Deep_Reinforcement_Learning_Part_9_.ipynb

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      "name": "Soft_Actor_Critic.ipynb",
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      "source": [
        "This is the Part-9 of the Deep Reinforcement Learning Notebook series. In this Notebook I have introduced Soft Actor-Critic (SAC).\n",
        "\n",
        "The Notebook series is about Deep RL algorithms so it excludes all other techniques that can be used to learn functions in reinforcement learning and also the Notebook Series is not exhaustive i.e. it contains the most widely used Deep RL algorithms only."
      ]
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      "source": [
        "**Images used in this notebook are taken from original SAC paper(Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor\" by Haarnoja et al, 2018)**"
      ]
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        "##What is  Soft Actor-Critic (SAC)\n",
        "\n",
        "Soft Actor-Critic (SAC) was introduced in \"Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor\" by Haarnoja et al, 2018.\n",
        "\n",
        "Soft Actor-Critic (SAC) is policy maximum entropy actor-critic algorithm which provides for both sample- efficient learning and stability.This algorithm extends readily to very complex, high-dimensional tasks.\n",
        "\n",
        "Soft Actor Critic (SAC) is an algorithm that optimizes a stochastic policy in an off-policy way, forming a bridge between stochastic policy optimization and DDPG-style approaches. It isn’t a direct successor to TD3 (having been published roughly concurrently), but it incorporates the clipped double-Q trick, and due to the inherent stochasticity of the policy in SAC, it also winds up benefiting from something like target policy smoothing.\n",
        "\n",
        "A central feature of SAC is entropy regularization. The policy is trained to maximize a trade-off between expected return and entropy, a measure of randomness in the policy. This has a close connection to the exploration-exploitation trade-off: increasing entropy results in more exploration, which can accelerate learning later on. It can also prevent the policy from prematurely converging to a bad local optimum.\n",
        "Soft actor-critic algorithm incorporates three key in- gredients: an actor-critic architecture with separate policy and value function networks, an off-policy formulation that enables reuse of previously collected data for efficiency, and entropy maximization to enable stability and exploration."
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        "##Maximum Entropy Reinforcement Learning\n",
        "Standard RL maximizes the expected sum of rewards 􏰏$\\sum_tE_{(s_t,a_t)∼ρ_π} [r(s_t,a_t)]$. In SAC a more general maximum entropy objective(Equation-9.1) is used which favors stochastic policies by augmenting the objective with the expected entropy of the policy over $ρ_π(s_t)$.\n",
        "\n",
        "![Screenshot 2020-08-21 at 12.41.02 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)\n",
        "\n",
        "Equation-9.1\n",
        "\n",
        "The temperature parameter α determines the relative importance of the entropy term against the reward, and thus controls the stochasticity of the optimal policy. In the paper α is omitted as it can always be subsumed into the reward by scaling it $α^{-1}$."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tcoY7y8fRxi3",
        "colab_type": "text"
      },
      "source": [
        "##Soft Q-value\n",
        "\n",
        "Here is the Q-value in form of V-value that we already know.\n",
        "\n",
        "![Screenshot 2020-08-21 at 1.58.31 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)\n",
        "\n",
        "Now to convert it to soft-Q value we replace V like below:\n",
        "![Screenshot 2020-08-21 at 12.51.30 AM.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DjFll5E6VKQm",
        "colab_type": "text"
      },
      "source": [
        "##Policy \n",
        "\n",
        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)\n",
        "\n",
        "The partition function $Z^{π_{old}}(s_t)$ normalizes the distribution, and while it is intractable in general, it does not contribute to the gradient with respect to the new policy and can thus be ignored"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6ujFx82bW9U4",
        "colab_type": "text"
      },
      "source": [
        "##Training SAC\n",
        "\n",
        "We will consider a parameterized state value function $V_ψ(s_t)$, soft Q-function $Q_θ(s_t,a_t)$, and a tractable policy $π_φ(a_t|s_t)$. The parameters of these networks are ψ, θ, and φ. For example, the value functions can be modeled as expressive neural networks, and the policy as a Gaussian with mean and covariance given by neural networks.\n",
        "\n",
        "The soft value function objective and its gradient are show below in \n",
        "Equation 9.2 and Equation 9.3 respectively\n",
        "![Screenshot 2020-08-21 at 1.11.29 AM.png](data:image/png;base64,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)\n",
        "\n",
        "where D is the distribution of previously sampled states and\n",
        "actions, or a replay buffer. T\n",
        "\n",
        "The soft Q-value function objective and its gradient are show below in \n",
        "Equation 9.4 and Equation 9.5 respectively\n",
