From 1ab21654daa4c6678eed7e1b6460fbaf1ea60598 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CXiao?= <2351924249@qq.com> Date: Tue, 27 May 2025 23:31:27 +0800 Subject: [PATCH 1/2] add_notes --- .../QAOAs_advantages/QAOAs_advantages.ipynb | 1242 +++++++++++++++++ example/QAOAs_advantages/image/7_1.png | Bin 0 -> 97534 bytes example/QAOAs_advantages/image/7_2.png | Bin 0 -> 100872 bytes example/QAOAs_advantages/image/7_3.png | Bin 0 -> 29793 bytes example/QAOAs_advantages/image/7_4.png | Bin 0 -> 39063 bytes 5 files changed, 1242 insertions(+) create mode 100644 example/QAOAs_advantages/QAOAs_advantages.ipynb create mode 100644 example/QAOAs_advantages/image/7_1.png create mode 100644 example/QAOAs_advantages/image/7_2.png create mode 100644 example/QAOAs_advantages/image/7_3.png create mode 100644 example/QAOAs_advantages/image/7_4.png diff --git a/example/QAOAs_advantages/QAOAs_advantages.ipynb b/example/QAOAs_advantages/QAOAs_advantages.ipynb new file mode 100644 index 000000000..024b610b3 --- /dev/null +++ b/example/QAOAs_advantages/QAOAs_advantages.ipynb @@ -0,0 +1,1242 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7f3912d7-38a3-491a-a2dd-4c58768437e8", + "metadata": {}, + "source": [ + "【开源实习】QAOA量子优势的衡量\n", + "\n", + "1 任务背景\n", + "\n", + "QAOA是常用的量子近似优化算法,它可以看作是在经典平均场算法上添加量子涨落。而为了衡量QAOA在哪些问题上能展现量子优势,可以使用《Mean-Field Approximate Optimization Algorithm》文中提出的Lyapunov指数(文中式70)进行衡量。用随机SK模型作为例子,用Lyapunov指数来衡量QAOA的量子优势,最终复现FIG.7的四幅图\n", + "\n", + "2 任务需求及实现方案\n", + "\n", + "基于mindquantum的Hamiltonian构造哈密顿量来求解QAOA的基态能量E0。Mean-Field AOA算法的能量和Lyapunov指数只需通过矩阵运算即可得到 最终用matplotlib输出关于时间的函数E(t)即可\n", + "\n", + "3 算法实现及效果\n", + "\n", + "下面基于mindquantum来实现该算法" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "cd9d8d1c-2c28-4b1b-9141-1723ae43d42a", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from scipy.linalg import expm, eigvals\n", + "from mindquantum.core.gates import X\n", + "import matplotlib.pyplot as plt\n", + "from mindquantum import Hamiltonian\n", + "from mindquantum.core.operators import QubitOperator\n", + "from scipy.sparse.linalg import eigsh" + ] + }, + { + "cell_type": "markdown", + "id": "7bbe149f-898b-47c3-a0e4-fd89b86f8672", + "metadata": {}, + "source": [ + "这是两个输出最终结果图的函数\n", + "\n", + "第一个函数输出的是FIG7.3和FIG7.4,横坐标是归一化的时间s,纵坐标是Lyapunov指数,最终输出了Mean-field AOA算法的前三个Lyapunov指数\n", + "\n", + "第二个函数输出的是FIG7.1和FIG7.2,横坐标是归一化的时间,纵坐标是E-E0,QAOA算法的20条蓝线输出的是QAOA算法前第2-21个能量E-E0 红线输出的是Mean-field AOA算法的能量E-E0" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d5915105-3369-4234-b10f-89dcb1881b93", + "metadata": {}, + "outputs": [], + "source": [ + "def draw_graph(lamda_first, lamda_second, lamda_third):\n", + " \"\"\"\n", + " Show the top three lyapunov exponents over time.\n", + "\n", + " Args:\n", + " lamda_first: The largest Lyapunov exponents.\n", + " lamda_second: The second largest Lyapunov exponents.\n", + " lamda_third: The third largest Lyapunov exponents.\n", + " \"\"\"\n", + " x_label = [i / len(lamda_first) for i in range(len(lamda_first))]\n", + " plt.figure(figsize=(8, 8))\n", + " plt.plot(x_label, lamda_first, label=\"first\", color=\"red\")\n", + " plt.plot(x_label, lamda_second, label=\"second\", color=\"gray\")\n", + " plt.plot(x_label, lamda_third, label=\"third\", color=\"gray\")\n", + " plt.xlim(0, 1)\n", + " plt.ylim(0, 1)\n", + " plt.xlabel(\"s\")\n", + " plt.ylabel(\"λ\")\n", + " plt.show()\n", + "\n", + "\n", + "def draw_graph1(eig_all, E_meanfield):\n", + " \"\"\"\n", + " Show the top twenty exact eigen spectrum and the energy returned by the mean-field AOA over time.\n", + "\n", + " Args:\n", + " eig_all: the exact eigen spectrum.\n", + " E_meanfield: the energy returned by the mean-field AOA.\n", + " \"\"\"\n", + " x_label = [i / eig_all.shape[0] for i in range(eig_all.shape[0])]\n", + " plt.figure(figsize=(8, 8))\n", + " for i in range(20):\n", + " plt.plot(x_label, eig_all[:, i + 1], color=\"blue\")\n", + " plt.plot(x_label, E_meanfield, color=\"red\", linestyle=\"--\")\n", + " plt.xlim(0, 1)\n", + " plt.ylim(0, 4)\n", + " plt.xlabel(\"s\")\n", + " plt.ylabel(\"E-E0\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0a6c2fbf-d5bd-4f73-ae62-10d14df62ad6", + "metadata": {}, + "outputs": [], + "source": [ + "class Problem:\n", + " def __init__(self, num_layers, couplings, driver=X):\n", + " self.num_qubits = len(couplings) - 1\n", + " self.num_layers = num_layers\n", + " self.local_fields = couplings[:-1, -1]\n", + " self.couplings = couplings[:-1, :-1]\n", + " self.driver = driver" + ] + }, + { + "cell_type": "markdown", + "id": "7bcc315c-c621-497e-8f7d-eefc63926809", + "metadata": {}, + "source": [ + "这个函数实现了量子涨落矩阵的计算" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bb3e31fa-4975-41d7-818d-a8d78fdcccb8", + "metadata": {}, + "outputs": [], + "source": [ + "def fluctuation_matrix(problem, S, solution, beta, gamma):\n", + " \"\"\"\n", + " Returns the Gaussian fluctuation matrix for a given point along the mean-field trajectories.\n", + "\n", + " Args:\n", + " problem (Problem)\n", + " S (np.ndarray), the initial vector of all spin vectors.\n", + " solution (List), the solution vector.\n", + " beta (List), the vector of QAOA driver parameters.\n", + " gamma (List), the vector of QAOA problem parameters.\n", + "\n", + " Returns:\n", + " matrix, the fluctuation_matrix L.\n", + " \"\"\"\n", + " num_qubits = problem.num_qubits\n", + " local_fields = problem.local_fields\n", + " couplings = problem.couplings\n", + " A = np.zeros((num_qubits, num_qubits), dtype=complex)\n", + " B = np.zeros((num_qubits, num_qubits), dtype=complex)\n", + " t_3 = np.diag(np.concatenate([np.ones(num_qubits), -np.ones(num_qubits)]))\n", + "\n", + " def n_ij_pm(idx, pm):\n", + " return solution[idx] * S[idx, 0] + pm * 1j * S[idx, 1]\n", + "\n", + " for i in range(num_qubits):\n", + " A[i, i] = (\n", + " -beta * S[i, 0] / (1 + solution[i] * S[i, 2])\n", + " - gamma\n", + " * solution[i]\n", + " * magnetization(S, local_fields, couplings, num_qubits)[i]\n", + " )\n", + " for j in range(i + 1, num_qubits):\n", + " A[i, j] = gamma * couplings[i, j] * n_ij_pm(i, 1) * n_ij_pm(j, -1)\n", + " B[i, j] = gamma * couplings[i, j] * n_ij_pm(i, 1) * n_ij_pm(j, 1)\n", + " A += np.conj(A).T\n", + " B += B.T\n", + " top_block = np.hstack((A, B))\n", + " bottom_block = np.hstack((B.conj().T, A.conj()))\n", + " L = t_3 @ np.vstack((top_block, bottom_block))\n", + " return L" + ] + }, + { + "cell_type": "markdown", + "id": "9dce6c07-d77c-47d0-83b0-9c792d38eb1e", + "metadata": {}, + "source": [ + "这个函数利用上面的量子涨落矩阵来计算出lyapunov指数" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f6978af5-a220-4bc4-9e30-5aad170aae1c", + "metadata": {}, + "outputs": [], + "source": [ + "def evolve_fluctuations(problem, t, beta, gamma):\n", + " \"\"\"\n", + " Calculate the evolution of Gaussian fluctuations over time.\n", + "\n", + " Args:\n", + " problem(Problem)\n", + " t (float), the time-step of the considered annealing schedule.\n", + " beta (List), the vector of QAOA driver parameters.\n", + " gamma (List), the vector of QAOA problem parameters.\n", + "\n", + " Returns:\n", + " The Lyapunov exponents characterizing the dynamics of the Gaussian fluctuations.\n", + " \"\"\"\n", + " num_qubits = problem.num_qubits\n", + " local_fields = problem.local_fields\n", + " couplings = problem.couplings\n", + " num_layers = problem.num_layers\n", + " Lyapunov_exponent = np.zeros((num_layers, 2 * num_qubits))\n", + " S = np.zeros((num_layers + 1, num_qubits, 3), dtype=np.float64)\n", + " S[0, :, :] = np.array([[1.0, 0.0, 0.0] for _ in range(num_qubits)])\n", + " S = evolve(S, local_fields, couplings, beta, gamma)\n", + " solutions = mean_field_solution(S[-1, :, :])\n", + " m = np.eye(2 * num_qubits, dtype=np.complex128)\n", + " for k in range(len(gamma)):\n", + " L = fluctuation_matrix(problem, S[k, :, :], solutions, beta[k], gamma[k])\n", + " m = expm(-1j * t * L) @ m\n", + " lyapunov_exponential_eig = eigvals(m @ m.conj().T)\n", + " Lyapunov_exponent[k] = np.sort(np.real(np.log(lyapunov_exponential_eig) / 2))\n", + " return Lyapunov_exponent" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "20fcba55-374b-46fc-8ba3-65ffa1463d92", + "metadata": {}, + "outputs": [], + "source": [ + "def magnetization(S, h, J, num_qubits):\n", + " \"\"\"Returns the magnetization vector belonging to the input 'S'.\"\"\"\n", + " return np.array(h) + np.array(\n", + " [sum(J[i, j] * S[j, 2] for j in range(num_qubits)) for i in range(num_qubits)]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3bea2f31-1705-4d14-b26b-0fd40ff64327", + "metadata": {}, + "outputs": [], + "source": [ + "def V_P(alpha):\n", + " \"\"\"Returns the rotation matrix resulting from the problem Hamiltonian.\"\"\"\n", + " return np.array(\n", + " [\n", + " [np.cos(alpha), -np.sin(alpha), 0],\n", + " [np.sin(alpha), np.cos(alpha), 0],\n", + " [0, 0, 1],\n", + " ]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "391beb94-5f8b-49f5-8a5e-8df3b4d5294c", + "metadata": {}, + "outputs": [], + "source": [ + "def V_D(alpha):\n", + " \"\"\"Returns the rotation matrix resulting from the driver Hamiltonian.\"\"\"\n", + " return np.array(\n", + " [\n", + " [1, 0, 0],\n", + " [0, np.cos(alpha), -np.sin(alpha)],\n", + " [0, np.sin(alpha), np.cos(alpha)],\n", + " ]\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "7475058d-9209-419e-9b62-12c96d8ad2f7", + "metadata": {}, + "source": [ + "这个函数是用来计算在演化过程中的所有量子的状态" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "16c608e7-c129-4f13-a901-749c9ec0369b", + "metadata": {}, + "outputs": [], + "source": [ + "def evolve(S, h, J, beta, gamma):\n", + " \"\"\"\n", + " Returns the full history of the vector of spin vectors.\n", + "\n", + " Args:\n", + " S (np.ndarray), the initial vector of all spin vectors.\n", + " h (list), the vector of local magnetic fields of the problem Hamiltonian.\n", + " J (np.ndarray), The coupling matrix of the problem Hamiltonian.\n", + " beta (List), the vector of QAOA driver parameters.\n", + " gamma (List), the vector of QAOA problem parameters.\n", + "\n", + " Returns:\n", + " the full history of the vector of all spin vectors after a full mean-field AOA evolution.\n", + " \"\"\"\n", + " for k in range(len(beta)):\n", + " current_S = S[k, :, :]\n", + " m = magnetization(current_S, h, J, len(h))\n", + " next_S = []\n", + " for i in range(len(h)):\n", + " theta = -2 * gamma[k] * m[i]\n", + " phi = -2 * beta[k]\n", + " v_P = V_P(theta)\n", + " v_D = V_D(phi)\n", + " new_spin = np.dot(v_D, np.dot(v_P, S[k, i, :]))\n", + " next_S.append(new_spin.tolist())\n", + " S[k + 1, :, :] = next_S\n", + " return S" + ] + }, + { + "cell_type": "markdown", + "id": "bf6421c3-12dd-45c3-9547-057cddc7ac57", + "metadata": {}, + "source": [ + "这个函数是用来计算问题的能量" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3a5d877d-c8e1-4718-903a-96f170c2fad5", + "metadata": {}, + "outputs": [], + "source": [ + "def expectation(S, h, J):\n", + " \"\"\"\n", + " Args:\n", + " S (np.ndarray), a vector of all spin vectors.\n", + " h (list), the vector of local magnetic fields of the problem Hamiltonian.\n", + " J (np.ndarray), The coupling matrix of the problem Hamiltonian.\n", + "\n", + " return:\n", + " result (float), The energy expectation value corresponding to the supplied spin configuration.\n", + " \"\"\"\n", + " S_z = np.array([S[i][2] for i in range(S.shape[0])])\n", + " result = -(\n", + " (np.transpose(h) + 0.5 * np.transpose(S_z) @ J[: len(S), : len(S)]) @ S_z\n", + " )\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "04feaed7-c499-44e5-b464-2922cb491e1a", + "metadata": {}, + "outputs": [], + "source": [ + "def mean_field_solution(S):\n", + " \"\"\"Return the solution bitstring computed from a given vector of spin vectors\"\"\"\n", + " S_z = [s[2] for s in S]\n", + " return np.sign(S_z)" + ] + }, + { + "cell_type": "markdown", + "id": "dfe6966e-1980-4d9a-b39d-c2cfe614875a", + "metadata": {}, + "source": [ + "这个函数是用来计算问题哈密顿量" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "61fd24d9-3b03-4726-a99a-16a6e4af0048", + "metadata": {}, + "outputs": [], + "source": [ + "def problem_hamiltonian(problem):\n", + " \"\"\"Returns the problem Hamiltonian corresponding to 'problem'.\"\"\"\n", + " num_qubits = problem.num_qubits\n", + " local_fields = problem.local_fields\n", + " couplings = problem.couplings\n", + " H = QubitOperator()\n", + " for i in range(num_qubits):\n", + " H += QubitOperator(f\"Z{i}\", coefficient=local_fields[i])\n", + " for i in range(num_qubits):\n", + " for j in range(i + 1, num_qubits):\n", + " H += QubitOperator(f\"Z{i} Z{j}\", coefficient=couplings[i][j])\n", + " return H" + ] + }, + { + "cell_type": "markdown", + "id": "45204ada-d15e-4ed3-8f05-98170b6a1458", + "metadata": {}, + "source": [ + "这个函数是用来计算驱动哈密顿量" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "80981fe1-7678-4a9b-a461-f36e7d6bb4d4", + "metadata": {}, + "outputs": [], + "source": [ + "def driver_hamiltonian(problem):\n", + " \"\"\"Returns the driver Hamiltonian corresponding to 'problem'.\"\"\"\n", + " num_qubits = problem.num_qubits\n", + " H = QubitOperator()\n", + " for i in range(num_qubits):\n", + " H += QubitOperator(f\"X{i}\", coefficient=1)\n", + " return H" + ] + }, + { + "cell_type": "markdown", + "id": "bc3e26f7-7fdd-4068-9b29-eb54e3fac5c2", + "metadata": {}, + "source": [ + "4 输出结果\n", + "\n", + "J矩阵是原论文中的标记为\"easy\"的例子,来实现第一幅图的复现\n", + "\n", + "步骤是:\n", + "\n", + "1.初始化全体旋转量子的坐标为[1,0,0]\n", + "\n", + "2.进行演化迭代,得到每一次迭代返回的量子状态\n", + "\n", + "3.计算问题层能量(包括局域场和耦合矩阵)\n", + "\n", + "4.计算驱动层的能量(只关于量子的x分量和)\n", + "\n", + "5.计算总能量E(t)=-2*(γ(t)*问题层能量+β(t)*驱动层能量) 其中γ(t)是从0到0.5的线性函数 β(t)是从0.5到0的线性函数\n", + "\n", + "横坐标是归一化的时间,纵坐标是E-E0,QAOA算法的20条蓝线输出的是QAOA算法前第2-21个能量E-E0,红线输出的是Mean-field AOA算法的能量E-E0,其中E0始终为QAOA的第一能量" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ce239652-ecd7-4c83-b834-81fc07a124dc", + "metadata": {}, + "outputs": [], + "source": [ + "def fig7_1(t=0.5):\n", + " \"\"\"Use the J in the 'easy' instance\"\"\"\n", + " num_layers = 2000\n", + " J = np.array(\n", + " [\n", + " [\n", + " 0.0,\n", + " 0.42132292,\n", + " -0.25571582,\n", + " -0.16267926,\n", + " -0.77219702,\n", + " 0.06310006,\n", + " 0.03975859,\n", + " 0.14472543,\n", + " 0.52842128,\n", + " 0.2399146,\n", + " -0.5426827,\n", + " ],\n", + " [\n", + " 0.42132292,\n", + " 0.0,\n", + " -0.04705895,\n", + " -0.28587394,\n", + " 0.50008779,\n", + " 0.19371417,\n", + " 0.43070882,\n", + " 0.21708425,\n", + " -0.09432905,\n", + " -0.07647162,\n", + " 0.0410539,\n", + " ],\n", + " [\n", + " -0.25571582,\n", + " -0.04705895,\n", + " 0.0,\n", + " 0.04119337,\n", + " -0.03143317,\n", + " -0.69452537,\n", + " -0.20650927,\n", + " 0.03894435,\n", + " -0.03114271,\n", + " 0.31022423,\n", + " -0.25880392,\n", + " ],\n", + " [\n", + " -0.16267926,\n", + " -0.28587394,\n", + " 0.04119337,\n", + " 0.0,\n", + " 0.46391918,\n", + " -0.46363437,\n", + " -0.02663793,\n", + " 0.05954145,\n", + " -0.35251299,\n", + " -0.13726513,\n", + " -0.07634969,\n", + " ],\n", + " [\n", + " -0.77219702,\n", + " 0.50008779,\n", + " -0.03143317,\n", + " 0.46391918,\n", + " 0.0,\n", + " 0.07847923,\n", + " 0.18372387,\n", + " -0.47860755,\n", + " -0.24819476,\n", + " 0.27132491,\n", + " -0.22750873,\n", + " ],\n", + " [\n", + " 0.06310006,\n", + " 0.19371417,\n", + " -0.69452537,\n", + " -0.46363437,\n", + " 0.07847923,\n", + " 0.0,\n", + " 0.01450035,\n", + " 0.29893034,\n", + " 0.12659777,\n", + " -0.20628129,\n", + " -0.17935806,\n", + " ],\n", + " [\n", + " 0.03975859,\n", + " 0.43070882,\n", + " -0.20650927,\n", + " -0.02663793,\n", + " 0.18372387,\n", + " 0.01450035,\n", + " 0.0,\n", + " 0.51434209,\n", + " -0.13210798,\n", + " 0.28592817,\n", + " 0.1470975,\n", + " ],\n", + " [\n", + " 0.14472543,\n", + " 0.21708425,\n", + " 0.03894435,\n", + " 0.05954145,\n", + " -0.47860755,\n", + " 0.29893034,\n", + " 0.51434209,\n", + " 0.0,\n", + " -0.250012,\n", + " 0.0366756,\n", + " -0.59322573,\n", + " ],\n", + " [\n", + " 0.52842128,\n", + " -0.09432905,\n", + " -0.03114271,\n", + " -0.35251299,\n", + " -0.24819476,\n", + " 0.12659777,\n", + " -0.13210798,\n", + " -0.250012,\n", + " 0.0,\n", + " 0.26835453,\n", + " 0.00088238,\n", + " ],\n", + " [\n", + " 0.2399146,\n", + " -0.07647162,\n", + " 0.31022423,\n", + " -0.13726513,\n", + " 0.27132491,\n", + " -0.20628129,\n", + " 0.28592817,\n", + " 0.0366756,\n", + " 0.26835453,\n", + " 0.0,\n", + " -0.48081058,\n", + " ],\n", + " [\n", + " -0.5426827,\n", + " 0.0410539,\n", + " -0.25880392,\n", + " -0.07634969,\n", + " -0.22750873,\n", + " -0.17935806,\n", + " 0.1470975,\n", + " -0.59322573,\n", + " 0.00088238,\n", + " -0.48081058,\n", + " 0.0,\n", + " ],\n", + " ]\n", + " )\n", + " problem = Problem(num_layers=num_layers, couplings=J)\n", + " local_fields = problem.local_fields\n", + " couplings = J\n", + " num_qubits = problem.num_qubits\n", + " beta = [t * (1 - i / num_layers) for i in range(num_layers)]\n", + " gamma = [t * (i + 1) / num_layers for i in range(num_layers)]\n", + " S = np.zeros((num_layers + 1, num_qubits, 3), dtype=np.float64)\n", + " S[0, :, :] = np.array([[1, 0, 0] for _ in range(num_qubits)])\n", + " S = evolve(S, local_fields, couplings, beta, gamma)\n", + " Ep = [expectation(S[i], local_fields, J) for i in range(num_layers)]\n", + " Ed = [-sum([S[i, j, 0] for j in range(num_qubits)]) for i in range(num_layers)]\n", + " hamiltonian = [\n", + " Hamiltonian(\n", + " -2 * gamma[i] * problem_hamiltonian(problem)\n", + " - 2 * beta[i] * driver_hamiltonian(problem)\n", + " )\n", + " for i in range(len(beta))\n", + " ]\n", + " eig_all = np.zeros((num_layers, 21))\n", + " for i in range(len(gamma)):\n", + " eigenvalues, _ = eigsh(hamiltonian[i].sparse_matrix, k=21, which=\"SA\")\n", + " E0 = eigenvalues[0]\n", + " eig_all[i, 0] = E0\n", + " for j in range(20):\n", + " eig_all[i, j + 1] = eigenvalues[j + 1] - E0\n", + " E0 = eig_all[:, 0]\n", + " E_meanfield = [2 * gamma[i] * Ep[i] + 2 * beta[i] * Ed[i] for i in range(len(Ep))]\n", + " draw_graph1(eig_all, E_meanfield - E0)\n", + "\n", + "\n", + "# t = 0.5\n", + "# fig7_1(t)\n", + "# remove the annotations to present FIG 7.1" + ] + }, + { + "cell_type": "markdown", + "id": "488ae4e1-a8fb-4843-9c2a-b2a67cb0ae29", + "metadata": {}, + "source": [ + "J矩阵是原论文中的标记为\"hard\"的例子,来实现第一幅图的复现\n", + "\n", + "步骤:\n", + "\n", + "1.初始化全体旋转量子的坐标为[1,0,0]\n", + "\n", + "2.进行演化迭代,得到每一次迭代返回的量子状态\n", + "\n", + "3.计算问题层能量(包括局域场和耦合矩阵)\n", + "\n", + "4.计算驱动层的能量(只关于量子的x分量和)\n", + "\n", + "5.计算总能量E(t)=-2*(γ(t)*问题层能量+β(t)*驱动层能量) 其中γ(t)是从0到0.5的线性函数 β(t)是从0.5到0的线性函数\n", + "\n", + "横坐标是归一化的时间,纵坐标是E-E0,QAOA算法的20条蓝线输出的是QAOA算法前第2-21个能量E-E0 红线输出的是Mean-field AOA算法的能量E-E0,其中E0始终为QAOA的第一能量" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "6a23aebc-3962-4387-b205-e307c6908085", + "metadata": {}, + "outputs": [], + "source": [ + "def fig7_2(t=0.5):\n", + " \"\"\"Use the J in the 'hard' instance\"\"\"\n", + " num_layers = 5000\n", + " J = np.array(\n", + " [\n", + " [\n", + " 0.0,\n", + " 0.20437418,\n", + " 0.18668785,\n", + " -0.42714492,\n", + " -0.49929211,\n", + " -0.05025879,\n", + " -0.08892105,\n", + " -0.39034422,\n", + " 0.45183176,\n", + " 0.13354867,\n", + " 0.15657114,\n", + " ],\n", + " [\n", + " 0.20437418,\n", + " 0.0,\n", + " 0.47448795,\n", + " -0.11285034,\n", + " -0.19304397,\n", + " -0.54407782,\n", + " -0.10369845,\n", + " -0.35005243,\n", + " 0.56644052,\n", + " 0.07814467,\n", + " -0.23853172,\n", + " ],\n", + " [\n", + " 0.18668785,\n", + " 0.47448795,\n", + " 0.0,\n", + " 0.09938403,\n", + " -0.66523568,\n", + " -0.19274242,\n", + " -0.08422971,\n", + " 0.16213894,\n", + " -0.03594969,\n", + " 0.05643456,\n", + " 0.03460391,\n", + " ],\n", + " [\n", + " -0.42714492,\n", + " -0.11285034,\n", + " 0.09938403,\n", + " 0.0,\n", + " -0.14651126,\n", + " -0.57655351,\n", + " -0.06858528,\n", + " 0.02506287,\n", + " 0.15807228,\n", + " -0.05411843,\n", + " 0.10554402,\n", + " ],\n", + " [\n", + " -0.49929211,\n", + " -0.19304397,\n", + " -0.66523568,\n", + " -0.14651126,\n", + " 0.0,\n", + " -0.42172937,\n", + " -0.07213464,\n", + " 0.19051599,\n", + " 0.29572682,\n", + " -0.46951685,\n", + " -0.01001654,\n", + " ],\n", + " [\n", + " -0.05025879,\n", + " -0.54407782,\n", + " -0.19274242,\n", + " -0.57655351,\n", + " -0.42172937,\n", + " 0.0,\n", + " 0.22313245,\n", + " -0.11621411,\n", + " -0.58635984,\n", + " -0.24611057,\n", + " -0.32501641,\n", + " ],\n", + " [\n", + " -0.08892105,\n", + " -0.10369845,\n", + " -0.08422971,\n", + " -0.06858528,\n", + " -0.07213464,\n", + " 0.22313245,\n", + " 0.0,\n", + " -0.3046252,\n", + " -0.0152095,\n", + " -0.22280432,\n", + " -0.43076371,\n", + " ],\n", + " [\n", + " -0.39034422,\n", + " -0.35005243,\n", + " 0.16213894,\n", + " 0.02506287,\n", + " 0.19051599,\n", + " -0.11621411,\n", + " -0.3046252,\n", + " 0.0,\n", + " -0.64309655,\n", + " 0.24139295,\n", + " -0.11473274,\n", + " ],\n", + " [\n", + " 0.45183176,\n", + " 0.56644052,\n", + " -0.03594969,\n", + " 0.15807228,\n", + " 0.29572682,\n", + " -0.58635984,\n", + " -0.0152095,\n", + " -0.64309655,\n", + " 0.0,\n", + " -0.09709491,\n", + " -0.39243752,\n", + " ],\n", + " [\n", + " 0.13354867,\n", + " 0.07814467,\n", + " 0.05643456,\n", + " -0.05411843,\n", + " -0.46951685,\n", + " -0.24611057,\n", + " -0.22280432,\n", + " 0.24139295,\n", + " -0.09709491,\n", + " 0.0,\n", + " 0.43852014,\n", + " ],\n", + " [\n", + " 0.15657114,\n", + " -0.23853172,\n", + " 0.03460391,\n", + " 0.10554402,\n", + " -0.01001654,\n", + " -0.32501641,\n", + " -0.43076371,\n", + " -0.11473274,\n", + " -0.39243752,\n", + " 0.43852014,\n", + " 0.0,\n", + " ],\n", + " ]\n", + " )\n", + " problem = Problem(num_layers=num_layers, couplings=J)\n", + " local_fields = problem.local_fields\n", + " couplings = J\n", + " num_qubits = problem.num_qubits\n", + " beta = [t * (1 - i / num_layers) for i in range(num_layers)]\n", + " gamma = [t * (i + 1) / num_layers for i in range(num_layers)]\n", + " S = np.zeros((num_layers + 1, num_qubits, 3), dtype=np.float64)\n", + " S[0, :, :] = np.array([[1.0, 0.0, 0.0] for _ in range(num_qubits)])\n", + " S = evolve(S, local_fields, couplings, beta, gamma)\n", + " Ep = [expectation(S[i], local_fields, J) for i in range(num_layers)]\n", + " Ed = [-sum([S[i, j, 0] for j in range(num_qubits)]) for i in range(num_layers)]\n", + " hamiltonian = [\n", + " Hamiltonian(\n", + " -2 * gamma[i] * problem_hamiltonian(problem)\n", + " - 2 * beta[i] * driver_hamiltonian(problem)\n", + " )\n", + " for i in range(len(beta))\n", + " ]\n", + " eig_all = np.zeros((num_layers, 21))\n", + " for i in range(len(gamma)):\n", + " eigenvalues, _ = eigsh(hamiltonian[i].sparse_matrix, k=21, which=\"SA\")\n", + " E0 = eigenvalues[0]\n", + " eig_all[i, 0] = E0\n", + " for j in range(20):\n", + " eig_all[i, j + 1] = eigenvalues[j + 1] - E0\n", + " E0 = eig_all[:, 0]\n", + " E_meanfield = [2 * gamma[i] * Ep[i] + 2 * beta[i] * Ed[i] for i in range(len(Ep))]\n", + " draw_graph1(eig_all, E_meanfield - E0)\n", + "\n", + "\n", + "# t = 0.5\n", + "# fig7_2(t)\n", + "# remove the annotations to present FIG 7.2" + ] + }, + { + "cell_type": "markdown", + "id": "ae14eb96-c54d-4a3c-9175-9cbd9d046b35", + "metadata": {}, + "source": [ + "J矩阵是原论文中的标记为\"easy\"的例子(同FIG7.1),来实现第三幅图的复现\n", + "\n", + "步骤:\n", + "\n", + "1.初始化全体旋转量子的坐标为[1,0,0]\n", + "\n", + "2.进行演化迭代,得到每一次迭代返回的量子状态\n", + "\n", + "3.用每一次迭代的量子状态计算每一次迭代的lyapunov矩阵\n", + "\n", + "横坐标是归一化的时间s,纵坐标是Lyapunov指数,最终输出了Mean-field AOA算法的前三个Lyapunov指数" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "93c69a0a-4495-49ed-a2d7-679039a8b2a9", + "metadata": {}, + "outputs": [], + "source": [ + "def fig7_3(t=0.5):\n", + " \"\"\"Use the J in the 'easy' instance\"\"\"\n", + " num_layers = 2000\n", + " J = np.array(\n", + " [\n", + " [\n", + " 0.0,\n", + " 0.42132292,\n", + " -0.25571582,\n", + " -0.16267926,\n", + " -0.77219702,\n", + " 0.06310006,\n", + " 0.03975859,\n", + " 0.14472543,\n", + " 0.52842128,\n", + " 0.2399146,\n", + " -0.5426827,\n", + " ],\n", + " [\n", + " 0.42132292,\n", + " 0.0,\n", + " -0.04705895,\n", + " -0.28587394,\n", + " 0.50008779,\n", + " 0.19371417,\n", + " 0.43070882,\n", + " 0.21708425,\n", + " -0.09432905,\n", + " -0.07647162,\n", + " 0.0410539,\n", + " ],\n", + " [\n", + " -0.25571582,\n", + " -0.04705895,\n", + " 0.0,\n", + " 0.04119337,\n", + " -0.03143317,\n", + " -0.69452537,\n", + " -0.20650927,\n", + " 0.03894435,\n", + " -0.03114271,\n", + " 0.31022423,\n", + " -0.25880392,\n", + " ],\n", + " [\n", + " -0.16267926,\n", + " -0.28587394,\n", + " 0.04119337,\n", + " 0.0,\n", + " 0.46391918,\n", + " -0.46363437,\n", + " -0.02663793,\n", + " 0.05954145,\n", + " -0.35251299,\n", + " -0.13726513,\n", + " -0.07634969,\n", + " ],\n", + " [\n", + " -0.77219702,\n", + " 0.50008779,\n", + " -0.03143317,\n", + " 0.46391918,\n", + " 0.0,\n", + " 0.07847923,\n", + " 0.18372387,\n", + " -0.47860755,\n", + " -0.24819476,\n", + " 0.27132491,\n", + " -0.22750873,\n", + " ],\n", + " [\n", + " 0.06310006,\n", + " 0.19371417,\n", + " -0.69452537,\n", + " -0.46363437,\n", + " 0.07847923,\n", + " 0.0,\n", + " 0.01450035,\n", + " 0.29893034,\n", + " 0.12659777,\n", + " -0.20628129,\n", + " -0.17935806,\n", + " ],\n", + " [\n", + " 0.03975859,\n", + " 0.43070882,\n", + " -0.20650927,\n", + " -0.02663793,\n", + " 0.18372387,\n", + " 0.01450035,\n", + " 0.0,\n", + " 0.51434209,\n", + " -0.13210798,\n", + " 0.28592817,\n", + " 0.1470975,\n", + " ],\n", + " [\n", + " 0.14472543,\n", + " 0.21708425,\n", + " 0.03894435,\n", + " 0.05954145,\n", + " -0.47860755,\n", + " 0.29893034,\n", + " 0.51434209,\n", + " 0.0,\n", + " -0.250012,\n", + " 0.0366756,\n", + " -0.59322573,\n", + " ],\n", + " [\n", + " 0.52842128,\n", + " -0.09432905,\n", + " -0.03114271,\n", + " -0.35251299,\n", + " -0.24819476,\n", + " 0.12659777,\n", + " -0.13210798,\n", + " -0.250012,\n", + " 0.0,\n", + " 0.26835453,\n", + " 0.00088238,\n", + " ],\n", + " [\n", + " 0.2399146,\n", + " -0.07647162,\n", + " 0.31022423,\n", + " -0.13726513,\n", + " 0.27132491,\n", + " -0.20628129,\n", + " 0.28592817,\n", + " 0.0366756,\n", + " 0.26835453,\n", + " 0.0,\n", + " -0.48081058,\n", + " ],\n", + " [\n", + " -0.5426827,\n", + " 0.0410539,\n", + " -0.25880392,\n", + " -0.07634969,\n", + " -0.22750873,\n", + " -0.17935806,\n", + " 0.1470975,\n", + " -0.59322573,\n", + " 0.00088238,\n", + " -0.48081058,\n", + " 0.0,\n", + " ],\n", + " ]\n", + " )\n", + " problem = Problem(num_layers=num_layers, couplings=J)\n", + " beta = [t * (1 - i / problem.num_layers) for i in range(problem.num_layers)]\n", + " gamma = [t * (i + 1) / problem.num_layers for i in range(problem.num_layers)]\n", + " lamda = evolve_fluctuations(problem, t, beta, gamma)\n", + " lamda_first = lamda[:, -1]\n", + " lamda_second = lamda[:, -2]\n", + " lamda_third = lamda[:, -3]\n", + " draw_graph(lamda_first, lamda_second, lamda_third)\n", + "\n", + "\n", + "# t = 0.5\n", + "# fig7_3(t)\n", + "# remove the annotations to present FIG 7.3" + ] + }, + { + "cell_type": "markdown", + "id": "32180d90-c76e-4bfd-b43b-76cb568bcbf4", + "metadata": {}, + "source": [ + "J矩阵是原论文中的标记为\"hard\"的例子(同FIG7.2),来实现第四幅图的复现\n", + "\n", + "步骤:\n", + "\n", + "1.初始化全体旋转量子的坐标为[1,0,0]\n", + "\n", + "2.进行演化迭代,得到每一次迭代返回的量子状态\n", + "\n", + "3.