&+rHuu%LG7w$ z8PuN1Mw99~O!{Zp<&aVjHT_TZFN#-QJ&>{^UDM0Ys*2Z5T(+py3hMM$ZFi`Kars|o zb`_?En;8@v#z2VbIdiBEot}%8jVCYLIr42eFFd3iUu<1YSz^8v+N2=F12^ss=ONC-Czk$C2E zkLi~K+6tShjZ_#c9R6(TxJax>jj|-nB7qVVDjUwl<}L|09Q-cuJaTHh@TE-Y5R`gw}F3j;n*CmKWsNQJ6?`oKA@Lt=+oK^ zkRQA!HYy|VfcOqPYw0uW=I?01#5CRy;);)Vx1w}+x;~ynJ1kN+>x>-DqHz;fyra>u z4Wz_iTo?pf;ioS0*iq%a0Geje-!OiQ2Caypb4AfP7XSv*c@_ZrQL^U2tBP2gMV?m7 z4wDU6M{VIv42NyP<;#T#h-NiX5RHU2ofD)O(rW6LsYg`u-?Jp>JCaA*YxDaS=rAj) zb9V!i^0Z@d*>mAiA9VnOUa%kbG&&%U9>m%&>64toWA-ie^2*&3zeZfcb|22Kx<8)du$+CC!P50QFzarj{ zADZ&d~8NKx?+7vGD1)kd$G#_$jyz! z;Fz&&y*5@}zTVZ>%bjgI>7}vM+=fIvXabp&rm980V_0eCqUSnM5C#Qcq{REil7ftF zX+TMZC=(_0GZA8iADo+S#xrkFx+yRMUqOdS4xz)P+t)xz<)CjI# zav+@Nc;(K_uoexki;;fu{zqi|@`hDOO&@hFjh)v&Ej*O1@%^20fA81h7WNUn0ht5D zD~QjKv@zs!KhVX^ztjE!zO&4vHf2Wx#;&PIU&$}u?7Y)mYyz(T*P{);d+|Ojz2`CvhTuk@!z7Q-6Mri)3D4y7|7jS-wgb?b3zO8*{FnO_=JDT)w6R# z$0>_I*`LMP(nhr==Rh_EDJup1p{d`fIOO5O6^Ne#hRh5-lH<^Rq&p{#U_{DMO0h56%285!!}?c=3o<*^P|u2b0d>kv%=!C=q+Z_&zv3WgC3H+JWgkow~7 zIy^2l(yb2mD(5ASK~E_Y!=_g3STGcrkTV-Q zPbP@uHVK1UIuPELN`Zs?Ul$RgWpBCQA-AlYn22nYHfkIBUmvb};Mbc{2{s{+0&l>o z2hgON`PAhP+2^S{+Iy3w1R}lkNi~!*G)7(pBtvc-g}#@_xkM>uBGc7zHIYi&d693~ zI97l&!Vxnw+@#Yyu@18Xqad&KGWq?vDz}bgD4s#Ff0Mo7zPrzk_7y!IT^<1!X8QYk z^nfl$MEczvKuA3d^mierZLX;7Dh&8lucG;m6Ik1l_8n@ zG#O2ECJ~Dvc+4(`ql=3P#HDO@;63)#k|7EzghXY?v5G$?yi2%f#dL`_2UW`ojEe7QSW zv)XXs8u#)jaI&Dl@%Hfcl-YgZf?%cwlB13wzazdIdp7mpyqImmZfTu3Xh^ z$&*SkW8DrfBa!gdTF?r2b>aFNxv3=XP-&;Adv&@|x>~>S=UGeUx#{hPTJ504$f5VFz3y6{izYb}T(5W}2h6D<^YR#|e3MVFF=ic`llQ^A9i+=wZ z3X=pCDfmb#C2<6=Fi!&q&?xL7)Z64aJ@#3F7EkAH2_y+iJHY>t2yR)l1^zWJ%0Q5N zg!!$D9HwN>Pyur?kmfN^kbhWFXwN{UuLzKh5RW0CBw74-T7iwyqKZk}1J$+`3;-wz zfC3mptQ}iAAEUFe)W*c1VrYP_$f!|iLkD2H*@n4$WAMzDIgj)j3k2wtJ$1p3PaV8k z4`@IT<**ETx4rDOqvNGoug5Fwp(xvojuM$y>-}M-nATT}f%R&)9hrRjYU*&CjY<2D z>hkBCh6d?z*Jf#6DSOBlV!gKV#6yC<%VL>lBbsV5HB@GT>Q>D4aexhbyyF!bMMQKG zh^tfa;JiG!aYyY=I9La9LC{@M`0cE{*)~pB9*#;U&VfJD#wCSc(2tFuSSi!LQz6vW z0w77$+49G79F>Gf*cUaxynA@FVy4i(IC|#`(|90CyLJbzj&*f&bAACEMhLk0V+E$qB9oKMHX{>MesYSh`(8DPW}PY;u&Y19d~rK|(rW7*bi0NO{0 zv&>EVgu2JewRvz@j(^6gSN&>M&nUE&pxUzgr#Qm%%%R7~j|dKRlU4Hj#?`|2x)#}0 zgA?3Yo<9J(UX!SzIU)E3YiYItOlqY97V2p%vty`Sk@|fK!TA7Z`CIlk3>fTrwMCSu zbl-xtuh@Zim&HoolWeFG@}%Xb`hLmUzZtKl+^!JKCRCf3?VG)uw=hKEL zt|M}cQMu{{iZ%W!=8Ub}kJi+n6_XAAM|j>%1(xDNk>{2RqAGw+_pxakL`k2jP-tKN zH7k{TZnjU{C#RL{x>?V|`{>N*nFZ13hOkr*TES)xw12%CB3+X2q96#<$AE_dWMu;k zL(c<&9Xg=oAUHQJ6+-P^LL&FS6r$1-;!Tq?}bdFl~`+PDq1(}b_nYEGSeSN^HhV4z?`h<_D;c)wz5VIS%O3OQ5 z#C^8x9z)JKYm`-bKA|+fYRo^4fwAv_qC9QkC$>th~!RwXgX>cjG2%S>CgrBiY*$>G*7)+x( zb$w?77nDGN0&ahC3LCfH7`;#s({2#xq8N_FN1l>+#{;ff2M?Zec*}KFqiqx>2s0Nm zH}QiuJ)C*=@iVx*c(xb|aXH2d9mw^e7+$zXtmbp?G2>n){4#@V?*6>z=0(-xYQTM( z4!AKK3S;~F5LzLA3&zi^BgqrkH}J0S*>Knq+mjHDmMMK>F21Tc<4!EdM5ez>SRX=O zhrLm}7RE}g(vniL{Aqki@`%ZeE*kLorOz#BqE6z2Io7kd? zc*bJmj_GhY&5hf%a(jHfPHJRq#HRjsCMRAs=fo@y9@B4rICv;-d{8}rIvky?tJXqs zk@z0g@V+^Wl(QXo1wWLM9(q$kBOU9`FJ=9?2=$9oY3&DbxrLM$VB!AOn5LFI@%<;f zE*w2weD}$s4)?aN5x#zZ<96&ZI*d^33Eybc_8ev)E$r}qAR%#%lNqn2zRJk4<4Z>J zsx@X*%Y=}h=|{7VXHe=V?F{hEG{xar-b)wGf76FUcg@ylTFY;E^Ui5x#;X7~i#G%t zKcwK!FY1FWG792%&j}D9{2y@Y|M8`WoDT#=$(zN`LwUvhnoA0HL~ONmHS)#qlVvw2NzeXNnvwV$#cr=J zdMRe0B^jdh6>Nj~>o}*eo=E4q@W`U*GViRtf@$GLX-1tCnj}e{N87j3Aaa8pbYwr6&x4E9L}e^cD|V{v<$y8DYxW1#%D*D4C0p>)H4=#L&<=;c8lSB?EET2!Y9Sn zEkxGs`Ws3kWlxWKA_=`?*0)o*Qz?YmvM%YZ^S&(yDo&y< zae|>T;f!O8zJCUmRG{|hXh84F240lS;ge*l7Y%>GSFEi4~dQOM#bJ7u) zW z_PlQYin!uT|H)Xe<3ztW*+JpGetTjF%2A)49@?YrgjGo%xK_@avpML;)d$5lk{w(p)5l4xk=eTO7 zDNBVE9OuKD`8&RP;><71T};Q?O(sxi53J*)6$P#&E-LO*?*RwMOYoM^UAYp$t_My} zEGdLFV?G`wJxTENh=}38F4Cfn_A=S>&oCS+WA@a**B6zl=__NH4DZ^vGcX?jqaw8Q9PABo36RiO~-`y`IiANdu6xm z|3pL$J?@&2{k9}7T-J{Xkga@6^wTl3N3BcZ7o;!G8g^Y2Lp*D`F6ZprbMc|#;0JW| zxst%?Q)8!dES|{y#G9KNHY`iEwSn&Ijuk7PJj6L`wYz-U-`Cav#vyZ4y}fy*qzKVJ zlGavzVdN#(T61KsSxP&vNV(NfZzf>+xpS#~I{;EMfI85GO5|JaPR4qlM5lAtDRx4~ z&{&MPJBovip%lfQ69cRwr3I(wo=UNiC~S_Fvhhy+#A&0e-Urr036q{12utZ$W4WK1 zdDh)(><&OAH#iKatttH09z}J8zprtO{qz=dbtEj{?YNRvda~#7c$_a63H2nkHk>O> zKP+Fl%imY?F`TR8e5n2GvgDs=CErxPwm*_wUwW+g#3(r)?(h~y@L&h9hx_dQg%;;7 zEzb0fxU)XiWcvHA$uDzU6PM@n`weaVRO5xs&(}Uiix)%c9*7;Ow6-AOohj&P0N41M zGPdvcjmK@DDEWm}mGFVVHtg1oOZsy8!N#KG3|XupAd z9yxj4+@F|J2wU(bH>t!qs{5cw3R;Y9#F{iOs_0hbhRmyu6*S^@t3y&;IkXJ$ z)%`gf0AE^6Cy}DE*0j(PW<6B9-l!0F?O@H%c)x{RgzxjyhGUtE{n4k!>*j{u_|&5~ zpDHpnDTUq`=ke`;U&l|$%El`Txk*o0FNJNhc>Wk*a!Mp_k~<02@sRqUl}~?1jXcqh4x@D&1|)InLh4I;Tj;?8z$ojPu8y+TKg&lX znM;!*9u5dC>AB#q!>;)g%{PCIyaW3!+O6z2Nnt+X(Q5iKFOqM^6t!)6@vWLU)Ml} z7NO61YH-Xr$7sm%y={)svI~1Xq5Q}w@qvk{Vc`LGjZv}-`dz*tg(owGYb!n*>!9XE zG}|a-bQ4F|){*aWco5_qc=jcFed5_i@%XXv-`v~Sf>UEe5cv5Q zYh;@4`^aOLk>|_h!a?21o-KZdj*r8VAF0W-C+GY2pD7p|R*sSmzO*Y zQyqmqUNexMY~3@|xftX(TCVQh$LGe+$wk2(7rt-ae(PCVFKq038$Z`o{m4p0^x~7a zorN6>&uQ3NeC-akh7RwC>%7#7PJHo~+>lJf&f3?LuMVczHecL z+%vja^glk2C3O4?!u*p;Cq4WpTlBVgtDf6NB7+B(K0+QLdc8fI%O`l~X2+iV-R@)O zg_s#vZk8uq5APmFTk=o+p=L((!Cpo3ka}W1YTRaD`-d$iR3{U|!ai7W@Wy_fkAFs2 zG9E0)uy?xDmF&y+#kyN|+D?_|7+Jl{!O#k0NCm)1iRM296W-fub1FYtH2C7)Sd!u@ zJPOn@4k?zZfREb986*T6-tcnYr5qG_P~BIQ448&R|UwAfZZ)i)_Y; zgDMa8QmxSaSZ=iEqADzNJijDsa=l2lx|$7yA1lTQ3*~063OZ8mrF(RGqG7aN!#?-d zJDBlAc>TWK!ya1j;5la-_=*ZB?RTN^Zm`@syFHJiTNYSK`P;O-{Z<4`9e;|dD_rq5 zUiv~nAL3*qK2H8-yM)kVdV2pQ{W{tmqBlbEFaxj3G3D9#(L;)hoJ#D>I$p-5%Y1b> z4XK^`gD);)%!iMd+#|bVPwwpM5pbh^>ouHxS?|2Ytj)g_aj+uhJMS{uWT)j9?frCE z#C~+MrS;`mSaz~@g?c}*g`N8IDEb1rFihu~<4F8@?<94x+%c8iM0?+Mb5Fg4qpZaK zv5_f!UA=aqlFnZ1KK_Et=Qm-ueDnwN9f^^KX;Oxp-gVGq$xBa7=aU%8tB&|t(J4^Z zdfRVEE%;pcRR~}I$Hy|m)!EdOjfeW)XkFb$8phSM>&eH^(C{f9uamjq>ipq{`V6_- zjO*>2zH2V0&g>&=n~=_%>HO<#iPB1MTW5pa-g|1iDynB)x$|1RuWodM6mqX4QhcT} z5$Mp1|AsgB4+c;3;n|EG=we1x34RzDk!35#aqc4fG=EH&^>>r4#S1W~Tsl;_-Ejq9J}eqm+w@|?)B&lmNYvY2P!PA6|V=8Q&_{oVeWiS?vBY4#KU905B4;! zr0lm%h-H^hJuB($MTgy6^R#F6YwA>kouw4n*vt*iRW`^ll`gH8xBGO>ALz*LbjN%W zJAqMX8OU;aJS!Ljl;IG@#6#IAn(coGl8308# zW1sb63m3luoO*S~n9CyVLw6*>1YIBq@!Q;q0u=Qq7V{mCL|vh=EQk;ibwq)HfP@lC zT;c!x{ZSCrMZ+Uue^GAol#jq#D=IIx?)UgUNIkYaa?