        "![Screenshot 2020-08-21 at 1.17.15 AM.png](data:image/png;base64,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)\n",
        "\n",
        "The traditonal way is that we used before in Reinforce and A2C i.e. using policy gradients. So the policy gradient for SAC is as follows:\n",
        "\n",
        "![Screenshot 2020-08-21 at 2.27.59 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)\n",
        "\n",
        "where b(s) is a baseline that you can choose freely. Again, you can estimate the outer expectation via a minibatch of N states from the replay buffer, and the inner expectation via a single-sample action from the policy. \n",
        "\n",
        "The another way is using Reparameterization trick. In reparameterization trick we suppose that the policy can be expressed as a = $f_φ$ (ε; s), where ε ∼ N (0, I).The policy objective and its gradient using are reparameterization trick  show below in Equation 9.6 and Equation 9.7 respectively .\n",
        "\n",
        "![Screenshot 2020-08-21 at 1.32.50 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)\n",
        "\n",
        "The expectation of the new loss function no longer depends on the policy parameters φ, but now the action a = $f_φ$(ε;s) is dependent on the policy parameters. Therefore, for the reparameterized loss we must make sure that the gradients of the sampled actions (w.r.t. the policy parameters) “flow” via backpropagation. By default, Tensorflow assumes that Gaussian distributions are reparameterized and will backpropagate the gradients of the actions. In the REINFORCE gradient estimator however, we treat the sampled actions as fixed constants, so we must disable the gradients of the policy from flowing through the actions. You will need to do this by adding a tf.stop_gradient op in GaussianPolicy right after sampling actions from the policy when reparameterization is disabled.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pSPAGtMcZ5xH",
        "colab_type": "text"
      },
      "source": [
        "**Differences between Reinforce and Reparameterization**\n",
        "\n",
        "(Taken from:http://stillbreeze.github.io/REINFORCE-vs-Reparameterization-trick/)\n",
        "\n",
        "![Screenshot 2020-08-21 at 5.56.03 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JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+NTA2PC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+Cmn1Hr8AAAAcaURPVAAAAAIAAAAAAAAA/QAAACgAAAD9AAAA/QAA/XDRgU9xAABAAElEQVR4AeydCfx9xfjHj+2fUlJRJC1Em0j2rdWeNVspKlpElkgKEfWLkrWQfadVJG22NrJkSRKKosiaLdnd//MePafnzj3nzDn3zr3fuzzP6/X9nnPPmTPLZ7ZnPvPMzE16IoXITW5yEy7FDT/Dvf9zBBwBR8AR6EfA28p+PPyXI+AIOAKOgCPgCLRHwPWI9li5S0fAEXAEHAFHwBGYHwRSOtBNnKCen8z2lDgCjsD4EUg1quOPgYfgCDgCjoAj4Ag4ArOKgOsRs5pzHm9HwBFwBBwBR8ARGAWBlA7kBPUo6Pq3joAjsHAIpBrVhQPEE+wIOAKOgCPgCDgCrRFwPaI1VO6wBoE//OEPNW/8sSPgCDgC40dglVVWGX8gHsJcIpDSgZygnsts90Q5Ao7AuBBINarjCtf9dQQcAUfAEXAEHIHZR8D1iNnPw6VOgRPUS50DHr4jsNgIOEG92Pk/SupTOpAT1KOg6986Ao7AwiGQalQXDhBPsCPgCDgCjoAj4Ai0RsD1iNZQucMaBJygrgHGHzsCjsBEEHCCeiIwz2UgKR3ICeq5zHZPlCPgCIwLgVSjOq5w3V9HwBFwBBwBR8ARmH0EXI+Y/Txc6hQ4Qb3UOeDhOwKLjYAT1Iud/6OkPqUDOUE9Crr+rSPgCCwcAqlGdeEA8QQ7Ao6AI+AIOAKOQGsEXI9oDZU7rEHACeoaYPyxI+AITAQBJ6gnAvNcBpLSgZygnsts90Q5Ao7AuBBINarjCtf9dQQcAUfAEXAEHIHZR8D1iNnPw6VOgRPUS50DHr4jsNgIOEG92Pk/SupTOpAT1KOg6986Ao7AwiGQalQXDhBPsCPgCDgCjoAj4Ai0RsD1iNZQucMaBJygrgHGHzsCjsBEEHCCeiIwz2UgKR3ICeq5zHZPlCPgCIwLgVSjOq5w3V9HwBFwBBwBR8ARmH0EXI+Y/Txc6hQ4Qb3UOeDhOwKLjYAT1Iud/6OkPqUDOUE9Crr+rSPgCCwcAqlGdeEA8QQ7Ao6AI+AIOAKOQGsEXI9oDZU7rEHACeoaYPyxI+AITAQBJ6gnAvNcBpLSgZygnsts90Q5Ao7AuBBINarjCtf9dQQcAUfAEXAEHIHZR8D1iNnPw6VOgRPUS50DHr4jsNgIOEG92Pk/SupTOpAT1KOg6986Ao7AwiGQalQXDhBPsCPgCDgCjoAj4Ai0RsD1iNZQucMaBJygrgHGHzsCjsBEEHCCeiIwz2UgKR3ICeq5zHZPlCPgCIwLgVSjOq5w3V9HwBFwBBwBR8ARmH0EXI+Y/Txc6hQ4Qb3UOeDhOwKLjYAT1Iud/6OkPqUDOUE9Crr+rSPgCCwcAqlGdeEA8QQ7Ao6AI+AIOAKOQGsEXI9oDZU7rEHACeoaYPyxI+AITAQBJ6gnAvNcBpLSgZygHkO2//Of/yxQHK677rpG3//v//6voHKvuOKKje785XQjcMQRRxTnnHNOQWXbZpttipe85CXTHWGP3UgIpBrVkTz3jx0BR8ARcAQcAUdgrhFwPWKus3ciiXOCeiIweyCOgCNQg4AT1DXA+OMkAikdyAnqJITdHXz+858vDjzwwNYf3upWtyo222yz4jnPeU5xj3vco/V37jA/An/961+Lgw46qLj00kuLO9zhDsWznvWsYquttmoMaJdddikuueSS4IZ8fN/73tfo3l/ONgKpRnW2U+exdwQcAUfAEXAEHIFxIuB6xDjRXQy/naBejHz2VDoC04qAE9TTmjPTH6+UDuQE9RjysCtBrVG46U1vWuy7777FjjvuqI/8OmEE/vjHPxYPe9jDylBf8IIXFBDQTeIEdRM68/cu1ajOX4o9RfOKAKt9Uit9SPvNbnazYuWVV24FQ1s/6zxbddVV+1796U9/Kv7zn/8UN7/5zYtb3/rWfe/4oe9XWGGF4pa3vOXA+zYP/va3v4UwWNXEn5Xc6bF+2/vrr7+++PWvf13QB4H1GmusUTB53UUUi9Q3rNqK05n6puo92Pz+978PK8Y0zuRTSiaFaSoe/t4RWCoEXI9YKuTnJ1wlqK+99trQf6VSRv+53HLLpZz5e0dg5hB4+ctfXvz4xz8uNt5442LZsmUzF38b4VlKixPUNuf8vgsCKR3ICeouaLZ0GxPU2223XbH++usPfP2rX/2q+MY3vlFceeWVRa/XK9/vs88+xa677lr+9pvJITAMQX3wwQcXZ599dtjiY9ttty1e9apXTS7CHtLEEUg1qhOPkAfoCAyJQNxXNXlzu9vdLqzwedSjHlVsvfXWtU67+FnlCX0ik7UqT33qU4srrrgihP2BD3xAH5dXfX+3u92t4H1XkhpimElJSFNWzLzwhS8s/eZmlPRAmp977rl9/tkfhHnSSScVZ5xxRrkKx76/y13uUjzmMY8pnvzkJ7faCkyxsH5U3d/iFrcoNthgg7Bya7fddms9+YBff/7zn4tPf/rTARdWGlkh31h59LjHPS7EuW7wMgqmhBeXERsHv3cEZgEB1yNmIZemO45KUD/gAQ8I5FwqtkxKbrrppgXuMYaKJ4NT3/v7xUXgox/9aPGFL3whTGy/973vnTog0OG+/e1vh7J92mmnTV38/vKXvxRwO8jTnva0Al6oTqY9LTbedTqedeP3jkAVAikdyAnqKtRGfBYPvo4++ujQaNZ5y2ALS12sxBCUiBNPPLFYc8016z7x52NCYBiCekxRcW+nFIFUozql0fZoOQIDCMR91YCDmgdPf/rTwwC3ylp2WD81qJh8VNKV7a+aCGq+f/SjH10ccsgh6lWrK4QrZwcguQlqLJWZvKySq666qlBLmar39tnaa69dHHnkkcWd73xn+3jgXrEaeNHw4Pa3v33BOQpYHqWErayIM5PrKUGPgQQhTrHkLiOx//7bEZh2BFyPmPYcmv74dSWobYrWWmut4sMf/nBxr3vdyz72e0egEoH9998/bF+JBf4111xT6WYpH047qctKs7ve9a4Bote85jXFi170olq4pj0tNuJOUFs0/L4LAikdyAnqLmi2dBsPvlIENd6efvrpYe9jDWKYgbZ+69fhEXCCenjsFuXLVKO6KDh4OmcfAdtX7bnnnsGitipVEJIcBPv1r3+9+Pvf/x6cYEl96KGHDji3fjLxutFGGw24aXpwv/vdr++1kq5tCGo+fNnLXlZAoLeVLgR11/Tc5ja3KbDsjgWMwI4zD5DVVlutuOc97xnwh4TGYvx73/te8d3vfrf47W9/G9xgjc3AhlU6daJYMbldt5Ln3//+d/Gtb30r5CertxDIZCyksNiuEybN3/SmNxX/+te/ghPiiZ7CoIul4wxaifepp57aR2CzZdlLX/rSPm9zl5E+z/2HIzADCLgeMQOZNOVRjAnqddZZp3jrW99aGWva/fPPP7/AuvSyyy4LbiAbv/SlL3XuoysD8IdzjcC0E9TPf/7ziwsvvDAYA77tbW+burzoQlBPe1osuE5QWzT8vgsCKR3ICeouaLZ0awdffNKGoMYdS3l/85vfcBv2n/zc5z4X7vn33//+t2CfTJSM5Zdfvm//SN4xOPzHP/5RYA3FQLZJGBR/5zvfKRic3vGOdyzufe97V+7tWeWHxoOlySylJi4IW5T8/Oc/Ly666KKC/dAYvOJv1z00bZj488Mf/jAoU1iXr7feesUmm2xSsNRcC7Z1H98TRzDDyo942mXjkBLs94mFG0uS8R+3kAHW4ouDK3fYYYcQHumtWj6u4RB+nDdxnOzvUdNn/SJfsMijgyZ/IYXAKlUWrB9+3w4BLXt2W552X7orR2C6ELB9VZt+CgKSNpH2E3nnO99ZxIRyVz9TiCjp2pagpr0/5phjasn2OLwuBHUbjGL/498nnHBCcfjhh5ePd95557CtiO2f9CX9EoTDJz/5SX1UMFBkiWiVpLCKv3n9618fthjhOZZ073nPeyr71re//e3FRz7ykfA58YSof+Yznxl7F37TH0JmswyYZa0IxDrbfqjkLiPqr18dgVlBwPWIWcmp6Y1nTFDf9773Lc4888xkhJkw/OAHPxjcPfCBDwyTiloekx+7g4VEYNoJ6mnPlC4E9bSnxcbPCWqLht93QUD7nDouxQnqLmi2dGsHX3zSdlB70EEHBUtqDQZ/tPJ/9atfLffG5MAqyGvIVAaBX/va18L+mXz3ile8oth+++3Vi/LKPpvEg70ulVwoX8oNRC2WWSzJ5b5ObDxw85WvfCXEBUIAwjUW9jhj/8zdd989HLQVv49/U1BJN/5BeFfJbW9722KPPfYonvCEJwTyucoNz+zhhQzoSduxxx5bQBD88pe/DJ9huYZCd8oppxSve93r6rwqn7/73e8OxHv5QG5sOJtttllYBmXf2/uc6cNfCHyWtGMRAUkdC3nJXlfsq+qHo8ToDPc71agO56t/5QhMHgHbV7Xtp5jcfN7znhcsabGeteQpKRjGz6aUp0hXfW/9oF3/+Mc/XtBXpGSSBDV9Nv0h/TFWy1g5MzGdEvptLK6xXmfSkX2rmaiNRbGoI/Nj9/QZkBXnnXdeePXGN75xYH9x+paddtop9C9MOENqP+hBD4q9GvjNVi3suUgYK620UnHyyScXWJQjucvIQOD+wBGYcgRcj5jyDJqB6A1LUDPxycSoktlMPj72sY+dgRR7FJcKASeoR0PeCerR8POv5w+BlA7kBPUY8twOvvC+7cDfWinx3XHHHVcuuY2JYQ7mg1CNSckqgvoHP/hBsLpqs28kA3v2o2S5cZXE8WBADOGbEgbM7KHZdCgHg3ZIepaSx0JBjmdZHvnIRwZytsryjO8tccxSZKzTWdpspStB/eY3v7nYYostrBd94TQR1LnTh1JJ2bJloK7CYylPvnIwlstoCNRhPJqv/rUjMHkEbF/Vtp8ilixBZLsP6sKXv/zlvknNYf2sS32KdNX3d7/73UM8mLBF6MOYUKzaJ9uGNUmC+sADDwzkLOEzsUi/1FZYmv3qV786OIfUrppQVSzaEtR4xlYiz372s4O/z3jGM4qXvOQl4V7/Pfe5zw0rc/j9rne9q8BKr62wZzh5gL977713ufIrdxlpGx935whMCwKuR0xLTsxuPIYlqEkxE4hs04XQNi9btizc1/1jchWjIVbrMvHLdiKs2NVyXPcdK3shxOmHmZRV+dOf/lRcfvnlYTsoJrr5S/ml39or41o9rBc/GOuk/NE4YbSDwZcVtnlk5c+d7nQn+7i859sf/ehHYcUq+3gTZmqlKunnO8KKDYV+8YtfhK2xCJOVx/xxiHGVXHfddQEzvll33XWLDTfccCD+Vd/ZZ13zkUlxxpivfOUrw57lxP8nP/lJ6SVxrYuvOuoapn7XJZ/UbYwxK6Nj7kD9r7um0tSlDLDqnVVlENTKq6AHokMjlFVdia7xqUuLvo+vpI88+fGPfxzKD9vK1fEi9lsNh5XhsXtN49VXXx3KGeWyStSIsuqdP3MEmhDQdrqufjpB3YTekO/s4Asv2g78ddCvwbI3GHs7IjExTIcI4YnQmDIgxaoJhWONNdYIz/n3zW9+M1gx0UGq0Klhgcw2EFhHvf/97w+DVH1PQwUR+5CHPEQfldc4HvqCToGwsd6mQYa0+MxnPhO2zVA3kMGQ7mpFpc+58g1xuvjii8vHKAi77rprseWWW4ZOHUIEqzgs+FQYkHNoU5VYgprOnC1NVNjWgy1IHv7whxcPfvCDQ/hsjQGJzZ6ZKhyaxRYfCI04FmSxQmPDqSOoc6ePSQfipoKiiAJx//vfPygTdFaf+MQngnW7usFi4sUvfrH+9OuQCKQa1SG99c8cgYkjYPuqtv0UkYR4ZHsPhG0hNt9883DPv2H9LD2IblKkq33Pdhi0c7pChpUzWP40yaQIaohzPcWdAwk5oErbkqb46TuUuN122634/ve/H76j36bft2KxqDpQ0rrVe/qmrbbaKlhn0ydCKKvQj7OnN4J+wSR6FyHO9KlWJ+H73GWkS5zcrSMwDQho3a8bnE1DHD0O043AKAQ1ZwkwLoLAY6zHKtJYKJuM45iYZCwZCwYvkNuMmepISj3wjVWcGFYxDmMVDv5C3KlAdDH5yThm00031ceVV85mYLUPfapioA4ZozGWpN+v2pIRdxonVvZiuEM86E8//elPByMmCHhWp6pA0rJa+WMf+1jx05/+NBDu+o56DPGIP/e5z330cd/1C1/4QtiWC3IXUp440gditBXjCsEOPtaiHRKe9DKmgzhUgQeAN4DwbJJR8pG8gBCvE8bPn/3sZwdejxKmetYln9TtAx7wgLDPuvpBGa9aNa7vq67oOpylYWXYMgBnwZZoTULds3xLXVpiPzDme8tb3hLOKrFppHzBRaBvYshXJxoOq+iodwhl9bDDDgt6JrqhCvwN5ZWV61acoLZo+H0XBJI6kDQiQcTTHn8uoyNw1lln9WSgV/5dcMEFSU+FHO0JEVt+I9sy9H0jW2mU76zfYkXVk5noPrf6QzqynjQmfd+99rWv1dd9Vzn8qM+dWGj1iFMsVfEgrjLLFjvtyR7PPSGY+/wlvlUiA98+d0L6VoYvM7k96bz73ApRUuVlTwjcPnfgJtuY9MRyoNI9D0XZ6fvmQx/6UK1bfWHDkf1Z9XHfNXf64vwSBaIvPP0hpH7IA1EOe9LB6mO/joCAt5UjgOefThUCtq9q009p5EWhLttJmUjVx+E6rJ99npgfT3nKU0JYQs6apzfexu9lYNmTAUYZP9kO60bHFXf0n9qnyuE6Ay5ypUcmB8twZCXPQDhtHoi1c08GwcEf2R5k4JMYiwEHNQ9kMBz8lMnYPhdy0nx4TpjgmktyYZorPu6PIzBpBFyPmDTi8xeebKvY408sJsP4XQje8Fufp65iBBS+k/NqBr6TM216cm5AeK9lVQiFnpwF1BMyuu+5bFvV+93vfjfgB+HL5HVwyxhEDJx6q6++et+36rdehcTtHXXUUZV+CZkb4kQ81D1XsUDtieFQ3zMhJntyJlKlPxonOUy5JxOovYc+9KF93xJH4i6Wvz3GWmIA1Pee8IUEHHh2wAEHVIZ3/PHHl27FeKgn5Hn526ZD7/FfjLmCX4y5xaCq0b1MElSGSxpGzUchzBvDlknygbBHDVPLbdt8suVMCOq++IhBXigflJGmP8Weq5zHUfoxahmgLFu/q+6FxC7Da0qL4iITFj0hn3txPajyWyZrerLqoc9/9Ufx3WuvvXpifd0Tg73GuIrxYk8MH/r8mr9W1VM0KQS0vNaFVzLSKYd1HvjzQQTs4IuBb2rgD+kqVkrl4JVvaNSsVBHDYvFmnQzcv+Md7+jzEwVBZsQG3PGAODDg1YE6VzrmWOJ4bLPNNoGIjt3pb0jyxz/+8aW/DHTFAkxfhyuKjRy0VbqR5cCV5LT9SPbjLN0TV5nVtq/DvSWOcfOIRzwidNYDDs2DcRDU40jffvvtV6YfJdJlcgh4Wzk5rD2k8SJg+6pUP2VjItY8ZfsTT04O66f1396nSNeq95DS2pdBVsuSXOtl3/0kCGr6QbE0CnESa7O+8Lv+4HvSJtbSA59WYTHgKHpg0y9bbPW9ZfKZsOomB/ocd/iRu4x0CNqdOgJTgYDrEVORDTMdCSWahiGoIUq1DELUql9cMS6C7Nb3EFkQU7LiNrijz5etHYMBlLrBOMf6ofdKgmGAJVaYwU+xyu3JCqIw6SmrQcN9TIYzHlU/9CqH7Q7E6dvf/nZPtk/oQdrRr9h4Y5Ck39qrxol0Q85pGmQFahgHKzmM4Y9sSxneQ24yySznQYRxJP6hVxAnsdQObiDwZF/vgTAtQc3YTcOTFV49Jvtl5XBPzmgoyXzeQ4rL1iU9seYO7mULs4AT6f3iF7/Yk0OKS39k+5SApU0j9znyEbL5Zz/7WTD4Il5MBPBb/ygLNtwcYap/bfMJ9+o2JqjVr6YrcUZPJH1gKdb9ZZpGLQP4DVbkm+Y7ZUDx48okiY1fU1oo69Ql9UtWpPfE+jn4Tx2Q1QU9DBHljJLSDeW6agJJw0G/k8NSg3tIb3RMWUnXu/DCC3vo0rLCrvQLwt/GdaYbUI/8kiKgZbguEk5Q1yEzwnM7+GJw1zTwv+KKK3qyb3Q5mMY9g0zZa6ovBjExzOBUtu3ocxP/oHPGP/5kmUdPlnLFTvp+y5Kv3hOf+MTyG1lyEohr6yiOR531sv2GWXONB1fZR9O+7slp0n3vZblQ3/uqH3SK1k9Z5jLgLCaoyZeUjIOgHkf6ZCl7mX5If5RNl8kgkGpUJxMLD8URGB0B21c19VM2JPodBna0v1tvvbV9Fe6H8XPAE/MgRbrWvZclt2UbyeC3bqWRJWjHZUGNdYr2VzEJbJLa6pbv8YtJXYhvK3VYWDfxvSzpLOMmB16Wr2VPzPK57JddPs9xk7uM5IiT++EITBIB1yMmifZ8hqVE0TAENatDtQyyKlX94srKGX1HPyN7T/e9V7eQZXJ+QekW4k3f6VVJMPWP8S7f6Xt7ZRynZC+W1Kw0su8Z96FzEHf73N7jN240PNkWY8BtHCcslGV7jwF3+CvbXYZVqJDFNhx7D4mn1qyy3ceAO0tQEy8s0OlrrR/ck7673OUuZdxla6xwL1uRDJCYuLckNaRk7F/OfCQOxJ18icOxv3OG2SWf1O0wBDUrtrW8oDfa9HCfowwwuaNhMKkRh2F/N6WF1djqj2wB2zv//PMr/YJctiR1XMcJT8NR/2S7jh5l1caFe4hvrMrV3dlnn126mc+W1VM1CQS0PNWF5XtQC0K5xe6viN/sg2UPh9Dw2PeKfY2ssJ/PRz/60XD4hH0e7/3MAUkclFQnHEpgD2Bi70rdlL/uG56zL6ZYb5dOZFa377CIOB7sQyoKTOm+7oa9QNm7C+FQCemcS6d27232vwa/lVdeuXxfd2P9ZC809nqyYveGZj/rT33qU8k9Pzkgg32ZVNg7Cn+axIZTtQf1ONLHASfPe97zymhxAMmTnvSksBfc2muvXT73m/wIiCIaPJVGNb/n7qMjMEEEbF/Vdg9qWZlTyKRbiKWsSgn71dkoWz9XXHHF2r0p7Tfcs9cx/sWS2le57j3753HAH/tVIuwryB7V9DFWuuxBvf7665fnQlg/4nv6e/BU4fwE7X/b9Cn6XdXV9tH0efbg2zosqvzhGftDs2e3DEICLvTLMkAOzmV5dCFWceF+3333LXbaaadwn+Nf7jKSI07uhyMwSQRcj5gk2vMZlu6/zL67HJDGHs5iwZtMLGc0CIlbME7kTJ1zzz03nEnEh/QJHDhM/8l4hv2F2dO2STjbhkPbEfaF5pA2Fd3nlt8cwCuW0fqq8oo/elYO+sCxxx5b6a7poVilFkKoBSdCmBZCCPY5t3Fac801Qxpl65I+N11/MB4jrtRr9my2+1/rHtTqJ3qIGFDpz74r428bX85Jol+O9RY+4gwpzh1CZKVyIcR9uOdf7nxkT+/3ve994TwoDsqsktxhdskndUtd4EDptsLe4nqOFWN59nQeVprKgEycBO4Dv8lfymWd1KWF+kp+w1Own7msYujbuzr2D92XcsHhmuji1E3Ku4qGw2/en3feeeHwU31vr7Ze2vLre1BblPy+CwIpHcgJ6i5otnRrB18tPwnOZN+rsAk9ByjF0pUYjt1zuBED9JRwACEHTKhw8INs46E/Bw5rbEtQi9VXcfrppwd/IFNl1i+c6swDDlbkdGgEZUlm9cJ96h8HBXKwIQKhLcue+j5JEcd9jm/4MQ6Cehzp41RliCLIilhkSVpQPmVfuD5FMXbnv4dDINWoDuerf+UITB4B21elCGoGHxwcw4FJTM7QzjAg42rF+mmfp+5R2sXSecBZinRtes+gAAIWxR6BcOVQJytdCGr7XdM9gwdZbVQ64cBjPaxRVhCFQUP5suMNBIQeaBP3z01Y2GA4NFms08Khh3oY1J577lnwp2J1iGXLljUetqPftL3mLiNtw3V3jsC0IOB6xLTkxOzGoytBDelMv8RhhUxAIpBzStDxG/IJAyiEMQYHIKaEgw913MZErKy4KT9REowD/RizidVn+a7qBt0C4yqMcBDGpOuss06V08ZnergffsXGSxonPOAwYVk53OhXm5eEoYfhiYVp3wHGlqCG/GdCoE44BHmLLbYIryGlOUSxiTwHd/CXLRoKseQuvc2dj20I6txhdskndduFoOaQQXQm6gX4cUhm3WGfJbANN01lIAdBzQSB6pHoZLEuWxU1JjfUOIJ6z2GlKooZv5k4YgKpTmwdR//kYEXECeo6xPx5CoGUDuQEdQrBId7Hgy+IZzubql6SObKvVYHFK7Oksq9Q5Swp7u1gkd8pYliWaYRThXGL0AnLYQb/+9Hwn0ZIlgmXLmjM7Exv13ioR5AanJKswgnOnFaM0EhCDI8qKDR2lnlaCOpxpQ+8mBEFWxS/Kote2Z8qdGKQ5NoYjIrzon+vOFbhvejYePpnCwHbV8mhQoUsCaxMgGyDESy09CV1gElPlPpYrJ+s3GHFTBth4GatO/SbFOmaei8HCwbilUEI8ZazFcoBIGF0IaixRmmzQoWJVll+q0kI2MnZCuE3VjayLLp81/UG63WIA0SWL/dNQioWDLKwfqsS2i2s7eyp71ibyZ6Dff2n1QVkn86+iesqf7s8y11GuoTtbh2BaUDA9YhpyIXZjkNMULNyB4KuSmj3Za/jvrEW/bfsgRwMg/QbxgoQrPRhssfywAS0uouvGEAx2ck4k+9VlATrQhwSp1133TV4geWmHOKr3g1cZfuBAvKPFclMlsvezcG69AlPeEKwCK0ihDVOd77znQMBrHVxwPOKB7KtVrBc5huMrQgTvYmxscaTVdByfkP5tSWorfVp6cDcYAgg+/yGJ20syB/1qEcFMp+VT5DZKrnzsQ1BnTvMLvmkbtuWM1Z0w7tQh1hhjYGb7Pet8DVehykDOQhqXakAn0RdS032kAjiSnlCh0c/RM9TUcxkK5kwEVTFU6nb66+/vlhrrbXCT/RB2TIk3DtBrQj5tSsC2u7WcSlOUHdFtIV7O/jCecoyrYWXnQlqZsntEhIGtLoUqCk82ci/z4rq8MMPL2Qv6/KTYQlqrOPs7O6Xv/zlYqWVVgr+MliHRFDR2WP93eYqe3IOLEGeFoJ6XOmzuEDwgy9W6pdffnmYEbbvscpn6ZIcUmIf+/0QCKQa1SG89E8cgSVBIO6r2kSCgShtK21ulVg/c/R9Sroy8GWiNZbUe9yzFJK+DGEpI4NeJZq7ENTDpkfOdyge+tCHhnZZzoMosH4ZVnQ1EoNjlmRaix/Foq3fDK6ZkMbKHAs3K6zSIc4McNABFD/rZtj73GVk2Hj4d47AUiHgesRSIT8/4cYEdduUQagyLsGykv7QCtuEyJk2geRtsqi033DPak62DqFPYQyioiRYW+KQ7yAP5Wyd4EVs4c3qH4xy2MYBko6xD3VJSQ6dnGWClZVTjH1YsWula5wg6un/IPjxlzjYMCHF15UJfgyGELCwq8EsQc22mRij1Ql+q6EAFrIpXYGJcMZ+GHwRP5Xc+diGoM4dZpd86uJWztcI28mRrxgJsiqNiYwmGbUM5CCoIdRZ+YbVPGWqrbBCQLfxsSv7umBGWLJXe9AHMVpkogVxgjrA4P+GQCClAzlBPQSoqU/s4Au3ww5qbThdiWFmYe0e1W2ttiAAsM5WYd9mHcjzLI5HW+Kb/Stp4BFm6azC8IY3vKE48cQTwzv+nXTSSUMt6So9uOFmWgjqcaUvTq/+hliAuICQlkM39HFYfgYmLqMhkGpUR/Pdv3YEJoeA7auwptKBkY2BnP4d2n2eyQFAfSthrDu9t37m6PuUdB2FoCZucohQ2GuSeyynGEQyOJkEQU2YO+ywQxi4Y+l03HHH8WgoUX/isxzwTLGCJJBDjiv9Z4DCYAlhyWidpTXvGYiwOgcdAF0gl+QuI7ni5f44ApNCwPWISSE9v+HEBDX9d9U5DiBAm8u4EIHcrbO0pl/R/iE4HuIfOoOuZu1KghGcJWnlQOZASPMc4hvSFpIOgVxHJ4EgZoUU6ZPDDPusxEchqHUrxcMOOywQc4TJ/troD2wrCU6MsRjbKkGOm1EIar7Hkpew2xDUTDSwNUVMUOfOxzYEde4wu5Sdtm7BldVsclBzmGRgRRor4+okVxnIQVArvkxwMNHRVtjaDvfou+yPrtIWM3WPHsh+1k5QKyJ+HQWBlA7kBPUo6NZ8awdfOMkxSI+J4dQWH4RL46NbZ7A0A+KXZVt1gpUX1lTagNGYMeumhYjv4njQULJkukliq2ws8FgersLAFwVAhVl9loaPKtNCUI8rfSl8UPKYpFBlc6ONNgoHcKa+8/fNCGh9sApp8xf+1hGYTgRsX1XXT6Gg05Yy8ENY2oclR5208bPu26rnSrqOSlCzBJjBnO65zECefmdSBDV7T+vhPcccc0xpIVaV5rpn9rBF2nbdK1Tdp7DCHcuv99tvv/AJA56PfexjtXoB+Cgx/ba3va148IMfrEGNdM1dRkaKjH/sCCwBAq5HLAHocxZkTFA3HZKIla1uO7XJJpsUrGJlFU4srPDRrSIOPfTQ+HWr3xhEqXQlwfjOHnLIQcf0Q3/729/Cqi229GArEyacWfkTH+DIuAcCm+0p2cpqFIKafvoVr3hFSArjVvbW1sMXNX1csdSGlNZx7DQQ1LnzsQ1BnTvMLmWnrVv2YVb+gYO5DzzwQJuVA/e5ykAOgpqVbOzJfr/73a8444wzBuJa90C3u2GrDzgclbaYqXsnqBUJv+ZAIKUDOUGdA+XIDzv44lXdwD/6rPFnTAy3IajjfZ85LIIBrRYKGyAkBB2xXTaC1fO+++5rnQ0Q1LxsIiwg8SA3sMJSoYPQvbp4BkHAgX6qbLEfEqcRV1nzqR/svcmeUcygMyivshabFoJ6HOm75JJLAhQomk1C50t5RNhSBaXUZTQEtP44QT0ajv710iNg+6qmfgoLIawmGPxhncuKl7r979r62Tb1KdI19d6Gw+nzDGrZjw9hTz+sZ/QgYNJoD5HBTa70cPgRE6+0G1hhQQyrlRnhpIQ+mrgz6Ebe8573lAdT6bdtsWCwycGNSNOEMIcXY8HG5DWDEyy/7ZYiGm7TlUluls9SblRyYar++dURmDUEXI+YtRybvvjqmAlraPqFJoKa2DMm+uxnPxsSwlZR8fiOF0xe6lZanOuz/vrrB/fD/lMSrAupxlaFjD8RiGgOH4T01fiy8of9jpuEMSXjnVEIaox6fv3rX4d9tYkTRlt1AqkPQYtMA0GdOx/bENS5w9Sy02Z7mDZuOZuLCQ+EPcLZ6k3b4fCw4l+uMpCDoGbbVvY3h/egvjftGa1J+fvf/x72oIaHwAARvVGlDWbqlqsT1BYNvx8VAa17tVyKvAgiAfX4cxkdAVk60pP9Ocu/Cy64YGRPZVlu6R9+iyVV0k/ZO7InM2d934m1c+V3RxxxRJ87IbN7f/3rXwfcxvEgLrK3dU8OPRxwy/eyh1mfv7vvvntPBrsDbqXz73MnpEFPlmsNuOOB7PPVE0WsdC+WaZXuhGwo3cgSl0o38UNR+MpvSJt0CLGTgd9twsmZPrFIL+MoS8BqcRISpicHaJRuhdwYiLs/6I6At5XdMfMvphMB21el+imxoC3bErEkqk1QFz9rPTEvRKkO4Qq5a57eeJt6f6PL/93Z/oN+RCY6y3SRxlhypkcmZ8uwxDI5DqrxtyzjLb8VcqHSbVssxOKrJ6ufgn+ytUtPiOhK/3ho810mjmvdVb0455xzerKXaE8sr3uygqt0khPT0lO/cQRmCAHXI2Yos6Y0qtdee22PP5nwDON3+jN9VnWVVVA9mVgObpdbbrnehRdeOOD+zW9+c3hP+aSfqfKnyzPZLzf4J6t3Q1/b5ls5h6iMg0xmhjgIsRieCUnco/9K+SMWz8G9ENQDbjVOQnwOvFN/r7jiijIObXBgDKx1WgjqPn+FGC3fyVYLfe80PHuVievgnvGdfV51L/sLB7eyxUef29z5yNid9FFuquLBs9xhtsknjUvKLeWIuJMGysRVV11Vmw71M2cZuOyyy0LYhC9ncjWGXZcWeBotY0cddVSjH5oGsRYvv0H/1Odc68Kxbuy9EOPBLzgPfT6lTaNHawYQ0LJcF1W3oBaEcou1DsLvJsu0tmEPY0GN38yAM/uM5ZsKS6WZSWdmXBrNgj2Y1CIXN1h1sW0HByTFEscDayqsq5BNN920YCkJJ+KK4hP2xWLpk8qaa64ZZv/Yu6tKOJADaysVLKiZ5WdvVGZa2F+MmX22KpECHZyx79YnP/nJgQOeeDmMBTVWaswqMtuognUdB0iRdpaTsdSZmUSVtuHkSh/lCQtzFWZRsZxj+c8GG2wQ9kSjDIrCFGb/1R0z4E972tP0p1+HRCA56zekv/6ZIzBpBGxfleqnOCyP9oMtoKgDnAYuCu5AlLv4OfBxxYOUVXDqfYWXwcJJFPzwim2vtH8cpwU1gWFFg+WXTN6G5dUvfelLQ9tdFUf7DMsf+mTiyUoY+kBrkaxuu2Bht57C8o4VV1XC6e1PetKTQtzRDbC4ps9LiQwAw5Jy9ixkKfl73/veoCPwXe4ykoqLv3cEpg0B1yOmLUdmLz5dLahJobVE5kB69i+2gp9YrDJ2Y5zDVgLs8dwk9B0crMi2WfEe2Gqlyfes+GTlTtMqHA6s23HHHUNw66yzTtjSgB9sNyIEaNiOir2o68aRuKXvwWIbnWVYC2osT0k/e1vT57G9R5NY6+FpsKDOnY9tLKhzh6llZ1QLalbOMY7HGh69idXXlK2U5CwDOSyo2dtdDALDanOsqFkNwR7sdcL2qqwQRIfDPVvEcdChShd8+cYtqBU5v+ZAIKUDOUGdA+XIDzv44lVq4B99XvkzJobbbPGhHrG9Bnst0TinZLXVVitklq620YvjwZIr0qckdZ3/ELwsp+Gk4zph8M3yE0hoJaBxy+AWEgFlwwoEO9uLrLfeevZxed+WOC4/uOHmla98ZTjVN36uv+Ml0W3DyZm+U045JZwqHWOicYyvkNdg1WVJeeyH//4fAqlG1XFyBGYFAdtXtemnmPDU/SVRVo899tiwH6RNb1c/7bdV9ynSNfW+yk+e2W0u1M24CWrCgRimLdY+ju2u2F6LfTVjoV+lP9YDcWh7mLStO9SnCxaEv+eee5YEgFj1FI973OPiKITfLJUmjtrPb7311oVY4wzs/4lj9vo+4YQTwmGaOtGLnqBLtnGTu4zgp4sjMEsIuB4xS7k1nXEdhqCm3afPkRVTIVH0+xwaZ4UtvOgbEA71hQirI6k504CJa4hcDvBlbGpFSTB9xnaMTFaylWMsbDEplrrBQIgxH8ZHfI/IapwwUcq9bvvBfSwYXTEm07MmhiWo8ZdtMSH1MLqC1OTwwlgwamLy+PDDDw8HG/J+Gghq4pEzH5Wgxl+wqNqLO3eYWnZGIaghmdnOg72b4RLQv6q2BCXuVZKrDFiCmkkcdOc6aUo3W3yw1QeCER9bz3BoZyxMGMkK6vIMKnTOvfbaq89ZUzh9Dm/44QR1FSr+bFgEUjqQE9TDItvwHVbAWMuqtBn4q9u6K4c+2MYFEhdL6LbCDBoWY8xO66DRfotVFiQme3Iy01YnMUGNMsK3b3nLWwpm62KhAHKwEg1qHZEcf/O9730v+MehXCg9sUCig4UsbWokXFGwNE7MOr7jHe+Ivar8TYfG4JuZfpQPFRQmLM2wSMdSWaVrOLnSx4QDihEKFBZ5VYJSuc8++wSrBienqxDq/izVqHb30b9wBJYGgWGIQtrGU089NUSY08E5ad6K9RNLqNQ++fZb7jmMyO5vnSJdU+9j//U3fSIDWVnGqY/CPtvj2oO6DERuzj///IJDE7UvZgKXFUhYwzCJy2Qm/R/Wa7KUMnyKxRgD86bBVVcsrrzyykBOQCqDOQPaKstsIkC/9fKXvzxY1vGbOKODEGf2aSSeDIogs3/5y1/iJAiDoDe84Q36M1xzl5E+z/2HIzADCLgeMQOZNOVRHIagJkmQuFhPY+CyyiqrFLLt1cCZP5DWehAbJDVtOFaoWm6xSmUVFeMq+itIMsjqePyoJBhjJ1bRsrITYo1+lr4e0gvykPEWBko65uLAQd0vmDgTV8Zd2mcyUYv+oboC5yXI1lFh7EbfznPcEh/IbTv+1DiliE9Wy9LnIpwbAbHOeQpgwKGN9Inggv+Q11i4IoxPsfhmzIhAvOvqVSabZXut8LzuH36BA7rVsmXL6pyF5xz8jBU8q4kvvvjiAbe58hEreYy3EHQV4saYkjyH+NWDB3mfK8y2+USYdW732GOPsOIMN0z2MwHSRXKVAeoIh1L/8Y9/DMHDiWDlT11kIoYzSahnSF1aeMcEEyvadLU5dQmjOYwLqF/oXtQxuBktj4TDAd0xB9AUDmHF4gR1jIj/HgUB7UvUWCf2ywnqGJEF+E3nTUfGMqi11lordDbxSch1MFQR1DR+CAdPYa3NCcx0WDTG/DGQHVZobBmoQ8AycEdBkX2khvWu03dYi0ECky5I8dVXX32gge/kYYXjXOmDYOAgM/6o7GCFQtW0DK4iOv6oBQKpRrWFF+7EEZgKBCxR2HYilfaQw1YYHNPOc2CtteCwfg6TSCY77fZSKdI19b4pDvRVWE3rBN8kLKg1PrT9rGyizU4JRDAWMFVWZ/bbYbDgwClOqkc45KlpQIwVEJZUF110kQ228p7BDJOjkBqx5C4jsf/+2xGYdgRcj5j2HJr++A1LUJOyN77xjaFP4Z4DBSFfrWAcdOSRR5ZbS/EOMox2HR2AiV1INwRrWghMxhyxWBIM4mzXXXcNVp+xO/ubiWP0gFggsiF66YcQCDfGmBBx+ozxIeQ2Y1oluCFM0W9UbJwg7uqE9LH6B/JQhQlccGCbEU0/Y2C2ysQyXSe86SOxvEaWkqDOlY8cyoexmaZZ8eDKJAB46CqwXGG2zSfiUOWWg6mZiOkqcm5GmOzgu1xlAL8sWc5vK0y46CGgVWmxbhnvs+UMJHQduafuCfN1r3tdJW+SCkf90KsT1IqEX3MgkNKBnKDOgfIC+dFEUC8QDJ7UBUYg1aguMDSe9BlDwK72aUtQk0Qsq171qleF1GLR+9a3vrVMufWzfNjhJiao5XDXsFwXkpaVQ7Gk3sfu499YAEEUo+ijzNuVSri16emCURxO1W8GGizRZGXTd7/73bA9Bu0LcWGgLQf1BtKYpZpqjVXljz4bBgsmYtl+46c//Wnwhq24WBZdJww+iS9W9KxQYgBH3LD4Yn9DJiuYYGCFU12cLaZ14TQ9j8tIk1t/5whMIwKuR0xjrsxWnJSgZsslCFGslGmb2wh9z1ZbbVVuhVG3bQPbekFmQw7rah78hxymrWcSkn4nts7UOMQkGOFCZjMpGm87CQGGZekzn/nMMPmtftgrROgBBxwQzlfifAMVLKTpL9mCbLPNNgv77rKC67zzzgsWvZagxtr0K1/5Skg/Wz6khJWqxx13XCBh1S2GV4TDBCzW4EzW4wYrY3CyBDUrpnRbLnQnNepSv+IrhmMYkrWxoMZ6Fgtcu1937B+/R81H/MDKnbQyuU560QU23HDDgC+TATyzMmqYXfKpyi0Gc00rzmxc7T36C5MpVkYtA/iF1T34sWUO+hL4UY4wDKDc66r4qrTYuOg9q9WwXEd3ZNJIhVXtTBpRfvC7TtqGo98rQc3KBdoEhBUYLo7AMAikdCAnqIdBdYG/cYJ6gTPfkx4QSDWqDpMj4Ag4AsMgwCCDATyWSLOw+oVBFpZrDLSI7yirpYbBy79xBGYVAdcjZjXnpifeSlBPKkasOPrVr35VcDA7q1m5piQmqNU9fQb+sVUI/QgEM9tU1BHd+p1emRhlJTCTuRBnrHKtErb5WH755RsPZqz6ruoZltpXyrZYpJttraomYOm/2Y4EknBaZZh8tGlhYkH7/HhLF+vO3o8apvVrKe9zlAHKyG9+85tQ1lkVV1WOuqSROoCBwdVXXx3qEFuFaP/SxZ9h3DpBPQxq/g0IaBml/FaJE9RVqPizWgScoK6Fxl8sCAKpRnVBYPBkOgKOgCPgCDgCjsAQCLgeMQRo/kkfApMmqPsCb/mjjqBu+bk7cwQcgSlGwAnqKc6cKY9aSgdygnrKM3DaoucE9bTliMdn0gikGtVJx8fDcwQcAUfAEXAEHIHZQcD1iNnJq2mNqRPU05ozHi9HYDEQcIJ6MfJ5HKlM6UBOUI8D9Tn20wnqOc5cT1orBFKNaitP3JEj4Ag4Ao6AI+AILCQCrkcsZLZnTbQT1FnhdM8cAUegIwJOUHcEzJ2XCKR0ICeoS6j8pg0CHPxw8MEHh/2T1lxzzXDCM/t/uTgCi4JAqlFdFBw8nY6AI+AIOAKOgCPQHQHXI7pj5l/0I+AEdT8e/ssRcAQmi4AT1JPFe55CS+lATlDPU257WhwBR2DsCKQa1bFHwANwBBwBR8ARcAQcgZlFwPWImc26qYm4E9RTkxUeEUdgIRFwgnohsz1LolM6kBPUWWB2TxwBR2BREEg1qouCg6fTEXAEHAFHwBFwBLoj4HpEd8z8i34EZoGg3muvvYpLL7202GKLLYpDDz20PwH+yxFwBGYaASeoZzr7ljTyKR3ICeolzR4P3BFwBGYNgVSjOmvp8fg6Ao6AI+AIOAKOwOQQcD1icljPa0izQFDPK/aeLkfAESgKJ6i9FAyLQEoHcoJ6WGT9O0fAEVhIBFKN6kKC4ol2BBwBR8ARcAQcgVYIuB7RCiZ35Ag4Ao6AI+AIOAJzhkBKB3KCes4y3JPjCDgC40Ug1aiON3T33RFwBBwBR8ARcARmGQHXI2Y59zzujoAj4Ag4Ao6AIzAsAikdyAnqYZH17xwBR2AhEUg1qgsJiifaEXAEHAFHwBFwBFoh4HpEK5jckSPgCDgCjoAj4AjMGQIpHcgJ6jnLcE+OI+AIjBeBVKM63tDdd0fAEXAEHAFHwBGYZQRcj5jl3PO4OwKOgCPgCDgCjsCwCKR0ICeoh0XWv3MEHIGFRCDVqC4kKJ5oR8ARcAQcAUfAEWiFgOsRrWByR46AI+AIOAKOgCMwZwikdCAnqOcswz05joAjMF4EUo3qeEN33x0BR8ARcAQcAUdglhFwPWKWc8/j7gg4Ao6AI+AIOALDIpDSgZygHhZZ/84RcAQWEoFUo7qQoHiiHQFHwBFwBBwBR6AVAq5HtILJHTkCjoAj4Ag4Ao7AnCGQ0oEGCOo5S78nxxFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUdgiRHo9XqVMXCCuhIWf+gIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAjkAuB1gR1ncNcEXF/HAFHwBGYZQRSy1JmOW0ed0fAEXAEHAFHwBEYLwKuR4wXX/fdEXAEHAFHwBFwBKYTgZQONGBB7QT1dGakx8oRcASmA4FUozodsfRYOAKOgCPgCDgCjsA0IuB6xDTmisfJEXAEHAFHwBFwBMaNQEoHcoJ63Dng/jsCjsBcIZBqVOcqsZ4YR8ARcAQcAUfAEciKgOsRWeF0zxwBR8ARcAQcAUdgRhBI6UBOUM9IRno0HQFHYDoQSDWq0xFLj4Uj4Ag4Ao6AI+AITCMCrkdMY654nBwBR8ARcAQcAUdg3AikdCAnqMedA+6/I+AIzBUCqUZ1rhLriXEEHAFHwBFwBByBrAi4HpEVTvfMEXAEHAFHwBFwBGYEgZQO5AT1jGSkR9MRcASmA4FUozodsfRYOAKOgCPgCDgCjsA0IuB6xDTmisfJEXAEHAFHwBFwBMaNQEoHcoJ63Dng/jsCjsBcIZBqVOcqsZ4YR8ARcAQcAUfAEciKgOsRWeF0zxwBR8ARcAQcAUdgRhBI6UBOUM9IRno0HQFHYDoQSDWq0xFLj4Uj4Ag4Ao6AI+AITCMCrkdMY654nBwBR8ARcAQcAUdg3AikdCAnqMedA+6/I+AIzBUCqUZ1rhLriXEEHAFHwBFwBByBrAi4HpEVTvfMEXAEHAFHwBFwBGYEgZQO5AT1jGSkR9MRcASmA4FUozodsfRYOAKOgCPgCDgCjsA0IuB6xDTmisfJEXAEHAFHwBFwBMaNQEoHcoJ63Dng/jsCjsBcIZBqVOcqsZ4YR8ARcAQcAUfAEciKgOsRWeF0zxwBR8ARcAQcAUdgRhBI6UBOUM9IRno0HQFHYDoQSDWq0xFLj4Uj4Ag4Ao6AI+AITCMCrkdMY654nBwBR8ARcAQcAUdg3AikdCAnqMedA+6/I+AIzBUCqUZ1rhLriXEEHAFHwBFwBByBrAi4HpEVTvfMEXAEHAFHwBFwBGYEgZQO5AT1jGSkR9MRcASmA4FUozodsfRYOAKOgCPgCDgCjsA0IuB6xDTmisfJEXAEHAFHwBFwBMaNQEoHcoJ63DkQ+f/Pf/4zPPm///u/6I3/dAQcgVlAINWozkIaPI6OgCPgCDgCjoAjsDQIuB6xNLh7qI6AI+AIOAKOgCOwtAikdKCZJaj/9Kc/FX/4wx+K//znP5UIQwCvssoqxYorrlj5PvXwiCOOKM4555wCALfZZpviJS95SeqT2ve//OUvi49//OPF5z//+eLaa68N7m5+85sX6667brHXXnsVW221VQin1gN/MRICOfOyTUTGFV4bf9/97ncXp512WqgXTeX2Bz/4QXH44YcXV111VbH22msXBx54YLHBBhu0Sd7Cu0k1qgsPkAPgCDgCjoAj4Ag4ArUIuB5RC42/cAQcAUfAEXAEHIE5RiClA80sQf3Upz61uOKKK5JZd9Ob3rS45S1vWay33nrFLrvsEshgnqUEt5dccklwttlmmxXve9/7Gj/561//Wpx77rnF5z73ueJHP/pRIAhvc5vbFPe4xz2KCy+8sPjVr35V+T0ZdOaZZxarrrpq5Xt/2I8AOB900EHFpZdeWtzhDnconvWsZ4U87XfV/6trXvZ/3f3XuMJr4+9LX/rSMLFCrO90pzsVJ598cmUCvvrVrxYvfOELy3fvfOc7i/vd737lb7359Kc/XZx44olhMoh6sGzZMn21sNdUo7qwwHjCHQFHwBGYYgRYwear16Y4gxYoaq5HLFBme1IXCoH//ve/Ra/XK252s5stVLo9sY6AI+AItEUgpQPNPUEdA7XyyisHa+jtttsuftX3uw0ZqB9cffXVxTOf+cziL3/5iz6qva6//vqBCPzxj39c/OIXvyg23njjYMla+4G/6EPgj3/8Y/Gwhz2sfPaCF7wgTDyUDypuuuRlxeedH40rvDb+5iaosdo+/vjjAwYM7CG2F11Sjeqw+ECe/P73vw+TAbRTa6yxRsFKC5fZQoA6c+WVVxa09aOsvJmGVLPS4uijjw5RedGLXjT0Kot5wmQa8mWe4nD66acXn/3sZ4tb3epWxWGHHVbc4ha3KJOXo9ywgu0zn/lMcd555xXoXbStd7vb3YqnP/3pxZZbbumr10q0u93kyJumEHP7z+qyiy66aGra5XHpEU2Yzvo7Vs6yanaFFVYIhkfDpOdvf/tb8AN9dl4nq5ra1GEwm4dvmjDJpeecddZZxZe//OXiggsuKChnd7zjHYuHPvShxc4771zc7na3mwcYJ56G3P1AnIBcea/+wgehxyCj6Mzqn1+7I9BU17v7Vv/FtOkU9TGdzjcpHWguCGosaZ/2tKf15QCWtgxMfvaznwWL5n//+9997yGUITfrrKkPPvjg4uyzzw6Dl2233bZ41ate1fe9/oCUhjj8+c9/ro/CAAhy6Sc/+UlQhPTFve997wJLVZ9VVUS6X4chqNvmZffYVH/Rhkiu/rL5aZt0tCWo6ZRf/vKXF7/73e+C4nTkkUeGQXscA5QDJ6j7UUk1qv2um3/9+c9/LrBSZ/sfVgVYoW2ibXvcawdfVgAAQABJREFU4x5XPPnJTw5bFtn3fj+dCGj9b7PyZjpTcGOs7EqLqlUWlF3cQCo2ra6YJ0xuRMfvciDw/ve/v3jXu94VvELnstuytS036Hvf+MY3AjHACrbVV1+9WGeddcL2bOhuVj/TONO+nnHGGb56TQGRKzi+9rWvDU8e85jHNK5Oa5s3xvtOt7n9V92oaWVZpwiO6DinHjFiVGbmc105ywTTBz7wgc4k9fXXXx8MXDAGYPWlXUU4MyC0iGhTm9ri87l00oRJSs+xgFx22WWhn/n6179ewCtAQjO2p+1kvFQllFvGWy43IjAtumOXvL8x9vV3TII/4xnPCA4OOeSQ4tGPfnS9Y38zFgSa6nrOAKdNp8iZtkn4ldKB5oKgZhsNlJU6oeNgD2i26WDpjcoOO+xQ7LfffvpzqKutCHiw/fbbFwcccEAgvr/yla+EGTT1+Kijjioe+MAH6k+/DoHAMAT1EMGM9IkOrPBk0iSVNpiEnWMg5gQ1SPZLqlHtd13/iy2EUFrrtv+xX2Lps++++xYoui7TjYDW/0nX/XGgklLetX2gfOK2TuYJk7o0+vPhELA61DAENRZLlC+sK5uELaye+MQnhlUpWFNDVnEOg8uNCFj9KrU6bdx1Orf/qhvl0ItuRGz4u1x6xPAxmL0vlaAm5hA/EEBdBIMAzmZBnKDugtzsu23qZ1J6jqb+zW9+c/GJT3xCf1Ze2VJ09913L+5617sW9E0nnHBCKKcbbbRRpftFfTgtumPbvG+bT05Qt0VqfO6a6nrOUKdNp8iZtkn4ldKBFoKgVqC/+c1vFhQoBiYI4GCiv/nmm6uTzleWcEBEI6uttlpxyimnFMstt1z4/bGPfax461vfGu75Fw++yhd+0xoBO4Dio9QgqrXHGR3qwAovJ01SaYNJ2DkGYqpE4F+KhMLNIkiqUW2DAft6v+lNbyr+9a9/Bed3vvOdw4ALpfbWt751cc0114Q99k899dQ+AnvHHXcMbVibMNzN0iCg9X/SdX8cqWWlxatf/ergNcsWsVyzou1Dqm2YJ0xs+v1+dASaBhOsGvr+978f+tGqVWysYNttt93CljrEhG11sGbDOvqkk04qsJRE7nOf+xTveMc7fPVaQKP+n9WvUrpVKm/qQ2n3JnebobpRDr2oXQqaXeXQI5pDmL+3lqAmdS972cvCVj1tU+oEdVuk5s9dUz+T0nNA41Of+lS5dQMk9IMf/OAwxmJ1zpe+9KUSMFYD3fe+9y1/+001Am11x3H3M05QV+fPLD9tqus50zVtOkXOtE3Cr5QOtFAENYB/8Ytf7Ftqs/baa4eBjAKlmcLAhj2kkOWXX75vrzKssHmHG5beo/Qg7DXFYP7vf/97+HvPe94Tlu7zjg6NfRZVGNDjb90WIxBXdHwMzn7729+GbUM22WSTAiILv1Ki8WcP2zgc4vvrX/86LKVlC4Emufbaa4sf/vCHBcua2PuNwyaJB/tpxZjF/ihOLIOKMcQt6frWt75V/OY3vwkDy3vd617BXewPvwkbzPnGWpE+5znPKbCEJy7gUoWNYoE/VfHgeSx8w0woexYid7/73QM5w/cp0YEV7ixJRZ5ysOf3vve9MEnCjPo973nPvrLV5HebdGiDiT9NAzHNG/ysKov/+Mc/At5vf/vbw6QL/uGOQ0ARLVe6R7L1L34XPqj5x0Ei5CvhkXdt8K3xamKPtdwT92EETD/ykY+ET6n/EAFsOVQl5A9k9nvf+95yj/vXvOY1YduPKvf+bOkR0Ppv6/7Sx2o8MWg7yFgkTMaD9Pz6Ospgwn5rV6+Bll3B5qvX2pWfLgR1Ox+Hd5W7zVDdqEkvGj623b8cVY/oHuLsfxET1OiaxxxzTNCz26TOCeo2KM2nG9tXdDUWYwzLeQWMU25zm9uErTrtZD3b8GFUsummmxYf/OAH5xPAzKlqqztmDnbAOyeoByCZ+Qej1PUuiZ82naJL3KfBbUoHWjiCmkxh1p2DDFTY+gMywYoqxzyLiQY78LHfdL1//vOfH6x/7Hcs94eMOu2000rrSvseQouO8nnPe14gi+07e2/jz/7cbA9w7LHHhuVG7M2NYPF95pln2s/CPcQbe+Ki+FXt3Yij2972tsUee+xRPOEJT6g9yM02/JCbX/jCF8KeXQwWIToh36xQWFmGS8fFgUlWsEx/3eteZx9V3mMRjwWVFYtFnJfWHcoHW8F88pOfDAfV2Xd6v+666xYQhCgidRKHB44f+tCHig9/+MOBjLXfkea11lorLAnLcXCnNpiE0TQQs3mD23h/WeLCJEaTsPKASRgEtyhpENUIkzVvectbwn3TP8oBeKrg3ygrGtSfcV5TjWpT2Ez07LTTTgEnyvjrX//64kEPelDTJ+Ed+6vus88+4buVVlqpOPnkk4OinPzQHUwcAa3/TW3NxCM1pgDbDjIWCZMxQT233o4ymNAVbPHqNcCyK9i6EhJzC3YiYU5QJwDK+HoUPSJjNGbKq5igJvLUffR2xiQpcYI6hdD8vh+ln8HCmi1hEA6+1j2G+c14mTE5K7N5PusHY5OmSUhb3XHccbFj4XgcPEzYvsXHMKjl/WaUut4lJsq3NHEtXfxbNLcpHWghCWqsdvfaa6+yLHCaO6S1FR1Q8ywmGnIR1LvuumsgnTRcGkr2pFXLbX1OJsbWmlibQuZtvPHG6qzvauPPXm1YKZNuK1UENZ3sQQcdVJxzzjnWabiviscjH/nIsL9WlSW4bfjx4MADDwxbnsTpiwPacMMNw57ikNoqbQlq9gjbYost9LNwtVjEeYkDSFWWbx199NHFdddd1/dt3Q/KDwR9ldjwsJBeZZVVCgbIKcESHOWmCku+tf5WpQM32mBy39RoxnkTd8xtCOoNNtggDAwICyHu5557brinrHAIBgeINAkYfuc73wlOGGBAWE/7IaKpRrUpvc997nOLCy+8MDjpuhSQffaZgEEJ3nvvvWst75n4wVIfi47b3/724bCwlGU6dYAJGrC39U7TwsqFyy+/PLyjzUn5p9/Zq4bBM7ZBqirntHP8gbHijHt9zn3Vd+o373SLJdzGgj9Mul155ZWhfqwrE05V/sXfgSmrOKrizaCXcw50NYrW07o6GvtN3JE4zbE7fms6ua+KC88Vq9g/fY6bqjSr3xZDfcY3NjzKCu+YhKLtpMywOkmFQxN1dQXP6jAhTpRT9mrESolVJbSXOWWY+pAKX3EZV30