用每一次迭代的量子状态计算每一次迭代的lyapunov矩阵\n", + "\n", + "横坐标是归一化的时间s,纵坐标是Lyapunov指数,最终输出了Mean-field AOA算法的前三个Lyapunov指数" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "97f82ec8-0268-4586-bd32-442b1dcac074", + "metadata": {}, + "outputs": [], + "source": [ + "def fig7_4(t=0.5):\n", + " \"\"\"Use the J in the 'hard' instance\"\"\"\n", + " num_layers = 5000\n", + " J = np.array(\n", + " [\n", + " [\n", + " 0.0,\n", + " 0.20437418,\n", + " 0.18668785,\n", + " -0.42714492,\n", + " -0.49929211,\n", + " -0.05025879,\n", + " -0.08892105,\n", + " -0.39034422,\n", + " 0.45183176,\n", + " 0.13354867,\n", + " 0.15657114,\n", + " ],\n", + " [\n", + " 0.20437418,\n", + " 0.0,\n", + " 0.47448795,\n", + " -0.11285034,\n", + " -0.19304397,\n", + " -0.54407782,\n", + " -0.10369845,\n", + " -0.35005243,\n", + " 0.56644052,\n", + " 0.07814467,\n", + " -0.23853172,\n", + " ],\n", + " [\n", + " 0.18668785,\n", + " 0.47448795,\n", + " 0.0,\n", + " 0.09938403,\n", + " -0.66523568,\n", + " -0.19274242,\n", + " -0.08422971,\n", + " 0.16213894,\n", + " -0.03594969,\n", + " 0.05643456,\n", + " 0.03460391,\n", + " ],\n", + " [\n", + " -0.42714492,\n", + " -0.11285034,\n", + " 0.09938403,\n", + " 0.0,\n", + " -0.14651126,\n", + " -0.57655351,\n", + " -0.06858528,\n", + " 0.02506287,\n", + " 0.15807228,\n", + " -0.05411843,\n", + " 0.10554402,\n", + " ],\n", + " [\n", + " -0.49929211,\n", + " -0.19304397,\n", + " -0.66523568,\n", + " -0.14651126,\n", + " 0.0,\n", + " -0.42172937,\n", + " -0.07213464,\n", + " 0.19051599,\n", + " 0.29572682,\n", + " -0.46951685,\n", + " -0.01001654,\n", + " ],\n", + " [\n", + " -0.05025879,\n", + " -0.54407782,\n", + " -0.19274242,\n", + " -0.57655351,\n", + " -0.42172937,\n", + " 0.0,\n", + " 0.22313245,\n", + " -0.11621411,\n", + " -0.58635984,\n", + " -0.24611057,\n", + " -0.32501641,\n", + " ],\n", + " [\n", + " -0.08892105,\n", + " -0.10369845,\n", + " -0.08422971,\n", + " -0.06858528,\n", + " -0.07213464,\n", + " 0.22313245,\n", + " 0.0,\n", + " -0.3046252,\n", + " -0.0152095,\n", + " -0.22280432,\n", + " -0.43076371,\n", + " ],\n", + " [\n", + " -0.39034422,\n", + " -0.35005243,\n", + " 0.16213894,\n", + " 0.02506287,\n", + " 0.19051599,\n", + " -0.11621411,\n", + " -0.3046252,\n", + " 0.0,\n", + " -0.64309655,\n", + " 0.24139295,\n", + " -0.11473274,\n", + " ],\n", + " [\n", + " 0.45183176,\n", + " 0.56644052,\n", + " -0.03594969,\n", + " 0.15807228,\n", + " 0.29572682,\n", + " -0.58635984,\n", + " -0.0152095,\n", + " -0.64309655,\n", + " 0.0,\n", + " -0.09709491,\n", + " -0.39243752,\n", + " ],\n", + " [\n", + " 0.13354867,\n", + " 0.07814467,\n", + " 0.05643456,\n", + " -0.05411843,\n", + " -0.46951685,\n", + " -0.24611057,\n", + " -0.22280432,\n", + " 0.24139295,\n", + " -0.09709491,\n", + " 0.0,\n", + " 0.43852014,\n", + " ],\n", + " [\n", + " 0.15657114,\n", + " -0.23853172,\n", + " 0.03460391,\n", + " 0.10554402,\n", + " -0.01001654,\n", + " -0.32501641,\n", + " -0.43076371,\n", + " -0.11473274,\n", + " -0.39243752,\n", + " 0.43852014,\n", + " 0.0,\n", + " ],\n", + " ]\n", + " )\n", + " problem = Problem(num_layers=num_layers, couplings=J)\n", + " beta = [t * (1 - i / problem.num_layers) for i in range(problem.num_layers)]\n", + " gamma = [t * (i + 1) / problem.num_layers for i in range(problem.num_layers)]\n", + " lamda = evolve_fluctuations(problem, t, beta, gamma)\n", + " lamda_first = lamda[:, -1]\n", + " lamda_second = lamda[:, -2]\n", + " lamda_third = lamda[:, -3]\n", + " draw_graph(lamda_first, lamda_second, lamda_third)\n", + "\n", + "\n", + "# t = 0.5\n", + "# fig7_4(t)\n", + "# remove the annotations to present FIG 7.4" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/example/QAOAs_advantages/image/7_1.png b/example/QAOAs_advantages/image/7_1.png new file mode 100644 index 0000000000000000000000000000000000000000..bb584b7a094fb1243460a8079b76d59d2db51594 GIT binary patch literal 97534 zcmeFZX*|?#)CWwqvCbe%Vay<8SF(<6kgZTjc15A=``C-IMA<5Yh!#?jly#6TOBj-5 zZ!96(SSR~)&G_H<=XvwIe_q@#eCoseuHSW?>nz`M&iBlHGZTGQrjtxmR8*{n2D+E2 zsAv%69|%48&4@R>EBHsnU(eG2ikGv0&<)>PR2Ogfd%Ju2yWe(11m5!XyY1z9Rz^ie zK?>pO@9*uWDl6;pzaNnC@^z7gr;L*qVe~ez@}r`H-XQ-_7ikvWrlO{zGSt;J$K)(N zqstT-7>I=~C)P^IG)hi_=ddV&K1 z{tA8_pN{;$Um~&pCy@VBhW}q0!sWZd$*Aw=d2i72ow;eyI%^lcIiR@ku6%gzMY5+~ zk4oWK$ijQ+5&a``SEXi5kwC4sa0dRgav8Gq>%O`g4AtEG;88`0tr)Pd89IwcIk}Zo zI}dJ6CdyX0JH(Kk1lBd^y!aENSL5UN17}9O8a{9T$;O*#?)$4PerR^j4gOQcX^N6x zuU;r^s1GNN1qH5mD;=)X$MD!!Eu3@74R&TGSsyu*ty|OMa*{m4-vlyvT#G79nyi~l?v*< z1Ri!PP5e53<-!f&q@wEuAt_WHgapZw4~2OVHIlS%A<@xbKx5{)r-xqUh3wgW=b?A$Ry(a(qHUuc>k~rm*CO{5{R55r(;T z5VsD*G(-bMT`vTmx%TUaf$&4~t*j2w>@JP%=|>-T|7Gv4^Ll*htEpIK`QQ*KaQ*Fj z=dCX^7yqG;4){jgwm#x`ReGcEH)$7H95G6Lcd`6%gxm5u^$2F_VXbFjD}&U>cA-GL zI_dFP97D|R!py{>qT1nJjf2dQXCFaA4d|S!*}#+2p)CiKq~688qrso7R`C?08oozZ2t?Li@l)*u`0kR7@r-LUemyvwupedU(Hk$!zmrMm6(CvU>N zZnJZRPa%G-zV7q?JQfQc0|w#zBFQ>pg5_*)#>@YGYzI8%*Y06NI<~#6RvyFs_q{sD z(Vinjv{dgtRAeGp%A2a+s=#af?|MJtXbl+Tnjp>@c0czcLJ+Sx2mUh_7w`=Bsf*%> zAAXr6+ki{^PWglGEQ0#GHb3V1(9K6rCiLSrH1`@8GaN$PN{^ziI5-!B{8!$535zVe zrjpH#nDJl2M`n9R=h(|;OOMYVUR57Pl!BeQ*sd>Fs(!+28eG>g_wntwx6TqyMc*{u2!goSy?<{#<9Li8*`!pVM2C z(a}XN8{FNXK7X=f@xj?O!9$`>`ME&_$tTv;*N$|+U;o(4~({l0}-C0GOI9h zE29%%z3W-NzvVUnKLS|nDOB?>$antuiiN3l!@-WlQtFYg!9(djU**+STmIs0BE!ow z96Ve9dk9JWz0fMuqx^|Q@gBeGE7|e~L$i66caHQ#H}X69bB(vx}EdJ7TW})m0ogObMOf4l7ByZ z_GlY|K)5as&Lj-Y7sicDgkRg=eoU;}--1v4w@p*<_c*EQmqX6kF(aH8%(kns*Hdu^ z!*0?;=Z;or0|zPO5C1fTnR*(2P(7qPWgf9inuzPP6e(mr`UnI_;<2IFIkm}n@7+O% zT1^edzg?JFf%1T#Z^paKj?~o%sGO6lYSoux`J>BU?v3rhI7i1iC=}1k0 z?d`}5KfD?E^+dkfPVGt-D{rqI_GP}r&s!Ov-Fc3Dgdni=yl94-yGzYWWo^p`m|^B) zk=uzwk4(4r>W>6hA4ePip_%P$_DzoRWQ{Y~9u>>>DVOwtGt6-4valO)|Mek#`87q! z=4cG=Lii%X%AJx~D<>jqYsIE#^SaN&tM}>&&D}pOo59ssSLPkLy7g2lc02cvhI3GK z+{Ou)#RH7Rt9NaJO1ldVI;F6qJ4pZ;LJflb8QVNYH8=bxi2XI1E+C3c1RZPxeH>1+ zJ5E_FoQe^)stGR6ebBCX39qpLPtdEnYSG_>)ahETEL>RYj%S9 z-cib;3+F%-@VS-TR&+Ikom7zI_v>0~i`T>63{Uqpj57F3N}Gw zDV7IwFY+b04d=>cr^bT1Uq7qZbz99z={;zMN{`(-($=qF6U8~+XmNZZm6gZ2@=N;X zB%gHV=}e@&6OA!N-KgkR9LtkEvT-pWF^MZCw*!fdgsuBxSxfbyRqAW)9e(0NYS*>4 z77kaT8r{>DeJ}J9f$zdxr$1iE< zO(C$wBbjWWkBLN|?NM(2ljSDECwE$& zyt7O036$WVJzo}Q8s=as+1cqqDk@pR${~y$Cu+rV!V!d4=@E~ktE4x$dsA+}{K^o( zp0`caHy^75cK@nWb2q8|;(a3r*vSJ|Hgw_a z)9}M^jMSg4k?wR$q1|xeUH1>#kf9^=70$<)!f%fu#K@GkxxRP^tOZ&Da*Xi@>W6qFf`~8X;%?&((U~%;1`Ob zVi=}z>qPpe;p-RwX>R!=3 z7qi?-$^gP0Ty8i#ux001|0dh;%e}nYna{H-U%=@7Fh85>96}Aew{{Hgl6K|$Y20S| z&|-O<$cC}(xzIhI@<*m@_AsnLSH%c@YTEL1__em-kcIR`$~$$tugk#!DpvEX`)Oiu z_xR22nT*O4AT;*?D2B#61dRoFOsDEsfS2M57_ibB`HY0WEu1^V=I*T#ynC8qS8jwV z)+Ut?-QR@QG|knYdAC%Fmu)oGX%1cPfDTfmId@S+>!d!?k`DP!f}43@?L35#6}HwP zsgX>Sk=bY zg8Xb4Xx5{WGdLU43(JDO^JmreH@vgca83_zDPp|;sXa?ExzknjBI}}NxOi*!pK^TH z!A9XS!RCLXRLAvyM1q}A^z_fhRb3uBxe*B60YnJwi@FBG99~M z!N)7D=Sak6C{HKPys=d6JAhy_*?;I~4)o?b_g~;NS~O9#+V%rV<=%fW+Ph;ihNo%D z>X;ryqy1$%sc#GKpf3=_@-n+s-wtIs#OnGteYCJXjXLj#;TRC8c|B#I`unb#yyU`# zQJ1_F2TCyNW7~+?wDuB)#=A;vIEXON8W`pInUqUccCobq*46R0|Y7bFSz&LHek_)r7RR z{j@zRQhIcGJ?D?FVm~A#ZPUEpJ0*2QYWf}w0*Fw%65^S6 z@_Vrs}lSt(0$SaI&Ri*e!d1R`dO?%+ZA_0wwvDKgnee4Z-%B!Ae`X zZ8G0~x-4G0I~L^3X~N5aS3kY~$h0ePY+x}#vMJmlEY=6AH5xEmT>Z5PmkVZLs(OsbIS7BTj2?MFZ{NJofnZVa@B*gFz`F``}D}y|W0E7@T{ClJ~o8VFrqa8~q}Jw8``XpSZ1B-0|wo;h=;V zc)5neu|2D4Lwa^(dt|RKNwiI&IVSS@kup5a@sfaBUU<`zSG}QXe*f8N*+_Y{X;}HI zjOE-9@aXHvpy}#a>(z%x4?h48s}*6-&E`1gMdo4@Ag#VPe0G=eiw8;@(&HS*0<(us z7iQW;1iPC2JJ=4gUlQ;V?&9cjd6eYQ)}J;?PEa zHmK@VtpIGormir0-T+h2V4upW2+4(dIsaSx=1jwo-k^DZIXC%GU!`6L|=HPz6Zdk(Xn$+z5KtzOY6*W5!Y$i0;KDOD~~TDR6|=9@9wgYtt6 zWZj5elatbo57i*1=lGc~3!N+IDPWXenm+mWhIFTXnMHnWXT zTRPrUUQ(wB;V!n9F4M(4m@VYvIM^(84w@J%_7Ww_v`-WGH4j!el;gWTd}wiJq1&@w zg`L@0nhV?U)P<5|O#tBBq*+lOD-d5gS^cJks<+enu-c=qIHBU@=f6e~(W+f$) zp3@|2sY{YdSK!d8)jKJNscfxTzMW=Ee-mZ9oU={`OK%I;E}uNfC1j1eqI$!oi~&0m zpHo`TBrwD{e`IIfKrsHa4E(UHoAWgXfwU3!(;FQ3kt~V64Hz^$;+Ok3>Dt-*M_2Y0 zWa0wNC*82iGx4-dZ(s~q$G&$dXKsPl_%2&370=4i z!@w$GYDBVyjb|kNWe^;7bD-d$0#lGcs?xVKo-U*<(;ja-mEjL<9rnZbKKI70cG*X& zulf>)fmg`4l`P>cc4<^6VPD6M3yi75?Q?mk*ODVY?Y*TWbsJV79O!GWDGMDd3ftVC zC2S?B#d6eQ9hWK{igM`U*><9{uORwB(uqJvjV^WJb6=W#nydyQ;e>TH=@{DcLp1}>i52r;U@9<9g7_Ap8e)H256^3Kei3>lkU4>W23rsC^dzx?M2F#bpeKHp$2seZtM zum$jfygJy`)=00~^kiam%5!RDHT*Z@oW7t(#qTJ?0BMwvzddOdlcqL%T-8 z9r+$IXh@nVdVzjpm&KavjSdv&o(VC$z+klU-MFRsT{}(iG<&&6B`cgAUE*0c;6C%@ z(M$hjKX!C7Ou{3WPUZ+gr~$io%Fkm^*S=e9G3|>HPbbkJS=RXmY5p?nQgC@?6IA{NsuimmQr=~&Ayo=#sdllCIq-;;o{>ehg zLX4~w#gGZ)1JY~XB}Ea70AQ*;*jWZ%We35~QpY_VnX*fG$iNO4`HWY1G!(-VJ4>{# zdAF`H-)X6!hP|jLA3Ay8BGQR`$apf+_D7ZXWK9R}EqOUlgmHQbizg`yF}4;Ys%{Hx z96VQ$z52n{7E}PX_SVUWF_&4SaHYbgdNw*m%HGt<0Vfl=^Jpk^<@44qMM?cZ(Y?U* z170IvSoI=Z-KBgGHue+Dq|oo%ClEo?uQC8=R1Jm~I7YLgg>}~S({0Z{PT(XKO8Bsy z?ZR;>QU|la8>}Z3r5?}j?=0AF4^v{I00^jaoUl6q!?*9xPRo|vTm?c-H?rM7nyDm`5cl^79dwF#4*diRV)3t-c!XMwsgLrE zFknx4H(ovI0^oi6wtJ-=(c+~}8RSh?WCX~GSnOG`Oh{Y%c_wJbOh)!ajq0H%*XZ-_ z@gf!6ChteL|JI1~YWm=M6Epiv0#B)5T%rXRUHDuO^5k7^*cp*RwdvTFd`pzq&V0AV zKg8pu%@$uR9B$hg(!AF5Hx7Q%Xg`G4g5@FO>hqjX&$Td$+NC}OC%y8!ng~Zs$AoQM zs(LsW)oFos91FNc^z7Z{Cumu6?`xrkaz>$R+Awa+g`ZYp7!5Yf(Zv*}=%({3PG8Z3NbHRr6R(r{#z3Kh98%Uw^%%Dav;OD4zzyIAkXTAwu*AkZq0E z@K2)5NgO}$t`!pz+V8?PuNGlr#8<;$O`kk#I^1)7qO|h=4$wd|AA(d%D3P{LdoKOZ z^p+I7+3(}mlg?haKDRh6id*skAu61s*dmogEfV)gDwiuEV6`>hcqh||-she-@q+}( zxp$TZ8n1L3wW?d*uy+a@inN9a?wOuZMFVG(7YSD_iQKs@8x~B_Z$)w@Y1KaX<;Chx z8^bxSt}}_0i~#G3JfEbgu@?^7ZsbxYBvrN^vW>*3{Inl&PgYMGTs^7FFd04Vj}nCB z$TqO#!Z?NoZTmsB-)6s?f{}-Lz+Jl_{S$H#-Wz@S_&A+ezosHcYk>qe-?Q)R>=-mC z8(|%hl+bdx-@G6`TibO8Ihs&xiM>r-r~O6pCV{c>ZIjz-0md?e65%63JlwcV)IvxR zum2t*Y6$p5qeC!e=!}QXvV=>K_^q-Ce+I)ZM-Fdp(KD2u=H?%8oR2~&~ z(?8Pd%X;H_X^n(=+fjf8x1X%T_4bPCMPHOmO%dw2q^FrdF61HPp65Kq&{1)uYq1&H zE&8+tRFR^7S1s2d&I99ogN@`rtzf%F&s^7l%l5+Cp|fAqXzcVY&cb>7}hunw9KXsU%tt#@&DE=}HAg~_xq zYy-XG{YfN%`ujjV9`?L zwRXfY`-maX`%c?shhWan1ttYy_t+$^r7o;)4uUNBb++jE@s^gad<>=S0MhPH2{sBx zW!(DvMh6dr3)3=VScs2%g|Tw)HU~{RNk_PW2l%-L$0$Y)g7yn^)^XMTi!OnSWrVHq z(6}~$%P%!eO~;xoB@m^2&*Kuf?eJskWzB5)mk6VN49QGUH1biEv{j%O{CM+J@R<64 z+ocBET|tE18M>vD$JTW@?>7c2Z{596MPGb5KxP_WpXpK8y)QonO2JK(34$3~xirOIqhzh~X%&-A6zB3AB$!aO*Z_Lh&KLb9N6YSS!@?h{sb5kow;FahBkpiw>%!6`}rZmKIHWJ z_WuV>MM(Oyo(-B4O?zw+=hwdO{ragW1WLMtTQee>UpV(= zS_-)s};PPdVXhmLa+Gl?NB4C7o`@U$)yjI;_!S=N&Igz*?!@1Xf%}_-BZ8nj-!;p|r`RRBdH3KjuA#btLnn@H>2h!V z#f$qEeV2P5Dx7S2tL@^)!znlO`2IDlXtXR2R`VRM89C>fut0irvx(`q&{_ZaQ~?r*UG` zfe|NZfBTzKUx>GT-*XtzHD!>1Q0`Hc+<*rEd73h-ofMnL8Q^?nF?-X*rAoVF%X`D>9V$_ zrB~@^)OO~)vq@j42&^oOpPQ~kMYLW)pM*JnjY(#v@FwExL95@y^#_^kw1QhVxh4aN zoCul-uaF;`d64!tJ78>fkxZ@HU8)@MX%lcMt=}mY@bA^On+XkS!Ah$hOKSvSTw;zn z&2tKE@MG95?t?hG3>i|DuuTl%$8VhLN-@}Kd$VOc! zY-_ElOh$jK_qStcsvsWK0yemSKj8&Ltc-R9^k(%;dbwCGrfIoqiVcuzxN6{$D|Mtr zCyV=s_<}^4I~jI?PoITv4cX;e4}vUs%)6OYv5ntvW3m$V`3!0FJ}H{XVj^;)E*Kfi zC-P#7vGI|1rJoiqh4~B~mH$bGt71HS5M;GFyib&rb37D5Po60%c2MerRy$4OF15(J zeqrp*4J#K`(kdLnPk~GIcX#f7VlS2)+eOfe2cB1_YAR~qj&D?pVxTeYc#%v`UADXI z+$O-&(y=+1{T}BFdB1jmm`pP*1``v83nMPwMslv*j3Nm&X|Y;<+Q} zt!g%zQBR2+bLyY$-S`<(6wzY-q25yuo!v@K7%il&qz2w(R}E<8(&k5PniD-!G}ji( zok2p}xpSE@aksi=F2W>Q8%uA-n7GGYHO*1})R`$*=p}FKMaH@uS;Ljm1~|tsyZQzT zIgaSAJm0jQ5~nqeKkoL9T@eKv@e({q|1~AWWIzJN$slmN*y2)F#)r3RD=fi+HtwnB zpM)H+VX&P@s>!draqi_8+o@G{7l}%f(JzBq7@}y#!_GoDi~ahFdMETLD3ueSR3Vy^ zu(U+&U!1J8PDB&4e5SdSq-#;5Y_fI6mHx$d2*}2__vDa;(VbSyUb|B{%Xl zd7!JQr~z$(w(ZM3TwN+V~hQ!-vrxqfN?ge zp{oXmw{HE7S0`4^ORxsm0 z&E8t?71~s7E~za#!aWEfoLvC$WVb*G`)w(F+=gOXcEGj@5d9|E8}yAYQkPlL>tELK z(8@Qt0fTnhQf4!EChvEHST`M;0!5!uu}`~np7BX3WXTsMGX3xi;8T5q?Ou~q~t zYF&t9Y=ZUUKc~zeypG3Qotva|C;F1e7wzJeG8VXS@bBZdtfdb+RTs;@ls2$2F3Mb( zOYd=8O}`teF-MJFj&GhambncYJY+Z3!tkUFCIxxAJqyL_p9PSe}2{z!kju|Jp z$WXgLfV_En7!}rlFjO_2)~hAQYR^_|fn*9CJ2$Ey=Wq0<=}$I;EZsm!I}P$UGZL-j zpT)W}Ya8$c@bF^K$6?UiHd2iEkiTz!Gv zI6v1&uuod5gbE?(wY8JtgU%N+ai^G>jDKwt%=W1JJXAd!`#}a>R`fFF-!In}2&22A zu^4s8V9n}Rv*L^cWUfP$9AWeE&MP!GSEV?62a1)6MXp9H~_#g9fpTwIEn z#APJQcf>K=38Z862T6`!hT{5WDgD|{?TuD0M`geTA&{E)!u*b9emnDqncR-CVeBXg z^Jz4$_uMo1sSN?`jnT-+xzoomc7Tw;rGIn+Udr-!sq<$U_yf!#kw(#SPj99FUVVO& zJ4G`}tc7!^jaT@#=Ui^G4)h%8&`*cApIZIifH4@4P>biGW#IZCK9Pt)N+rrkBNW`9 z-b(A0Sy4LbaF38LS8UqbY-=mSAxevg^=0t!>C;1s(KLE@pCd%HKpxV}FWpl{+~7~9 zujU6Cx`N`6$m6*H6V(p)RK2J|EWWk>9#70)>&Fv%zrI96v!p+p`-b-E>AbPuI%_OK zp}KuK2@K&cExVROa@kj=#PCvou5!Tn3|$fM6jspK7CGH*93Z7joeT3l|2j(o@?f2WAfpG!+i(#(@p)p?6@px9Fg@g6H`$WqdF)s_a?*GLo%tf%ld-NhYq$@>MJ_AR> z&%8A(si5{!SGJP6?<27ZxtIV0+=PBfY`FJI2PmMoQ5;7I=m#QC(k9dHtDpv>d;Z*> z!xQX&%=;!O9fR>ROTmh7rjoS%nx9xOag~5JGws*Vl~XHv^A4S>LYE=^LZ_b<+bT#+ z2bljU7?oxGiwz}s8*nKP{${n?J>YI8_r`CTpt+x;%bT} ziQZi3R?^AjJ#|+wTp>&&&rqWy1^G9f>_FmwlD+sN1P@l%7sUZLdb0J{j4Sc4<>L-L z-7kPQ^o&fQ`+ZMaAq5(xAA@7(fx?~XrsHixJ&2wt&>c{S=SAaOum1zdU;jm(ETPM} z887|UjKx=s^`uOni?tk~fG6bp5czsSOzQ7FdqF_h+E+P?&)L}jB8;wj9A_2GLQlb%U51JFMEKG78H;mG@yezqvemWkOQf0Pu)pbbQv6gn#1?&h$|Ci?Ttn>*}!-)~kg~n)#8M1>0vhJgN9o2l( zWK`PY_J_z%2^t8@1>$A?$grwBTAwv-au2?G=v78+SjwA1Hm-_xhI~^<6X1HKk#ydf z=_Q7-rG3ABp=xXRej#1i>a1qmi1`np4uQUAkIpsUY*H8~V)F}-oz+GV05h&b zy>?ZwSIXuJYq(SpxeNDPtwL^>uhcVdBQ|)Eg|skMND}CI+aHfJnV$|c+fGQUeLU1E zjJD(<*yDIeSKcRv7YNrV>Aw__yA^fYGCt_$uMgb(2+DhGz804rLZ~myQv?|%(H?uZ@AR{gcqGUCfHb9-s!n!h>JXv3->WbuP?f^0 zr+kKpp0I=&#y``(2-~~6i~~aX{H0%s1Z`b2_C&Lis(i$g&vO;arJ?h$5UQS4NL)Hx zM6#6Mv!CZ?E0+$GJ?#(sMUl3NP_MbJ63=7;uMO&%wi zgt!gPG;CUsd37sgpy1?1gO4FmtqxK(VgFj0k2D!Kt#6M$RAL+ZNoZn@E}~8wm^VG9 zpwuF)lf*=@Wf1rg%|J;q_St~Xw5Dph*ZaB+epYS0D=Z&9WQ$_Mh!E|+Ld>jr zWSN@ow)n1TwhL?9B2G>+S#VxFjuQqB<~{86T`KJqvos#rwweWc`R33XNPa4EmkOH{ z92Z2n{PSe2LT3gKn(OuELlXP+hwy3yY|2^mx#F=P)8)d+fxLs`Yg#a<`Jj*>t&esd zds-X2pn{ODrSf{$qsI%c9?L#tTXlyee4Z=FALe3(%(J7H8OOPK;PEhMzfd9ejy)x^ zJOrIa-9%oLviX~xKiOs$O3XF+oG0lpBJCYiEBp6Sf;R_xZD{fF*Ln-$7#yb$c6FSZ zc~QclOI)5_pRX20oZFcLsn7fva7w$n4eUEnM7Vh)x*e7j6GvOhQm0q+U-|*~@aRvF z9Z!VBzr2|JZY3AZL<}$<;SzHN+J0-Fu+0~-Hf+m4dVPI9Q))_;X)fijZPHDc1f1}7FbO(Xs1+N zj5&>8H_)m2dEsn~nKX~^hsBTiS5!g%2z+_OSAIWivE>Go8eM3h5d>4mI&`D_U_6*} zu;b<3+-q7zcVqNv^R>|^R+wR!7#0+5&;ccYfmL_G)%@SEn|fe8*;n_0K>+rG))ZQk zfMU}4w^F%te=?nU9Qb|J#UB~R`Nh5TMpqkXi3ws8u3>bSjwo%Jhc^tNq)3c898GCzO#k_y5WD%nVlZS7` z3}SnwLQ)ZE+!-E%Bj%QY*7yq8aq?m8kF7A+KM>1P0OKNyvng@f z;^{%CpcT55HbMcG>8ii6zOq?&La_xXFt&dQWd{!2Ir6|ye8KpUuJ1(%X|kN#N(39U zYK7xw(?sE7ZBzNYSZ>&0{nhupVVC2%DQ6KPM{46@3Z!ZF@7+4*on#Wj*z1W!G(Qec7hYZSlf7}>tM1&J*w%W0 zY>CCaK{v_msScI=3vyf)u(P?PM~cn}+)oHQiXEh3evJi(#cx06>CbT{hN0M|Lvwkyt{ha<3ldc zd~47HWwKsmVCAmsuW7I+hgBgc`8_8jt^_wJscWuD7L87C^f|Nq19!|@n*!kRH z=vV*p_}MtR=lRgCT=s0wg;h^soG?9xVlg8adB~e6Js#G43#}%#8`dIu4ST-C2gIih zhj6%XDtzmgFys{FmQZAnKm((Pup2FfsEkUrQ)|na1t+xl(K48=GI`Mwu3_!ihhwfq z`_{$N`|1KTGR$4ghdJX2IYjHiqVpM)OU7Q`r`*q@0ejOzo6PXSgpFpJ+4=YxSG z9fR%0DNvX48c4vJ2K;eP-Aesligf4S@5#}$KBRc6`?J?<*_+-&9!>6xJ{7@QvNy%Z zAy)kB(HkP+~Kd}7VPXpZ^ z9q8sXJ9(f=w~*{xvp@WsG}NG*31EEI>6mpJ-R7(O?>CHXMyl$%kWnm)d?+CXW;9cM z0%PflHQ2Uos&Z`C$$zo)sXz8*fNW`^vdZ?&@~hWacXeGeBI#dYPj`S}O=my|`^7`c zDDW%zzz=_J8$r%{3Z}@;=;8Gn$r+QIgVBY^J_NIiqzce zbPOt$1e%>7{7vPq z5x~Q0^LDGaKuFd%V*cZekin2*bc?6&Y0H-W>}aDaR=uUsVeHTtz>MisKXLd^9|kA) zS<~7&SQ~3sd(@CO1n`UkeQ&b3%Kv0J$HB8iib7|kbXji&vm0T3kaD;k?qDH*$HGa# z^w`6@5Unuiwc=2UBqPZHIs2aL7v`wz&kNg5xJ+wipqORv8NX<>G>|I4Ks3UbFa`^3 zurzWW^Qz-Y`%#@ISMsSBz-Z8zq$Aiv7@rG*x>n51Adb=15UGYR$Yzspl#6qheD`vL zrukL@(;%qgeUM9|%zpMYkS~t)=^cske4SrFUjjWhanWq4(V*Y=oGZsH4#qKO=AN6BFjfm?d!%EGs=|A<35p$m{q^-Bbzs=G zPd`pKK$oRs0RjcRWWIa{NC%OkD0yTb{2C!XH*-(yUZ?q>L*AjS(b8lv(fe((rU^Vd zLRG+gmAUR+qv?AdUXnVi|7O;WhX; zhB_`%ubE-sEBCY}tAnE`1E65?0~{|?<&OcD&OXKeBZj5vdTuaUlT9_hjd@RV|1@JQ z8e;Y&K~5IO33+zS;as+-YB}H*7|#1xIef91e8^#FqK~73vn@OLw8DB~KK%B=oe^p6 ze*nWXf!Qle4qhjvcb|fm_bHO(PivenyLYWwr|9FCS}h3o;gvU?-)2=YVt|A+?boZ1 zl@rf`gnX9N?f5svuo4rbkvtT({!$hq^k=@X*#o7ZAh$vKqcWZ3t%;`7{?uZchejnYcx`mSbrYAZyO_HT7)0`34cC@&Si^Y5xq0Y_(Ca}`;$IRqzh+H-3o`Qv@DK?M*l|K ze+GL8$i|g)kf8z=?=A!3m|P(+ye8q-diA}5a|7^&p!3MMg3(M;2ebo~->uxtGhyti zB45kB07YgdjO>m3G|4za=eh5bAdS-FHPdhw9ESpP3m?1Azkzg{*p^i=KyA;0E;V3l zqd{vx_R$gBt?thPx?-WSk^5lsa(_LKaHtQL=R+wo4x%&7z6Sxevfld)2gMPmWFjwK zxMOTx&*0tczWVk);IW6dP~=IjFZLl39AF}F^tB5ES|s@%O}B}L%BUz~4lXJ4iU}ht z-6{s70a4+{VyK($i3F^naVKuD*mE>h!_+{Tyx2{JSvE(c@)0u{@-);Dc2ZkTT-g907*v*KEp!*ck=MnuX1YNdfP10W-ug0TAP|Fl!WIwLWz zw*Q)#kvCaNArnijJlWpQDJQESpG@0qD?LWN>G#B;NlogkdWNoVQw3;*Pv2ESqASQ>s_ z6D`9y0!A&)e1T+Fj^80_QJf?o19e=V>&*vrKjvZOsRvGvE}Xgl9+0QEhTTf9hINDQ zac~uWAcr1OR4o%jD?GjZnh|M9BsF9x30ye4+H&6jc_AUCkQe;|M(?8mxfRCF2jR&& zE@Xap_EmE|Oa<$AsVAcZw8V4GzeYtvO~wV2St1`fto7-G=_yyxECFi)5(0S#M>3kQ9GUqV<&D7&Lm$EReAo%PlJ@-6>`&e{} zjKT2X)i-}!;c|!@bOMc}-3i6hqBoHtRGkEl zrj|pDWRcNTMx3D3Vqc5eitPb!Fye97W>^Y{6#K?fH^7hsK@rY`JFR?7Y3x(zG9%-f zdBbF+5lKi2cP3p)M5HC*H8viB5`1)lBW-F(a4T={`zTDl>AYwAb8YQ^WQ1KX!JU^4for4wuD{V$=&kof9Z#gT9lxl~gVs^}=*VO$DD zahSiaA;hk=F@~>&!HS(zG0Q4&j5Lhjys6-VY{#E*b#;1K##dphS-p}id;-V1p0rh}$4mgMS@yUIXPWwk!7Vym@dk4EK ziZ|O~HtuDu?rg&sX63#~mH*nF&GS+k$Gor$nSW(hYD4}?37U^?e*fkR^A^FlpUeoh zh_0oH|fYlD%#UkJ_UHg+k01^q=Bo1SaB*n5{?yL2nj zHxU6}s2kS_px%9npvy^T%5W@(DA`m3JBM}dg6ef52%Aw%cbU5|kiUb%V*_vfJ!I67*XYSSaspJezz+`y!J<}<+O=;+* zIk=?Dw_m0J##om1NeNN4S6nW3t==aRhGzhDJRB=ZXk#8RnsBC0B*#T%d2SsfLHSp( zX01tDD84ZIZOKLEC)F}l2-Nu(dTVHzYLPJRU4t{K!6FJu4{A%u#87p{;KZ)Ci85KE zaf9~z#V7T_DDCApKTc_sG#rHN4mKRz>QAk+5pLMu%B~|eF)M=U*I5lPY<_;BIETv% z{ez}s600aL4iERAne9<=Nz0SJX+X;5n~uitav|;QYk~mZcodp8#Q3Ju*ht?tg#rCT zXvY8c1zw(1ot&z<=TAYetnQmyzRd=c$_kFCbi>Mgt)N`>R7}v=RUyzo(Zx6BeC1d8 zCN;L}al=xW-&g^Bg9!cO-=~tN$lrMKm+lOhv@cm=_#1zq35M{kG8mdwrc-nld(>7w zRgQ;z%Z=E%4F()8)^rj*FYaGKhVZt;$^Hi2;Ru1-mMyZ?H;d$ANLbo+UWu#!4^waA z4|UYOk4KiVk8KEzecy}h+t~LtTN+y>R1C`45(Z<-z9iW)+4mG0+t~MzsD!Z%5o5_7 zzjx2`{9d2$e{kOCea?OE`?{~|x_eJ}x?^L{lvZ~iHfNJ3Q@8Lq7;db4sy@H*xH+q zq3wcvnsNqjWu3xOtFW{mXr!7K!^a%}#}^}j5_58S0R{YmJaawYi6$xkD#QHq%8`5c zxo{Go4Bed~Fd3KSz$~R#{AoE@maN(CRN0*V{x~!qe)ikSv-1VDS|`w`sjNwepO;j$2rX zm<#qU4>;c)^r))W^8>U5n@UE&+0_Ybzi74jem`447_n7vjJcm>=*RSJt)Ro^bd9rm zCO3l2fU}6%QEuqdPK;K1#NHR{N{!1jtw0*Ss?%PdNC`fvtbWU9PQ(2ugr@mR`n4AJ6GnVR< zcY}Zr>SY<6YgmlLO!hDfhu32Lf+kr1ajtmnVF$eLUiAS~we&h6<#fA9DEDS9H>?hn z8ow|1f*wdf?*cc(9QB+}6Ulm?%203I*oe?}^i6n9sA#8)GQA)BMLLMD=j$Hy)9*CYlV~O+y}^cg$3R)G>j=5Iy0IZh5wmO zu}(8HqTJK@3RgMUxA(68obtISi1&64`V(eHI5Nt}F*F&V;4+iBQMr;HFgrYHA^tp8 zW%^gxp!r-x+|`Tvrvc4GsNNIn`qY*bs11PaQGb%*mbHst`&S-wcUS6Kda+f~O_zzu zUK~GQyUX%qiWbbE&5_o%>t`_`Rula67+*w7JX)Y+?BaRJj{a2Gf7VMFQ7HK4Q4pDku z4&sHiEz}({NO%$eKp8GB?q4u26pN_+u?q)gY~y3+L8K@X4bm^+LJ)TqYEB1 zN@Yh5F!b;nC(o=vI8SB%96sU`nk1^*jOMzXzSGlngmNFPEaSS`*X2!^j{N3)2)G_AzSq> z$GMLh=I4I^+IV0|EL93fW-#}`SsBGVZNB+jr8IF0Ab@)ZsiQ-r@2g zGGP$+xitK|dn@aXm_|W6r)u&{{i3j}DqR*on=t3&dx!W~{Bu-7ECS!x*LGJ_^m>=( zLv}&mjARato=o=J{#nM*k+tBZV#h6Cgtfp0VY|M>3I!kF=qQ&b)t}IaQJ*#7Y_@HwMs3Rj4qKx9?n0uD#K@8YGa*cu`fj=H= ziy#>1gT+^*((kF z;P`M=siBle)YR;o?IKeogF`K@Zw?AK_Fe_@Gs>0b<&m0CQbE6gRv*f$ImNmXx zH~cVnBOu_-)2~(=vD_6J0FsH@*XNQA;2(GU_%lsv-3OaGclq5LuMP!VxQLfI?pa3T zYT19)7ecMYMsJ!U=eaK|#KLxUj|f~r_a-wBw;GKxA={#vdYqEyZ4-K!$r+5{8cd|${`dK5w4+Clj6 zBg?2e*1PR1?FtEFae*d1c^3EH4WfWe6jMunht^JV)xEtUZS6))Xt#AlC5OT3zJNc| zx$oU&(*EuU4*@!eAk%`{;9UB!yMa#WClx@zg5<`EHP3Fum|2TfcuN8>5~|Kz;F=p9 zzi^48s2dQU-dz1Tq|Y(p`Ao8~h9~CV{7W zR!=@sK3(7IKcQ`HuqMqpS~**sF4|W~G4~sh<+bz$h_xWRzvwFi=88en&^WYk?sa}_-a<#%k76XNmzcmWz$r3adqDa0A5 zf~E^q9&w%OWTwgqgoHFG(-jb7u0#QzGqG!^4496DFSp^UNB*n7K^aO1f0z6>I-$#M zXacX)alu|!1|`K|)C@n&fJFzDqB;=x{Cs!u6_rN7w_(+q2Cpj2u+BMDG3XFNs`qoKUjM`U2r*Nj+qSI zkDjTjgOwlr@cCKL9adQdWcAC5n8|Esq2#u|&&uWSD13bof$lO{)vr8YA?&1}Wq%AG zB#^6d?hE)JUAEge25%6#=Fc$ML(J33N?n;$GulctSxV^N48k-b#A!y!K{OUn->z`uTwE9r9sD!(}-)qyC9^fa0zN za&V>Spqh|YqQ;!<#ALL%L`}GP9yZ7iFkEpwMHW4iOJ>5~RPR2UDZw&H%ZBV+B2tamp5hJ*d~h9%Q+ zf+GL}lyQxIEw?yK)r~litR5T`sRUpdJ}80ZzhKGYkE|&MDaDX#R71<#WT=D&;f>vv zeCeAkq#(fJIa5kjcN9yyVT7Eg63);7nAG?SMm-Rm>B+dfUHQT9kKcBpqleX`GZ-$; z_qWGSwi+#3vk4{|Vda2|0W%43b!@Ar%n9GcG6A^sTy0Eo@CY9EXYnUcFHL*`h_K~= z2hLA5<|$JG8BO<9L1(*w3g z3%M$a7Bh=}sKA+2c?DW7|Lz!?QO{@p@L|BPbestFFio*$AFYMBSpEyc!9J8qVaWHp z>K0vMhb9(YZxC;SN}&%;hUYZZdE7g?^SYg2OG@)06Ttzq(d+#d@D#1fVd+Ni^3vTB zKh)K@wT!k=x7h1xzwFL;qypgP9u5VxzR~;?Irr#QB+lC2rVPr@uZ~ z{&H{9xCp3$SYv6al6@MJzR@X=F-B_oG2-;@OAEdAV(t1@Y0xhpxhIn^gWVNeZ?mw( zxvB?WhBazjwzQACY`a2>iH2Nj#tUM7;W`Y<9qYQei@J=aFe$YOPSt&rb@t(hzCWM# z!u`AH3`M3pE;9deF?DXhw&ONCE^<{52Zb?{oe}tYpp=-yXR2SmRDmtEej07$kpR4& zaQ=Xd5e0}0Y7HattJ$$D$GU8$X~e&uE?1@hv@8Lcstw_1pfRSKUOe+bzS1Xur5}Bq zu>!k#JYNE<>W3DxKi9Z+=l(GTsL_Di#$%M(!-+d}g&rySj~cdA6C^%-6T&_i5;ewL zUMQR?0g?pBiK@@#-(hY5-?^8@!+^RxIXfZjYwSnTq*1LV-fSq??_tJFz95Mso@{@* z=gi1C%Sj}SM1%9CfyZ5z^<*Mv7qzXbOzppJ89VC-v4*khWe14FOwG2ws;*YmS*>2CkA}GO`4eIfIJ@mlEMy zeVkEjz3C$-;om)tG3FYhmvaEBrpmE#l)y}XcdqJ#dHmBKDgqay;tyNx}853(+67!YZ?rjknwAQa~5IZ57s~HSeVG_ zHn)ATI+-p9E2GI6ih{T5w+M_JYtuDg1C0xNF+i?%{95ep$2q3ph^l5czXCw){xJ*0 z2tyYyDs>z$S$U4irz2(*#Gv#XEPde}$+GG`TT;~S*pS&UcX}Xcu}a=w%?2(c;9to3 z&pqQcpbedn4} zPL_y`NA~HU0;34L>R{f@n%5aj?SBs!uRA=Q?onCdL)A&f0d{u-Ys<;Tn49CYdU>;z zc)^Llg*F@IgU^f8hi9U%o==&cxQ8%`403jqCjac`UYI?DtWFxov40M(wiM9(4gzFb zKfqZ!qfaS-=p=o}0oi~K$z7hGtw8!Y)Va_#Cwfb1U@5oc|z1^Hf32_`q|gCHNU z$F8{QP(J}IEn{Tnm@bGfI_wZQO}pa@&+hzNljP6VJ+va4d6WlK1Buc zZQn9Oe^DZ27L9?08%m$-qjd(jPL5qfS*e@yOam4q+%w$YXvhwKi`hrI-KpI zNt=1}0R-YuC2Wif)xU|4SEHl2(HnhYLmTdF0hC{KO4C=Pw9kW7 zUCM+YKGm554P>1T8c3~Q1fFh`8Ut`04X^cXF?ToZ31>ztrs~Nf6raL4odWz@1!F{K zC^+HT0(xrWb!c6nIY>=g%=F&nMIiAW(MhNctGL)WZZ;nRIGfBwkv(PO?GfU4x%H#!6Np!! znsv7qhzVXYb*cc}eyn6)T;y~8-jM6LNpklHYa#}5L(#n=MCTVP)JEEbhT-t4wv~9H zNvM-@&Pj?F-~lK|GAZ%Dg_)&r;uCy@-tjF;?yg0l6jvo@2N!&YIqG{hj_*o0C9o!` z^Uu8t;;A93f~BM&FV&SVgHX>;N?_I!>LG8Qrcu3|Y&Yo>=<0_k04GbwITEpban{|e z$54i>PcA&(FVM#QVRH@$mkjbx#4wxM%=<6nV>cJL;VK&?KcoAGs?;{Q-{4cW=68ZR_WN_Ak*WtoQB;;ET2 z!nNE8oz-#Z4FN``z=b!Lsz(iVyiNm`vo29R`?z*lCAYsu=82g&ED%$#yN;W=8sH492gq}uk@;M?DnN&biCg7H`iLXXP5pnZK{!6LfPuE4)xpnbOms>!qFU)k0`qh<8UO~-VKu-5B z#(rl#qP2KcQKpiYyFt5-ee&_=UO|6xc*`nN>h5ax&vX(so8f93lNUiaQm|^iCOT89 z){>VGWhAXmV!5DRgNk0~o4W!MHlAq{)~TMn2h_Z6gPcAnCwlHi5kX^zIc(ahYlv75~*t!-q`pxMCNr<)^f#K|hD^_5DlW0B}C zaXeiGa!&XbtV~R+9UaS@Qkb9pF%<%|E}NyL`i;NA0kv$;&^q6}&xK2?@zLPoYdklI z#8Y7p2+-%5y~RCYxEK!l|*LnpNt8Jfy{->)gip_=Pk#ZIbX2#)|i|-LiEyq0MDNy zPgmOTkSCPaXTo4SW6ew%D^I(u$`hrILhei5%6*K{esAz@MIAPQMPwzUtY%AREdr)v zNyL?OLlTCaWyCT5L`~HVU>u8n=+d*_Sh$3TZ2b5*Pwn~vnw2}x?jQKQJcRO3KI(Ht zvpH4q(uDrL+AZY0C9#AN%Y%^M{n0%_O-DPK!Oj02P2o-)r?Ezq46NuOtB8cj_Sbh~ z!Gh)_gRAr5WR=#A64=Yr!V^9Yu% z3CJbnWN&c}#0VM=21HI?`o;rme!u&U5GN=-Aw@FD^}nZ2l;;XoMd|NN zFDm?=m!r+Y@*ZslK`0I6!ol@+#_}rSnZ&~@JbhWoc|xE(2}!^#k>6=*4VuI)HB#aUrf6YSH~VI`2W(GH)IKcJJ0gR zrptOp6@;UXB|oy9(F!@jvtwdxpCI;EjEB_LGUuLRk0`(1SbClip91J5j;8+3?C^V# zOM|l|4YzlDVm1r>a)5?}v_v9uVUbkc6}T(hkfMl#WQ7qOe<_j_#0oYI}~MDjv0pA)+oaI5wi*Fb$-asiov zf69Nul5khy@7?|cY51L{3?QAxJ}Hh9JKB5E6_tMcKzZ+7oEj7KgYL$FQ4ssq+1ES5 z_2V{bKf{NX_4`R>q}$r##P-NYqy`?j565hWn+u8kfSh>%rton8`T zf*m;9yI7Mdj7jp3WbD2}&qT_m!8qVSVC}(YKUmGlJVpcs24Ay3| zixPsZa!Ka7PBl){O>UZsXpG467pWRc_;QKNJpb{y*AEg@dvn}GOx@_k0quX|>$(nm z*|iizZ^xnI?hJmENTw4-s8Akg3>5R;7UlLWE*WfrbcY=oSx;h0C;tJwe$glYTel~ z$|>js4*L{ZT=pffXSuTNP=zXYy5d8R;TBREtS!M2y7$)b?H!J``eGlH)t5j~BBcCr{{F@W121Z|X2VvkN9lhskOtH0v5>}Tyq0A!zp8uFO_~-SVS6Ztdz(0GD1E#f_9v1bB(JKm{nUf@ zWkHl(ITNTtiC~g%&MpPr{~0J%-p+}8^%p7N=5)zYNb&bxc zc~55)0hPik-jwB=$S>CW5oYUNbK_B}$zBPM$KQ7TSaPpU_P06V50Hbt1`9Mj)Ah;N ztd+imZzRcb;SYAg39+XTR-TMC%w?Dr1!)N&yZcW`GUXa!4$@5R z*^|pZN3WKDzh@MrQ_xu+TOfap@p3CYHblp_(e4wL=!le%GhF?WTT2$E6AE*F+(Zn; z3g_FwBzErx3i2`_B1JiE^?7v`V)@t*wLE|oux>fy%pd1DUV7(W zad08|zjq`o0^oFBl}p$wp0;~2NG{vuU2k&x*D}e9Q}b)C>>voDTXWp9%h6s^og+E1 zUzge6Npd5Ni+OY92QwvzgP5W@j^j!ftzzh_-myeJZceFYSH(>!ED!W1~B zhR*7-Ws?hNR_{IdXzsIxu(-0q3700qLU=fzs#28s#9QwJ1StEoYD&fZ2*9f-vJHmPMREDF_&x?Hw#3Vt45n z9$}8WA;{=*r%b8LP0oc>nXisUEi-(YB7^zdW~^dxy!^tW#;q`cybqxx|4%t#=K^!@ zd{Fp~+D7uT<&3z=1hSH29>c{JY%A&v`SV0gz;&t`Fw}7P+vd}*YP*!n>F*eA})fnhfyDVRGywjqEXp`_H%;Uv-dSb=Nyj2A40rT%A_#9FvV)nxH((9S^>)xm8AOdJeT#J4*{TBQ_g|REwJ1q%6aU4LA8C`zmF_d6pp}Vn~ozMp9 z*3GN!BF!OIVpSRYdT69XG9SFcoXfBHEqcZ+(3pd!YvW^{Pm|ss9~3PLjL9Z5vzyvG zSK9AN{8yS8ykI-L=E;`|Lb!_(m1Yw~RypL+z9m6_+GMa`j;-^?;|C{7vUt`a?f}V82 zS96AtB+2Z5Ccf{5k(}5FQO+4@Q`1VV@;fk7HJb#wTJro9iMmef6S2b#zt?92bl(8X z#c%u)6?7~2^Y0XKzcD4=_hR&}_q*R3``tRzIyneGe|wJTQ>tJ*w0Xh_jr)7V;94uS z)Nm_N6M&Om^7Dz@CF|*+iIn{LK5HDUX2kw-yBTPU{r_dTbM#=*Y;fY7uySnrXN2EzXZmOU4-Jge0TRldl;#Tq)=E_US4YZ z<+(|{5u~cDt@oG+>Y=1f3$V2-9QR2~F0@l+coW$W_DpSRWyRU#`Igvzb+Z%uXg0F? zhF-{O3$0CBakeFYon~oafBRWh$bEPGes%}hRmO!_*#rw)$lC5c*j?9{j*XmG`w8XQ zBEBk!vsZsIl3v?ZS@g{UsdUKKzT8ZkAtm5r;D@&_hsLhypmxLV&LOs_c=2{)Cw656K9(X+8^!uFm4i?AW zV8gjs{Q)(dd7Fvl67I0~SZ(QqD}SgNivwL4IkOvkU9=jpMvGlMIwBA#Qr%(84nw#u$J|58GkSk8+d+2mM{usSGP+5N3~q=1sFJe#JCFsybav0k3Q zPYbhp5em$Hz}Pv5HF+;TD+SDzPnDr&x}JlM(xwvO>OmG24IJ2xSVhaPX)B`=IWA#t zyS?hnwoUg8gTDyM>CVmat<`yc^A!(w-nY~au=n(0 zX81n`(HfWgftX*R8Qz#jfm>aLS16R29NcO0$(aV0sZDH#`1?^#H*`$$!nK}U8@2L| z7{{sH zqc=acBB#_|0L{4>S4*{ST34C=Y3EIWRoNM&e4T{t)y?cX(A^s=(K3uotmZe)&C%LT zDZRdWFP}1X$dy>^gsy^%?7`iYU0%K=PI*X5SUvd>xh;~Yy zO~K=hjHRwYE;7ZogVMGAZoA;!+2z;`Kf5XKj^-0}^C zOZc0KF1I6>S5}ek_yGiLq^IK(@H$L+kPQID_PZSZBeKRJz@)AXV33An+xgz`UCxhy zSJ}>_y?fGa<(SHK&XCV_G`{NayuYQ-LlGo3M9_b^pDk~3h5eP zXjjd*kn~y1XecepmP$QAH|V?#bh~#w%}%J9i8~am+PmV{Q-s-mOx$a3|2)pbRgZ>c zAZw^H$xh()l%kM;%r$Bsme(a+=1vi>?jcog5v}V#6(#+N$Fs3R{1-;Z$WxOva_nc$dp@ap__3Jpk8nvkZ zu{k0vH}#e=N*6PNv|~_5Zd~}rp95CLm$bO|$oX9FECRZ@pIug$yo_(v_ZtJ288LYa z7bO&{E5_Kj(~TTmQWp=6-_gtAaJ`GzrqE;ClUgG1IRX_Sqjx_y_x$BX>Ap&Bl&%TZKj{r8(?s7_a6rYpbxGLsUCUyJIQ zzlzJ=GlIJb{_q>_IbC%VsLk`CT_9mdFn3uAW+Cw|h{a5-#P4OlxG!yn>-n{Am@X%6 zBAj%~G1wY?K|izft5SG|WoGqmAi#xzaY4m5uFrk z&VZge)I&mXqhu&D0xX%xEb(<}nWW7SOpCNhfYi9q0@FG7Dr}LSyF>_85P6@7pY=l< z_9Ok>`ix%nlbc-W$T`BT7GXq#!g#5NbsjP~r#KStKb}d$kiQwN!~SV-yi(``SRKI) z`9P;IveV1-7U(Y@Tq9}dVKUCR1&oZDl)iSK?m6HjSks>+FkAnh!_O>{6J{lv*7@_H zIw-xapK)2<*GHQ}BB^=r?qc&p-fQnch#N}x6%sTRuVy}(i~JQC8y44HgJu;L{n@QJ z`De>;j}7*Pg4Y-+qb7k)F}-*;&bLfQ6I4^%98Q@4uQ9|zHZYXoQ=I&gHbgQW4%NZe zy;5+Ra4r>5=n|IiI`(DsO~~oN(kmIsL>@Wi>fW;M_Ox&ap>^?<>y~Jm)0jP~pKRQ` z6(zlVErx~T+Jn^ur0BvdP1mk40OwiFd6T=dQj{ukqZT@c-+!_rkFcWRP)HkQ-XSa{ z%sl9s2(Ct)CSD2JZXp<@o8EHp#8C-LR0FgtOji_T;N!Wqc3?Co_JFj#^FL?9#|6J{ z`0;B^+n<%Fx$L88%K7 zZ(ZjVsIyo3UR*}MJPKray^j{sionT2kPPp5R5R!o;HJ{>6~DX8Vy|L!4|!uVVtrjx z3Ev;=Zq3MzYkzJ|jUp@x4tmA(dqcxjS^7F}rX2=YTzr5sh^+Pv$|D%6Xc&6z%&QKNXDSqvar3%H}$-nZbt1R^fH$<6R!RBR9y-va@ zEMmt*$(*u2ZQh*8HX3}QbO*sF=T3^(N7>`)I?EUX*$KJb9Om@4-)Fndc%_JWeH1i) zYR7r@WimA~w!MRRbb1xYFRjOL=q206BbIU==cM>Mf8>O9S-=;%$n*~3d>WKBMjgt< z*~i-M@%=1v@p}*f{QR~jmj@Q`rgXWoH^b)w+J|NAp8W7}eqw>&UjpA$6aSAjqA^Lz`&@+M@B9f$bIE#rB&ToDX%ykX;!&2S{ z4AZ@xdq2y;=q+&NJzpxViTsQ#cux@kOSk}?(8{${^xgq$%fE626f;UY>1+w{Si`(H z<(I<`-rg{6@_R}D)jIsTVWF;jyNOu_r$1GY@3Mf#!Cf6a3o)AmN^DJHpTIbxHnPG90P0i#B;;IfrR-NQ#s=55_llB`V z)}ngoi##W@9H#r#jXnCo-JCEfUE6$iJu0z{)H6oA;cjhQ@vTiq{(Cp*GwJ1ktK@JFqmn6hS$cE-WU|5EHWgw^VXht5 zoR{ZP><^Hu(zU0AGsxvAyIuzi?(-Z?Vg!Y3Ce(a)(xr1Z-eKFdh^pi=DXhRLqdc)aF8;=v?-rtMvf`ejuEhJ#FwF1u z2J2<2zrAe0WxR~a{nOrDJ1sd@?2_f+HB1=+fZsxbIu=k`NhpEq&P06tbqME$GLu*P51fQ~fUOEHN z1_?f2%q`}CP@vwkT@hEK`s&~g!RMoy*u;>s^ooUZKQxgLn&6JCZ!)UDP}wvLr-R6T zaD{TOJLFBDWIY^9iDZ;(?xc}_4#YBQn9X`x0 z&u^TeV=zvbLRvash{5M=r2Y3FqxOkBacUw^QUWU*RZD_#t^(kB`tP*ez=8NPsKB_= zTtUrwU@mhFb9I_R6cpeAE2mud?IgjpfaXW={oLVO%0Xe>-ra;8gj+04Oo_NtMvuUDXw+>Jj#U_$GYiB z9_w{Y02AzBa+n(9L7$%-4H0ADN9fB$3j9RT4olhU@SgJRv~yD5sUs$_{WSTD+5uC% zTK&y)O?6wFG1iNzfi;#cDEmp(sZU#G8#l1S9f|3UvUPRg^@xbM7{zfExiZam@II51 z!Dm&OyLplBk#_QGH4Rl-P9J&$!3!7vdc0s$+2ixcYN|kQoOchQgfv;>?(ul z+*y>+%S4~VaD<>Ntjo;@3>WKhoI67Wtz=lkSS1Ur4HC^`Kgr{Me+1BafWpNJTE;cj z&$=bt4u#@vvoR)RrGTxMCsRYOpCVvn_|5 zO)RqLXF5PrLc`6W;`cCKH|*u6AQm5r-6DsipcGnp$cZ{?RaHc}nUFVwnx-!?kSlFf zn>)Qxc&?ul4+@%gL#?wkQ>+(6tg1Z8Ws8+gwbL6g%?rWPe3OtJlYc2G`}g?@5Tpeb zczs^}@hxtyV7VW-+)$T@*boX~7ZB0CQ~k}Qslo;s@RNBY2E^kd@RKE#IN|jK`xMlezfs0VR7&dmN68X?3^bwej{e=i(8y0cTU#CPt`{1)=-`&1Ijl=Wp#2*ND zu6dTU2_*G?j| zPiS#YBfy^gEb^|o)9WQU%K2|%ME>nSb)UUMJh&kaJ8nvZ)T_OvARPJ%!g)1+K~Hd`bI zOxDbtAKGuc#U7c-X078F72yzAgF6K3};0 zY|&p(lLKQ;1u)VqN%qcmIs)U8Mc?HV9|U(%Bqwja?a+aIm zq^veCL+VsK-AU?d-GtLEjQ~#GPMwy-amg2<+~IjMy=R+I_L*D`TnKc zUQs-%zG*&Moq{@e!A0_@P7rdMQIq7)U_W4Wg|A)c)#NUFiFN~6)MiM`0&y9B7FQ~0 zHme5;(p84^LBDUDjpF3Tu9mav&}BAEwmf8KlreF6v|IB#)V9@=7w>?4K|O186aOjI z148()ILbpt&)bL4lV~LwR8Vb1=FG8Y(2Mq78FEK6kEgrO;i7tuxw+l@jL4v-d{Z6z zPWjo0jx3o5c6h8l8ui!SW%uV_|4h{UzuH$W{rAU(b~(VLI%^vkojM7;8Rs3pL(U^F z$KSnv;s_}5+lGdSFID#jF#m?M9t?@s2CN3kS;b`2TuCrD2POOrWH3cH&o2ArKicSO zpX}r5c@aY%H%Mw%1;gqz@{|mW%g-$|;ZR$(`l@WvM$-AET8eg<{a5>Hj~#k`*?!rK zEIbnMn~x<%78Ad1|6Xhr+*O~q>(Rqn;FWuE=s&3xvClhb)E2(NKgm`Wftxy&64;WP z!>blIC;}fLTfZQd9c3&_U(+7E=ZF&i`*Lagt(-K$z}Dj_%u)?Y z=T7}s=U3OK#{Oj?0>7J3JaGs1A7bZ?0W;cqRIzvo#BPNRL-UU^9UM+ggu z5!*zQKrM^GFw}AMuj!|=bzHLOTc_=aKnDsF3QY-0foR4Zc6GSzhP4ODNztUbZ(B1t%ZyY;yBG>zc3IO;NFTIw9U&Vu8u*^7xKp=lO& zawl`47BUgdPq+Wl(7d|eDCT^7zp5`u^IA6O?~?MCpPcu_~0&}7;`;%Xf9nlI==ZT8v1C`dioyTJWk^3sWcZW`X%NX$WOnz1o zP=AK>67d;nUhxKZTqm^RyGHLQERJf?wiH(N+xN=CfB`INN>`KZ;q3YU5+P5Lv~6-g zwDaaOZSh9hv!q9~1N9ib`N{e^wU*sC>>}k;rZ*&_uI+we62WzC7>E?cUi+f_>PDPZ z=h(iomxFKJ@veU+l4w-7el)&IC#^l<|7wRdMAe&)yOU`nK|&&WC8x*59?glc^yb#m zA2SHrwip7UP05r+x_=S%VVeCAVGS$l6@PT4Y>)X(HeY}Z`Er=f@q7`BnuuM!mNmHfd2CYoCpR6}f z?;wG5hVN7963C_QN*E(@j2b@#80c4X(uhJV1-50^Wm~}g!(=+=kN7dvx`eKlU$Xr+ z&wvnBZEmF~=}o2W!sj=x(!3MU@uFv+sN%n7%bLN;wu(Gk)`r?6)O&R$7sDceh!&-h#`?!xAA)`oMM+` z9BYQB!nbO5-po$5zpjz2lpg)0n#MY|g#y7%u;L+8m1jw14B;N&ch&Hsd+Ju7kjmdy zCTt#^N4KW7rqNd$;KMz1zQkCrZ{G{1=r7h7^ImTCc*Jv#mN#%@XS@~9mO!jgRfObG zZVR5V@Qfa@gpG|g(Y(B4&cTi)QHE?t%#z`s%angt=H(Kqb7@~DKx2=WvU#5~7EkyP7 z1@9?w8M(AZS7#l&2$>(5$b1XV3xrDS&Dg&^57lM)vNWox*sKsmZfGl_4Mov>_8rxD zO{@w~r@XJR-0;d|UT(eEBoMoB0P1w($|l~&5s+nGSq4$rk(-J6a`hiaKMo4f(EXAT zx-Xfv(a}|$wz8qfB1He2H#rV{V*B6-NR)XnHJ8nl&GBSMyZC&l>+Oc-zS|SnZ zp&@}JvppK=kaMiE6-?Z{c}Qy+bko~Rm=J|%8<=|ok;8gS8gg8a{hZ(966Vso2H>ySy<%j3s!wj}*U2Pn zFw@*pV%I(UwW2kqHz$(fjq;A(E-9MJ$ImuLcyN^GlqbLTL`{@1ysX=IqsKm9HZ5s4?r7MH z;uR%9b8a+0sLjA$iXciVtGQ?4|G|2j(`^> z^FcRiqK`$b=o;u6SFjQ4;ES!!ixsVWv_|$G(!{`i5;VSK@6zSUl#q_Ec$`NMUDDkW zQxfT6tce=iT}({gJd%q{WIGtnO!MRMPMkVGq^=l<|1` zZu$1|r(RfQ-7S>Q+kR`{`38W}qJI53Dz!H+;6B0!wpPPbqtUU&JC7|Vs;W58^AT}m)JyPzjUDGBYu&qCZDOJXNRNQE_eNW5`v-j_>wh)UZ5a|{t z^sTAARjaZ&1i^jfme6NMRbLdOCtV7L&6-KS2hA1{gsX^aWj?32f9*a_`E^#&17(<} z_*A`MA!3v7F-A~_rarPCHR$~Rv2^b7O#koy&#^hgoaTI(v&@;yIdhg{p%Jnz6oolt zjzzv~-G`~Eqh!y&Sd zot>chvRH4JgE6yPupuD5%jG)CwBqV4GXcL0Xkw|dkFx104+i9h>nIw|V^KODFR_7~ zYL~<$Mk6-u*ZAue?((n+tFb$dB&_7men*IV&Vmh2jQg!U;co1)}~x%QN2vRrqlhO4a` z4eW)M|5wKkK9Gwak0s;m??bUxpOC+T2izP7R3Y&8%01Q;sGi_qh;wtN>u*o&IgkNs zEU3Uj7%$9(mB_BaO1_S7B;j!