{<$e?I+ACNUR8P@F*Z8@Xkm zNioE_!SbGg&5HmIufs9u0+T=hKokf6pv60iv~h(08RL|U_(Mo)GGt6zoM1RzPZ3-J zj1=+L(d9iG*z%nt4jbvk$QC~(VXs;g-3?TD{<{VEdoj=Z3+P2UJ`XK08j^_Y)J?7X zxr5)(KN^FeC(2dpV5j08`?Fy6ryBTPEiIA1&CJ1Xr_z&hv2V$ac`mbvxnZ!}S$e$<6E54k0 zs%raW^8Kvw(>Qu^sejd%Rzk`m{ir{=ok$HqC5I0Gd#i{RvPepPTvV5?nMUSSQSEv$ zzpzpdl{l$M@rf?|J|RYpmn`!o^=z~;@msm5pm`}?{?A&p=TxqK&p|T*Mx!g7|9pa`|8Nxw1$*7;;vztURM5;KCW^8#cWLlqt~6!GNn&V$FVPvpeA7 z+^Zm?MH);KQ0a46wad@2WnIiJ;ZA)AAxNW{!`AUtes01x`K={_aVM=9AKwX?hv_6q z>L*U(C?42w;2u<`M45Bvy84|W);upREW6VbH3qpSg?v{Fo@k%fM9>C1A0#g4;Dtat zGwBA?0>d&*Oi%Rz1i3w*5I)Clt3&3WT||$6nF$;&-+QddxW&|e!k-F4Gwuq9Z-Pk+ z8?$R#VOnRmeJ(WIMmF3#&N}&xGEWzJFWMHG!!#F{po90#`XCy0zAE|2YM;GqCB-uObDdo@7BMF$B}C+j12H*1J7S7<1|{S3N4stAeOqLV z^z;JVkcuw$&i4)x4*NZ5I7YYFdx;uVA{+u>@(7Mz32SNP4)ctm~+~yC-6^vCLV)cU;(RIB&MP~ zI%5O)!H!>17CEp+f_%b4W$|Gw3oF$6%TDO!u@s}?%x%b&U}LKILslI!QgpFj^3FW3 z+Yz}f`I{^tmj9yCq850=B29JRH3G^y2r791D~q8NjTm9;K}HVD2T7eG@O+$}x|%^r zcbWdg_d1@>h1__D`*esS6aVa>rU^*6VtA>}Pb0={M_e8L{9BTbjNJBG69C zOpwKYSbK{gPRu7W%|aH`>y%MMLhd-;`%)zfxF{v2-qMS<0qZkKYsA?ssPzev{LSuJ zSE!X(6yS+{gb*wo!VmoNvviE~?V5!ZMRHb;M*x`kiyjH1w?j)nK>EF#eS`#<5xwxN zOp=j2c?zWV!28x_&wweBWuneIOR0O{M<)j(qn1f5%hgse-8OHC3Q~I$lwmV05X~M( zenw@A7p>;;WntfL0WcWVt;!o7q6FMO4-(_C(Vr ze6eUpZif=uK%wn(StUF!*T{EG??C}i0K2xLuxN@evAD0OR-3G9czzugnzY3f$WfaS>c_R!rE8WgWwbA zl%Bfs<$fL~eAJ?_7$e4F8t!<-OqJGr%eIRh+h1o4WLnbuaYNAVnL>*6329>GP*&$~ z(nRk^3Z7<^t%li6iLJyRqJrdK9yh)`PG98`ehj_)b|i(9yYov*6lbcK#ZAb$qN(4( zfOolyh0I3gJ%TbT)Lb-;+kI6U#8LSDqnD4+mk*m-G8nZea3)8uxz0B*h!H>vv-yXX zk|Hb+8M?HN%Ho5$kL*Xl!Rf8reY_KJ;m*TGm+Sn2IUw$c>{Jnf%GN%0b%M6 z>?raiuQzU#f7C$-Nxt78`vks6 z;YR7W2|!#C46BVDnEgXlI<0$8*h0nR&in3lpsR6`iTiaIR6|>C`iwR5G~o+0DOYzU z++Aj2B)lUc89SJ;y*6lKWPHSgY2Bs@4Q zhAOO5bjUTrOLgRA2xH#PNXVq%F!?GJDjIOjk;$Rx9Q4k_YH*tR7^^LLUI{L=&kv%Z zXeV6?&@R-v+xfU8gx>neDg~s>|K1zW@f;eI_xCUV3rB?w%SqSQb?*glFLcp#1$J^O zS2NTTR~8?{_oz~L>2swTBZxJ@Bsbtpp`ll$vzXH@eMMc<6E2ch(McfkDxv4rd`#?K zL#0E}tH_FTN*W8IIcGA>X}w+o7rFbzh(Y&?$)qbHV_|Uuy<203+`d9YNIH^AT}bhD zZKo>EN-jN3xu^sVJE_f6ZT8uR$hF~5jV*A{s%k@`pWA=1w~9dLDfDe#6vHB9y~x`O zRfHJ+wqX{QIY9h`%>KiP^TZOT3cSGEv~X@jTLrj>4@Bk>mchcbj*eHC(G%0fQBewt zlB|uD(KKDQ>Z^CgH6Iugk>K#xnBEOz7<4I8(Lb3U5yzU|jJl4vd91#X?cUq%cVLdzg zBzyC5%XHVz?mCUQ%K3%-=@WJ$cY$CG$cBk=$nkdd>4dY zc()G1iSdU9;c+vLUi^0-OSEXGAHir0cj713Rjra_=y=m;H$&th8oHN*!qC&Q|H`r^z{@rp}1h$HQlS_nDEKiMryP-ePku!c2+{HLO)k%yOb&q=t)!%Sv z6Iluz%HEawkfQMzX>NW6B?#CPjR0{pGVmc??W^N3a|nJeaiv_ps5By{X`clh9$Gc^ zKdTc$6A?j+10z&l>*|-54@ao534Jzi+hU7>@Op3VA-&o+AE@P#FoM?Yc*#I-_xVMs zI8_oQ2}7=RrOWKs=3@yi@x130)c7^NUnzuh5?exOXY{>DDos?id=#EZ3&dUPOk-Ok zE&u5Lsib45LZG234^s3!X^&-EJ@Uco#Tq`Dge%i?u~ySuIyNjVuQGNgPyNBd=6^Ib z@kvK?)6suj0kXd7tXim3u=-mGBB~B?$yrI27WADTBz(2s5lcK9COm?t1UU`gE-`7y ze_&k=>#w`df<>!V3tGgL!Gbx5(?yW~Ts{dz`h?)BEUu@kE9=hjQeuiFKDO+Tb1KKa zoY{HqTuY1}B&=a-X3W%|=IpAweA@~xr)+JT`y+wJdqAjH2RkX~LJtcIT9{o;!860Q zz-}JNb}}3?Pt?|r9-E*-X@mN5xY4|e#60yi^~k!Esgh%yQ%@GP{P>QPvM?Vm=EcVd z7pxSD{T23r6iL2gonkfWL)Xe2eFX=Q1%D|NzyK`m6jBK4x4z2ubx;b* z@om2SgSl2>;M;8r2?5MdvTHwVSOav!^ zx_b~|a{ctRve;7mnVh`upp1Pr*G}#;az};((dXi{kBj_Pb8!3I-5elk#IOH35XCRNQAVMK|<8?$Vnh}onNiIvNUSU4(%gk1A>8uU~A0k!fg|(XR^8m}DI~)n1y1C*EpvTvt zQZLh4jjm}JdYxUohzr7KemOERu8@4QxVf~XanteeKQ8Mx4$Q@x9)+7B>_-7+8m4;u zb$7lkSwQ25SGmbU4Z$^F18ru8*baX|?*q+}hhd0Oib=j6mnu{=E+W1{Qk$>gs8uEp zTsmHnl-fysxO}hLRNCtpLL`n%@Y5=*3g-{T6^EpJ`vryF8Ck4B_tvr3kBgY+>7y)A z4Q`z2V~A3fAB3w8qSGRdkiLkneHG>&s&$#2>Uyj@3|81L*f!%9|GL(f8&sDi75C0a zV6Q>S6hOl7@;8a6F~CBZ*cv-IJDM2S{Fk&dw1kCXWo08^Aowq-MZlm%z{bX`LqNc+ zMZnC;^h>a75wNl{{t}G8V@%9U1k4Pq|7|QxtOV=~j08-KoCGY44F5edbF%%1`+v6I znM|C&GZ{JmBbDt}J}Uj91H}U|Lte} zRfX+WJ}V0|0V^}h?>H-m76B(K3jrI$fAnJey<%lz_@&r?WwEgTN@igC<^0u>k?sGc z**OWASlIr<@gGh8OK~v%&SL-7g!4aoaj^d9c3B8mn3)NfS^lFJ=dU&_oWGXPA^4xB zV*h_l^XKX?*ZDMQYY)-($#Ky-53-!OA zf_s)ue4ph215D_RFBI;EutUa#D@4E?)2P9gdNa7aH7PSqy+W4owr@Q;S6VOF+YkSp z*898;_dVnzHu#27;9R1ScK*U=m@4sTu0vk%r`yQ~Bx<#L<8J&GV*>CSXaLG;T-&N-iT+5S&XzUFZG z)bCI1VX!bM7PPh5;PSE}P4k>$&5*ht#2mzT+3-w0wMn(n>j{mRmrnsQpm6y_g z+Tzm3NC*?--5}Z$Ghd9zAZLOl$mj)t2}uB%{r`?l%9!f^O`n!VQd%U6G!)5D<#$*r zZ(5F2?*dH7SIM`uaZ_ut#lLJ`Uk1M@q^8}WJJ*yp{c$=z20cA_U$gU)yXO4)$^H4f zak}mT768!4a|Keays1@P!~cl_^lwdQA6vV*P4(%p1|ml%wrOypAW80Y_l2i(#}GjA z{POuyTk0Gk<_UcP_SsI*4d?VA@BI`<^qZ^V(7s_kRm-b{ztue#6Y3B8G@+n|zvFT9 zJH>jyy7n2A1F|QqnK^Smnw-!AWa^aI*t%&Qo+&>6$7>a@cdjNB>qD;F1e7Eht_H*L zo?It>-2+MRK;uujeFGgz;N~x|*faDqNH$XEBL6F zF$)-3-GErg4-G$j96^`Rh#*j~Q(QaP+}HUKKUkNJG8SF5AF(SI`3YSjblN2bX?0rC zEH2`MOf5k)RQ>+5`b=XF_0*_WuaM&fBMU7TXe31OTbJI4?eM3{_~9h)ZK4ucd-tu} z=B*z62gLg4r+E(vz4Xf8c=t?z>2A625*8T!3NaFTAALo^!Q%d$b9I=W?xvx}svC;% z5~(-T2M2>esDEv<;bOXd8f+RbN(5j!!>l&ArRg~ly3n}6Wx1-e(p6OE>E1*NjlR6R zvQ~3^LQ*O+3JUuE;ZVCFse!>uP}Nk-Q`1uN{aJ8Af+RKi{A5E7!_)3sNY8eu1MT{Wx+bY3 zT-S2qI+Q22G7CNaY`&m^+oIuWEz=p(yTYk6yoiFr!WN11AnbP2nG6fNmO>cqiKCix zJe`p87XuV6E|SIJt2(zbWBBri5|NJ61r75>INLj^fk@3+w(;7wZ5yxc?$@?$+qP}nwr$(J{rhIW-JOY@iO9&vs+(0A z6_I~r-E;0azLO^AjSW()6;2xUTXT(i+?b*pV$nvcg^_JcN5%)mgJyaoC!}Wl+MibZ zY1xJdh9&Y+AC5+lP2$}+RDwyFNSgDc1#%PSCDb7bC-z1I6SB5R=lzkci>brc3QDj= z3s2>#Ht|Js@PJhOybpca;X(zc_cHiEpypZ9D_GNVeHP|rnu>x_!aJcHBG_t-o)T_r z@~IUmUu2NrF!+u7R=CetRKYt|#gN@JRsndzi+{1(^IJi9G(!4JXqqat*|In|SQ6^v zrZ3ae({#3J3`zNhSRKMG{-l0O(HBkIIIonFJUJ96oq9@zY}V^Lq%3l;R}D26Il!T1 z>GJZF2%LWo)AB|v5YR@LHmE0Rm84P3qn1Fuy_Oh?TtQvHswYJX7OIq&dB`-jU{4*> zwf@23kW#DDH%T)o)>Ps|*JS|DG1S@o69Wbfsx5VLJg0Dw$+5W$d%(EXp}#5m>}++- zY2DA((UtW#grlFunQe9C!M6IMHBgMazm^0!(i(uHh^+#zTcsuk!qPWfQP>YUkJE@L}p)8J?1gyK8$FyrCTIKNNd1)s zDk#yKvwh)r=|6HFmyRP7&>QQgWvEF^-dSL-$R#*=WBHJr{59XlrtC!ITWmY z=lkZNs|mUYy4DtiZ5j_<4@p`sY!!dapt?{7D{>XJp*dXXc5ecyeMd9az1-*VIEb$S z-0VFLpZYkOKa(WhXdgIxsTC zi@HFGzXERg)hvJ6@>~XO%td(Y0=gn?6FUvc=n(oG@3;NkgshX(%DYaV66km8P}&wj&bB0CMN+6^Iq8EC47uG)zC2UFkz zkr95!?RN$G%F`Kjh3g8>+k0by=*1k5WQDq_ih$kbZ$+{pjt?0Rd}xkDHWQZ<&ll&g zX<$vEHdS@9-o`sU6V%Eedol%Y}t)@bARdH16*8QM3bjn^I~R zM9qM7;X}n6+P9=Pv=0mZ{>}c)@sD3mj*l<=1NmDDh-@k1dZ4du0X-Qv2{*;3^lQ>> zyE>SIzQUcx9q!+FTB#QGl|1MRr(nc^j$jFPAie-QcK1DU?ITcc z^cTjJp&|Q{QR_YQLIfsxDgI4(;9FfYebzV9mPqX}t}&Cy9qW0i=3bXq&`+VyUk(*J zKj$m!zCYX^fG1@)0GwSS*QCS#A3g!zJvcw?X9q4aIMGWZJjd9OHnCcR>Hy6@XpDO( zYBV_HZ`uqlf7k>pckuZa;OUyFVxq4+b!yq}$y12?947p6h~@?>uY zYj_lF@AVeLWV25g4Iljz_=EFY-Q3M9&a|)E!`4+7#F{Rok(=bzxD=#r#=}Lzjt4y* z^4sKmS;=3mnMLG;(XlvuR?~mNvw0G0j zx27ehV?G=wbJLfsrXGWawm-5x)Eb%Zr7Y5_T&BNUvob#$GdDjg`_n*AgW9*K43o<; zl}=lfxkuhD-ZlQ}VNQ;|wtzM7b_-p+wLQv*M0UO(Y(taI-F z$$Bw37EX1v7zQ7-Te6~^q7`7Y!TmH}$9mF8e7jch90GEXnC)z0K(I-P1^iL4PiU#{^N1qDsm z1>kE8tOYnf2-LosmXw2qCTX6aT_m~q?9V?1RLx)<5^bY4!-c;)9?l*@#@-eN!_(Xq zQ{DeQ7H*nbTjje+i_Kpi1os#Rn zzqLYwpSu{}MjFab@Let#b=jRS2WM{1UY$koA|?+hxj9re&qQuptIYCfxQvSc>+2ty z2QL~b6b*vhNX_TB2V)Fg83Y-_1MBiNg``F8QYW!@VzBWo4=2qXmmIOa#8%R7!X5$4 zaO#q1sF}&o56KTt&?f0dW2nYM)C;)f#>t@*>Zl^8Cdf^YojD}d-h7t?C8cDVDy^+s z0cme=>PU-dM=8Z8W~67jh16ry?Z7o9Vgv5CYhh+k-6$$bj5U>?s4G3~%h9@kRCRxT z9n?ikH@iNHT7sKjuU#F4gx2QAw{TZ@>JH+n`pPqn1MqL^P+6Yr*gp4*vGLo#{fNPJ zB;`o7e$QT=uD94dP8%uQxL;HEYMYjy$OzEK2fYa;Ru2Y`v6wXzp%Fh3Y1!ySRV6ai z59)Ufa9r0-O5oSLPUqLaC9UtLu29A*=KmnJzqFX`Z+?pGL~<6qKa(0;zPqtJ_S7d~ zWq!`vQH#Axif>ZG!5m&U*9!W$vvIUo)KiCu_nGW-zz!TBu9x+IyC?Wc`xst%J%t0J zg#C3bZK;*x9I$Y}BU*uAqsi&)onf=V(FilX+i7>tKZ1inmB%uyIl!mVR}`C z!Zum6N+sp9M&prf=y4dVdF0Ftca%SOq?+g4@udqSDVsyT{Q!!N9bqGQ>ynLFJcQuj zjVar{NLuIdx|Wx>Q1h466StGOTXKwie0l9uoQg$)P~4WBsD~;u%NoJF1@-F6+jlOq znZ1Dc^=?T~r=%>9T6U7X5ESzA0u0&VVazBLmjN89HO-aN+}XGgV56)^QFCeM5hz<> zLx|5@<=_SuC|g*l0Vz^7R=0S0;sPsN0u)&z=l+u?+?*$PV`Ok{qo9Db$x6rQwhdTd81QORP~lciF{p#w!`10_E`n zR$%ZN_eJ6l_dyUsQ!ZqUIdtR#f-{B4Y8IatEqroB5gAhd^8{Uuq1q{~vKoJODcL8$hgB-vq(#zUgV2Q?2R3&w z>sUPNXv%LFNdHbNH+$n0naF_t1sIboc22-~sRs0wEe|pD6iIK>mHG@w2~F;g6f6(y zUKY&AsaTEa@Cle>Ig3e|U>3K(&e(1u2?%DndS%ycs=*p5$pb8VlPhI6rGA5b8!ax9 zZ6I-WBcNrns?dL;F|qoWc|iR)5fZXA6$#Ytsksb==0^l?0ZH-YSOUsjx^#q%cl(Z0 z-8SbSEEHrMcKxdE^$sTV-4}bPSelVIQsw&PKx`3r4lc^i(S$d;YRjTx%iedQMf3GnHCZ&&5G{=SNw$@4w6Dg+eV-?Yz|jf zQ;|pVet$JOkyjhnpI`t52lWuQf7>ap6YJ3t#OqoB>+j!zSD;oCNo!Kg78ptd%Kjz1 zMpj=YfldzvNrr`4@PO8IQHur8ij>`Rs6+;>3C_oBgPwfEr@Tsl4=WeqZw+mz2=pUt zQ5oP?QU511Il2ZpeO0vq`%ZHl9%`g6X;lcq5-^U{b%KO*feRF{mVNd~q7%a={x0>X zb`&eFRSS!(kgAt@)H%*Lgoi!JbH1ZI1v*1_9%^1dnQs&q_=CLXc}fi7a%5w;=`r)r zA)&sxsYA(0-EfIY#Z2mKolJ*mO%WzyhK+)Yca}6+le)piXY*`14WT9&dRzs(U$c=J zMwx@PV9Qcowu$7b<3 zRZ)1 zm1hl6rgtFXfH&cU(AJgYE4b8Cy40@cHr*I_dONd5(vK^neT|;A>G8=L)2Hk6Rn&N^ z-Vjc;o)@8OW`;Vk!rI4zW{K#^>9$B|etI>asR7 z&Hr8SV0ZTqQa?7C&X97WFZwd*P@OCXJeOEZL0DjWk}kL}=x$#P)%;4@bix^#qQcpGsz6e?07$Cx( zx=Pu(QgT>^rt~q1nd#hP$CyF+Ci6H@IPL_baM=D$DUeg6PzIstH`!u7FO6RHp3b%^ zO`OLO_fAjCKk`Z3&*1|RnY{mq(zzl2qt5SvY3&5|!lDK#u*D2wJMiG{`aw6~9D4o# z&-Js?|97tce*jGM{{d?l82^LTu>KDJCxnHS;s2e>$j1IZ#~A-R_J2fJ7}z-28UG*9 zfQ5sV>3>07F1`K(8Z`ZyEoCw}9DA9JdIV3VNi*`3#gZSc9UhJm0|5$-3IjnBb{^u& z-wvrq?7lv03SXd>sTH{|C4@LaXqpu*mqWB@{;PtbRQ(qr&$lCaTs~?Qzw$qT_MZ^pX|}00K~%dW(?BLEb{3f8I0&V1$|M>{xZKo#7SdhQPlD z$8Ww;gncLmkJEvf`;XMu`YFCiN-c>y_7J?Z4Y9Y7_HUb8n9nn6ir&HsAd*G0lMC&) z*+afuZA}k>tY$E1bbq1sB_Hxb+Jx%A)yBu#>5w;5KuVuxdl|J86=;7kz+W4n?W+n- zwknzK;ZL>79RK_K@@v?vO)o+6-WrnPo%3mxE$|Ao9q?KQ_};+aCQEl#;d*`WUZ#?? z&-JG*OP80fA97zzRDfe`J%^;o=$E5xO5ElYkkt^5<-Z0RsJ|iTU_7R$OFdR)~iER1b&oj zG^jdY(?t6pP^nTOlv0TiC9qGsR0Ix)4BBO8ezR;HDnniSW$1n>p$751?)XOvexf)C z+H|?q855|m_EgD6M-Y{FN^0L9K!Q)G>n~Q!t%2GH?DeZ})5w_@{sF%EXkHktAIyUh zLO8onA)I}L5cWYrICP*jWXw;si`%~fw%<2%EdLezPU0tE{6i#(5R>u$nfkvOzMcU7 zIH=#(EdRdubqDP5+NTNZ|DO6&p_d8<|IPGqu=BC8)6$L*sQXm~^AloYgZ^KO|JSr% zr|*b7s^^MJHUl^gd#>ABvg#Nf9m9r@uabSLsU?syg)sZ}mk|?dVM{)0Sx)+zz5miYjki;rI3P@%v#S zL7;DLZOFqXuMHznxCayCk0!20F7IY3Of)Q{925-ti37B2m1qrPW(ZH5ekXtYGTm*2 zLMq=mmA6l_7>&6nJhgTgpdQtH|RBn?JmC@{CFF{InOyMuB02x960?{gquoFqH2wsnl zRURJK@K70z@3cSt6?nhR{+#%Auc|}(oBRk#pZqo!TA}|%U-SND;mqoQ=tWaaajsr= zL>@iU#w^{n-4q`QG6gPUwlU4GL7TpFpbzaSr0yq@su1uiaqfnR#__>F_5`lH-e&;^ zw?Z;)%+j})9(RnZ^LPmOZ-Tr$-{#OTAzpNej!H>l{->awOLK>PWP`n;N~Id!Y0zq8 z)l-L7Q^n7!Bdst)&VOLIlnHxTCmLGN1!EM)c>@8#P$Ah1$ z!fR6vYHMX`xJ8b}q1MN+Er&|4Ooq(;5s5HZdjQE|;Pvh8bnuh~25Xlu?W1A~ z6Ss|1OYY3`dPILj&ueae5jGS+)$c3C76%PU@yYMwb)8GYvXSM@={{kNH|)(F9P0`gHUo^tB;e23xIeLRDF-rF2{8^G=Utnr zDSb;-Qx8(D4~<9|78vz>KGMlGAq_nPU(SgQ%Yys?&Lh97Ikg?uOj)vqP?GCX(6$U7 zD_7G{$67#;j>@oElwcSA8Y)DPk!Pn_Qg!mO*?75lG_(g)X`jeIy)63s;94bShK2Xi zjRAv^Q6p8bm{v>y0~s@S=K51qLEbZETWZm|m{N}ml54@i0R=8DGc(^}@b{^LSc9LT zyWa9Slo?Mh85fI8s586MUX~u@h7=>TJqB6Vg8Lavk7$^v&_d@^gn~aIUOTc~9ryh{ zK*D{!%mB{M4OE;%;Hp5r6JGpyhyzJ-g!N8r`{UO#3c6Uu!)d|tQ)?4QW359KTyO5#_I zix+3-hKwyF=emn%9S-@wQ=FA-rd=z@{D|pAYe=vm*#8iv+66DSSGV`Xq*jHZW3{pR zVRvZj_(qnN=Kbtsk`KW&w9aM8k7ps2G-!QsML=OSq!BhO@pIb8cQ&eLIJNSZ3{lew^p1F{qt(FcrFokTZlgCr51w3)? z0EpnB+Z?G==(qeag#UBBuORHHFp#)39%_l;LWpO|vS~KGMBY(!&Y(@%EHgy0+G@le zgduP!KVyW$f@wlTE8GeCt3EHAU`T3-&_aO6&t0|jN85hqDyY=Meg_uoOt-F{f5KU` z;bEi6>Zg-GQ8ov)$VsWdz*wQ~GvDkkF#Qj10&-Dwr9VM|s8nCyISDN!d0Jq2%~0a3 zkRCC}rY(L71m!PFv<@lA;nDOR${Bapl>p}mqC2XM7@T9?v<_Vv+dMEE2)y+y30`uFoGgn#o6N@3m8v~HT?uav@)x+BW@KE38&fJ)e2ux%@+mZj@bUPDEo zAI!r!*oK=L3}kDVhBy+S`tKRtbi;XKZ?;8q1DWc zeE-$JKl24%?9!=tXAeuQ6$z&ik7}`zXnfK+OQ+C}m{GiPK4o*d#4=*2tiQ6q8Srzi!oXUUq2{JtzV^A^N}dd( zBdQGc6FGHDbia-||f8qhIM8tbL>%J_RCS?YLaI^iYPl&7XYJBy-oVeAQpLztlJk5G8Y;K_im{ z)RVQ(sO)<`a>zVlRkn7_c(D+BY^k-8b${j4_gm^$6{h=al6X(#@Wn z^0>EnH*S~7A>ihdXo@tLp@=Au-xHw-ozX2#+)*uDFKPCwke83gRPD zNCP{etcYWuEXImH>7g^z#xKd8xc-t2=)C=ZMHR-NqNZ3Z!g?4gV_s;W}Uvv$HH7CnK)vH9!od36xyhNt>4okb2Iw@G}5(``*O$b z0>_@7jh0uQOiU~o#~2^Y799Ley3VXO`S#rFhmiDS{ zL@(uSevkH09dQ#~fBjZpw7R23{!U;FahdmS{4H^IyExpwf7_Ag$x%u1xNz6^_HwYi z@hs}7uF3-22bcc#wRm1GMH5zK z>2~*Ispzj7DzCik7*|&rUpm4&Ay`AMh_79}t^)iCj^e>4Eb?~y`?wI`D}v3+7$BzP zGqVF+S)rCR-JT5#5M}Y4DcS_3>+SL6PJN}Pq&N{gAzl1#d#KlF3xt+jCm4;5Xk?69 zIjI*4`F-_n6FH~Z4DIje!>2Gm26hT*Yw>H!G88(C^Py;lK&N_Hc?!7;;t`tj2=jud zv~d$+hPRp-VmC01f!;6_j1kp5NX9cjh6!jw{S!LGYPMx@{5WG%)oh>8s$DwV;ea=P zCq6<`$ULc>c=U;1mFHF9oZME1l<6E{E#wUGC^bisxr1yYUepQ=Ns}@x11i<7AAeOsi_6kPClOcwmP4Y14 zeHQ9c{&CBrQ*j%_KY;MPyw_`^nDhczj(ZO5_j$J+qZekrZ?{6N(9v-luyVfs1t1Fd zJNi7EQ%w&f_00FA7Q22E^5A&I1N!!{?{zQMt}%tNRBf7ao|y1a7K?MfTZ3w6us5Z=scw#R;lc28~f{RI9*bt9X00jT!L+(LMY;uHo> z5}_v;A4=9oZHitKg^VfO^Hvp4JtDb>YYkT&Wba$vrVYH@u0X9ovYl?