>0p>qaFI{Ku-#zb=$OI^oEo+l0w@ zT8>i9ruS%$6=Y1j`{`JQ71FzOcZa zq4YMqv>R$$Ny1!iP`DnN!As26QR1UzKI=Cio=_5!E_L3NX4C!go*40tn9XwQO=(sz zM82caTH1o7c%!asDHdmT_)!#`aGG2&h&k`F-0%o3H60Ra6hP3Yx|1daui8*998O(c zug$eyI>nC%M+Zvfex1wmmjfBcKJ2vh5YtMRUJ-rTW#oC*(_idL?%w2+gyXW4j-b+I zcN&!Ho*Gkdgh?o3N5SUk3$7r9j}ULb=d+wLv1;ZHVjovGfa7_~8k}*zVtWj>?J||B ze4=!ca1OnB{8#6QZ!Onpm1%H#Y`NT6<|0tAU#3-xaiu|VuSJam*z2`fI1(Vi0}_Ok zew>OfZFA){g}iC`;om$IHideUnl~Z58CWtJz#}!~(`ViRlUJ+{gFh8M3gPxI5U>m8 z%!V-9Ecr5|G!rYvDcMO4^v=Wsom|wrYQvH0>*wUXuB-2sO*4)kw#=5lwZO_DWOqAy zk=@hn5uh+gVJy-LH>KH!OpyJc?G4YtRQe|jGK!HmsH;o!zfvnLSn;Lx+m4%tlx%4r zptyb`0bG*AG6VD~*U(ol)KRvBxp0s7$qWS-U#(IProOhi&o@oO-_{kHVgh@vpK_U> z*>i0WNNe%&7@+cq<`!QCM1-Qw%)sVz$~sb-E9$qgz7lG%H{aMR!%4hh%pBX{7HW+# zhEk)b_afUR20)=(3Dl|}&+7zhpUlBaW-Rp{%1Jz~_Yta1Mex&;Wu>~;NQoYNlbpKk z(=f{;dqp?CtA9|a*t#j`6>j>eYx0?))C1OY=l>f?d3~Wf+B`kz5Vn7Zx>>(`85qB* zWl{ZrJ9ynY6+VyaCD_94_R$y%tyke)+xv+o+wl+^Z3(2Q!?9DnmAh|L)V=vByI71M zJa)}JFV!sg=^3S5h5I`A1aW0iyeINV7>BppIrWnr=2^7sxB_B@yaTvTK(BJq8Xb)x z`~eN^@AarQ4rbFjS3a zG78KdD{<_HRyHE54ucg}x1}Cuv1}F>D># zgZ*3hU|8mmJDMs^RbTkMACc5s?T-8{1pX-8^c-N>9x}&d4G@vo^^?nc)+N4MKGJ3* zba^^>SjS@4lOJ*!kjb=+S~nCk^hJM+7Na|3?-?aA2&Dj_=!ov4V)O#fAc!^{B7vHy zd%Y2BL{G$z0ZvhI_f=laR!{8F=}wG+SG)iI4it@?M{m_Nb+<4uv3~j`VRGv8YW=C- zjJN1tiF>hhNT#|d0=pA=8W^^C_e+U5U0zQoFgCPievX)N&mz)Jx@)$_DJR?SE92+r z+`ab)3tu*8uD3qa{r$~v@4f#4*`!qErPI;9H|wLu|K@MgR|U2m>y}!L|9slqdi{PO zO5s#8c)L6BU_`B85k+^%_!U>3T%e}=<=N%N-9FL09_Rat#Op_2u8!Y6E2&+EOrtc> z4&gowt%nO*qS`~75C3V4-m0NA(XBzmjriZgw;!AvRqY_%Udd7J@jD7>rMKArN}$bK z|6_jMdOA1ugzm7LA#L}hEYd9-{gF!SwE4norF7HJ5j`sYp3YSjBSX4R#x~2th_v{9 z=Yuf6%FlF%>nI(-7~2#OdrF|&#^ptOsC10$hB0@ezi|px=g&Uf^?v8Vl*{tHSA@Zq zcn%t!BvfYfFZLK6w<^#|r@$RZq=QekgXv5%KYDWisOK~FU0_p5MP%h?I<0eq!BTwc z_T!Avy9=LhS4N4%{9BCIdb`oMBRq3m@^7-czs{FCx~=aoa6BYqVg`l%&Ps}{vBRT$ zTd7&PbdcE2q3&X_7hT6q2SUBl<}J@sL8G z`vqxa#mCsN|90xT8wi$Li(6z#_mL7Ww8c@`UiM=0Ax(EBQb_;PW(SQ(eVhRrY&JR= zl6*ZE)iu3+D-p+Y=V>iLD%)&%I$`#5Nu$w^L&VqKmfpf3huKjTHQ5)Sn@Ed~hutTv zb)IfERu>?zrlOy|6Wil?i!|&THq&JL5iGuFrQVE%RCsc9i#~#7UPrD~9ddYf*&GDfVgT>vBqlBC<_xUv7&>X1mr6dezXBuTBN@-6K~eO7)3u z+;wQm&b+Js^=3=T)(&r9_kbJxoh+)NL18y56vXs`NK>L34T3(RqI8x!Y{hJ+}_n-q)*sS)I_V zj_S4Yabu6!W2j&#&zAF~LNwi>bpGDf@Wd8CdW8DW{dD?GF#_?OoHhV&0IE`E1iO6G zAe|+f)S!2_jn}8&G^47vwiCWJMj+)6jJ$<-Uzpm(xBanNdOF^Ah*GJfeWCtPpBD3`xAzfFBe_$OI6(2_i@$Qv zI(^=YZrb?&n|?-U*kbqE*7zs9(l=E**>}dMYvl{I{oPOJFw<0_4Pf`XMv;sD)8b7>uypQ5#7Gs zy>#n)O{KyL_c7%@3lm|nZOPk=6y-foW-H}+s$V^S^8+g7X68L^W|szX1q~$^?#RU# z;r;Wr1WrCa=JofMo2xPW?k?#1-C19`zTcJ$R*sSO{@+#%eR6Dq7#75T+ey7i?Xzlb zJz6n*Ex3+wKKqTKTa5W0{xyKh&zLv&n>QDeiyFP2OkCzi}>aXLcG zCkHML{p#oVl;?(8JC|F>!z`5ekz9Op`s2omEZmeL|fij!`{mtjd83mU3cXC7p8`Gf@ttJW^cG6?9 zWp_p;Fpr|+`{}XuhOWD_e|OFXvXdIJjPCM&dE3wB7rA(c&Y$t)a}YvCPNr)lf9~8X zrHguIp_ZiC$bfj39yel&wzks$$tPnxF-jx1b^C8fVY+MR=<8B%v@H4Rjh>;k7qeY^2-& zj>qZlh#Rklq^Iken^w-C%TvyA{JXbfIy>}uCxbu$q>EBB0|zI>|BXiw59J+Iw(prV zrjO*=gW|QuZLIs-SEGW`9XrWtMcc+a>U65#?c&=lyiV?7n!?eH?wt6SM|L-=DRJ=nZ0OZ(%D;`K ze(5vTX(-e0J5i9)lFkyt4LJ`j&=^6$jNFS75R3G!*k z8fr$7MTvyhNoTv&Rrj}X> zNES+iHA~g9$nVKyX&dZMgp}1dH6n6X0y{F{k51{79GG&?7MjcgzP=yn1CEnslfJWchEB@@^*9@or&Cg1Y^8HL8 zWVW5zE;}^XjWs_*EjFt|dni96D`F`B!hdh=1r4QKi6%%vaR_C>pL^yHr3MKSqR-q!g!EZTP!1eEbm`jjwk zORH#B`*ck~uW@>U-}c_`6X3IJ+7DN9FTsTPD$skdV%*58(R#tfVvjctQP0faf`3$p zf~ACuF){OhNOo6$pBuITb0%iXQ*x9Z&ZX=BZL8eCo*o(Vy!Fyn%3oYGW5hjfQpnK{ z%C|mp{BS5mlZrDOM%OC5Dpl7ca{P%?bZ`p%#xbLg5J5wkPt0nO4G56-(~%AF-gYx< zdoA9aYv)kBh=3JvPS!;zw}qynxZO?8V-c*?2hqfx208{_PXwDFp!8q^rSVVe!Zfe` zbe<^KR#rOf4$qopZg|d)>Y%`wXac|Sm#Qllz&Fvg z{2fLMy0sq%538aeRT1mJMnBW_>!lLB(xT%LoBq*_2*|3?)Ld=$ZWhoK#yVMr*{`RR zr_a@_5--bs^+zSJh;WpwwTF%!(Gi|ndnyQO1@Lzru%3<@t9hst0I7a(_AH*mXZdve z9<0NtmvaB?eRclcm?a4Y;^k(=Wt&tm_Ur~=`oqh^GnZJGul@j$<1Td=_fnDv9yBxA z;=JP`;%7~7d-c0^(q%uKK5eL-!J|o%N?FEGW z1D)(${K8!EfxE9{9f~yxi6MH;l7cJ9G=-zIvew*Oo83c4&OM z1AOzXN(!R}eHAw9d>RJ@fI}Xo`7~oY==Vk=FRSg}mOUrF*v9!}B+Py~CLCC_Q zuAxi*8CvK5xoumytTWpwf;wAMONL`228g9zb^oIaGoF2WOEb!Q0)>&ii4Li5y{#E6 z4?Do(nkmmpQF&y|5v;mYz) zs{8qMrdjF_f+8MWW|w38DqH~S3r3;Od!hyU$r}T zKDr?{b<;Xs2BD_PQ~b&sxkZY(?^@1o z99Q+-MFNxX_s{l@m(nV3K+{V{e&L(>=rQ@&@@Ie}#ywBQ^^Ll5hv zyGA<_@m}ak{y$p;-soG)n7X#TsLgY!WnCX|`@;%>_atBV?i$Sp4F7{`1#Zc1@96XP zE9mbIclo_H=?%#gkhplhY3efb>eom!1cR-^Gnuo+d6r8Q0W2Sx+E@c53B!Td9C)1?d{L}YKX2RZ{?Z$9A zKNoHKgwwWfP381CDPL#j%Br;E{Tjg|$nV-iFIl?;whUWgvcxs-aXOJakGA6#&AYun ziWJEyoOyjeL^o5HBOFwVJ^jSDHfaO&Fw>DdzvOgBzOhF#xcs`yxUeRjL%vqJmbB7* z)0Z(lN!v96N>dh(xxUiuBUMu+p;)##a}MDYHDd>|n^;Gg3;8w(bl=||Mve<6L*Rf* z&;8r0s5@^q3e{?-J+&aR8%fPP#4aGt-7+2Xc$}%q4l=u5(2tqqlY0_n620fNN>;Yx z;WfJ{G4<|aa_-AnA0FIAI?`O~GQ39S)bJD++V1`&{Id}L`TT%}Y3<7|LVZ!`AMP(o zdGSu`!qSe6biY9MYZ08iiY~!8`}t*qx@WFW78zxPq$`%^O&z4_<%d0<{_zdK zz9y6oSU;5QOk=;C5zg#*RnW|C`pYCU+Ft4Fe!O(ebGMmPb?=t3;@D8OY)fZ=n@Qw4 z4_CsqV&;pvA8c?2OZT&5Il`Ufgp1VqiR#vX{wG^OH}pp;?|J}I-%(zDft_{pY`PWF z=4Kmu_sG+86MM_K@BAMTqAl{Z!7>vaDabp^=D2g-8XGnr|F(_aG4yapC3pVV_!b}n zWkRLD?lc$>_u?)O!^!~zhy<{#g0f5EjVrtlkL}rPc7WZ{ONO#~W#{d^SyHl@iM)D_ zY|5#K@KZXKmRGk582(od(dtI`KVx-yL8fpf@i@Hv2H$sc&FFH-NFZBGjize@4PZl( zC5IU?ENh1guAK;;I}G{OZVweeNOFPA(*?1H)4$`n7IVH^xNL&+8!r3rYhw$Yfe#il zfl^KB=8A%;1K2DeBgqmV^e=Dc(q&C>O*gvYvQDi?td(&VA-Ne$RA*DUVFKuo#wJZD z!a$SDx?BUiweSI zh*3aTZ_wrG$b*`gL3>yybfKG06S_QbXYN)5dC5?^uWUEr#&&=g?Rg>jmvhY#;|${- zYnT-E3=52c8tWj6Iq=5IEam`Bh#!jUPCNb5>EGvrz3gqr9MLockg}!Tt?AZ0UcpNH zOJ9Ws_5uSO1elV1bj^> z%0W`v?jHTnhF*Xl=v~-b$Yu3?IxYIylCd@Uoh zLlO9^@3#H#iS7=$KF~XB%-`@CiQ02fzhNB`cB}{gVQxR}nO1r>#PspMg+}vWH&-92$IH3gAw^yw zkll|pzg@FQIoMgl?$7Y;$4&CFZ?R+5hUe^246$MaTthdK3W@dZ;r1c?5 zoND|e3jVft7s&(TgR<%)=`61?fETi_Kl0I>gMp6U_vd@LVVT*%HKms% z#7r_{qR|7$+~W9g8&hm^?*W<3>xF_~!fc$$zhjla=kjK77CkLhm?yUNqNUx`Bxjbo z2xZx8zWKxMaX>mKZ|7p>1flbeS-Cy09$@l zyRZ$vbot4m)ki5NIXy0dFDg?nx5pirO>$!c1;Y

pcNE9wSLe7R!qtKD_-Voj`Jv zzsy>CS5)j+rFkL8XNZ!4D*q)eBt{s$3=$+ zKDby{8C3L`7xQArV^^#(_2~5ZGbZ)zRS7Hk+s3aI`%@Gu@W%_g5o9D+lciC%_4~-f zjhuPb?!YebZk{0cO?NDrri^0R9ufL@rCEqrof$%>`e32c{-JK2eEJ;lPLb1YKzpY~ zA}W0*BUUwC1U|d#(SljSIJXGM3=IgLZ4#3vOr|rI&+wC_BF}JN@c>H6YeeseE4$A} zNlK7WiT4q=2h2#v-#e0`L?8C~%ly=<6zYMuQ!^Ynq-?)a{*XeB`&w*`PgM$YHxKuFTw;fXqfp;XENV0Hz=RrOxxet;mBf3umHH(_hebHOoi;^ zwkL7ojS{83g^&brLMyMGG-r!DpGhKP;1#1~DQxzWhDgq2^mXjMPtTVi1nlPP8;&X7 zOfJF1k65SC(6Cm7QNJ+w;x&1IBiI?UlqyD@FkXGk}Hf~v} z`OXPyhB5;JZ#ES8!99;D<;{@#4hz%H*5HMyK~ z&N;GDBoUyP4?iy$-;o=nCxO$#Y^iWgE@f)k$nF0LWPR%yJaX_;PMp=nJ z`|7f~M6iaUR5Tt_w1ZsowTlTaG21m>${{_P&Z9{(YW#WoDfiL14t_>Q^?QP8^2uq; zZsq$^`)J-w9m^|&AK{zGmlw-lZ$vjt{`UaP(Gyxf)29s!o;?2ObEyf-a+< zNU(yjDLsV)0-&mZ<@20pXca|9y(iMO(+r1g5( z6Ntols-13&Z#;Ud+2KrBd#BtlUEKs}hSviVm#1Su%r2?7v>Pie6y5IBUym2ly9!i* zN2kVRjeJ1rJYM$xK(%cLgGK%>;MS@sMdOcN6kYcR1cLJZ>Pm281B~8(!UTg9JtMn= zG3TJ5jB+iwCtDAKK_tf59fOu!R+!=hRU1Q_fQg=hfS&LIjWNMa3joY8-1CZyKgE-r z-8V~wb$Uc-Uf`5T*D24!yluX}_gTp4h3Pj*2`-bYV?*1wZ)vN44oAvn5j)l8XsvWh zfMerzqVnWmMLlb_Vaj-;>=@5&Ov^5>RPM)Z({>?*vCy6enDlujJV})kY;legP#brk zBv_VyPRI!m6BaDJ?cT&wQxLMCelPl{<6)RNzf(oamFd8W{|K)if)untevYNS*$8y6 zB_Q#7J@#3%wZHSm0yl`?PMRQBVBS@|zzN|(lfPh4Iajk3eU{CSFG23EAKp-x8%?*- zQa&hTok6i=j%HmyRFP{G(uXbwD@#M;v zof#UrPO`jJsapzm`MXSNK3!k?d8k6pNHyVPmGP;51B=GQEMEX4*5)z(?t&n~{)dU%0r?~?hH2?s-wV;JyFLUr?Z0KrUuWe+xXWd!(`AYr@F(!2)g%pqug*s#MP{a& zuik(Q4+Xu0KP*wK?adcF%$zDqeK;&p6s~}46avkmtC*Q(tK{ED2SZ5R03>=_pcbgF zZG#ttTyYQveYSw~VE&!zB9KjTdKJy;pso0LWQ4r8iMO5f==VFFgVI?$BzQR=*JM46 z3p?uUlHi#D;n3jFV`oth+81c@(n1idYB^}Y<$9sZEg}X#Pc#Z?0t_};ae!NcVW3J# zEn5u5Gw`Y64OLTZGX5TOxMx>d=Tqp}%sp(i_^-s}rD{Aes(?!rl~BQDV>YXGb>-Kz z55t%-awk=^a*(F(%y4Q9*j|9&rcR|ErfNLJVNgm$F$oUt&IbBuZ=pzU@tl_DTa4G2 zV-erQ*~4}Z5!#s!&o+^zIds?bt^XKAThTBXRl|kC0l}~D64V zFM8JsDw?&kAHhF)4EAQvxC%zzlF8$FpqM9KS^n}@*0?NJ$*@eF2nXI6CIX*-z4xe$ z#ak9Kik;)JC6P+59`FV#XpH1vm91&;R`#zmn}p+zBYhHYxdm}^L~*antYq*`5}p7z z;vjEII`w*9umw}L{us);1%^FXHXI430$jalE>5n@{8G18{BN;QiW()}Ds2P>SSC>0N>4WmM zj=xck@2=&eFwh`A};Axpx=dvxZzdX0}|}JYvU|Xwauj$EdTWc>$4?q&cSWwIhAC=LTp_S6K1}58Xv0$ z!wiYvJlMASCd#3gY2$V)fKwXoqvwFlYYwjPWXas+7*}0j9fUK>Aai%0T<-8_`cxng zH2f=VCU2u48)8@n=vq)O#Rz|C$Lm(p?bHvmAn`or@e+G)wO&nAGFE?6!_;GaGf)t7 zdK0XfOcNkyTikl{lI}x-QiOh28>pna&rWhb5l=f0G%mSN>+JH_BY}&=JL7yRu5l3z zqV6RDuM2tu$kAPOM(0jOMPwQWQ%rG&h0(UiFi(wa`nCClUUioLs$RhYP$%%IiQ&(I zw&uqfd$-B&RvP{4r8&p`3L(z7S5y1wJ^nxrJ%keiIb4>`W_l~!bo63+vD6sU3zo~G zz+rQcFkm|O4(H2LCvEe)jkNb#2J+Ho(4S{$JAdX(<}l7ennND)-22rlajB}ghWjf) zpEek*`+dJ3JHa=06<1Z-Df9fKz$ZX?5E9+U%a&_F&1FcSN?bDL*yi50DF*n4{D~vb zb9R!97^&J=+BO-+_1MgNs@QVb1Bu8?N!?H#SAG|4k7G&Xb7Y{&FcQ3oZ0Z)u|{zl;+~*4ktFXyFGu3z1rYK*?q1qM04KtQo1AR7&$74?gKW?bWS|e z9tDdzjt##AqSEF4lVSxpT?vT$8J>Eb;;M;;w;qPw*&TR`zrK(~b^PXI5Y_vc`=`KU zhr%doYH2PlOuG2BhWbF5(jL;2Cy&DX>%ybWb!u-1KZn;C+d-Gaa)OmOLL>$|C{ouo z6IekH`HFt{!AMfOU4JE>2dQ-E%>cLQgh=8;xTlbmLkBvsL$J{;vM%UsA%}wbteV<-*9* z66ST|thUtlFAJk(eSAyaD(vUgtF%V~NsI&INw&TUN|VAgYqTo(+g>KeGFNx@QWxD$ zFdp&p>)lmpR_7r`yx3D{O|}I>W>wR@_Q|EENcW(Z0d6{Q*_I=jO3CFBWSfUVXd{Be z#t~ls8JkGaf#DD#j~1D1Nc%q(-)uuB;GcZFEb~9SPS{}LX63jIqry*-5o#a%D)txy zb(;Eqj?eaCY-ZgT0^v|;kKLe`*H(?0l@{f^J7wOe2azZVi?ZIQq22VZe)~bYyYlo#oCeJF*hUF;Ze*EIvJH>c{kLU2B7hVPYt@ zh1hDaH=SCdK2M@IOs~BaNL`9W*aLMHEHUaPGn106+s2hG(DaN5mZ{~1n5I87fm@mX zeLQT8B=CnBHQQX)I86j^=GO{|To${`h5H#9M`+{?)P{QFB9yCLvHd;)>1#g*PiU>5 z%)nUI{>{CMZtb;5mzvngBrQ%IKA81^gus8z4FpW5CrN31Ao+)R9%V)mXb^V5VqXi+ zqPt+39ZPH1#W$z>C2U`i>TQg#$St6CJmWUcH9SFE2IH|Bw^T|oX#RGCXMiG^;M&0ByMqR<^D?#MwQbvwnHRHdmN(RS1Y>N7c-_F zj^p!k2o*qOQvha(2Gk zVm-d3Et0_^KjR1q$Mte9_bOuS|fB(=GcVSe4oq=-?@>25EqgsH! zI0O?Cr{>QZ)fX6}^WZ}k8Q*YJhZ61YN>%S*&n{DIqe=D>b~voSPTa?-mvEQMmvt(| zT0vBt5G-6|%l$*pP8^(BJ!*0^cfie!v*)1!K)2qO+i;>45ty%du*al!QOounBgfNO zzRNYr1{4F;l9Bk18TDkgEL-g#ab~lFu8A-D+5{b+LWcCX?zfrz@Fxcmy14MSG8 zPDrdOC6C4Vx6qERB|i*1`>_7Jo6uc&eOTtpvQ@n}Z*pPim`W!*y0}51ii|S0x1ee~ zq^UnsPhJsVL~K5CWP>qf0h;eW{Vi7b9V5B(F{j8v!p^O@kambp7fzXrvl|RcNKx1- zAp1Dmt836m9UAG}Q60C03Jn(@pyui|THSp{sUG+NLGbc|!PCMC>&D6UT;VVf%w**L z=UW?Xcg^X9r*9;_Qk%)Mn#3%e-d*@+O!-|;ISy;pjD`!4X?K2}WPxk_JC8nvL5m-y z{u#Rlaq@drQpJwrk@v1Iakok1oQK!IeSn$StKg-W*75i6oNwwj-<6(iHbyFq^QGC< zVr_Ch*$8nIe)3aoFD{JA6U8nm$c8|7a84{zaglo+1B@fv6>gVUm%d^&w=1Hxxm<@o;lhmW_RZa5z-<1!ku z1_!iW?B^XVPI)GXu$txa?(_&7gFfVu!PE$yw18&H`EX`~SdWJGF7)V4iq(*BtazAe z&;I2|eB9iIeYe(nt>5j^nc)Epzgv;Q^aF`BjmdY!|!|xgj%Sp?B<`X4@g?a&m zbu4N#L^ag=hHyAQ=Y`8w7C|k@+#0IAOmMekSR=RhoIRHKwc@y6a|SOu5!$_bGLx%z z7VD=mJ+Pc(uH|F?eBZmG-8)d1&RE7d7*##5r3fUz&B=uCoV;j5d5-X=%MS(^0`s_Q zaQw&+wv1F%a)~TJr}lOFd5%s)Fp;#lInT)&Mhs~wm5?@U?nX?Fd{KZjx97Tdy4HDo zT=%)9;8#Rsz&>8lfuWZBD9IMORo61Sr8^hu-hjhxE^e{$@D_b*IM9#2)2@>jCc*Hq zZ4pw84D?s2y5X6%Vtcf)+Y6+LrASEqJw=Ch)TT{aj~Z;_5s3pZ4-B6-X(fwX>+YNT zg$JZ3b`2|ty5`1c#Nj`NhLLwZg~M?2D7|GU`UeA5aPYx?RBDkrNU@v)lci*v7zq(? z`M$@7a23<-&GknOvZ6(&2Ok06VLTPIaRFZn@BzhyT%@A@Z*X%-hm4L ztE_RA`y-NgmGDv=qi?QH^Bx(fOu!eX-fwCA3k3tk4g#O%(%TG~i5Sb^UO*t!_6?&hwc^XCx=S@rr{Dtfq7H zc}nvR)DnB-(I+wrisp;bjTo`zuWTGU+Cc*fc4_L5Y**_EEg!8C z%UNLG=TxFPdErD25fUpCGe5_h@FQ+AcIVyx;kd0B&C}d2WGjy;&jEWE_+Az(ll`X+ z@?x^faK4`i~}!T!TNEo{)!`uN|}3uEbcs;3y%{fVJY=39kjl=(0_$JRL^gCY0S ze!ddPfRfjGl`A0>3;f<|;6#y^+qGFQg{GOg|D7}^9dANp2@_JrI^B=lU82VT|ERws zFcN%(laHg-sKD3R zWkhxumY+Ip^Z??+=3Za;#gsEnrJ^uO_3NWQzp$O8Uw=DTRXdww88VWx)ro#9>&-Yh zL8g8Sw`2Fti;!~b39?Y%;T=I|Vq3~Gb^;7}3O^+XUHvYJWk?JxqLPm%ZVfVD=iC!V zjx$p7t9jjBlaIds%uM092fDW+z6^dL3v7){ct`^YMG&(ZJ!WYl0FFF*Mh*l+7O zk+hxUuK?ox(KX7nyJYXI=Wyx}g}=?oEv9wYyi~F8Nm#)CS&ht6&OVKnT?Rdh?uaz@`KFPbQ7AFJWir z#JyR{PJ|%Ra#Uk$xv+wps-HH0<o$N=ry8)H$uxaqhUwfrLEL}gws|JUu98#Y`z*4e(KvaTz3#%X zjFFz-p|%+JSPArB5*3GdC%BZ(vSRBN&|ae2pK-Meh^ah$?iwP_mn>ps zI;tNSKW4iiG4x$~+rt0;2`?#V{|JgK;62ZG%}*Gb8hOZ&U}N;^ zW%Cfx_FI$xnWxKqhpjiW44U{((h3@QghoRQX!eEh`-HJyva$i1&z+1E>Ru`&a?~mP zK!sjvApw|lI6^b6-jX(6vCCh|Jcmbul-F4xN5_weEA@? zB8ds#>Y=iQ{-`KWj~jRBzaes65OX2mdCd6kWB;UUuk^gJW&<-Sde=7Zm5+`@4YzsX zX-@#LpePw3VR$`71L9GUwpcl@+NqPyjbku3CZ7#7C`A20X*}4WbVT_+R=(4jd01o1 zGsBGI%6i~X>W;MGrBSw(xT84!@LIPu(Fb1hPT93sTV$fN*bg~G zvM4wI3w16=<@;)^{es_{YjeEl2*Uvj(ehQ{L&X_|$`K|P_jk%iaV$SyTdzEP2;u7_$kOwyk@I|Ek%u9@TPZ^!xa@TZ(aLCrdc zOg(b|9>GvE9(7OPWwXygpw@ke6gKhCQfY&g`HedeM#9CgOs6*mEV|_TFA&(A7VfCw zw-rBJWo0wB%OxCvOoo;KB@P!Dc=8Fk^;PwNxHVjXS@)|oH@KWDP)0X(vFFMQH&^|K zY)>-Y_P3&qwR#YwJ=7@L2U2$-NL>{ZBt)-CU{r{BULciKZLlMJpvA4fJd37o^q2qr zS8!sYEqwPFf0H`j5HY$HO#f0}{O@>&SI|cAcqiwvxXk7CCX)H?eule{RO3KeoDxC9 zK0bYEeM|2VMA4-O=Qz~r3Gat8mW*mgbBh8mw)h%VxNfB8kwvV_V?Dh!Rnle!nLQVz z(`|2v>B3y~pZ~nn+ABTC$V&hfHLaA(<|~NXl91_P%47CRvy_ZS>~wfx{$4S4dpk+- zMH`QF;d@L%vagmhCzGQ?`OsLD=SFs7(wCFc=4G^uv7t9+uL7WquL~f6GkGE#ylY~P zJqP*C8Cik0f~^3QiTlK^NslDL88d4A*U$NVAh5Wiu;_y#CVzL~M#O|4*e=gFT?q2M zC3jsoM)(@VG9Ca0jTF$)0u4tQwdsYctG#@}3dMVR091VI!mBY|cA5yszuEhP#pXCk z+If_-=Q@{~1Pv`Gl!bA;cP{Ka%3A^hp>CALzF*k& zfW{WwJX(#{*fL9h z8<964vykesImt3`%N*0MB^;b7Vh*^UkYggy&kSgZAySBcj39l-nJ+5U7LgR(vF(dTue9Z>teN}P6cGl z-mpodR4EG?+&CO`<^k&3jUPz6pUixc;wdf3OZIRltoBZ_X!P{aF1c56w1%4dGhte3zFW@PX!_ zK|;FswDzQC$(?h5Z?6Dfw(xSmGKbSF7(s3IaniBL!>knDpmsuj!z%7L3q(4!=*L`l-7L5*uUHWL;!HxU3 zPrGt4@x6DBtVNEW|OHcXrfVn>FN}%$ogA_#}b<6|cNJ zNV@$u)%@4&oCKM@6`FqHLlVssEsSQ3%jG-yjnw$@cLesxdf@z+7wjeOK~|PHm<22A z%E2NYsXJkZ>D)d9r;oxY6?EIb4_ zW6vg8SiQ*=;81{B;--QugLAq$XCw!?&Cg4`zVrGVqxM*VbufVEO_qNKOE;KzsLRZS zR^aNFKtB3T6Q=4)%YhUj5WQy~EBOb#iDvHks87ANSwpE0uQcd+EA)yDAfaPhK2%*; z`?K+2bAu#N3ZY|2Yoxx4IX1J4)=mv%VM!df#+3ernlXSwJ9kU%8VBabPL;SJVpDa5KaNK0Q z2eIvj`(4Z$(bN2ltO`0nma@3q-m(pb{Eq3TnA==B4JN{M<=H|kp z*>0_v8QWC-xS4v?VdP(g~(8*n`q&hVc6B@5&8F4;Vcg){VclS_%J7@9!i?mzqsz8LQ zSXYx(&T#^2)%6chKxpbGeQsQR6bUwYru$9+B?~TB1--*P4OqU;-&}?C5qn|9qCNO( z;pf8s%r6f|FrC`5|C+Bfby`7|^;x|T667bVFo=+M*LlA#47_$jc*&5E#ZYP^t=cq# zb#@f8)wxM3Xk=dziNk zXN4x`ivNDca80~LDM@@=Yj^|Vum?My)vf=5o2$>Zq`$|{GNU`~AzcS|!(Li0L4l7Q z+7+oh9SlN_LUl)#w??9-2Q?5pmenej=Rhq0YfdQ$W^#aceq`8xCu(ZUB!xx7l}gEW z$Q@^^LzxcKG%`svT~_)WRJu9^A~IR2I24=I3uN-*HdN%Kgg<;juSGN zQ_^ngX_$#-{O_)2QaRCn)kvbmBFOD4M&59K=*M6Giz6)%jax17{T)^Lv!#N^kCH43 z$VT%?hmUO?9Z6X~-64RVAYQw*_SKj=gcP4Fxl}!KpO|97C7ot7+Ta5JU3`XZ%38st zh2Uc;rg?l&Fe$iEeXpmVt8Uu}P=a9CV$8H)$B)rzC}SKi>Ig&lz_~qR(gfdJQN)js z#=Nsj3sC0Z$_YOPYaQ)-!7zW|&x~G5LYQph$H9mpjoOuAbl)YY=%QK^nVHOO#xx!A zBHP(Bf#uvECXYJ;z7O?gIxOMEtrw+lXAS5q7Hub3lSlYdvRuAEz2P0lndxAFV`m>G zmF*riO!%KVm(=f%;$-0&pf(1k2y?ph|Co9UwLAo2IYmj{BoaegE@BI_*eXq6G+AF@FRGz%(FoAQjSU&t(PU@(b{1aiW z{)+M{f}^f0L(b;GaP%p*fLc|8M7{l!hU8CXL05&EV|q18-5vSJM)RGziCf`IyJ6S= z;sf;bC*?QLNqwKM{P;Q)>;SD4fU$Z$LJ7l)2_FCc%bKBB@JgWM@ak;uZ^|Xd$^YhH zwG7=1j&eEq4!;rp#zaFT31LehKdTy=w*SA`UEz9 z1L)etQm$%!??>Q6S}kxx=buJ`eWWWy`IR}3 zltsK3NA}p%C^Zh#5)asqcJIbdBsUbMqr%ELWzdA9^hwlda(U{ma;Y8E@ zcz>J%=28gT!chWefvHz|d# zQGa=F$2}e&l(ze>n!-0z3Q)l+EMVLEdhH%9EFsGJeL6fH^2h#6IncP42k*b$l0T!Y zs(df{ZfA4qXBtjJ%%|D>kzK0FYwU{=_!Y}P#2El$H-Aq_LJLO#p3s4^ufxnRe2#8O zRBV`*T0npXgzIoQ@mt;$Y2V$nWCU&!g-u`a04OYyzOq|v@iS1BS<;6FsZC>d+=YXc)h)Ipwn-WK{vQIf5z3u|4&kj2?=X@3FFiZF;6XR(ODY=_xqjDR z>-IGBTuaFe?2_oKwBarqKjFPcX)3Oo1tA--1YCc+gPi=Q#1IJ?;k)L!ZURNN+7?B)6JNGH z8n&VFqzWLtYhhXuRFEK6iL}+xox*O8c;}FZz!CpQr~H(m&`dte6JY9Vu`{UTNOmoG z=El>CUv1vmTCi&Vi^z#t4h|&{P;I~41i4L!;01I=w#kTyo(66PhbLh6>#b7HlA=@T z*gfVCP8RtA23@3c0)=+~Nx^s7dwKV9W`OVORZ#Mi_my^n4Ey~s&lC$-YHg#7UNm6y z2J(e=>iq$O-f<}7A^TUb$2rtN2PMMSz13uX(N~%vZN`VN zvJ;C9ZqcSc?(&#=vt`&=0+ePiZ_j&SJc{qBS4E^ zD$hm_2nikbDa0}TfETr5=R5FkxJ?%Mq>Vv>e^^vRg=Vac zw@cugMTQ|pTia1*>nB^>XmIJaIZT0pp-NQ#^FHKhlrjo4Fvir#LqE)Jl^BNAk^8?x zFEIK(!joK_PH6Z`a-2cYXjgCN=j9I?69Cdqzchtmea6gH!r*U{x|w^=XXfYuMV_Y> zTl$8t-w;`@T9xPY^RO)X>W}9OH>)3&lk}?Ub;_zMx{vz=Ra?bf^v?k66dy4RtNY?=k*c zFTLG>eG+DIKb9voUXOu>@(3)D4_`%7P#>l~&XIbvMnbzSD5KjZsJmM@Na3a3V93&8~! zehL~A)|H+XZ>}7Bg!%qUWyet2Ks7%lf5gupOWu2Z%UU6NLo*n{_IB^E0DFl?7YrRp`vr+l2ky;uh~am z^8?rA6dBL3BZdA>T2GP((xMgtsVg@(4{KtYs_sJ@4UP)?q+?M7+imA=`Q;Vc)4+zM zm$MgShrgR6!W=(@W=?Kh^WozKOC4%T+;nu@Tq{kZ$BPjvL2q1VRC?WS`&RGuxDY92F*?OgocB^P4}GG4iQ%C| zaWG&t^goEho^GOGN`_9A$<-yDUZVH{)pV?3B?w2TdXWJx)N(-oRAbkmGUX{DynYt_ zr>iqn%-l{U(cUiSsvkvRb@jcEYmCM01X<4Suyqj%w>_mPo+zeUn@vlu|45bp2hy24 zv*7`74fG`vH}P^nvhPRo157x6{1SHHzsrsX6g#nj=w0ox&STu_Rr$7KPyyMymGa~U zjn8E8G7J$%u%Tl8pss|$O6gYgv7D>ofugW5AbhQ6ju5&naPbUBY3kwv1dKN2x~A3B z20sfQ3DnQV_QS&-j^;A;C0U3cM!0J@WtvKb*=V*1FH#JL^@-~1{-8QCNfOley%rBK zZUqgoQZta{tCklJa#*;jf{8aP8n?{`uH)XBB`$tW9O3|_L=66Gw4)Nn-3~yBd$$w$uePA>-tF|KrDX^qsGmG9KoSdvPdsw z+h*FJ^&vd9Dsy8a8}5@qhIk~Y8noe(GwIaJK>O0L;hnX4%BPcv<td>B%X2grkAzMxYpq zOcCD=5+?iKm6wZI_|EMZKeEs}8WTx?Bz=6 zUlQP2N>G*deew@;=HoR?dRlrVpv_4FGH)nSG#!0)YbR~(KuP@Xc>d!m)*0n-+K2}A z*Z~;>ICLvEauu)C}W-?4fBXwCw?=@84-ay;#^8T(zn+Cqwi^h3aDXY z{^dqQSX4}$R{#RfOG>_?xL91J*EFXcaF}yU!AHtaN@7!or^i9XX`dm1ts?qV`M90|V|;9ZXW*4*1Obh%Oj*B;9HNbQu6` zH)XM5EZ`N`ca8eC9yjI-t2VZxS8zCKK0hHi0#{+bV%U)QQVgstz2V1$DI)Wrk~E2WNu(b3nB zQ`g&>QAGTrP_q=8=d7}viH3F&qTNXP@hsTT(-=29Qh}29OwGO4PPE$hRsuUVt#=B+ zHts5hP5K||^=Ky;Dl@5*Nu$|>El+-CI%hHzL)1&FK5|YzV{w;z05mHGoirY5LirxN zcD|~yzyq$_B6pan`+3soq|3?V?uwU%WQd5PD|H55-SW2Wd)Hu!Rlof6yoxq4`@-K1 zbE+I;pqthV=@2MyXISpo*5?9^_kGlHvt>9@XX|-LB!af12zODwNbBZ&n+ndlsm^7Z zgEMie3G7U;cY~Pi=g`O3>Mvo!?{(gcKV9I=rA?7nAw7k-{W@a*h~U!=%I|9eLZfzl z9GYxNX;1_tO>l;8ROW)S{>I`i)?d=m{+v(#75)E?ELtKse}pgjGX0Z3P4oE>YOvlI zlM0D4d~2HsYFZzmqv|4jh;RhIA38b+y+FqRL;u}8S^OW3RG_Nzf=C;Vi_WQ_&OgsN zW>QI9C7wds6IZ4HE_(Y;L`aY)7yy*6+VA9BY`4)p-C6H7I8VNe<>Ni_|0n7OmQ@Qk z!O?_8{ad$aMDiV1{Utbbtp4WRy{RvYtOwsYFmS$xuot-#FWLbAkeMc}*7M$o1qXYC zc2f$g)&Ss%U62qte3;%xYHl0tkUt#0nuJV%9BDmiKaBI~&q8Dxc1K0UKn|rJ6x_OseG`@PtVGg8; ziYm`&C@N~T!AI0y;Q0o)$>Ok`fV=q^MeKoucRX%kFci~{Gy#e#Du3@$_2zx_>h+{L zD>5(g+t_&Hrfb^cEVD4Tq6XZJ7af6IqefgHg*`BW)~AvqVX>(d-jW-9r`bPEWcE*x zVuz)l3+PiVFK0i7@Da7!O!V|T)un!VoMWJ9PQ4%+XTsKV7B&1Bi;@4|AgwGcYI_o* z#d7rEq=OSUTK5q16+oz>BYDW~bLL?b&9h?1Pq+5^zB8J=5bK_ZlTU>>eNu7td2HmN z0k1?L^J-ik+y!Or2Jz0tZ6ft-i9hOo&CxyKk(yvj(rNCYnH`P+UzO?{sO$|z=jskK z#T1h!wcD{3&m`LSGz+)6(SBfmcL-4thiPb|kp@us?bVN76DAqY(t!l<7uEdb0hu1; zz4_N#^I{8%Qp{CcwMf6Ad9KP4%V9Go;hdHR+3dJc;V!2j)a501rIDc~U=-rDbF&Bg zWx-K!NM5T*{7H$&H`AV-Eon2ig~ZL2%cbly(GMNd-O(u9_KsE$d+K6HxUXa@F;L${ zRvhR@_$z6{?eXT!oW|2^Dp0H{n@-t6>cl>n9hzsl^mBV)m&5h0<) zGe_*in%!diztahk!#*oC=qSHRQGFxBd;lm^UTtpx}B4p=nF=^AYAG`-hw| zQMyf6xI*!E#zf+|FV6yT;L;9tu&ReY23f}1bSLrv=V!+lH-$3;C1lf5j>MdWZofoz z(A2sulYsq3nPJ$S2EVWYXG$6bH!gwQC)jM4gx>wYQHOuni0ik!Dae@ZRA-bcPM?vY zh+7(U;3f%w-@swO2-T{VP7a<{>NwPS1v4)qq=y6aG3z?qd}5Anq$fX)ZD+E1=1qzu z4T^QeK9VtRYjpjtuMTQri6J+qr8r5zihPQEJ(P_HVit~UnmGvfSCtBq+%(rD1aE8k zW!G{6gOl5dVu(6#uBI%AR&wx&e1*-F2yi+nryJhp z^o%o}D1eU^{D6Oj_jCapZpO1vG1%&vxSYH@M#G;kwcPyd$Gl7y!-{C%B7f@Zrl=w&o>cQ8}SXoAyuH6}P$PqlR(J&Zt9nE`6`Z zZd-VwM@^Jq^P=H1s2iN@kL;e$DoOqOhcWg=bgzACg$^7D2OoGbDOJIATRu#0zW==A zDcYbQgG*%{M;qkLDfSk=t^VYwD-*jve!v}SMW2mDLp9Tz#rnA7s4yf^oyGDUP1tR; zh{uxegnbnZ>e#B@NktQk&YhYZw{r?<{0#T_I4sxz#YbKWM%fp(N4bxKBgoPqvtjD8Uap7ApZ0 zexd%oUXB9UVBe(L15hd|hiPnZptSnKgcQy{R-XOjo5H+LyI__$T4nZERmCfFhhBUxHFbvsY5}^#kc1 zt*MH%AN5Zhnx_31i~RZU%qf2JvY(e=>Opz(kF;nH0`~YQ%5l1WAQ4%Lwi&SEjdyid zpX$fhw?Ka6BrKxAf-8YFlpKczVt_``Z~F{F)ki}+KXWV4K83f{R=<&k&saI)_9WBD!@cFMJB|mbUk30;f8xN_ft>VCP=5 z&lpPji8J&NG9Y5b&m>BC<{^>VOObFiiJLsQZ5@g3lbaV~dE`8c#MyDGhBAApR`LG# z@HD@b4*Qs~Pb_q%WtDJ*LkUNwF}julKc@$8JFJRp{iy z6)>;(+i81cv@*|KZ%N$Ilu#}oSH8s1^yTh#Ufm(GWyDJ~ABXTc3(r?SbCIDNQFx7N z4-_?yt~V(_pI;W31m_8fI$dquqhmmQC_|PAh}-99GDo6-S4;}nw22Y!Y(B-l7YNrW zJO+s!xgG0=FFUZo8=;Zr&axdzpr@?GOfoXUw?NGZO_vRfh;2hb7_JH&%(^WqjEK;fw5qAESjw1YMXiq ziN%Ef##s0mA`Xz?zy0Lzg;Eh|wBj&uW*5@z&QdYC_>ZEZF?sL z5dc z?d0Baq1Xry( z@SFOr{^wtEXt4^(mx1wEe8S~fK2*Ej&+_fgODPV~MM8eix7kUuNQ)Sp06wIU z>0iS*-yd2lK%%Q%j|!`s*(!+^)YxvTGyaj<2{YyUg}^Bw3Y5*H(clLmD)rsBa@kHx zqWs(l-eGqRd!FKjnWhh0?|6W+6ED!C{3XdpG?N31?@Bp_=1b(7%yZ29lgP5%n+NQV z5@;mhT%cH=#7i!Z0BTL5f-LMgG6Wj6+38jQ?b zLml;7U~89)9>;yXrQcH}#&B+M?lVSEFWt{@_FuZlVe$;YQl9Zo(j~~&Y4GtH=UqGg zQ439V$L&P?rZ_#tD&hILo}8L{%W~3M1L0^3X`c|Lo?KT2;Wxat_ttF#A8hePu*}nX zZC8K%Ukc5Mn&7qN&qpE*cKr|YMtWKVYP3*m+G7U;w#1n@74<>cdYRuR54MU^!A<@nYrWSr2URq z-5aA<;=$8h%Y6-|u`BRyIFg+4ReXvgzudHpcu7GmFsqq#(r~hDC?GMMfihkITI5%efgf+#3aa|~P`;b< z{Xq!7XJHiI0ap`cYmvW`!NVv+Xvhuz{N$Cy#&kBLkfg$fe-%9J-8aqy6zm2!hZg1g zf>{=?tzk=#Ft1Kg__l8eV?suKJyJ0I22%vyXE9oW*&o=<$1*eGL*cPS=a1s1hx=|K z%^@K6lR9`AH?7W3E6?ebLS|xTAXwO8j^Zc&C#t3x#tG4h3&INas~TBm;oC49H!Jdc zp`j+vMATT47(mRJCVXyjGvHtEC`>G{6cygY|3R?^>k$x_hJ%L|t*W&&6I8VAFdhqT%Nv~d1pXy(;a5amCF!GA$-8_kL zTxh;uwXQ&#(bg3`&O$c(``V->ky&cA!^puQEgUIZ_(T;4b%Uhl6d($B%q2S}+7VoS zZOSdE$Oc6|YJSh&WfRc5wflO6NMaxEdGiCQI4n%&4#jkyn%gt)(r;|8p;#yJ zodPV$MnoLtfMMgSNAOzSMSUyA4lm|&m#@Fht2(5r9`$W!KV|J|e8}dfaK*rRtBYz8 zpFqxIq9`p4im%r>TkQJRjJL<=+<4g=SC+GlN$&&~Qn1P>$$~h5prOzm@UX&8Q9=CS zpii|OCuDRN;YF{wgS|LD?MLy^5JU6LTLP}EgIQ-agCtu_vwHHJ(JhM#%uIylTwQ68 z1e$bo{6Mfqacn1nJoV{*C<`QTWBUWX(Bx-F~ghR_H%5%q%P+%}p zB)CFqc8EvP$Aqpui`vsQkNq^k&Uu-bkzz+Y!K~ay-xUnu$9X|F1l_FQG!I3&Y#GP= zrSDt>%O+rv3aXW(qy6o~vHhLFI_*9EWtUWJW-RKZ*CTA`ZbwMSeFNwBkKwP2Ot@6A zjJu-XT_Kj0uRCfKEPeUFjvct5+qUU<#q>Dqa1V59c_w2wD0eAQgg)gq_Jg z$%tOftmr&+Nv&{Q)%)TSNFYk8lcNv)ZDIKw=w8UgdiFkfMIBWX>JCmtB0&G8+GX zfp;5*P>VN#5x~QT6uyqprE~keoV>ME2<(L76^Xd+y@fx zuX9Y}YvkZ&9|e#sEYI{Y=9Q^=z8}c^K)Sig{&*P1b;dtW@v4K8AB-RW(Ofxc75`i= zhItBa&J=<{z$HI#%9ay&O8TCx!qX_^DwAD>WixtauUQRN=)JN)?{5ppypiyve$IVA zDv+n}ogcy+%7%Cb$u3D7eGJ~aIfi}`Y5yytkwz{TDPr;b zAT6ILbf-OWGv(cPWmln_bt@yhtt`V}jINPftCy4ScG@PU zemiAbexOtNS?r6X`58Xc4DB{rfY(R~au5DPe4;I_axD-8k#JSx^Dk=k3o#{pai>yA;DLg+a>%XIS*Az5D0SffI$+6IR*bG5iJsR z3VjalkV6B+x zF5)>e2Jc+V<(#fiScv1*x`#2VZ)+@(F@*U~Tr1X(rd$-#_W;0TYb$+h%&qWyH7zsw zo~Ih6vK40H=#xD+Fo?c%C?O!fJvJL`lE-|3a!eYzNVW6p&9~qEf zPleun*jqwTOLQmE#oH}*yRX4S#qHOZaQ^scz{PJ_em7A-n0RZ-8lJKz#2-A#@OqXD|~=j2EQbriYCpkfmyRwsyQT|D)pI4`N62zW$}9i4033Pe5YhSPBM}z z*mejSfB=hD7BYvRl%S@JQO zUTnTzkJ%6!?{}Mi`P9&H&S_|0vil~gyGQPoLH;FWWy!Q7|E#;?DHok>{rT-_JH)0e z$Kw8e?cDZkwarQJQoKRmwrS#e$<#(o*qql2vNBU>BldP0AUc5YU-jhEpEi{KR`&~9 zHi561PjBsCdDg568*;yLI&N)pKCQ5JOq_<|O$5Acd>$g0r0^O2oM}D&QO8iKt(eVDg)nqfKd2=y|JP|kJWbx2vUjL(cEGUqjy+zZV2wt+s5P|m+qAEa>^ zdTk6xTc*eRflzT4pb@-yJ&_ZewT zPi?pR-vR8&P2cI$z4)>%O0FrpW*8j7(Aj>mt7Ap*Z-)O%FzBNLu_M1#dn4Cga(q1AS)1rGA zP~i+~U<08E``@MMT&>rY-Y)AP#JM%uorEqOq;V<>>CA+pDWrYlC$fM}W&D;jc*J_q zq+nY-7yAkdrOpZb(Wg#p5J~YRzLsuYxKZu8$4XSACzslJ-)* zx3e`oPTl>6bMfOVfRNzt5mfO?i(LL`fT(&4e&JjT@NEz{bj@eOqB!Y!+c<;Lr8iDo9;7>W znEK7;DuLOsMH<~V7oIM>0PK{26+e%L${Ke-P-(By+hI2A?x4W!*4tqq6A!ZwyAX0M{g|m*TCz@m8Xl2A)aj-l4Sa}4{K~atwX+RjcydSCReR^Ec$lT zM{q~B(%^uHzSC&7_1Aqr=Gzr-mytM|Uu4zB0M zu0bpMwrvosBZ@7&ro+eWb-KB$>tE+D{!dxPZec6WH)Soc7Cu(BsX?3&A`N=jnIoE* zUmtYIMPYH3ENE{>mST6*n)fz@r?+We#_X;@5o^GGg!u;e?%$Wu_r;;W9Z`4P9Now z{)lwmWp0dO{FXs3P1u)aB=ov@8iD3MHHRePWOuzCvHNqGp}RzInzBeh^pCt%Y&cBf z`agLKh>BP;N-$d;IoK<9{c$TDZ z{L_){pS!-yQ}}^!bFvr0T&si^mQK4`I;IRs;HW;zk|RQqs2<&4?pTwOfI0DH`RC_D zr!)@ykj~4TZNJ_1br&(+rCplzQ|zh0M9lxcm7zO{`o9mV`S`E&fETerMzWUA7-AqO zoKPcY{v>0Nm^N2|I8FO+X(tE1)3p&)({wI~K`8WZ|3qXSY;^TQD}F%w@_d8TS6v@` zb&@gIUAcHPEOjc9<9V@jqm3)dz@s1t&nWp!#&=lg^SR-W~b*XeC+f$2sS#j+xh zM>_E6VoQ%SE3xGU9Mj)nHRe0jq`Gk&G4Kezt{(rHB3T2w zhB|z(+Do>rOLanpcP;)ZACq{F(Vata$l)B6E+=+Ms_3R!y*S*9T{}q_%+$V4KQ3%J&-Kau#83FTYuA z;9Z-jl8Pt|WHYWj?w8F49Cck-$V^UtU2C&LhU#r4R+rSBc`iIo2d+a&T~5!tq?_l0 z%WvF9GL3z!pYjZ-Y6Q-edfSw%3u}dn@kpRtg5M)gseP+4QX~c;oUkMH?|xa7VQY0i z{uzQ?t$q0;oJ)u(n+p5DHt?sjfKr8@M1)$BBQb!?UCj!AkA9NW2S?YTSr6-ef)cn+csxVa30L6#kam) z6N1V6fh@6To+9@I3Df;XC92C*eQ)6X#r+xSn`n{QGwZp+f#67m*Yy&=26jN;DgaSX z$IU+s`h2-=HH-}4e~l&K6|8!>R%&1SpeS{3;7%*f2^&6L{f0b1;k!>kFD$R*UvQOh z^oAbYucY$#qpbl@Ics0jwjbnzAsHU>y9fskEtAocj(oJG4knToJS}wLd4i2!aDT$} zLhGnWeZMx1nq@&h&#<9`_VZ=S=GvF!iF^;4X7kNh)8<1;Ej_nyK`h%-ZecQn>;3Se zVFx#hn0a@G3>vm7LL5yGx+RWf+uR7(-^+h1BRNm_Gc?P@U_#306T*HXj$l1n($0a}4_dc=h+V&p@vJ6N=y+HzS8V)VY*hm5ttpbOm{-TGZ z!jE=mXn8mms0Q)|ISlJY)}i~-ro^QriNJXXO7|LEvt^X z%g}3YeqBik<@eOTT&s>h%lgA@G(Zl?{9N&!I;yjS=8R|&0g9}myZCBv2kAn61C4i$ zhw0iR=L()|1Cipzk;H;sz8#NcU={7wzz)zq4K6c14D+is%j7o`sCur--7ditBk zv3<`%^EsdD-;hD`k34t$`+D;PBLm$QKLm}xmJd+b=ENC#E)>ZQ3_Jq_|EY6H66U&_ z*6fFKQHH8&kUAeX2epSO4rtq#%5gD;2>a1XaLIJ({G}P~V0g>lJ39(`sIAET_?`!O zBEB%d?xe&RO6`8H|LWN8@~MG7goJf!?4jr|Jd+`3X-6O%TQH`&)nZTP4DJhuLXAsv z(25A(W=6IIf+yDAv&B8q9q1tZ5&zKkL4d|{qv)`x%^<~{GoZ8b<_3Dhv*-%FX<8ib zIvQgzHYOQ~5TtXsD&MI*@O5zf|M^1b*EswnOC0qH<-gJt`z0j!jpoJj0FIEvkf6?4 zS(YtU19OV68B7mhcS~LtMH$rL)I{G=GAe7QP!oUact~2oO8zbkIdrX08tTzFg%#q< z*LXA@N4dE~g)f|lttfC&%l2D;`qZ~9&>3Vu(6i}MLq`*9`2AM7b(w#8%P=h~O2NIo zJ_&JPW;_2epeVB+{6u0(7VoC)``P4W*Vh2bi`-%t#}gOqI_sRa6NcY?^QUKcX0Z2G z)TM{KyC83|%E&a}N+kLTjU{woiBT)dnVhWOOz2#Rc@V#rscQRN>kI*GUbLeJ5K!J zXPMimz)|bo6i0zQ5>!jWaMXke!5UHo;VeurIg`|&L(CNQ--%=}$ctC|tC(Nvx@td$ zR`@G5?cgS}0)UFHSwT+qQbJ*ndQB`p05T5stYoLNt|(dm*3P%-dM8T8fCk+|_$S{) zwUi^d#MUj}t+Ic7)AHhdHzTFtz(|WherpeYc8a=p6hN%i3&V0-rKi{Fqq{ZnTy&lf)cFCct*_Qw{z{~unSO@-?=9g-Dm+rGmWcFi+iBeZF5Gc4~O&KGy|Bhc|kf85K4%&p8r}esXw^z;;TY+gcb7wt$=dNFhJh2|-y9 z#Ks&Xa;6Xn8Ez9GhFkh!_p6)rJ zw4(gkjRxMEh*Oikv~GW`K6s_FZ_TCSR_k18-B5V_JHKfwc7pS#6P>vTvLwf53%dK$INoftu7SNf} zIJ6P)bP`cr-DZPt>?%>yfdvDYH%fPGwYFsS+X)&DiF_Z*(;Xq(Gw{6b5d7-7kuwL8 zS6@&XK-{W`C`Zv~@?l&64)qC4xs_?@bP5c-KFQ6_tCh`fra{nVM|hpqw~n%eZzgWn z7Q3I__x$UB>#&Xk`u!97(q2XW*8Da27QHI>zku-gErK0e{%xkP%UX#tPPpn={2-8U zBQvR#+l+tiks~Km)r;YfvvEPZXFq9JNaaLn?ux}>IQM!B3P?GU*#o7o4B|NR{#o(E4Ct-yNA`wN;sd0z$K;dZ1#Rr@J&(+ z#5f|1i|>knBfj4_LceZxStq8Z3Hy!xg`UaiL+WX{K1(-0JnTIeh1|q=Gq(R`M}&Ejz_+--WnmC~uV+}6%wl`+rn-q_2D`CCSG z3Y#QJ={9a*)o=jb*baqa7SkldHD3^H9t0mYb4d-SnV$f{`^stIYM@l;`&(7$z&V)I zg-m8|B;CbTCqs7VTQhBNWR0fR#=#%j{sqkTyM=}kvP2njdB1HKa|xEgFR=$kK0V@s zXw31$6t+CMuTP9rB;;z;A$7+w(%e7jHl`GV3jHB@GiF2YXk;X;2&aTVD8-(;h4EhQ zm8Hj*AsiLyXd+WNx(BUGsXnHInf-Ui(=Ooxhe|ATAJ2rS-SdUso;@8br2lP$cX}h` zD)ypP!M+zPzATKmuxBZJae(=sYG~Yz>uzD%ej#{XrERetLbB?d7Ggh7QU!M1o_tnIX}dP$Nqn_`$%AX`J@Y zq4>fM3l_t&2btG0brftp^ck;A$^_g;J`LuMAb~sRvK^=c%_%IT{GBn~3edm~4+>m! z`kgzhBAxELR}{_boFZ|{=L9*_=po=u6hA#$Yaukv;WCJf!_mNPf`c*?Em?gG#r$;5 z68fQ^=qT%dMc+G2dmjJCeP-TIN2OM}X}*B;#vyZoQo0VT+Y z@a_FPX?{wr4-|-tO3L0lsftSJfPxg$Qz*3|5Dbt#7Mt*fQfym*G>gF+7?i-?pXF=( zm*PvP)tVlLFxp9fE$!^|E=G{OX}Xz@Yrs+Ftga%Owa9PCv5vLQi6 z*%-SVc-iWqvzD?zQ!`UDtH(GmqkNPYza@+&c4?j$UJsYON4%Brqy2!V15Ugw1F}Fe zzpFjA|F)3+Q`UbO2ua%s-a&}=458i3PF8a^DtO(EK3Frk&KWTGMagpqLoZpc-=T=q z7h_@)Yx-M$i1m0Ul?&s2{@fvCWGF5dxrVG^pE`nw%%kv{fcR*H2!RnPiR?{Ne8^^R z9)3*qJqoEioiSxl*BFj-$YNu7VYq!zqH4#Jj@yx;g$Nt4@}RRPqVRXM@hl$PoX03yPA!IkdE-owsQw!$w@y3h&8|5WJE3 zXxx*4$gT%LqsHBprP&E+PZ4=-ReI?K-@XlV&}Z!&#d9Mc!S_UXV_tD1P_+7<5y-#* zBCq;rIYMA;1-|IAml>AW6pkWO19V_v*~`p!H$vI3X}%}5+O5$DXKhI&*8sdBUa#7KW?eXk;G)XPdxU%6Zd2nqs8#2^eI}@e zcLbVGa4f`5t8U113_+_A1x0r<-;Tt-+f9pXP|dQ3adeuLUuvN!9V{CmGa_$E; zM+LWS2}K7qjX3aNFfmOd=xnjN9!?Fw?}4Tm>33xkdbtz9M{zk^^Z_qqsVpQFZw~8U z7o?!h*rOFkuDDlStY1KR)uhBh_vgEj;3v2yapn8r%-&u_5b?izY*lnkMTlzB*UTmq zIg}-qBM&2CN>}ka0}m}V0$H>2Nefc+zNUj(8Io^QM$&hEM*ZGH%*BUMqc0#SDtji| z|M#;Pq*rBZDhQr=>pH>_dGK1bSM&Hkusx&k^t*tIpXgTG1A6DESLh%2c@iqLX4n9n} z0ga$^h7ADNa7`{;Z~c3^u(8cC|9akb4qUHDUV(Lasym!lc-I2{4V_;9nw%0CIeog= znEtvtb{dR6k!J8iIMDJ`ui+OfSH}Sm3N^bLn#2;C`26-Vd6+$IfQd(+Vf-a^<+pCO zO5SNe^NNkl2&K#YvZakw_%&LpN<4tF3tlFm%4cz}%;ke3K@=EG-Y4ly80${NGoKqO-mno53JX=S{{!4KOct z>_hZ0o#xT?Zh4v(n=Dm!dwT7-n4nkn92u`=>vpZ(8_xXynEJ}NsP^w`>7i!?0qFr0 zke2QmQb9na8>K;-p&Nz<>6QTmR6@Et6r{Vm8>H(w{_gX?-Z%5^eCC{Q?!ER}Yu{d& zEG=-)SevpGtwzm!`C6wjZXEvBR9qv>z=yZ~)}`DJ4XE{SoKKz2P3&&w^tygvN|2+r zKgW+k`@Q}CY`}+PK9f+~X#<$P`h!a!j)p<&ajlUV)1}Pl^VyZC1aXp1yB=m!Ickfl z7Sx~BejdwTOHxG-eWyx|M3O$Ir0iBQ{1ftw<7?0n?h+~6Eu8OKxNKyYIu2y)o{ODC zOi_CzN75Xi<0Au`V_~yE(-)TV5oPZBJ9pO{+mWtsK0f7f%FkIQ3PmhFPA#^YYUo>> zolfkVIrdus{Io^i{T$u(WcsUX@0^lBzH?EVrHnugK)a?-EhXIZb ziZ?PpJ_THmvD{`tuoy{F-* zy2l$kwaT;v7OZI>GH0-Iw=Ph%)vh#0qS_)#9Yu2_ap>6CT+<12_KWFvDE`29>iaDW4 zBdjY%N+I05n8q?ov39=z!fGn31_+si_w6dVaeh7JfQi<(%20=fXUpzH!%oxMbQ*8TX=@HX|^; z%ytf_s~##tAZ~|}8+n)wy}9Lk)mbm<3tcAxbaO|f0ls#$|FB5&Lt_^t4njZc-Ihb< zPPCESo@al$X#}*|HGRRZHM_9pI`38e;@W*FXm&v1)cBt0@lRuSN@kVU`E^#bO^B!V z)Uj%hnwFn1_Q19yecnSdR=KZuds)XVY3Cy1m64ex&6(Gi0A2P6%8-AGS@Aq?t7sh4 zZZ}PRmQ79e3j+pA4McvX!;o>qf%UbPSqhbhwT)a}8D97LQMX29cpLivzl_;O;hW$a`_@RqSI?Qf8i$pRfIl?V4?`~MSyXvZh5Rk zs^RCotsykBs!8mEB?NQQ&$vQRqQ?RF+>PY!!%!hMhh1%}v_dt*!gz8}NapgjhJL6v z#xJ^0w+vYsDHKjmd$AydNHV8SVWes0Ovn2R3vRpNkx`s$86ZGdDv_)k*|7)DRS9%|s4vB>1>6Rly4thZw2 zY{p1`j%M%B@MM2@V788Po|kLK4lc@{p&S~zSol1~8(?hlSdR(G@_)B>1){xB0tcI4 zhC0gWm`RRBy90#^?pX~Ter@ikgH6UNYxX27Q?ibr>%$YF%NPgAI$XV=Hmn}^9YOkB z@{xp*KxMO~iiMTv4??$nuii5%y>G|Q|8S|ejf1ow{IvYJgxkYEzP>clq2|69`sptN>90-i**~UxI4sg<(COyG3 znf4NSRFNDntL?YKsgSDOdp~g4PahqD%uBSqafMe6YiDj)eW&XGSGPqHWSb6;xao6f zzU`TC_+7h!1TaEJexu_YmiG(~FG2ZkCw77>5j}XvZKd9KmrUC;{1diuGJ%29zKSrT zGE{2e2$}nolz2UBT+`#MLPK;O8N>z+n&we&L}`J`}UO*ct*V+B?akF zq@2PpUB3Z;VM+;tRh4ljVfiT)y%u;GbN$k>U9eWUxbB$-jZ|*p6?Di!fM(vkH&iW3 zk_>WcmGWNK=FRK2fOAe-PKz1cOtyCfw8raM%|{Egmfel9j`>geIsXkqWL|S(Psy<| ziG0>9qcltpChAXVZ;{Sb16yEkpmLsGPg}8Qh$!1XmkL2n9-?&Q!o%=)##mlu=e~-A zCPc?KsYQlP==aLVEziF|XNi3ZW3hk)VR{_db;saiQ9ZPnGQ#4&V8fODW``*#a|4sD z#R}|BHAj^>b)8S~^wp_d1TKXk-PC8{#8lquFMCWUSpzUhvb++z)F)^Jh!8>tRcZA} zqz@nIo(Om&5R1t_&NE-XQlfsm;T>Hdp?hJ-FF1;H<>(`@Fb6I-al`u=f#6&)fY`77fH9AW(n(`L72=TGsOlR6 z|GoK6D&ZuWI2exg+^6602UPQ-{)mZcVZ~_vU0l~aO?L)yi333oai<>{qG9J!fSvuK%ecN==CTM%MAl{5< z*_4~j@bM;Y1fU@w9rNt1g=jK`W6G6e2Qig_@BKm}_uj)r@_qETU(%J?|4tTHO!-0M zB?wbZuLom3r>MGruE8zF^Um!J7bh9#gSKURI-&&j2c1^kZ?@oX&{t~ak#wHw2Sc(9 z;K$5KP$@mEpgSX{_7cGjr_L6$ti7i`A=mM#sKaphE6sO`U!aAKVPS7DVbs){CQuveNf0;Pofz!LQi!nq@bFGL6J>u)072>3Wud?oK!C3M&mF+dXYSs%*C%&W=1!8Q|vHH zg>3BCR6Sd#?