@Ti|jsKk5qQ zh(Hmo^ie;CSjvCk_jj>3c-ew@$ILLeW9IU#?5evA6-`tyvIqHk*2cF$Jkn;_>V6H`nuc~?_Nw|w^!^~IJ}FajTILA9 zCR;-U%&fFpNL6xV1eSU1Wp-hDO8ZVhb5fij$_TDH`)Ov=4)U!}g8I2&8}Ea3@=WyH zDPc;cwxGnx^oV$6larup@79^)fv0m2jmXo3{oRW#!N?(jzn?w}oxM*LqwIm!Me**j3L)l7+&T6| zZs8NiJ1lb|2i-8nxCyA%=Tu8;4{L>{`L+{V)EkF3x*ucc*bz^)%Ol>Rr<@kU@Q?2L zS|Ad5Y15HfLSUv1;>&PxEzHhe3|=$Z!xK-m4qcyrMS7rCxfUss6X5efs3DK$ zo?sJI1FC|!WxzEOe1k~MAjV_&Z!73?Y?Y8&ucjy07ti%oL?D>Euvuti3E{g3XUH|X zkJsF~1_|hQ;EZ8v8OpOzs1NEfzslk8sLfo*h(TZ%G}_+P3&`}n5RN{S3j$P#$?Uc` za0}Xr2aJgbUU+L5VzP*8zqBh7-YoQN*~G_}RE}z9St_BIHp7=Rs4^j)SCoWz_Q-XeslI=T=d0#1 zoOcz(E$Zl}z%w0)a^nzn8;35>BIq%I)opAi*#N@T%oHY}MHSLd6-2u_P79frT06j{Br zvf}uHDoc)MllXV>+jP62;o_)@A_TEHCxgcGRGgkSzKP}KjRT-zUO0rn73ZN4t)i~z{*s42iHjJHlc;tFvHG2UOg?LoLS zCowI2Hwcvf^kbd?3P-fRP9^<1i~umpu8f#O<7zmJ4N`PXu5jIIgm}5zmJo%s6JJBA znHYG z$V01lyyyGlEcjev)nHfa`9F4O>_{@ERce%wOR}bXOGi%9McSebe(CCDA|X96CWTzk zcw+p$NEwE2CF&Lg5xW+W4&T%BbKy& zVNA2QNHnR$K29SP%Lo$Ws|lH9;6UOWxLR4};HQAe6kwBvVNcfHcVH8%OR%=*$NRTQ z!h)7Rjo8Jgbygn|&Mb!C8bxiUS0=_tCyNKr<-RqgowO{ZG(qRmq78EfhmK(qkP-#) z>{$s?&j=x?2`F<%gc711;5Dvh&sKq!;vEg>h4gCdwMfE@SZUo!f%{0W6`!pDLC$gl z_KNoL#0-9#Wo#2l^kuH|g<&Gy47@cbI`>1w|J1-)A17Nsn+LQ)+$GNb!5^;3^*9_w ziiPMPfFXF+VXbxv=du7A6utEFhuUuu(gX}MhGIo%&~x8k(VUo3Ub!A%`Q zsI0rJ7|)K+8xt24b)-OPPzT~-Q0NXyH4zIyRk4JT5yfW3|S~F&?XHwnu+R(PY(V(GW&P9aNkk zxsYBTT{=UxYcCqM*p#^0cRqCq^=J)w(pl|NWm45LRWLX`Uj3%2P&x z6-^j3sM92Emc@8Z>$;& ztY?lK6wO@^)pB*^3TV!<%lK&oHQLY&6W3qASJF5|@COR1bCK)m;*Q;y8)^-YV>yD^ z&>>$?EJ{d~;v)CR&l<{uqA`KxGoK$z*a(FD{-=h!&Po^*_sQ+~z_gd4%h~N5>?%p4ZxkU_ z1v-TFG3ZK-tBd84q1jW7yWEuU4A2d?@2(;3+J&-;uDn=$wJdm57JjWBpU7R7>Uyce z)eW)gvR`$$-&wdA=9+`@4By1fyGRM+{WSMaDcyU}>&qDU=Ti;&?Lc=7L(Ihx#|y>9 z7|LjtMib|WU0QWN_0YnB4pFVmEugTiBKf?D8Tp_GZ9@JihGm$0GBp@ejQ!rZhqwyj z?Cd*|LBu&3pQl(nTtO?+;OpjH>?8l_58cq83bkUQ1mmpZbg~(SDVHkyDmJTn>*jwf z)-7A+Z(%f69y{;ZGW|4U8~-4kJEp9euyI@qYGIUe|>#&7rH44Ad@O-09BvN7k_Avph4_$_Rlq(#ZhCd#^1hGpr@a=tQ%V$O>2CgGdv2KvPg;tX|T`v6Uq=Qt?H4_U_ ziOe^kYLYN^7Q=jys+WB*usoC@rDIi%M1J{LJ!gn2AltIfg=6 z7++K-V0AQz_j~)*upXawq>RGl{^jjMa`I&Jjumunf`p4juS5^6za2bX7Uv1kX@74@ zEsRWe{kgxRJFd=V+g^A@TkCQfiR8M$A4di=Vhmw`or9afA*1O}LUC4N z*_nvUNvrb*XO9o3!!grItJw!<|=UQ(n&NCl3b@JqVB}ZUdk=DYgQjEmT-V^;+7tuED2ePtem4Bb7Yqa zi9s-Tcw|22^WLdGesh=C>hm)-(4{0Tsw^evls5|DfC77T4V~3pa1Bp*77g3&z#fS+ zxIqQ%Bze45bKFE=X;3m|^jOIBwqz6NtaUMY;d9K&L57UVk_4B|sgzVx1dn*nw#m}; z@bi;v&nE>&*mUoiw7#|Cj$~H$)uX@vs=i7pJLFVGr77#u1=5w4k9J$<`95e83(FBS z(!ATwwUg2~9u`wux#3q@%3N@qfalMqkWN2aXJU!(yprqD2UGf!V-3GO>Ea4ZXs+) zSy;(ARwQaa)^7uEuD9;byQ zQdCQ}$f+~+Ot(3d2KAC#-#T<{dlL~^6BAj`m2=8*sn|l4l}PiHU!`+138AT_6gf)u zuKqaYj-c~#O0C;5_1Wa?W#_l>=4R9s2PwwL;ax^6DS)5xA z%ZHbO&K!sl?JGXigT}W2z#YRL=^uYo$*pBidktR945fIX6L*P#6lqyv*fN^3M&2MR zme>gxBWm4#CDS|@UN`Dh>3UGI!VYe{4qBeDhWR=Z$CPrR5ZeNDv}3evlD3*0>R25< ziY)5U8B0EBJdZh$^Qqc-;Z83!GBj2DAkZ^r4pEIgaUQ;@o%=60Y?o#?_-oX^eok5? z(mmc@dX4PG9uKe!Y9T)KR|Lx~)|;5O_6yBd7Zj;38-7K)2Yz1`d!6UhE??=z>q+QQ zD%Y<@yB8rdsJ#ieJG5^XZ%(ClM2Qrbq$Y|b#7&8}Y4I}63K=vU4A8HJ7I(bU;e zyBy#>Q;sEJIu=AyGKE9J=XbCp24hH$kp9y|fgtr71fSa%ywR%JSG2Xj(B` z)$0b>*^eA(nUITM8w$Y)t#16Sf7A+Jv08y~3?p`emMo1OLl$Wwr+#4Zpy6O)d?|4A zm#grAhG`&m#e4%F42unrOD+e`d%D^d-SW!!TgSw5a;gv3#jveS!-J*iak$dXvbZUt z!9htE8k%Yoow6=kA5_J612VSL4qT_hzffgYMe@pER3>iq2}xM96U`e(x!x^ZaZb{xZFwP`)R&kF6ejKWLDb zRrQ^VjI@g$>*M~K#*<FLo%v3g zsl{(#Etd#o=%})^^#8SerI~Q_FMbcQwM+P}ojYb0N67Z}d63udW)X&f^p`eY`1o)N(ssVNVbSSHwesrt>+ zbY`nK4YqSWS~EZgShm!4#j*|Nt563W>a(?3pbMm6-zG+^(6{wY5kj??zPOuU1gkhv zRESo7!yyE#NPR~T%|QO{^fwFi#zIiVR^ok$uoS8P0)^IM{VA{&YeAE*StEjfNB;>o zTOMAjM(9}*zx~U#>V|`8X2G%n(bvW4gOg{~1?rOpaDKcB)-xscL@y);?ZAp+6S6!& z+yuJIH*3eFvwq&-hSTW`ZHuS^rv#XN_AT`jy zfZR4@KrII0)2xJ;5F$p*EditVO!Bqk=)VPL;+6))iVo{lCsVH(VlEZ?m1xsL_f^B} zZv>{ndYte36Nc)KNSI#@;`!uh0PsY_&xJqR2ly8?mtv$4AQ^}qezFYK(>CA{1PvsY zHCX4*umGbtKoGZY1aLP}FZg_{0SB`+-RuNVfh{ZkXeq-f$Q6N@`=9PVa$xnK(Ln*; zoT+{VNJe4roQjUhjm7Ny@$e=^;<~F70FBUnnk-mj;OdM<95|5|UxWaR0vDrmoTT;t z&>ORbF-Vf3T?M5kW~pSQ3P*HHW2NbV zj6#VMIl#?R?o#qg2u)7hwe?|)fjs^o;Nw_A-yVqrC-qrh)fyR5MG54{^P>+t;1;P9 zto`h;w}|o;tN+-9J;@#9PD{o8L4pFTMp^}aX8>mAs7k=E?}8d77Q@+}l}5wxTV5pC z87vT2EWqR#CuDG~TEJb8jBx7b1d8#-+LOQWB#^?JkDq4)9;*=fmJ(qdR$%>Q-Yc@s zVttm61RGMK{GEN5Cqo(|7jkuL{NeaBlN2h47oV<4Ra6%1sOxWbLI`UQn2a{nr*b9^ z*TskZE-F=%OC<6&CLSyR9-XI)j-8`P4*z7V7lrc3;h5R$S@>!Xd(u&^ym5Mt~lmv#yt1r zyG;9Uqyd11;90)N=VOyXRDB7=5d5bax1=%yiSA-zIFCeEY5uQmb&sN^0)3@`nKARCU%iH3WKgfEgCqQQD=CI{PT$~;k zuJfUkr>GV&Rpd1o))r;MrIMFDSxm;VT# zN1#BewC1x>pZNyU#h@k;Xs^yzN5!%}AJy27pwRxLO$tJ`*OJI`)DuP?SH zpZ|yrIPZe88>4@eD1h*Dinxyjldss&rzl&9qbBK6I>Poe*OvN&4>pUpl1r_CVKjT< z^rim(pvtnnM?n+ilK#%{*ECGfXk@eJRP4(dAO|d|(O8@q(&!ZRzVf#~zBd-@3U|F` z(Xjk}A{Oi&x5lB1k`@p}rF7r(`z_u5d*O!B>3QzP$cdG)n&L^#T)ryTGfDR1>y1b4 z9yF#LcHL4wkrL5~GNLqV#Z~O50x@@IC!c{g9o2wGfDZIBnTVMP!0@(B1;iv?fDS2A z)E^Pwm$3N6E4D;&mKO!~HhvaQY!1P1g?&~|gr%B1xPbTa3GCI*7fpL&Y_`9z1clGcmt4;YJ~dzH#xw zG7OCvxeXW#>;QKsO@-`m{&oHeL2O|lcC=4nOe=E1nnY?MVvDDLDgMV7wST@`A1y)Z zGZCKt*a+w95Z$9@9?f>65b|Kz%Lv4cim7uK)~zBC@+dqi&R-NH>=QD_2kwJ=SyD&v zmfzJJLWqd)vCPCN=+w86;Ld=T6eh zPpU}#W|zzB6}g|Jt^z}k!&3aqKmKXQ)nUf?R|ajrpIb2vVr5V~T=`8?J8wKu%C3yE zMjUo!Hg*l!UF zAO@O#h^5l2DH+%XV^bg^bNC^NSuxro4=+fBN1T=@3A+Kh7EdC3TAIX!NjZeNOhHG? zs@TES$_p0p7J#HFA8~J47U=Eha^3 zg^EJ6%UH1{z*^`Bl1?a6hDBZ|G)h?t>SR({J3Rrgc<9GIfl8-#_~>|%CPk?5VE+NB zMw2c@%Dw^QqI{quhYJjgV?Xn|n{^5;QWg)f(ya_}i2SJPa9Bic%(U0Fu5 znFKs-g4Lsc5=Xl*`M|@HGd%?e1*uz##T~C=HpQyNU)vM0v2@o|lL1h=ZWS0a9vHlr zI177tLaEC5Ly;CdtO01%aUY8pIA7fWZGKw3QK(V8GQL#4kRXGXEoc+9%3(USFKo#9Mpw+QoRO(bHukysdN?N5{xtyf&b2Ul66o?RP zSpiUWpH(jlTu9}g5G$c9TE%#kokBd{BoP)a7YG8#>qKJNRKWDFt1Cl2lQL8YR0x2L zC0s7u0)U2!q%g--&ODn`)yx$Rf&kSI^a31f=ltB#X!dROm08gp{3PnGp?==^PE^HKLU38KuFb- z%2NI&#yC8}uuRAzaV%1Wvmji;*uYwVae*i8RJg{)NLZqQl@WZizujo^1QGv=fHHuO zgi8}o&w%2@%Zt;f{Y^H7B43(EMw~f0x8Nj5hz)r2zwb48y5(zU0*C$`j1~;R{s#e9 z9T&`2>?WjTRgnh-PZp6EhRdx=oM7JPj(|x_gGX63E(iuKUV1WkwA?4aB^4L~$Zrn? zLB*2y?=7u))=;Pj2B)bgE})GGrkGYd@f8(I2m7!jMF79`1oSwctsjDb2zYh)j)H1#*_|r}0Ci0s@!