`a^Cb;pY5u5JBh*=EFkuG1F%D$wS%HX}9MB%R_T4`!FoED&eRW98}w zKGbYEAslC6#2`Elg+`&1Hn;w*x>>yEX#x@X(k;q>8&@PmfFJVaE`8No;k&({8POQ- zE=wK5bF)GNagCEl;s#(JtKzLFxn$%92K$yKOloC0F$?Ogquu<2JNk{D<%{JL&w`bu zruN$Y>tTt%--okW`rP;DLg3M6(uii)C%pRhH(&HVfb_W?fYdr1)l|)U_^^v4EKDV^ zSArKQU5OVga!P*ZxU{9Ly*f3z;J$*-uNl#*XXICEKsi&amoZ5D;XXS=m)ec&(UGcH zgi-{qx0w|=j~1Tp3B0hd9cuIO=_B~L*B8^Kcw!;ZrHaM--sf>o1-k<|h&gzr!q7~@ z*&OaU&daM8ihrw55a{N^uY0s&S~O1iV0g?vPCOAX$qZ(U#Y zPdrPy=23kUT&SK?pAFz0=3t}XK|>1FXLt(2OX%ge98L?smYu@qUk!fpWbJ%mjQg;yTy@l?u1aPN@BwV)A93;=)vU~xiekQg`!IMw^eAvji9ZFO!t|_{V}ApW z-bBTq+1s?yJ*CpZgcmz&rv+{9`}>+F?bRfD6=gng`FQOencma8DQ2@ff!L7??cip1 zz1bFlrgh3i0pQ#VYz?*gW>nRNW4j5p+RE#juI2}J*%di?x3`J;DnK3MwMS0X*pHOh zmA?C->sV{juwQ4pa9nq>oahFS8SvQ~Z;oe=HXPI4K2NFZ)Iyz=T5G+w@=O6%K=2C( zaZ1h>d^sDXcDfZi4v*8ff3kN-W2C!aq4%QI!u?s1+- zq4F$ETfC}n7HqFgf8CPhGp_`?+oX3L*^rFlWKJ4nMh9A^b==>UTzfAC^(l*v0XfhJ zVwWA* zkk7BUy#&OtQ$kl>I(C2ZBNXHGSW9T@;seqhBIrvF)8~S5J?%k~QGRQrBgO3{(nk-e zN7R~Szd5p%fh+EIF3!nxFQ1mZN;5s{<5za#oNE%im<4@L(CBB2kcMfqVV7|<^VIJ? zFK-Q)6MN9{v<+>@;Ft3mK;gMN?4sEB_^feqJtVVS>+QO=k>1EPKI8bMO<6ISE{VCS_rQ@4VxCV);OJ?Z!GyjvD=>C&-h zux`Ziy!+Rw56!h%MRi}M9-9dSRFegeaP^5U10^sw&iflvQiI)wqsnz!bL?GybWExC z@TdXttUIrCX}$VXn^Hd_D&1E~GC>zqR6;NB9npn{3Y7Srmvc1Dh}$U4`VkOYx9rWO z50^~cPt)F=HzfXhO)|U((&tRk412zV2GjF}g9i1rK=6(CwICrIVa7?nW1%WpP=a?0 zoi~`;z$<}UtzUG)YrP@@kNOir6wl>MX7f9Jm@jzhebThNGqkO}>gr83eKb$~qW^Y& z(q%lG2ohugQy{}$oLx`;P@Tc;kFceEBghD02f@TB=4b3~FLF*Ebdz?+PpGtXWJN5U z_uWz;C*|J2BYpOow4Iv0RZ_0#nC883R@0-!*&nB`fCPp#ERdsSfJ+u0E-NzSJ0eI6ZqnJKGKCTXfr zCZcDS57!oVO7!eGH2B+BitCGSd;*MAMLpJWP`7?&jni_39atRvfSKN(UpC+ge3Nx$ z)*c$3=icRnK}0c=z4fLqSyp~4udJC6&Um;VfypmaDcOSdq^PQr?9Ay0cK)0(;(22|`62Dv zQs3y|p;0(!cYZE3mQ~!E22RVk&H2teB}GOcI)%mGT-!8dD>BV_!WolnE^0eF$f40m z$9P+`NUuFg-Dw*cr&^d%2=|#(PbH~$a`+NLV1XBsn==IzaoIyIO?NNY9h^dpNxJ&@ z<%X^gs&_p%+?NlI8bC9Yjtk2N;unTMbCRt$@@BksPu7X#e?bJ-i23m<)wO9?5Vh;% z)ilYmBNyENmZKnRfgwYW%~oxb;a$(TY*LN%$-M3kc1xw}g87PIZlIGEJTt_hL@`MP zQPZM-*Sr=6!!bD~``d)>*| zwOATX6RpZ;v)g|c6+w3LGIhuT5oF@!AsWSA)2HKf*8E-KjtVtqYiadM;*8f3pv6y; z#rXEaCn;_;ApeW+TJIB>>Q*1}d*lhKDx}Sp_dBSL*hPJGl^@zptEH_RZlmm`I#*e z>vIk9i@Sso62 z&d6JwhlVvGW>8B?`yhpsNOq+0kiId=OvjVy3lLNkfJCJWKzeU*a2_#F=1C;A{lcQQ z!w6jqW@oK1&h>>bsplq%JBkeZ7e8an+6_zc^Iz~f=M~;!;P1{&9i%keR4KpSx0)TF zsHQj#O3o10XewwHG>`86MHHszx1#6=@W_n#Fl07}n}&^(>8?v-NSKa42N22(=;H3) zTaqqJ&=HfpeyMDNSzKG{@pyuI@3n=75>~mIFnJ`+2R^$`R$@!I-?nBu+~mX8S*5tq zQvEo)gRi0CC0okLgms%kpihjw@`og8X!YW|G}o?-71 zbJ@C)4L64Q0o{+E@sr`;-6D&g60%G`J3gH8bbRp$&$FuC72a0!POK%Av2Kb~OMv>9 zm1G1bF>3>n$?6COVx<$UX}FyeUsja^`ln-#1m>7RrgX#VC8tZY=mT z+Y4L4un2-Y_nZZr^zG~#JA#O~P3v4;yOUF1CuCwI5Tlb$)RR)B>p*999)GJ}OH{V| zR%2|xk@Ro54LNM+1SkQ*eIFFDY*iXye-PH^r=$Iq_8>xCB*}tegzTKG4{qUywJwQO zi+!whw9eh`pLy}}eyx>;V8+D5A}<2#v8vj((~^U4s~fTC zI%-?pdVZlt{1kxgH?;m>DgQubuE8dm{Ir7Cl&@F#Kp-FEI$Y-K3OIuI41a?un7K>$ z1)ai;=yb*1Nmjqg??aE;S6oC$?Y4jdOq*=!@2zcVnS|5}yK#rJMo4%bz4fj%B|9tv zapQK>by+u}tPJP0=A4ZdAtD29%V1@32ZA0bgQM7F-N$n%1zPkyx%girNIJd69}EZ~ zUn1~H+Nz#(|H~~ikHv&NkyjPE_dFME-#CnaYdrp7p3(gZ5K*wtJt#4KGTaQv;f5{p z1qawT_efQpX6-xA%U|^hn5qfJ`DuAyAVYpG&Xct;(c{w4VyYQK0kQzc!mN+OYYd4{X*M*2PvjB#*mK+Rx_RVK$56g+>1 zkF7U290JLev8Fgr3N88PH%UeYL@DV_`M7qvvywbz#o|aQX9?Q}x^}_CGd10%@>oh% zlU5JSP*n-`k93=lP7+uACKoe*3JNcH{=6^#ccsuNaX#guWWSlDfj7b!VR3okWh zH6&A?K5T7Age0KE&!hcviE#+XmbR1?g@HJ&C(p$~vQF32F6o~@b19*)8*R9e#s~i& zYhylrY?-%j`d5Nt+Hyo~Qgw0%z~5U6x&}AKIA9FHR?yhBkzsiSs58RIo;6}Gcgrv^nCc~$y4s2*+}`xjFqf`k**L)bofzjL}1G<-bP?x z^(tp^VXY**v{51htuUk^+QVKmA8ps_V6;WzgTl0KYE~LbguWfP^=2!->tHFhT~Iob zbckZOzbEqVP}#^!P65(_56#ZY0a)a5wk#;G!%~vHcZ&8ss25?@; zB^I5IPL3*J4!egeKKGF!%pp-gsxL~g}b(f54Xm3$xF(){e-A-GlEokB7;%2hgk=$=)hG+0 zH0i40;X=oPP#DM`NRE26wrU#%_4rW#1!8z<_xzl&8vI0(!61>2XBb^r7Q%4TqjVx{ zD4kSydd1SdoD&MvKV*g?a1^29si%O}L^-4E6?txHJlje0i|iEwLQ=cnS*7SqU4Non zUVqT<+;?nP6N@7iA4&HC-L`Rl9{hl;9s$wUO5cEwx#4RhC+XXQ@!{)7(2B_Ipm|3 zZ|JCau>ld(ei}@evqO|pE|3C3cveYD33FYEWgBj9So}03rEXPS6O8yx$D`>qag(mje<}zW~!W(5X-I zHFJ`4ef|RBA{xohvG;_evWEGs1as2G?b`_NZ&Kp3HC8bvZhW}xtR)_}#oDKb@iJjD zPIu8|uzsb!7XUHs`w6^jBjzebqeHZ8L{HeOGzU+9TKAh^o&V}tjvDB=Mg-Qa7GoV9#9K8IYK#Vwe2(*#!vts zKcdB=Cvq8QQPeHY zImHi(wIm))`bwKTAd`yc9|)2GS*VO+90@9%7rfb%r=&A#azPD<3))Bv>Yi|Q2+KF; z!H|9I3`Rf_NuORO9w;ZQRirC^e&ux(^cB0Er4Lz?sSzkEQnu78tOOAZpY~5&T?z3I z2;x$9dJ?#xz!1O`W*~rCX6lrb%BS$`*@UqGD<{n?R;VwnfTrgitBkX!qApop*Z?s$ zmbZIrtKjP*Wn+bZEP(*qJ?(ec)YN#*?V#-B)8cyF@G(XIqy%O5TmlqA#?J*BU-=jU zf8yJtAD0$F3fE&Q93)~ZUQHmq(WFPEHR$@$h6fKVHFUraQ|KFi;XYJnQn^Uo zm-x1>y}llh8m1BhST*Pj+Zl0oHs{-=$n@xweCk5~zP zSBAPqmFVRhDA`@bVNul)Zf+JQ+DfK}Lnd6r9TYp?SpGdyVUatQ&;Fp%^n7kY;529y z(Rl8{?6_(%;jfY9IEnl5qHU9)nPYX017p~yfy@XZiqnaG-!Ir^)l{N&i8HuT0>Z-? z=emNQ_WCS*WY@8#>3hIQo|4gWY!LS_rNi!BJ(qeYL)o&@LvS64U||k{0zWk@a7R2f z@cbVBJ9y7=MI|>n2kU!Q!a6DF4J9Wf_q`&+a{^Obs)L3}LtDI|Zuh@Hc6<_1`!5?FvqUXZF_{->$HP&uuDfNb`p zVP`Z2ZG0$V?6smU^WWU0497L}1&1>)xu?<)J+(tbisHRqAmI@Bs@-JtHQ9W#j|&|> zSs~~-=J6%!i?C0jlQ%0gQwnKJa&sV?I6>-B&?O_5g#aiv!?lp{XQ$bmHxc2FFaUAHVzf_1;Y2MseOgpSA74 zw6KGHhUeX}6-}42(*0Y^{2_$5w=>e6_eCX1(%zl?^l>f<1b+#I5I%zlepg8G=o)<` zorgE900k{3J2P#V2dJJB*F>&r2hV{tI&FM zC?*v#)F*;tsj!Vg_pV~S%kEtIC9b3>gf1g-WsJ<>M-?4Uo6L|;QwlQz-}Ey)yOkyO z%Qt+p|L?r^$F?q9`@x6DR3E_@xvna>lJ$Lx?HOTCjMS@6FOX<>bA@HZ_$UptFEP4t zd!(s<9ONg*+nhGu?4WG3n9uy$CCi$K(wM-Fb?4%f@#cI7p~~G1vN49tfCxyOskG|E zbZ}z*%rbwn`PlGduziBO%VqwIqFM!%?ewizzfL^Z&xY}B+93uHjdOVM(3Jl1)cPZM zN2)LS$$n>O@8)Dbyjq!iL7(Bfi8=%p+Pp9awV{{jCDL{pb%4qNdbf>?=?sT7IUb%dGtrk4tw17l2Vu^dy5qqlsy!&*rMVw_$)S zt?o)7fn>hux7hCyEb-#z1wBbv$8@diZnd!$M z1tP{olLLhDpNmdL0_SiuCwkfukfvt{yH-)TOtuCC6{E(VDNHTE_!xivRu)F(G$>iM z;C($+pqjJ$gFd=qsXau;b=sTQkGQhn?dDGNPBA;VUw4|V0$#cz+P>ka?%>;CBUAXZ zXpvz+Wv!Ri%j$oATs5Qn2K~d+Mc%xs;Kc5iLd9#uiE!AeKdwWe7V+0Or2m92B-XmM z5~lrVz?88tz6Cgi}&mZQq;? zl`G8nwCU9K?h^hcAil)Yj)wN_GwLzgyf6A{0#=a!#h1+fk4=-awNM;xj=K2~k=66= zJ3itw&J%hzJ@L$EWI6ib5{wlE@4KRSXIylWLL!!YuJ=r5Y?5sAN!7|O>gNaZ2*ud~ z%5hu`ggl_Iwi)yjnE6ugV6$SiP;nx-)mI8(IH-ttL%RLNQ%_D)R|&$)ECV96EV6t* zkIQW0WI?|cE62PX;3f+l{dS?S!#b^SeFB!lVa^nIE(MjCqoCU3n=QTcYOPcv*U&Y$ z%VO~2rKvdRPZAqTotZOz^v^fMJ(x1jiL@@N953rFWw^^qv#l$H;MjQCtRvHB{ zI)xBW0f$)Xe$XrEc7f`?$J6AIFVB_QgW5h=zV>99^}d~LY57KRe9&a&aynN0850e} zDFPI-RAYH3D(aZkspWQj2^lJJ!$dcp^;zrnLlH`1Iitd{i5fyvf>nCp78ejYa;9+H!@B`iT391 zBnKQBHt8s!EW7TIaQ)k!7scYajW#irgFJB`XTS`mC1k&z;|ul=3>uNivGPE{g`FZ& znd;exGUE4?V&2P9U-(s$~bq}(pn#B*NN z*E2KLL^4#uBzN`PeZ(>>#bh$V2b3~q830dNWYMzm?uNTk@5!@3ONoy;Ao&zJ+FrKm z^i#mvLAhh@`X2C{Y;!-`wGhAk9oLu182klM}FO^R18yr82=R82&=eom^$It|tD<<;o+*Lq_o4!(jU zNDf^7l@Ii}hJ@%KL%SZnw3Pka~Si-uFaS@X}+DQFl?KSy1 z&DQc{K)jjld&fikLUp32FH3dqe8^)zw0r!3hD?fG@0z?4ISQl#9<*#{39R*3hIIor z5eKgXT4kOL+wz7(rCce4Nj{GI{W%Ox88hB^WSDN2Is#11L9Rzr0oj3I$(YeH4U#2A zMmlw}Q!QJ;iA~=iMj@*%CvDHG!f*n^(h&tV>l9qFUg9`Mtk!~ z9oJir@AqbryyNC%u$te)FRZ}XU=(8gOt^8eL>y|rWybbOmyGH_X06TED03LKkI0v) z+p7*D)zRt?D{aO&jvnVx$ZYAH%_IY4YEat(gdS-gLiL#=UEdqvjV&zT|N0uTeDgVq zD`=E|VHb0NYm`g>@K>os@HU_!rx;ABG`Z+u`NQ3`wPR|(UY=Pf)+6343un3UzQ1jg zSy8%;Ofqosp#Ib*U~==0KmO}%t&OcdOhpufj}7KCSzs z+R`k2B4KU1O^@@Q3AN)qK*pbZY?jo1QZ8n`GfSysvzE$#cs^apa?6bk`5S|qvl+fo zRg;X^m-d(BD1hwuPtaJ&{vR{aR@Hxr~ZhxX`LJpb_ zI)Y19K7qvoZDeTa_`oQX(P||eLa!q!x1t0s%)ATUzaF$(E^RNP?}vH)V|xn7V=By* z3_YPzhrjzp%D?s*Ub$8_oLG1JVWmbsUTI=flVC9tnjL*U+Gq$?E0*mD8L!S{*VARg za7L}*DtZeKGpaF(S9{gcW0vkNkh}04&$A^0V?{1*CI*`NbPyWFcU0%hq&65 zEZkYe-a{>dmqXUlNLlgq;hXkJIm94Um^pY$s1yE+ z>n^48`GhWD1sL1YdCaDFd3%@OnC#feLCzjn&X?+c5`IYmGX;~~IbW`oZ+ySsE!TAl z2=c`-@(>L13=H^Pn)p&xE*@$r@QTLM?#e`VXOXSiNh-E#9`;%k_Ij#H+m#%#`>)|x zg?XeM7M+rRzow_ss^2BXFZ@ChCp}{@H3Y3i{$0m_%gmVVEv#vZZr5y^d6R543*A#p zWC8)126)PdF?`sQuBbj4=nb7rqz`@3S6y1b_uy0J4-PsuvEw%5M43WWzlxSaLVC*k z1>$3$(mB{5@QOQCdF9&4uchJxPGTnx1qMUE$PsF^fA1twRv{o;q)XJlpq<K?7 zi<<+_#L9_&8G!;xg@=!R7y6AdL4QjR`E5Rlw7lNaYs4)y%bkFVB$J}TJ`;#d0s@1b z7YyOk|6K>Iys7q>rD=Wi4WgZYq3%64l zq#A#K!pkJqCfWVP0lzF=WJ*RT8Ftr2QJY2dgl;VQY$EqI2snVbM)fcK{BvE0a+hmX zh>yTy|4MVsp_F8@W*P5YuD13)hB*&^jN}!h+EsVZiXY2stm4hprTp<8!ePYZ6K*5-?k`ifo)d>#@WDY&Q)rL0FyBJX#>5`)1ckUAUMEA|R zKHhSpSuU196!TGhaK_fcLLX5!!KZoXBm9+zT(U64rV5DKl0%knVb(d}VS@Nm1fBs; z)WzZ~UiMmPv>mMglRpRl=-@0ohlqN~P15X{=?<;Pv5Y#LV{XHa=fMQ=f%s8Jk99uy zKM)*ZE1Npd{|z4TadXPC(sy@~i%oh`d?O+L!6p(_DMbagN3=;M;un6tWGzQicom7A zhwr)Mqg@K=9_O}mm3PSrm{Ws4-1lB?(o?bueRvx-Vc;4op;pvzC>h~cG_0Ri)o_V4 zb}|t@d0D^7O% zQQCNH(T+{GTy&7FYkp5|h4}mZB(}~vliqJeS2&4jg9QfsAPPtB)(q0i49N+=pLBlt zSZD{rM1H)#F)LO_BNLKu>?*D&i2{8bmbszJNi<$ha{z`acwJXLnIsNzzl1zwYxh%Dh zOg`t>Kj5tV=;v1MbBL;xU8%Y@bH+5q@HhGIb=%MQKMhWx48{1#;#0Ou&G?zuo@q}^ zg)OXL2v6|(zd>mK-LBBojs1E(EB$RwA!i3?I?@vAYX?89w7@@w zcH-4Y$6VOHJZR*<^_YA`mbX*1Vd<^;fFd+y!P~jhujYd%5?O_Ae_W!qhDMd`UMez&V5>DXMo9+A|QO&ic{`nBq%1+#? z*@5JzeY!+=im~Ej1ZY%T$H%?>J5k@MUx^=cMhB7nz*AU#r0T!aKVYG)Qp7iG;JFlb z^0@dXi>yFaz`=>AbL|?@sS${#Gpz-{J-^ zTJe}&Y_UPE3w@2l#cnqjTf(qBe7fMO>QUxcp-y8G%y8yot+sqEsEB6|ZOpc8MS!h( zU!InmJYx3=4zf^t{~Ky~tJI7L%NW4+G4zXS@${ldQj%?&-c ze#_Ipwp4V0e}QC3ATDGSiTyh{)FR+A1&dqJgnPYMLlE1(B|4=r?71Z=bRxH(?q1T_ zJS+=+U#upUt(4`fk(X^_8uhmWP0(8$u8*g;w6MbeoU6|{h0bS3c9%lt&WUT)M8f^D zWSDB62K^#E?-wqaQeaG>ayLKSCe>!i)qzTZ>0#)c0K#}H)krpcS*I0i+PQiZK*(-$ zEI`sxR9&b1!N6zFyQ{*{)RVR=ut4r_5P%d3W{}2tCEWK|Zgqml;)i7z(agnW4j@iE z(Eg5kiUWcS_mn-$gxRQ?n;X6u{w9)MLY&}%qU41&L>x?uqx#2#RvA-qJ`jxbRQd7Z z*$)JSJtH&)XEfl#R!b{@nDnW{N&@xs4(vQ^qI4rUqvxk|#74M7!#pghR4UPB0J+2y zJd_i8rgWxuH*^kg$99-{4bJC2>9*dP+dX^p)jt0(u5!;j*6x{cJvi$qqd5* zoap|uLGEE+Fcr*xvjCke8s?M?m3kHf?vu>t%rafu(NTO%t_ecNE7bP(eRnWl+)lyE zAyq;0=i?z@C~VGuNzA?CD=w5bT*MhO|5Ck1D=?nLQX-j3@|;%aDKt0vu7A~PI%in& z1wsIiyW!H5KPN!akAH5p0}CSIt;{7Bw8RFXsi6A&DgBZcLAWg(OyKNj%ODmA&O?F# z4+}DyXyyuhhCJPSq`0SE-vu+%D3IG2%*li!TV=3Tn7m){O+Q zy$Rh{sbMd1@@kKFjuKy(wwje2@Z7y+4U9^O1W zXNu_6s<$!~<`9Q^Z4|$S_b=2VRYD;>u5U4^521noniQEshu>e=X~;>=i?De-E*LM* zA4^Ye(}cae6r_WH+qxTT_Bp=sQKf=EACXFxItJ1UnZ=gxyW@Q_!hrQ-Lp#JmuW$D; zGB8~_KXZG1Xtei%EVSp3%grB+YQ~^c?m&K4oe(%eRA32xg1KOPdTw|P7wx#L_m^yB z&uzM7M6Q|YHJ$YHYZX^Nuq?dcM0tPX1^d>v(Ao6Yo7g%UZ@axhg}q}mjH%$t3HE~p z2vYxV!4$Fm==aB!{#o=%xXFg|)6P5+w-Y5snEBL>nZ%%b!f#fQ*>HAkU>c9=GO=i! zxP^f{e!?_m$rse^b!NZ8P)WTOY!rwf&+3vJ-A#9Vvjc^_{?BpZ3{AjBql)G{;Ri$0 zY)pA^WqO*Xbl=X~a`;#_bGN zgoPr+oN?15!#^jHaD;W~Jp?c^5HD}9u9>spFBkKACZ4r^I-$20SMqrIg8O%wnz0!n61{x0-bHZW}kL*5$O zDQ)$f`V6xcH1}rKHEYUwf;TEG=6V5;2k+OX*?bSenb3J=s8Ay1#3|#sJv!SwWD|M& zqQWFjY50ZT^&(oi=s6FN;-250&D3vg;j+c|FOVWL|1-zClBqbg7chcDmAI%NEWlOd z9d9RNR*k>25KXK<33=~mIQUVvJ}l^G(B+}@L{P-(=Wk7Pp{S zPj3GvM+kTX&d(_seCPv^+;B?Ks{$e_Pz-o_olZb=r^FzG962EFs`O~{8wTtEu{}29 z#sZuE&q}JQy|$eY4a>GW>EC(!dS$A3!hZ`Ol@iq`JRuhsJO2Rh7j|_~g>-;0T^jQ( zp;B_ud>+RNq)R|ynfDR3*nKcXDj@tNvScaNYy_dbaz=md{POkZ8keR~Z%PMw8~)c| zI+p+Z-I>t0W*|NYtWq>tb9{vzb-fuHlZJw6s0J5wMN z;op^@Dx49iEZEtn;tQCTF~5K}>Yy2TTktvLvQ#{6#LD3hyh^SdcaVA)$vdm5@CNPsX{aipoccC#n<<#k)h2-v5ZwC;(lBOf8k{Ohy+iqz zu@h9l#@WKWo>%#d+9%8-r7-46PQ~!eX;L_XQ+1{Uo9MF-&0Hqf9FXRl>a*5c?QP$JfIz>g9o)00kLPVpSxNR)D`jaVobfE=I9IS!g7M z==lrGfh+NYrty+J&h^f3mqOA29KB&kskH$QNj%C1R$5NzJQPEc!+363qzK#cNv>V` z1s%iXvDy4d^(XUOj(W76hOP>OXv<)udwbP$=Kvb)vXwW*!E zFzofJ4^8@xse^EyUVxKLQtQRgOJeomsF zl$j-t{19^GBbd#vfV?P5pU#R@jT{wL01qeGz!1V8ef0t3iQ(VTFVOEi&?A z*Wadf7|TG*#IZfTz4=)#%g%>}<=xbd?O@=s@z@6tDFpH6=+8duPd3j^o{$;K<4#i8 zs_?*8FP3rtsCVS^u1V3r3TwiL5;CGdG#!AB088bfkF=y{_K8HCj_1UMO?h9Z0806@ z%Z;&lAyp-Cw(I;BY%3=^wNL0PfbFD+UgoCh0poBQ_`hd=9rxBNEIDwx4`X zBgVHVQYEa@223&d+{&~z`fWe|8j=$pdImfa{O6H3D0sbqVpMvq&dEODoQ!D#@Ftg| zdF!zQBd6v2&@j{&=C+7Zu4QV^EtcssfBO;y-G21HF{EQD-b6wHhc_gYUarm@v@p`7 zG0M2oCHP$-0JURd+A6K_>dO?sRfhg~y@>z)S4xVRi=))M=SZbq-r6=cqd?B@yreIU z&d6CuQL;CoKVa6wF@}p0q^F-`%7Mwk{4?@&^sM#Yrkd|cR-50 zN(yc*)+ub>0rq*O;&+=ux5O`Rlm8Xl zupm2Z)G9j5hY#pp!9TGA)Vz3wqy>J5n70AlBjEL3jL%}@ z?m9a(hQFvlTIrW{?r=6${5b?A{v|h{Y$<7=KQ~962aX~X=;}F|Ejz4 zc&OiRA7zO!LWL|t2q6(=Uq+M=Ew+%9eczW*8e0-t?PUmMOZGh^D*GB^-}kW(26NB! z``&whf8M|D>t26-Udqh#e4g_>=REIo&iie%)hcU=b+p@RE$-5`*NUZ0mBzw0|)rbkN;zOFn4w!_z^$3N`r67uUhc&UZpN7nDHSXY(~`8Md#)$R7*(isPyHS8;o0XG@1wI+ zxtBue4M8=axLeQi0DLw0pSv$swV_vwr)RzJ-7?lZg)iG-!H zj09zuE-g`-I+4Y+SIsi+=NEuPVqMK5bM79Ee8ZG1ZgJiY%zQ~YgobC*@_p5Su^<{z z6mdj@OtftBI5v>Dp93ws#hurLffwef!;8z)U)Y^0^GAuQ-4-!wCw4}lswDX4kR=j* z_6$mc!xtxSWpGnWMX2}TyRz9P$BH=Ug)b`kx_dot+|o0;99m@^16$zg{g_NUQ@6W~ zwCpdDWG_RZxTD3?fAjW2Zw{6iAO)&GQjds_n7Tl1YK&^(PkyS$Yx0}dramVx`5?>v?U zdK5rRCn#{H&n&RWrYrrT5g43JENf>~#X{`ne3mGAXL=;Tm$+~8`HB^lf`@NiL>`GZ$$Ci{ z+wc_>w0RaW6w%**cB|kigC|dfia+X9kUiF6sL#C!Q<`{m9bU80(<2(3C+<2cC)lLN zEoS9a+itj3XB4NNvW$Cp!WfE>mQ;;CGLL>|(kc9OGXu|vzK$<|3@8>KQphJ*7$a=6HxH+2hzId$S_x9UWo}mN7j0i}E)P|VS*6`t-A|e1V4>r}myzG;n7 z-pej%9ryy1)`U5JH$|MvYc5eC^w?=XQkB_dG$f5oo_XpU@7%1YwEi$+er#lYaX ziN+|W+2>Pnaz3uASkqx>ep$bWx^X3n)1+`4p%QkktGX&H=^j*HMTj2bas=rUAW$Em zIpJ|e;bR0@K;a&r(Rkl+&C(#e-p1ba{xeR>A->1~+ncVPWV_xhp;IKSP94L-uOmgk1-1+a zU_q~DC>~t?LS9={hJ|{;>cl#c_*>L&>wr*((>Li^%qdx`@#;`(;lJMGU-OgSQb%zK z{c}7bL8LggUr#emq^i&`Lz~0^(Q;n3OyLuRVx;~X-6Qa3zy1PvKpx1-tln!8oj7D9 z4+8c#lP($DBP*Fsl0G?P-3O!}I&vLqnqe>Y)-;zlXWq9=$7ikj326PQ`U)&=cqdvh zdnuRu%Y;`t(?9Kt_tq?dmaO;(o1-zTTG*k#QNjtu{Rdl}nxg*m{Z>HdChm8zGg!kb zSGjHAdbQy89hZ({JPg^<70W^gKzwh!=NJAux>M~Ix=^He28wld0OJCX3(@ee9zmTb0!h0%@hlErrpNTMRhcm62Arb(M<}ZO;J$=f%vnU zgA0E99`Bx^qaPzxn;pwOy0kQm99S0DQZB#g7Hqr1Zm9JnlR5=)5Gg&Vpk$AZ;o2f2 zG^&0+MX(w2Xel1-?0E~8o2mIXHcJG+qJJVPfy5w}8dY9?l!wE6$2=n`F~4f{hqn6- zInz9~L6ieRcL&W(vC;jCTN`RIoVLaz9Ch7s6ix2~%jr$+@*Ij=Wh|Gl83*F8Zq`;D^4Fpg9iYoAj^8RnVD6K!4?S=p7z45Wth{L+j-iSK6W4Hpbmu37 z1gB**6(_-0E9)A&(eAMGQ$oC?NN0c8OKuGVl(L+T{KMiQ&&Y+Vd(irRm*WMP&gXxS zXda8btpo{M#?uT6)>{oHgF^}7^WS)zBjn4SIs6N=km0H>M0xxq&+YEF&5}3Eu|nuf z+JAs@^w}f96S&H*(qxN;oTPVE>QT0iaVzK;{&Huy-)9M|G9Evn%Ve2-E+4gAMamz| zef%r{LA($*=});bGhz705>HZI zJO-f^_RCy1dpjZxj8GJH#ewr5f^53u>k;y2<=GIH~ z;V=5koc5ehid+4S`xS^c=*xUzCK&sPMjav!HF)Jkv%lhfbpJ2misif4#*SkwNuI9< z9EL3e4SLSDu$Hn6Gv zP=@a`$+2p?t97&sYnVoJTwFQ!{0&`*6%lG6q`_Q-&{FES#7KW4>GS#4^W&8&Lb zs%MuuXhm)<<*;DpQo=17%cW}5+!$*k)}sPRM44dNDwOwmZk#Z=6=W19M4I3;7~NOe zq)>>M!(Vv!36m;1skHIihXP4rxW_Qj(?Wm_f8F%mfg8HVDgq6>xe^y^Yw zRl0>xD+uOnFsqsOkydZB3twuApD9}SDKNC=9C_O3LGIDR#E`Rw<`i_T%qkC#!zqp0 zT=~HqTz2kAQ%=b=hPAM%VOGVtz37^QmYQAoYwl8cz}`UlWq z19gynl>A`dF-=tFI_?~XFU(uZ`=rV(R?QZq%tXJFxzq7^{_JTf8%!n_TZ! zcU0SZ#ckRh?vJ5Q67fSb=%XfO0fd~@nsteJjnUkS!Ohd@Zn_9DlrX8)h#4-!uR|65 z2k%|9bVnmPVx6jgh-g5arclCJH1+HdRs<)vy;6TS4Q=%5;oF~8@9YwGvk@3x=EjNZ zmk9P=Nr131{!>agjf`L2TeobJpP~8TR3ndfY98@k6z{8jcG|u3lT`orA|^Uo+h9Zy z)tnJZs!HjoT~Q|c&RoXe_2h&7A%Al7It*f1j831~O5|b4$9bf@rwoEWd5)X zUjX8?Y=6RC<%R1KWuBNy8sz*tT#eVdrbgH9nr6X7RNFq5l07z(Q+}T~QQ_KAo2A8$ zFL0T->m{qEgQ7!%F}rHgAWyqDE2Hd7Q~DPRX7oN%(%J4+YbPZ>SuLrV8m3yvezm+s zgZxbO>CN5som>LDqjM|G_oF<)NDR~jc1qarEjCbrTvSB%xx(mvfXHewW5SHgkk*7) z5M_6S_woJJcc#BY6m1eU)cbOm?MxZ@sOf7?7^Zzr5Jfj#V$LOudoaY@8R zel6Ds>ny7dwV``z46TUyrb;D4d+{Q=6PPOyr(%Y8Hua_L>eYoED_XLFdCZ+H6w@Vm z({-dPi@*f;IQC{P zLpQAw8s#Go`%K(;g85G|S4&uhsmU9iRf_de5n+otj-qL0Azs7hI(t4t@OVJDkl8~P zn5HYfc}gQ=00^dZ6n+u|jBI@oY?XNy>hfr?05be%TCryTHs_nm779i|s(jCP$Gw#c zxwXgbi{law;gCYl&l>vLNYe$pH5A%2MPwNo~An#MGe}CHJR2S$)9FUG=hzzxq&ep5dTQ{aD5^ zvq3wtcj+`JEd){$s}$X?Eq7g&Zie+J(uf2t8a@u?7Ni)BkQV$iId(0;-A$LS(#!p& zxlDd%CWLLQG+pZ~b%a^!PsZkqkJ^$!J#uon7WLL;+B=jUw@D5TJm$n{nY6E8ou{|+ z3~hf3p>*NR$MAQX${m!h{|b&sG4&qx9PC)ECb(jP-uviqjo0PfzGEZz@l@35dLjfz z%pugymyR)pwx}|c<&}+SC&n`IR$l09TJN`VJS7}q{@ev26mUrxzssa!f9{rn`GPCb zNE}|$YbH*aW4$W3wpSFB?rL8`&cvnOIV^Vf^!(+z@UhBwp{M7_e_cHR=TMz|pV$0- zPQBB51+jK2?r1_~)a&g$Mz$1#vRTYrpn8R;XwX-X-cvsvm*YYLJD z(M%Ep_KRq-1nMJ-ysl3SMv=@;PMUOA&ME-_$Ve;m6&)e-!rRehTZsuS3i8f~jvF$ppN3T4KN6b0PJ={K*Xmv*?m6b< z|JcxVosQ*J@ZN+e^|9MW`-we06?kx2U-8sT_sy18ISGL~zIada;F;r}9(JEtlQ&zh z&b?&S+;4|X0Ka}&-bJEC$sVZ+i_M2#@QH*kNHt{eO+@Iup!;yn1s7O za^FDk$uaow)zt~>vQ(eIT>l4n{EJS6GYJgLXXQES-*pMj`Tc#Ce9#Y9B)f4Qu#W?`eN zh4PrQ8Iuq4YmkAVvoiiV{Yk-J?sgj<;@MwnpTVXNE+Z^gEM=y?_*(mv%J`kA$>P`F zq6Gi}VPUjZOKa$J>QS5y{<|Cb>wt{bag+Peo|T)2oLv)PK~ZBYl016zh4U)EjuC1Oc7Mx2 zOG_w+XKd1_EE@%Bj$0E^iUYh+a%(m3{{l-t*z6?3V(-WP=T$pkE3T!!VOpN*96ghb z;@whCBjWy!)v|my-@UL`>en>&0}mhCO(bro5=yq~?pYnr&Ikl?mW?QIYrKrE}K&v-=E-g;snc{R$GU9#fr;dK^@QMG1(9jbipGJyb@Xl2z~{L zu>>bqGh9v0@9U2t{V~USyE|*t`AFi6)pQYL^X=8RqhTKu{1bEP?O7B@f~gtv5*(&6 zlHbmcEacij)2*6k5vJui%Ow})P1J-(nVxu7pyyU0iK(N{GHBmN81m5q6| zPmFWn5mVT$q$3gH37m;_L9BnzinX=A@J3 zu0AjJD34+D1ka;95`fc5W>FdLzHz0^8pCzW5yyhKStW~n$9^PeuM`h2?V#|GW}($omN)nvVsI7$g+ z!GAsW8!HRMC*>V&QSw`VtcN`MS_nh{4$pOPKw4M14NvwGUS>E4 z`pSEQUwAD9J%7Uo%EHqOUE^w3H6Blz*HWA;jI)gYSxsYi{Q2?VJbT7@zO`>{nm&rn zG7H&s!t~>+(qDQHHySloY<`#+DsNwPG@11-5!GlrDWd8p%HS|inBSTti-q3G1H8nu z_8ov-`q~J@mGzbV^RAOkLAaCf9^oo|5pKa`8j%Bbc~$mHMSYI3`^xO5<##tz4SqIn z4Z7(V+vhj14J_9&s-HF|B?(L(tv2))Sm{&%;JWxm-!vcou=v;ee}QOWi`-;-hX&@g z<0XG;%Ptj$D5DFz{1@{Z?aeK8hx<&tk{n9MLZnD|Y_{W2`9;5g zuz~7o`NE}S^AOf-FWfN8$Q9kH3HgV=m}MuURUy{hq8oC1YwUP=sB2-{yQ?~IXX;%E zz+F}5*L;Zw`%CZ40@!P+zmuKsNLAlhENGKDjn4p` zL|-tZnT=}Z1`f_-LSi@j^7@i?uid?A;e!?g)X1aUP* z;`0+G?j5t0>#e^D2T5MTm*@KntWw{5%ysg~tb98xT%E(SKfy5*1r5*BkaL-Z>`(6K zooBY3PA^>ga!pbpi>5%b>@!O9+ummWn>`(!nqnMKgXARW_%XA0b-D@`#4z=}d7|T& zT1u9YJG!RN7`YocyzUl)*oX8kNQ*BX_rMKT)fwwooTU)v16n<4zs(+f_D);5V;3d~ zGw%ZxaK!qydb}!R?P#mby0=zetas@s_TvEVf_Azi6cF$YQ-l{BI8E z>E=xAx2rPr?=IwxL!4TB-5{T!Y$d3?q$}(%1;e!&~Rge@5(60jo& zSJK1xR~xxJ+m)%Hsy69$=bZ>i!3TMe>}dhs^qCMD?v7JxO6VqT7FM$ykqQ8MC0@+^T+A|oW}Npr7mB^a4&29!LeS{TN?}#FwrO`ObDe7HyC6cYDX>`XiK~~U=*{pnqIV(0KB--0aJaD|FnaKYn%GM!bRpy4}T}HL^>ONQ|mec zu4aV$`Wc0JocGQ8lP6hCAC;F|>gqI^+L86-201x6>{;Z`RarQM5UH`-NG@gQ>II~k*n@mv~E16%TBQ4G%PUY+)7S*?bcj@_tG z;b410Hv`Tu+AQE9AGe1aks9^}hW0a)uouGNL@f)!ca1x2uZ-RPV;l2hb@@-e zMSY}bwRd#*Ze_J9>}jGmNTQXeypahxC*sp~c_uOBPBZ4<1s?VuXHvlK93932l7rB<%0+^Z!P&NT?1<0<5xf%Rje3%PnZb&>ECD4uQBuVD^^fQNa5zNa*_= zhT(K`!Qy?~oa<_&q(5zqb*icIC+_37-V^s4F=sz-rT^>yqI}s%bC9t3@%(Q*0G9_+ zJkm3K8m7dmB4_|p{MAajXn;NXsM7R;+kQauf?COPWdjL-U+^3Txey2xcview<$Vj~ zVYQ_|K|JA-3#Mv&JOT`tkKv4$KUZX)~J~Nf=EkM-05zpF#A)Ua% z!;yL=@~cS6U?+r6eJlHES6|tK1IYeotZ=0yjRh>$qD^l7IVqV73>t+YvyBZW&Fqbx zsyvFMwcwKVMwbRYmb4^17rQAm|Ft&%SF(5iKXQ!!&qj&<*gzz!U$r+$&BeDIf}g8u L+NfNWdqMvJDSg8 zCQJ5xUuQmNc)nh*@1OAf;r&Cm%6Oc|IoG+)b=|M~bwBgux{*F39WULfQ>Pd&8z4+i zouUvT{ee(}pNx1?-vfWC_~=>q-0*Pn@kc(qd+Hj}$Me32&wUqrA-}s1ys1J zV=_5hIrhX;E}uhoM!AeM_oiff)i>D3mW%3^ z=@tsgjeg!Q|Ay0L)?hcYy!-s|WNC-M!f!W@<3NG^!SlxK;}G?M-sU;M&|PF2im=!6 zL_CX|Np<$MEIxQ6(ji_&Y@^bxu)=J2_DurrmbuMV6JEN06-TkNceH}Sx0y>HyAWbU ze)vvPn61+*_exsHf)cnz;M`jpN&^;ue2D)~uMYl&(2EbJIz9LPrOu4a3>a(iE5{W# z?w_ka+8#lcb&2sA?6DqCse!8TfLU`_$WUWzaNN!AhP;WSLD-ZhVQ(gyMlje@i0UH) zc+NG=KIZIvXa{jGL?Buq@ZL`p@kp}C?ARE6HnzcQZL;>QnC4I(T~^w}3^vz;r7Gr& ze>_{XbspvY1a?}$imf#4*rq+GoeQ8s7Lj2X>lq>L1DckPzzD5&dwcEgCrHfX7$7QcoH z&F-k4j92rF>p_gi%81c@EEd3R{iqseq&<$$l~|v>VUr0f>Z{TfHv=~N^jlh(wGNvc znyI)L77DAzKKHt;k;O`t8C1``do>@bPZ^1?`oee-?K$^W8gFwFz)0g@k}msu9fDfu z1kD&N;-WLGe$NS#a&0)?U+j1%TmNDq2C-m=>Bpa&+wS3s!1ek(muqI2An}i8GB4f+ z#--pd>4(2#VAi@#B)a6iorJ5|R-7E7h}h|{O$(EORyJex>v4?>MQl`BnrK7di@e?D z;>RzjZ&2z(urY3bvWY5SDSmE7Dp?bRubq0Er9}a(Gyp^AgUdhK`&E4B+g_< zYunVF^FLYGbp&~CN4o0=D3f{#!M|673+METaai)i@36k2+EJ$lLk%?_9j){zi=bm= z{%=H(HyOy<1=P^qz5GWzZbe<{$;|=(&GSe8M%))p^@)ZhXwD?-Dx;? zGS`>78+>0=O98RFpn>j+zZT*DVl)mi?yq3pL{O3Mvp>GV(vGum`4-olFqK_31kkpTZ)6 z>2TH_z6ZBX=982FEabd3v_ZoHVhluU?=r+L^w*O4nUn2OVinTOkZXsGS5HnfS*q{f zGwk?pOSlqG%~4EeD1aE)Nj&HhkMFo*xWlLf8DHzD+xyRU z-2AkOn#hSKB#%05xBeuoZs^s)8>4~$ISWEmdq1&DjD9>(ccS;vhK}ZuBKmD=d<$LV@yN5B ztU@7QreAgV6j(_Um1OFnI4d^}{H2pQ`3aNt=f$ZwO@{ka@6SV-G^_dk+W`n|Vq?^c zdOr7OkYx4kF*Q1tlWkLdN@k+QsfxGDzGs`R@~U@Co`%Dg*M{g~{GQG<#{UChWHFEpyu!$4_!QfkPz{ zuP%@F2o^!_;ANI$sJdzPI<#uHzMPy_PaSecZn>pTB-$a+peV6}P37`g^zMz6-J5#q z(X?C(Q{QvEXq$dw0B7L*XBED&0TbxXTZgVWe|j z+`x$=r&nxji0MDxa>On0xLh~o-jc^;Z-OQ-E;l7U^i^s52O=?>c-jsAUnrmg)97*i z7+ErC3Jc!0gp~KF?&F(wh0${D`9yx3((`o%ZZamvZnDV&?0&kn&8wr$pkvfOdUaAT zA@r4%`zGGKL!Z1Xg*ik`(EZtL&Pz7``N`o*K8()wP zi$2YYYvb}?@jXU1n4DNjOunRn);L;1zNlIly;OM>D`Z9iHdvA6Rs_;z6<(iZclM>C9 zdXs_xul4n>u){@XleiNH9e)CB!Kh2KGp0tU|9T#F+EY8@B~yZ?6>7vei*|ej&osW# zyI{RJ=4)PX7G`tx_$dZ0QEkMH!+CR9@J^lF^ZDvYxbkG&lm~=qvW3}U#J0br@vw{_ zM_3`kmDgIA8=Q`Vbf20*n4@R^W${RGmc$Je`w$cz!m(1UMK#ke|BMjFnNbjjIJrxs za$^CLk)i0}Ita7!_D`r&mddc-=Y`_v)i;7?s_wGxn_g|pK5Mk|{qn-Fb=}s7lY?6< zM3&r)VG+S0qxm@n0{%YsBp&TVpGmzfAIE#)oH}85vSvpozkdCTBvFm9Rg8)Z{g{qFBbOf`evY~7<<#;jb$Za_U6KJUN?-^0;-JNhdLGR5zIo|Nk zuO&wFZp!hDMzNb>j2zLM1qoVA%`{PIlJL!`Hwm@G{o{4C{uLtY50hy+l+OSa%J>@) zC=J@a0IO;-fKnnP&F{Ah-=(Yjk9nLKkUwlvY7>Xd=#gD#CW%j6K~8&U9j^0fn%^M~ zs=1fjs3GHG_3Azr>vNn4$HOTNz`pL!Y7c_5*THD*UU92>vFt1Ew0C#XqY+Ez%nKQz z`*Y(ll0}f23~!^|`H#f_G@R$P1@#SXW_NSIxaDA_$jbyAnK z+Ihs$;#rW#R!2*fv8Y$R!)c*gJ!)%2L&I#hBIt6X8k!Vo{qffXqGvlf%o7Pp$}74g z$Hg)z$BAbJOu+6IZ}GAUov{Q89AUkk^N)DFmqDMTMG}MWQ8x-(xB0g}T z5ZSOb%(r_G#rHsYRc$hif(i1&4iyprtl0v5lY7_>b@W)N{*_1LBW|W{C2J`J&F}Rd zS&F&4m+MBwv*Rj+sj=uzjNWyq$mb?w4Gx^@LY!v(^^@>Q18Ty0!u|qXKPdftemvTNtd^Fswe8!*4q@N$D=EgdGM6MQ{P&GcUdZx+Yz`I`Xf(bz(=kis zatlQaf_OCY;C7k>BinvDbWCjG2}(6bFWsU*X$q^~Ki49tYjBZKZ6*Us;PW|#)U&iv zwGG4c66C_a+pXLpOIlgIhH1`P(x2zX8L723g%BQ{wooP>b}h-&%c7;L;=FaBf+$t>c^ zVkuPqV-c^2=tz6DX+Ej!<&Os%F>7ZpTLk6zhdUl?K zYUJ2KuI7(aWpY*f8%6;S*!yQ8DF4v0KZ>ig86USZ7CTzbq@hS4HXgutm;KpT!Yz=P z9FG~vV?-214g6&Ceu++;eWH?HYs7wHiZRppf?WcNIFJqB?eS0ck#zfZl}v5UY%o-o z2EAeLa(TrBo$W0PoT{j zH+o*>x+Z1m(GAxwM6K>lj-rfD91bu62y>y@(jl`aKX(r|B+hf%C=!-4{U@IJOo!|a z*Z-kG!k0Su{aeX>h0c)+hH~S+NJg&?TaSk7pA5hO2KaGDV!W!61IK2J_B>pZd#OXF zIzfKER^r`V>89X^*)v(O*s1(C6U56k>o(=>f?Aa;Z#87FCpFt9C~mQChVqw9l|g9_ zt6#qYDeq>*J*E+>f=zh+@!Hab^lDt}p+rVOl9)e|kY&$yOV;t)koVF*9p;DqBnZa-pu1z;j|Xrc{3bAWMc%g+W1zQ zDU+ZpSNqn>y~-vo>cpqV5MYQ*Ku;mRN~d&EyW9d)h=^c&FG>K{crg4UNPShifDNWc z5713A&hPi8JTkLm|5vZQ%}MWJRs(?O*Pg4*Fhf-r2*}?z^6n&Pz|$P!cQ;;nM6E8^ zbzr@<&SVZZd|G{bbl#@ye3Lplo1jQ|n&0J^61loPQmVkI%XETjJYb+4p+b|p`y*Ex zbOV+u(k|(p<8-;DUCWWgKsT(x=gzL?`VGW$$Gn4~I0dl_q6l~zV;Nz8i)!I`U+q_c zTSv4{zltV-b<@&?qBVbd>1XVD)?gSj2ACpLa^yZ6j*6?bvf<(=JMP0rv6P{+p8DNT zjWrjW|DPeK^=1qWq7`}>#*6AEdJ*bQFV7MV_ZLd94s)1`MoxQvyHE-pT}Ey8c|BBx zZgB@K?r!8nw;RNq#8F0)P2g9@zA43Ou?@X0iZGylZ_%zYgI?_vfn@|gJPLX8viqVP zgwNx&9!(3KbTTd&>S`F)(X`U|ph4s~_n83i;P%0o$_A{CN2jO=#7c9jIr8{?vvPS0 zePMlmkAFjJ*iszb!pw~9QPB<98iFp@h@ZWZ$DR42Av>5Amu~_C2;3&r;bc*Yq!}sf zO_fS=UN2v3=X)Yss#HH1k{Hvr2-P}sBuKLf^eSM=;FnC=TVo$#t|oMpNrT zept(JVh74n70(L`v)AzD+LN8N{xo}17LJ01v&r7HckQ(3?q`b2`y3YpU)bK24)Um% zLw_v#kezJAXD9ad1~dH25Whbf)Yjs9bAYB1FJyxulU4uYaS;B%y)@d`Z-{QFZ~qiA zQi^_V9?xGK{ACEkQhI$EL=7*BiA2xMdH37K;TB|rH$<;xzz_$ zXMN@0&!^h22dz9UeAG-y5jn3k>5!L+m4!W=fR(Kg4obJq@2KrfL7mcI>F)@e1DCCa z{YKhgQODkjEho()64FLE=*Z?VGPni-MI=ODF!N7*xVLHPu9}NgyLfgh&Q}$=)Zl-} zzo9EdM{am2+c6p12&j|nBdOuYli=0^0!rXZ64TYA;!t&tjiqF*9VS(Ge;wtjX)sW` z{)Kz#6yYv>|9l;~1h80A4L%S-)ae^_!Jj5G{q2KnDH$?LF)#lc3sm)iFOM0q_X7d5 zIf&aC53dvuOK{$35G@c_!}eKTduHw@c=tXXEhelb>{>7=D&Fh8N`J>GLRO?TO6a8C z2kez_VAh!z5ad#Y1GCQ~!uOpI2>bI>5Xmtt}Yu!@EGDuF*aSBGP(y#{C2u6E!D}r8cKKJgU>1-`R(4a||tnLZa)&v0}F>LVcyz<{4P4VtN zphZIusueik*>;IswwU)83O#9`hR<-sj>v6Ltm(`TefZc;hW6>5&};{|OcnYwZ~^+D zuJEJB4U)OAE8wK)Qj5LnRkDV7)F)wB0E}3;@jjoiX06>KzY#~b=KrEn4|brj(+Z0M zB}p5N$+MYkW>C;$s&W!TnyKDsn>b66=7u3zEQ%rbrlpQ*vA0j!g5So5D z!GZzr?3~RH*fp`Hyy^^L@9NzNiw&=>AuqGeTjpn~9QOC?H`p6&fWX}UzC{NZ0f{TS8g2hxVB7G-jcn+!mE99PTStNa1a;`|3D)-6Ks-G-qjft)nA5LG3(X=&lkfKa-adS^(=I z!HaSAv=;hDCx<(NDj@Ws=e0kM9W2w2NAY2mVfOHkb}@bLDRLBsZy5V-j2<6_O=gni z0P4(`(Xok^F^CS?xz?W_Y%XQBY}(0$p{1m*5JqSN*j%|E`BaJSn4Fn?lhSbqBAi({ z_DDR2<&~cB@k&A0L^w(jLK)M_!yQ1_>soOsUJy^e@uT!$*~Bx$-xk7ljUDBIjbxW} zdJH|fW2HI~{=nMjD;)Frl}CG#)!^&HNkK16j;h14cPK`K)Z1^U6#@xbWI>HRnz8VF z@ZEGLwaJiR{ME*^boQZMm1M*|bUOI@{dnz~RUB08l@yvrFmANmHt=laV&p$#fSI@N)U6#V?GP(`$aDH0v=BH*uBGK; z)v8Qn6axJj8Qms9vvmf;qMiR8yJL*HA~1sy!LE{Fr7n*B?D9WmiTkvGb2Q$GHj5g4akK-Pm-B zF&w1fpY5r_0rPtK^d|*L8)?wT7;5aq^ef%!S?qq3940Z41`wSwo>g^qVj9;9FpW%C~$P11FHvXKioLd3}udsBXfoojEGpy@- zGyJHJ$5zwj1WC#KI{q;JUK3#5|>`mu?d`eT2mZW5X(jN8O5*4=B9C zx#ddNKU2W!*DkFq9~xTQiRH0{d z`A#!nWXChSCsv@$x%MU_I&QWEBek(1v)DdH?CD%*n;`dfWy70!6se3#hodXCYY&dG zZjKh@IF(9Z5cU2{z?v1V&{pLXsuL*g~1%LLSPdMO`ghL0&^ zGM*15Mjj5SnMzh>rd-4IsxSNg&}-I7+RqAVA7MK?zQXr_8)t6UX7I#=R_geO!MWd< z-KY#KK5n4{C4q81;Ixp!plChAq^UgYm1x_xs!dGluW$vKmXZ?m6W*D~ksVczz%A^b z>;_S@%ZpH&JX~oYk>~f@VmpOK=X+7{;ZA%1Ql3evdP#q}4)OoP5-l|5Z7k))1-7j9 zyZ*M7FFP4a2z>RnImI)esCTkQ zefs*v9HlRrg)-;+ucq9T!g9Z`ij0_CK_yi1znEyl?~TlV?6_GNEodYVJCo^FB;m7M zE7`+uQgG6m0nk!KM8Ey)^q@D;WXuYmg6Zr(*Kv%ftcB3ELPkse0-E>>M`2K}noJBI zRv`C&-;31Qu7dJ*+J$xw^H!tV-B6uB-_IPg&GywGnC)i)%7>2DRlZ=TNNz5-)V=8O zu6F*ZrNFb-X=1+cI6<_Ck07977tJgz1r_rdR-KId$rD@49KricBq2^Kg}Qy|#H$p5 zSFPwsSOndkhf8Shd@u7K^-UovJOixcWN)sy$qd;_lOT@$Ml0>YV8nI7vc)pkViW4{ zKqi!Bpd>3qiH-$O1IoIs?}`ROVxOJl<8g2%xjBVS86*WBZ9xI&w%K$;WPQm)oTzUI z@X291q)Tz2HG7Yrt#_qK3q9(e(Da5;#->C5Bb9Bu*8XZ3fK^2EHT9;k9+ynMB3LiPA z!RY9%Hsdw?AQ$l&>H^-n_mEd>=`7NYdk^ z{c+p-+IYzM+F7jZ$o=w2Pz}j+YwY|P2MqA??*)#3Lej3^E;wk=_zD~@Sh`p2`oAuk zT>qN#@+lQ3CW7X1xSzx1Q-_xv6`~BVT;J8E>WjVihP1VH}-g|c|qb*3fX;3}=!IUcDge#0D30Yy>mzp-Zom|}Apq>X zbkRs%j_~wl3ZDl9vb4?KtM;)htRLt0+JQ5nc)Oky1i6jwu?Aii%k=5@Y-Q1Bz{Dy3 zpZ=%1k@yt^l+)9IG+hnC+rKA!S@4U0_DaRq^CtHWH?qCHzm6u~tQfvRFs>bZZr+{` zDMzG5F&z>Y?3l+V6W;tSQL208AuzJFzDueNJ`J=##`yG*Q*&ndS!L+phN30*hl*>r zmPu}DLiNjS$b>SN%r12AE}$hhXedE_Z21T1caSb_L7R4$;!mrr9tdk5Z4Nw6`6-Cq zkTvv-SFzs=SE_Ltwh(#eklv|nZuQ9#bb64H7#i2Be_uz~x3*v<5V`@u0RkO z`+4;2$-T-B_59fI;tU9lF5Q!YKiTMLcalv9?in+9j!hJy@-ADGU^pZBNklsEJxz{5CK9c*2`$~|(7L3vo~L!D_i<-B z=oGxL6a(5II^^5u_BwSWNQcl80mcBWEHf z?49qwm*jblhOH-i50?3?SLD^uu*j7LF1=2`$TYD%%HigBchg(QefU;H{ul}zf!2_b z>)=uqULXr}ogQ032`He=irVTdre%0J;`!IVeS5@1u&81Cx91>eaf)XL%P)e~48>9q zXx)tH1an~-g7w&6h-d;1z&h9BFTKusGY#y1t&1=eFv^pH9oc()_K{6VV{L=J2--Pw z07h^(jN5**w00NOiDgz|0usl-Y4?hUBt7@}daU5VgzAusMv$5q+K$(0$_7oZMuNVF z%xw^^kvz$OO_Zr$g$Mk5Zcgw&(BraE%m`YpAxXY?42EiVCt_Rvflke|aI@W}B73y8 z&i?zncAo-8goK#|jE=^%$e>(xZ)*1O`u3aok+mB2` zYIcG`>7Zd1ZaAv?@7XR3c$`G`8NY!B#h`iMDrm8CKeq5}h7$IFh-Q9yt?2-g zJspRv!Kw!;mcK-5=u3Z1*q%_X4eXp$8C;cXO8~uaM&EV-X!MqT=w$m;j^u~!zv z`x2lDuB0B9^Vb1Sg^3FXG&Tr_vsK8ye@*n;vY&(t(Lw2RuQs3dZbbsBiV*k~4cPiy)eCjhPYHrh1d%dM&ch}{ig~CqfY9zT*85-zo=jPm9 z?!T%pr(LQ#5mt1o{g-oe$#?jgvr|-}{oVIA{-Ycyv9>Q(OQu)XTiMo1&sPh*7tBfF z^w#fDlNrW9RZN0xNdSt$caZ91^mX&dv9LY<@*ZC6dDF?#Z%S|Q(|a?Mhl$KuaYTKg zKmK<8W~oJH>QTN`_GX<+RUMEoy3CQXzZ~UU;n!&0L!8skRGtFyF0H@fGkKRoabuui zv+y=1r@5sgh7%fNX>bYyb5#@=-UUnWp!D%gg9dDA5xOD^^rYp zUSy7-of-57wSjzG;hwES%6vON!16S zLi}>Fz9ljy}>v@Y^qQp zdHV`6?dbEA4BqenP1SoEhn^i{$21?J<2s!gb55eIhgYu#3`jlW%w)ehl(t=JV!R-b zYagvB)C+)na%voiWOiG%;nCUd8>(r`&`|q zCG7v?kNs5mJ}-A0OU8z;;|$kC!O1Tf_JROvqbX@DUO91t?aSO{rCPY=57stD&ACH36>P8-Y1iWN6wChrgwB=sqA zBOcKuzg$QMdus(fUmTU^M3c=Y|3q2w|XLHtOLbjh2 zdJRC|-$_<6vB0u>{_&E#_5~;zxPP5OQ?W38JosA~_Ve}Mj9RGbT{&(RFZqAZV7DLL zJycWQx(QKRgu3ZB61LLHDwZmrBp#p3*}J0J=zFJFn1tDKRew#bEBcg`;U1cnhRssz zEw*=w|G-E4ocnn<^(XF!K(wWhdV9KaJG<0t>EfaAQ_>-OBQ-OZ$XXpnULP}J7+au$ z!B7iP8#Lj*i*L3^n%#2PUeF4*vLu`(RZ@LlLG&;Qr{aop_b(J0H7!(!JiB51 zw1raZ2=v=F2OLIh93mK5y>v#~%X`}c6KAqM7Srfde|JrtK|;qr7PsRE$lTsOPwsfL zv?7{6lyB+^4Fa{~#xP%oFup1*Y$V>(uJW1%I?*_Ezh6u|nu@3)};| zFYC}9Pax=yl3gf}D}zhZu&@igbuDfHolGaxDGEmEQTlxGUk|_T=hLPP4rQ5>5*H9W zV4&CF->B_zbp2WfQU`tuge}5XI_(43|kgj9k zXE2kiK9mU(4itB~^o(M8c7ZPJ{MzFxx>SWdt-?|c@jPvmH-^s20{Mf){eXBjBMh!h zXb9+rQffpnr->QI!$trJ6jWL}B$|-`dcRP>1ul-rwVi%^>V>IZtj+IbUJRXN$_z=vuG z`pnYMt&hrH{5goAJAxr6#|QLu;WzI9NOOfl_UUO6t=O~gF!ofKOP@g#c6Fyoyb7lJ zu#Lmy`)3anpNGTQTbhyc`ETGBK7CLi@8Ntaa{o>nN6O^|K#`Qja`M+qXI@1AuwzEn z{8JP;h9nVyScG!qd>#BW5Vd-^VInc5^OA#w*0dONU-nJJro`3a@JG{^V}7%oLl_l& z~a0?F`9S&&gihC0~zPFCB*W?M5L|m6@C@<4w!q(T?p`-1z$L(w6dw2x74pL*OuS^ zcJlhx0luTh0>ck7*}6g8cUc`Eh?xB3+g~NcD{>sRq)EY*0>lM9iixoOxcYGvhWTn+ z+1YEU!bV8WB@RZi&AOl=UymE9z59U`upfx}RFGVuq&T6)_!WG8bmFj45e=D{j2n@A$Xk z-OaK9FZg^Eul9S5_Sogw0T+begHe4I%T7t&T5Z{@I%C?L>y0Ll96zkT) z4l_#$-2GGf-PEV;8opfC9yVHQ>WspV&1$kHfj+44E6Q7PbD!+vWsVa(e<(aSUA!9Y4uEP*-X}D)gd-x(W;|=G7ctn zdMeNh!#uG)=05GhOR>$-Kx8c<#Qru#wcS1ah0%v&#EcLJI3G&^GM&^m_3vrZ(^)jS zWS1j_sbbCQO8&h7dMVeVrCGBJBlp*44wiwg1t_|V?DEPvajm^%mUkZS)*D`_Qf0&Q z#6lp#=-;d{zteF&c)>u4;Z*2ZQd~f2I5J>dNo#;ftU8scP*D1h6z*1jYRPo{P@OMF zq!=&Ro8H<$GfRMH`M1M6g#yAlCiV=cgtUz`DsVJH zq`JVXs7VuDGaVDJQbrTH7TX-Erz;4MwrV$^$-1Ud2iE=Ai_ER$dJ_sE*+3FA%&&faM%%Siw+mOm<;|HX2v<3_4oPty{DEz+}{XU+NdxM{Z6 z&gf-y%j>%-t@UbH7RH&nC=(s%_%%YSIqlMRvRZQtqo1>HZ63 zz=-b+&q8tbr-3cs)1M}&oC5!*m%d~ah$u3%)SE*cIzT#3ryPC*3tO(K{wq%pDkHjd z#&d_D^Tcfh-Z*=)QwnHyepW{wz0}xF(ueP^CD0r^-x4G(?aAJBY~dp$(1Qb6?BPg1 zUFvw4RG3U7_e_NBea{4qd5;b}3zNVDkAcDWM*;hD`&b{kZ^%>|c=g`&VvhwomW?)N zfF=prkDL7*xeJmM4Y)~y2_>Tu*h=Xh#742Qz;#mr-*Djd(#M;-59r(BJ}gmernd=$ zH@uLN;m@R_xXFFFwFf7_ojDJEx}jgr;zWGNj>U`)&3U@n*|fVC1j8WfdUL&6*@uiC z%yag+&ZR;M4(K0OlzDrh7ld<>a_VyYPmfO->!PnCrI7OZMr9|+_pr!4%UqQ_BtF-Y z!IBKi3+`I;UKp0FClU_8sE* z2^wEfK;GCIV9-O zjE3y2HSM_2hy)dqgOa%KE-0>s-LL<=riksN(q`GWbZ%4O$0PvQ;&T1Pmw!k|&ZE1t zuk|*k>No6Pa?afj&4=mDrP^@D_Rr1hywVBcH?-2XxE=wgzghy~Vs`(CEr zl&_H`oimP~<@fFy4^pf(XZe5Ef&B^csNDU07Eoa%l^VOCPmcO>b#uVKqezlxMoF}; zgmUS%4VhoeDt&Aob>2doOPZ33>Y?HJ9q5zSoqsaq)RiVC{zgm^f!Yy$uwwkc*h?*; z`6ypRWq)?cqgxt@oVIf{wg{-<@BO-R?Ptcrn0KUWP29YRruCcsUb8FU_U7u*N{7!! zjU7Ykb>Pb4%cw=~Y?Ocqaq)>G$8nUFgLJF9L7E7@hv_fs7*0!t-viw8pZJ?nLO$Ky z%*=C^7)q2@t^f7%$6V3mYEh?oV`XgZo`p_6?ZP)6jQ*@m)!QQl=$d~MD_y9N?Ozhu zu*mesQKUp56CR*EmH2ZlX-tfK9nOOkd% zBPjU`p=>^ds;i$TMp#1tQ&Gzjhq9U%7A?5*NB81Kem?`cX(&J9V*Ujro$69>Vg9JF z2oQv!^i674mLF@ERyKCi!9u!YhSK@$%P)aYn)Z@(v2K$Uh)Cn?q5odL^Gd&K&wu8C zTW`h%Dgo34JJ+_&x4WB&8p{c0`e(siO5s)^9UCfNKF(W01=f@|de;7)iu^Z-yq?+| zoTT_^;EeCrc^#l^8}=2tQ&b~1UB@exuTGtFFXkJqoB~Cw(4e8S^lLWGLONv1HLO2o zpXJpHqg)b_<-TuFinUFSPh?L-Em)U2h#rUq+4D|6D9tu`^W;rJ9QnH(?