`@a^60_n zpNc`p_U{#Zj+M&!U*H)kDOXgnkthte{oy#+5BPa=aUS~888#+Y(ztq)x|IgEM%Tcc z>MGmnq-P$;k4_$6#_gtz+f8ZLtKV;J&S&?s^WN{C$DXXmob#D&rxW{5N7n5&wyM)o zkJpcvTaSyh+g)jw+tSXL-}+A10;Fo-D}>J<8rMSNi)_1b4>JwdNF(pMwyT{hN*A^J z4M;s{{^P)zbEU2c<0`{x6N57U!G~&0FDRJB{2u;TeH`Dq^Yzmo92vbt1 z4lBww?6>>Fa)%@woa*rK*!Ob6+I;tye|y?ul+-l zLs9jVu-{xSzOTjT6-pCr_(9lM zb?%O3ojPov&wd-J=71-fveeNhCM5JJ=7k*#ZxDFjZeavGnQNd95ptsVEk=f5>`ioM zV8JvgH^`ekB7EMt&q1C7BX>+}sP()Oqje+w?aT@zhI%d3vs#usUiJoQ2h;oYQdHnC zn7j%!1Mr^kNK@OX+-$yApBS%+5G|A2-s~x4lCdyW+K3!#{DkJ-jn_znsz;Z=vfmFk z+UD0=(IgW&+Z5_-xo$rf8?~@0B}KiSn?HfFBvIu(Ew*a|YcEyVP??j`cwsg8IQG0| z(nYUxgI8m^|JJ7=AV2kcYEA48du8&uVMcy(s9ON@?w zBF90<^~Iem8!7cHtw02J<|h3H2se)P@S90jUE>DoTOG@|*~@2Dx2DWxo>(6A&(QF& zrI-yMB1^=)@cmX|?|fnF>}b9^#M6XiZWecMzKYdK`vmRE!%n1Ggq7(DItGe*C42Hc zIKl#4A#Ma(!V%T$(qOBGr=88_f~}r7C-?iggydK!Tr*K{ug4QpKt^}f05@Es~P?J zqi~GEv|c%esm=u&C}?Q@F(C67)=kYpw8`sXeQ#rC$ZEmcMtzdm*~4d__S%yE0x|KU zZ9?{HwYgtPp)P~B;I4X>KPSk==0aht5Uc*Ir8EH@Zw;lc|Bbdp5gM8oveU-Z`tIqgmmy zUqbl4S-u8#kLOb!F`h9_V-dGpGB=e0fwxn)u-gqg9aFV$ong~9!BZy374NIr- zt|uP(mrr@rIZZ?A$bw%BxgjAnrc=8Lk^m4vl|)yUC!!Q60>HgV=3~W()M1a0O_~(V zT3V)Mo_j3GU=So+h{{t?r5*kCpE0Y)zDi$stck-YCU(4X54(_&>8#dA7su71aVc{6 zS428JZ3ddOz8mW@N^CTbZV%y0TXs(72cKh{sjuT@wt}w0D_b2(dR%NL!m^3xStYsVi{JO#Ft`-Tvz;$!-5RSqzg}lA z%Qt>9n|s_6-ovh5skuxuUQn+rV-h^qtqWfQN?y?)u~SvM?xB}oDKs^h_X3-Tho`I4 z9Rr)>T%9xRp0>{J7?(@&s4;wOUP@P(SO@J!sppv~QZ?JyrU<%jc`TP*gR6osYG2&6 z8?#lr{Q}sVzKo?w+8Dj1?G0g6&t?sIhu8J>kPXbm0i`))a%#=XDm~cxaoE9u?a19V z9Sm!PkaUHMFKb*&Q}z96<1J71pfPgy{m6dzU|4O7xlrRt2ruE=EJT`n)w;nPzZ7rh z!ynL}#U@#|9JY(BC~{L)-upXMj{h>?mV)(*Dip)?4Cj7TgFXSRsT3K|A)_0ls3H?6 zg~o*g9KSS$#lh#5W+TS!j(y`)y=?>nrHPh6M291QOiaRwb@QKQ7ETd(p(oOXL1F~A zvA?ZWWS+J%!hUM0oq&`;yo^5V!dSND-wtnbmUQ;^PB%*^23-Z<+EUx@|G<}+lCz;@_SJL&CFF6UKs3C6YXSw{H&OEb4A;tr} zy)~Kq*nKp-0eKc0OT5!Ym-r$UNtd#`soK`fyG=VeBTpwsJ*9X{s=HbEs1I50CwN}} zsm_Kl?ReBkIlYDszfD+26VgzfW!gK7m7WjeC2B|J4o$_x~{KOUpjUSm0E$F&+R#%?YtERx!!=xEdxU)?i=kF76CUHauQqhctTI6(6LJWL-Tgh)Mn{$zWrcU z>#_{=gV#!FmqkhGF$+-|$$*Tho1Vr&;P}-szqqjaC~@lLU1l$F-n-4aA&bqsc{3lX zBlnrL#Ub$P8c&%~-{ewqVp46t=+tZb!+LPfXqr| zm4AK~TAr>v#Ov!!Msdw@Qrd3z==K_m+`z*Wl;z9Gg!yGV7TNx7cA@Y37s0;M?X>c5 zvE^rkG8?(Tr|SjcjLz~xzk}Xm_IC9LIo+u#YL2=VT=Z8z*XM1!0K3Li zW{!V+rQ?~@nQmf#AP>Oc3qI|Np6?Vp2d`3cwZBmqyb(3Z%F3GuFmd_Cx;+NsNCTZH z-q@aZF`Pxyb_$k|OPLd$ z+xJs&)4T2Pl%a@KS(1JH0*o6$3*3_Kq25a5@kqi#f$G+uBNRIbF_YEfr+|3_`WNFj zSFP)MThe9l+@_T<1=T1s>}FNQ^~i%IGfSE8FhGy}7G-s^bX$w|%WVhu%$T;wEFs#%9k({#hNrbuGll^Ko$C zYHazm=V?pZmFalnMz_oX_m$u+j9bYM&#&n2{scdC`kynZaO!23(iV$^*8ZyU{BA!hKI)Bs4FVu#_{wD$B)oCb`AE_qya-a=LnL) zwRpE<*?}8lbK1C`k2mcS1M-y3(~Zl&s3LX&c%2PK+8N|QIteewa>mg66h@QPaq^sP z?DM$IdzpyIX74a?Q+F;g#Hg6x2I0Hj)?~fhOxkH88M-l&P$maxAOh|i9V*u%aG=Rr zUfy0WP-oh>yPS%%rTmyf!SUE`0?V!t)g{)xD(mbd(efV0)H!#*l~7a3{5C=Z={+P% zqyghB>WB**EY$h_2psg`M~FMn2vR22M4C<^SL!pOC2^ZaTiPd~T5_!%*&WOWPIfo# zN_IC|H%iwD-uqdTKp+jR2a7Kr?n?_sz-rXd@vnOLWp-yjc_!rSc7H#1xdXd1`tmpL zajwrhzsI-OCe&IGe|9$b6c>$)R0jV%eYMqkPsR%g?D^%dzQj@Ny)KWaiKn-3C5e!(WAIt*s8n(;!xWr(^$;kX&%T z<)hu?yJET637n^Fouk`biRVD)bKwRU{S)4fr+X(dJOwS8^Gp)a9CI)XW92ULBq)%5FO}qEy*a2~CvqfL`SIwtf!Q$-C zWJi*390pglSyYgqhL4m}((g{0{67DFkEfZz?cb`>Il4JJkD1@8(9ok(*d0ig3jf=+ z`6&{?R!@`RyAsdg>Wr0-5?vUGtL{nD<@FG{&K{X|Ru`9*YpLJqkxe2XJ$sI>lWSJS z2uGI7(1{y7zTWEl!VmjR+*WW&c^B;6R{~5Pi~Ue7q~OzPuTPzVw%0x3maE=%$4>7x zx71$sWzMPR>qijk#^t_#chqZ&)Xjy2;FRtjWYx-!?boK+T*c#Xeigkh`gCvU@MxcB z+vs1#_X%0VThLu6|IT&at80Or)Ej0Uxi`m1Yqeu_jr@dP`dV8|ldPIf1LNJn?!(E| zY0gvE&sMAvwGv+|VO;aC>5Clhwe=8NY8i~pT@^KM{Rh?RvBE+5noQi=NFSx1(yO~^ ziN2+1n4|qW9tf0PccKqyR+q`U@6)vC_0VbSaf`X` zf$!j?#UKM@LT74tvmc-R^!YHvR#bx)mu4;epU34SG!{`wj4k2b?eb8X0_m7r8y?2G znf~0~r$`ED?CZQF6M0z*Ni8oYtLfw}u+(Q>DhK5jp5RzlK8}_mQWdf6Y$fD|3 zaBs4@VJN5w>FM{tbOBlzSq^S9J}@^Xk#$^3peL$4cL>wLJE~Umrd4nz{Ce zO1Y5(Tg%F3Ix`oK2A+_anaN`Q(sTG8&w_fa$=W_jmX1t&z$DJ#UZ!{W%?<+V+la&D z=5krwC2ljcoOavST)SCrMhZq&m!{Beve&#(xxJTDV@8^KxDK&g!iSyr}u z!~M#V13`mS)6=%%Tz1GbHs8;yrD6(AQSo_Pye}%shQxTgR!rhoVtzLz>7^!8SRe2z zbLQ*}*l!(Z(PVDEGo!J*|Kdy*_`7>+@dzgrQ0eG7JC`j@%5LJ|aeIol^7(Fm4W%fD zir#gi8g7ueYrak;TXYtu3HK~J)pu*2z20|b2>ixe>EA#|KHYn3buryaZcSXoW zSiA=gl4jf+*r#@z^IGa1z#Lq=*y`V4FXq#jr+_uTk2|ShV)-@k}Z)sV_|K}ha)B(~~XOK_KD_|Zm z>k=lz7Boe;iM+}Js6HV$F_11jWshaP9hZ5dpaNwk9KFhPpc8R03xubWp|ToGsy*76 z9yhl(6x~<}_Sh&XSq}@ht-g9sJP3a`F~m>O(}b&-vGDU)rM1(SCBJ_+)YJ8(ebOXx ziT^eRUXl|7`$;Fj<35b|1-cR%Hho2 z$l9_N|2i1dVj?o3MGQ0zU^^jPc#Nmum_@NMF^YPtMEBeNVmS#u(Dl6Hl{lJQEIaAT z9e9(7;o3cBRR>ZprSc1YJa7gJp8Q8!JyP0GU?n1qiJ3LK(_|KNJJe&v`tw?#GB-zK zdGJ$RIsgW4*8yka9<}1F?UtpNDebt;62^sxd7c>0RN?jobkl&Na&<1-)n!#`UF-41 zbn11-zD0aZKHG=cXOwbut~Eyr9QyV#@2R$UTm|3>Y5t!=3f~@J+Wgk_`bNRXL!hLFG%CU{VdU{Wk zg<8=tlM}nE(dO){Iam)YT*{SQdkmKOW7_f>W;~HK>xBQ^+d4P?exqf_Z{uNL?l;^0 z#NG$b`|C9W70c75_Hc8TAvPLg{INS${|9)w0jKx>Alxwjf01dJm{|W$e7#P*jO8!` zOvoEwNb1sv{+vJ;Q~*;+yr`e~CNM{9A{N#L#Vk=<-8H0A`G4&H9yuNfIo$YNuR*N#PGqpl|Ey5 z9rGdK^wM-cePu4d&5B|Ewa~ibn9N7X)VcnfN9A_aeU5J{V(^Qdqb1C?^6LzBSU5_o z7H(xJu#8rQo@r99ivQ;KDGOcj(W1NkYHE-1XzzS`8%(*|5$gC4{lAR6Oh76`&|O10 zqFnCi3kW@B$NK+h7R&!vvluxz*f{<-#)pOF|6>17dwF;(t2FwpbhIVS?rsPRk?&YE z#>+x*6S5QwBejNG10sP)Km-slfoOo>5M1sf$@haQxDS>em4`bcErZD04=X4PgU&19 z$Sa&xoS%m`2{`V(W#7UPjxWufz5TxLNapy|D5;cP?!qx5h7iwB@Y*Wc?ww~_A%(Z2 zm87gdS6-Uh;;=_hl<-gDRp_=3zbd=Sz$oY~gV*LMvAYdCi&YLrSmPsr;^cb$L~_o3 zkG=pc?BhoSHd4$|wDGMVRY(fGf;S zc7{ZyHJ2?JFJCqK?7*_Rbit3xkx#luQ@oobdcnSX+KexmF`52rpUnuGCdm_9B2%7t z7rD(r{I~DNc6l}n^JKQ7dv91vN@ zP-j_ye-L9#)O10p#1CWfGOCF>gQ!531hE_#%mAswFVhnp)Z8sz10c7dESp7Q;hSh9)owcM3p@b-5ds|&)VS3Ya^t?YZkJE9 zz%%X1pL6mR5_Kn>CEkw}O>dSNoIp1y`}{Phi$A{bZ65M z<2P)R9qQ0(c(Ri3O)!IQf+D-%jF;@ZXc3JX!7EM!{?aX9rJoqsb3K?%H;XKXEau@ToJz#h?(ugUo-k$hy`A0eI%LM1s&g;F~JR~Dc<=ZIue&~`y~et*Esapx>v5SoIb z2<=K)-*x~7*b$1m^pFf6Y zzX~`%DL3bd&-=sjvgl+2PWzJ%=9^~r*_+7^g~OhENs!XG9aj$S*KrP4&4+R$L?Mwr zfd92FZF>ats$~8xqA|+&DJWqHYsynw+zhlF&*VwJ%82dl1YuP^3Zv>+(3)v_u)O-f zmpRE5vrpL^n<)yyQ4&9C4wI&T6V`BB!7+rSIhi4D14O5i-3>Nh`R-26Dex!Wnb61> zr5&)0W>mh-A;&IHw*RkLyg#zLN#^rf0-oC=!e}f&&UFVr65O=@$<+T`Xyg$;mY=05z)w=`0rtYL?@_e_+RZLV4@qxLKmVil>>bOkCTl59 zgAq^k1HD9D@L#oS@Qg4j#ZSZVg^24M06oMOn`Y{C$l#4z*t(d{GbT+5UC-&&6L5xYge1 z0F4?dFeQ8`yFdYW{|C4S|DRNi5+!u8&)3n~yBn_8OWMb)r^YvfTzt7X0b{>ZR&4tf z@?}vR{i#T{UD>*vmi-+h>RmwhlqWN-q60E}#iOfz%k&?xRSNuT(d#1$t||fnJ}4y)TJcxXTGRMHe?J-viu9^0R*h@gMu_b?pkoFO|+^ zst*Kr2gBZB`5<`Tp*Y%7a^j;wdQ+oXRGu?0`*QU5`R}K`dHO2|lmZq2!vq3mKcX0L zY65WI&gw>H-Nxn)&gLZ_XYcpm`p~*|adH|oH*j^6t>T@u3*gTjVRC?l(1rNN1mft_ zIPe*ue@J7&&EA4-Q{Hy$t1*oN@K>K$c_QHf{!z9oNF*GK@Uy!n6zXB?DQx-*Lj7lW z0kFLxDNq}%P5gpJ^3E9kRiq)^j3e{+{?=R~KS>+$wfTg02y<;0x?V%;Lvfo&)&x~O z<5$LFyl;th>OuM^AnCKY?DnfGLvm!H8_y2c9pSi51?~ZE?9TX3o8E`YIL`v^!Pqw; z1<+L??OQK)u`BNQXfkziO(sbF{+fMc*Jm`uXC&*SQCIzuDZjkY+jZ zt57^_rd#M&Y+DfmpH@Ose-)qjyS;K5T350KSOvg+!PuM={bf$q1E8g-IsUb;@-NV_ zf$#F9Xk?|`gl)kPlv}VM3E~b6CnS&b0JmE9Gl-T0{sI||$PF!b!*df9ZVPxjLc?yb z+7Z0w8C%`;rIKtNyopOuZZInvh-M#W7U+0>&mNn}n%LcDn`}^&k?U9kSOeeO~a}Yndt%7}Yw@-i{oqyy%**3v+8~)Yw@VV&*ytWGt zvFBae)w@R?fC<4`)|eC5*pvRMJ<^>&l(0Q8%>6AA4iC~Q4IsOM-uB94_1Y0mEAaL` z#Ojf1D*4$-N=d#8HBUlX%A7BAyJ?@~jbLBSv)#Qc+2cq2(@gyoIQ0)EB`=+Me{Q>) zaW@c>MTi)ondI<=q;#myU1`QSdQi^ft`);6p8N*spa=#d0rHV-38$pvQaL|~bJ2g& zMuRu0I35f~7Su;t-gemet^xp$sEqt765m~iJ9+vu1OdwW!5>AE61hnLTfPIp+H=Tid+C*jOt_7e+!UTfjK`Qc_E4u3(4tfb7Qa3iow^_iVV z{=UKK?D0GQgLeN{xF?p179~1BiwhW23P2*hK`J2HE}GJR#h-*&zE-CO(dxi+ zw_-G>^82x*uX#*wbE+<*3t7A(sn?6d*qPuQp!b@k^?tzHrOQkRc#Pt5GOg&b2k^3+ z6&HmACf~8T^_@2y&BGIp+}OF7 zx}<{kq}qdkt38BIb+LAlTLrFX7yGjdzCV~wE+j4=2-Xg$wAc+ov? zl0cRz)www;ur@I(1y{yBG(&M9=SL+DltepzrNt#AbKMB|q4^0O7b zdD@TZ$NHmhhnWGhs6!oz+UY{2gI=wRmg$G}3Xdt^0q;f}F!gFW%u&RKw)w`QQ=ZR> zCN{le+pi;<@D~Stf$dA5^t6Mu38B*lC3GWPhSX-p$oS8mEE@U&E+&BL;1%2wSqLT* z#tKMY-seEQRT0SWRh3?`l4x-FvpN zKjeL|m{DK28Pw`3&slZbEqHLQ38m42FFRq`R(rZs(Uiy~-~n9`A|{U?$N^LV=uz7% z!1PVdIY4{P9O$&SycwP{*W0PeBfOMCymS5q#yP=Zo$08X-2w0&)4vmMfBFf&SBD3> zeB{-7Zw*lIXT^46gbqmVxwvcV81<>8Lhl0TvZeCBdSwz5E(}rRjxDLL(`hIJQGLh$ zO@zJY;pS?qVYUx$cY|)TBR}>AkqMb8*EhfBmTknB5SYi>4n>IA}`JNAl?hWBwre< z4`(mBMMg9hC`(=%9#W1f{iND9d^2fHPRi)p9k?eCpa1IaV&~NJG2Ez>F zX7OlRT>BlXbGi~qO$=!}D7Z`6<6MbArKIND21iskL2>;pgNwQKOZud+taWx0pSkAm zsvcaKITlI8pZW9i z{LQO4r=!Z#KBdE8TV^Hkv)|1J{P}vhS>kR}lWk?LGW(wV>lRwi%k7VI)~`;W{*W`Ue8XW<#L=1H|2u-N+rRPvCu-qwAP1p zDi!9f651Ve&N3;fwziV4B2q1DI>!^^ElC`=NBc!>uv4$N$ajB|`tXs^!LLL$hi95OpNjC?DmSZ&VoS|Ms*_Du} z6&5^zqPYUBF*do|ur*Drruf$CdxixXDYNq%u^TE&Q@olgA=$)>5gt*z57cuc+S7*j z<%N%1+-qbOu%wVr)=XRT_FXegMnWEEnq4r|R19FBk1xij^vJNyFV)&lExAzE^Kn~M(std2c42QGKN86WVQ9|q-331F-ytnhE^2RZtJ|D z60wn$hqp0|%M1>pPV8+pTP3WV8!@Tk^aj{N#NH9}^|KL~v0N#NGbWYJhTtX|wd0If zFb54PTlI;K;IGN#L76<3<+H-fJgCvSxf>h_9=Z92lVDQ4G-*G)r7TfHtM;+|fU!+` z+M0?d)R5v$*~A&i-irg4PVn>2o zm66}t@q4yu;N7(&GEMOh%W@QNr#39q6%pGVvruv6$*kZ%tPM#fGCh5zMP4Pq+1+9h zPSs=CyAS9F5m9s%GjI0We~LOsHS{^h6gdnv+p3H57ezJ}8>F0eKDuH#^d}K?RBMUB z^rVR_D$u3by9?^3lft~7Sie9hN^`c5EJ4&NkX!%UX;O;14MgjAeyO=zF#OVbl${&0 z>@sq_&q_WB(~jvibj^c8L9Z?fo2@m4h3`pSi1P!mu>Nsa6Jt?fS87IoYQSZUEX-Gy zSY5!nkf!`1+c3V?NjlUxJMy)w%-{b5-(xITm~oTNRNb{CY}`>$-31XYEq8Pm zHG*GGY1_hs55F0$PhfVrYT1HpkhK>nMiBuGz~lle@j545uMaa z;eQpy{1ybOIjcF=7x95*ugtEO^DiBP!c}Q7dGoAhm-b|(W-FfuX}xYh2eiYO-gi11 zou&BX@Iiv(gG~Y!e;}`|RTf9>J=GM9|Dt0xzlk+76cUuzr8YyAtp@*n=1Lp&6*maX zB3sc9)nvQ>ib`*aI;_dv1@>gx`YH6`X@989!lciGvW=wDUNUe<%BC?) zk5&kGGgC0OGKW&gk#hULm0E?15UL*e5@_Yl{VTSz!Wd!QQ8lX~6&_XWio+`TT>o~In?i)Rg=H^m8HNiqXtSK@yEdz;{Mx0;pyO!|c+aE-$t&Z6B3wyL|Rr+n3RT2p?i7yLrz* zX!hPEY&Miyk!jB%4fIkHXD!eJYPzqZ|W#&LK9gp;C?^Fs>mmj-gM^Ay2L$DB^=^xe^9X zg^(eYb+wQRs^-V#QU<8axwZHm7|8u--q$Q8zP7gW?PSNQo{{KtG`m|YI~EZ%zO=IO3R?|9A;IPP@d4sUKeF=Ykl84?z$Pa! z>IP4?G+C-Q9+R5;=M=~xO$De)39mktY(QRoM%1kuAgL2AO6wXMS7$a3(-8&7+sxgj8Yzq?!4UZ#9 zHyMW|jJI?oF%<{Vr}4^aoiu5;GQZBz>dHLKYDu_M(le}%E3-ZlA}5WE(3eFxP{1RaWvI7pMHsYmw?M|y|rzO`ubNZ06kRYxxE9ui9g zJmeqAQKcZfC}31HIYB=)C}wC_8<#gX4@Xd?#B(kWOGw7Fh=QVq+=^2Tjdiy(V9g!Y z#2!PFy2B69=uMgvVbeY_#C~bUA`Hao7TF_zNfUhGNeN|FO%K4xkCNf}Q~p*6uC}&d zguCHERZfNPl)&2cLQHs8v6rm5N`3q80VY2mw4O;iD1lDK#ElLe9T$3>iE+y&M&Bq} zmWrNnO_ua4SvObSDqVF&;~L-4k3F7qzfFm?GnM|ZCK;o=thhhWCI=`?nllbBDE>_| z1t!>`sU8T`F?kASSFHX7B^*ADt*n2qsrY_nw1bTX=$J&QrP{CoiRsJED3tl`ugK-bYr_|q*6~5e=L$@qOIVbbw z&t-51GI!+e9T|~XaxeRiW7teHp(#S@$Q)JRwW!J-2{FoKmEJ7w+I?03G$%wiOqpZS zmSvd-ed0&HUC=)xS`n!yM@($eNfs7duKi>QG=&LHtX-gFb?~1xW!W8-jWFq0aR+1T zm8r|yCl~&bZ9--K2DmN}dS>kor0-SLrS8~2CwXwy9kzJ0?~VEGmwjOVYNii^XO`|% z|7rYn{sbdh^BD6)cqEl`Z|HxS9>LTOdf*k*)%VfNo&x!*afr5#dYWr_dGQ++H;lTE zxaZ*{2eb+soTbjIXGW^je6UiNxsE^S7#%_t= z%+kwg(`ODd&Q#zolwHm>-&n-i*jfJ7?l8Dw;T@SA$++|aGs+>#>VvHa_8&*^MtSHK zFhB1(!#RQ2L#=W}N;T}!V*H`#0dQxGSUxl}=)>AA>#lWOXl>Tn>dp6-^lY5lMT6Q| zFbsAo_zCc}OZe7lR`=5KSNiTP!`yNT?l}UHJK5pQD79x(cch{_;?f^xy|?9GCUu9s zJwX13_l3OS5Eu%QmzATng?o+QIf!Q?n6WI94U}mV?-cJ;-7M^`{+4PzTlci_sn#v4 zom0ygF9ID-+v$e))#ux&ZVB7ax4l`?+ve@{*8Y^dBH!d;5sm^LIi;8OG>k%JMzPio z{@N9FS#ZA}QC2@7ehX8ZwYn&S*ds5?Y*wGmZ&(WvsFk}cr~(CUGIu06@x9{za8 z>m9Cr!1|`iJ-P)peCqlW#s^Lq!oA+duT%0I()&9d?rCy$`}b<{yJM!T&)jU{uFnB) zO58Zo-ai&d9 z9oJ)vusCE>kcfNo<)Z%=u#{>cHVnt8v{kuR1b_5)VAoxo1aXvC9uMV#F?-9a8H_x+ z;Cl7gHe<|Wg)R*(lJ3y;TOwh8Cj<{?Qhp_N zEB&{x#etUSg=e-TJWZ$rjlAM4t-QaycS^Akr4}TIKF?*FZ*6-N^jx|w0^IS>>p`fk zReAt@*0G2!66>S;xAT`P`tB*e7&Y4}bl?Zl-ILn%gL$LH*yH4+0%yfMY6N0;+gFx;`7^-Kt3W0a2rO&jm`UU1m*aunBK#p-cU~pAeSzv zrEJ)3Mi_S?`%4Mn`VIpYTn!7B%aH}tvju7MG0rC}ZQ$t-y=NwtgK$b9-df=vPAA++ zl!Ne&NEP8<+mh$G|I9N-4{`c&wE)%v2EzJaffq=UL>gpFAh5JJPniV~BZYh_@7VGT&uuBl*-9$Dj?tF3nwGC) zOiS~?gj-7o$?L@q{UTn5XB`EL_oWe7hOV5QlsE3ue1Q08YDJ^ytm}teR5b(&JKeli95LY<59l zU{h)n4kjyxpO2?7ttB8}?D8`Vt&hN8z|ZIC$f!9LjD0?e=;4PmB0eT6{h~#_nmz{nTp| zxI>oT+)>Zh`$KgJY}dyFjrmz)yMUba(Cya92*@cGqW;zD3|haF3KQXi>EfP^oV1*T z#2I}z<7%RR5)Z@_mE3U$G+&Ev0?ohq^zNYcl)WSP&OW1`2;alJ>H&*ngBfwzIqVG| z%Qx~wt)#dGMn2P@$Ujq9YB^K5m}o4%jD0>nYUBb1^&W0dFAy=2Vv+Fh+yz8Lg@x7m zWEKtEg5`$_q82kxOH0j8R#G>A8kmbMJN><0U@%Q5VQDJ6+p??~vK_2Mlq+1C0AeIX zBoU#x^x)ui3@gPtX$?Ht*@yOiPg9PZ49rzs+EFeyH|nICu9eJbqEM6cY_Vi(nOH%@ zaZ8slk}`v*iHV(>3z{dRPB*zpY?9{nXOabKb|ZaHTU&AQa=aWoOWC>csU|XVEpS-r zS^J?_sfqNA1_mRy(Eu2wQ0^kLKNz=V|L|y7Ogppe*>~L*?d-QHA|We%#>E?aVNXazP-+#qmvXoe((!Ro5fV~y z>3&i1adGw1YT+a~oH?GCt&CFols%(TMDcmpI;+~CNmrpgz`TzPmujAsZ)< zQnK?