`&}QH_rb% z9wbgVjI0YsM7B-@f`ymEM*$!4>|CuyA1l}D1ZXU5RlUh)D*gNGemSDx`t=Us`$C2g z=^LI#)#;UWnpeW_z>;wbqSs<2=(RS~(2%pX0WWqn=o>&GEoX7v`f}19t$1t5^WhDI z9L6d44fkPYpuq!=Z&tJCx@@Zt*MB9Tc1AN%%tyyN(p}oo9y~bmAoi#;_VwxkxPSrL z^lzf0R2f?#;bc00VgJ5hIaa^x%Ej387Z2N9eCNnBRUr&7XyFiU(~`;jl&=fBvObmK zl@EJVhG91CT$LZ!!A7po%Y0fGAjOt1IyR#5a@4c^PN^ZQQG62wJxWo=(KB9@$+mix zr-IG}tvwMJW3*BK^jbfor1uF4Q^<7!oq_4q(gCABj7&J~KQra{uscb)A+LSw*1vOn z4GQAEVxV6L8c!EQA?#X7nax*yD#;O%E1&efaO2R+mOiX7INWv#$QU|l6bx2{N@vTJ zo3_j%nMoJ2Bxny;uqErt8*Z$qxh;=%|4M^DyJW2N@bjvl z_(4SP>R8Zv9 zW_3%IR!g5LCW#$9d1iGpS^FbRM}CFdqbu!A#NCdH-+9@?#G^Ea34A-~ysHs*t(L6u zF+{tET~rY;JzMrf{t+?`YAv;y1m_6rOOn;Z||> zoxy{qwf2hNd>&I;9U=*Xu6SbTL(oMi91;kU+N)cvmhVWK zYfF|E=GM|<1U38<`><@82E~KzSND^p@}=6<@%bieM3GB_fFChK9f)V;4~b>S5<)%} zUP3JcY|{UY{r`knAy;w`iHLq!dhW_&;(3+_FtkJ*y!{X8%0!_cL8!|hTYXVBno zR3&Z`51o&eoHHxT>i)er9BCqk7FG@zRs06}^$}x5lS04#%N4&S;Kr`g1QZVG^$8VZJW!y3qHw(9itt);5 z@f1;}6j8XnH?y@$#$ZMAK;j3RXu zGA|qgVxWU&xw^AxPVL%$a{5-P#AgNaw;x_kX1Z%{pMLk!&hO8Y2|rvXpQcKc zNqsr&!Eyzl`cDVmJLI#?vGyn=j?}FTyMn@yNN89Ya-GTIyHUSb8cIBvstG+9;nZRW z#7Il>Lea+|aBu9F{?8H2{V7`7?G~53YY&Vmrv!_gF-BSVEDR}{f}%`F-9 zTR3v)`y9S&u1=+-2zyWyFNE8B(0#YmJiGtyZ^qb+lFO*BPG)viPd&40kgQ$nyRsXO z%Q@DastckmG)IStPsHOhOU1I)dw6U9hC_`sEAx;<@R<*D??~cQhe-}q^Sd0SE1-Pd=;5R9`*m?n ztV?#Zo(zqB`bno1qXg5FRv&TaYLH_OXA6BmsW)l%O#d7Qk+q00f-m!E8jpI?5l#Nk zw9;?%!uvS`e8Oho-b?~2+kcFEV*8J;Ijey9x)+c+PNvjWOvYbsK74L&woBU7O=(4S zmBUrhbG=z>AMKDLckx*b_o_ydU+VT30`c9l<=uh8{K(+tn)PCn|MfZH%-@PbH@&<> zcPbdzLr22*BLrJfGg)fZpMzI*l8f$U7FCb-Ulm8r`j5SDVz#*i=*rx>TeT$_o038G zY{qfEf-iX6@k+lX2-)niwVotay#2zD!Ii7AQl=k42f^#26mR~|rBpjj&JQzQD-9LD znNdG)*WTj%KQD5Tm{&?Lvh8u>RW-6Ssjg^m3wlOn!X(*03BLZ~=Sy(ad6H;uf!tJ0 zZaO@(rr6hh@tY3KnZnSsck+Tbi8Go~o07#DK3tDxb2v3g&J)r$VEn^XvhXJU?HV(x zv&ezcYQmJ>zA76TWwjI|xn3vTxNBcnN!agNda^F)sa>-eF6CH!3w(z|^mkh6{*pAp zW}a8GsJzL$=h8`x^{Rh5xQ1;2Zdw8tZfY25q!|SRgwEc?`{O4LZinv87C#!eHi=K8 zdWa9H_-*BOCYAs$Mctz(ioY~9vjFy(mFXY-aL)%$=aI#;IsK~QH@F=0N$RS?gF(hv zjl~5!<83M7wMV0cUxYzdh*d}fZFDbbhDTmboA(CKa=pSF;@`+rSwNnSY(d?FGG$}= z%Z3%W1IMO=f$U37_{x#?rlh=s**9A#a53-a#E-1hojdTDZCtM1w~KZYHD6qLfY=GE zRjSIMWtfPeF3&5wW300Mvs!CUsis#wB_v2#+&RnAZl?67eIIO?>DUgU5xPt&xs`vz z>4!;@g5Oi%dKcdX*PBaS;@ML5y*$nta-Q=04!3h3v4J4)$ij*ZIp^aOX>8>H$h1fj#Yk7 zEGICD7b^r0Lt>?|5S{Kc=lLkU&hW2 z{P`?BYC0B)VJ2*XlpB4j$v&XIgss8Ps@kTRj&pC~)qg(fE6@G%QY7UDndzt_<`>-C z8D>}zdFfaZH9g=%B7>Ml0ogd2Nxe{{z3-FPw|fdNb9J~M6OwWbvz=^PIbO14@OW9)XswZKIZ<+*Gyp1Zr(|WC6as;76eTVQMYu|N1D6jbBJBU$MzOo`C3m22#m{FU^g-Mb`!Bb09B zucK!YMrbQWA5k3m{ivnl!*-_C9F_NO!BSQ8s;-_(FCnseong_n9#)?3*z_IrbmOZSD;7Ba6E3ax84>F8&$x7{7h zkMrBUH-_wJTcj>zHLoPf<$V~E3v56}O+>N>It`6`rFlP8WzA0)t@3685>CmIVeHlj zP)fU|ta3JBY_RTOE~PKmuuxI3|zPGH;KS(vQ-^&|gFu^5>9`G7*yXZl} z1ii1j0|TD+DZwN!5Jqg>#h2rNcFpfMo91s9eb29mFad$`E*5{HY~fjzlbnfs$N*r$ z`?y?74X7tSgyxDw2xu94uIqn4_%hb&@7f|4=!S%v_!1CrWe2%^w#xHsD!vC`M*EG8 zF2A?)Q6jAoLjwuJr)NL2&S|FiE~DL}L`=V68F&3ntpB7^yAF6?Y=9<&MgTRKcAjFhj9!9|ycCzi~U?cpOv9om~0mU;3f zhO^zQ!`R!5R%wKxyuP#OKw!a`NS_mz*=@>{rw#@4TyodVbUZu#H9*>cHPeL6>;6&4 zP;RM0E=|TPXKlSjLI@h-S+K#bU+PPFd5q+CP?7r^*e_r)~os zc!G;opiotiEo;J0K*gh8SE)xN8AV3yW7y*Q_f|5HMQy^0;7{58xogLqVeEL1#;2Y_k!r?S~w5?|m?LmWcM`w zuDX4-fA04zM7q2%ylQnGN^z!>ZGRM!VRr-H(}%IQnqsE?t3LfREZg4NlLCj{*@v-V z>zoM-R6adxlbFN){aep>^HCE5$E|0_fJPRwQ=s(S-HN^~JquHJf7A2ssyW#&WMSOP_y?6-^{B{S-_|05dIhb1yZ3==tP{NU%TGOa^74S%V^isG7%CgW z-=MT}r*8No$}K3ShrnR&IMed8ib=~!*PVB#Rc=)8Pe57hM=OZM7{2xa?TXb>M`zSz zPQu%j?w`-08w7K%$l-sy*lyKK16ds6MQQwMD<)&a$;Z$L znq|rk?#CiRH2&O@>RPA~`}irEGa6;&$xRMrN&WppJ`?Qo6wt~?{^ATi3m=5b@S=TP zI=rj!ztOy=e(jGR@U>^lYuhS&2Z;hriL}l?=?#cf3IKLz5HebpMEmt~%yZ}qk zd$EH=zHW@$7)~2a(e(5SHnf4`wm0P~0N`cvSjLLALJN4HFsoP{x-<{F-)~EE(uC*7 zgcz%n<|m?7kAagp+N2F!n#6|*fCBE8qTsP2l@tRb`)DJ2WFz0)lq24r=MBpo>4o_L zxx@Idzn0jn@CQ?Sq<{US&iv+Gh@svJYozkR;{pZ_^+W5J;O+Sv>xx}s$9=i=5uW5V zgZFYSR+UB%AR%7m7$~{4#fsWV-QpG~Bh3JeI#1^d1m|wZXmx&q?2ULoK7^Rm7n#&D z8u)uvHBHIO4SU9;GRERwS7vp7kZQ=8H{%O?_qlB0oA})(GB@p}mQG{9c#Ig%1<2}akTr2ht*C=&uw1%Ir)2iU?*@V6f(t!c%I5GHc9 zU%@EQ#bC&PwI=pMba}U>aS)ZZ$9Xf?N1B+b=m-zB^gQ)hWYW!6Qnp)Z{>~i_w6XnA zClcglPN6|mYr^C>D|u}${^dVW+yxFGNH+*c)uw5Gx@5u|>T;-}W)! z4e>SVd1>N#Fw!`!T(~yw(Ffx^9epFyj``M&jW3p6yANj6cB+iSp6 z4x*kau4|DlM*q4O3dI#H|9adyy)rKwB*e#@wxqz50u&zPrhgj?`plNR+WD0HL;-9e zD3HJa@$F$CN;jTD5A^-*?`(9w`XFsC+P0}tSB;sgv?C3F6KMiCzqLaT)>WOHT2^(* z9z?Z|+do~C`}4IYXb^|}0~So=R#3|IMkCpQRH{&>XWrnA(C;DYnRlvor^f-<@%(iX zUq4jVO8-o-XGeXW@~e=i5C3qvcx-f~`|fWU1F(^>%gRVXYE%tc=aOpY zMbIu_Pye20_}iqd^h=SNMmU))=%|V)Q|uJ7wX>e#s{GF~6*74*5Y8X->d+-SXhXGW zf_rezmg`0Un<3*KF^e{=6-n8u<^8EpblciByt69QlR;?Zlo>XfM?yi0E5Qmy>#VwC?KN-dBphe(je9CjbDB>ODY#l*2XA z?4;@HRc|ZF0Y{bGpr9fPv_FV=mv5^6bxI@wwn;2lgURRvLyUBFjbu}O*)rxkduy5q zKJcI*4)eSHSHl$BH!uG=v6O4BmgFF?%&2ONoH{I~iYg+;Vm$}h)jmkkCZkxnQNti{ zc(#)=7@tK$Wo>?61*Oo6FnMbw%OcG)8*sSfmbuY~0yGqubKP>|J|RBPW9yn9yA2`G z#HS{3eZwR3c||p#c24)Q8asl-rqTa~7CD|JoA6y4wrHf9M}?TZ8*B5=-Gsk_%m1d< zlcxcj z)4}@Dn*0^0C!Fd11oN=tn>AmcMjg37iPqikcV?YYhaB6@gQ~qzOEY@m;}A{%`$CtQ25Vu zQrgnIT-Gtg_R$bhs-}WPlaQCV99Ozj{+<{2o4>Oxvx<`C=8!r{1|PqTB9YTG8$1mE z#Pt~idPfkHq{LQbLqLp|P{Y7oCG4PY)_UG-USmixV_75xa=j$O+9mZuEa|dmA`{r*!RUPY1-~W6RW~>TS3gv9m0zpu?D2!?B z1#QJC!vx%S1+CkyM(rD2H7aVZwm40#zXZg2tdc(Gu8PTGvhcWuT1U;kAfmKkB()i` zSe_gH=OcaWr&h5HnHZ}f-3>Lptt$d&%0$`JqolC*ejh5ZL`L~m>0REY`;yJ?!q?-%-Kz}$Ns>hXsod_i zJr20sk{?K82>d6Za-pW}k7vgr6S5o+MJ}DmDt*p^?aSuLe=sMe;Bi3dM!Am^1P#k( zc^-ym_ZKyi2vLwo9GH>Gs2Ngtb!UAa?YJ1VQ%KU`cO-S+RkmF3*V0^5J})QjIRL+2 zxg5h_yzaRn5QE-r(^?a{tJ z#tGv192q?ep8D1@TNMWY7o%#3NzE{aSWBmpLzp`oz3ymbtXo8vvedn9wp^+^+~MNm zu`}MHs0ma0I0eFrOawkO? znrC9x3zf-8+|wsL`y>J^JT>NMCY;qP@|Wn}Fj48s;!yzAHFY`)-vVX z(^%S{u{XZ9ktLR5)qcaGD_>F&Z(d%!>97DGvc~V)kH0(BMXBB};etX*h9)K_KJhTH z-VifRu6Qsuo5ejZj(=owS(H4`>^!kjYR>AeL+%r?X-2`Bd%v_^;w0srS+%kka<6Mf zpxc7~$gt^noQ>i+x0;0L^U^2n&>gZaciost_s@=A3APUVz4)~KW^`?>MNzFaBI5OS z&o*%kybYXYt0Sl<8iWfHdvbYLiRG~z|C5iix}C^L^14DxBt2f~#)3z|L$P3C3e2KD z!CEBRPvK$+zmZCjrXddhttbRwvDUamq}=P^D$UGFY2@E z(5Cl{zpe-0GV4QBeC@m_bou*O)yIQm>%k{+;+0$+!|iGA^OPcIPtEQB+}tgLq*gt> zsllz4-0EJUVFISP!Nt+69tGtZLYz&L z;pne4^!D|ed?hi5em?7?Z&bja7cDDh4gJ4;8V4n}wbh)_lX^flKq_W#+lv2hb@D%F1Ow|3$z78U?{YY z012X=;&(Fb*FbY3)-+Crbl8RfDI^(|ze=t7oE?ljEvy%HcBdF_;Scs|Vb~}pnA7L! za$d!|k50c*FZOS@oZn;Qn`BC-dJ5+gSFT8_{Dc|*X=|?(=+oI%nM#;JH=0Zmr|qD7 zCrV+ZAOY+QOr#*`d5@Df1xv%KUN~N4tAI7q5nd^0s1L$6*m0|8_JvmiA zE3lJN_g{svYEK6|-`_R0HQcftK)iQybRGIBlgCp7ZpGSFWR4ycS*{{^##8=x+F&4Q z5=->t+l#rib1g~tGrYe)95nSGV(ul6AXL#U0Kpfr9uA?$wiZNrj<5!QoJY#IBf!_z zbKq-Xg5k$T<-F5U>N;-NAAKE8EE(w-JWp-*ll+3XE{7Q62aLhb|aK3)GzzazYg zf?80}k-AGdIl;A(4g(I&?*cGMersB(ZyT@d@YSU0w&hk$8geeQsN8Y52kOMhoL!Mm zS^ABlB;8b&(Chqsub|#O(7BqfYy=;=?9rYLC{cLY`~O=O`Ww<<5ZP-qO_anO4T%@z z{XW=LKR@^)|=f>j5rSKMoQX}`a#tJ5z6#4v`=3*(gq*diJg zY<03{-`%WOK$L&5OY>Isdnjc{aY>BaRPd9yC-D>t>ja^C%ed@&;0uVibI;;oWO$y> z(e9+{Kapx@&$b&4S)HJ2YMaOY?$84r-uStL%6KYKi2oSi>BfH02J2=N)S6Uhr38j!ec&yAW zxz-euG@IQ^#q0ZrqvFLu;r3LGKi2SPEwk<-K$kOLgUQ ztK9OaUD-daA+C%Gxt_BaY{9bI`}zsJ2qH8bAS1yggd!e!rU7j@T+l!lCo_;zTUgtHqI$Q~$a)iSp5TI7}_Y>R*?NRNMa$?qc z7`BgL=SR1mzTEP`B8|}ZX{iu-ga7$CC!hU zY(KckZaen#A79yUF}{nHo1nDvLev27@3)l^9%7*!CiOfY$NyzRJ;qWp%tXfEPEA3H z+FKnFMB1yiD|xUgM3Sn=hAVX?*6-=D6Z_-UH{mZ(M*rL4KmGaW=_}#7A1m4Q38-~R zs0ubp5y?GPGm9_*y_(`6_oU=!0Mp!n-+BtJ?hY?o8b@bMZ2w@2Qm_18Xq!dnep#Ax zX4WHqNT_UlU>TXppMT7BsD=7KRP98wGqdsjC`u|?#9}9>aN#xlfnYEYb5LS&e7C<4 z33{&IS+oLtaJ1i{Hr;LnF$w>i>Lm8siB&?g>I!^fzQzMSS(j$0D5gv^@L!17M4NG;nXEm-3dX={*WdU8}}1917klTMDploZmrdizOD zlFW!h*}DxsOQqSylm;EksK?)jE(wC4GgW}j-G0FhDM!12A`Y!vGq;3ODzQbr8xf+HW#}mfg zl9lSRKc0AEkTzU^A=KBS6+XYNFbYeCJf{*%0p6fDF#z0BXoo9idN0n zod=bhhxn2hD$btT`zZqaf2_7?31<~sFVwktQ-cDVkU-XDdd6)^;|l|VI0QQJ#O>ic z)!n(nSPHd`ZVRm?)D{x-H6__N-4i=rY>!QfJv~d`^bQRT=|je6i5Jf)2^ymr1ufY2 zA0^0+*Pi~BI1nz3*yEeIS|i$x4oh@4qoRjOsrhr_5=^yM;v@%@57toq@hsX^?>%1h ztZUU5MhZbZxX9a|qe=HW8`fXtoGIYM$dusl5MoIbgMB$ys<`sECunnH4GsiBy?FwVKm9)y?Ax_Z)Rz0)~5f&I-# zoWh!`ebND*!<~I}X}>3ZE@#a>34<*Giv?!ZXnR=`aAR4g+O0gY%F}5sOThmOU zQTq)DMgooIFzsep1-7j8PH%Z#X1mIEjsrerB3Fddha$UoI>$Kh4HDO3S13`H;WS=( zAu18YbBSN#yu!9B?+K=t59QiME0`q$Gq;AQAyabQXFO8>6rjB^TjX@2#WNE<$-s!{ zCe^L)FIaU9poOe3-+s+k>LQK((V_Gx)G9BxkC||k=z0(b= zWCZGg=srLNy;Z|z_+jPuqjj}1vh9D;Cunsi%*k&i291#1L9of@lc%Y@nRQaCH1r5S zjo2gTIC!FV>-Dpu{jBdg21LfK$k7z%p#)X_Y?N>u+M2Hsl86rQ`h1o=*32DIk}@hc zG=YK#YWQW6OrNAx%=QvlcZ*9O>7pGGl{c(;FEUij`ozR8uh?A8*?;g=Z;1KrvcOKy z?Agu7>q=@Fs6kaw8w0xvGDj5s#OG#|13stl9}XBu zhh7e5X7%I2@tWJH036wugTzn_UxD1|Q`;>LWvvd#ljnMoaqo-|@WT}=pm4QHKo;!j zu#BXFPE`=*JHD1q&%_JO5f_zWtIJJKV!`MteY}$3@+_gFVeMjeD|ZL|ZhE0OdrBAw z=X>&A;Xb6=EK!0P85`PmRl5YX2-Q2ED@<3yR?@A(m~v;f+BYJ6Tt9Mz4j0b%Z6m#J zEa9F8$TSX;{#TRRg=)_*%k!$Jvq0xb&e9?jc9?~YJZo>BDO?GBx)yrulWT&NdL}46 z=$mN+7Qyl893%b|``U{751Yid*(C54tZ#&>t3}AO+_yIKJ63HqGv*W&HL{vemstVn*>RNE-c7VpVqZB2o za-k-<{Ye(dk}akvtLfJKACNQ2;*)U_9gGI5Ml$7-ZuH~F7y9vUz4xZ$1GX$9JGu<7 z6#wZ7XqmV)qr4=4S7GA094S}m4K&#KhOj9{(94(os(yng%SV#?{HlZq4Xaz@uv|KdKP@(!B-edtrw}?!@f41l`!x#qR4y1RZJ?9r>R(7=n-@$k4NB}q z==SB)E8V-jnQbD z#1N4=*H9Ix<`^Tg;V#&|U@4W|1NvI!9#qTw60C8c8>ThPFsrVr>?wkdkkW?Kb?J2z z6z)%A>U}Pi?|Gcrh{F&qiCcsNdp3EJ&b`S`>mL7H10R7{<)O12**X2<~D^JYf*Bl z)1ZQjf1#VEDE?~p3i3u8@#T8k+htQVDh@c0)o))N8PNZ=d&1)eg=Iop^eDTm)Zm5v zJzMQ}X~}5|u0g=OiN(KGobtUIrQ|PqO}A6qNo5K|ibs4&fjC1UOi>Q%MQ|y&ED%>f zJbWv5$xf!t1PSO`GAqxC!-{ysN`z zRsQ>2jfl)HrF?kcrK<(ttC-Hze$Msz^3$sSpvj~hz49GwU#08 zIsRz-QoNx4U8~`VxZUah;zpofY8Vj=S+*y=n?VbGb|^t2r_K)leZ;+7xO-u>)!DJr zWG{N9y8wrImc@3>4*+QsLYl|Ua%^t1krNCUOeM(zy?_=ZR|(d_BY3$|mzb0max8%< zO$WF}@NA$E2H97p6VwMm0;&&(e>{pxh%oK=WP3r}hgP<#CvhRKhHtyb+&W&!X|d0# z&NXOK&8X>#uK$aL_-{d;1WkJgmmE8{Sd&K45xyP}KHl(eBNj5%TT9XFtEhM@sMKJF{j>}j zT^4*hnZ;d^@ey+dZR?wZAyDk=g@KERYvi_rl1y^N&ptD|H7H?^Tg@d(0f4FCcy%v# zgw^4A@y?Cl-Tdr4r&o5EEKE41)A@}*Ehz0ZLOKN{b<6mEudmleW&D~|P|Y@pr^ecs z;@r*-yF7_z`FJZ&;dW$t$U-4GyhOJ0G5-2qd9S7vu)7!^41UHZ+;43rz;MnlPC(*na-TLY8 z^FCYXSn=-Hj(eLa-5U-H)9tnAF@Mn`ySFP`tU&$!x$%^YwK#Yq0wS$w59rwVsY$3K>Dezbl7QOrS;LQtV-#;jh~Z$iu~&Zqa2!*z+=M4dUUdFb@7@bv&Qf`ewQ}^ z{%h9t<^u%Hy%m=56|$HoHYi|(B)akYUO0Aq0AZUYmX5Gx636#ZiG;(FiiCKkA)_>r z01*V*jxq~`0g@T@3eL)56f9SN<6qo0f$ab+E%O-G&)IYw!%Pd zOedRFU13F9Z6?Sat#Hj&WEX8geg=LAW3Tkb02QNRCVOP76B94ON^{R28g^rLiP11ZXbhM_>Ag#tec=?wYaWZ#*P zf+%P(x|&%YV{>!l*IAziLDkxS2>}X_yvCYvwKAWS;_JNd7e6tpH^U?ZTL>g5BW8rt{91!kHyYH`)yn2_Tpg@AU+%)-`w z5if^B?ovC=mJ-Fm3$4mL^M=_)?DlQ$PkjnYqz;U1y#-9|89PnmQS*JAkXW?y{3*2v zkP@3Zfv$8&e=8}I`0%BnAhGVUZ~BjbE~1}#)Q*19o6~cxw9|7N*Yf*3a%{t z5U_+u3>DdR+ZE#gZCu^m`k#ST4kiD!3MGm0(bIPbz0-rro0^o%nJ~LPQ8ls!+6}7Sf>}GFH^EepKt4~?xblf zuCR^1OCS_lQ~u^Vr(#o&v)(x8MkeUp_L`npj{4WJ9|n^p3IKOmg7a8$fq&Mvy@*h? zCQ1d+zr?cJd8KDJqAJU%PpO`aak4r_1ipTqVt(E*KhPP- zZJ3RTx7A40cta>j&}?Th#E%>2=7+TELO~88^QA;&(+fCD?o-3gGH)O&?jd(V;(XCfgO9}EwEG4<&)f#%yDo7^g( z2QD3k`BT?pWwZavph4E81~bj@R&)sfBo>>Vw49$+kh-Pv?Q&uoYA7HZzjd531sqn% zUH62Vk>MeJ{uK9r-m+gxL~dXmz+=6PRf*BPBYTM;HeYD;M%E6-B&cGa=x;vHXosCN zq}f?ujKp28)@qpbK|71F-}?Y6p^mhQY?nkBNoS8^U@?!rZ&b+;7qW}!PGHdjIsKWg z|IzKb9&}eHg@Os0v#pqw5g}_FDBjBF;4N+HS!!~nQ5>4fYWSB5tpG#1Eo{@Kec`ny zBO5F*F#ijJQ;rw!X)B?`elR9u5kC4`@7v5V&eiWSlT5hC3giPz9g7-DIHwQx4Ny=| zOSP)m6jM%gf87k~DhIQ*r?uZT85^QxELM_gmcWGJY-liLL(eNh-r@XGKi0l>FJKA- zi|KYgO^dt(5wmfVqlq&efp5^8axDxKHgrBh(U;=GCv~_xKF3wZ9TB)Hg;;Yr+!Kch zJN5Tl9kh3<4DW`e45AXefoXa!Rvb^#N$pVzbFQoCut7ug>0d&Vd!PS(O2&`=rtzK} z>R<^`nicl-Ii?J-T4e`U!RDIx~T&KCg@JxmWWfa`$Vova=%Q~hDTGKgNwOovOVy?=t z{P^Mev8GJNT2^_nZ19X9WEvfRDV%^70G0ka=GE1m|nzfip$hdL+ z=q8!Y70)#cxfIpiWu~1E{yqp=D&UNFx)hy%H2z7A0+=E~DdNwxY23&S^iThP{J393 zn}wY8u>D#UWo&Ex7B()F9ZQ(b^D9O-9)yEt=?o-^QEE+Tbz5?d=2~#N}81*POS6RZ4AP#=#XjIiB!dO#dtCXJ&G)Q+-d9O=}6^BvW02OXDg=Z*#U;oA;9Y#IXLQhqIP3 z{z9c! zE9FB=%N8hbO(iPO3Fp+pf_=G8?OawQ=f0W-F(@40iao!Ps&OsB! zQ1Yz7fv4}LuBiZ!ITTUec_T)DG-ZlF}gk_UE3ewA(UqR{b`999KVnQi{(}Ii?_RfKF?@{5A7drD_zI8P!B(Wb(CU6?FI;m5+VcM3TALqQ`Yl-%Xe}Yz?EKFsmOKO~NRj`-(z(DS3LN@#GAwC+KGzK{W`xry-+I3W;7=+=t2YNK<>?aK|0(n79H6D_W_Ucy zjR;hMMoz73a2~%wp101_#rUFjAlfhSNGSFE^~jfuC<$e0UYGU_7K-Jg2D7nc+&P=g zVLqW3OCui1BN+1&69*>qnIZKUzR{ZGuaIj!P0y3BBf4jooRvwDNt#0Pr@i~A3%=E@f4DxPBQCR4L7|$`g?@}AHuw4ucX32JfN9kOzin#sX_LEN}91@ z_YLb~l+xW+f?fcHQQ(+#X#d9nxNn0^F5uVlGDX_-VFSUx@z0lhE0kJY<{0zbLR$%t z?r!x?`3)SRbMyL}yWB8hxuHd#j-&V^C)}<1MMjH0O&iwlM73yv1>Sm{;i|-y^Bq?o z+YMTmLI=WvNO0zU6SGO!Zs1=Jw8mI=klV5Og<^e?#k|`z|L5(O-Ju!#Dk3Z-BkQrH z6fIW&gDSQ41&4CJ0u~LP>2|q_y0V%o*BdK61BDy*j7jr^h%%dozS@%Mw1qkIPZB7g zkd$}$MU|6rFyj?zAm+Q14vc-X>IsjVAWQ`eJ6@WPYQN$XEP%F4pr$#1iZnI+SQQRn zc9`TO?R5H1(%ywH)nmPv=}-N$JmU1N+HbiPdTd2bGPb=|NocIg(Tm6kisfmtPP(#c zd&Fy`Cm!u!QJa3UQZ$cnTj9KTEElC?MfO(YwBD#Kbhm;*B3IVJit*=pMBn_=kWJx` z;h6QeFKRSE(WyG*KxxBR-Dwt0_>E*A!1E$gi2Ehzkb;$kXc+^Q9ToT(PgXMr5L_Pb z#kCz;Y+UC>#|SET>Qi{p&MS)YY02zWEBWpR$p7qTJ9^5X`>LoCUoQCD^EXrfKthE*jKN`E8W zv)EUvT=+D4y%}R>r#Rerm8&4AGs>s+upG;??G#J`mo_Iceh2$OOd@LuNi=m?c8D|L z0QhB>(ev^O>I%=CTbL5bTKpW4>LAtYJ+;VdZZ(Oim=Ugy&P$uUoFaoo_h8PB#GN~E zt@ypYu46NryO!u^v^PSG?*h%FWsPP%I3d(dU}Z7N8VfW!-evq)Sj9hP$Ei4FnDdR8n@wgZEGE z&oS-&fhW^Z&C6eEuhk+u5ned(I1Y`3!U%;F(2K{n_wI{pXOQ-ZwxN>KXGqCAb+s{*#|1STIzk>#aPJ8f? zVU)w{-~V)Ujxz#~=0yI#Ru+Fmjx^HU`$Mh6+7k+0r`x>}g{jR}X3R&Ildha(Jgm7J}pVMCw?MT&p% zxSX$?TUIGjxx-7|JAT$g_04RV5Z=6C*j8G6w?tc{*U|0#II50QniJ1x3T!<#D<-96YgKj&A1V2S8qOho<2AdFe;m zF1wAl}uK<@s2!)>q&a<7!L83?7P`G;IPd&LmE^ z0reVLwxp}j+Mc#dKa+appSvw5i|ECAn%6c4NBm`z;wWCHlk!7bw>yj>I4-t{U?c)< zx|BaoM1vA=d~d6R%`C=64yYr>YZO0Qk>Z-U4`=WOO`@z{Umvxek1YXEAAt$14AUEcW?TUVoS$z}uZn??f`??hP`X#ivLK91 zh06({yR8!LqNe*J89EPztd4C;d{3WMIk{UkZSxY0Nz=|mwcWH2vx~NRJ!f?FtVQnf zH6AShb%on>Phm6dov6ExZ=RpxK0)Cz9|ikvXJLem>R%l5jSD!;V@@I<%@9f~VfIxS zr0Xl_uQj!~j-Gf>pGsBU+zRN!SIxYkNwJUP#+9l^>uJm5nzCm@tzIb&2IE_}_{&d$7^+7L)9GGN1 zUs)x-^}Zh)05&a+XTmgqxwMnV#!So7tMRqMZrxm4E9@%o+Z^Z^4Du(D6j@}K>AB(u zlA2(%ZYq9|DAK22{yUe$?Z49?p`0E?vY{s=1d&U2`Aqc~MWWhVjC+{iPl^3>@}>d@ zp7GP)<|N(7nz+`oQn%4DQitI~?ib9GWeaCnZtj6Wa(;|ulpi85wdOX-#)S<&XSqAB zf2Cm?z%ZG^M}TKmyJ2Hu4vP=OPlr|oGaryi$@4^vQq|@2a0@#HZ4gwoHUS;XN z^Mu1?oYFt6CH=ZEP|#^5*B0+*`7_VaU#Dg@>!z!mhhTsH#Evdf3MjLu{=lXAJBl_3 zj@Iw9!OLHOKah-nG8#rYLL#uVboP)AU~o#o*hjGxz}(Q}pyYWh7+6?ExYmpeHAfP~ z4~wum5GO7_FzY<~;a9*z;gVVH;1vAY7h=7a3j?EYrP__Sb0O4|;$*2%Tx*WZT(|iC zvFN!d&R>@gGNIbKFLK*pqpAHJ8Fg{Fv@sSKD2CZkUr+Wt!M;|w3IhpVuGDXo(or}T zEwef=`1*vQn_i|lt{>eP#3mA4$>>DbzE&+$7#x2cf0a&8c~ZuuuvUtz@8Qp1Fe^`E zE6Z`lrv-VD#h1v{>Q^cViF5iElN3K-+ayHO6=F%Dsb!Lcx)j?i2;rnuJH>sqlvkh2 z7tC(x4->@7Z~YS3s;O7#vdxQsN{aDESm}otY9e4n<_!eqi;;^JH7dO*(#y$?9)3FV zXs__gwymSM0$g^_Xz>@gh_aJGT0s=Yt-;!~-d?mumYF>)OMfQ5@an^B&d9wXT@E}& zUSL>bBBn@S4o7Zg9M8PNS+?ekovNbY@@0jFQtSwKQ^EH@P+m-d;KTbnRO{_NrFB_| zl7l@D_Io7?s{N1%zAVjnV3oA)xS!#{UVrM=_h6Vb;v#G{qW_n?-g`Mg*a}Lr{lzD1g%x{%zAMP+8~A1}R>5v>zTr zUJlL<01hogf~>Kf4ZR$Y_Iomxa@>svH-^cEyYu(-!0t8GveFvWc4&sw zXJ5=RdpbojiFt&J#GLa+n*b~3A{7o8j#qE1rSH<)aT@33Tlg2O|8V?lmFs0W{Sp|n z-Bcb&!Uems7ep>pV%GNJqcKZZ$%11R)L!?ymjq&T!Pbly6CksQyJ zB-2{Noi&$J*HXBBA-?;qS4!EUTihGyw5EXNMT*-+zbOq1jyKspeWlf^)=V0*`Ob%m zq33?vuR*x@vfNMFZFujp0hx<8e|9=h!@b`{?N{HJ2udSC@ot=9@S+wrRo^ zgpNN!y3DE)5oF)p$p`WZ4xuFi4r*I*UqzA2nZ|%L`!W^WyXdbX6fpo%TLHTJ{B-T} zeBSfnj)o)k3$=Bnp#cUYAb2Nc29@V%+2zThNyk_CWx^aO+IXeI7h$8qxNHIho~P?I zu@YNtw=nPIhW_{co+}m+@43{LVkN#fi5X-v#rsKv z=ZhA3acD8VAhvL1PAa#+_@qu$4|*HTl0=?f9g8{9P_;K>$pbqOoxo|?O9Aqc$#!vG zHpVcoDO78D-T>#ZA#H(zU_71h(fRiG;yp{FQIQGwd(-Jp2%Fr>87}Hv)(14~Tx43~ zHS`1NLP0VZd6AbcB()Mf)L_!P@4i_;i2{P_J-M0>t-*|Hyq4Z*i_)O`;qiBA#lhJy z0zPSX2LM+0Wd(p10=xjP-vRyoU+{cGFu`Sq;ltC78dD|o(!7jJ>qvyrO40UJ6+knb54XtUDwUz7m(4n=8kti0V~`#EfR4Eox@J*Wd?#Z1 z(--+h?PG4*(SZ_wbc^4#YS$`yy48ZlsJOP&FR*D5@I)p)8pGN^yL0m zFW)siR^uQ^lk#bOSf%6K4NM{GCeXy*M?cXxW-Gvo zHpGe*z($jy_-B2QUGF%khW0ULSK9lzVXk8|m~HrutCwKVED6c`Y_JORt-ZOu9;897 zlm8@B^?o~MBx($t#X0_n!}@`G|ED)5O!4Vn$~ckAGV|J(qjClEbvK^GiSdOxV64EX zL+|eHu*We2Jn+>HkmHdVnl2s7%wq5u|JKa*C)cr|5R`Aue(mR-qA02Lv^52sVg>2w z{XG-3O}w$vGKCvK79GpB*$B4-NaT@(VSwvstAFFi&$KecRdun*Sm7gHf}Ewb!TGU} zd6OhejIZ4Aiz7Y?ucce~oT*4yi_{nFOubv*;K*^DvMDix*to?*IZr+=H#ovV?BgsO z&N;%{RmN*)q!8o^o0b?ZqV8y)s(u98wM=5*9xt5mF}MwFW?cv8&C8uO2_SG@?5)nC ze8K(Vw3a(ZO>#CWY0Jc%q;#t6Mp>Qw0Qq?`vna5yH?6yZx^qaVMIeUsa#>I|39YliG_O0hw1Elv zlUo#w!fY5SgHR;WZ*$TEWUP3#)+H-U)zh(p`;wdt4?aC~Hq5;IBy|jg=q7y?92(o7 zd^e-$LE_o!Ml@qyQ1c=+-VPY*2eB-U#1ganVc&DUs|LLl6zRg8V_~tCUsDEuzOI57 zXuL%0Fr(4Bb&|`R#PziWE$?W&yT|}fJ+D{WDhk6RnZ$h59jmQ~?{~9L(a`c7i2B}{ z)dBo*62lvdsp%W#LGk7tTbcT#51k%^0;!iGmN9X=52tI7U$^7~HHxbdWn1tytKafQ zCdLbS5leGW7qzW>b=4Q8b%L;4HZvy0Uwja%`Jzg4XX$1pTT`%f%sj##tT2fY5Y2ik zmMf3XeSecpdz+kNl4&pFrk#O!*1dqF<9e=$1|Om^DI z9XD{Vsr6y!7-}*x=}J0CUjNM5cPeZnfoX$DaSX*nCR7^a9Q(+F36wPt2_v;+FM42P zY1gg>djk&zf{nzA2ZpqlZd!BsuHF{s_!VT6a+(Y}T7T5*dwc+o=XRPIB+rn4uX45w zwP5R#Z@NCC(fAI$WanJpl_+axQx%C@)BcvW(6v!5$<|Wjk3PTf%7Iu}7ew9H?MO@C_^q*`UL+jg8e=zAp}0r_^U`tcj+yMW73J+H|&S*)Z=jHd;E_pnc_Ym7)gY6lAb zzkg19=H*xGg(5!~tylCLjLKeka*+}krg!ki0cq_n(&fGHk8V*fc;G>!+-8i^bh)ZG zcj`J*;{z$Wxji>QDQ%S>o(Ua<)hl>8dH z8w@D-KjqVM&%ul!Jbr0bY<2{ExkN&nWXN%5K6XGol^8)r*n*li*)U!mbd*bKD~yA=pbnN4?1r)w}a`R zv$x!N1)-~iwH`e<3CFOz7B~u)vekXJ%)*en7!eCG6eNf!x?a)Xy9U|h_{{ClxB8U# ztIP-3(6<6eQ-zAg3CNg!?9rk(|NJoVW7YdvMht_$!x4SQ0Q~j|`?P4N8j#)0CTRKQ z__QfP@#po~e`SLoj*X=zWlQ*gB#Apz7i^%dohqm82W|omswVdUZm0+!+_jO4gE27y z3Z}PX+E5+-YPYIRc;!VBnD9JK>WIz`O`ic|d}RbU&HDDjzN8JMfV{H{A7%=)WAco20XjeDNW*S4`$4;hy6k7a&ahQqzWetLGkQNs+9BD6HN^mtHyF_W)G|A!l<6T?Qfb*!T z>YaJc@8|;K#Cg?8UPjw;cBz{CPgpAdgj2q)K`nVLs!tu_c-?t|p7L8SrZ|fSTI8LE zwL*+!!rJz==Sxz2Q*>83JO-7T#=z5DKMx}frvnx`!>27;B&)-l5Z29DH+wx$%c*58 zZKsmTc&eGmtHn~Dy4W$(t^?uZ-FWAC2tcXVdw#>b%TEa7xPV%-l`QD6$;i=wAt+wQ zNgobS*uIyyARJZ_60mYmpb`iB&Qp)u8Qutg$tUs32J=)bvX>Fvw|L^CTPr*X5OMpt zq8&kZWKYCdx#5bQ~O34g~Ffn3w&-R4qo{9|^(&C>UVrf3fY*LuTmsd>6!O4juASlpV~GxPNJU_!7x+dm11UGhVk$f;ZiSL4 zR1y#45NhuIr1ospGM?hYdm?`}sx>KZVCxsx%dRU9xzfLeSjlrma7{yK5r>2D^gz(q zFmD{0m5FinDNeS)n7HKy$*t6OIJ&3znP^r2Z~@cfc!~O6gh#lOxL$%{Bhp(wO7p7iH)-KP5$c`w(FX;DHt;NMv<8z&{7@qq%irXt$ zWL}{w)emwWCqyI}-+r35(>J5wkIg}M_4UG8iS)4D_(NeTVPf&Q9GpcIPH+(~>oS1$$ z`r`C98rgRhGNj(Jms9Hj5rxgA;5z|dhLFlx(GPM&mW&p0{ZW5N{ekdcGJzR<3_E62 zPFz%j$JoW~{5#M3z?7#7w4Q$+0x_L+qL7~JqHWg0+TUB_UVPH8AQEx*PSV+e<}ZBO zchIn$g+qe>PTGazQr1;p|3w6p!_m<1=^3b^$&Ct+-^e)ds=N-J=@chP<=~1e|I%by zB*p`AZ5c#+1r2moP-}8Z?Z<>_Y7EV8M0>GHHfAcQbG{Sbm00QLbT01d-^vlmDkIqH z1xh|nE3-wDgR64%x&n8gia{&Ncb=a@=K~1&jSTf6$KhG|=Ljm+ys**WPE zl(W~z^4|~waa)ac?!Q%Q+qUBqp{soM#N#RH@7&UDxRGASoA?h{8!H`DAYNhD`=osR z`~5CHwe6_UcdJWiIvlq#Cr_LIgsO}w{{jyOY_N@dVEpi5f@YKZY;P@sPAfJlK zap6rM`xi!H$vEyin$>wTm5#=#o`S(zzAmUbBBZD#0cay2e*zQQ*Hd_i`jx&Vw{y=n zZq+&FGP9SMae&lPw^u+ci~32{bA9D8L%qu5-YxbE=KmeI5kwuhf*XxdJQSdJn;)2G zspCYW@s)BVs+CQ0WzV~yjf#b2lr$BSPJc&z(?ruZ)(IOy!s`If%5?}Y>X{PL%q?4M z;Hy`49T&*#B-sPyfSol!rB=|P}rswA6E!~6tK#%6ch7uyfuJ4;ws@XiOIG3rouXedK*8b=g5*NFa zc4nxAwtn%MrASPr(eY}nH&8GJ8GAfQgT<88QvBXF1+7YR4UiK2>4{;7G`9VG(nd=s zb8py;{@rnOck+YW+4Y6|MvR8XNw(K>Rg!nFslsjXQUsxE&G?hicm3s>+c2W;j|ebW ze!7JkbVQRd8m-V@N&Pz*#OkPQC%GZ!nsKk0_|eZN7UyIkqbLVGSuW)rK(#BffUEcJ z-6QMRF^|+_VM&7Aa6t1|xkjLyUC9f!WoZ^-2Cfy`cn30uH;)J*^|0>ZhzQ(W?9KG! zsfH@p*i$~M(AK%($vjF9w65)7`H{*>7)&py9XbtL;MeZ=8!-EIAVIJJJqch4}_v%x7nzIGE5hdPh!FgA?s8MnghgO3vtbfd!0+Nb){-vZ%Uo{HD+zS zIW@$AyjPXs5{T`gHb8OjPxS6ZKMU-D(HFZK8j_1Dii#jbOFDDGd0xi?A}~FXa}cCN zwYTM-WpYB(2PuzH`VV6Qk2+t3{=7~_cYT8T9YyF_XR6-!`b5Tt9BK=f%$^?--;SLUI)|DePci?(QNG0&V{LydoKz{?bI|x4dn%3XO0Vcb zXr8GV)SXhJzp^Z`no1S|Rk1vYcIis2`punR1Q|6zJ%~r#lv$uEFsy!V2?tdMI>njOPf$!>*V;!8qP{bo^3MZdo7c=H1&Hjb{T5?t1%;-r$COP|@3X!4QM zK!11)+zNMzuEQ|eYj~iBP~O(?%c2(rJch;#66_0CvrEADfk|~ft(@U1F|kZ^d3Jw1 zrB829A4~>OCmK|wHf_F zR#}R}C|(8xI@L83VuEclg=1m7OCXN4R%F;HS9*J2z-CvA^Runbi+_R(N8<@+wBgq& zyPsOJo=~xa`MPmhv=Mo!ti&Oj)PIq6o=K_-I73v!h^kPHUH|JUCi0LD5^~>V~KH zY0n$N%$IJ@wVpL#GBkPRDNDL@<3siGj)pA7@*ngRW_~l_D{e51T)*eJDYK4seSefd z2Ye84=UW}|LbRFUPP|-(Ms#3!Vqq6bFu8uicfKWVfdEk9Kdd)`c>Eby<(9WLE_oyZ zQ|18ik!QiD2_h{y##G#DzH%<4FEo5tPA@G9Z4NTD1@kR=G__t-q?0N+WHz~IlSqv6 zxqSQT?pudD^40zGc-OG23bs{O>yZ=)Ia#EtOaVPIA%Ibk|DuDr)f4Rn`aN*JYKV`SsBE&9v~Tv%xd&QU>?UAnp>B1vV4c!4LMj}A z(ja(yFX8A`N8CV;2O4aZ(nRL>u~#_C76QjRciC3cqxA*viwPyEM(q4Gnh`3GKfxMf z9bsk0+T#Avm8{tOM+TeSWZe=Qk^UuFL6wVM?CtLuCJ0#L8M66UY{`&8B2ls8bre!VA6#s1w!ltGZHiE zUYT~~K6yI-yGz-$9N_pA%u5*2AQj#rIuNnrV2qVCT;GQl3r~m1=&DdR0W!S%7W!syhAf;I2q^*OU#!Z^~7!p0hY7Pjpq0f9Pium?c-*b@uJC+ zC$_9x{rE`L=~9}tTQ}0=hey7-@>g=phoOEXuqRyAisKcI>d2}Xa?`+~toswR>l>O) z2SllUCvDG`JSm9|oD%5xFUg9P8X2Q$vITTPF@+4G!Lg@EGb>b~zUt`)J<7i^GnmhoVi_cH*oYvad3sL$BU?@Hk>?UQmL#Ud=cfc_ z#thm;ms*~mbhj*iXTM_^4$s9tiw(MnSOkDxY$NYSM_VG;;!-%T2Txiy-Ug$C50{9M z*p7mFZ+>dw`XTFnl58l;z2LElv0Aop)(Hh>QsTdBAepdcE8{z|v~|d&_S}}H@>5kM z;2(??=bi}L73ip!1?d_J(LpJAij{{N$BZ?)Fd1y`-Kd3)d-}mw-EzcNT>Kfq z;}UFq45wDPsT1}NJ&ugx@#&U6xmL zr7Y*7Cc42;Uelc}=A=&HoZ+yDfr{*nN()9CsX@^7O72bmt+9lYH%-`dkw{ej#dP%` z!R!e%@M`C$oZ$Cj_@XzgZBk@mO zq&xml9hF#=^@a9z9ytMx6)tZE@5!KU|9Q)sM!wmZbd9lqsY&Amwvxs6IK@0&@nHozMB>PGqTKNx>9$XxcZf zN-Q|hLNR^!c|YzlG8D;w2}ZHMR#+F}11|O`6Fw@Leubm27m&hzbr8AO$#vJ;XEdb7 zS9h>4OPz6YNA?Xc|M!n6N!wCa6ll7~-z&cYf$aNkhjeB2=n=hf9#ePfb4V=AzhqLf zDW#~C3vQC!+>;0Lk30UV72{;TSoGJz@B7!E_NA;xL>q`=EGt+T0%ahO^DAtb+BVaL>%*^} zX~K$5jslIr+PqfI1nrpK)hq97Rsa9?-NDn?9-u9Z3}_M8XkxedRb%~0CuQIGjBKxQ zzQ+aR5*a*b+4PwKi$C>cElcx2Bb%fN_mGPT;%}-$acAMRrI_vH2|)oai1=2J#4#LFx%@M^SdidgK>r3ntuQr%PsTqaMLNVnV_zF z>l#Wu@~p^IJ8toP_(9xKi5DA3z1;lbtEle47&A1BFCF3qd7gJqeVT9OCHVdWGQh}+ z$aYYE2$lrB1ULMUBZ-a(&s=s@eyBKuvw;JZBJ1FC;>`-( zb&zG<2~d`pjsVj19s&}*41E1c!z8ye*f`8H&a;MH;?oL{gFZ+XCGxr zx}rXZudlaD@5_I+U_eTml{%+$&H4v-9dB8mRi_!>~SCG~k$xxsg7zZLD91fL`+ z>o%|TMOutB2uQ9&J()cvA!8ghCmWA%7fblz>?rX0QI*3v#AV^R!;IBo;4goHX(VgD z5Cs9|4359Hi>6n#HfJ~<13WBH$+mx5wjeVI`4llY@;`b=({fLafNs+4&{=k$c&gqQ zOYDk#@+iNFMb|@=%t-ab~H~p!{~F z;0Ejkgw;}TJ&s&!ZgbHKZHwiYS_S|D$b`Zb9YtZ*IuCqv59f_`1OJMgN=PX;{kbz`gKn!k zb{^{4%hRs%1aAln_c>^c=)iW*DB>Sr9dYHW21o^@4m^A_E?<}u=7!+q6|K>U!P3^n zthWw^hCGBL%;=H;hJFi2qM~dkl{&vQUYnLIdltS~R**sqPsgw!oYwSBmt)VJ{^8~> zJ`zqX(u$_Jg^X2tG6*$ViHerk)s8mv+rcJ}nuDQ&07`t_sdeYK`LSUe_K)kXu1ZX2 zJ#}gfD1klBIum_pLr`gYtA?2bid+c2=Vqb8Q!HzRk{?%4^= zC@uaORL=rFaNNq-{T%Qv)uBmvm2NJqmHf$z;4oQ!^tPnaolQx4U#>`%^c>t-7wBud z0k`VCbo?$1pO!%PAZ=g%40&C(*7428puT}* z&%|Z0YW#qI`e7+NNtVeAVP~_aB~273SW_J6H83I_7tS27KS`+vXDZb%lX8LnIY~<0 zPyeqvN;xZWo@#58XGf@(dOlm1_CWI5499%~7 zIO41EQotJxROS+Sbav8oYXD+sF!;I=v?TU==p_+Ql$--TTKv;ma;)7i&B=O%47{>b znl}F7e5zzEYuU&je-o~~55OT#rM_qQQl6_ix*>Gypi*O|r1OmL&!3UR>|#V@Z))+@ z0kV?(_f_kjTPXYUm8h}MevAFp-xVDMX_4G4sfp>TZuawLLvPqxUjVtRc5}c$M zX9*L&mDyP84F>yrb)5CG3_IJv78Q4j7u{Eu0GuDU;Hmri~x7Vh=Fa4u5L zotB0cK)~fn7KFR=pTA^SnQz~ill7G01aK%g-n=9&gLZIayug=F?JZ(Vmllor z{Z<|e6EjAIF4~@J0E@R;>g9;6#KxsTjbJyyMp-QSF)RAb+e%$Hl7Lg+6*Ui9r*aNu)N z-N1O3zMQmEG$l^Qmv1bV?oRA2Ahos}55QS3<^J=WhIA8RFo7>z^zxgS!H-+H(vRX0 z8ROx6-`WtrmFlN;cwNW^8)TelEMR6OIG)F+F&FHw{!!78d?!weV1%IGFZsk?l<>z-;u;C_I z?RAr!gC2j?R+-w(Z2Q)6elpT;fuADDN2;rZs7yQ-??MF${!80lOazb)E8l$8vEN?ZC`m}P&*9e}&T0~s zfO~$@iPk|S$yW+TjiS&vYTxl zPE2H;U{a&q+EZ=6pwJ@8kVgY{jZSP3>BP;PQZ#>SGQ3OTazQJNBb~p>BaoS0jJJ|4 zlJ1l9V7lZ4)VfXeuU|3+pA-`+ZQNJ@Qi{*RDxcNm@!Rmn{T|vpPkHF?9NAS8Bp_ia z6e0xv4XQYv{qOjhoMl9_s0_!I<{+!HHY4Qiv~2>v#V$Vw$j8{MLrbIo_xP(^K8M5e zO>ZHiSERrvsM)T%FS8TYG4-JMQIPv^<=|f5^?g!5dVykvs07XJh z3f>%=mMd~&%*YU9L|0ZMM+@LdNpYt<#BBO^9k-=XMy@xvQR3=zC5Neq?quI3nbXxO z!()_=>Q%|lFhg#C8asNL>is;Ieh?oQyt{au+;wXS`0}{)!!GL>DA7;CW}B(j;>{Dd zCf%h(iGwm=>o*)>(qDVbL4{g#xCb3z2e?-LYw@}m$D4|VRHyU2x%eSm(ocz#Ab(DF zA`q>^Qj$DH95EZ2z?0%=orE2~d!bGEBy9h8;yZA&2i7#B%~KTjj!2A=_wAxC!)4I9 zK^)%(R1lQUuH%)Z>(_w8iq#lXX*e;S;L52Bja4;F55&xeQrdeFiAl>A7Pb%FE9ShnlWm8Ap*LDFnJZU4os;{*rEDBi8oRP>*luIHGc%{M$ zoD0M*_?dOf0IW7U`3?({s+<;^<+@sWqx4VpDI?E~M{30lGi_Sgo?mXfTN8?+TYt63 z%dO{PwNua>rndL<1EsV4@70JQSHs^fl@#%G(}cWEq+F5=W^ETr{nl2`KNPik#PiE- zyjFG(NPe-7SfYr21v5JfKei7~rPS;$A) zT<)_Kj77c#4sd_AdjGiOH@5YJ#w?Du%O=OKy^<4XvV<3&W<&C2oF z5KDh~>?$ebYItyD;j8Vm3-Tx3U3x02JT652W{EM`0&#)f9Jvh^L<>b6$DSwuXSLVG zC5@?bQCU=(rZ;H++LeCVGQg!Lq!_K#;+ds3A)!`?t3{-)ji#~LDlU)!|L?44wy3Yc zmYB$w9hKwP=4t>%o!0R_ngfEmDnEWL$;)U_BKSGhR^jp5{3YkQdb1!$agA+aFrnX! z`-~?)UwM@|_pEI)O7rb^UoQw+n|N{=;L2)-BS;Ai`1-0_X_3f8rmo#dv)3G9NZw>p zBFN`Z9>t5|joSAy^+2S*MD5Y=(N#0wW*K0H!M0U{NoxIqcj~Tsn$da0zD}` zgOf!@DG3Sr&xe{xn}C^NiDO_MI_P_crtHezdXaZ3 zr{7Z%gCo1$Uc&0}6qu5!E3aqAF$PQ0+ZgYX`ri2ipOKi70?bdakccHyDYe7YW|9L14 zh2Kjha@aDlN0*j2rbCggwuTUZdlfFA=iP)AGIRJ719gImsFw6Nj>` z!j61GzBcn&oed0tfFNF%F-QJzj}ca_>y&=bm)#A47q8{b#0FR4*EK6Kv9H%4pY)&3 z7wg*z!W4*Pi=`Fh%&*x)_-G-zCO*#6 z%ce}CscK0mvhq_(2O;E5;2k>l#uVipM);tz(&A6x)zsD9^{yC>S63|NK=K7^f?ee6 zRSNqAznL}|!@B8<0zgUPG0pV2bvgqii249;n$}75OuXZ?;C;6xA2WWn|DLLXJYmJI z5~=n`jq7=OvjtJ<&X6zL);gVBqSF5o&Mv6}V2*44}l3JnnGuqcWga^;XCZrb>9gL|0AQv8|MaUO5lMWo`%7&OhtV!wQw z7`DN*C%-aNprq8nptjC06{eySf!cx4)>wY)2Ro(r!;mYmw zyP|8%(`fT*=I2&*wqnZX(w+!KM2y!8?KCqu0MdO^f6EO6llNbCDEv&5&(uu)6~wI4 zEFJS|&jxf0Dq01G!xW#lP~KnWuoE@ZeSB$QJLA}l6I9OZ^!oW)ks91*NOzv}`>Xq6 zDlF08Ms*JyT{ut%a{%&M?G(yVQgrZAYO4mnG_5Im>43?!F$ab{ZCZ2%@yc#1pAFzB zp77P%YOx_X)_)o%nEnkDcX%4X_0-!?UKauD*`d&;c-jq1ju#*y==8YT`p&P@win!# zk;g5BB9di}B(x0FLlIFCos53{AbaUaGuGp5Qt3i!;X1D=KzK|ge&L8)>lF_{1qqIE zj*9Hv$y!81x1$%+>%BZpiYoo3@;ki$g6nbCgsNC!ghoke!l_iMn5UKCAe^sV$f3niV*5#RO#BcKERU5|Ls~W15@ssFGTR^wwrqj zvKI*;uyD%2geT)xbRAs3(vCq2`3D0t=6}LYmDtMQ{qcco`Mv-HUIS7Cn4~!IsTn_~ z-|=22U9Hyk%y~|!jOW34R-4j^m{9m-elFFT5Wr*T*dc45MYVRScDkp(?gJY9)HZ$v+z`WT1< z@{+HEN&ER&3ZiCs^FfSLgv`ysKczczz}N81UJwz8ZqFYt&KJnb8tRaj{X=hByn%uU zN5Q7C(mLf%&S+<4(0bhdyE?j=NMoy@@HZuS43_X6Opx@d0|vb2DkNdzBKkiPc=+7) z`l&tnQO4;sK$y{tgw|ua)e=E66Ghq!4@n?j1J4udP{X*H#HVg{&wu5=@`&$aN*tjT z{>i$s$H6-ly-e2Gaz_YBY5Q;69ol^K)K}j^BlBj^Vgwg^wDea-*a3`aiMHI!+{yNa zsZly*{&xwPiF2vC-kwbqI`n4aa!~WAZ%b`MXfxuxXI4R_TNZq#RGR3`Mz6RXXcYvu zO4*Ga;gbigbD#1!ihWsCS++{F;`v3VY90ZKhH)iq)Oy3tV}!V+^uHx34gV+0S$)mg zQg4v}Hu)no*!eB@=QkShnGFXjm+%2)S5ak^#4~3hV*W_`n&JQQ)dEAVRz4)2(H)ts z88`<~2^J=23^pUMoP1m!`tY=W87X}CAX;{27FQXnB9!DsMKqLbF4fY+I%2Ky@OT9& zP%QVnU|` zrTgBX-K!8`KP=F|%Zc}+7OWwR4N{IgQ}ZUR_{cDR2M)lL7suw$Er}uB82*o%N0z$3 zOym+QY??UkD}lS{RZe;;`9f_yl`79zz9n!;%Mj8_6!C#I4n0k6e|)k~&;31gK6=1S zp!AYK?fzxwqe_uun-HfX2S7x|F#9cUoSbnT`KdGU9y`qH@69T^y$1Llox9s)c0U9WLVKPTjO#dxBlZY!Q1RZrOiPQC%hB8z z=vSaIGBe^hPCs6gaF{uVL6g9uy+PCbYm7upfd_Ai!I%()xX{M31xX`-@E|Fu$17}L z?6L^hQ4%KiksWOf?6)1m@*B zhYH_M94FR(u2XuO7v{5Vk}i#r)h10$6;PM;Pi&2z!P9u&FD#HiuHz2R8q+cyUfy9L z2GLK^>_Gj11npH8gjRoc%XqUb<wtd~{%d%_hxN3M5$?suqnb&fh zSZh>D-N`x|W$G0eWVTJaJ4?(`HPnNoTD9(^{kI9zD=wp;kUF5HDpl6jx81<%+_bO_ zg`vdjSmr|l&2xlY4_AGV&M9A`$9pEbFEYdw`yVP(sJhjtsq?b+19i`;PyL|e?XQDKR{Dxbxq#e2zr+14;IQzDw6RS?2 zuPe};c>Yw+IcuTFqc9sY{QSwyW-LsW8Y(h3F>kl?PV@4RL~({!RZ{oAZ$kP1oA0eE z3%-LswBt2#Oz%$*f?cOc65hy6XIV|_Egg9<76nXfv9QO<&$?`aVtO4u+9T!LV2p~&Yza+IxK*}f2COb^9m{= zwgv+pVlUdde9nHZT8{Y{mTTh39qEFBPJtpTmB}_Cr^BbBg5oQP>(1Ti%NuE*R}%>#2QP_NHQd!Yc7jwx6G8Jf&Z)p7u+q{5tsY`M3F2|CA@i zkn`ps-|cwth1YSV(!=lx8(tM?@-?4WHTRcFZMxV&Gx^DkrWzOt`2tS_XTm0ZWz-m< z@q5t`O+zCY(q*?Uff}mfYb(U$_1irypWgzXmkKT_X$8Ih>g3IraSFW`q)X5hAUk!_ zG0*rVr4^qJPG(cW!TGGEy!~e=PEbjoK^Ya?z31ihxr0RB%^q=1KD`%&>Op5}&~_hr2L!)@-IN>TBSO zg0*|K6VgFAgK5806y-$Sfu04zXOa+ype`zyNyDtA)LrD`CQ`Xr!&X8(Q|fx5 zA+YY*J@u|t3+d6#d2c;XaChz#v#u&{7?tC1CROih#1qY z;ls_b{`;~;EEQ0PO8Ive7Na#Oq9NP0n$AW@++*@h?j@o*{3f6NbyoB~O!%2emIase zVNUHVjva(s$~wi9_>nWqk(TO~@zsxoXjQyEVR-rFlSwL9!^f%IsKtP^2b|<4Ga<&F z<&z#hn?MU%5O^a?XNM*EF4UD`v%v9v=5Zqp}AKuEBl8gmwt` zV*N?Y{`EnqTD)$)u&DSKO`2}~dGQ_+cdR9ArcyqvDwfk?A+8U@=j)$NTi%h%)S}EN zPXD^$lbF>sU_!=jGhQV?=YRN=emOI#Q&%)1+4VPs9 zn**OQ;h5=v6+JZy7|b93*qf)Vy85zsIDtJS~Xh25zXH}V_V}}GaX^?wrmIq2}E^d$r_~aPTp@xo~)@Y zRbJd8C`kNCap&eOOh{c%3qyMS((e?#N@`PO<%$(eNF$C4)%r#bOI)@`?0TAtw9efZV^*UBbP~irB?(IqRud8XFRJ&L7upB4ztm0O(g3k(@|8C9N_L% z5v?--JWSj2G^EeHJ*C#E+0yk?VIIG$6{QNQBXOp2tmp|&YO7YKmwnR1&;1{~lYd_p z(eKGk31+e{DZm1A9JT{ljn?YB1bYYw4a{l#{ib?;IA!tW6J(CZIk>d7Q0$h*g08F~ z9@DomeSNCyiUKGrwwMFpsk3AAoxU$Fb1t6&GXVa=*;InK=F=M%C8JBQaYo`8#)x+&sp4c>nt~IS z-+k*K>%f~bDb7?(a2h}lzMk*<sbo5Jq6Kr@PI+d`~Mbv zk$$Ebc1n@4D!C17);#XEq1H9;rCLUo&$ncqdyUQD%yk-p$nbi~I8c=Ey9zh%V zP!g7xPYazg#QY+)_i3&!)oHME&{_WC!<1)zYMh}RjO~D6Akl%N0IBk~uU~$fWb4IB z;c~rY52Ks8PdR2ZXH_iR?Wr##bZc8qGQc|XJT!BW(sX3Dun>|gyZiO}IGtEWdI^Fq zLG*0tWAIxn1a`4%a1Q_%Bk?%bAw3p6voJHgr?<{;VBZbh_H;)5Btu}ED?H7`)s7#R z09UkhI!{oZqB;O|y-Y9exu{w=q5IOPAnt0GN@51n-jbi5|wl9S-xQHF1dNz7xz?kkQesr?5A!w1p&Fvalz z^>5T|czcQKK1~a?s{xAJEEC4+4!Kd{-J#m~>Yxtw4gaO@U?2=)ktS-;o* z%$q18G$grVBt>4iuG(SWeQZ{a5x%e-gq9XqxL@1J?a~U-Y(~8JZ`9X1l@0L>k<&b4 zNe$afNwaCFP*+ns{?!tJf>pGu7YghK=cr!IZCU)xiOEbXV1Fl3?3&*@$C?tI_2ZII zfe}4)I%c=+o%O&FceE&jQ9_8$d9z)(V1R|-nE`}NwQaz2suKcu zYpwojH{VW!+xh2NA$#PG*erdE%8%kMpuPRM$>Cv-^ zVbyTl8I5j_38Aqr=T&IF_LVQYD!Fdj=FNAC;(``^mCsk2 z+~Dfke#LfqnMLP_sDGJ4cQ(OQCuhu9?d)gOFZ?acM1`sMh1u=eqR@~wKj_T&B@NUk z2a{5Ns3&_%9+k%3UXUda&0w+Lskvk5smGtDT$P@!o@|R4|CzK4_0ZIm#8FuK-tP%J zeOK<_UDB%WcWEauXrpED(`Siij;5kSH}t3%)3lN(2w`Qstj&7PsKqbO zA(o=T%Po?5F@%KVib=y1=yZM{Zyr$^a5MVrugSe4N+hJEEex4gCHdtXXg&*x|vj(S42z96g;#2 zT6w$c0<7VSW9W){qh3{*e?#~KtE>xVlcl4}d&4KtI1cwkl4ZE^(k?RndYL#G zw@^?fzI2hJ1%@_LG*jny8ayK}P(w?(;XK1L_VH4Qs_-2Ih@;mM9=5!7It&8~vAIq* z^`|vMAfIT>Cfx?^`}sx{;$asprZY-HRwTe|hHNDWN6i6E5f@IS$oNemU+(gcMQpjP zuZI?s;I4B7I@W8muh#W7c5&gc`K1SJGk>)@6m~paMkSMKkzrsX!uzM~mSe>cQ6`=7 z>u>fjcE!p!?)|r+VUZ$K8v{b4yK$AWUhCg}9m9x*(9L{{bxMObRn~=4^ulE)$vO>j zqxl=6VAM#}IFlCCt71&+`~xBS(=7q!cL@hyR9vjoPpJ*YpG8X^y!J1QDjTxAxCa0Z zn2IZ$Y@QHZNg!Xr#gpUo13_m4rsYpZ^nus!%osN(B|tX`1{2F0wHsY$RVF*@)oDtH z%=m88l88>b+yc-X&Mm?+aLo`Ubl=iTpX!UK(}2QP6R6K`0Y{_6+93iD1)MhxlA#A~hz#vGG#q^UJ8IRFnUFyyEv1 zp?_Uw0N8L_TU~d)$Yx=|1gQjlnS^-cvxqDQqp!mH=ClK?XKle^i&3% zI=?`%w}tq%IK1C6=mH)%)zB9j&<3VTIZJ65`heyjB&0N}=#Yzg(>jaW!