=QWEm9a&pkIGMoRihgM@Z+Y~-R=(4GJO*e*ujetz1=Q~siw0>EPG?kr}ZCcY> zUmU#3%F%d%q|NR@JM1{8QQnFcm3N@?kOu{Q6rbI{6FbiuP$RR=+bzj$mng}_LoQ8W z56dc=_V7SezJz>1Z5i}?FP%V3YFK+mFTvJhv9>~)+YXYXz@9N~_VvsL}*gumVU9stj}`xE$k{05Sk;O}ic ze2$rttMQKEmlk*(wBnY{-ER0fiWA(D$*+;BDnp1oQ@HIe=isFy+UUHOC~yOUfN%sT!8`~i8UX?f6tN&9 zC?pCc5g;L9gd|!AKpok|Myuy`ZHR&O!uP@*+w~f1xaxc3lYoeHI@^7j>$Ro+8-2ZHp>{*g%!o+n;1);ovaHD_TBtICe#SB}z;DFstq27;i32lqaZWC( z=`uh8V2%c2a2(BwH-Dg-7OWr7OkSK_mtcV~{!pw9JNpcn>3P{dT za?U{zMG*l}f&_^I5(JS9l5sQs?Gm|l1=)R?wG3d)$5$5-e#Z_EyhivQk=O7t8il;Vk1%d01R^*6(-jun$mCcap zUilc!=dl&ta4o)q#zs2$=mD)hnOuV4uul1d*C8Z{_ESF}m}-~ahf4@Z%&t43f=N(^ zaOdC$uJ`S|-Bet`AtA|1;k_PT>x)WWg`6Zwx07fa7#OEpCM4nP=`3Kb*|Oi~4Kcmz z?PGkgL0gs4GSl(pLnGuD2fuC$wtTA>C1YOEa^L3Ok<%%kUsAlUG{JDcXDH5>TE7k* zIN3wbnE3L@NDXxXslLvb+z3T+CQ9j%(%u-=nAT`7ob(puvL1BYan7T;zo)0EzbPy0 zz~hTZ_S<<~A2+;_{(;VgtW$&SmFF$*mX~c@Tj$zNTGmZtkJamw(_f`RLGdx)nmZE!v)fN^JSuhw-O+uC@;UyM=F4jx={{i_%r;Lpj|<}A{i@*s@AImO!FKx0POqt?&gpnuE{_9s`A z3ejHSKdQ<_V}SK1v$TvWT)d8EuDicDCDBM{I{#;ANi}_HGej6afA(7fb6k4g8E z@(mFh{@MUrLNUti1JydZ?Xk3!##T<&RBFXOp?OGTO4!;cDZxwG)zmzV zJr!ey`I_B&A5HZ1-mNJ;{2yQ0@itEremtQy9Df!*_xV<(evwf`?mPKoh9CJaQV`0W z3Vw~p&G6t=Lq5&rBTxrv^|5z@@2}zwhvTnG29c0>&EjPfo(X<)a*NVfDK{fzse-MD z@!jV82uU>SCkZ?hJ092Z1v0$zVNzkUw#L=LY7FtAd7(jaPn216NRB>|`f)wLC5p$1 zi|#>516dL!qY@k&-OM~Bf1jB%)L1iYCN$$*P&MhYW_p4o9*gADriPji3}3Ifqk_M~Y(-T~Pi(iO^!hTA62@XI5RY9LuM5&cZi(#`r%!etG7?q=(q$JSm~ zZ(fSTb0+bZxNR-9x*44$co=;_BCvyKE0eVU`yNw3XT*u1Cyco>LIyufMNU3eU^DX- zzj$s(){N`Y!?O<}8&u}^-^vDa{IGp^=kRjh$rE!|3mMBCtTibE+x;0m$^eGN0x3luB zE-zI>Wb$drPdX5Ns=^b`?V}ri60!5{=8ms@F7}H27)M}yM_)(%Km>jMc814UYpx@{ zw~f08w2#Y@UX9Dm*sLWyZJx!H$#!vL_PLu@X0%3djsE?89eUrXC5F}L^pq1p-|c5a zl+4(?cU0W-))G%%=ZU}05m2>h6GT%(JRIObIX0&XTxEV-~Lhp=r*%Ra}=(=FzA=xnL z3=5V{tyR`l&ypH4B ztbH>+(X3jbc)qt-W$Ai_7>SO)kmQ_6q+4-bQ&kK{bQ?u$LqXb z)0Qtw?7e=cWW_({Iii%ex8^BT5WTBmTYKAV^4SR<=4!|Kb|}< zR^hi!CtWO_7JHphMpwTHCCEaiBFCi{NNxBQvcyEU*8TM~gOi8fKyA~4g`boZo+z-L5bsox2%FKdSSQmZ+S0b_E9Cfx@GVk1DCTtmD z`87W%55%_d?ES;r1gx>N;RG3Os@&ezcgW|QqGY^{vq)$fRGzj4(>mfc4CVVWD`sT~ zojo!AUNwT*`D;D;=mSXgVR(}hd?&*JPxRRpsjq!i6zK=o|XdYF#=^H0yXjy?Qw5r{|db zq5|c`j&H}f`L)^zSTLWL=swA|pX7Ihu3-fJ`t->3PM9ct$2FJ4+vZ^eOPO5fn(;H2 zUq(N<9r9x_P3IP0@IFh>2S!TzMMeha{?s~}uVjH{$3LwFzsbduLmh3uf5{vkJz;VC zJ!`63h(>0XX%wu#rPLuX+(j(H_o@7r)~h?zDGX(;Rf=*;6snnic0Fif8y?ySdE4ex zHO^O*`W83sI;33uRIum0nMfpxqnrJb?>1jtW2qeSVY|w#6M5zl!|MW3Ufq|ihfK2a zT%+4?L{{Jc`G64pBH>2MklIgL%ae(h*TsV=?`O~5TbHi9R>-3jwoX&2e(?s`!0F2F z3s#C*0xFLZv$Z}77c1nSW2f5vOhvW+$u6scR7ESyBG*YJI91y)r!{Ls|K3UJPRbUA z3X;1E_ZY{?-`vJHr-;93Z~9DxNz;!%VOia|Y3}8hCQrnXHFs5`LgRwUL;ZVlim$Rx zr-|RUWj{hA$ap_*CR8Dfre-E5oKOL6$bRPDlM1@d2BnrWmn4g?v8)E=HJj?|M{!f# zYi80{=>5c0tdR4VJvAuoj(k3qd?x21P0;ltMVF%82rG0sPTnIY?DW%5*>pX>-dq`~ zeoMWYDlM{=O^r#T^J3f^k!A(T%;8BfVO4@7jOsi0a@SoLgGtv|weqq|vm8hYIW^cb zPuF`r)PMf14Vnq{x|K@9OURUy_G%g~jQuQ`rJYIzIY&!p;gOktI+8$ogPp}#lT^HU zS~Ing($wOXbOG_gtMKUb*I!gah*CAP%3=sOP#-U=XFoh2s?NiC_Cd{d*~ zl;6g{O&MwNAniG$OC53S%}n>|jS9Odf->;%60+89jEoIus5skcr2E}Y@=*#~VNV`C z`RSa7YoK7%(HFA9s$4|3LI)-UuBCC(6TJwPA%h>1c|%e3IpW7WW;uz(Atu(83_=N# z8o78j)wv@HX%BA|2FWyd=%-KwD-l0o62B+8WEE&c)*dCE^@yD1$ifAt%Az7XZE5k= z5@|B{GXa|K5!JjcrbW=GIa>bMNd@^U@X@=}R|mYEbl*=+xt=d(`bRkIwCI%95#_J#tIKo81`y%d#X*4W~fv`e{ZJyp#GY#2wVeL1iDT zbFXT31d&|oNbR$xL#sVzrHK94nX%R$=mSlVs^5DMLA}`g8(&Hbd+v;~^PM`HU zl^IU{YL=kI=jeq@aT-k61se1F#43GUxf_JyFYKH%+9?-~zPLT3d2{;OX=A37HRh>@ zPmUPZw75D2xai*$N^EPW^b-z^8xNuHy4O-W;)nWX`Dt-{U}xsF#yRn?!&h@@y|DO6+hEXIJ8G`wl$Nb$lFVSj+Z6jE&hxd z{^%tK^>ZgwKVEWqq<(;}iMs3R6NKLzX~lMlQGFS%7df#`9h3B^;j_m*m6p#jXG{f+ zF;58u%;eadYOKzC5S5+zHqP=ihFDF$&MlJ1m)>AMdF1tp@xU%w+WXOKSgP$zF3!~!e?|!YMqC_ zp6)VX!_)Vx(77-?btI{@y^r!_4PA8FJ72J^OshSD?s4x{>` z#G^dA=Xds=lqHu{?TUJC`mY8`mG^wFJgnRspXqO!^PM>4Uvo#0e={}VS696o;JJCQ zx>n-7DYDl3y{2^3=FQrK-&FPPo9~BJdy|ZO^o3}m9A)da@^{$miau;kMV}^XRc~f_ zddb4Xg26&^J^GwDx%jt``7h?Zof-Mr1Mg6erAF`!?@gW|cD9~$jW971>GPaZFS>AO zGe3PLE0-yk>qft)YV<+x^xKdEt|;_+ylK|sd!B0dHxs;q#ktKc6OBv@9o)rwZ9ceN z-)^MzJjzXf-fYIPJ2~2>xV5*YemdCht zyxd+@77QE@q_Y}7`Ye&9fX8#@%QLI z+qhfszG~hc&dlngpdElk!zG66Z=suDgVfHLc9%gH+ODTXw_{|FF{fy2Fvi`}E+C~A zFzYOGtQafsy!&icxuU_HuBq5WL{pv7q3s4a*;y}zV~N&-jlqK{q->HpX%|fzR(x-n z#7{=CkL^S{St`djx*9jSVyBWv|iENJ2Lt7;jF9EaWRf`e>eR-k6XnTZ>=;E zm}%$p-Dcy6Qj9sW-a)@FE!ZMu)Nq#IftGS{V|@)rX_92a-1npRNlVj}^BUj>wCQIfmjmFm(!y+Z^e8M*<%fSoKQY_ zC2ex~V?*V=>ZyI5iUq9~Z3Wy{3_X(;G#IPI$|8yO>_{$*Y%SFCENTURZ+aCTF~6Z8M!cTDJ84?tt#8+>`YYDe`X26@vyZ1S!!^t&T`$4b+L-vIVBq zFp5X>-YUU=Du;Q2mrR>R8GY*3^&bQ$)3ejiVTuF<%w(Y{;%+RTO3i|G`_!aTb8>Px zj+o9G8Ec(6*6v6z#?$`Vr{Z@W| z?0a~OkOFUavZH8|b!X8JMU0%EM_l5|x}+pOPBK?-za~!~$-z)^!SipEY|J2cD<>m@ zrbrv)GjcENU4`t=L6vQEJZ&N?UL!Y4^S zb(XfRYZ51>ZeJt2Fk})Cv^f@L$gysd?HK!1Xp3R2IB?d>IXs{w%izjNq(aGCKYjPv zfkLTGDK@m}5EX@B!bWR;m36#@z2ok5rbtOfL`Fi~8ey{+#q)w!2kISDP9$|CWlgOuHM437%B--CGe6c7#h}G=k zb=?1a{tWW^hb}~*V>c}J=&~OvFJ@t4Ye>d4iMK=Mgn5w3$Ir%83YKZoG~tx;K~&dR zOYU4u`zg26pWh$w>L+hW-@`3M6DvNNhadtvk)OBnl>-F@)8;%6xyN3(WwI0o~ z)2{EhThG_4Z(EcU)k&HWH#_we@}%PJCGZ2tK6#FuV`>Yacq+ll5Ol{$57mEYyc z@)h>g-?4o9`lR+q!xC*7mP*z(bTw{izQT|GvDP;~n{}xg;jXRkJ$~653RNu&9A~~! zct6oq^SQitv+_mBjj1@bGOH$DuRbo>2osBhrxE>@86U-&Lpt30iJ#LOm?)#3FEBlM z9#XWswK}{BW#Su&#*T>DN%G} zjI1eadii8=s)3W2hg0=*eQJ@1iNp%Q*u6$cZNcFB`l#u1CK<B9vK**3uKSl(UTQl{^Z$TdRI8(Q`i7wcMMpX`}Wym%TwC z^EbbxmC}QV%k$kLy*{ZqKP=~~CfWUV4AKdjK3B~~(^g(FZ<;)jP;Bnvz3|$Cxz{<@ z_r}W(FSNzd#<^}6HOa)yK;d>coniARl_%+iV#_;I&1QoqBAE5xcrcu6NlpSY__lXna4vz$6~gb`$G%)j+MNA18c3P-4cr{*{VXfmezh69};Gq z^3T)ixiCGqWMS(1(|)(IWF^9HNHj?odJy7$JyLK&Y zKW{GYRYsOD~4CM%Hp6t52}KcD9n-;)x6%DChR%6lVd5v3UpO4v#iOha%{wor1j8vE@J1p067ox5{;FxlWds`tpbB zi71{fiU@HEFNqI$*KbJ~q7)8zrk>SXrrF)Ri5bju8MS>L_Gw0(V6xqXNf&+!_X%Eh zYAQ1ywVR0I^L7zzPp)@o5kw|;+^r*_UxX{w(|PVxCX=!R-(%D=mOpvwxQj0%IYkJm z!2VjY#9`jnn5fiWXxv*a%j8dkxM>QO4n>jnVeJAXVUzd4&S{b zujS6$wHJKq%06z22j3cu4@JkXB~ISJkKkgoz&lkwvRtmfkcqQplK3 zp#-xuqyz_eC$c9h&CR{)kRG|Mex+-0_8{HI>uuH0o%NBmSdKv1)(IADBTI1LxJXw) z_>jPWTY+H}tHfZ*WY|YuR`vGudX}n_Nnhe`ddSR7iE)46zKkyu->D`cKX{pRoiNA2 zhv?