%ExM(TWB5 zN1w}5RwJqB+PvZ_W&KrK2MoZPQY+z>`c{H^5<2p$9(SsN3EmHN+P#YS zdL?rf`BXirXrti-R~6m!8c%)Lu&1TS_RrZ_uqf_4z0?-!ZrW7DX%&B>A~!*db!@DNq{KLwq#x?eq|k7mWH+tFwz*V;bPM^R zjV0sP#3}ZVEBcF69VvzUBB&IC+%Wuh6gV8_;CF~SOOR7n@Ur$$bkF(ZX^PWve!>#I zlee*Qu_vXOm{zoqlCda`A=$o*?P{j(K3hmIs69r4rbtOXDbsA4;gSmBLt;{@I zezK95M#MTA?&t1rJmkAI(59)z(x>pG9SeYD0;%vr?o<)*d?b`-oqdB#RV5N*A{2#M zgXQc^jC}&tnRFCwKa$j0cNv)mK(2pM$(rKJ8Z(;!JvhEOnj#|C)$d5x3jSn1C%gA} z!>sW4nNW$D80H)ikupE6TWEeVl5_4zu;}x}BGoacmA*3=WOpA_7E~mjCb+k@WO<`h z{&3sexxn#1pF*-^DN;$GAt9GPwpNw8KF2SHXO|~uROu!Gox|ggIqf;{dg5-)`SL3( z=f@$SnMcpuz|g5FGu)}8(yt%$g4-Ni9@DPL5Suz6qi3CkD9_Z4I2(0A>FZ-)7RP^M zRHLi=7i|*hUZr`tZ8>Zv-feu(8SX3b@4Cee_D--=eyy2zdio95*Qpp=Z-_1=(y^c3 z4rn{i^pHm@HaWSgc=i0Kn&*#SiYJ$Tdb06UqFZWun6!+sNVJE&{?X8LBW?)vr*@wk zG>Pk7@!TLxbWg2_)=Fd{albo?TJBp?|Rm>_eN$J{`zJGqL|Uq$uf#T4yj& zUcU&E%VJRxjYPx24k^?+n}cB-Fkz~+U63^_3Sb>Yp4fwlej^3OQ^-W#jH`cB7!f*b zSyXZz%bkOIL{|r~y$XX6Ke*I&Vl=4%$IYA|=FGLHI3=r5x%0!mMfV@a)&HqXaG3c? zB|iha&709}yjFT;caH=*zAsYPpNtvVz|FUAKeAl#rZ3MsDbPao#PTG5As|IIxNCM| zeCF}pnj6BTz(6(66vmdq#9lKIQ#nWy2eJ}Xr`Z}+$Q^3D3h1O|HdOp_8v}={6b(u~IyNsd$}LN9K&N7^=vK)Ejy}D1 zq0`ajXt+!(#1_HyBZPM!dsICe)@GuriF>DfAmuP}BQtbD;%1Kse&Y3>{)9IGQF`3M z97f3DTaKVk!kCB_3Fw{;49(&F7_3`Kwvg6KtP55)!M)6j$}#jM*;k`OrKNV&^)$z9 zJ5Od>ARy`fG%fI~>okpsQ%mW24RYu##QdiU{&;bv2u_Y)uCndDfvoEJOW^c{UGK_& zc6_25PGA3LU=*k5(P>jC+uv()#Q&dq+*PE6=g_HFTG1*>)qL}31~!w z^Bs$xSgcCjv=k?5@as|{z%BB3Q*XlV41J55h*A+VDkzN76{=Y*G`SaL8?D;9#A#>` z9^?jJ^x5pZSb7rhRP##JEy9D~g|}xEvY7QYnp7CkG&2}y);m6dStr%$pL{dtFH@K4fn#eNGOGl>AX!NX|P3V1l2#e7AmIupr?!}d{F%fUy%a-zDjxf$BCS1 z#!*wKzJfC8W5P$=lgYr&$x9x_G#RXkR4_Tb6u z9b7!AN8a(lwdvI%^gklXikh7kg40zg38-E%Z*t;}et2BEsN?L_m(}Zi*-F2qxzxjL zML7@Lz}ef<+N0#Wh|;)Q`226~mSzU7>UUbLmf1VT?_@4-z1ZJli=C>!Zb~{Y9HY+) zqfgECH5Goe4?yU8w@wu5G26ulL7hQ?O?rx&LX31BjgXn5Lqr`Qimgghii$3EzO5X2 zQJTsO(UWsfCb7`3KouanZ`tz`84Mc`c^x26bm6b)0{Y5z^dwDtVaQV+r~c|mD>pvD z#G^oHA7l-~ufyGa`Q19|C3UFE7PU-Wz-cnAkKC1Mn8AzZc3Vj7v)cNgNG#JAaP}IO z%CHK2SnwD(JIIcYQp8ue}Jp z`@M4!$P*^?Q`4Mlhyu&W|LT?VgtT1O=ME(iMCu4R;3p6ah!5lm_w9`6jB7<&i>SCa z->`1|HrTK!)-y8dK$Za9_PEe|qeXE^j?Yh#DSEdu^GCATZ|fD2vIfB{k}{D*naZ+= zR-mN&6^~YQmxyqTm2-f)^)I=HR>p1*kv^7*kSL_83`7YgRMZ?mKTkgiAX{K8m74$U zE4`m60>gDb`}013$mbMWL5rE=7jD_Fs_M$both63vwJi!w9@(m-A#y(VVt+Gelth= zP=Eu&@_8O;BIpXWuC?Z)i`(wKnuf6uKjG-n{4bnXL&KKBDZVeV@A1)z<4;s08-?!s z0@i=T9VNAVGl^AncmA{7^D@|_FYlVBxlx!(IbV}nxoj8I&kAW7Fztq5H!>R9$4FA1 zw0i$%un(|EnD?Z8L_ZjvZyVd}npS0>z!4ttxGCP;`vDldQhA*6t%)}D_jQMKl=N>0 zH&80_Y)~MqGivZa-LxfVIm1fq#6C=F^3B}WKLVrqi_$eH0;mTs&)@tuq8NDR4-jk$ zBNJD4qf)-88!Bja@w{sI%rDJ7W^`I|GhhCRZ#FqRC-pw4;f8R9gZC~_^Oy_%X|weR zNB15_d3>QK)*R!v4SBIV_C?BFOgU}pw;lYU+!A`kSg1A{CLKCVwiPb+(rfbK)Fe_& zcR*%PWL+oPj+W~Gt8QVU3x_r+(cH|Owz00F-Y?`th>x@q9~cE83M8r>lH#Q2r)vyJChHix|4JK1!A)_CA5{T@SrR@oHvaf`hisYqRQo3AuXA(MO-?oi+Q zpVol|xOf`Kx$y8h>R|^O{M6Wv*NwVX+4!0G?mk=elf|j5OvKOhRe4cYmDb-ck`3(P%-t( zT~k`T%@9JedRc@R+M8mY8@zHB^Xnb#=Q0H3(#XBdo7bhQxNFG;Y_0j&`&1cu(x0zb zv{$1{rw!@BjgtY0otD<@XGx+xLuK^E456-|MDn65Z(|oQXLZ=s;L0wLo?zinEUBY) zUZf5FdFtJ|%s|@O&e3JHmjff!LJzPCXGSzse@b!ZqrzV+{93kPZ>*Uf8wXGB8iNQ9 z#7NqmyxpsQmb-O|JqXqsj3m+2V6mH3ynp6?%0oocH zpMy@T$$7b7!{}qFD>V(Bw6bd1WR_fh$Ft}72Q8~}D_zx0#r{22q&H%hUBtCiK!9%w z4{iQOY*GCN10yP=4}p1cha0I3Z!=H1caI#v^>GX>j!o@kl|VHUqWg#uBo2n47+|T; z`z$iRd*mje*v^~{@$AuDg`U*Pp$YWYiNgcpgNVI;Fw;&n83H;Y%&#t>&WoH)V^}u8 z2!I`|zHAu7^dWDB4ErRrMHCCZFIUu4O67wTC6EYiDWf3qg73g@!HL$zJ-}1> zJITBReN4PZo#w(W#jjVJC=uie6ev$7pYY#r{_sb+rB2AY?26m3fQ#<550dRUp5p1x z^JOZ{Z5k?9fjvTQyKO`r1uWYBIG+3`gim8oiT}*P?5B@3PesEb@mrLDP9i2|!(u9x zWDj&M`0)`iTY@CL1TWt{j4Wtz7hX+CiFc$Ys^LOV69iJp*Qp|rw(_P!m@5s_i(yCo z3Hh++J&#@^b!@DMZzqCw%NWIpLC&!&HrQff)e_^~;%z&vc{XUUy@A8b8 zmw#2(YtnOpIi4JQf8VZ?9c1{`|Eystjlf&9G`!Z-Q1iE|65BIYhd6QgXVvLR_8?D0{M89+>47015n0+RKkiR+Q?+J6!?9RxdZTYpIVr0gMRoQ-ufS=M?He?iUf6^O~J>kFTq;!<1h87M6-`aSw zyY0k$1+4xg!B!xiuifNt3%4(6Y%Ay_@7EDiQL>Yy-=m4bXG(_pNS~YH2!dGo-Xu(g z`J+Je4T%~aELU3RD9*(HlxMw~C#;UWb{V0=`Ph}Ddr2u;w#B4-7Hp}Y*M(!@fT;zU zCERCOA`RL#wJ<2c*%7iYwt*MmrP?q@Ss8hCc~(Hx+m%B{;E;!b1)YgkSs4cwWBS5d z^rz*L0UHN|TrzB{(vI3)CKwfsX{=C-0c3K*;{43(dhO&2mjF1Z zOIk$dDvLT_+V`7KQ+sB*+_-8}vNW@-H;hyX=Awps(t#-`q8h9P?Zkq7eJ>7QRlMIU z_eND6VZJ{Uqs%=<#w>^T?{DfYdjslKteHC}B$y#GYSt=}gj^j1Na$ve?BK z!s92r@om9@2`29KJS+Ixeph07R3aX!%4_=qKtCoai4-1lg&qb6%#vLb3kcT*u zvn9~*%gWQez6egDDlFebyRA+L$XmtcLb^CpP#Fu}b!CO?^m2wkzH^{X4= z$qP_)isP)!sB!)Fy$yV)0L2y)ec$=a-ZLLzR(+o&}0ir4l|m6$(q39)M9&3@>a6Mua(# zL{=z<>m?uiUeZk@C`ElONw?6~?y4vPN9!4&{ruW>9Y_1 z$`6np=taO=(*8dvlc!)gdrqV3p;TFNjOx1kkdj>Q2oi~lBdgMVG0NAuHSU3M8v58U zbxwCt)X2tB^N~ud9wq4#?@E?VWPG#l%#7jl87(C;f06nUb!yZWoX#cAgFiO(?hCL{ zwq#diaunUD?Oc(BNn1rr5xe!=!K1j(NRw%bIb?A+RI_vj1t;I!-><4L|epwkrrDh`yUhqcrSvSHJ(1Q_8uFx^l&r>yPIqP z&+#oNc{(KNb@)FttZR?|8WrsQ+Glb!1+QJ^p!7hW;w=qh!P^|KrwN>zkIwY^_WvXP zkp{SPWT+yTf{=jLfS=qzDjA3(+Eq2*gyW z?Y@`_d_2$UG4k?3$EH6sN+ZDvIN_7q{8v?B~3m{i~PGJ{f}PlEof(7$O4^q=T$2@hy7$C zJ!8DLbwK_J?Z$2&a5J6lsU=9=7vkQQJDPDb83a6?0Xh~9ie;Nq1&fOF7?Iz#HIE$T?(L5`i>|mo#-m(#*EN=y)t6j*2X-YH`_mD zcGS<&i>C`v#p)OsS<$1{E_S9>9dZm>=kl7+xBUwrzQdG$w@uk%44@d+0&N`*;O zH~w{^YJTZB%JG8Q>E)sl)vgDAmxxL_%Nmw)x;3oH{cjwjh;Xx^kccLuew5cZwkwi` zO0>JY`SDAliU`+2sC~0RiJw(eR zT2-R<@XwZW``723k1H?Toy~93%f^<^du66K7<^r^kg@A}R||WRIoqw=e3%nZd=@u) zKZN&hk{d@b(mA0={w?-7HTkPn5m5Q_OM83!V?c3L+Dy@5jnR9B?yX;@DGr=WHwhjJ ztZ3p)_U}Hs8~hz|14MmaSG)C}mk0=pv~bLgaRzGIc1G4n|00K#7*gzUI=8?XhN+S@ zq7swm-iGa0t4AijguXnlHdZS7BY`+Xw1wnyY_T)a~w z)<^>u1X{zrRPC7;nR6F96pgpchyuE;;@`$uJPI>f`ECWd0RP?`6ZVg8yc|rSZP$WS?f zKg3X`1r=*Cj+nelqD-MILHQ88J+abyykOeMg8W zWhf+eAKNw6Tcrtu#QFyUm_YjKF+}L7 zk&8$;X0~@9oA_(1rsMiFv6|y+?UD6lFpgkNtOj8bk+p8dgJUjY@5V=E@F`_x*eH|6 zQPOo1}0_~hNVIVCf1MlN6({K@dZP)2f1ly zbKf(hQV7bc0P(LJxHGd@JR^(wDQcSUw-g{hXJ2rrzfA;7y@09VJ9G)*23e|~o;avY zAomHXKbX>z;i@()qezA9nNueC7S6?8xDI} zlN;=;sZ{5vOJ=uL2a zCT#$Ru)CCdB#Gw^zAJ#v*#d~2;gP{cID#};<=@$akBhV|EejHP7e(#dbpiL{x3{3J zpn?x*Koy#os+ny?Tr0#`fg?Za+UzFV3` z?&s^?7&l-%nHe5aDhJLYFRoRS%3zNYfX|O5n^AMO5B+W~bJT{24WazB=z;3R<&wwr zDx!xww!d0pXh2(?k&lU6$F*T!D862^?w#^Uyl}4lN1zdy!Ad!m@zgHy+zVg{_~N=@ z+?dENuP{6~b!=wxPTwMyC;m$Iz~*aJiyq?R_>W4ovfq!4r5~KnL#6#M*uS2A822}` zV&zVgZIx<5pt2Ts4eqz>_k+yT>!YTpF|NnLmMhWfi(J*z#9KSP}yYEbn-E+|`$De~{uOBfUL0}8m`ZlYA7tM;JP%X1t2%#jR%yg$Vv=2`WZA_%J zGlnN%_s1LqQ#;)AsSLQxSqb;B&`J!!FtPII#?rtl;4zJS?vzTy459W%OR*tkeV=dfVKX`RU$}LuymPq;iWUJ@vY7M^!2!_IFx~?V*i;goiyv% z)nrKz5odl$TQDkBL5a-k@LDldxHomPeb|2R;o#Wc_L+cK{zZWEyAgXtAJKkN9q5HA zDP-k0NU>+}A-Krw#6vtPoZQJ=R=_%ss`ug(DI${ivF&Foa&KLY)4}K7Vxy*=;1mni z;RyDm5Orj!wr}rl_*25}rYOme$8!@kv0SfR+Y+$9B)U*0CoS+Z!mRjZ$@~SIhOd=( zDr##Dt?C&Sa1=3$0xw7Ho^KYD{jc|DzKxvjGYtQ|-%9@eY#jJliTLgvR=Wr{$-djU z5Ewe)UK+Xb#$N2MJI3v}?D`rSdGlF}!I5LpNSTq5U)dL2R%V)z=VFqc5%QaID!MnR zMonOeHUm1s8|gK*rdZ~g(49S`lA*kaH9Nq9o;r9=_NH5tT8e{j$WAzknNhn0nXz@_ zmkkWOXMToq^IWkZh(C6FDOs#%S!;3ZCz}VAXZ>uhoGkN;5irOtqI!m`CjFZ)>|*Ld zrDkm4aS*&|2rcI0<+6%qnZwwrn`0^4_N6zP5E+VvPOX~v^YpVMiqd2_W-g;GkZ3v| zKKI}CH*TG6H!`5e7VvgVk8X8t-Mg7ynwAlLAyh6^_cRlYvI-xAP8BULG$RCsmPTa8w zeN@jFngU8E#@Z2?fi>QpCL%#q>OW;N9;4y!a<|87>YZ%VxzmQn80s2_XEzZ+dmNz1 z09^8#egb+Ls&X_$TZV)3dk0#X|Ztyu0qb}J|;cc4-tC3>8^?|K>vCb&^M z1g2mNTz~>JYgNWwfMeiX;6SYChUaX^s}_}vZU7MERkreFL9$pS>>L_-E2ub0k!984 zTDpZK_Cww`xx)DwSz^RFO5D`R%Ie@jQFJ^P6`5d!ASUQdMm=wTL=S+>DCCTzvPMBF zHh?*|ox2IF>$jstmDvK#8CsxTg-`~$?z$esqgJ4@mU27ax(&f ztAhxoPmzj#0{9%t_^zj$0#{GiFp42ZaR#7Y_Zk^Sg>KxX`s&kR=XZe_gk@>R?^bvQM>h9Tssp2Eb ze)V}TIMDM3NIU?q7m;S8m-a@UImyIVa)Z1QCRvvknLhL|W=V!~RLHAI1KsHKpdw;p zWB>t0SXa77?7Va(h8nT>7&8`aQpsppG@afsoe{Gd!+iF^>p?z`UP*7{(08&Y2;&nt zU8lB={3vsBNSYSYKxhosXjZpNw#n^2XVf<*e}w#_Dg9CGq^po(RuvAp7sfNq27NKd zO%){rwh~8(W?sE4EmNl14RL*?@LI9+f7$C-n19RaB+jVN6v1~Ps$f7Xt6gUDfGY5x zZRO(A5Lb58l@UZ6_F5}KM4&pBP>q`DCAUfTok3Ys0uY@ zmnsEVNt)HWa=A2}Y^`HvOkt0-K`s|$xPV3o1ISZx^!(wN2UTFb?6$ag3mhYj)ugl{ zd-Q8v1IPHgxhd9Nxy6`KhO7S!`k8M-@V&ongYMIMj~kmH9>1#VCCg5QCl6;KEE)u? zC)tpYIZKrcVeyS>e2-{ig(ZuCxgc~W#!L70e}jwCD1zTv=Ur(6XFH4k!%lXYZE=v` zvfo}|83uC!w|_;%^uqp3*&mYn^{)F(EROvQTEw0FM8Ds9y!=U*0Gema_f4UO2Bx?w z^Vv;F{&IfYzhf7)-x82}W}MAy8ANuEH*i3gHGV~Ih0zToeO(rDrj$@N=f>MoP05hO zS7jV4u%_Y(!K%u-+r5j5);xR^<;!!^;nvui90bBg4rfPR?Jn>k3T$pNPZHWcVQzqb zoYCq(mVk9g>*Kw7!#P|iL+wKHU>7TTWorx`Zkew`>tq7+^5jLC0{f|} zhf7b%zTyFvYykleWx=`6fqKdHmu3$WT%f1I0tfrg?Wgo#EH;tp&)3RU!0HT5%}QeO z3a5;oi=t+Bt{Nh!<7vLcT>p(~7IV?_){pQqd=XtR{SKJA%Xl`M(Y>HJxSh$RiX$M| zSGGGiYWG$nm;Ff$$B_>(kXmwelzA7IPK}vGdn`4ju+SNJBafr_npKx?hZ0#3e&a0!e@G^IgNW|q(8RdwdqBYD=^8e@d6%e5QRH^yE10Enpq z&?-aqsh!@$S9jLqs2FP8x6}>4$kQQ9+&Zl5aZ}-+)N-M?d;F6le!^aJ=IIhw%wvA% z?ts|RIZ=F}Y5jaFgq$CmW8Bz~@pa2E%P=JUF*sA6 zdNiFU%RctLVprCU=7eJ3epNRTnrK3p2Y3RRH0NKxFgBH=;FyMMn;*baM{wXqs#s~i z-9k3039}v=Q-5p)-p@8@;h-Najwf81utr%Yo(IC) z(L<6S&6=|fydo)6UZ2U&B}ncYVQBK>8k7cz)>00*9@v3FZ)e2lTX(`s@CE-6bONyb zp=`Vi@VjRI=mhalyHB_~8ayj;W?H*Cj;_mg4p0TC-)}9%bSoNP?%5|b57)rA0{Gwp z4(I_p{kT}l=dxQ5a#xly4wuVr^-=uGnUah;F74iPPTe%38o>L*$opAb=$6J{d}7eX zz2^Fd2{O8L_)b_*F7a?X5wOMlN*Kq=wv*4;am9k?a&s?RU_t1l4g3X*8CH)4$ zG6h{INCkX47)|BR92+2S8%}aeco*MbQWSthHY)}bHY?UwFKH*Fu)r&b(Nbd_PGXOn zB8p5RM`bgRIZa43%h<$=-q9Ug5C~)R7fAzCOJQV4>OM{K6BCarr})JSr8mFmuU~W} zy`ChjlvKo=D!p}+ytnsSG9i8JajHzlXki3F>9tfQ7ooila|$2SVKSU6gW9T15LfkZhJdhG+K0l@TNt&Wg&;H#^Ad^Iw)_fybIQ9bS* zh1VT~GM(LR%#y{0u7)zXz@sRow<555!9fPdyp}U;S0_)0Et_l^RYD0FoU-1I)0c(v9X4|UP5D1(A2P-jo9dLi zPH(<7G}lGwN8gKfXHouMtu)L7a!)RkTZpYskF#V#VKk+}<{C(4{F`_P+<_F5=?Bt8 z{8~498p@;f$QBY_ay^yLIoWqQMO72Wcdh&43NBsOmo50i9`lVU49ZA0+)$pR7y|6r zSZ3NH7NM>-elHSND9~qkT_2VrP5x@avCDnWTR=QG^qf_S75;__#c~q|Jy(%N1@x(} zQ?x_3Z7R*JE{0ptB(*b(Qka$zDC}-^z3f=u`jNc}0SUDw=xOO+?YJziIRA23(wBc1 zuW&KZ*AY_DGF-_gZvU%Ep|a;!-WvHU)4A*wK30C*{TbzhXd79Krm^!{Cd9Q39uuz$ zjFuRS=_Oj5{$T)W&W%CW?C?S8kKoO%wc-*Mw0lfnz@^y*9v`EL<0+Lc&1YUU$n`Qh z_YnRXQmiUz(^aF}kv0*Cw;T`s>Hr6)^!9--aa{D>qhf?gV zAz%jZjzH+NDQf67!$+KAEi^ye3KamS)_Z8#^qyn8-&th|M9Ru^Ym3QhP0E`BVOSNJ zRts%iaD8hgln z`01TknQN10m-${dj@oj-^ECrmB%!VWy1nei)4f+3CBi{N&HWcdNdO>)g8#L0%P5xf za3#K$sXQr9T^FH@rFsq<#vD?KfMG6`gJ%5qdvFypZGx@D7*TOLU?zMbV_Kt zANak0f0kupI#Av*t|{$nHPgF6fpJ6n$52DUdRgQm52=(eD7vQEE$(ZD!%m5M8^#jS zIz*I&w-~Zdsa4arJW1cIZy!gT`$&@RGTa54 zrJvmS(I5&~9o#oX6PpS*o^-#s2DL!v^xsRnlx9s{08Wr=to*bkp$KZ=#Nr5(UfI)n zZiL!x!J|5PgjhcD|D16esO3|07y(vDSw+`(EiV%12?;|ePhbCJH}%jWYZZ~hSRA!h zUnVJ@HOP=e!YRi{dQ??6)o4BC1ABWsJOTl-EyfDe2AYr54l(O!KdO1AL1oEr4m+6Z zDI?sZ>SYYgCh%6FxNcZN3r2Z+Q=(ECC6Q!kFB16X^=tjc2=hIgSH^)>S!>t;lR5;e z0@e^fg;Sioc9jX2(vf=sFF9QJ7EW$a$oq-6_jlDi-S}{4;)Hx#eF0iHc1N;>V<9a@ zH)%YZ?;fTCPF2R@tr`X_C{G;F8tFxB0~kSsxA^zxJpyunpSN$m=zraUCs%b-vxq}@ zI|;zwz*N^;1NA>S=Ls;V|D|zIy73qh#1b$x- zP!}iyK5j>hA878g@SgF}WqhWMFi02?G$_|f9XHHS*070QR@GM?l(#pvtNla?fn+iL zYQt35Ul;*p2!qw(8kMlf>Un{rVfCeDu5YqnsN&AL`#J zZ@RYAHXZXk#@u!(qvbh=i)Z;^-)TCATep58kJ4{9e(uu$_LdTFq%-QcN>8V3I0CA0 zzh;n4g`LKZMoB)#81(J)il!Nu%IY9qn5w{N`}^DoIMteS0c}vcF^jJ}5C8vumM8+8 zbp};GwTc}r;8ezAq>y_#jyQxuv-bj*$V$o4JcB7LjhueEBo8}@aL6}p4eHRd(R*G} zMehj(2Lrpoc=r5RbCl2~e3;CN#_pL#+eOcC+n0H=e(nmV_(hA4za07mLSoWNE#xJv zHCpq2^zf8?7NxY4A0=_{praH5F!>AVn*uxlQ=iv2b3fn9GvrpYccKP!n{iaydWaqP zZTJ`27TrEd{QxqW_yIo+yD|M70+31Wv4~|^Nyes-9{Fts%Mpqk@tsBz8Zf65PdROL z+)Ec+Pi}W&ebAQJX6%H2(Rq~6Wx`} zIMr}_^WB7m#nZ)=)o*U8ElqRNZ;`!4tsv@fkTiFwKr9H)=XcJYjBd1n*dQVcl|Z_O zIz3xxpf}G*r5}dJX{vpO+ydrp=CQ|bGd26qdSBn_`YR_Z7$P8UJ9I`&iht3GBj1ZH z=GgJn;LTfzPFhfY^Cr$-2_miY9PW`^;A31d>Ec)LZcg$4x_vahZyr(Qs9S!CW!PB& z#%b*$vC*pGu95L9{5QLer-iZ1Z{NWK38CWimQ6r(JplCxbCEs^(gnp3>TqsaP7C1U z3rURu(Cfn76Ox$fQ6Z5ZcS0pyIh4I&zCXjJ`L5bNnIb2+47F3&+6(Mr?jc-bnF-X$ zxH2<~NzdF`LMy$3+_Jf8$jExG`4ws^+Mrj7aIPK;=@haImaQ{6{-S~5E}{J8=Po~J zX5IPp>MGnypKqvqNNS5P6KXNJ9qU5dzcQ1z;iYFV_>2QHsPN!w3jg#*&8qG8$Ek+* z6{A84LK2d~x~btA+8z;pc*DFPb@jO#+A!a#XA1n?+`;)BqSaV`Z;RWoz!?%f1;T&t z)DhZEeb;;_yA;ad=!x?a5ch>H0!~=Z%A|URjTM|U5+KeCC=Ba|q<_@k4O^4MpVOL4 zb;L#`6i3VG9~f7E;&+2KwM65)16UrHg6`b@QB!y@vNZOmvR9JGF2&GX%eQoqRLEXz z5z?^l2|-&=d5K5Dzv}z}Y<1jK`)1Hf%=jsJ+wQXh4|Lu98Tb{fjsd4ve zF;6isNPqq`k0RT;Aj>W+c^#JORRN8EuIhlc;_FdeQD}N0Qm_=#dCzD{5*f%cXulIk zx6H^+pM(c*+fu+Y;I-S>Fyf`9X{G*|y|%Pp5C*z}mC4R5%aqC|uyoY9OXTdSnEJ>@ zmb=IZV&wT|GV?5)BQPIa3@21 zA;8Bl2_G~exHNFwI6T3WH*&n}IQeb4=5o>RkhS^b8{gyQyJpT06ELwkr{bWAA&RM> zf7zxJx9jV#B=wcOPX8a>uY|uW(cpipCx1RyT1~c~a10&v_?vk|~GwVSS79VTi)!Zq?TNtkY&n@~n&G zWzuVb$H+yzxpjdz-{0Zx#%GPk$XU1<-oN^?;u^7Zzh$He+7@R`FUb*q>nF^Yu4w`p5H*0=8^I6p9VJe*e z+JCybI&A!ta_i?A=M&&8pbuk`DSyH#o^_%!cgQJCX=Tbi@HbOY+qv84#I1*68k>-p zrI&xEAzphq0qFmlpRd!Ggw}I{o?9P_Prk1!cbnc?_oA!@g?_vkoXj#DJMmzZPxd}a z4Zs+VeMY!V_iB5-wV`nSec>2+{%GWE?>$U)sxNW>X$g}}-+7~bFHiEXU30R8yJ^0c zZnI?)&mT91X4@hj(HGxl<|5bit%9?Lh$Zuw+(|xl|Ht0Wn5}`lZLnMNwg?UX$ZE1L zYD0ZdMYiA{3#{fzA)$OroOi?v^A*{7g>KPHdZs_>RRuDa>VD>R{;dfp>K$dyr}DRh z3p1qA1#qBfxmrM!N6P9XA*ps+*P2@N@xKIR{i%EfC6a^=XNNc5d)wuS9hCoF$oD~h zjB?knJ|2{q10;_AhlXey#*vOK6}wEK@zl<1A}N%i%tLi_9_ z7Dce{AlIWh(a#pOqDkt@&w5ro2f~+&1O_djB$lEB+9Ul06$Sm>Q9cm6dzAqF<{!+C^|MQW;OQVW{)YiVwq!~->%x$(r7*O-L^4akadw+U zQNVMjE>!ofDbR{wY{?g!ml(3}{LhI}62|uZHWKLnww}5Xc_7O$mlQ_Zy zPF01*3zl1nt2a`*DJrzN{HdHxi(0fO%<|=tVuw#s8L8wSX$(rcKP?|42hnzMX0wn5 z(VGW}g&ZAz!P2y(*HyIGHD8dj#U6ny_MH{cHu_>|YvT&`>YFbu;^*oqpD=RZD2&xUGu7IYo;Z z)<;a1?s_s^HPp`ZGwWKS*Y7fMex=y1uU=?HGG!Ylin%TN;6eIL_z|1LbXssbzYXeO z01Q}8MjcQ*2?*#N@#MB^&Pr*7Sbz(%2QKIckLo`p<&sW)s=BzEa{Q_O75d-w_#vWF zqS#OY;qx-81W`H5k8|9lOg(C!Po%gBuD>aU0zoPja%V;EF&YB#(Hej%Lm?AAEyLjy zxiKHR0RT3-GLS_{#zE-gl3`vFPam1T?gR!rXXZTNQunK}fL(*URA_e$XyT!-t&|<4 zqa+gzlxu7uZf4QjYJ2SF8>W1Cdp1e|hGh`Z2~i3D@}MbQdTBqJ_1FY20#9FD@X$Xq z180HrSCe|bna3v3mp6WE!}b=NxNJpl<~?_j9=0xK->FHzMpb1rTs&ji&=gNs^B+lQ znDKB!{XjR;{RV=7^6Z27THBH+S13gWG6QSj*Mp zC+x(eLaqGo1$e6rRIvA48mRkvV3=%eLDO3(SQnx5sF6^wjHer zeWid&9#bUC+3XW@-~SFz=!Em%+(!0u}}E?D5@j4t08m%E5n2)mFo z9Fbp-u)rYX`IfP0Md(Lx8u@Qz2s&!2HD*lx-vHvp=S;nCQ#g%0^NkC%v^@pc(`5Y@ zpNv~_(l_^lG*11NtXtP5;s5tt*E?=>&8d<9UMbBNyMnp7`!fEb(GYb_MGS;Y-QnXE z?j0qjU|(peLTw$&WusW2r|in4Z=;S0lbE~~RHSgRaRDCmEqcbOFb(PG-iJkblu-&f zu&9+;A2iYjxQ_(hArgXoT^8tR2VHHMk|J^GsFVWO3tZK9lXEHT*VA&Mq{%GwQGIrE zzs}HvN5H(o()8?%x1c38@?^$ef1Qss{q0U@EEWJ4T+qb@_tRngs(TWtaH?PSO78F5 zc2WK@A~RGN#7ko(HNu(lzPG{jV{6|X>rCy<6X28$EM{IA!@Ckg{r06R_wqDC44Exn zn5ESFznOVqh{R*<%Wh_mV=i1ub?Ol#^kn#L0tqu2Rs`6 zPN^$j5Ko@GJ?4|YG>>VeIo>HmVDdfFttG6n$oD}2d zj-;m)>^3Y%9-UYoH_k>|!)rHY6uwUlaMyC1I1u;U9EKDH|8z)Bt)~8O?oEL-X5Jy& z6Y<)wv?r4XVpm>AJ%C<3m?#N*%XEe*66Y@n6J0W#Vq-*n0EoPFFV7cm25DiA*ZGzz zw+Z|9Ig=QU*RKXq%WQ6y;3|l>A2y&UsX&=>9gEY|0JxsKEwn&u+I`+PMyX9-ok93_ zamjP;mQkf{XIFhxoZ?J+Mrh+X*k6|a(?fzi>v#>gtb{^ zvqu-HLN}NOM*{rw5e*jD=!8b$D0FJ9O)YO=R&f-&#>(q$m9Z5PBM^n8=vwvLtM6t+ z;ItW(F<2oiEROT6x3brN$#)fvl3<=n zH`Fw|kozbKoY)vNdZfCiyM+%v#sXjE-^h|8u{i1PSt{dQ7Oj@3#8Hz{zm$N8v)re* zsm_jAiJz~L`m0^IhA}Kp@DUi12n4+z6SX)1`R)u#JZYbW?#?1&x%Oy}g?k%7kN7xZ zAklDSr##eJJt=w_>a&pclW$KfHD1WWlsjTNv3*+P^)G{Y!x;4n8=(Y3-CV$f)-^Pf z;sC=&fXVAb35{}CW=63a4P8Lw)v@(N|Hn8+W7my?D$(Fo-%(;DUB~zCaw*|j_Frz}F8{Zw`x?#L8+*91XwWl~7=o(#8uMS$&gqm{rO|P< z%9(@uxuYN7>j{_$4lMR-6A-+eoW7FDikyw@kiEt)%N=nL8%ta{%Q6!A_>wf{=xP^8 zL?m02#*VpHP=x0%YsZZnfO((8D>NT2;&{0$z=Cqw{mu_<$FziR#8D%S#Kz1uS`+ZD z8Je_M`h<)o87K+N0aovb_!#sAi(N#rm9Xl{M@EcLVkjRU`USanpFcvDG&$~2%5qR$ zlnch(#B!vyoF%D-^G)yyb}e{+WEjp^4ha~X^7}$qSY)qpz>g+u`+MjpiX(yULEgH{ zK++W2^k1=ek2YaSS7=lW0UWIV8DXMK8H$K`BcB`cY1+789tiq-oT(Z(rLcm5K)pPV z`B+?5P(`9uXds0eJ6qI1l!#phMEZ_z#TYj|CpDpx(N;>LMtu3riixEvUbZ{Nhb4V} zCmkCkN_Y!+;N>W7pFlpS?uc-gLCtws2l0h_+}v+Pd8y9lEY3$aDN;QUBb1p z+RUXc5Z}Gj$lBe@vqDH>Ks~}>Zj1HnpoEE92X<#+>hAQdOJ0ujb)}|O6R(uXFn?=y zLNjP}|7*gcT?QeH;V*i>>BT*fN?3{9l=g@$nXt8AXv~{>)o<||Z?T(S9_>f$ z>HSpJHGc2G$F=(CYzA)&*PP71KMiHAQ=1W&JhDOpNkwW7++Io9}DIDaQF z7^Cb(`@tYcRBEzyu=0J;=8PM8-Y7vD)qve#bwwbWLVRl!kKz;zN3_j^5P~{lGB~B# zc5{57d=$GuxCAR}o)Qmtmk6Qc>;gY8;*P6}{?X`V%PicuZ%k^FXmg1s?CzXVW2JM1 z-sD{S&Z%#ov0BZhK-4JyA5&k!5LLUiErNu!ba!`mcY`S1F?4r}bPe4l4blwVf^u{&QgLfZjo1Kj*0E_wEg`dZ3gK z(R6jVwy%H>#mG0ex>I&wz1QA1I`5$irKh5Cn=gRT=MiLglH6=bg zJb(-BChzagtIpFrHCGUNR-~uhW^2eqny-1L(aBnzij%w2axU+Oq*?Jf%tAem=O@C^ z$s9FR1uVO~z=Rg}*h_0UGxQ(j{O`O8kb_|gM%JLm~ z2e3(ASs~uwHGtRp;T@E*g91CYjG*7zeEQZDAapTzvFnXj=$8TD+gP=aAQ_+6q3QyE zM42CK*~kjG41>IOoUeLt`8KW?zmNs_x2Pp6Z#NSFoEH#Rl({lh!~z_^^|;OxPK}96 z>BjALTR@?4Ekm9qyTIGjr7XLwu4~nOu@12fEPsNrw4&ySu`1hAtFky*5v>c(o3t~0S`Q@Z{|pJI|IMzdz3BR}rRK4{?k(0DdY9kRm3TEyyUF4fWsDMv z@TVA^g5vc%E;nen#NG4rE8H^xZO&xHDI;UqAhMeeB}fE1#b2Hu%lzXTx)ni|C+XV# zMYZ&Y3HltYL1@p+k0xNQ!h+eR^eQ5AEZGH>4rBdHV}9fcs((iwN7jQM7txX_mKrRhw*lnMR-Hj2*y2Vg% z2(1z;Rm^eUaEVA#B^sqDmgTusMWDD$+>WsdohfGn9~srBZLx!cJA=RL@sGy?o+d5Q zcb?zVXJ|0ur6;jAZ>_Qq73v&P(F8^^{CdSwy#w?MP?~%_vFD&^ZHxjBXeerrxG*66 zsSIc%A_DvUq+{&L-?@00kv&_OaF4IyBQ}2f1>yA7kK3$Ml52&GSK`KEfv0d~zKz*; zKXbH9VD$eq^=tmljL%<~V&#ttXDLNTvaHQGcF9mi)EQ#J&0_Clk8=-BC_*s1E(cFh zjVaIRC3qxHp=-zOF3!V5$s2ICE@a8V0HW}=(hA|XTW>m%HZ z1XnW3G=Rc3mHjA$0N;C2%B;&w^ywv!2_Mrtw1D?p7hOQ!w|F;ia6*`Ik5e8WT4xoU z;p8%#bSr-Z4xD)nllztB9>dm$ac_ynBm{dAIP1l01EAgxDm*{K8GjaOClh`T9EvSwDQMjV&4t@va)twRfm}+RO@Byk?t{c_qg$?^(Yh@WTLmcX?Sh4+-P2;j6Umpo|*&T zjQo4DofqV#xXWUVk$EK#brLM_=7|fml!}>B^$SB^O!LC|jP94XrtDWgmQ3bw&6P@q zgvKFF%#HDlS`IER`P#Ld^TVeEc=J2W0jX4owXwE|HQ!79X`d-)?B95D>9+wSc`grP zJ}XOakMV>bf+?7!9tflmGe3X*u{2(yZ_&u#lVb4U=eK-jVOluigCCds;kRE3mvpUU zre%qmy!yu0oJpgr@xmpORHQALUxae-h(F}K`hL*_77^Zc8U_Wl+u`=(90I6IABb{d zY;guj{i>XMWWV!OU#)6coPeYX&(k*e9|NB5d{=Ar&JU8>RO1|lAuCy{$Ixa4DshG~ zaE^}N_?#WR8&rv*RgII~RFOB;^|Fv*gNhldSfoelrzx{f7z_^cJ1>36tZ#``Yf5Ev z%hu1(6XS3S%Wn^62l~`nd`W<1Sy=jcU*bR71Fx#iGG<*qh0f)k zYR^v-@YwnR_a{;$EtN!ELByP`Q7-m8?RoYIwJr-Ws$zJ;YuuPBBo1J8Mv_8&1>r~L zr^qpOnj0k12z{f2XQ4Er9=bt?_`?p@ZgLQ_#NX|5VC5A}m4VDJ)QteOMYXMErGe)o`9QI7M)C+IpL zQar=e*RHvUg28`=oRNz?#F6$Ucx{8NKa4{_9(^kkkiH{Fw*Qs85s}RpXo^?pMja&f z;_O;DELqdM+$uJf8uYLWczwjPo3byA8V3r`JUeDxrTA>`=TFqM4W1OnjIaCEUfhZX z1U}3R_uCiq#LiFta(k~>i#@AESpeVqvdZIme>gFSeoF=4!Ba-@)PmRZ~(<6 z(-^u>PwuJ;XhF{G?)LLl-{ae?Em^67yKq)s>GIfD?76_*F+aMg_#iv+yIp%0$(brb z)hke;$13WfPGI=;`74-AO}IY!bXVuH=QShl7{zAeKD_gittYnQzdT0k>2WPG=Kx7? z?6J#G+jY;X>zQ7_DGx}Aji=+q*X!BWn~bT(8j5;5?&uhKW-i6?wL>qZbIZhstJ>qcTOKXxww{H;MM5i=3AOg#@!;aLmcHoWnQ|Uz3f}hTv&l^RsqYQ-GZ$ zq+d1XUK(QFKVcvD(q(@rx?@S1&+M7D&@;+$k3OCQA;6kE243Q1rry0ob7#H=@=Fc73AvCS~5zAv_}JHYhYzx3WG< zZ;=~c2?;P?IS3HRllwnitFMj3ut0C&&V7Mgi6<-`|hqV8pz{sE>q$ps`yJ?t*~kO9ZFPIvw2jv4E)=*3)h?6Ix4 z=T4p@G+~jK9t)W)ofpv8*6_>lY9OTTnSyduoh96Z$1fBJW2S9%7#*)IxRk!(ItB0&sY=LuNBsl@wI$b|vR34t6NcbbiToQE668Y@l zn_=dNTMluT7?yF-$MWYkN~s@jT25QMLQb{`gn>8&2o31=7Aj9eFK!Kp7Kn@Y4;SV@ ztOdkG&z=W5x}mQhcGIV=wi7Itq+4Ge00_1xJg%lXeLo9>;Y}?6ExN!tcJVy2aDZY>)#HtJOFu(WK5Y%Q;8DsEQBX?TW8?rKWws%ouX(Hk6GrTHVrqtnDt2y_6B=tDo+* zaSu`2SVHlvbTDNb?@nd8ir;nUAQ^NTyI4Smjxq^fv8X;mpZf8Sy1G0OWR*B5_>6kZ z?(g7j^)XjkAfTU%$m2jdT^|OB)-5@`e0TFln4oL1PUY5qelD?F zr$T-ej9u~KI2<9QU-{?jv+?1$UNwbez$nAcA_>=no^9-ukF);CpVUg7+(~I~a0)uYDLe-) z!=j9^hc&d0G4C|s{T8PkWmP7ZFIyCpJvPGlTFyYE4h~V|=bA6?tF6>UX}z|6RkT zw_f1#XCF7DPB>216u>@5G-~z~Xy|KmTiXwtiy(x$zeO%c9l&t>@F&?Nh*avgkPWx8 z6^Bj@_6fS=TW(zl&oLjAKUwhHM@bCp#AhpsJ-P24aqefQ#mDGI7)8|h_C5$`8dT2s zkY6PHt_TSKtlqwmzF9wc%{(;WceATxpCZ%s?D-gkAj6ZxYwR0tZhUBfKBaBk#I{jb z#T6G^pz;onI?3)w!Z*}1pT~1^-lk{#>hA6H>86F!bL-OJf19FeI<;6|@I>YDEd=6OR(2 zxO5Ebm3;wk`iZ2{>^MS6tJN=oO;NB>S!waz$rJrHQ9Wk{Zfzc#_Kx!FU*DMW;+E8m zu~tspdhVva3lj!RVQa!M;pK?2rH|KJ)c_F*(K0^}C`M<>6xk;o09GiE9BP|Mgldex z!(RO*sj5*2)pgb-eH2(In^za3^dLR`P*EiRB?6;t%i z18E6U75X3TF3c<~w^lYeEuF3NT#FOYHANf)EA#nbQQ8Y88X-W?hYHd~k^?GI^yM%z-9;HDzXt#J4 zC{M8wKXysErW{VMM#Eh4tr-2#IKO(U>ncwWOR*fD@>tmxJcJ}yx7^d;F7|TY*Y?Aw zIJRaN$q8{v_!|7RebOM6yX4R=3VOojNFs9O6$-yreHTrk zbMBewh85Yu3DKxUX^E}(c9i3e)1+W!a+wSOgwH)l8q~Q&VATrvTr8?4G{Mt5^R#UH zD>5#W<3l<3_qP*Wm9=Mt{WfT_-8{(r>DTui+q37qF-cQsEh0Pp&pm#uiRC-Lkf6v@W81i@r8S zp#*8hq-V^Rjt+Iq2aYa(paY_l|dPJ-R^EG=s)re;w4iHPdt6*=bnL$&32z>53f_o zCcmGUze(sqg)qduFC@SM+c+m)AY|_pxObrvAvuJ7Uy+x|ta9zV)+{}z-vuqH#-Cfq z>lk;;@-{PA<$gcaIqd{3*@JYY{zqnjOKLkGKpkf@-;_j9Y%pNOCzyO324&RqMGAy} zrUx`qN~>3B7+I#?VOsez&<7RxGsVQdISx4qWsCSeAW$#`%dk=B<1>JRO!+Ql=$@0O zK~ny8kAM>fWtoc0<)A>L@vu~*@uKfk>2zlKK*e;J((lL>T8` z-_nWNo-7h)af+{Ni3V&Krglk#1U1Ez#`C{Juch}o9d!Z+)AO^f2jRYiVRBNUG22Od#AphTPJCTLh= z>ugxCbwAHL_{V+%rSI(qH4sXV`owqgz0gVZiA&XJ@KS3NEJlVp@+`btD&?ATPxNWv zlb%gn*}YFry-Kjzxu?pG`Q$`p7(%SgX;Vc56q@NF&}Skx_1Jv zA!}&$Ogr^%cIwT6U~7*pZ7|a%o~zQHi#z4m5XN8qU)KFj{W8<^9Svw$rY|2Q)X5F_ zE@6@^3V4^OqaE95qGjWv2|3-oXB1RzCVJ=!x0~#RWxwKcyn6+!-&Hnmyg@op4~VV8 zs@>qcAb+oE?;ba+EV|@A&7*mW#bU|E&Qo@}n9xNvwrJ02@-N#H^YJQyYvPkNtxQ*) zmOAbSL7d!?TQg=3Cm0WkS0TTXX%|gDCJ7sCS<0F6b#?GWKYjxJpJEn{DDzDvw~Rv# zCAy#KQzpWXVA*T-L7Gv?f?x$I?{%VY$4JLtu1NM=QW$p&|6snW6&@DXhJ}fAt3jP>&|(3E%oRU#0j~F`D3qo9o4W=+$eLP=CM9xub79?pT9Z zz2vZ#Gn#k$JmN#N$E-eg{Y%{Fxu-Z>%#;g1B@Ih!Q7!mA-;xl;mtTk4a?Uwle@pwJ zy9tHnzVzI0ijmIK>vFu(RJRADyjC#%M5(%TR2D^>F5N^ z!wd9@L(YU8)2L49BzaqwgS~x%yVD2o*g9*M0B+z^J+QpUg9QaB=BHhgt{$g~#r@L@ z_;B`qzj(PDtr^@b!h5vR@~kKGfQ&$3T(a~(KNd~{D%L2I{yzVB<Ryyn+!TkpIKuhi>BL?+wBKOX*WmO{%jZe4e$iZ}}bIZHb8+mNCmydBJLf5_2z zGoh8FF~T942JVGL-XC&GR$GVmp0Z6Jz74+*W$hIIIz>nxmoosNOz0EFd10MYYl7t( zk%Ua+z`bI=vBqv&{7&IPSlT>MSnoDPB+{~uH2vKT#bMzS@Cz)^i0NI$eM0{yzoHlvQoa7LX(`NeX zoGg2u1<}olaayg?qF+}~xU2TO3uoLP58v&!oUJ7@0Cov&9nRazo(l(#vmDzG(n;>3 z;O(C!xp%Q^YD3~)cykW4PS2D6Po$xj0#TPn`z?luCRBBoNJrVcb+Mf58C_@`czEvx zUAWC_o0LaK$f!u9l47a>#JN-THqWK7A`8qIM=Ic>9{WH~IMdHe*z^iH-&kKVyI)yx zl2bW0;C#bQ{AWa#XDm%$b{g7O+kfG6c9A6YW45*C-`98e>|J{!dfK3LyA)xYW6X9K z!=-&HzEB{QJKh*XMr6M^N}v564R=DXvU(2Q@wT`TH1xQyT=tq#a&~*hn4Y0cW@N$G{p)kEs zCTM$X>pq`=Pes#cPQn<0bRqvdXpS}q6CQ1GUT^GK57#Y@@UOI0rsU$=&5@!oc|)Wk z=5JK0cKq~Q1$8tcTp6MB)$WC@qsr`q0wbwmZVJ)<2h`L?XE<%Wk>71@{z4%KryrEC zN4L+q_(ri6O@N~9o9Y^c5za7)yLHMDu8n%5DrKlcdEI!i4s4kuX%!~>iHC@_Dx8Mv z5{Jt?(a>!_F17C-GriAEQ*zuCk+jk}@AL{{<33K~8I?crw8~1#@O>J}s+rEoYH&`R zY4qwtns#zRcNnt|1$)lZ1_x`A^6J0;S0*6Cv+9+fEV>&U9ISg5x=U@MY)b!#fHQsT zN^4xS4&}iykrw)^Ibo5gVEXABDV&ufOLyix+#%n#zYYS|bgIiN0Swq0M- zwJs+ED|tZIC(y96|3z>%N&N)xPV~F`7utDI5!DjncCQVV6omS%-ZBwb+8A?*_))>* z#;KnL33Bj-r0k2c=>Z&tg);=wDIsTdQd`f=oz8bl*>eRINBOVJbKQlm7+3rG4#98c zO?1M3gUYaYZ7K?)KU4l+9!I16TiFlj7{=Q-GfGQOhNSo0suAcH+Qz3(V8owciOzSq z_P}!DqZ17#^F29h{Mm7!%YaK97%?nd6l7HHHYK>N^d)W2H-|QVMa+Qzg4M1W{wY7(`mdb;_fqO~K7QJi%rGu{ ze!dkaV=)+*`6Czv?7IkAup(qr$Eq6}P44~YvhY+9+OJa8fO6;(x6sI#lOUczi&f|1 ze!G})0a!~rA449Zzh_je9=J=jokIQOq~k!l>LOPV8vGcT=aVb)%bWJfZ_C00r9<`z zW*7@<6__3X#G2fHoKhhm78|0zYc*9-z>w9Qx76h?+IlgmqLNXfCftG@&FXtDUig|% zr>Asi%!8>9gaK(p9?Z%~$-Jled|4V~{2{zwwgMmII65)->(it!8c5)Fn3o2LHOEuW zk1p0NBst@AS`$80#jCyZCzGEQn+`#w`9?<-<*+u0Yq&)+Oq11FM4 z%%1sdUo}Mj7Q*B*(%&aDR0)jtZAVR{F}C-PMJ?jMEN z(*4Bq6!)^;{kU zjjCg)Z+dtKJbEx#D!W$yEIJ-{_SsFP2b+W%`#C_4r_w)t_<2y(!i0&`11%o!MU?7?g9emppOoSEMFzinDoPZI(yAS)S(AyFYAP$Z13%{mh+W_ul*$R{2;k z1gT3f5DoPl^>FB6j7zNA*Gavf8mZo+#Ekg z2}W!w(J@z8(n#sgl|J{HhF=n5*v2Sb)r=MTQIlrX<8XR>d6ZW|2POYQobmzI$>EJ>#}-11h0o z<$oiE8q0Cy8)oFkLZTwDcX@RsLj`jP>JAEb87vBdZ|L>l~JzI7e? z+un-;=2GI2zE@VM3!nq zAn6fJek9>IL{ZpWC<(gmQ+QG_?{T(TIPxbf?qu9(L_d@Kx6p#Y4qW24>dr@{w$VIa zzSQ)uJhGt14P&5}fGP`({1&$pagBi$OzUuYP_fIf-@H^r^VC;tpB;-uXvkKH79xVY z1Uu2+R!cV}+WVI3rFIA#Pm@cqri_~YQlaJCZ{=(L}ie{95?15yj`5rv_j7rncc~gh2f?PyK z?5kuyH{ijp3XN3EP@#nkqNM1hNkqH+y-qD)GSQ7^)ntox+Ej4WZ7_IGv?wDKU@r;n z8fy*rZ(Z%|x$#ppe43b11V*zNg9nfI^WzJlZsq9aRoB%_>cAbRU+hXFh_bZ%P0O5& zlzS+eRNEwcoi6wZnacT|$LX4~KN1I6hv#N1J~fJT>j3 z_Sp^%8}X+7<991lC#Bh|`^d~DP;3wo@aX>1vD$XlIeU`-$_;sP12?5=aSB1~K?Asz zr-3bRow_WWANBy}Jx;to-~e>__MV%;fSq{bwPUF5W$AjVzFv}m^#_dA9~Jgns*H<(`EzdTJdDt z(0Z}NlGxqtrUTBqtnTJC0qA1(cN2VJ8~OkO5G)$|in}HViLP-R>b8IyVq74Dw~)tU zK+yB&dr?SZ-}|#?hsMN?Qo^tyGOwZAbmLV4GT}x0?gz!!rvwTBUuJ>Eyh$R+)QQEmBhouo#4D|0x5WlhuxSddL#tckD~4?4mAsft4)dz zI2!JXWzk)p0z}idYhGTcJ-U5_vM?x?jMyjEH*C#87AW)%9Xr4rxfh|4_J?sC-Fo0W z!LF8R1$m~y+>7gig=#WkO!lLAV@Uri+8^D_ zju|OM|HBgzU?lQLt47(rLN?Ca3ZpDABE799;>FtS2R#OJ0$xF@WAL1yFjJLLg`yB|j_t?wZgdfxFOepxIX zRZEPO8P%N)W58n6r8K7=k01zWYFzZb*TEw9K400A12Lzz)yy>864&nF*5jm}wGjOu zKNZx0W7q+NfO7JYS=ogitto$<*}Z~;0A)F5y!|L?`Fzrh5h(*A;MS?&PiV&H(?zp> zoC^zya#;b76%azZZ06y|W9>8~?2*m(KPe)Qg^OCr2( zp+E%}8V8V}U+|0{)Q?u#1&Y4DyjwZVP2$^dAG9W(JU;<-IP7KSQgQ6WPBNIT`0V#h z#Qpu|FXrf}FnsH=LQBeVs-7t}4vV z5z3-Ja_}m~E|zAEW_{fV;#;xA10C0T<%9B6h3maD$!M(Ld)Qq2vS!} zlAh$cyXCWRY3h>X$ASGkHyEs-bF=5|jN4=FeAgbW5b{MVHGZp*xJ_xq{V%u8%eE;< z@pZTJ|MOhvTGnlw`_U%p$*+{2pWJ7ETNwvF|F&eC6q*u{k?ugEckJ@;QH6uLGq5=+ zy90xMe>U{AN|dqfhNvL#TS6U8HBdd)dP^;&)emeB4pBxy!we_vVm$BMX(kJ-3x`Dj ze&g4T_1Smmf!g1O2y$iN_hSOl-@+4z#ISO%cr0vd9E6}TTJV--4&G8-f^LWBfUtb@ zL7Ih^h!L<(*tMn`0l5fENEW+j0>uG$xK=1VCAw2Vq?>^fWH^(j$!hKPcGj3~dM@tT z#%ls3V{A^m4}Z@5{*DvA{Sz63p9_2O#Vx3Y$>)#>(>S;zzx1~sx6foQ0hl&SO5KA| z5P>)_@<#FWOsa9^Xwt}c>nkTM8wP-AH%T&wE{VA>n{aj#Jmm&+oF~R&fay5BC=FZ5Htp}@zR3`~zjfwar0@Ep#}apNd%^9d zMSP?{b#kfIBh>KWcX-&PMpP?N8k!1kk``JYkLa^3)A~Y?tYVf-3I&IgSn9;Lyg4f# zKvPFu+LUY;@=~&kwdfYjQX{Lzfl-A)&z0=i@yCzfLR_gCI?ubqa)*!vwnC$C%M%;- zL>|EMxQO|(x{F8TD~hEjkyM4&(2ooteCAvSMAYN>bN2$7HB|f08(j>iCi-B}`0{ux zC*pf!t#9GA$?Da&6E8-}(!6M_w7LAs+?#)0SV9!&}}M2PtfcC|BDa=bRdv_JJR~sHwjAta;XTkINDtI znew35muaE%POMz7b)RWCEM*Lli(XjER}~iPL^)=MSkCQWf@crpM>j9p5sUz##AE z*y>KUtjPP%c*PLnN}LdaF3PVL=~()ux_OyVFQ&3gx$&D!p6T1F+FN5c745=QguurU z9!yS{HMMGhF;f73z=Z_1L$mJImMmO80(l8mA*VC1{2Mhs!!7TR?-OsST{OsK<6M(> z`UBC8onCj-H5%7EPmAWQazDG6QLO3Zna4Ybx%w~L6dh!kf4|G}VNUv5%=FI|B# zB-0piB{XV0BCA=72Z-*AgIqFJN>6V^bj(!xA{+g8UP&QNz|l6~SPpu9UI{pjW~zxS z{d1=Gb-GBdg~g~R;Bo*D`o1juik%Gkg7EgeywB(d3`5kb(M#N ziAec~|6d5%IMX{vQ&C7V@{6%XU;5p7Q1l^_4Z6guW$wv&ya=;U&K!N40Z5U)|A7&&2L%TJHdQaKUtb(0DPu=WqPl1Zs_T<>+s_JVWL>F>Fm86 zB~B}=s$hlssC@066nfja$i0c5uHjeMwuIlifUP11c@3J@))7ZyZxhqF1QwJl(X)Rs|AYV;3M3thLBOMXc-;$X`8cvEIpDry(G`?z{C%xAYd3{jB zzCG0BFUxj1o1_C;@dqK4g^HfF8why|pWwst3(sj&#-}((uxIUORbGg;tnp_4w4?e_ zKqNTFvrP5zE5CdNCu6>bQBc4Fz3P-&iHM(%#D5;^Ts<5U5Vz5q+PnAhBh8$HHR2Qz zH|JwPv{3;3e(}fQZ|c>-Ae>1GpObpM6OZeDflbfD-IQmYFsL5q@hRmv@~PiLB79n| z*=Kdy8z}#7By5C^4N>UnI^QGV_kiFYrJ;FTpQOI~^qercB1*pz9zc!TEm`2%Q%#IS z2G0mz#_ya&hN;$|T_OjyEVf%v@%&(=m%<^fH|{^5m_j{LfT?5=%!)lIF6)jyM!(uRpL`L0hvb|-Zz{xFN}AgU3ab?k__*-)z^?A^8&PS-V-ilepd=~ z=40gYaFm_zp>YVVT6;7cpDw>wuC}IVVITb04N8K7!#q#E9#5pd@?34)$oVj|cz$!X z*5QD$mE$&9ArV?=xoIj3GSz|28{#C4rC=R%z90ZfHA($A2wMt-e1&5#q4hUfkg!EX z+mGZ#N1;p_9f&0_T{LIDp#{j5XxiU&-JTvR z(zFeRqu9Ju$^H|aKI#2rPKg(b&(YTowMO(uptmrTcMlST6hXd7UEq61Q(Zt<0`~tIX3x9URAB%U!-)U}5xJn(wXVjXe9)xrKL9{wt)oXo%i~Tw zKq>;*0nPAO+RsmaS-TwMf(A%{9`@W;II_s7sk=yL#QlM)U{u`5SJ&hv#(z-;O zoqLUwL-RKEpnI*0m5I`U7qf^M}Az zlZ-2LHaPjMJ+U6JaMA@{eTCu+|BU}ZFS=`Xs=T^CD7Iejhe!e@s|kn7bjiIh{v-oh zHXJ?sQH9f27hGnb4X(f;{^pdJQ}gxY8F6p(O1qs^`yuDz$axQ+&@nRznav#t&)inL z6vHN1DJb)DO$H+Ibe4c8@9l&9d>DOyR$}bG)vP8;urPfQ@eRA`^SOn$T*&KwUPt?v z80gCk|DTxhMr+*2kF_8m*ZU4HzK(NI&;VYGK_AIQY4$jp@GqGa)92fXNzo49vaOQz z94bz4=O36$E^_IZnQoIecZS&HoNNEkbPQ4s$OF)t3VX*o zXnl}_?WUs`;BYmf*^6e?4+dF_Kfi z5MD{M>-^z3SBD#pqlllN6>M2uo?R8eUoeat3qSa{=C}bxI)h<%^SZN7>LnCw{N>pR zPa)si3>1Rq+KdV@MomE>@yZ!{3v-8w`H48O6A-3{G|4sC>?QB4E(qa&A~qLh;4kB6 z=clX!x$@4_+C{mRo4smkLCx~3?Cvhzbz2Yl$Ja&i&ZsI5VYGim&pvv0i%gS2Md@|R_ zr4hRQ4#&KX?Qaq_>(8L6)dluZ`Y}B~=8LqV|kH+U~xNUr$J!QMuiwz;$54M+2XFUtz_2su_z9Uja5P1_xt^QsM#VG#j zX9&6{CS<&U)Z6U|Q<#*Kc){3s+U5B?NQtb&x#&|;Aj?yZp7;{(Bq5P#$}9isy&wU5 zsyxsCPc?>G_+kKI9VojhM#bUFN0l|BK}&CbXe%~2XRsp%DJkj{C?u7 z`y7s@h8hisVRLaK>xG} zWZ$rnt9_x+B6DgyCgM~y=;;6kU2g0K)o2sP=;`oSFgULslp&I|ndR^3Z2HR^R{Q+V ziw%Xl&6~$qSsS92&vU(a!&j-MjURav*8cz%xHDfcDEk!@sni#tc|r?hJLf+uYmSI9 zZO?IVaCC#Qf~EXNXlg$Fs+B`IdQbbIWghls0VR7I&4W4zQ=>Lj9#6 zvX$;TAdAV+a=mA^gJa_7bXJ<)X$`iC>J}hG$iVHUdt9`m@-EBl{l5AyFRDWz%(XL#!qEKn)EcKg0>32JE2Mpmvm}WU}wS=Eg zrBhuj@FhJT4^`i1EJ(4$?0Jp$b_%9r>`FgzwCf5*ke%hAf2tbZF0faM!Vw{lVcDB! zM~V!%V@R>mh)x}T*eo2p8sgdyJG3X`9amwTK=dbj;eICJC#$U5_O1KlkElU6{3X(# z9m)bI*EYX~S>wFiQ$@dAqBCQ+oOU>2KR;N_IYYSyY==gTtpH^~8*CDfPuOwziBC;I zuOiVkZM4z8w~U=Ha9GmQ^ZIhrOtr=J;6ehQ!xH*sdk{ULQ)gehuJ0jz`_Xs$M`+FA z>JOKh#?{B}?t$V3H+$I(XFqr1<)%L>;k<~0&osE5O|augNh}A_jb*1f$FM!OF8bF3 zEpRQ0i6cj)pQhEhZC%Vp;_M1KoQ>P!B_C)N=Uij5l5NmBo_^<@q=iRzOky&j1LMs5A*8uYp9R$3w%7qve`|9)~|?0$E;3*&Jo`^0Yind`+WYqxLpV`;TZ^JjI? z@O@A$4g5~si7_9gt;5T-$ZX7ObwaZ+dCryFaVL-`AEEHQ5ykllWw6o|!XV!@R50T^ zJh5Hy{Pk9jY}jR}gdIC&AR>*Ml*6}q*bHVqDDHE0w8F_u#DEJ7;o)I`8Yf6D665c0 zarVD2NIoo)@cdq3VBxi!T5Vczm}>v-Lq}ktVDJ`}n)^hZ&2yYxt;bcxdDnh-c<_je z^b%r)1}d*Tsk)rG_2w6tFq>TiCX3$1gce{eIy5l5&c8XfYRGl0*o;yd}v*7oAa^BWzpUMJ|+7MODZB2E{wn$#^=b3YB z$ZV}sho|3wG0QcvW7S{4o`VE{2+||b!OZa zInqN$q0Z^`a*TRfWXTE9#KX%WFH~@sU$#S2>Qcvf>9yCvYwvyWdj2azN5Q9jM8Rvt zNVE;_qGKwIhd;SqIpuFAW-XeW84su^A9}%c4>1B{&}_bWELawf(L*Gk>j~@}^lzr2 z412}u&cfxXKZ~kEu7lY^r6!a~*Xh6roT9Fxp~HOtl|xIW?0rQxI7I9dRCXMEW0y7- zD&fNYeYOYL!W-JV2pE)ui{A~MCCZJncK#9&rl*5>ehX!7Cc{sbxVn1izDN9d8?ALC z=HpCS?yVPaJEJR}Ghz;OA%L0Wn`C|a?zk$M-7=y`BKij#Mz?IT42k6t{$$$-?U_zJ z6Th|J>F1U;OqRdNw36=QUEp>U7)Cz)y&Hb^wKiRGVMIB&Hg$CPc@4QXhTk@lT5$a- zNu(P;V>LSF^#HH;5q3tkQsNyYm(N1{r14_wfv6@Bwl4Rfp4U+(R{g7a{WG`6fMI_X z5sy?MZnMzjg~Hj~Ib_$5e5)otU%=6N>(KN)u$=hYA>~NszpY;66-xZ=0w3f~A4DpW zquG}c40tOSN{SiF7!+aTB(fh_{JZK*f+p2mUJEWt3!R49LWbQs6{ms)Q9;8tGIz=! zulJ#-C4@A7(xO~0&Q&))=yk;=;=BlW?T33-i1{{0Ui<2 zSrzSFRnrNoiUG5WQLSQ&*50G4mtLMPMPc~w5=wTK<#Z$>ng6K?JO#)UglOTF9CaAx zIj+o#pCVs)_4&gNSo`NPjwNWnLL-DGakSl0|D=5L8KOqDc9)e&y<$cY5)=AUKV-n2 z7mLMnr@ZXgY@X{eg>LD{k1t2Om4oifqbj;oVK~jdo_QS{A|HiAFc`*ij9z!RSEw{c^+fnHk@+3`pkV5=PrLsm#KFq_BzFG| zOA~P)^lL?`&vcAsOejdWo`7E=9F7jI=gR{t{@&*aFACKD@Y34a{X&;eyor%s{2We; z?+hw`@TXfsuTn8?CI4*|DHtP!{$G1v85L#s#Veq6gLDljAtEUZARVH#D2TMcfOK~= zgwldYgCHfPjDXUigtWxa4FeJ*-EhzFzw7_LAMRc2ez|Mi57!T_aeU@^&U4N_d+)R3 z_oEw+!y$8HrJ{gc(-$_8H`b-?