$+lpxC;m*yz#!?{J&yVC9a;=R3hrej9FuWgk224h+#&T!E04-)uL$3t4l<04+~ z`3^VB!dt1$9Tl?~R2peHTnnE_Pbg0n7tZU)=@mY{KX`?>mcjFf4N2$bST$P$-MNI5 zfqN`dKXo@=n>Rq{V+@sttX@c#&$u|Mvjk0Lh>APq03kh_RM>%^Q3TwIj;Ol(sZ1ybI_*0kS zn6B_uI{tlQ`LQ?QODW6eZc>Tt2pcW_OcE$Fi>gp@R3N{8rK_ZFtS4Y>eJClVbma(x zAC0DSx^Lv&P0IePyrwg~hdTP-!_BUit%b{IzG=84(>o$}rIgd@a-fYzeC212Yb&)U zRPH*wDKQTfGS_?GfS*!kNYEp+(RyNmlG?1iq|C$LbTvA(Z%QG2LXmp-jNpk3`#qrx zI@2EmkgrD>le_ZevkL01(Qz)NuN&cx$%9MIk<`f7`XmH$NxsSJ*0ZfO zCg-->ZYL6F(Ir{!W#^~730O?kEFFZ%lV4st-^0E|N~(`+XjSBmlEHR(blW(us15Qx zhpVouJ)UQaYu?)}oa%_)d)3xum2AEnP$E2B{dTrF78@r<%oVn!;@U3Osl6Y{&d+(V zlj2orR=vxH&PM;rlo8S6h+R2#XGV!A{KY-bBdPX#XVn>{FKh6bV&z9<5Auwx`efqVkyG2Zwti zepFA`9YXXt_!YouF%!I>y$PnWwMwjn+YHP zLYv3! zlq2nwe7&D%de#%Yy>kCr-m0@q=~}TKatXAnq;R$P<;38IpKdwHN32$)aOIWr9}0qP2G;Dst_bGT6Vo!CuG{#FU?czH`q+C;>)Z5eRuRn(wMK+6N&(jb)9k& z{i)ew&n%E%oQa*hkSM}#YgXT`xVZUafO2=I#z(7Y%IdVMx`y?}q+W*Uz#-G+wN9^}RLiu!JTieIl9-90wYE2s3h z?#`!?8TWfJ4k72CI81h){hVPXkEW@1HaJLQUou)}ACpnli7^W(h2*QYy>?AL(7x?7 zPN&uxpQad?`O^HwfpR=>Ddj|%-pNu%ZFg!G9cfi9V@6I_|Lx9mk@6QGZFTBzOc>WI206tcq9HtHoAF2ST-1m+ohkI6kMk zviGbyzjr$alW60rDB!NV)tzP)-ov&=X|)SoshfH!d>!>^X|?_C^EROYcb&?eh?y5f zz0Br|`PbIlJEYoLvN8?$o(aw5yYk2JpU-GpSAKc;C@{Muy3TR%K$$x(WolU$7TN#C z+}Ag(9HJmRg}TF&n9qPt`&mJa?RA{eUOKO+MHhcVq-!sJUMypj_dRbN+l>WFrs(ab zBAcsWKSW|Cn@ekdRyHjfT;w&k|1haHf3Un&${)Klx6}PJ*?Od7xzu@9ru^X6!*U}A zJI`0&gO$de`lX)l9WT)Fb^QD!@0(ebtIr*x<6k`(-lR?L9k^Q(@+8!vGcYQwMsGB0 z#X9SqXj|T9yLw+@Mz`6i*nb++i@8(XzH-+k_CyW!ESq7CSWKKj@s#FpfL2Sy)KpF2 ziYhd;_rX!oDmfs9!+dJd9(HuIYGP`F?$DD>EPId>CK~;8&SCNYPVvn|@!9-P3%-ig zflj~GoW-)K(sFRuWFd&Bd|4LnGE?KbXyv zlI2KU^RjDd)c(T?TWCnqGtuM8*O!M^##(gW)->)di3TuyZ_eK;&TOiB+YI?MHq-Ny zk>9>9l$iuQ1&ad2y*{*D~;paqHXMxQ|O(Flve z!*L>~J`~1G=k$-fZ?~sKiqwpA8i;&U>0 zFd$3G{|Zr|H(P}M<{O3`(ezJrFW-L1KyFg{P;c)sCO~t9J8difo7yIA%+Rw8kq!Z7kusytr>1&v` z)iza)gGS`E0{oKRyk5zR_l*>CWm0i=Ex~k&YK|*Uo(vPgFqGS9)SYJH5M>^8Usj65 zOckWDc~TFXNIlsf~WrxT|J&JGZ=g(%EB3@^WSDKvwP2-gxc1iH+74Z^haP zaw)#bq$Iu3y^cgR#XE-dC(D=n8JFVoockvtHW?ltc)Z*um(kx2PCuU%!maz7Td*yV zSGm~l^}@<5zHf@|Y5x~pLej0Poas|f`Fe!>w-<;W+h3@RUPA@MAV@}b#U)5gooOT~FGD}%!@T=iS_X+guAoORM=}VAIOrtI< zZOH9zN^~K}R#c9S(L+w({1;U1@(>4aeEhP$H{l+ z%{w&vUasY`H+{)W*Xs|zuxT_%O3f|L^OWvp+~kmqv&l|V*OY@pEZ3KEK400lhPDw5 zw1Vdk^G98r7lc2HXr8Hg$n((aQ{0$6hr8-PYrk)`=8V1m$ZmRRQmyv3+U_m&xG@Y$QzK8DMN1B|g_yJ7VezFRms8N5W3xoOb~hU{M)cU;@{}*UD@U=`9i|%{ z)W+Olm~u1SjTm_=$1uiMRO{vuJ_(5lARlJ!_MLJ3`dnq9u!2K$Qe@35#oy^#*(Xz* z_R<`R@LTvlFVI9+G5t@z4+{Iw?}O4~MCmc|p-={li~^WHUl}m|v6iFhO$stBAKyQ- z3JddUcsp6}Dp|Ohn47qn@LqQ}b^Dc|t#s|rFO6b^Py+B@zi&%e%*)Bd%+|t<(bU4q z#zBN>t-6kh(Z*ba=>}E_rQ{@KVQnMt<6?2$M_I$n$JR{HoJmYn*h|RE-pL->4WpO6 zor9~8mk5)IxudCt5c2w0GA|S3A6eXNMVKHS|$;yq%JM{=Ss+u2$Qv& zo0AYPucxOck0-?A=wii-78DfZMPYa`7;Yp7w=43rnu!;;gDdktw;*ldYUX0&+=ZX!%fjDK#|=`Y)LaOL@_rLNB^ZwfJU&`@kY=21smdxDjUjaM0 zyV(5^uDKbng`I`Hg@cjHvj{D1IA_WxiXjQ`om zzg5fssjmN2*S}Q*|5oPzw66bD*S}Q*|5oPzw61@zy8gjFGVVqOivJq8i~iTZ-@*YI z?Rz4_`v1vPg#Rz|3uzlyCp!~wWO$=t<7Q{U=;q>X@oPGPY~#<_h`?WR|1lfUR=2R^ zy>8=U!H7k^yY_}2BbpIr#27I0syjNmAqyx*b>6EEmX3_juN@(;rS*gb_ykeXQdnsT z2?4Ai7MA)oR{HBuN%Vi81KEMBjh&l?3$LslGP;zuFmp7w_~$GLjTS)vbr$56gdMVY zt)Yo`=i_eSL~y7Ahs~|~2AQFz;oRxLrfkN+@!B~#!(_pxW{jrk#^Ir49-g-hf;_)L zo&nt@mIbbsA4GkhZT1#wd@~20(ly2AKh)ADuzyFj z@{YlO>E-*6Y_NWoQV}a(tFAWvQYwLvsX_kT?Y^V*#!_~-4TsNOF@@|Nau>0bNm{u{ z+;Eff+^YXDOgv_K#V#^s7@x$1ZL6Von5f#6fBB(E5u1-0?{b8H5%0IAp8|L!>0&=V z8lMZ6a^^bT^pPfr+3C{5#y$aJwrPQLk@QYX%8eZ~VG=YCt~+rmH!TVfSecUE`NVas zX+(fz{*!Q0BsuCF^(Q9%2Z~M{veOv-hnG>OZ+zm^k5H>19{MDtADQUP?9iB8L6m_e zE;r?B{m3`|aJ_=yrN&xoF@@)6vkLOaPY&ZDzRnj|rvrq8NY+oXeloe%$Q=J5Ze75z z@r>7L6%(?QRw(|yjThD1kKQ#w)a%5CZEiL9hfw5>ro@wtV_qcCI(D+f*XzQCX(_+k zk?TiATda1@8BHttY058sdC+4Qrm^CDsARwqHJ2G1?6`jZP1}j%I%Plgh`AgGBHR0b20g$ zmt0u7FN?|uRBQTGI0ahTf9#^K z;}ENPCRgs<*`0~FNf4#e39frKc{QR#u z*V6+}b>}!L-|xon5i^6o#u~4=KE?>@-DCcYjHPCNboZ~tK2PhC3F7^ zHzU>D@BgJ*ADv6?z5MQvf;^=QjqsBdWqua@w%uw5@}b{-pe4hPRNEhm8??I*{(N^} zBe#E-_%v;9SLC4L_kfYM^JdR{_G3aTo5(j=)0R0(-Z6!Geq--G7raDXV#w8<5~iZ| zt;L-_lG6@TfLiA6=6#SemHqRC)R6~`z;4;g#ln(;42ATmg2=x={~!TIJ}ef(GX8q& z&p$NMtN!|9bof^qnh&|U^jjJRS?l*SELQOMG~_}K(!u|IU4AqckS2g!mijFpghjp* z{@@XM21Y z+MTagK)|A7Fce(C_;|qtGbaGzj~9{h?8O zg1^Usv=%{}e0=;k?FG%pkJGNuNbzv?%a20+9vhk;gVQ$9{7BpWt?to+DBR=97vtwt_z3*X$QFZ z0C6B~5;q?p4y50}$;StXgAWh~A0Q4sKpaRrz}*KR4&?GUZazR9e1JHR_J^}BKOhd| z+{euah=U&x2R|SVen1@jfH;tT5_i9VIQRi^2ms;`0K_2xh(iDn2hw-qlm+RZank^C z2ms;`_`S>+q|d=|289v?#DVl-IQta@#DVmkxcLBaApIY1K0q9TfH(vJ$3yV<*icCS zj2j2iYvb$}jlzxNSKt17`OqlbIM68EIFKG6ur6*KXcTT7XcQn0G$0N%APzJj4m2PR zG$0N%AP&TMoH{_pKDcRsI1pEH@?ijRU;uGo0C8XdaUf#`+Ft;5jmq1*{7=9stkL z{D3$Bo}&StBNw@F_Y3eG4e%Td@Ei^B9F5HLaE=kcbL5w+0Qmsz3g9^!;5i!LIU3+O zS`cu406a$v0^$I8js|#+Jh6Zi8wTJx2H-hz(;KiZZhwUVc#Z*hjsbX%LFQY(A0rIF za}2<948U^?z;g`1a}2<948U^?!1G^ocAPQ;JjdYJjf@kKw)WdK02Bt`IR@Z42H-gc z;5i21Ir39>xMc=-jzQ-8II#gd#{fLX06fP4JjVb$#{fLXK)C0}uWLa#<%0mn1K>FZ za19Cr@Eim190Twi1MnOJ@Eim190Twi1MnOJ@Eim190Twi1MnOJ@Eim1{MR)PoO%X$ zjsbX%0eFr9c#Z*hjseWiF#yjo0M9W1&oKbcF#yjo0M9W1&yh12w_X7Aa}2<948U^? zz;g`1a}2<948U^?z;g^>evScnjsbX%0eFtVu^YoDfSgA-{Tje?48U^?z;g`1a}2<9 z48U^?z;g`FoE?S2;Mk4Cff$by2f*`R*Gh5D4}j+wfae&1=NN$J7=Y&(faegva|qx$ z1n?XJ%+Dc!=Mcbi2;eyc@Em!r6Q`~qfaegva|qx$1n?XJcn$$PhX9^K0M8+S=MZv# z;rC+>;TVrx@&$Mf0X&BQokt&mn;45WsT?;5h{F90GX$ z>;4u_+XZ<3>%I$aKHTvY1n?XJcn$$PhX9^K0M8+S=Mcbi2;e#LY&32h0M8+S=Mcbi z2;ez{V>hBc(q4Y|0|Iys0X&BQokt&mqA49KtdF*DX2Rc`XF+90GU_0X&BQojAp z0MD@i&#?f{u{d@kSC)`I=l8w|3-BBZ@Ei;991HLq3-BBZ@Ei;991HLq3-BBZ@Ei;9 z91HLq3-BBZ@Ei;991HLq3-BBZ@Ei;991HLq3-BBZ@Ei-6pJM@@V*#FH0iI(4o?`)? zV*#H3dSdf;7q9@&u>jAp0MD@i&#?f{u>jAp0MD@i&#?f{v4HtG7RPuL3JdTY3-BBZ z@Eke+eyc0wN-5HJ{{6f}t~%m8r^<(Pb-zEy$cHr3-^UwB8ge}TzCAuZ0i;d-Ee(y_ zkweD(zo+pdeF;t)(q4W`Lmt_|$%i~g`&(Ji$W>~j5BqIh{$KZn{+@=6RB-l-j6iV8 z$A={TUS>XIXz}}gktc8wL;t=Hb+ z!^FkyACEsHkC!6%J1NLmSY%XWDaii$Of-su?Eg#YcvW32JQ)8`DBfQmd%5mrk1YPG Px8DmcfZ~V$S@8b>uubf* literal 0 HcmV?d00001