=bSe+4*tvIzV;cxu8QTe!JQ-wEt9-w=>47|);=uj3h&~Sb|sdO&ViRsgul=oPgl%Kqu6yqO} zJo}1Ynn-V!w^XEis#S59I^m?GLe%$9aVzpwcC&u-c9Ak?+N~Q6n27ENBwkhNGu=mX znFw-~j`+0PtpVEg|fqHgNH6TVsL2+T$10N zL{yp^zk*X(gVkTC;>7I;Son2Ontml?)IDNBg&cc`d_fGpiSKyAm-Y6mYR=0rozovw z8Y90Db0Ot=!DSOHH-tR*+_f5i&MuD4xiNWv9RE6`yB*?InztV1mwE{Q{MWmBX&^VQ z|KLN1bsNcggPuI~KSwjjZ#+DBfB|;1V&N;oKK+qLoB~s6U4M$K5}3CKJ~y3i^?7kh zYO4xNXgjsie;|Qu&~N*5B+<<$2{;RYOU?Cfzn&sESf4)<WIqA3K(pOSDqn?Gd%LXCD1?;jvEH-$V?+s% zf23YpvZ$=^2Tohu1>UdV7yen-NQU=b%|+KA!{*mT9&pgsZC2l7&%8l5Pj>;Dn}o>h zHcXh9IDTcMoW=AAF{V;gzOdUmzr3ZU z)hlTZCw{jHb(u*Le{kV5$6*SWw!U2_Spg2{pQ^tL*J4a0M#r}^*zapn?p0ncWBSf;kIY@j{!W72hJ6a3D@D52{lrHuJ5v;Ezp+H2q@PybsNV#Oc{G;zXE8$vO^ugpGb=AL2sq&uptCIkPuBl!y``xvj^2?{l*& zVZN8h`=P`eMaF|p_rNf?|22$F$b`DZY@B?~gNwgyuH)|wXjgUG3FI2bG^cQfKdpM^ z7~+P0H#X-;xvN1FT*=cU$PsEsz<3&W4NFs$*dM^S>aee$#o<%aQ;Rr4-GM?7MCE@~V}|Xl`4}i~LijPn00VEdZfWTqCV! zqRiRDj$F_>-aT5>_+pXD-60+uYqW1+W2+{F|;;Ekj{=BtnesR)Fc*5U+=k;^jL(CH;K z2g>3lHqcO4!uWBmUM?-!NwhO|&^N5-UMLgdi7r*{zdg2dHlLUeKayMzG97#qSotTAq0o~BjxIjlU0*2mW3vm#jyv_N?wdh(u@!l}TUP9UquO|IbCQ`}x8 z2=^0vM0-A-S|IIuqFObpRq&~%4ON&U%*SGt<35OH)YBKK~a1rh2dqoPSQz7M~~y>+E~Tie;I@Q2+0L;6ts%n!Z0;JeTgPd=P4eA z6U@tW0HIxd(^JKdfQnFi5AP`E`n7ittDMxv@X~U}Q{WmEt=;@JXj`lc(SyrBC6a}q z;*jEQ@;v@%5yrMxV|0zbb8g#!n85y&W0LedwZH=kbJ{`f6Vfx~*VAIN z)Ybhmp6}Fu%9`3FDD@k(7131DYduVcn`?9p)uC%+%+XvCNbHPMZ;@vZ@2Hy@Iq`t|69*3zeEO) zv=$0jp{E^@I<-S`<-UEpapKZ=F+p;Av7=fuNUd@F^jm^Tv-bAoqO6)|sx2id@K%Vk z=$W#zWtR7!G3uCKShw{agp3oc_|8QS+y3ywmOkm+Z_QzUSP*Fkv9ysF;RSCr#Kv$- z9$%X^#Zrz{K$ux;-wgkLg7=9c_XtH*Si9v4LZq|4VP~60f_Z|N?&DxS7GzOQK|0o_ zKTE?a$nGt<^Vl>h@yeW`5WFI4Vh_6>6DztK8Zz9ULx(cAZb>&ReL~+pLKU} znQ{0y2N}vjpAmOE*-3$Z*$*G`OO7;>Ts{dawnGjtb=td-cg=fGTklg`$XoK;azE#q zaWbPv9qLj^m|q+j;~1118wIUHwj6NsWp+G8e8?Se zcC(p%Z#2qNNQniUKC29ZLC(dhl{A=v!y2bhpLk(jJ&O5Ow5l?+Sn9J5R z-qbYiv;O@9=kv8hwU;r(IE;XzVIvr?2jJs_h^V1t6uJDt>4rLIp>SsU zMSOnpot|VW^*%{-3JBIpZfE7ix=?Dn_FBgDouccWwCNcG0OUBCEep>ua&`jDJFwqK ziPtdcJlm}^^9DFFAe9FMQ+w#^wKg-KeV1ijZX<67rxa7caAHA&0B^Av7863&s6RsB zxo@tXPQYm^b6H=~NG~;ESGU;%pv3nhBRR3A^$U{wrE121(n|6a#fUk`Eanm9^t^Ft zWes$rm&zcUsU(;G7<_ey1c&L2ZI3atE!S{bhtI(}-IOGK%%0!InL)6mw(`BbpWOc7lZp z{SXG_$PHfc2BFOPUHck$j%M*xzvw;vL;+azIH)Gg^!app2B$I%8;4Vk`u4-gdsTL) zq`-_u+->}(^CLIa^Tw@W)c!;2K##>*Ly=cvBn_{j7CvJa9rIaN0k*^hNuO{Npwa4X}GMj%k{Y~&c={L^meFp1>(yOKAb1~fa7mf0U3&y0+&3piPWIN!`9T<_D;t32l-Sh+V8)tl zU!Y3}VQ@p|uyxNYYjzBnl!1pnpnLdqm~~&@`{qRDZr?g*vW_pjdV|IQ%3H70+_ed~ zHo&pIz&_jGkQ08N8&0mzf%oyc*sLF7A3Zx8E51VKyFa35Kd3}oRRuao8y{wUxeibx z^ZfyjTA*Wgaotn=L4xa3m)m53K|)}CW_qKn#xRKGK6^sEFZw>9nGiE_T-8Dp7ha)R zX-YfaxmILUb?s|4$byVFU2aOtY>FUvLg+$(;NoD&+yqR6HbIOQWZfkvLx}EK(;B%Y zs7tJU^tdtqi!y$Hb*ABTb~3v24N%+kT2a6ZZw1QmFMV4yTzZj&W#&)HMnb|u%Bd@Q zDLfStyRM_*oCq<1X9s%x(zQT#R?d5BZy}f7!Q>+|z+F1k7 zs{13@ZaxVy2|OQxW&3-iyN~MI=f#Lt*31S-=1I}Wi{KPBaj8AEJWvb!MFcIDaEnzc%qWSbK3pA5%}u>X%aXNd{$86d~Dg(v`$c;+NbbAX}WoikQ-3}ufn1y>S z$~sl~Q}@>vVg63|)1Nz zb?J{m44X8=1BGI`i=kwMG71m(x9TMIjc|*noFj$=viw|ZEun5AX^yqUj4QyN-`gFO z=i`@;#03>)6t!+^FIDe;flDz&a}|7i)8FNmgmc>vOn+9SQEq2ndKs}=pN4SR=^+y*cPVzmrD#YIJt@XX;>43V^6k}4GzQ13`lJyIg z5sb_&e;-rIs)*$|xVO{yQ6&6+N6ub>p~coUu(xarCqd-JN!ONbXUxRnv3Sj)+xPl` zQB@u4{CiVAQbab5HeVmMs-0G~RSN?_(cwxL@gXb{ zvtPwofsLO9SAWcDK&w97NBM4)U1zFOU9QuaInt`8WtmAMvdKK8SgH zRPJYl<}lUM&(_L?tcuIeET1FhG5*_NrxTFju?@X8R z^Y`H7BdwWCmJ^_)z*XKFk)vq)^Cqtsh0S;F;+ManjG4VbdD}yppy&LLzmsCo;oCl2 zP62a@eY0?#g&`8UIasU8+T+L#Ow|0HDcA^9L6FCm)O<9c{qa)$5e=b!1gmlQ<52>x z6bNtM^}6^l8W)%Ee$$eSosO@2ymr+QB%)3n+MnH5_g_JeEg^7xEeAta7S^fZ=~yX@41{K+_#W=dIQr>4hgb+7Ni!;_;SL@0UJ4RU)6t+8bnu* z1lCVVLl1lmwhB+nx{m{?8@rliWGZk9GDq#%Y1);IBwST-uwQ;KPDPCk#O+Uw1>gz*<#qnPG)a_&(Ox}pN5Q` zEWSkxclZJ3!MMld_u!rBy1KU|YIv%I5JhE`aIuFfqw4tD6jP0Bj~iFn#r*w1r`i7D zY|WE3l9PVVi7w#%5QXTzH`yXK)@CIqf^I7oK5ysAzlo}zoO1JpC|+RB<;9qF&kKHW zQ=gQfJwb(iH+c6;Cp!!WFKvHSdq*#oY-d2hA?@G?Rb2v0gAX|VSQVgU&&Vp7iDMtE z(4qXi2Cs<&M-ZlraY;oORFu2blKQ7e$bgJje-&PoZy{ShhWJ^yl$XO+&n$HF=m6VA@gI*mKnc&>xIrIH$&Bxg= z-sKMAIrDlM>TyY@*TCItMs>AlW~U%q0nKX(hdP?>mNJNbhl4IIjSugM30yw2pTFf* zF5dvi)+vGxt>UkFg&<(x-nm-6`j#Bo_V+_EYKge_bsBsn*Q=E0+|E#d>OBfyYNz5z z3d+gOoTAlqv{2r{^xBB>x#x8LdCN)upSUY&kg?{~L5`u=2_$JTDL{65&2;D}4v-*|O!jDp#g zSynH`!e#?aYNl;iv&D zQPTnV3=THlu~fnltPUO*$K^5>pNe}l#DCfyP8<2Yq4VTEmp)CIb_zZ9E6(pJuPa}& zQ-LUkVmh&X+`#B)&W;PmtB|!X3P1|5509+;{7@|26uVpaNCg!Cz-z2?FP3S=1mak{ zf4x==mJ98nF&q$Q&Ctaq22?5;WI!QZZTPB{@2DPN$4B@Z4zpAtOunVve(?nJySShN zs@K?WP@JPjV#$2T{BW{g>D(aIvFZM#pDTu1j&;##&dVu{E3Ih8mkUmQ47&D!`uYg4ioM3=8c2N zOegwf8x@9>aBE|Xg`&qCsd4@|U^ua=$1!lR`nl+O zog-<=C+aJH*LEpWmq0HCOt{DNpaoCE2J|)(g?l4{3CA4jzP}Zj;gAx78trv<0)-pd zcQs#+*oIm@O5bwTl$loF$QwL6SvM%yO{wId{z7Nq0^sbZH0=(K79IZ1fR?r6H@(dO z_dU}iO|tA(O%dx@fUjOG=M zMg5TER~TrSA=g zTEO@bUETFj$2P4AwX}(|l2}vd&L_ZYSNTvx=IfDD^thELJ@)k`@{0whDc894h?Y_% z=@qS&%*zYpaWZ}ifUGa6xm0FWeY?EVbXGHu}4kc{3`Va$@gm8f;Mag9@N zZRNuf0gnl(j6a7+P+C~ zig18OXcNM{A+vygc;6w4`pmKMJKzV{pJ_|J_S!)4CoYML{L4ng?l$sckd|fC>9EQi zu}jv^$P-%oSe`_58ULHdIO>h~O%Jy&a@&H-#frhX2PiGv_y2HD?$=9J+0MYzo-EH?3m#CwXi2B z5;A{QD6^eB*b(4FEg!iOOnwBMSAezCZZEt~s;-9)>H+brZhoXMe;C-@$ru}*yY0Ps zALV8k*s#9)_bwuOT$ypi6~u$&@hPsxxjpV}h0G*gt#oK=7}t;l$i7Zj_83ksh#3uo zEnHNAJw+=v?H%hx^Afb6TQJ|R_x}Cb7ht=03Z{VyxR1PiiWKqC+RFe0qoYXOp)r@| zb%1>>#0mzg7>=3JR=9km-%b}7tb^GKFjr1(5}9OMu^{ZL1r5BHeYP^eU?86`HjbTD zASMIX#RnQBN1CLc@X<1NYScio!yGhfcG`lel^3~%amn`0d*~1ytYUTN9tcUa$oll; z#)pWhLnjFg;pkfa^j$JsX)rwU+r4g^(JbCS>;~A7S{L2?VQ4_ouztKcG2%bd z6gcex0&H;dDoo6m-GDnkH+4#(YXmeW*jJ~nujlMN#{923#yL?u5ePmzMrG!;gufXn zMbx6p8mh+)9KT})Lz$EG)CJ@k4xeK#rpJVa5=dn(?GENbZ$vB>W)sc=iV3?osi}^$ zCZw^=En4utFQ_p~xHK>%2gA9|+dr(6UWSMrKUuFsdyCuxN)K-R%7OsIqERIkJ%D}G zUiGe7^=!b_y6U|(AqFD8B_`5p%j5(Ec%FQubG$nneDzx?VX7h8t^P7#-j_Ad&`B0l zDsDva_tbh;OqLUZ3v&fA(Ohm>f_IMim+SmupckB#Xx54bFEtLszTw(?(8P;Uz`TMb z@S!4gVL$K@5QUzsfC>BA0NaBZ-|`GXEAyW>r&0c=5`{RahCY%QIr`7imEq<;CBF7! z9uzJb7H}*jYWA#T4Eg)*_QH&6hb_f`JmL>#0FNqH|9Fv1O#dv5w#Q>?&~B$|8j1ei zu`%UJB!fg0cDt2+4gsw_-yilxU~c^cBf`C{fXQP%5Xy9Rxzh~;5M5}#Z#m#t_AO3q zteJ#xPotwp80lVf^@takM+`=?BQ$0111=Q1v{zHe@^7smI^KS+KMX2IUhzk$^5dmr zZm!4-=0kDjS+Vrl0O%;0KA5oGx-bexe4mjHP6-r450xxlBT)|{Ay zgLh(r(w#&}s^=GV-FD4U{Au9S2jc%RrwA%_3&3a+)}PSMEIkEaAu1l&p|^F@B<^9B z7gv@hioELOFgJ$bHD8;Ef1|NIgCwnS@pny@)9)j)FD2vy^Pi1j1Erg4pP{(0J?tqOtnf z(*7HmxDh5QI}>>6pANaZcFfu@b(mofTvU%=JcVN?0GnM5&>7o<_%Hw{shDWpcFBZc z>+7d|eHbgkDA;O$VIID)`Bi7$3e(R&?U~uuqU@c>AD9*xa46M(jHFylncAx{6=iJaMhbk53?2G1{6uy9n69;bEWF8XRNtz~|8N>fDz!J@ z91u`aR$U2VTjLFfGpC2hWPKR@`gEOVI+YG7hjR315MLbs%is8!C&9*2SMi&m*F8HM z5%piXg7-)aC-BHu%e>xElQFwDfYQkksDc`;Xl2Lb$ zJp(S!5376IvM-3AtDp~>D&0K*EEl_*C*j7coE!+hw*D<mHSbcOdYyWm(p+LuN6i|L4@37 zWd+avB;Y)Ovx1uB_E=_H;r8&>?PFgvMVTP!gqJe?NL9J-qs|@7Vtq)}Z>$&!rqMD3 zamNP*ESOe|4;gP?jl^tOSf8h@+|OTjh+fzbb^1QQl?9>Hf^-Lo zbkh)m4KQ%qLw9L(-}Mdlzx$5^SU9u17OMG3`yw1n%WzOHP<8GD#}0gMjRr)S=+TfJ zKW%0S7p2wT`B8jdeo!8)=EYr{-%lGj_5;1!d?%8AQfJ;?NAnS?7xhKu-C7}8K`{pSog53)?oxMNP=gW)J$zQw`c2=40$z@)kODT z?C8}CbP{8ZCjW~s>4lxOin>DEK(AP^P3~P!#bMdxPXdT z7#yf38|a@6^#MR~E;}$F$2!1YTXlmPlAF|ko{aBgr<-4R)>Hd*cM|~iYv!g}Wr@FV{&^E*Vu6NJ}aqK6Md&3d{5B;P$yE+bw%gLjo?$>Yp$$sn}L1%00)6? ze|3;UVlD_r2;5ox-`Eb^Kb1WJgkyw^jN9sf_3uYqF(-%USy%-I-@*Q15{K+T{J69j zgNv+?1yK31z{^25$*@X#*oh3O2`d$5xI7-ro&^b;y!}ywifJTB&{1uE>0r4(tCw(o z9J`Ck4pi1r6I5~o$uy)BzminH7|QGWa&pwYx{b;rAl5FjX-9r0-~c!X`k3is=!H4k z8mRXrX3sWkO3FsJZ0QPt6#MlaKKrODPTJXm$I8U_6_C#~g02+=7AYyV%EcVOH3nEzkO%axBv;$&Jqn>3^HuKmj>=nu7i>$hcKm*4_KQL}~Ey^=&(h z-QtLaw%)5<&GkX26=8|oN}R8q3n2n7ph=ZnDDF5ga#ma!PVx<&>XC*y#45_B7HR@5 z*AJ#WXRA&nvOUo=4XbF3HZ&GFI6lbmUP-kl?c|7i@G|OdrAo}<)8R!wkmKpV_zcy> zrEuIkYS4K&fKWkC8oKtrYsrc#Eq6?+;7qg5t)AVz`?(q0K0)WPA4p$4*##4wiO!3a z_{7)w8E^zv`^UanF4E2e;WJN1*9ScFl)VZ(zV^TeczTd`y%t+2B!Wo0;vuX5*UXj{ z)bI`3P>ei~$(%X;M;_(@U6Er{JO;u9qh4WOYuML!W4<1wJ2sB%1}xW*h)oUX8o7^D z$0ck~_qzM@gM5^|rQXaSoJ{&Cr&lmx7p!VJOXIi1`AkhD@@^Wzxa~77^t~h9#BGIS z^rwV7?|T&Kl1TCackCkm(!z5WzB`5e~3@xuW}k{ub3A1&UBvs9xQ#QB!Jv zSTwa`(xHy;WF_74Vg{_3eupQ-#=UV-@Jfp^P%AUw;ydVGRd-Qqke@Zz|ssRrQH)X+m9z(%Nw z0G(QW{(uqy$$OeGAH1+|ZnVnwKd5Fj@>`VSOxrynO~CnmhC02TeG}CTiFu zzNG2(Y`i>Lj9VQ8NGYxowH})cy%OuCgT}s_H-SIg?>^zHO%Nw@;Wdc*0!|nG;&GQ6 zK$s>+@sNk_^o;cj8ytz-7qe}Ixc;X})8_dDG6+}p#UdP2iGndYiZD!I`v1z8+EfmJ zA9Nj9CUv2%TL6x1=*4WKzx{BL_WleXc)B~R)dw8}jwCCKK!m=4DQwq}Id_}1NK^+X zehCLa+zhCd_Gj*2U0biBi32|H>|$J0O5ikQgUZQX>C=t<8D{XkxI8A+26Yc@dMDL_~mIw5@N8q^Cg9ZHCbr1I8SX zyF-GB8K$^0#WsCoU(6>Tf5B+^Y69Tm8x6z3DT>{_)9nH93P91Ylg4 z>1P-I7y^Rfn9u)PKj1&>6#0MPG5r54|KFaa&!tC!&nzdsu#MeUuYo_0lr$8}2CY04dU?ccK)5K!{2e zr1#!?uL(8ZiuZZE&-?HDb$&fw7lw=Mz4oeejydL-JLs{R!o_n8=O7TsMJ2_Dnh*#X zEAi(HIrz)49l06!5OtD!>ZE1+%E|S)gDFJyxs#oht&^4c3sx6X2S;;T8-899aj$(X#)_*VHwRL#S#}Yn9Y~-w+qMjoJLiL>ZLy{wvZ4QArwkbV)pzW5pI(oLc z*YTur)AjI1MC8>>)hpIqoXxDo{$EXbs_1|Fn7vwQ8F+v18ovqEJ;mD^4{tmSx@wu~ zr5>cLuZ<(P5xmt#6A)TSj@Z|gsQGF8QAf4;#KWq#_2g{?p=Nx2UW<#5k53(R0zxgl zNG)}W_*)2s6#UP6jr0uo@O^fM6?{P6UiT$_oO%D>FaJ9U|ED`a&J8!}+KWNB_U39S zWGY8@sqkTT5|H$w4jFrcuc10Qj~}SU3v^yqhg~u;AOSnp>H&oF=LcHuo;)4y-No+L z!D~`p2Tsh+JsM&QpZx^vryd%4EM|(WS8wkeETiZSzY(|lV45}@{6h=h=ypG4(((C$ z*jmN(hw64(UBlE=*?^_(cByf@Vb1KtG^jWJLGAmC=SwreZPKr}6V@&^(WWaPpY#_Q zoge8dG$=Q_nQ=Q`7Zp}R(}yxfv8%-7c??d z)7#VMOIvuWu2i)4$MP6tMRV)sX=W;8J$_r4k7hC2R^OX=0(!_w`>H*;(8zUEa5Nzz z`V6bNQ?HJ0uIu_3V-cSbT6=f7AL+7?r<0%MJPi7^VJTT@h=NO4V~_V1$D#`4AW9MX zWfta>KmAYJY&%l~{gjvb-CKNA#wqpZM2A;?;>E6hs))J4Ebh`1c!}-Yh>$0KW5I>E z)b~ggFL@trHs&N2VQEZVyxjW=^cb_$cUJ}-YmW&V0a9i|rRM0PtrkJ|Et63n!ZE|$ zXTH2uE5)V9l*Bp8y6$^ravCZ1BtghJjc;53qH)d1!E*ZY_I&#|wS2+z+V>jtaHL0t zPZJnkrUKMUAn)C2a3iZcH2i`=PiZZs_`~2%Ju)y0;qD@E6&5yD@a=z1(tju6zs~9Z zhlft+%vOgAnsrFiazD`ypkx+sSs7>@BP1i%I$01asmjq@xp0gJdZoCf)S@@<+3!bcWUcY00b5hET@rBBLssibAKwuFl=gbOpMDPijeG za!939VdmXgi@mzWy%7p5dNb{M7>}|T9)l+n#1S-^ns#GI;>h;TQl3WH&V@b;o z4`zOSJnt2vAbC_lMkylg?(VK%4b|hN+_j;*%yDhk=+^kcE`$<8^X*$EtmPM7f;(wOqo}=Y@XiRKF z>Bkwx>&>xzsBhN87IlG_7;Ox&-d;|amyKcml5^Q9-Um8Oc7gZQe-S;`_cMwShHuMt zQE-d?qNKf1*YTXj00jX<+7^$!m0Yy*vi!100Rp$CF#>UeR9Ltk@f})XCG%T{s-6bS&F$ z6IYm=?lZ7eowg-5VG^V1{+p`#8gFeC(Nv%B%70QAzt#%A`hJUOt}Ug(MUYdn5aPwu z7f6WfD}DDAHSw=MsHKS?|NZj6lknf2@aH%PrK_h%T6BDV!}X*fhmu*$Y-QkU0){{( zb@VxyujXl)W&acZbF@9B=31D8rTib?=)lfta{6QJmMZ6ywbsWlyAys?@{`lReruH5 zjP3vnnft0W9*ZW#3tBoYqz1?n_I{q{%dr_n$BQ~ z9soswwNpKC1 z6YnwG=sw!$+;5a!wT4zHA8}BLkedHCY!gi5G}Xd(hu8~VHs6fEY%}-c##$<=0$@_} z6p$?Fxp>R8Ts=9W2~V4>s_S1FEb+792iH?G1b3X*NSD7D&8a1So{sm9T@|Vy0PBv% zimm8=Z@m54)_B2S`A4wKe9!$YtVam9=|0in+~&MS!uhWDt-?L|kZT&x-qrSF+S2a= zw}B-Z+)=*CWfV5-to9vNJk6KDW(56tTiOOdNQ`Wc{M$$0tR|Ho*{MSrEK z_C4C|H|{r$HOc~RQQk|MNxrCJ>Vv?^RdB!bt5hmQ^3);$;;++gJnoNv5WUHN&GY~H zBxv0rZEA%26o9x^U^Ic~Bct3z8KtvS6S5L)YxEFnmDyrW3!mGi2(ZxvqVEJ>(@NJI zu8D)_Rv}5uS@Yv9Re@*UAxU0)gTw_vh21(C~ zz9OUiwb3fepYP5Byr+W}CW0Ml-ca8}mmzbp<${t@;NX|Bgk#iDxh+Z;?k-0JfMbYt z%s-9#8lGeIqoC^h^1OBjKaE@lrljZ7y_W(OJ-2lVo@xXzIVfIHJix7^z&XxDXn_Iw z((o;lHAU;f>HR~F#9UUc`G@6dWiJ6M)mKkvT=4!PW0o}|ao}}->?P@Q8a1BoW!A$_*yKY79xM01`Pt7`ITL9->eDWP z>v^5x^>9U`X^bp@<~n@QTg;ezp~W4na@*B5fy|3(bm zIU^h<>lhsG2AF)0W|zBTyMDJ!sWGJBOejo5eP>2wX1b;;2w?Jlca zWKg_(D+9qz0%>}hxwYjfMiuvLu-J6yc>ptr`u;PZXIiN08_bT6ehiB_M{?;zf)#N~ zkZsCP(yagRL--QparOUDR$thk6h)mJ&EvOdbrsjE*{sWxc79OUzX%Q zSS+gQ!qkI^Dx-LD3~VmNWc}S(Y+ZLQ+9@JS^<$PglB~hGzkYJMRd~9EWwB!MR<0^z zu9e>6PIsn(ZM2$%4mbdCVa+^kv=18ua-US|%l$L59@6BS@nIA!_}x`L>>cNI_|EiE z%ureWPM?A1>QE#hh8fPJ%;NnNoT;b6jQ`VNtuK&gTFElI9kQFVmPHY0=Z`MKsva{D ztpQZqiUI4o*$`4tixL=Agmwnkw!jH?2&%I(UV`b9z!X5Gx=2+ z&sDyd_ZK2uMl|%lNFPi?GtbdxaB5AN8$x^w>VPG`Mnd9y6vOk8#Y>=Oqzd;4@-@eshs`D_;Yg@RPajYU(Wq!{b7d1f*2f zoI6-684y`+JksX7g8R8SY>Tw5I&#Q$IyZg;DW*K+@TJIA7wbAE zn(Q(gHorC>VFAC~^(9pR;bN%Ml70i~6?Kq829YLb^M%~5>?<4|_&Q?hiambfu_~DB zeLS`AZUYywdv?EPBm_2Y=0K!npf&6?_-n&SosEFb1(Ya;#HJQ*Zho_J07 z2ii@i+v3~5cdTT$=eizH)az6n?5ea20ho7<_%wlM(o8aj$IV))U9*XfQ|n+I3yo81 zz*%RdCQi-kRsF?e#8k_C3RL*qqu6O=?6+}vyrdC>AeYxL2}GKe_>{(_-mX?*mDM4o z6mKq_LaroNxJP-egXv<%N1?E{AgGuIOQuXIOjmv4vG`FvsecP0{cLhaOg(BuVpYI2W7H+MKhx0D z-gA_BX!Q0ah%Xc1Bf<~I+!gdoZ^PFoYZ&A5^TE4YC^arcr>9DR&g~nL=(rZ)eJtVF*1Ur?SBKj) zGd(PFsV{o2HCVy!sEPy5 z)FmqMEydgya;6fol-^T8B9B8E*puwumfC<*dk*4jEe|F*fuv5A!qK1G&D|v1LdX2~ zwZ+-kZj2lRV#QBvPrjx1gzg*0h`DI08GzM&?r8V}RU zd!j0~Z!%kuEHS;VE=li-0A{KMKtz-Be)vaVv&k<6qQ)J9L7JgiuMx^eG|R2R_8X-C za}^&Fax_k;AE%Ont+{!3$~BwwHZE&cgVfHSUKSEZiMgc~mGvkBSpQ@nNw_DR=4RIO z-E}@59P^Q5Xis_Vvo7$5-4qg z?wd}1FlO1Ozb9kSEgvt$Giq=e^8M;{u#41^J$Co!H3y5q%IDXKPCyoGsWP)vGesSz zSgwOrAptYG!g9RfbTf90CrH0E9PXvVrOONVC2Te>j@^Jjyf1^zx@X^;|2l;yt{WxP zTd~SuZVaK< zEP2Iv_^g7-8t?*Rc{|HpazoDj6e;{}v(eJ05U2Yb!vsSe^8wq!Db>yv(9z^dhaRhC_^s>|WyE^Y8c(xYBMY}q(H+&e8(v3WduqIh z1BJ+g&V5dmo!*7o6e-{bTy*m4wE9vG}Jl^@(lj^tA#AdHf3*hcMu)ZY#m3w|ML?!oR zse)NNbiaf>%qcay&I4z1RlzQ1IoZ-eKA$35**nJv_2cTWdy;PQTP~wI48m&Y*%E|69br^~CaXmnur2tVBoE>Qp{J;}8p7BiOhfNXJpp19+DX@Fm2^%~jq zoRrD+a9;fEM{F#(|ILMKtgGJ=Kp@o>_qyRca2&T^fn}P+5Nb+sW16_N&0RPqV`~<) z!QQUKp#*S+^YX1iIM1lP0&y=qCXH%tNvHPAdiuYaJfmFlCOOFt>#m3K{2VoKY|YMO zfM%io;#hH{<&Igd7DukkY4b4{$lws?J^btcAl;uH%Y`DIJq7d>NTrWwpo`zez3rzJ z0%~8Us1kRU0~1)tr$KV_9Eq%}RVeLB2hfAHaPPIsP1AU3Qpg8-@V&@#pOPO%V=Pi! zjU5nfmI8=9E3d6z90zj=wgR?eFdpEx5A;_%1DtT=n_`J)FHiA7ARm+lr#xOj@X_~P zPUY!}udp7kxi&i!Ni`4?Wr;e@nf-Ws`k>8ASmz- z(O*y22^oMr%zjmA0@~xO<2dhYH{w2Qc+91c53ei=P!N?o!N2s{pN-X@*GTaMBSYw* z;6@63@X~;x{Hcy@=5fU}Y4dWmUDR<`{tU%hX8EXiLg;S!Vhs zN(Szp@y))8*?bSE?PglArd^*O`0W6$_hCNY0c~8H-X!eQej|gEDRs*sRwNjfp zpjb!;$*O{<-ectDBR7m(jSTNjtd<9_&qJiIPX0SP+hYjLSl&$m7F{ftuG(OmZCo030AR7UWcpY=_$6}DI$9VFMD$|(x>*{l)P4{TAef2kH0Tx zF;d~?O$jl%6xJW90Huc1SA~5K6TQXpGa%dWB9q8t6!yg9iez=$bXqX)IU30V8UJ&g zJNYGTVk&^53zj^U;<3bu*`G^byjqy8jqzX%K5gi%GXlLidaMkA=piqKUywsY zV$;CqXl8x@xq(cOsL0^){G_tQ0(3SS3wFJQoLX5AhZk6Gayn1E>3WG&YE3|#k&hSC zL2otpoLqoN2mL&wNPb;|jpJw&+2u!NQ|*l#?J|w!G*C?x(E$8n7%#{>7;_}Mz36## z_hW_jI-n`&cmiE-JKQxN{${=8)1d&ZXOC8ijmc8S5yE>27a&b`Oel8bC2C0S^e&0I z6ti*7;w|$T#lIzO-HCq^c?+oZomXPR88;+TZeEjNsOUYRXa zy>ZLqqXJa*c$*BOdCt3)~eR!d#elux!IdzW7{Nz zYdn9PPENRr+SIEO5^Se}G`R!k@C$Xg(5(RIsUlyU{Ft7~lHz-w6)6oMWdSw9J@A}w zODf^=yy=!eC9%_yqm-H*s+tVbLrUxoyysm~s#>@K%zg&DO0}{vdY%OYPMX^z5Z^=v zfKd_wz~QZYxHK+R<2~lCNsfxX&E;8<-9Q2Lq&C7uamNm}x&WP2So~ERz?11$*rg_W zA1vl1cyt-Q7+h8XrUH$h!hbWc%~ZM$c^3Tmy|CZozKeSERqGi>uF+2lBlpG(#Ac`$ z_l7Yy^ap?1zJafAP6j}2&On0%uT;JOYw9r-#F2K1I+jLqI)q=FS0`yvV%MU4G{b#6 zgM=*OqndK-HmUUcDR9n1d?5oavhS@fKvTRK)a!p0Z`^ZQ=(sppd(7{^<2leKzRu(y z1~T(zK=h>19v)SAmeb$~P&D8j#%loi0FhP$;AOyt4^wL2=^j%Ut@sXUKiweLj})D| z26A=0qX{}zATeLqtu7_Ou>VQSIgiEXXmjBXTshHE?dUjEI3tcxD8@ntakqnxWP$jCbnO({3PzT=@XeJf*I& z@DCIFJ||8WI52=Sg^5;7j^%fv$5O6F>oE{pC_s03$3|nvI zb2AyC%%guh0dLzgYks-ANdKEvZsgB(RU%QFr;B0<^@Rc1M{Zo$Y#R=)J9S*!+i|d) zZXgEv{P>Ox-&+OP$T7agSXrgW7%O=&anhY~k^$5tTf$H*NK2aCtV6C3mdsy0esopv zI(NmT(TN|7D8jr{7vVUi*kAqjO|e9%Q^$j)uFPQNG-8IVQvurB9L?QZpvRx&)TQ(* zmg!`xr9v!5WqZt7*YNYRgB`b|Gmx1x!2C7>afPQ)hZa99lq;1eDsfH`9i=G}+6Edw zOOF0#3J1B9wSE?o%GGb7rcX=0#~OR*UWbeD$%P)ktcx?Y5ZyoqNV9u3PQYBVl%;_~ zEwZb+(y4*oUTKU$FhkT4FpXMezW~7ibclbFmQ+(lE`yohS8LYXyA7s3a2GuWNt<); zKB-o+V6~i1_*m018#1u=af$n|4-=i=?=0?5`uFqI;9r#DN0udy%Hu*+$+dp5yJPTU zo?V&7Sntk2#V#)Gfr`7wZzv*tB*7j83Om1HTddLXA+8^IzqHdUa-jReY1gakVzb>y z=y^J=HlnnmROf!jT`pYS(r%t>O;}z?NAhk?vi(>#hS5yn@&-#@D_p$;H-=HYXYaUsdD1KfIG7JG%Gop%i!?3Px^J#aQcNSlB{aWmn(0Sdj8XLj;z zss(x?-5|uY^CMl{|M2tH%*SY+x%L#OGXxja1Y|LCv?y364dd$9Mi#O8L`NZ~M>v79 zj93cv{l3Y7##p`zY4rYFh33_DN07YQP!!4E@nkHz48z8Ur6!V)3ay}tdf3{pP`dWV{H6Y28|n=Nuh&;_x{Px!f|^WPN(=f zj;5i693Y=sSTPnmK^I3W+@(1I%=!{&vHK-b;_5Etrv4?LW8h28k9d4ov1j|d(OxCL6Jsn8ohJn&3ZEJE)!;m5(W2FXRNZ+zNOcUMB;^R4e zatd-gLWK6|sT5A5QnQF6?8(7x#ZsG5F@{0KJC9NXEuXwGXQF~_NDJ5=)LmA;vjJOU z+rnW968Jqb&dJC;tt`c8ZWYOE&Zg;iuH`yz5XK27bUNvd_X7FbMA#VY>tdo=T?uI* zooGl#K^Y<+!KD1nz4g(QJs`n*3pgudyEY~_oq>OT2-KG{M&>4o+(jEBGJwtlrZeiI zVg0Y}BG0Ms7`HYF+=!Vq*|)@eNDassdVqXE+A<|;LV`ECeuS?<>&u8r1A90Ye*?}K z$*y$(`A&=u0Iht*2GELeucullS@piNu>@^Qc1%W4{cP-WycFg~CHZs|?HpW01(k$x zy-X~9Xg(GTk389;Tm0HMRdXH0KmLH%V--d^o-TKo1tFPBFQ%&a`OI`~cJdIlB!D7v zY#mn~HE!)_QAJe+d}!Ze&vdo~2w=J;=mo?U%j~K~0g1W>yx-|jJK5?nw#nj_jMkl! zU#ED#0(;ed^$fIV>D`RmXrqP#bLLQ)r2ZHEMSTN6G-&XULGnt7jrG@S#TV#FNem3mfcqmrGbL+vxuF05T!+t>t>XSvK` zqv$qfj3v5@MzcA1za8*0Ip;pNL`ZGcUDj~j&v0I4;FC5kzL`8%-pJCmm`$YpUI4n7 zo)`MSX2Fe1sww_${Iujwt)%aeb;P zA9vqA)(J6vad8U+6$5Uq|ohDU7NW2Aho3A{>(?S zq@QOw5lvDvZauaBRMm4$ z58O_U@b@9C9G9ehBiC}Xr`G!o*}QflKtj4XYvXG_9Fd7AQJ#sXM!v%f;-`Z7hyq13 zYsIeSSR~mOcd-flX4f&U(efdv;qX&ipnumEf2PfG4YSd|EK!|P;bLvd^;2OE;B8xg zA_A!R9^;7F=$rNI9>Pg#<>TI66i^eV2d5zH6d=lZdFs^dpjW@cPxgctH)^MsPm(7m zr$M&+x~It}AjdO$o#gza2Vn}d*MIC?yld?|2<4UzPU_;CLBN1?jbOWm|guV4( z7chG&u4A04DJ0>X(+ zUJ-+6EO+O+3MS<4X>Px}83C-Gk7IL$fRK+#-UiLdmR)YeAQ>ig;mrmF zI5J3;ewWLGK$>BPR*9dK8_GE#2DvgxWzD;x!*TNSYFZdDd6vSvw`X|}gqytEe%N)wM zF-BvY3|t+Pry(2nej@^LB*p^JjE3V+Aa}56j^gw<-tE`go=J|3&ViM9x*r__%Tph$ zwS5HfeIW-SafrxHPjpKIl-kI8`WOFd`nMYq!$kB4Og*mC6h%Q#lz9~BeH{5{gT?HO zIBL$fb%CTKkG^8^)b7B`+(9!in6!WNKbmuXR4|HH)4N`KK~+lGX?(KhDj($|6x=>g zPO_C_2q%Xg+pWUsEx?6>%$S5uu4ZNrY(E{TJfE`Ox6+lP(Y4*KqQJ~9XcitnPvPtN z4+kX8>%d_ye!NrBuR#8uD&@2fpfJ)mG|*1wKNZg2?p%%t2WZU_urUB>W=BHLDv8Wq z$yKIZOt8%`a)}@Y4;>E}k z(>+;QF6|Eb*NG4CP4+C47K6o^zzxv)hwpFCF9UtaBh?a_0Axu!uiJ3>xH1wJdE`h2 z(G25!O8@S<#LfEXBEtg#4f7m#$Hnb-{-TjJfH-=wK0d7p!h9A_=QoHFIw#w!r127n zZwI@}*+A8j>#{neF&>`eGQ?TQ;p~%8=fNQrtMFh%)N4o}_fcGwl`!PmU-si>y(;vsq+57A0B$9uzOL(w?rc7iKD2k1k@GEU}qB*)-gwVwkF4jWZ9+yy^=Id3{f$`kYO>2&x}K5t*R^5|ZMvud*PW}9*jmx#w0*zB-~8>`fSyV#V{M0Rhtz;l5wL|) z2zOR1Uj7(nabsOWl0g)?<)!bR31Tp4^`bU(5qRDdUU6hb9(VWo+xHjfX_!k7SN4dw zn+MizB6WgK2V6##S^NN~7P(TWb&dbkBLN3~$GP7*7O~@Em`^p2;_hnMsHzPHNl{ zGvzI^yHu}L{Qlxci@p%QKtFMa6+4l>`9nMna7{O=SPwVERyjq4Njw4a`4By)welF( zF?WuGV$9x<3Q?ZYZ2DNP=;0YWKo)5e6JI8=vdA8h+gIoUF2|;=j$sg`*RTNG4tXE0 zrW1rIh1nw%!hvb$@tR-}a@hRV*GWi;Iws(;gpX^O@(JsrYx9>LLI%zeSq@0#gMrkq zav&I%JbZ*cw8{1HS?tlue4VUuYtyU|h(EHBQYRwlu}a6+%)qwL+c%7-)3QWw=Dg27 z>H$$wUUQTU%LBmZ=K^x|YILsZ;MJr!>;sV~?hwCa7OkXw+%(Io$r3xPn1ppvFXyy??74Nl? zSVZmzC_$2f>>W2m={_>K5`xuGMGcBTgqCsM_Ib4uTk{TCvYrPR* z|0FfZeUo0?4YSM39uC+99A&E8j0DKXCteGF+DO*O2lHgJw&6CYdbt6qaM`T1Tqv z4g!JJ?*bmoWw`K}&K*9r6v1Hlb&z-aJCz@-^5!DKkdhy$;$gIn+kK2e+F5u2dUk-O z?;#uIpOEjjHi-5He2P@YJj9|EuF))$e7`SXStux zg9k(2=%oW==Vs6Jz#jK)4_Cjmt!^cGJ@?4GYBkcw8^G7Ut10xf_#t{nb8)qNy8bKt z<}z981<{gKvS;d*TX6>uGjFLs=L!p-=2WH>lftkWdZ4Z}7!6X1uY9@PBbsRHXl|^o&M08^xYVbD zVenof(`Enm4E%J5WuZlHB-~pMNCz_JTBnOKKvkpO=|FDNl>tQq4`b-;)+E0pPN~UBRoi6sP zWr(~k5X3VUGH>2idJYq8dA{n3Jv7>>`55}@_oq~lMdFQ*jNUT$Wzosg;@~BXn0Oy( zqaT+^z(O*}|I?2J8k?a~{DtMfOEzz*affc}5~ifk38IYu;5YNY?4zDr`nnMx$S|O+ zNv>VocC32g!pWS78U8{IRi4+EI7_X3&DL}>-sj>zCr3GtrKhC5w33VFcJBdb_M!RW zp|k2Q^alv+__seb&GK8==x+&G&0=Z-NPj2T0`P-9p^g1c{`dt^luxQi{yczpQp`0* zK6J=!R7>*yGjzcGNLA%$?4j>?u(!DLQq;~50thlMC#4b!xt=7?&H7FIQHtFbyE|w5 za(JIm)-s4TPs^^Ltxsp8{ItdZExu!4tVJea+CJF>5JP{FhUu4#JuM&D!8_kWzYu0d zI$yi}<;&_(aL;>1iL)&baTAEGrtp&<0UiHLMTJ9-My_Oj3>elo-Hin-*IDCf`|F5Mn1BrsImT7;K%a7At zvQ(Lf{It&-4UD!AlhCcHwZ{^k)abHmsbN_viBdVt9oSSSfD0$&q+82V{kcAb6Gk}d zr--lHhZu$L_sh;#;fzo^TW1pbYb(V1fGRZZ$SiQwSr>NPyd3JiXa`m8bl{go-p)*; zq4N!C{Ey#2zuWXYY6zW{n}1SMt#Vjbo*6;sCq+2g?xc5cytYxAU#Pb}Sxy_;-3 zqm~weaxY~w=wq3=fwehd5VX+V@t!GTgC}TRQxD!&j5aO-3?OfwbhHvGshj}f(N3T| zO{|8&fvL?3yg26t( zQMdeHJB1zk&UGoOuXXFi2GD%UnHm8r2Gyw?0vy;k{HAxJUoe%Sk-xbkAiSAF^Y8^u z-<~|@Itz2=)wn$YPyo-C_u6fri8mDTY&R)y4d2&~u?V`m3&5B{ECvNczj{V!C#4$S zpYej4>GGiFZBs}po6#|A|0b#LRQwHqv8PtrE~TYFKBPL!2Xhgz z<5=ZMLab-Kn{Gt%ZG}|sPxMI0dQzLkRVPFIb$ho;Z{a33mL=?`>TawrQ%}tWusAE? zmRF9q3(LobI;uN#u&||=9kZq{&oxnS#+F?%Py9hyzXwS)AjjpS+R4N9|2hH{UwZzG zTdGt0Q*)iCp>>&GWy@5?iO{x_By<1HH?p5GiPuk#w%gMit85iC*x{Fxen~`5(d0HU z7m3VLPvLlx;aAGM>n>7bpl(pR?(Z3ly6wFRTSetDTTGbcxYzkH zm%TxdL}Mq6K<=OWYfhL_90biCR|odKsbzzJEM}QS^tY^6C*8Ok+mp2c3T&)4GxH@s zv4XSB$Zb;N6rGdi*Pg*&+9eMk>ICkMIJVRD$5r2?pg|pPn(5!@xS9okTPGqBhm5*I zIeyOD$9ZC}^!|2@JE#xJ1t#g2)c(CjMO3xsh7gkLn{@)wTmOp$9Y2Z3Q!%4AL1|By z_hF{Bqu~==SwB2j44FVxGlF~Wc$n1AK*a)k3P5_$)jYb{cbC-y_gL|j=$S(|Z7^LQG6#z!!m6On*snZ)((NYhnqi@o^m-3}yb?feOq2c&^ z_w6|i|H7%fqFF(nwX|d@CihUFl9GsomO08*VfMJ(460o0Wo7#$N%TVh1)Nn+a?oKV3?kqsfC^_UY;S5OeDmCQAj%rJQkVTo)AF8* zx&b1bjd?(StR3dx&Sp8*Umez@RdH_G{0$`=Ty~~@wZ8NEnB`ND#=XK*jGJ=8QEraQ zYfd&=N*k`WJ-^jS)_A@@Unf{r@o0iQ*nUv>fC4b1p5u`RnRh7}imYb1WUS-*!>(+-!TPNOd_(6? zqaMm-rBS7z!60nIM5~+wiodjZ#dNB@XX9Qc58k~$jipj=9U77pVXPQ<2gGhh(Fzh0 zr@67&$&rAKmNTGY{nrhMet&Ie>~@{EaM_t9*8_b^QR%38Fo zMH3OFoUY~lk#JiJ&8f@dV75vB9J)ht{QxNhs!!q2>dnUqs@Jhfr-9x1ik3akuv&+*fGQW?-Jne9R{8+w=^56|}oNLwHKJU7KEZvWyN;C+(q+-*I(>H`j$^D5g#Dd+E>hPPI0hF80!nXh^ zxELn>mQQ5&jn<2vTA#6mFprz@O`-Jsx6tcZuz3t9E9m?Y!$^}=6~y%T+Im&;eLOKc ze43UiOJYiQK%ag6kmb74yY<4!sq>UuETKvpJAAknC5zQ=AidHxHrn_mfVxcf#q_UF zc%2(-9McBt=6mLed99vnj4ieLkeyS}8P9!j5L5{<7w&E>)Pn$56*CypV{UBvjn5^&fQ)52&}6U?<4iGD?v<4XW-nks8${k*H5_dBo!P;l4mor zENjsExOW~rVH8jlJHfv#XLfo#GSH#3SY1;9#}xX&A)NnCOK_rt^2n^nWIdga*T&=D zPl^obRm%?mA1?HWZ*$5({Ss$^Yrs4faS2`Z2%#bRIMV$%kgl|9C_3B1T1;jNONU|x z3+%0Zx=rhf@GMdtmB}FLU{d;6A{Er4YxuPnp2MBob~zI#%Fk=qS)6Hk+4cx0fs2wn z{B4T;wkb>=&h^({@+T6slfA`?w5L16>e4#>sA9szc_&`Yfb0S`>}SB?txsffCvwI6 zm9HBwDKK4H)vE8TyV!IZK0c{&5y^0?@3Hj|qE3r}S<#}eAlHF6>F|8)^6q#BmWJb0 zHGVYovKPUci^_A*v`YearMl3E;O3F7@XTl^f&8c$M`<>{To(HXJ|nz8B>+#dC?{Ndwzx=_`YjQZ4H zhkap|Kc0+SQF!!2^n3vzE&&b5EKUg@4g*Dh=sGd0d6t?}HP z=mO$ClOc>+N->Er!K!P>q&GK7oluOMho$}DRzpdnmI|=l=JTBrrY)ALL=_DwTQu+K zm9`}V9rw0wlugBTn-?MuCWh90KiIfIa)N^8Q{?!i?{j|xk2Y3#_)-~5`8cm?;_Y4( zR5zm%)M&VGgNdM=1Kv20^4YoR)APx}W5uQ_$_u3C6G(M}mq$h|8=JA$Ztr_%y|X8b z&i;2&Zf|HS#**)y`OyE;-M%WnliBV&i2+X7@M%4$E1tH{v&Hh1nNK%Javt!ISbg~G zlHYIaoa-M`@0r0JS;h{Hc;Q$_lO(!2QO4LDvh6HbVe_#>wU3*|o$dnP-we!~PCR_C za0i!gtiRfQP{|)=arh%u8s>)}A5+TXGmdNA^QUWgFjG*Hakv(Y_~2F;tDrxET-a{U zT>KZKAi#}#94epac<0| zp4L9~f-pa9r(@zc$k*^+f6;1F#Zz?W;|9>>ZlhjAEp)8piTWRNdPGfw{Ba1E9!V2C zIewOPN|4P4UST)+6F_6EE7HlM6YbYz8|LJ}-26PieJsoA=UHOTteivsAxvWV7$zS^aZ?dC@gb>3ohlGJ6xpZy$cLfo4gYwI>I@G4S~7hy)0#~$XLX>LPT zmm7So{~gpta>|hQYjf*%Yn)H(?IzZ9ucpg~ewYie)fa6v{Mj9>kwBq8L&?gIe>w1` zPU2zB{v2a#k~mHm2XdDB+N*6weLmaUKe~(5Bn08-rzn?>4``2Eg&!ZU`)C~*{FB%F zqh4I_9rMy%8rJpL8+7~dv*xft>snFu{aK6zY;~$tczmP-W~WsY=?H=v8W`julRT3Q zF$Tyfj!{tE-Y&g^j70aK`a`T-GJ3QyBfmR>d$wa&ccbp$ge?Xhqwz1YUXvKS`MWV$ zwX)HIn+;9WRigEGxo|7hW5UPq2*4@#Y zLdQ*GHdU)>H8%j-3C%K(<||N$2)3xOJkU_6H?22%0mCXlquV6PKlxl{b^U7#d0%N| z)j^A)J}di=yI2s47!RfS#A&flN>Ug?RP~o0tpeE8*G0XSqw|kO1-^J4?rDIRlMK)l zr3t?JeGLQXcmE=Kdsk;Ot%BD5fhF2K#`>&j3LNtvmL1&L z%2~>dSk?s(2=lBbOyJ^x9#uSkOz&AcnVpZ$u)T+SKw5n9 zubIEHbwKI!1uYsY9v{ogQ)YHuVkf*ORaR4dwSFe~qtSp_fYiigOGy}W8X*5c&8)1G zIONLwe1O6Wqb^~eAHg6CDBt}+IEh9dyoR6*aBv>TJeavAOmpS*qG~+;m(W;edKsv; zs(g?)-e}QJxo=5AAM|$u+a7#-Cb)83$>i)__1Boh=f8hlKcCDjubEX z#MC{Tsto6@2QZ~2fm*iQl(P_nmIo$4vwS+9+2d5*x&kjr&0-V}azMzk?~(OTsRo8h zN}JR5v2DK^C;)R1QL^*@K3O~6@Lu}tzh_b@d8?~Q-lJ=lMK{z!)fYfJT#i(bqB$CK*`MWYXHRl}HBv!)`}to3#PPiE4pHi1gAEeH zp{i+6y93IU%q*=N)fU)W341FWN9L$?JH6j^fdNtlfa1zPdtM`Jx(n)7gXC>T-AB{e zxV` zl9g(;468wbllRh_f7R3&|5xoXYt>o@>psF`KqcKZ_}aF!7Sn==f79=RuN5W);52M4*VIE z9oH5w$gQt6H4#bhUgPcBI9xAlTkP zVXxdRif!^eW5zfEZqd6W3|(71MM(=pZSQ05=xI)j69ZeXO5*?pF~bM9?4iQcPR`d{ zuVy9k`WnvGk_23cy+$l5fAf)Fe61o~O>8k^LBbA5m^$?n~tXod&7*3%m7NM1A{`^$mKZSWqX5ES{USuq4}&jdONv5=jm-2^J!nfFrK z67dl}Z!+ngc}x;xHT#)!1) z1~L&i6y$ghl@(7*W$s2P#$8kiFvOulX4GZvNaner z*Q5x?d`EM%la;#5T`x}oXQBB|&Q02FS%icEyUVomGcBU`XN6+9MB^Z(|D(M+p#ZRE zT4IC#s1z(4WM>{@4e?{lo^&HYV8I!t(S8Yrvt`;&{q6 zMv>=Ep4~iq9C`-EEmO1-_OG&R;%c~3MKjXoeElFmM|{mF)Z#5IW3lc4@s5Ov5jdF_%`W4B7}+*ud9|DRaO zhE32)U$y&jn>1WqjK%sHU-O|BZHtju{4+bbN=NOjJ0ICco^g=T1&h#=dDUVKzltx_ z_6_{exoWi&wSwue+bamhE|7S5=^^g}H%d?&ac9}H)v3IaR@dfmw0NqR&Bkq`UJz*3 zx9UgStuyIJ;<{Ztf7stNdU0(DO0@f<-2}f#JZe%IdMtS_u()StG}1v_^rZC(=a^$L z!kL{bqL&>zrTtg?w@qodJ?jD!q_hLB#1PD4#XX)+8uERaJEfk_*ST-mt$9knX}Tq9 zpTRb+FY9Vf%`sl?Et(TlQ;?TQ+bXTT2?F;}Y7=Qi@X^}im${cgyd#@*mcc7Q5b#y; zj*Vrr7P+45>8c%V*mZCV$IH(|> zrWx3%;3<|wd)xk#ih^<-+0E!&l$uZ&jh1(E<0wDlym*9>yutwZI#oM@*D84@|J$ebq!p*}hvI`I!A285FDEI>Q}SIeBTNY+xz@qO$y6!J0w>04$DNSWs|;h2={lWxdoE|HZBn_n zsdvZYzxEjyKv5msxZOsGrEODnE5{{IPyhvQtc<2Mb0{l^LP2*In{2c~>i$RXoSH0^ z+o_S!wH`F!U?R7(Vtg+#cz(oH=l-9_3dtj;bV0z9_#FJp8*{wh2#3~Yn!EX)RScCV z9KQW`+^Zk|tg#a1D$NZQw)@4Yj33Fbnm56rJ!}+$PrA0HjpbQrK~3MK zY`$pP%FJ4Z+C85!tDe~O`F@V7bIfyK&fqlI7rC9k$FX1bkg;lK3mfFT%Q5KdaSe6u zuDURjt;yOUg27A!@TR1Hdpgt;ste;-!X8Op92h0&iSOT7XU1MFGb(WZB(d*V$Pb#B zP>K_y$ad$(?m4cj?2J2&PpQ+w*=QeuL{*_INED( z&?-@&Mw8hzmo;tg#t)uP0O}g7TU}`WV_C0^{`lY~5F1mb_AVr**i$w^>S+dDy2dV5e<3c%*rCyGcj31!S3LD!NBc0D^{;t*s` zYsar!uYvMahdQ4-x6YbSaC>G*w9h^3JL=|~7_DsO=67(;W)Ifct4HaVeAMG7{&nsL z9zxls&?#amxgz(G+D6$kmnADw@rVQVHQK#Z3-kR2pGA)0tXdy}i~CePsn{D=-?&vh zZ<<)MSBB8a#DP*<&_d7gkpRb4qrmW00B0TG{L{3(UZWl~hvP0sXpS|t#_Thb{MSTL z-h9uXlA}YdRBDx|WxB8bbap%G{Wf5ATGavuG9CAIm@giXJDDyXAMDkpUMz|qHS7{0 z-Z+8G=4Dj(QEuAt*_X~~@)W4>U(QcLvnMf&jHMp;a}>V6#%VZi*^cB_8rsT z&P%;#I;-{he4-CzJUE^(j+LggO=>=IF-ay+MORPPf2tN|I$R%fwMi*pa18NZPZ>-% zUXAvH^6XRuFSWbyh6STe%%WSO1ze;cRw$z;kc-4ZZ+)ci9gmx!yQ`U=z0X9u<$V~U)rMeJg)EOXP`6_b>`L@mVU?Cj+aFI)`TsJ#nY z*6SVVz1qW~hqiFMQ7Jq8T(~zF_mAG_Jb~jh7BucBVn5Hop%~=Hx_)Gh4{GW^63W>k zE5buIi#HnlzN*f+jJ`aLJCQy?#|duUHEJdwuaNOxVai{QiB~-Z5ikmgEnlWuJP$(Z z0xDOTXLB0Ii&0r>le6ce$64D{tLGxg&&)Jd5pCQI;W)@2IIs#Q zk+&BI_?=Qn34~0iphwR$xz>Dd{#MUKE^klL)2n!cYyab+W!RL>6gs4IiM@PXF-6H( zBT*)EDpB@wwvvY$=RwcgfsnTzh~Q#-#QVZMeGK=sjiMcUKzwm3w<2u4_>C@i^z;ui z%yda&7ehvUET~BI)2#l3i1+-JXPH&5YtcWQV|t6K+w($~09tZkblh^f~u12)CXkfToZU6D^l2*mhrIMlHYW-PHlj!Dc-cYA#8a z5NHebKg3fEhLnmHo!Krni1i2CO&4(`Zf>Xia{`ux_Lv$kJ*)>YY9dB7B7USX9n+PL zK;A%!DV42SOvSQCHEdXeQAy?*kI}9)n|5Ikz8Bs|#V>93;rbIR$=Y2^*I(Ctg%3_Z zbl%k@9{JIX_c2e*mq*zvya*H5<>V`hcbJl;PstQvp{Wg7{SiZc&vIRd8YC#BkWromn{ z3QEy%NJzQs9&V|%dBu<(Jn^h~I8Z+biV3a4zYa$vU{qd|r36RqlYLto6qd@#@h0uT zp5{Mi75P-BTb38{gpR(J zd=qM0lu-)1kpy0qkL~T5VJ=VWxyAK!IVwqCF!ifq49C z`XhnP0^FKQ_cOtPpsy;M!daPC<;4YhXDW8Yjsw<$ousE^N1?iFi<}DmIjN;2JCKau z7hWZDE%Z(^?mb&XZmcj{+P!P6j>)hHgPnI+%fSSjDu?;W4zo#lN=r3!W?#OLX8h23_>_++s%>@e9 zdzJNXo_4%5(v_dfbnnVqYmm>KcqC8{d+Bss;d@_a>b@A^W1x!vUghyk^Y`UY16-|t(_TNvP=-aWc>s*fmGnnR#z|==;Hu4^ zvBQvxC%|IgW}KwIHYKR6@8`A0YVfTM!}8GWBcSP(QC(os-5Ik3LTl{#q|)^z&WtNT z-&0qcRNWcP8iFo=xrAx^y4rK`5H}Bk4Ssiu>7T*fmf&JYHQS@CzTjLKy9>!$3=fGI z+C?_haXS=QclgQYQUc!#8Nbe{Rh`MxZO?E8mW{bXx}kJYkEe7`jzvXAnujfToK;?R zQIbR)F*1?~4D&7z0yl=~U37ORATc?&l zmeZmvU=vRNuOK2?6o@PycLjfJJxTuC;{)DO{rGjG)iLpGv(z$j$WERk+v7k0TzD&@ z$(C$+S`=sAUKic2*O}{{Amhk>Yv+&>);DbYNxL$|XrkVNN7TFk06rlg^~IXa&c5}B z*mrO)*f@eaHs$6{tN!j@7lWS!e2n4NM0>I&x6}8Fa7HutUUajtFFl@QVU})F66jZR zhyg{Nc=2>X*rT;X^X$WouZ0u2n?AkK`u+4o1&k2@yC8;Mh@)5+>CVHEen?~aXzws@ z?=C7FiDO1e zE4Zb#0i%8~O3;03qEi}^Y2s&BEGKVzBg{3e;+$ihCPkJrqOx_a+mpMe*h&Q zGetdQ0_gGx?A{NS;`3XoeNWIj{VqdxIUII_Z+kq+#!zo4P6--$DS7*`mIY)QTYz_6Agmf+Z`a7djQ9t)mT5;+$0rN(sQ}Tu^wtjV`}shv&`HNKxhU7H20mcMDf8WWet)C(u4o zv^eu+FCR;?T=M-{Xk%Mow=mE4#f2QsyQxyR3VCHJes#t9wL+-MmLod>^Qhui>_vBg z8G!MlIrD_R+sxEhH-Mgac}VYYovLJ1lqo&0h2N@b^Qe(Rc>C{KlAh8$kWuwKVP8( zn;YW$mzKDkX|JMSMoZ+5byG}@C2n2`j&8dPIl!dJ3uRz!}yp8 zoq6iaQq0W;wVUN`77GzJ`C6PM0G0BGekW)7;|ZHT;QO_FP6~6yBd(j(Q(~zKP?cy| zlW6i+eXQ~-&z`IlToD_-CsmF|YD3v{(`QI`({^KRnLIPI((k zJGz+_*nykQrw?9@>x~vt(0C<+x9_7NPgNJZiHnH+_W9qRk&+VYQN3BN^-Lb) z0M(&R=*6PcJEAj2=>wmeme^3wJe~f4SIl8}9Y*B#lZSkO^K>%@_*n;ZNyuVFG|UE{ z?D&n4CL1k~MjueUf53cqMg{hVLjWNAb(rZPa#b_uwg_4%L~IVtd%yxn?EG)9vCEvex24QUMIU5B#z)$?$nvQL9Odshw&^qmFvsyQj`z)J6H z_g!8LSlIx2g*N0U9+A>8z#NCkYw>QXwloAL$-i3+Nd$WZShUkm`3&n%6*Z$<=>cF| zT7W|N_McsO4CyO7QepIhU>Y<7`lXIZ0dr{u)Dbnjz+Chl_Og!uuz(fFnul%PQ!M;# z7-0nkL6XqJq1=bTM1#q=zb9r8Uug>RfePR~3>&{VamcGJ%^(QziT3fR{)$ruwa35y zi67h?DOTV>t7v+yI*Nj?1mL?PW(M}LqX=DM=Bs$@cVR^OOG0=$UV}A}pFW^!H-j~x z+!O@9xQCRrk}z-+&Lhnsu+Rj9lOAxh5~N3pGfD0R--K0ey^*OM;TBSGDPj?nJZv1m zfi@q^nnt0BG{{V~&h-H1`HqKg>7m=(i{U6ZVjntJD_lUd{UAq#E*wF?@38%cr2!I@ z`Ixg4SzAB&kF^|{0sF}DB@dltYRF|!f;aYnziA%4b5@USBmF3SVbO@ZoCWTX5rE@H zaXhIevY;{$M}^{Q1u%QJ_Zp^6E-vAK^V`4m!%Dv&jHf(&oSTOMM>&)+=Ajz}aqEZ0 zu~u=o4$s;O|DRD(SHi*ArVH+_sEp1dW%2(IL6}KusasxRvtam00zvq{S(BC7uv!^_ zqPhrB*O}LPFQv^dQvOdE@OW?~CT!(~|F0h>lkPAclzLuTi^a3GAy(}wWBl0H!we>$ zc`x?#MTR289~Tl0#N7vOlKFV*+-+k`#=?&SG->sXf!`(5*~M>9B?MRZW3S5p+MuAy zS;1Ztz3U18}?pb*0p7GF19LFlKk04)U8q0G&^TJC&0g)un ze(R5^|C&!-D{eQ562(HEFEAq#L3nGh2Y5+f9oXifs3koS=mBI}n{uBU#XLJWf!Xu- z8%Wlv+q_T%&8y2Nai4~NBZ_tJbGdb7#ZNb$yZ!W(%?+fL)!~`gUtyI~F{;xK zo8q9k$px_L>?$tVu^vn=UIIGUKI1CGP?YcYlSq@Ww+(VXBYRiZ`d})jx>`lPaRt-0 z|K1Bb#NalDaMLpmiSwa{{2RX>6(M@u^&{SqcfG;3dp-k7$A|UB_P0K9njNU(+_mrg zW*A_hN9=b^d>>*IYDiIG{*7-@mal}($ z$;~1iJw?#K+V7!b(B_C)GPU8fbJODu8nFa3Z`?4uG3AAiilN$FBAlv7*5lauz2qNw zAjD8Eq&zxOT4eWxbBXRp-5XZE`tf!J!02^Z*vJpi3N6Dimv3;f4m_=N|O3 z*P7t$vPNVffS-g*tnfS|CgM;xlX4pFn_P$RI11HQe5{sU?IVGCFe)cvTXh5(IGES2 z-N84bVZT6bX&$O^|1}fVsEoS+lPz_<8czoYV_;G#TJ;$dUwUJBJF=3L?sL~fUjKI* z##}rO@-Q~L>j7Dqo*7ca!ExX=AgeUr&(<}-_`Lzqs`lMKxWU4{3-YsKIbgIH?^EE=6aqXa zM=gXh|5o!nu#W0sVEK>I83V-ZynY>Q6Z`--j`aCxU4%t58+41m-2jZ6LIahxyErb^y2>zeiO7X_@i=yYl>R4#Jy@8)6461%viSeIp>B OYoKFtzCi2ho&N%UgJL59 literal 0 HcmV?d00001 diff --git a/example/QAOAs_advantages/image/7_4.png b/example/QAOAs_advantages/image/7_4.png new file mode 100644 index 0000000000000000000000000000000000000000..671efe7b1636c59b884325ef1d4927fa3d474c65 GIT binary patch literal 39063 zcmeFZWn5J4_ddGml28dzfl)CK0i{D=Ku|(aIt38~Y3US3KoL~Hph3DzS{TB{pu1a| zp}Wr7`2GHV=bTsP<$3XcJ|FdAnA!W@_r2m;*SgjO-ch+hOMRRgK@eI+1vxbYA;F-3 zD9PcK-bdsQ;U6(4c^xNpJ2NL&V}}RGEn}xg)^<+T7WXkO4;&mV>}&;i#drlTVIDd; zJ#rN1UF=pUjC>2wPOi6m8&lhJUCo$DuyH2B;7 zV=>?(jlHYusZ+APq`psEPCpsq;pI?E5Vc8^*SnBPYs;hN%gI1VO6AXRUrtfh|05nh z=h{CpHrt?A$nR)6zK_p)&`{T-?BX(Ub>i_@WN~q^APL+W;b2@GjY0nh$AClsS)e7N zME@Q9KR^DT-T42XF^t`>i@YLy?-P=J7hlTeSa)Tu`348us^j$#cAGc}*U~pwZ+%x zRc~2tkG$YJQmqA_!dwhiR904|@i=Up&K7F?^;viM#QT_;+MQu~pAU!6T<^-!Eo$Mw zPbR&v{u9n4>@cPfuZ6}5fBk|4me5N-LOASpw^skG=Iv9&GzFv-Iq^_JN*>4 z=`q#J(y;esN8kP;uitL4x?i!CPtD&n$rpnJz7?|S(0O%Sh+i^oySLP)s2}gDKh=_2 z^tiz!MAFP>t2N%s;4FM}#CUV*uU46De?r7zMN$k=#rlBfT(AT|p{B-pMl0K>rh3^w z?@pp@f)%(q)}`X3LB63Rw^6lMlXBoC;!x2{-J-PIyLjPNlZt%o>GXbj)v`-f4^kUX zAw&p5$=C9iCiq*4=u~rZ04(NWtBKL$)v#qzxG};)q`>Pk+cjL=+8)zsrdA*FhV{iH4Gi_nr*{p7WCU-L+nlZ6EaWU!EbHEN{=>E>(#W z7qd&!qh*s`X}Z?1+n%kRPI0CsL-kBLZN7`7p!8T~`ujp{L-+4f{$%jEPv1|5hB66h z=IAtYT~8+`g;VkpHR8VNf<>>o@eF}i5S$(5|M~I%?8g6RW5B4kwA7uudAYZkYcdQ$ z7><)-kkAVvefK(&19b5&q^A(%tvWFXyAecw6CqfHs}mOgp(uSzL8^=#~%=0!uzOCqc6?l z1T99=?%NF7mYUs4P=;$iM6W$hr=uMHv9>-2Uv^eGTF5%GfCjEYjb6n~ui(qW_%m~?e1WCC-%z!*k|Nf%Cmz=h*nEUqb7GbXN!RH(r1Q&`yZ$*kZE_FWB?|MlwuTD(7_x*keUP14TNV{OC zJA@?0j}=LJ)^+65n*uKKCqggvr~0v3wzm1e;z9V?+;XvCuZoQ$HtC zH|%2fpi%yNPrO%o&CGx9hcWEPvA45o`+1e*n|gY%C*C3Te}6YXq);C%R%7Ih87Ovw zH8UREsHcQg0wZQj0l@{Hc)^CkAB{8U!=He^kl-NraU{++EaEuBv%|#yKE;_t)A8B` z>oUjRThU(QOoT9;hFu=grq-HjF$?3y*QOW~{d?y|nD5!PC;#0bzm}|08wm&M@XIu$ zNazS^O7HO;sY+3r8KK*?1ti3Xg8jj9ZH1Tw|JogeHy~WWuz;ONUjiDqQ$*15bLKzI1G)4>jl`F{4J(Es|3HdiB4t)t4*HAc{)<*@W#l==GtW*$8q$TGQxRUR(e zb7j5nB|W|L`Ea3SL$CUYbZZ8z=Lf#!qepuR`Sm^Y)U{d2G#>&uyt~p=;w;(3oj&aC zZueF=&p7OCxDL4263QpoCq^ggqD=Cux3ZRn2>5xa!A?4izj~9TW>#d_r78A&!?+D} zXZT4m2uLmc?H>d6~Fb$Y;E`|7ktCG)PERy&Xt^$_U`*=-;u4&cS7)CXpxme zk41X-cNQbBw!23Wu5jN}I^7a0eC@$5G7u@yt5aOEdRjb5d!Ca;E6bb*u3=hKoaf^gRzE z?wV;EJuY#qxr=uxb(~Pauk~2X?QPGys(mcHs9Tt_OpY0;>W9a` zmM^F#`8!Xwe82wcc-UT7;I@ zOl+<#7vlMZ62~}?3v;G8utEqzzrKHZLSh5pXsziQeRs5wRgOt*FaW5ZD_>R~{0V>1 zv*Lg|bYT88O=%Im0v81&qv1dwYGK)loMQGKN(Lby=R-ih@kBr@?K7XA=y&7Sl1_k5 zS>NNUA+5Od?-mzsUToM}C0yas$u#K^TrX8Wzh0^Z z#(wB@d;ceS`~^c19{=7-cQd?eOc+m0!Ln*iwI|*=ySpLo2`@d8ghSu`@H4mki|F>O zzwB?HG0_@k_Y2$91)cP!(mY{kmsNEx86NHVzxT}~GTE)TV86|H{ms1FTXh!Jl#FK5 z1ho(TT9wU*uzIC+V#ujb(*MWHU+5?i#^bPejEwNqXL;(a2?pzt=(D~={|aKvY3p6= zDXov&9w`}E4fQ2M+|k@6Lynon$?@%Gsh%lPOXaU=^rXwtpV+TJF!xbwz^u&)^cH6> zaOo6CV3ZbRR;Hy>EH&3%zLNWNk|KxY;0k2Jcc(fqpG`t|HaZv8T-Ro=^j3;VSzWu2 z8mYm7rP4H2J#ivS)L@?<3lq$Fq+i)pRj;@IS_m;dPxJ4wsat)^E>CH*Q#U6Y|2nc> zYW%g2B$R}rPu3a1=D|WR8N^QXPbZtHvBw2}?p3#>LV$4&>C9huy^AnhK@*e{@`X-e z!=^u4HTkVNavEYY_C0#@I}rb8asGoXsRWy_i)MfSOzfcV4?T~5sEyHyUINpcx4)o~ zJw9**hkQDW!Xh2D4_!o5`*c5F6EnEL&2JxU#Rb{hJnr2@i^L2;O+-V_(N$ftaTC&g zyiWMyBT0G`mmwu5Y`bE93t>RLHPi_2@}SP+c`cp7_aIgtgKn}wLmESRIH55r^q8F1 zuc_B@Yh2jr1hhfj{MLd(PC^&K8K4U=Zpml7`imZRb(T~?Im0d(cxT~n`UM9t)+>@8sy*NXspr<#|NroJjN8pfEWY#~B9N9&_ z^%8ZLHCj(JpqceF8f|I9_b5d1EAhWIM5520geOUQM#`8(@<|n4 zmkdd$Udc$jZ)*PIA?!{y?@koah%qxIa*_$2$Ul*?%EP%RNxq(ry)NU5OtA~rUquIb zq=9Y*$F%Lc=ZM_r8*@DU7tx> zAe#*1j?v6mLR@0VJr9_jBJ;j5OT0%;R~Mcd@4PqjoSagGRAJ4ZppuT zE2g51hWXpR)z|m~G$MKtBF|5H;?Op=Cd8ld67ut4$!8IZmT%xXSY)jd$PxWA>)2PVSxpQm65N92mIzr!5$cRjQR4%eS{Qu}~lv{6e6N5&#eGDxW2 zvPsklTmLko*0QGknRqQw{{$j;4Becw$YJ8pg;XQWtg-69<`i?U)0l`RH$3W4osS3ULF5Czx+S%GS1u& z?J4OOCnn>Frtlp?LjsiyeA<{A8^n0Us;^5jjgGTN0xXIM8;n}}O`_*_p0i&qX<8+w zMBU=RF>{D0pH6;GH?j~(mVLVOm{)!hc?3Wl3Dus(r3CwS_)z}uE2Nmrj7RSg*mhJHOb3kkeF56bEs=$wGGJtRVi%`;BIwe-y%e#=;ba4dqupCg|GaevP zJzQaVWGLRq``3=Z1xhoBOb0vnQUa4Dc|q-)buAqn^Umh`pOrIhIl9BH2R?CdH+Tya zNA1}Wn?YB1XtAiD`=ifwnHE%k}>N`hUTBDzZ2w0 z6q*|%)j#|W6R>LkEqRXiPt6MV+&xBS39yDU=z8DmZVTuQkr$AhPBE6xCd&_is_`dk zwI>5zmvkyW>b7Tn&Uqrc@~~uR^#kmH7`g+Mr9+xL*PA3T78aj#PBDGUhPvp#pYtz4 z`dh23bPMjAoe+-X(P!=xe{(nKUxqn~;vy@eigXPw5z52U*dr#5?_Un_4shw9M|1Ar znYbnkF38=^f%aT_8(QPRVq=)ntsIt2SF51IUD;-ME% zNP%F5QNN1$`=?+3?_vZm+lu9+f7pfXwJ4su(UFXo(D;E?v!Z&)k!SrOU5IIqU|G?T zkxpOjr@IgSM7L)g9?Y)?v-`J#Me^3C5UU6J;?xVQBD!P6Wb)6sb0+=gRM1r<6_Ti> zJlBojJxDLMpJ&ke`5?SzkYZ#{c{qVBqGyZt8sxZ;#cAxhThtzBf0dE6q$rNKUv?SlSerhZ27TiUw?tR>q*((DVHGWPeTtCi?h@xTO{B+P5?WsfRNK#3$ z%}n0>3qD`NTPrpLu~+7*Z^dl*JZ38Kw9tVa7((4OHpghbA)txMv`M|GNPPL``dU$= zuc6`!N}+V*+i4Ztzh4~?@k|~fKYH~cg(>X{kGqv0pZ?Z0FE5Mtv2|Iv*OaXojL6}Y z0?|ZgilS`QNTMUz=C{`^cYnNMOlIk*iz3+IT>`h+|Hov)h@EbOwe4=B<-ff70grGJ zwWSh-Q<(Mzk}}lNveQkJsn=eWYQ>7)JNVwh(C3a1#@Dztv)(z+5A>g7JKJsybgN72 zEfL*Zy^{*2-<+utgz&Ug^!g^-P0q z6uu%9K;J$)#CqSg&ptqMXW^@`^R&iHQ=;GM{NNx|b`hgcFO@Z_NUmz=7n%k>UieHQ zY&US#bMtRRu1Z(M1fl>>ZXtO*Hr=K2=sD7==!Z)#($OL!+`9bsgA-jQ{rYffkAQO@ znM#i@waP31kykN&(W<|qq-x;{jaJ%CR;cMa9d_I#t1Vj3ZBHhLRzHsW zM201OT29&DnjPUO;bPsy9e7T9TKc{#R?rbBG~`XM?T>d{>N!R=-cun=Tx#FSrM-7H zPD-0^EDU!f-=IHFmJLO1N2!he_KeZKB}GWnX~+42s#2)$Z`vWU*k$Q=@6XVl(0jN_ zn1h(h_>yCl<3A_(#*g-du;>#%;y|5>nsX6S1Yijq)bdx{v$ow}3+7NN`Ub~i!Or<* zDE4)~2Qjq{PCwmL;tsXMb6mW`d$%XY!RqH*l|E+`Jo?;V-Z;7em4?@7X#DFmB z^lT0L+t%r~Xgq|PllrIPeb(SXWyx%k{}D+<3MyGzxt74Xmy}p_nt2$kTX~SA7T%fQ zcCKofaMvrb{5uIv#5#C)+>U~-ZDpwfO&BLqp!3mL6OcKZs5K7SA{z4#=JI5j=o)0 zJJr?eFOLl~CT3q?!+w*yf^6=27LibZ`#NoCLf$^gjHGaf+dtRI8rG@tu9Ad4fy!~s z+F&-Dv7fJ}o=$-;IEtINYhd?)5bByM8?>G4Epr|Bxo~XrE5{zg&^{TCShrGCoJgTF zkB~A)d!nv-r)9QIz|T-saHHL~^DDS7tXIr81`1#IKfflMlZzzNR&uBgk&?VIr$|vf zLsK>Ky`HzKZ8pkWF!VXXnUALZPbfSqSR=gpaVS(LK>eD{#-qFs6HhCiWm4XS-y?%4 zJXbl|^yi(udQ4KnW6yP)eea^gYkr2eHtM628&2EOj2eia_`!z8K$O2r5+&ixe!=Hr zH|Qfh877y#_ccHM%K!XQ563=}Q^eo1$j>Bc@Xuml(L}fm=7idot2C*Mb3G5%Mnk~m z`*sL8COk=@eKJ51L>2`JN#Z1&;XS_bZb_c8*CM1yD@l@u?f}k5gR4RiBDb|-ZxAVBk|Ia7?tT_%(SHQzDl0}T)%fxL<0fvZbXEa=mlr$N{}Ycf ztkcq0&&Li81hZbtmC@Q-Ur_rXC^lgC-|%iqjSZF_$hj|HRASXl_RDfuwkS@bUMXDA zYM^g_em-^e3JvK2KaMme$v4wuog5wyxDyt8?I^0EA9eU-?AjLG-}CW-l=un7-|xw2 z`g+akFSURTRI%}Yi+dS7G$W1TA2fCkmE2e*4o$no)3UWD1hleEt%TFVrfjN^saC)2 z{pYkOcs!tCvBK7mZg;isX4#v(C_XJ;msi;$xi`2EhVDjO7kIRPH1DpTuAepuL?ayI z4Y=>pA3lOjm4{iXlI~cXXP&2oM={huaKtAC3_Efit)#_W>C9*WZQ}f3Eu6YgWnC=J zGwjbLVwIMfY$t8(-MzDWW2yyE5!6=@j}a_CIY#NL_~zKlC`@Jp4YtCS-j?=%cI^;0 z)Sz(qLPfB@m~QMYzai=I(I(ta17GTi_i+9&gWwQwBwVL&nF?DG|AR}J47f<> z5Dcu%vaTrcA7HhV%cvRuSjo9(fn(3n9^YdH}Tqh>l^s_OAlP71#us&yA!lcw9pQM zn|%{Ecs*<)js-{BeTwUKb2)D&5B`&L9dhu$Q5A5*UZQO~Tw{vzb+= zo)S66_yV@^IPRo40!$tOjK!Cf#V?%Ih}Z@-w1lVJ=k)%atC>uoOIDM$jokoh7Y zp#$$$i>Q!wfBNYcz~g>A9x9NBigs-oFZ=14yaNK?TlKuws~LDqazMsnoO5-CnN72K zvh>=|;d$@Y1u@$9*5n!5D9**$@zWb0ddvTy&!zGUFL({q+8Af|^FGly!<@*ok|nHb zEk1ADS>yzStM>;arT#L~oXtNPE<$<~QG+0dYYV$bHd#>N>}YrXR$+>eeNs1}pRhyE zH$)w?wJP8;j9|XQc`MuHF=uGblB6aN24SWh8H?**+Ayd^s-C zVBN^BtYi%A75Xt_^rW>frrj&Cv(v(t0wOm{zM|GF$cX6@Wd9wt>q81Y+m$-NBqUP^op&yN}H9?co z2)s&Rj!q|214n2c`tI0ZA0oZm_U1?0Ei-W2S`bAfracMO%=%b+^BP4cNIjSG(DIA`VsW3LnRF z=#rpZ!oPRikgs{coN7xQo^kCRb>jMbqk?`=MaDsiqJR>CYK^{RW&w0)zpMGxh4u_K zJN{epoxEQFP1_GvGgF~&fwmm3O{JzK&@D?T4H?7F_w@pMo26Z*0O&q6N$oTgt?q^W zF1Lzue-HTQzFq1cIYsrVujSW)jK}?&IbNr)iD zTvDq-`W>OF&7C$*GN8Pw(p@I1$`;BlMa+7RqF#qXx}QF z_pYUp&#rUR9}))U0kXi3T%J^mV}>u735y}pdZxQ8Z%@dDU3}m&oyp9qnO#w)O1Fn3 zAVIp{pndjpz-Rxl=W@NsTy}nSAqfRt7mkR;x~JFzL@NOa5fm8fw$)#~L>7Y(+WpVa zS`Az+qZ@lEaOsWIPE(cSu2Yf2-%I=tztUjj<-I9Pn-XMP{)TA-@N1v#HjghE4VGw- z+8jITxiK6tw>@7&@8OPoxqiNvTK0E@h*c8?(ghzYb#nlnvz^cKi5HA^6sDus%eYTK zgXJd$hQnv4;MGa77DIS8JfUL7`ino6u*<9tT9m{&{N_@@E zts;8ZJ~&*I3mH-TK>WMAs6L2E;Kb!mr&E=f*0uHtF(MQYsupgIk%W2@%4@0k@2^fa zf29&<<~4YDKHjUa->LOhhr+co1S5<*(X9<8*oNkPxgBTux_?*nFJoESStX@+m$P-6 zCDRz#u+)KGNRmc2|AXIS8`U1G)7?jJUp4*{!B++kI=Eg!L}~H4@Xr2g`y;bVwjsxi zUkh042)5>51*S+r<~2QbNtP(6r3k^Xg`SLc4)+B3!pxPe^}uOfeB$H_PU>c&l!SLE zb}4|ey6^$PzPA)|@YRN^t*DV(*B^iJ^0t({9o|(WTetOe6$!9uI7X-kF{|S~ZQ15p zDA<(H|A(f(elqnFyw-EzP?hjE*Cl;z9oL7#o@cNiM$y?}|p2)W@oDt_k= zdp@^CmIn9DoN9u$8VilDt-GvRLc`wIkQUiENHYnD(}YT9(F9I zQ!NS5*s4Zd{rCl}bOltm!4kZEPbc$h2m^*LQTPGVAu`Mh7K*AP$O0K$bS%9%uH3O7 zc-tg>iX`#CMrqfO{K}R$*JnBib8VRiPlINzO|FeQx2~ls*-q01v*Wzh<9aJZZw`3; zvH9Gae8a(+f2O;&YIiswL7VvB-Sx;ORoV3>0^X`PNGR_vz386pX0AXuyIrJH07bZq zSuxMK5v7pA5&mjawwda>G8yJ?^pyIb{^#(zm)P@N4WpYA*}XZTuhuNMLg*K`?M8v) zgfVmshSu>An{dxm^$tWJ(BPeo7M5EvJt*~in4QX7m zx=gY5+l0(X8PDOTFYo#WG4XIsl~0lVH0Iu;z=;AH4DHLg{c4gdrB9U&`r`KQZwUTscl^M*ss0EgS*@H?;m$a zRujaPS+ktE^gARCi_T59BiJwK`c!CGD*9uT!W`0Xp4ks#5t$hrl-yfU->;s>&qwpz zwbZJr=zb8Pt8|JMa4hN+v9QvRq6P=M8!s2^CZ-o_`$v0i9VH@DkAR_Y0i4G=B<-D% zY7qSzSCi-@EL|b+cqy>EQ5v6VBr@=jD;=;zI1~(uP~Kr3qD8Mbo+`#XTGy_<9mpU?kyjxH%=D}n(w$3Q5}U2)@A&vmNKXl z5j6yLMFF6u-bVrS^lGH844QQF7tu>Qg{V8PUxP9`lo*VXGv0o*ProI9nmmJ37Oc|_ms%wlOspa0Ozpi zA}#LB&#eyU#u;MU&%gJ0)ct{>fV838XUV-<>5Oims&cN=u15;O&O%X+bvU(q(Vj~O z$bC?QuC;3~_V3=At1X|XSmpScK?1bLKYJ->z;Qln@#U@fDe1jjzu{HSDo_V=n{b`=^7t2@D(SuEDmKxk9GhPF!Bplv z+#mP`?9!bl#VzjB?E=~QBCzK8hPZmYGT~l)*@AjA(*^I9*ZA$lrfZ9O#tx`WjiLKY z-;#es`STZx^zz!|8!UO6OI7P;v);v)O!2E{Uw{Oxx4Q@}EI82uWK0Hm<97c2B-H5Y z3;B!j`;m|L%5?*e*d7+=m)JC2Ukl&>%^jtO5W?V!I{4SbYi6UhcnDyDqr1HgQKK&3 ze)BoIRLlvlZ#4P{TXpkS&nT1Ao~V$x*27h?abF~t;h;%@8@p`xUjJBbH^=dZ0pIR$ z517^WjrtnI?SJK{E43AxY56|8UK6st^yY^$UzBFf!&1}0ZZzbRBO?c=kZNRc&v0=B zEVq1hI&5?BYQFc@ui2V?=MW0|hRBUqvllfk&oqCPd@sm_dL-HnR-kM1*{IzXX|O|< zhWrR~Pg$a!=h^q2&&C9^3AFSh7*y}3Ku3z%TiknfUPZ9CM%peuIWA=QYd!Swwp-(m zR8*#9k-dKK2Q9F^LEjTM+552>)dy^BjG`8&-fPhAJKOV@?rhzkx{#SX#}E!T+?VA_ zAYiKQRtTb@4qeD|sr>CQ73*vbDi5JwxADhB1}531*CKm!xkNzu5a&~kdYXBxOmDw$ z-9Ixq1w7aPTLJd2R`!$Y;N#9wS(#tFI$ws6uguY3}r*ZTa^ch?rBY_0>E4 z>ml2<(sj(2E@!LP&gPc&4UxI4qs1`*qqVt%J$@G5ZKm5YQPuU# zU`E2_- z%^3BMo_~K?VohhiBjV8S2-iW=)oC>M+h0T8yhxAt?#U}3KaQWyg3^DcW9b6hek5?zQD-1CY=K3sz-3vW$A|v^OJ3p#+$Bw!(nC8g8 zsA~}av%5Lz`;vV6)ILgVKtaO^{o#|dz=NmVjJgkEC1sx+h1aJWb{7rv-0AjqCZzRI z8rQXEJMK0&*^pC>_@hreU8@!3pE;;63FhD5^(f--sjFO0biY(&jz8a&U#&E)Dbt=e zH;|{tgyue5H~F8RpV6L(?SFY($kG%z+s+)_x1$p;*(5p)AFpbnbo=to<26FR6=>7` ztdL{kuZOtUb?+|3lS{45&$Ih%WqNupB*a9gHkd{$9L z6AfkZk+VuV5xjS;+cH$Aa-Hbe#K-z-HpgR%9(zG~W;0$F6~*oevar~=*FY-AmlLet zUD9oFC%J>IXvtIT%i3)UbKS@X4sjwu)+sf2T2^U$&8*6kqN;EV3-O=oFm6ni$1VTk z2=z=)NjBI^{d@OuR^UR?TmM(W_V#+J*ePfg)URxYUDR~2Es~{m)Qu7@vk%YQ2)@a8)2P%ss+E-ni>oAZ zOOFG*gZp+5V)YU6b3E|hr2MB;UY(2AwIvnEN=ivX@l4!(ip@QnT_2vDa#a`*KW}#| zQT(h&EkgViv}*QL9N6O4{9uXTA(CI&2IVgk{O-cep{b{sgrOxr^rD3hv$P7RmFh~lReRSqfx-GW1k)Zvy&}DwWX7tCaBF)%i+pSbqe}AKh)?S9? z64E^9?K~1lI7z)>3k>_(c#K^SC^}<5=YrOwGF{O6F5Ez#gSrus zqhIBCqFd=!Aiy#OJrW0BdNH?!gsN=ZmF3!Ocd6^V zA-8s3Y@E;DrdFofS&8w5ni^ZY>pbBk-`$F~&6AwiY%RiEUpZPpP(KBUZL{od03Wo< zW>YkHjH>&(S5cj1ocnlGN0uh{gedo%|2saT0SI=sVA4eplqd=bDQUz`i6@wG&rQHK zoE|dt0@2Y>%asmowUlC?eed)iqtMhSHS*s4P9+8IW(L$iF&%ivF)uef#*ih)eR+Jd za+=Yq_77GTIa~|u@#Myq)wnkaCH-@G4(h_lo0?_X8x z(fsx1EGn8+!L($mr<3MgeM%BqV%5IgmGiI}Js>jlfQ}0q`EG@LRK+Dkv7Z1Lj^Hl? zwmdYqR&PynZ^PI~E?ls|f2gFW zmHIyjhTd`J%sOR}%gX#bNuPUnCwn`giwZ3ZC2B#Z5u-#| zvhB5AySV-U9{tiTJu=(!l$)8KDwQL6q0hSfF-Hb}E{iNm)IO=`E5tPO5-W3344VWw z&>0sPP}9!Z$L#)2)ID)=sU!GDSAj_!L4#W>M|5Ojaun|}H|YHMmIDrSC z2_@yJDL=jmTH zy8P%ZAThmtR)V$|&#;W3f-+Qqffa1YZ;W!qgg)=T4lb(;s!%@RvnT3?&+R1$YFFFE8B*-O83slx8zCfuBhun4^n_( zVWstU8Oo_8Dc~{Dib*O41*_Z_NZZ%lWPYmOj@sQ@m&vC@meAvLtAB4(`tY@c+hsCn zN^TqzFnd`aBhnbe$TgB;U{UC%kx8Qsg8VoW7|1$)8MEzm5_yi=(eU3n@0FSKfxPh9 z;^iwID-S0&-l?k;094RvgE6VbauCTSr^gF>ZriN8fqM4U2|vTb$QTVA*@9ByO7`~` zED|M09DcBxi`uxnePZ_Zd0Mg6vC|`1w(sP$zZJemi||b{5n-zVt5TkK-rQWQo#i^O zs1TRbW~;3+-wa^w(=*B+`k=jzI~7PRrPU%XTwR$)>hz8HK;QYrV&l=emJoxGl^%at z?=Gm(Thb%qy_SB3-(*yl5W5RI3HXv}w-4CO%~_g_v5 zG}WQZ^P}eW#lvUbi0>+~B^Ga=f~->iiSTL<+IJ3$`F2x6%fB9(NUWI^F^Q zi5I;5+Vau)p()U0QLS{dS1v(J`zxGFK{THbar80M#mF$88TKL?VvH>6YuVdj zBKxCnlrOP9Uhj7;wd&+eKbHh^c;QOF-*LTtZz~LX3G{PWCzf1f9@-uH_o><&98q%v zHsD1d*$KBs8Sb~h`~`2X&)dnreH1Y9P-FQt3K~FPKwcF)mPz8i=MEJT@#n4y7l+Oo1-sySUMK?=7y$zj8)?jtsl8AKONhO%E#@MDU(d7T1y+|_-b~Jtf(dBd#=AUnPd0fb%r^s z1A#3A-F%ffbo{#QYs~+Ga+&c9j>xQ*J;vUr zBL|hmyQA63pg;f3qji&YLcg&4lIg@p5TS%mD@E|m-Sk;Mmz>P7GXD`|r^z7|>&}Oe zQz&8N7EO~#+;dvKZw;^bal627P%2wB`I!)iVVq3Y75bGY*rJvOLyaCt z`o_*X^*$nhMd5Xmk#B)hB^*kUveyxQ_*A;YG3u#>;3M$-7tqX`Q(T;)0$R}mfF9Xe zxzRx1UxX_^o4)t%nKKNVY%9z~9FBLXq{gmDkRhi~rckFfJ*Ga+N~mq4>F_ zZ5gyD6jiZJnRgO>g)G~CiWz>mC)4yNuoUFo7qwkNv~#JUUO!Ni`X-m+_qUCHEPUpS z*&c59j`f(%YzXrZ3kq$&k5=CqqUDMRdhjqC03i<E>dMSn9E7<@)#7j6(FaRS=q*bwZ)Q!E1zP_Cgpy#mF=Stw+q5BE7 zzvRvb4=hF1=>yFm?w;4;)9&$lvl7cp`FCeq+Z>tVl^fqnX72v21+O>eXb$W^~2m>m_+ewe2hn&i8rNc!SIIilu&;4G&@WTooyx5 zqS$2Aw!flaTNN?Hk8CbaP*lB}gxQ_h<{SN^Ae3>LrSy;ogag>|s?ifHX4#Cpcu zGINDq{;(euu_XY9;CL0(MJ|<$wcnGql%Y;Elw1#o67m#uem@QVngF)C#PWg5hLS6P zoA=Gg%cmYsmy^#V4z0|07Cum(*oZLlrh?r;Esg;!ZpdhH^95f;ZKq+jz%AwQat;W~ zj+W9rB~~me4sWuUO+WjRxxla%gv(pdx~9AWZUd8KH&!!+xOH1*3;$eVy|Az#Zlt<> zSQ;wI617w%F`ifLJ;$DcHgmo|fFpXYmjxZrVFSg3&ms0$RWHNTptB^YhM8K4FlX21 z{q42hu`;#j_fe0Rew|m*zQp*5!gR~2Xt_~jdqNsb=%~sk)a`^wG%f20`=Ha?vuI(T zep^y{*#Bt8?(-r5FX%iU6qNPAQyf`wfC+(-MeltCg90zkftmbl?Of=+N4J>&8Ul%v zJ$2JeTc!!XJX#Mi#dJ^)s@$8PJ*R>3^~x}kUWN&5KRv1gkte1=LvH5_4PlX1gj0TT zbGkj-rb11>ZWf@A`T7}|bJjn?uu)b$xZd%+nP_#yBUi z^dmFNjrGjDP62f1evK_(G5H}16Rf4q)M>Aep}fMmThXGmkey&P%_q0YU2@M|tyquX zr3J%7rJA8SjZ!lMhL202O~mXRBW$C@5!#u4J3b-e?FtNzjrV2sMru3yUA+i1M;@y$ zeVu|fiTqLi@mq7?R)kT7g|^6`wQ9P!Khy|)<(mCBAfoyjs62}5 z8mIRws7uP%B8In1P5Ti+GkM87U&vDlE zjXb;)Rd3Sl&}ToW7Y4;@;V4{u88(bw=Czfr&UE&|aHax}f(&se5b@-6f}WF!P?%x9 z%Wvl(SW#LITi_>PMAj_A(DGN4i*^Y`wBl#Njmv-%Ow8k)wLEwlVAD>nyh+j~8QC0r zo1jIE(18Oit~dHrly%-UhxU;?FpQqokklF$pia8-4y%M`4__N(<&wtRUVs{ZVv>V#~=Eh$V&NT85fgrX5A* zKX!BV`$Z5+RI0Jzv17l!w)989q4A6*eCxs5?)soa?fKY8zHG_v=P2KuYs@CUA)yW^ z9yO%J;Q%wx=0Mc(j7N73)rEMEH#Yv{tJ$`F!SAfMHTL#)Z1yaGT(k8vay;%aB6ft6 zA;+$KNxK!p3{RYBcB{y-;fh3GLsvK-J=mfeXqIpr?pqdd<=Hy2kJWj8k2l88I~laJ zyR>_M*gnjTR@Oiy{l^ENq6UT5A6}FGy*PRH z)OE;$aS33K-aem~nI=)CI2OEEu)f4mk|w5^(FAU4CQ zU-_cxj!2<+K<}T17=ZGB6v@f2+ zWT=A9iMT62UcTF{N0~A8L2@!tDb!5#d&ySN|pltr;aZbz@qn75!tM%ZvmTyfqD@Jb0J+z`(o2ihf{Wf8zwu2F z5K@+QKH;R#YP)s=sprWjEj07xwf(e*&3ussR9V}i*LDKs4UfGAUPQSJxfM&J=< zdFrch=A$P;#Ie}mZzHD-C_Zkb93H<1lqS=H%vgv>ppV*>^j_~rEeGw2{;cuY@3n5f zxK29$o0}&K3XVcQcGTP;YiI^dwvcC{f5PZ2;-2%guA4B1hpDeM6|hF zCtwyMT<$2%Tho`MkSPY-*MqIP5Xds*Rh-`fiGKreB9^H$)0yuo9(#&~O~S1DHst^F zU_DDBt2-R~k3u-SMGGCJQAv${iDeiXykTUUZN-7Xyr(|Pbz^!DVA*X|58E~={hHdx z+ZF3Vic-MIY7!|Bp;sYHrPr5QUuhkiqT&5;L9g85L0Vh(?=WtPDo##pywu~C5R{t6 zb{?_x*-7sH`I=A=w6?lUi%_A6+^!?vm4qRG?Tjy;13+Z)ZBSN;X%#r!&8J~_qXIB^ zHV;p5=((70Sk=>!qkDAa&6jKqE&)E;#jo`BW_2j$I?zH?sx}pv1VA}vHW6p8x-uNV zA$~q7#W3|52wikQn;ttlU%lM`{ecs3g_#A08~E|#MTGu-R%s*@15Xi5NRO|B?_QDY z*n#f~D9C{CvdHBztnA`asfL!xg{!v@Tk>PjFKFpB^678Mu>Yw$Ynwn^5_r_lfELFI znPzB`-K#0?O-@A!5DyukeR-ko#tSnCg#eIXCpJ`#!ziUGVE(7@oGX1d$c9{F&=7AElW@fTmpK>f$#T(&n(J&Gy;fL)$|WQbjTj z&7h*(2LJod=dpz18T*-B!lIpzm5XS+lu|gK5uw<)J#f;_XImeFfL@cbECOE@FxO`( zz6HX3xrGTXW}EoKdt2J zuM#5sae}seT>$wrx=IIfAM%8(@|ezwf=i(I8O| zVzUgu-Y)@-HHs~29H&!@5Rbp>+V6}GYfMOG>Xf%VdH5rwF8YB>qht?1wTI@v-g2zu z>bveFd9#aM)uVJTqM;=I<^FbXXIupB&7f;x;xp`15gjI-a0Bhv+TRGHH$h?g5{4yx zTDAD>JZjW9&>r1B)A79IfpI z7y+2)V_R0L0?%l*OHipTEsVnby9~_9TW`C#P7cYl=(a)YNmz2;2+x7L@wS;S$Xz9y zo%Bi&vrx9Kz_N*QIBCi8f4yt7<5b`N`PX6S&2?rw~RG!!`O zM!5v{Y2+LBE7qgTOV!qN_Eh7E$Zn4PNrJx{(1{Fair}wYi|+ntZ}#AKq~unH{4Yq_ zvk;k`f_s6C1@)K%7{<>7)_&qqbIG*K1%;3(swBpn^Y_1%4MtZj1@*GhBO_piKC)Zgq{FOQOjLQbNe`0GjteF{~w@58|U zQQ&%#8`*@fnu2q2YlCsZJ<#%i-77-g!FBsnnfX!RYa6d7XWB3`q2Eq5Tp?>^244eJ zwl$#H%g`G9s^ziMi=oxoZh>8$B9pcGL5@ie*)ucqM*wYoqaylw_z?TmuBd4JEDf%S zZ)Por&wZ(e?`BeI&MsY9?Z`K(Ipckm;kYMExZ2p%A6q~wL80oX;#7EC z(xdpU*W&jEs!(F)ID=T19t&a5wb_-^H!$z^cI}F|)azi<>zLFrB6zg`R7|~S`{eKM zup)G>Nbxf@&D=Yze*m!tQV12MR}8|=Xh-{xvX`Y>(@sM<@$QFFTAo0 zK%)g?a$~GmD;4(s#M6`%%l0~PSK%1(_Np59B2=OqKp{qqm0^2(y*K0}*Q6-)v1bRx z#Ux_+RpGm{@PEVgXW=_Mezk__&iPL+YmP;-pe1A8C!79?u($LZ*R%!oi!b+<{GpYz zt@xEBD^ugJ_7@5!S8wyLvW{mNy-sp1h#uKx6P<{4jD5jUcV#hTZ_QG~GhL*c~SW3-)t&|*8C7!ljAs)^G?F5IV z=ONJ9CCy{JkRmbf$DwJ`^$|l)68p_^#71_rg+4t-Ee1E?_ zzx)38zW==a$=|8>-~B^*Q-*afOkcjB?w_sUD!TLEV|8Syjc=I-tACV)dM;O zUo+qM?PY7S_ynEX^aYlGh>qravtK*yBTbecLmPqPP5ERI!K@gRJi$+ex9IC^w-G=S zcj-dkv+0?lCc0vA;P&eZNbPS9_Gv2@9u}Q~u~^r(XEPci2d6 zU_%i9)dYEGwdj;;Ij|J-obXhr?cS(%b1D|;l0rz0;puU(h_MQqcjxS+ zbu8<>4z~uN+v_7v_+RPnN$*VlexXn4O*Of!Nb#e)UIVN0FK92SSg7Z0 zb>42s3;dC@co%wG+$GiwgRe}a@(oQ7%y7R?VTyPw)To6u>ZD(vM~m$~o?WTBNoxf? zd-ncH0j3EYRpQ&NJd*jRB?9i8VV0R=e-V&rXwh7$Q3zeTP3=`b<7dYpN5PH!`Wik0 zt0ms>6J7xG5Kaevn!&GPEI+r4?u=UFHhw8o7g?@dT?Cy>2_U7{N)xDvGshpv#>S@oZh51sTDk5- z7P=s%mHd8%c5&kPsN6~8`4^1@=ffr0YGXs)vgnOMpE!(9EjT!ry-HsX6fFFt8baCg zo??*rm}xjK(;%!6qQG>P9UDu-Z~fLOFSZ1P6Alb~WI%>|^f_EKDubhob-trr)%*Et8PeISQJTy z3~z`5myE8y&x}ThUzC<)k&8qxB<8huS9Wh)m_h-)2ISY+GWp$wusr1;f&DF|&Md5jq&whEd5* zCAo?_mrJ<<4;7zys--hU8i!*hm6357&R1iL88**p@O7yvvmSaRe)Px0?@W^=|MR5k z_$wJd1HJnR2^Ut=|2QiuXy(l3msb@Bp%|!JPn^B5r^v(!7Pp=sAN2wkm^X_%dZm6e zE`b2U#nf89zxTR$ouw_De8;d2f$ROZjvsTii$8S#n1Y@wDoLuh+SM*I zKfge2U)Jq_-fQ!v6Qzg_NL&&z0U$}zzm$im?l*k;GjMZ%q2C!Qr?Bqy2GjOGlAozv zmq+K93g%W`5!@ksvIp!L1SS=4c<~j>&MO#_zw@bvP?zN^l}Jdt1&YZL3_*4lz*+ zmHnQ9Y&VA>ts7npslB;Dq&(u^vI$>Zh6*Exx_DhAMcsTDe|PcL4jcnYaSx5(yN83G zEYsDcYSN#?^YBQq!3~Ogv8W*^43Lboo@!cIzoY2fCm&|~pZ3ZseS@_!av1-rwBRmhW>nzln2^gx0lDIdFV|{~sa71H7HjqE&Mz zyx_*rC46_7GywZLN6w`H^Bslo_>R^ez?}D)WUM!Pm;GD_oj(@Vt5+2ks2RG)3i!yd>MJ&MNBG;8 zvcF5t)yS@CwDZa%I8D2FCxhR@Rl-7d?|$vP1OC?BeO9%q6*E0UNn|?)M)~P%gzCT}7Aqujw; zF!>AWPV)^&Ny8RFb9RXCBvL$_-#yr$I39Pa%dSo!o)X==>NAEN*rl@HHyz>U zAvDMl?+GODsBj4T?r(5~+%>U~lJ10j$ZEhnKhNEa2ggUtYr-pUF`h+%F=1`BlFtlZ z7C25HzMIH}U5$0*ofzI_)S-!1!BwgPRIHg-qh07X%QL+8x6y1G8Uxo)DRX54!|6gm zR){U8)9k7tn7ALGH4ewq&XuL<5$r%*?WV>zueR;V=~oQ8r@qj_@~0jXIf)W#;k|md zQ?%}9klGn~#U}M~)(+Um7g~!}g@3chhL!Yj^9}i*SEq>?pQI?7hh{*-0i3 zNFu&sD#9s9I^vojx7Q9*`kh@)@@?G6_K(WzsD!kS>sv&bd;}r&%qyfs%y%$9>gTTi z_I`_9G~Mpiq?)M;fFoPCAR|R-@D|gb&OS5T^zTcaSr2zdojR}!l)g{r`|}fC55J!s zhu#+7TNdJywCSl?OjyXV(i+Eu2g|*4LF$bc_g-*M)bAMbU>L;==ue`6T$g#t%~Du5 zZ2e2-pO^&FD;I}Tov`d-9AP@Sm_B;ucr>cdq9s=#G(+#a3c2nZW`-m!rL+iLm3Ur< zq-SYzk?ot_84Y95@4FnVHDw-qi-25byV!J_`I)9FpVfrehKZ&6!Df$SK9K|w0OjhN zqfVwmMg0LzZCykbIWP25zoF+qRhEl$qxbfl7%=o`Q*isS0O)B+afg`jPb&#a%_erc zH&gY;had=xjF;@L_wkwCk#w70xVa4hiozBT7Wkx-?!VE`3xuQrQR3cAv`+q-r4aL<@6^ww~tSY^o!re{zPfeVLnI&6cB&!`5@Wn zk*A;e!_+o7jyy@(ZoFnFNn5!6^Ci!l0^^aBQ}Aa>KzRbP;d)(!<`3#S;Z1YrQ9uu& z5@+S~MKg&o=nFc0)YD1zYt0`rLMOfQ(gzAur_03}7S{uTK3x>*09ott}LH9k6q!&I^8c%hMaHBhV<_iFu^)Z=4j z{6ZFldoKzJ#Pj-0y$}%EV%o#08&@R_3=f4fx1Cg{{_vUAG_L!9e-v-u-c;mRbdd39 zsRzylE@?s!);|iV3gdY}a$_e|pBY4K*}Vx&RdMY~D^EuWov8cmpI7}f7*bLK*o597 zY~i;ET8}T0;=p|2p{a6Rwvtm7_COl5;_Az+RjcpHPm^+s7ks-?@|#cta{kC&;*Hmu z#H#?dF^Qdgz2`qz?^9o!#<~=2QIR}g%Bv3M(1lA0R=-?zkQVv%_U|@*ls^(w!tV0) zaEG{jpJ+0 zN{m(ewywi&L?rFUdjs`C^SY^cgbxN0VyTf(%CFCUII>pjaD zyLRYxGU^qPgzpE9k#-VJ`|yqqksh1MtK7qZA$XSz-1&@1<}k;(OpwdlW$)`!A;Ktq z@DIe@B@KA#!o!Qwgi1KGWS+Iy_wp(01K{E-os0+<;;Fek|E#8Y+nR6ArBGo3q*a<} zdi~_jbze`QLK@BYT?FPj!^=+ZSaerbH3xi$z66IM>TsLI%`SN|zv`|*+FI*K!GY)Q4q$rAr;bUeZhiRvFWKEhubW9!3_c7v zE%>flk_NmeumqK(>BdZUV8qaX5xdXlMnr1W-lyMD=)J|x(j=B9;sbC~}O;5$N1Mj&dT=$$ny`>w5viShPnPZVsomG`c@ z$H4nsEBi4{*vwlbvKlgU&b;oF4)_uOA()QaWBLLQrfr~PlBfN{?KobGS3UQ7(^7{4 z;b)ol$o_QD!c|`aIQL@@NKeEs3DobZNY!yoz5x}OkZ@>@O?M5sXeNR{iTKnlNQyzD zognCBx@Qt!oi;{^j|zy5my6~|a4-UJ`SDbuljHb5C!~V@wpOg@*KM_&x`p+&pc|l~ zS{UX5ouipRV;WV;LicN;s#m$Jor0y;w3{ib>Ex;0Bdp}q>rE6ps=$H_tRKzp9!<^} zb%tMEE5F}KKFj+U6dRyuo-J2H z#v8Vl%_b!De>TjfX1)XXhYjnHu;t>;7-KKUr&MY>+$WIiW@u9_nX;IvIi01ctUiblA z)}MyDcE?A_-?e@aB#2K~Z<-g2A3xyO;-(w0CdckI%dyc+3jBAq47G!nw%^8Um&v~S z9543!1o#pVQ2Kc2YQ^-YY?9l>JJr;`soK3|R439zRlV?mvN^XxA~B0>8bY8Qg!Ds) z6|GRll5;zAe3Y=RX-I2|fzo1`c?VwRa zWkHl3N8x+P`9r36IWLdd`t*-Dx?||Ct-xVZ+}RoU=J=3ne@bz8X_zmB@`T)1#1Nry zfyh577>A9$>Y4RVh9#ZUMNjjpUBIw=o}Di}=uM22IYmDK$Hj;SIZznjQmjtV%l`vV zFlI(&ZwwSc`Wf;VsWmqT1v*MPhf)@*Yk7K^5nTJ_V) zl$Zi(umjq@hVudNc^s<)Jp+}1xaUDjJ|D??*$oytt|4{7nYsdO2jcI)T??*$1~A+y z245rIj6dnGTjA)LCwa1b!i(sAV(y=aI~i5dgM1`kOFD)q2O4a|C|8KdiW6xYIVc&41K?v+P1i?!>rd|ZNu zHrK>Ptv~rP=$v|t7-ufP6I7jJ&fqW0#Jv|GE@sp2%@V)VAlLuy9Y8PWVeJ~tg6Lt& z>gr!z1_anjfMB%@>gl7bdnp&8#d40oI=lno8}0ts*rG0S=HN??Mn)J?*U=+*iL71O z(2GO#D`WcFyOMcC-~TIY3i4R89E-PNm}k7B?VOB6V$nPKy(E$AZ5~?-lmn9{a8lfc zW;A`J0Kzh=%Qr+%Ot-=2n5ZzjR~u#~jPa@k`-RXm^5W&7n|$2k)XeMCL04OY$gn*+ zqKf)nv$Vw#w9-9y$g{)$RvQJ=MIG1nU>C6*U4b6wU*zdD7VW-adZLJ3Bvz2pmn!Ng zJqw#9&?l%9dhwsc>{dSvhVZ(wv?OJ~Q;v_N6plfrL|^@8*393?N=u3=Hgz8)%bcTc zd!6V{-}eFFMajI=@=gEU(2wq=`dYgi9k#0}{!VTCL{WMZb!*?QmT}JHq~1sXCmWCL z1Y{F`R`iiTw~BsVSlZcZVmG|PJg$iEkAwk z@?;6YHtvW&+nY0U`ThZ|q%ShwgCL6h=UE)Hvwz{F$&4}&Wq8E3`S+x!%;9ZnM|~Xh zGlK@-W;Cp=@0%+q_O|O2Z_p$R{qx4)*E#A_YEL1qyp&No=q}-cW48j!1A1&!*h$>Q zJiXH9>@ftd+M8;EJnJ6WmVvP-D1m1vZ3m-v*NQuIc8DR>W8IEJ;@scj%HjuckJNH_ z&zpbLx*ivs`f-B%L1DYnvit(PCw>hzSRVXYLzm~>x11UQ;rPZ2v^p=VXy!a#QI>>F^c?Gpzt8qUW=Y!7 zVOuOGRv+)ZgL&5wytlV_N|x4HgxbK~uLsX&SWO2-t{BP^Z_`dP*nOa{9I5aG>-qfe z{i#UtvVR>Hl$W!L4Mcjbm9{`u!_fdhW3P_hcJucI<^~#(@-5emEZOz?bnH_g+17>GL5`m^nnk@ ztV|Br=c)Bt)HGrwL;Fr*6Rf(^LyH&h7Z_Alc+(RK=B$Ka7qT;l!IrY3Y^$2}k5cP$ z?EvksoCk_URjvY8MTeiejIUn!ix4qcj@~WqQ56`e!!XshMSpzPxZw*YKvkfwVPpSjYt?YuHHIi^95ncB&`7*8cnq+FYF8$2@8}B#sankMmFB z4Aq#k=5`adfrZRT-M8k~|HfIIPr^8y>F!6PPuAa^}E zJajDA;Vj`A)~cKPS(l2~kypTXmV^AXB#o}V-Q6qn*n%UbaHMp9djOMe?Z>Dcn@zIL!6P~vt~ZA->+|%p=uP-S8S## z3`eD@VeA=+p9#|Du2LH!BEz`eYe_QqtDLiWjBds*NDY_U*_HM_XS(q1`JKfPf&D4h z(VtX#O+On+?3w>tY$!lk+;fNOkMZLJYdxw7|5Oq2oLNvzlX40fUeVk)B)$DOUXa{yZ|rdO^Ld;JhFLAa5Sy>~1)XtpdVVFa>etr=@E`MtGcQxK zmh^aR^_ebwdV{?eazqtLBdbF6e*mqFnHUsloyJ0p;g{s6jUdz^c%axXwF3Ora53g%VZk0hBs0$zBX!5CNCP8Kc_0oEwh2b>}jq=5uDirPV_pK5*$V zw(N?SXT@ucmoY-4aDW%o$xw`u@}Wl^bzM83VdCb)!~0pfnlW?_qeB~Cmpt&YCGBVC zFli_|{>YMr|Hh<(z(d~zHYHs#X4KyYE3NqKpx0Pdvz=X=yJuMf6&L~Lv=6$Jf4)=z zM4JceG_X!FhrmfixkK^r@C+%9%u7LX2V&x0WvLR)oc__Z<*46X7GI%NPF%TCef7Ek zgm8F1qt6J<*+{lr`&hLqRm>>;Yp2%t^WVZvE5)`fwr@>oVBY!x^gyO!syqD!!RxuT z7EP%X!QotW6`g@IKv);;^wzSU8P@J9F(Ek5u(zop?lhxp=2%7CCtDp4JB8xhjurzq zvl4kHVE<;bWdOjh?VDB};@sC2Aku>$f(*PTNLVBPmQBWuVJp)C%&hGOJ61x|m!xup zJd%uO0bls2yRp+rnT1fWZL`y9^fMucvLFvb+@8fM!4Uyi{#7M|L&_){YA^!Kdn5=ha2rY`yD>5&9PfH zXWbk6A5RTpA`zK0S3f*HwqEigKo>-smUV_zx&{UmPE^xLtZU%DIdzD>5$mdve0Cb0 zI}T@Dmd$-j`P6u`tQNyjmTdOb!J47`vp;^c@9}{k&lMhON4wd6h!`e`eW43Op6&4 z-ocgC8gkOh+FtjryGmk*i>!w}TF+;!Ls;u@+!L+Il|mdj-#K;aJVB?A^~X*0WBs+3 zHwiA0|Gm*C(+?&=1R1QyXZ{cj%2mv>Bjp3y-}3_F18LbROq$3%AouDcHsz%dc3}`E zwzb@rM4@vH5A)T+-aF5AHh>Ngw_1O`>Sn4?d7jUHJScxJeb1Gz{p9yu{MZ5_!vyPB zdNm>K;NwFh>Pb%y&VO-tXVm5)pOwSZ)Vk?rVKhpSZV(#nSp@$m3Njsybt*h z71~m-rYe^BHwiBX=Jn7@b;nX}AzXfbd8@Nurq{ky-nH!i$RIII^;8#82mz@rbk3bk z;!*nYW&GBr6=)+S1nr8v_eUo5z*#|jz_)e%C{5$s$IcA}8xOvKb129CtK0z9Uxip* z_vZKAynH0`Jbo8Jx`J)bdj&2U$c^PuayEW1!FvHScFrl4_ZHrrnnUkH;frYG$n|e4 zZBE~oFx$SPRvT=1pWdStDx~LpRO%5g5#OV z%@?WAM8j^hTaiaAv98Imiu4~Y3)kC>t9(;>Z;FFov~#?hOqS~34GNSt$HI(&HU5O_w z`r`YC%sRl=CO*75VPU*dzkJ=kp$s$Mf34sk44`tIz*Dg(M$#>77abU? zv!hBs^)VFO2P(S^q4p-WX!nqSI45E`lap~^U%6`(+31K`dlx!SELGP})@Tfg!zDcJ zcbSfbFA%2V9^seS_*yj6?vZBN6uLxgTnky6u-pDKWg4Fk^3S1(!p#v)v^t^ZHQmU^ zf1k+QDadwa`qK6d-0>6M)d?;!pXTcgtNMURo;pRA1h#?^1S@lX`h(;!Y=LbOs5%@~ ztq|*Kfjk>m6_^Oy2R51Hu1YL`q%O@1p>uqW4l1zoEnN7`9Ai11-MXkWTCgHJdM6*< z$PFx1ZJ+T&WdZBz1ISaBvgHE3f zF*BZXmbwJtETDi{cDC&bPm>dDj$iUfr#3w#X46(8{0+;>(fyZ4v|dKaL&ehdv{edJ z#617r-o7`>bsYVRSCT5SjjxR6?!6j&^?>4;lWL}=%>-cV_FlRHR%JvtVp zZ@ZQud_DC)sLA17=0=!(2=)PI38>S5cq`X&qy(cAzvddI3AEVh8ASGf7H%2brBi(mr@t?N+?^4vh zfIS>AQRn3LeSo`gOLy~Q?grro-c!9HeF z9tRpDQ?d7N8EgI)CJYL)cSP4iAcWA|qoG!6YkS0$C6Ro`F2jhjw2@ZO@v%F*LDvCk zslQgr)0qssi=G^ts4)oX=OYnqG;6Guq#H2Czv|E^qOb*SP&~9LV{&*ueF&c6+?DZ3 zF1@;*RDP8Xz|?jJ&Og&tJZUsF@qA8XQZl6X_O@Sagk9kKyEfZ1<9Nn~=*AzfL3^~n zQ(rnuH()o__OtVL-k{KVN?}OZ=xmPVNSF__gL$a!=->t6M<*#UZkm|j^;fJn&qTG# zE-3P7+azX!O%UB;SkG0p1T!KGL9eNN;$`{1hZyDB#3KAmuFk`{(6f_RJdo#Kuv@H)cu7mH7!^=Blh=D40&4D3Sy^==GDN|~Q;Fdv+!6jCn+vu#-mbc_duLIHB-XzR z>q&OI7qfiUP_Xg8uCemZJj)K@!^TrPM;4iJ*|YmEtKz0#AGO7>k&kp3dMyEz;GFpo ziQYkDg2xL@B4?cE2(_@Z>Gw~3>f&0ziNQkNM%>Je>}T%?Q1$aGbsEJVt2Vop@)cg+ zxN?3@D_fVV7)I_LN!1_M-nbLLd*3>8^1p{bg6A|Jn2Pjq-Y;34klFFsAF05*&ndn& zBx-7^$ui&h1$rj?b^pGvidfnr;p>X@owgw^!dfBdFiO;PWVcS~NDT<7l=B_2U2-_W zLryJS^3*FTGzD`AUHxw&X%G4AN{xn(_|f1}p-#wkdH`P@T+7o1@l}z?cNib>sh(>@sqh2QoKvni>VWoHBIUFS?%IDbx`E=Lh}O# z8G}MXhcEgj9`%jwDzw2VdiP0Yp!+S#b|VnJ>9i)WXP{tkZ7aV`^DYU--fzgMqmoo3 zD*A7Yuvw;e#?ra%K5=cSR-`PhKWtlSW}o`FnBt>f+S4a;K5}?2=Z_kPlUaM>yytVd z*Pehgtkle#okWFj;eyOFcLAVP{5OuOAHbGOwOSaXTUQ`Qom|46RC-UQ`WM(cu`cF` zm8xEQ71S+`so|!XNeg5Gx6~Vx13wG=ulkUFK%u8UATauF{KfL25*Oe8{zTu0+D;>P z*frWCf;DnP_R4jLW5zRGs*70fD;8-`vv1|Gd?iL5#L=hLcTIq~#@#a3h4xZN*1az) z(Yp9%^Q=cp=n8YQnO91jMUGbe6&4SMN#lh0X1Ugl)$I zACK47j_8$>+gz@tA*+@60{Ig@ZnaOplnrQy#Tec$i9uF>z<#MZk4$gTZGLi#&Ub#A zOsUr$`kw!hEQV*l0ln{t6n@++g*N_l{FT(PD4P+-qwA1#1esi;XXYBkS+RAoU=3n? zby3y4&vg|0W@yB&dWTO<%_qyQO5vrHUtPLk)aI}BU+aVTz5C5f{imD=X`xYBgr`nU zzo%c=Xpffx2^{yKL&jqZYAInR%ioK$dc0BmW!a(Ty0tLKT1PhfYkYLlYY@Gg>5aKB zzGTT~iq`n$$U8^G-SF^)j9?_rKZXf(k|#V zIy*vwUe3xsDEn<-Z;YcGnAqz<3%3mnbRvdhpm~Z*SG1e*ri5Hd95ZpIr6x4E$Eia) z&rW~M7$QD+-8*X~#)vxmGTloGQUF|JQFyH9}gIjjocM$HHgX2O~wL>HACCIP!V0yP#KE(q7t>L9=yOGVKL$y_IQ@mm1 zJ=ENEPDokz{qrGJ@wl&OL%FPf@VoJm$Ystaby~XRa?D*|8r`R9-h}7?jMEFp)OE~6 ziuh9V37wJAJl+;*-MUN8okG+ojc|>RywzYK8G`FvY(SXiT*KNbyFwBg^Sdybg@s(5 z(JN1gU1uE3;t!ZFXh1Ur}FQ|2KT-4$Hxs8E29E5x&GR$-Uv)l0jzEu$@kOHQtT zI%&FlaNHeRR`p<>Sl61dQrDm$w6eK8qu?a!!;==O1U{?S*GX4B)(eND;P8r!LZ4oW z`Xk8~3NuPdL9t@yVYHEcLB4LX)rz!%p>_QttS&Jyt<5IH@y4fx1>gym3 zY~B>hFvCG~1p4Z>Ons2~j$t*Up~s)R2Kg6!R!cbphQ+TQxF}w$b&soE3vz63^-MY) z$t-R}asv6>B?>)N#!}jv6)_&WNuyjHTfa&nuW5%7ecjw%Dcx$?2jRP$D-NL75@gkB zg-@RDgQJiQc$Lu%OmmT-rx^u)PRqe z-P5S3gJ2jI6=kQqj~Wf`i$lfvEzzuTnkAO~&Rm-~_Z+Y`As-0f(^ zm6~o#&vv6jC_{%$x4;@O6ekyvK|Bf-@WTJR-KP{6xsTu|dd{*6-`9=YY~qO}ASESU8n3O^oH~J$xCDQkwxlGX5ObKf1@;M+ zd{}8WmP+;KjSFkm6(d%x1kEBexw?(Nonx;z3EqELZfjaTZrNW`3GV7$x}$I+T%j!3 zGeQD>oz0gLIDDz;w;Ri`Y_d=RaZ=%2I^$YO*c?IcytLjjW-$|d zj4A-r* z*QVlfG9<$-m$<KqI##4)84yiFCl|71c1jd@#$?t7qaj{rOAVaH1Y%fNNk)GwSBq+QGroABaMw6ZDDN zf>;kxd!1r(uWhxc3;u{I5l+Qid~*8fMgg%BH38BdWafL>q9OXkiq9+}W}>VuQS?gN zO4TA~v0mwA+xw_f3?Phtm7_YhwK&$e-tdfv;QSWVz_rN5LR}++Or{Wjvfs6qudH<- zCIYLGThf!_=T~(eC6TidVQ%&qf~?SL?|SnSZ$4QBaho&oaH*2Upfd-T^iNQ-x0f+Z zv6g#P^GtvE-tesd(YOeEs-{GS*%sc)L*N&?G@5EaY7ytzw}`Wy?O10t91GX zhA_jzYe!I+PTzIK1(ei3TREDvd~O1uV?D&}m2d?rtbs(qmHX~Cq8IVcZ@!keLReM7 zLP)CUY?;}(3+IW=5c&b1Y57H7oA{XLq_1F?D{nhGJ~Z;Hb7f;du>#Ah&a`$%;p%({Hon>gNl^W7`YMt=m`AZ<@J^!htG3D| zZWy@w_H}YRg^GvvrxaX-9vd2J>)FhnA}~WQ4gF(y_eS{MH|w#Eu3RV3x`$=6Tzit~|N(#gfmsOXpQx{%5Tz!=`e) zKgZMbVO2b^>JLiE(N>n!EO9#fyIR=%E=ucfxtYF$V+F(ESB+B!y4J2se^0T!CCXn%7LVbscd$O+&QmRsCHh`|~Wq#;uogKX`e} z?7cK?L+t4=`z<|5Pzt31#OIIIfbpuneEgrCddQ3^@d86r4Zn@GX}x#ZJI~!~&&cr3 zHzzxt*P$`H=!`;w*UU1-mCX2e4oCIu~z=3 zf;`YtqGH9E>o1!jZv<|Jx`)(a6Q6et&u5bfmgK>M8!FcBndmY&@d-zNzDBl1t@|lu zjO=$1awno{dNH{`rIdl6(QL1Zc(m{5x;f!;W!G0FT*6#U`b$oGI-%)wf7XALvyFGV zO#5%;ey~ZvCW?*aXO;hrv1?ASXJ4lXpdI)vDpm0+Gn}Rpw3bNS-}{JTF{Wa zcVekk<#>kmPA^~o&Eo<(9m7(d{shiucWP4;u1>n&Pe&j?X6*+H%mwg6O%s6{!5VOc zi9|n7nwp(LpTm|aR_>0k2t5OOrFXA|v&Y9&Mb-j%ewV17_#Q@Cwi2Ujy*ywv5(&>X zM+p0okaoB)3sYTId=J|=`Q`-lFE9KrWEfh!k;W7`*QIIYRyxfJZ80u_@qV2CM%zq> ztBZQX{+b+nip0Ya{>LU#^8Hx?9Yz@xz3 z>BkvHQAm(0%+X0WdW+uP-&&mA{N5f)R}U&SZqa@aA@0jN2|A`6jk|Bmh2F9XqgGwX zg~wuH)&KqlFfCu>d}*p}h@m2!Zf@;#cBT9j&dvLAy}+%B|I6A8&ip83CT7mdU3vbY zB1uo)#~-g*ge6~$*F@jOeAptO;T!6jU0Adt9Us`yBk^!HT4})#dl(k}@E|-i_{;^p z$hEn%g)BZ0A;T?Nu-_cs8tSd?xc5{v>1u`*5-;Ao{YU(0Es~&+7FK^~W~zr>1o3(> zidkaVICPA!t1M$d29p`_* zi2C6-+-s4*Wo4VXJfL-c;o98VfoIK|liB5YHQpogq>+q>EIuemtBGg>}++w(gU&h;l8-T z6#klpU-o_4x`HdZ;fAH@nzX^AAl&OOw=)9fH*+bkxcwuN49^-5O!6CoBXM{sP>s)E z*;wZ0#yXq_fL&9*puhazxNBZr+`XlKeUNxHg1zC(AT$VelL>F2Fc&@E{BjZOGI?fW%c3~w!vR~99%3V5N@7c3&u5z zVzUl3G>}%^pfrpw1Dxub_z{xR#SXC6Fhmc=A%TIJqN|@yTEGch71Y%4SFGfI`HX{S zQ}L?EQ+r4S>FI_J?=>>t>AiN|{W}OiQddYDdhF&w#bubN1684f0)3YeuM1O#>=py- z#aG~v`yQS-A0FC4W#E7FHk=?{(Rp}tzQ@Z*_~P+~H{=raD8}BJA6+mzghN|8Y@zIU zP;~8h;lI~|4eJ&%q*V2)kaL#M*Z06$E``w7n|Gy_Ko(8<7}4kRtc{&l-qjjfcVf95Y`8W`#^7H|4Am`@ylB8KhkL zl|bHO=HaaPvBD(Vh3O7`@hM0ddykkQEMV~xo{+zITm#|YyCra-&x9_hqe=UER&u!* zBFt~!e2Yed$}(oP^m^U;Mc+}l`xc;K{jrHmTJ3@4iR8&XS!&k%VnaYvs>E@BRmfd4 zk4jmNq!$-!>gbv(qUVCVsE)0v3;1MLNRP#TgdayBZXn@P%=PcdJITifW(YcixXU*z zGKdytMS)>k>`DuM?VsUSMx(J0Ue!LBJ}@`ctWHk2>t=PgNUTYz2cGZC*S4+**I8!! zCwQauz~o{TqF$S<>3sUSSF}nT9GTa|b`Xqi3 zBI=hQU%MQ!r)Fw@R;|Pp0u$Z_W&%7o^mtq(e97Grk#OU*@#i2x!bo{eK%C24IICMN zMAYD=K+<}y!HlvYJW>hrkYoYa9;!hu0@E)HiQFyZQIyP9!HckS6oZgp7`(VP;QU60 ztDUOlWw_TVTY|_1IgQlTN2W5>Y`(QX{O4A1{7XB zI;^4hT$P-?{<%-r2tTSz-GU&75Pq?EDoOFD)cSY4XTDS*F+^?pPoR?LzRK#>f|np> zK0taWhB}c#lx}}*9e(ro-df0Zhdz>+FiQ*(PfYpnuZ!hVc^}vG>3JYWti6~Wmv+I~ zK?FCumivU|)#6SyM989tW2nuWk)-WU0h3I--s3qxTWB6XZOGIgc>WkTp%bStgvpjR z2feW?F9gQnea65vWc1Z~KCAw_|4QS#kqubc=4m)3d+auhRv5Er*#li$Pmn;U&p04C z6+JU+&mj6#AJX&oMj*BA%Q8bBa>Yb%elDogNaS4py`9d2#6m#5MOba`X-p)i@ly3TjR6aVw9-U zDqokp1Cf?JN01*OBq;~6;@w~`e&Yg;ulF|NHG=Q@n8fQ2w@0oSMb;)4*>3T4>F z6G`-Yhu**ioYeE;y_R-->GA9-WD8jjry)na*TED7_%?}5IRAh1qlAThKK$ok*9EAVDl3Zd0#-uW@eV2Wxpa0H%$T)!_ za8ag#2{gWU6NIoiNc$3d>%k*Z8eWLIMfs955|Y4B92g1sK@)O$6dDi@^b+)rWe`Ag zruG&}f(RLJFHclkgJhdPu#XZ%>%Yx^Q2gx%I?)`u6k>Oa|CyVLy0{ETIhw7X7KD~H zCr}#HvU4ckiXL=RmU`M!Ne{XhZm#goK%tQxFtY#tnlHF1QNIe{1>rYsz3c(y3dyQ& zUvAP=6@3B;Pxm^NPNGgdhkSM9KBkaRA>St;F%G^~ky-BW_5c6)|JB{tXgNM Date: Tue, 27 May 2025 23:40:14 +0800 Subject: [PATCH 2/2] add_notes --- example/QAOAs_advantages/QAOAs_advantages.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/example/QAOAs_advantages/QAOAs_advantages.ipynb b/example/QAOAs_advantages/QAOAs_advantages.ipynb index 024b610b3..deaf18982 100644 --- a/example/QAOAs_advantages/QAOAs_advantages.ipynb +++ b/example/QAOAs_advantages/QAOAs_advantages.ipynb @@ -356,7 +356,7 @@ }, { "cell_type": "markdown", - "id": "dfe6966e-1980-4d9a-b39d-c2cfe614875a", + "id": "dfe6966e-198b-4d9a-b39d-c2cfe614875a", "metadata": {}, "source": [ "这个函数是用来计算问题哈密顿量" -- Gitee