ZRzlVHJgEZyUW/cMkhFVYV111VZj01cML7QR002BC653FWbEn7o997GPD3tNbbbVVuR8tK9jAj5UqbJGErsSEuxVblu1zvWe1ExP5/FHvqdv0ZVUrtPQbrhrfKv/jdsJ+p/dgRZi0t9SDNddcM7laTfGwGKl/XNu03aSRuENQM9GM0FcxmYrQlsRp17TWhRs+vOEfbrv2SXVtBnlDeQInDtSkP6rqs2z43Ktu1KQXxd8MWw5if6p+a/9GWXVph4AS1KxoJO+/9rWvhQ/Rs9GNbJ9T5eMwBPUwdbIq7JxlaZQ2NY4b7Qf9LzoR1sFsk7TCCivEzob+PUzdHyawUTDRNpRwbdutbRwGIYwtESZDWHlt20yMwBAMx9iGTyXVNg5bJjS+Vf7zjj6evKzLx2HLtOJhMdK0aj6n9IuuuqOGWZVWDVuvGgd0yrZjHzsWjsfB4MR4gfMtGO/iZ0qGJaiHzZNUfBS/OM/Ih5/97GdB/8boidXxdbq36un0u5Qv+tyVV145FfTAe8ZJl156afADnoftLIeRUep6VXjD1sNhdIqq8Bf1WUoHWkiCmgr2qEc9qqCQI5AULKO3osoxz2KigY6JisZAiAES/iFYE0NcQvLyjoGXWmozIOOwBBUG8DxTxRpij8KuyioZh39PetKTwqAdBeL0008PVkFK8NKoQFrRsMRi40/6UD5UGGxhZfzwhz887KOlzyEIIAwvvvhifRQGsRDpzBDTwHFyMR20koo4RGmsOqHYNvy4I02aPjpPDithb0gaSbAifBUOL9p22231Z3gH5hDtVgFgVhtiF2EABaZ0ZFYsFnFe4o684sR6lFcEJfcRj3hEyFsUYd4fd9xxwQJa40haiDMHdMZiw6MR18ObUBbIT9IFlscff3wgZNVP/CFc9nqtEutvVTr4RhtM7psGYnHexB0zZZg/9u3UrWkgrhjwI9yDtSUq2eMd4lRl5513Ll784hfrz4Er+c4WOSps12K/1+fTdk01qnXxpS3QiTCspiFQugh1h/K/xhprDHyGskEZZSIHhUrbJBwSX5SB/fffv9byX8sD7RErHSir1AcGfWeccUZZhvGPvH/AAx4QrL8pA23FWtnTzthJQvXj0EMPDRMbcfnec889i29/+9u19YPyS1tI3M4666wB63Is0Fl6iXJkJ6FIJ9iwxQpW/3WidY+BCDii0NCegxXbMKHY6WoUdRunIfYbP175yleW+xdyT/vQJJPGUMsFcbJtRGoCy66u4NsqTGhL2Ormpz/9KU5Kod1atmxZ7eRr6bDhZtT60OB1eKW45K4vucrps5/97DBYJrLElckwBk7oLir0wRzo/LCHPUwfZb1SX1mdRpqsoPvQ39IGMOBrIqiryk0OA4Gq1WvEkcE1h2DRjtp2gnfkNXojbUWVzoUbjW+bdgL3CO067Qgrt9j+KxYmE9B5II6rCLgcZbGNAUC8Ok3TWtfOjVoHY//Rk2gvWAmoujtYUZ6Y2EKXaFqFprpRk16k2I9aDtSfpuuwekSTn/P+Tglq9G7O90HHZKIC0TrXhEFbgnrUOmnjkLMs5WhTNW5s3XjkkUcGnYi6qkK5ZGKMMR/tJGOVrjJq3e8SXg5MtA0lXKvnML7EenpYYXyE3h+326OWCY0vY12MejDuQbdFJ+UA4D/84Q/FK17xioJtr1RylGltk0fRL3LojpomrqOWNcUSvzTvyXNWPvPOChPscBaMa1dddVX7qrzvQlDnyJMy4JqbOM9oAxkrMekCp6JCvSdvSBu6oQrjKdxjoGSFiSys4JmsaRJ4BMWSMT9pVqEvvv/97x8MNZlwTEmOum7DGLUedtEpbLh+/z8EUjrQQhLUQGOtPSEp1PJTC45Wan7XKeC8Y0sKJYPi5T1s7q+EHhWeQUiVQDphxc2BPwgkCwN0CORYaCQgdpT0xAr6Q7J9hFrvqXsbf31GHNhSoO4AB7beYBsKFchZGmzwsUIDA4FsSf0qctE2/Pb7rbfeunjta1/b5y+HTED8qGAFrTPW+oyrXYLK79RBPrixWNTlJVaATACA4wtf+MLK5YKQ8hBl2sBCbLGMOBYbnr5j324OxYuXIV5wwQUhPPUT93XbXFh/69KhDSb+NA3E4rzRjpnvrOgyLJ4xQI87bOuWeyYLtCNjAgVMY8sr/cbuxUxDxSA5LsfqdpquqUa1Lq50/Oeff34gjCk3zMiPKrQ9KBoQQVjKqRBHlGOUAxWeUX4hhmKx5YG6SDwZvOikTeye38yiEy7loq2w1RAKNO0WinWsuFvyifZlXZlcsxMZVXvJYiGAYoVSHhP/kMCUbfC2dawqvgxwyaOq9Gjdg1hjSxoGbmoJj192NYq6raujuCfOTFaQXoQ2R5eQhgcN/yaJoS0Xto1IDTLi1RUxJviF0lsn9DmsaKmaAKz7hue56kNTGLyzuOSoL7nLKe0wfTI6iJaxqjQ16RpV7ts+o/1Ax1LdqOo7JtrYzow+AgIdOfvss4NlpLqPyw3PbRuh7rpemXRnyyQr5CmTRKqH8Y4+DILmd7/7XemUssmAi/YvFo1vm3aCb2mfySN7yBbtNNbaDJ7s5HXdarUcZbENQR2vTtO0xu1crjpo/YccZzJFDT5i3PU3RD7tI+U6FtWNmvQivslRDuKwq34Pq0dU+bUozyxBTf/xox/9qIAsU4KVbQCpe3XShqDOUSc1/JxlKVebStyY6KEP1vYFnYexCTokfZEKE3EYDbTVVXPVfQ0/dc2FiW1DrZ4zKkFN/PHb6pQ5yoSN72c+85mwooTtruwEtCWoc5VpbZNH0S9G1R21TOQqaxZL8p4xCViqIaCGZ6/oLvSHVfWiLUGdK09svKrubZ4xxiFtWELXCatR4CDoQ1khyYR9nUDSMwasI6kh+jncum6rWPWXcT/tDGHXSa66rv7nqIdtdQoN06/9CKR0oIUlqLFShZRUgaC2RKxWat7HCrh+wzUHQW1JQPyEnGYwUidYnDHAooFDqqxubfxxA4GCpRL7HVfJ73//+6DYaQdHw8vg0WISf0c8IcdUmL21lkW24Vc3dVYOdDZYo0PWIxzCyMA1lnER1HE4db8hpyDWECoXjWZsYRBjjwUUBJlVUqz/WARBBqrUHbRh/a0rk9pg4lfTQCzOG6uUaTy42rJJ/PmuSVCWDjnkkNIJndMTn/jE8rfeoBgzkFBLqJhYVHfTeE01qnVxpnxDOkC6NZFzdd9XPce6H4WPCSsmAlAcmdzRZZrgiwU8CgeDOJQOFIqY+LPlgUEepAl1EsWDeLPiAithrOSZaIFgReKVDlVxtM9YgQG5i1S1c4RJecEqCktFlKm3ve1txUc/+tFg1UP5UvzVX/br53BahEkP3dMbQpqw1IKT5WRYXNG2YgnBYIxJQ+qmlkMUJNq9mODQukeZxR/qLIJ7TnOnveSKqNu6OoriSz3VeHUhp/F/khjacmHbCPoe8MWKjT4AvCx5xG+7usJiQvkkn2hPsBjHguIud7lLmNhC6f/FL35BMkPfSphdJFd9SIVpcRm1voyjnGJNip7ApCr1hTYCnJl0hmylDaAcIfRPrObJJQzQdt9991I/YWUC4dPm0G5gBUN4WPBBxLIa46STTgrBtyGo0VHIZ4TJbtqMpzzlKWGymmdYBZFm2g1Wf7DKgzbCCla3tj9G/9tvv/2CX5RdyH3izSQ0vxlggRfENG0tK6PA0Oo7+K/lvE07QR/IhKFaTTOJTfuEAQHGBLQT5B/ksRo3VK1Wy1EWiQv9A/oVK/cQMLCTZvQvdnWapjVu53LVQfWfckN7DQYMiNF9OVCbcks/Qf9GedIyUaUPkx7VjZr0olzlgPBSov1YauI05c8ivY8JatJu+390cVZK2QPsLD4pgjpXnSTMnGUpZ5tq91Om/aLdo82hnSP9V8pqW+oUxBRlM7US0uKbq+5bP+vuc2Ji21Cr59AG079A6DN+Rhj/Ye0JkU9/hmGEboWEvskY14pdZZirTNj4ssqV7TMp24RF30P5Rw+GSM1ZprVNHkW/GEV3pM9VyVXWLJYY/zHWII4YCPJHX4PQT1MG1KKe/pD4oCNYaUNQ58wTG3bVveYZOhjbvDIGhV8hrUoIYzREOVL+h8kNuBjSB2FPG7CVbKNG/0v63/jGNxZwRkgdp8NYEQNC0orAldF3M7FP34f+x2p86gRC+4P+/5CHPCT8tv9y1nX8zVUP2+gUNh1+349AUgeSDiiIfIbdvf6c+qsMSHpCmoS/3XbbrXN8pYKV3+OPVNo+P0QxL9+Lot73zv6Qjr10J8SNfdUTMrN8J9s69L3TH9LI9qTil+5kGae+arzKPtHlNzLw7MnAos+9jT/pk2Uafe/jH6LUlf7hXhSU2MnAb9l2pO8bmW3rcyOWTn3vt9lmm55YJ/W5sT/iNNl3ei/KQJ+fYj2ur2qvFoumvKz1wLwQgqwvfGlkzdv/3drwpFHuydKrATfxAyGp+vwVy5DYSc/6W5cOsVor/RGib8APfRDnjQy+9VXfVQjI0r8HPvCBfe+qfsggt0c+a90Ui6YqZz3Zr7Z0g1shJirdTePDYdpKyr1iIgR+1mQJudMTsrcnhGutv0IK9WRpWoiDKNMD7uLyQFzFYq0nZM+AW5t3Yq028L7pgSj7PW2769ptIe9DPGXrgRA+V+JDG1UlovSE90J29vBfRfZAD8/5Vpar9uSASn3VdxXyqSeKaOlWltr3veeHrXv4J/v694RgHnBn3VbVUdk2oMdz/OBPVqxU+tH0cJIY2nJR1UZo+5BqG6rwk61RBpIpSm9PJhACNpRX8qar5KgPqTAtLpqXw9aXcZZTIXB7xDUWGVj3ZAKoLIdV/Vj8TZvfsgVNqBtgQv7JZE9fnVQ/CF8mN8o2STGM9QMtN1V1Cb9U/4p1L96p/lWne+EGIc7aZ9FfN+lKtCHaVtAGCEH6P09u+K/x1fQ0tRMySVPiT1tY1dbiLfVdVr6VboVA6QszZ1m0+lVKt9K0VuVNjjqo/iuWYilb28cJyVCWBdzLQLwPI36oblSnF+UsBwOBVzwYRo+o8GahHtXpDmJIUdYPxlAyiVSJC8+1PMkE1oCbXHUyZ1nK3abSVioGMhk8gIE+oL+XFWU9xqhdJEfdT4WXGxPbhlbpOULUlZjFfRQYKp6yzV5t1HOWCRtfMYwI4b/hDW+oLPe5yjQJi9vkUfSLrrrjuPoZiyX5iC4rxouV+SiTEj0hdsv85j4Wxu5aHmTyLH4dfufMk8oAzMM4z2QSpVLXIM0ab8Zc6ELoTlXjJrgfcMI9ZYBxvxV+08+qf7Ji3r7uu7ftkZDoA3HLXddz1sOUTtGXUP8xgEBKByoZ6ZTDAZ+X+IEqKlSAOqKjKYpi9VRWHvyIO2FbqasaRvVbB0j4EQ+SdIDEu7pB0kUXXdQXD7GkVa8br2JN0vedHGrY597Gn4bCEjd9Dm/4IYc7lP6RppjwrvqGZ2LRUH4nW5z0OYsbfpmR73sf/2DAClb6V6Vk2gEU7lKDKMKwWDTlpY0PDSwEihyu1JPltz0IPsgTBj4aP65iNWg/C/c2PAZVbQRSzPor1uMDn1l/69KhDSZ+1Q3E8DjOmyqlDHeqROBfioTCPSIzsX1pAbtYZGa1dCP7evZk5jZ2MrW/h2krv/vd75bpFYvdJUmbWBmHOEAcxe1dXB7I9zohryBeKBPkXVeRlRYlFlXEGPVMrCqDG9nbPlyZhON5LEz+aL0Rq+byNW5RnLTcynYc5buqG7EK6InFZHDPFSXGiq17pF2WyNnXfffqNq6jtGf6jngNQ05rQJPAkLBsuahqI7R9SLUNNt30hWLFq0kZuIq1f5mnskXWwPtcD5rqQyoMiwt5OWx9GWc5pRw3ERB2QFI3IEvhEL+XZZpl3mEEkBLZxqV0D47x4F/LTVyX1F/Vv2Ldi/eqf9XpXuqHlmHCF4trfVx7/clPftLbUia8cC+Wa33uNL68a2onKP8MAHEn1kkDg7I+T2/4YbEV6/jSSa6yiIdWv0rpVprWurwpI9hw01QH1X8wEiutgUFw7K3VoZi0jEV1ozq9KGc5iMOu+j2MHlHlzyI903FfPOaDOKIcUlb4Q7+s0imbCOqcdTJnWbL1PkebKhbTAaO2xlDjKl9NdT8VZm5MbBtapefkIKhzlgkbX8o7/WiV5CzT+G/b5FH1C8Wjre44rn4mxrJq7G2xpQ2x5CvfW0kR1LnzxIZddW/zjPYz1rH0GzgPHTNRphhzVY3d1T26j7a36ERWLAcgq2B7YkVtX/fdw03JSuvSr1iXy13XtdwR91H1vZRO0ZdQ/zGAQEoHWliC2hJkVMpYbKVuahh1gERhjyuWDpB4VzdIooJoJeeKFaCcnp78g/i038Uzt23jr+kmXPWPgVObOOBGlmuX32GFZCVu+Ks6fuueAZHGgassMbGvw70dQOEmNYjio7ZY0MhSLpSosnHReyXO9DfWpLG0Dc9+d8kll/SlPbaSwm0bf7XBJH51AzH8aps3tjFPKRL4i5BvdG6KEZaFVlitYOuNLJu2r6f+PtWoViXA4t2mU6zyY9Rn1vo/JoZt/Gir6pQYjYOudiCfu4osnytXjTBRWCVW+aEcxWVIv2FmnvfUWWuBSHuo5U+WkanzxiurRvSbmDy2da/JwpIA1K3tN2QLkR6rCer8b4xYxctJYEiwtlxUtd/aPqTaBsWE9KcmaGQP+xKnNu17BTytHjXVh5QHFpdR6ss4y6ksR21Mhl0BlXLb6NENL7GK1gEOBG6bSW4GRVb3iNsdLTe2Ltm4aD8S6164Uf2rTvfCjV3B1oWw0fYPfcCmU+NLOW9qJ+yKtTar1YirzS+7Wi1XWSQMq1+l6p6mtS5v8C8lTXVQ/UcfbbMKjbDsSrR4FZrqRlV6Ue5ykEo374fRI9r4O89u6ghq0gzxw4S59rFVOnQTQZ2rTuYsS+NoU9UQCEOFmFiaZNlpqvtN8RgHJrYNrdJzRiWoc5YJsLHxxUisajIGd7nKNH4h2iZTx1I6g+2vqtx21R3H1c9YLJm8aSN2vE6/YiVFUOfOExt21b3NM4ztmkS2rCjbT/SnJpGtbkq38WpSdC7KCO2xbJPT5E14xwSj6oGyxUdpUJm7rueuh006RTLR7iCpAy0kQc2gyJKQWGfEYit1U8OoAyQqYzxI0gES7+oGSXaAirth/2KSr238Nd3aoAwbvn5nO0rb8PO+quPX8LlCXKg/XCdFUBNnBmNq0aRxoIxgBUUja8uLvueai6CmIbb+MgCOpU2eaoOJX1UDMfWzbd6oEoF/KRJK/eYqh02V6QFXa5HKsm9NK0pyvL2O9Wca74cZWF5xxRVlmrEQHafQvqEkyb5dYQCilsfW+j+2/LflIbXSgbjrIId8ZNDXVWSvsYCH7JNX+b2NK2HIfmYDQRAu3/M+tizSWXfex6TXgEc3PAA33W6JGX0rWveoU6nVKOpW+w22XrErTWLy24bT5X7cGBIXWy6q2m9tH1Jtg2JCWwrOTSJ7KZZ1pe2Koib/hqkPTf7xzuIySn0ZVzllmxSU8SZhkkPb4bj+8B3EK2W36c/WLTtoY7lxW7H9gfWP77XcaF2K/VT9K9a9cKf6V53uhRu7gq1LWbMr2OzqNY1vqp3QFWvE3xLcxKlJtB2xq9VylUXCHRdBPUwdVCzbrkIj/taKOraEU92oSi/KXQ6IS0qG0SNSfs77+yaCmrSTj2ocgW5p6ybvmwjqXHUyZ1kaR5tKP67tPvqRHFDbk4OogWcsMkzdb4rIODCxbWiVnjMqQZ2zTICNjS9EYZ3kKtPqv7bJOfSLrrpjnQ6gceM6TFmzWFblvfVf7xkD6GQ8xKqVFEGdO09s2FX3mmeyN3ntRIZ+x1aR2jZQz5rka1/7WunWGl3B26gfdZb9Vf7Cweh3urVf7rqeux426RRVafRn/QikdKCb4FwclQdP3fCTR1MtoqgXQvqEOHY9dIwN0qVglekTZb/vNy922WWXQipHcBMfAlN+KDdCvoVDFHgW+8NBY7JEOTjn0Bs96CY8uOGfVPK+0+Q5xJDDX7oIJ6By8Jc9+Kxt/DUcGQSUh/XwjIOsuoo0LuVhEXxrDx/gtz18gt+xsGE+p8aqcEgim/lbkcFcIfsjlY/E4jnkVfmg4iaFhQxqwsFv+ikHngnBGjbz12dcOUiNg0OkIS0fc4igWI6Xv7lJhdfn+IYfMtvcd5ggh0yJhXqf0zb+6qb9fNh0GFDbvOl6SKJGmLpDfFU0PdKxl4fg8Y4DEYTsVGczcU1u7F+RCtItkxzhICohTMLhghXOhn7EgWgc7ifKUUFZIjziqe059YgDyWSrkRBGXG5teUjVUzwQkrU46qijgl9V9TS8aPjH4VZCFIR4chAiByJaEYu5vmdidVBweKgVDjPhIDTSKfse9p0kzWEcskVPwcFjxLWt7L333uEgSA7tk8nD8jOte019gTq2bjkIEj85ZE2FOOuBivpsmOu4MSROqXKh7UPqAFWLiQz2ksmVgXM4gEiU/9AWJz+IHIxaHyLvBn6mcIk/qKsvS1lOiWMdzkJUBp2CdqRJOFBPJlODEw445MAthEObOEipjYh1VSEkSXDa5pBE66fqX7HuhRvVv+p0L9yceeaZZfkCC6tD8b5OOIiR9gfZf//9y4Ox2pbz7bffPrQJ1Bt0r7YiW7GEw4s4pFEmx8Nnucoinln9KqVbpdI6ah1M+V+FmT0ATgiN0PaqO9WNqvSi3OVAw2y6DqNHNPm3CO903Nc05uOwdiG/AhwcZscBdxz2jDQdkpirTuYsS+NoU2nT0fHok1Q/BJu73vWu4dBZDkOrO2QSd21k1LrfFMY4MEm1oU19FHrY4x//+BBl2xfYNOQsE/ibiq+GnatMq39d2+Q6/QL/cumOo5a1tlgqBnqV/dmL888/Pxzux1UPXU4dkpg7TzQ+ddcuecYh0Kqfy+ReOHSzzl+bTtmup6wDFk/Za7s8tL7OH33OgdB77LFH+Knj09x1PXc9bNIpNF1+rUcgpQMtHEFN5wxZpienAx0DjY022qgPRa3UPGwiJXSAhLt4kKQDJN7VDZIgPTl1XKXuBHJ93/baNv7qn1g8FSeeeKL+DITPOuusU/4e5sY2VHyfIr6WiqAWq75ClgeGJKKYySFtBSf0Vgnlxg4otSG1brtiz7ey9CYMdNUfFGyITCtt/NUGk++qBmLqX9u8USWC71IklPqtVzvpwem/nH4te1oVnHStwqm9w0yG6PdLcU01qnVxkpnscAIygyWIhhxCeyYrDwoUC7HCD15yMjt5z+AMwoFTm5nMs4ORuNza8pCqpwRi6+owBDV+MEnIZCHE+cknnxwUPZ4jYllayOFx//sh/2X5fSEWkeVv0g15KXvsBrIX0tcKk1iknfaZ9LQVTq+Wpfmh/qN0qmjda+oLYrdMCnAC9jXXXFMqr+QRdUH2yw5X/WbY6zgxJE6pcqHtQ6pt6IIf4dImcJJ6V4I6V30gDk2SwiX+tq6+LGU5JY51OIsVTCEWN3EyBn5bgpp2QMnqLgOTpsF/qtyo/hXrXkRU9a863Qs3xx9/fBgocz+sMKiSw5LC56n4ahia7/p7mKssqw1tZq6ySBxyENS56mBbLC12slS4kNUc4RHlV7aQKl+rblSlF+UuB2WgDTfD6hENXs79qzYENSDI1l+FbJ0T8MDgBzJ2+eWXbySoc9VJxlH0i6OItinjaFM1XhhHYZzDVVaR6uNwXXPNNQsmT+l/tZz2Oaj5kavu13gfHo8Dk1Qb2tRHtSGoc7cvqfgqfrnK9E1vetPgZdc2uU6/wLNRdcdcZa0tloqpXmWf5QLDGUS2qwnjGO4tcXvIIYcUsgqbx6XkzpPS45qbLnkGOc1YEkkR1IwpaY8RS1Dbsg6X0nbS/8orryxkhUzwT7bqKhgv567rNm4hoCH+advMp006xRBeL9wn2rdYbsKCsHAENVZxspy1xIBZYzrpWLRS87yJlNABEu7iQZIOkHjXNEjC+lmW4eOsWGGFFYJlzC1ucYvwe9h/beOv/kOYHXbYYfozkIhyEEn5e5gb2/DzfYr4soN43NM4jduCWpYUB6sBwkMgT5vSLYet9Vk2x0QffljsyU9Z/hLylXdVQuXE2sdOmpAfavWh31h/68qkNph8UzUQU7/a5o0qEXyXIqHUb73KAZPBkk5/01lDSPIcWX311cMKA1V+1N20X1ONal38qV9KTOeyorXW/5tvvnnBrP7GG288EAUmwiCB1VIxLre2PKTqKZ7bulpVTwciUPEAgkWWu4U3rJzAwhy57rrrglIne5cF8lmW4BXLLbdcaA9ufetbBzc8w/IawZJbSYnwQP7pZECTpZW6tVdWLVDHGdSizKho3aurd+qOq7rVZ7QBpA+rS125Q3wh8bQsqduu13FiSFxS5ULbh1TboJi0wY9wmwY2vK+TXPWhzn99nsJF3em1rr4sZTklbnU4M5FCPUjJGmusUbDaAJFteEqLVTnctBy8pPxoGvynyo3qX7HuRZiqfzXpXnYFG+3nlltumYruwHtWduggLBVf/dhO3u677776uNN1p512Cu5zlUU8y0FQ56qDbbG0oNmVaLpqS9+rblSlF+UuBxpm01Xb/rrBWdO3i/quLUFN+0Udk7M2AlRq+NNkQZ2rTuYsS+NoU+OyQ52XLd+KCy64ILThjIlUaNcYL6+22mr6qPGaq+43BTIOTFJtaFMf1YagzlkmwCYVX8UvV5lW/7q2yXX6Bf6NqjvmKmttsVQM9Aope9pppxU3u9nNgiW1cjYpgjp3nmh86q5d8iwHQW3HZpD4suVSXdT6nmO8tueee4ZnaqCXu67nrodNOkVf4vxHJQJJHUiUoyDydY+/WRHdi4w9a+ITnevSwKEMumch38ngpidLAiudy8Cx3A+nae8j61+8D6LugUhYTfsgSudXhoVbmXWqjJM+ZE9ZTkZ9+tOfHvYPq9qruW381U/2ZpOZvTIe7FdU5a+65yqD7p40tuFgmvPOO8++Cvd2byfSldrfaSn2oGafTsoB8ePPHj40kCB58PrXv750i/vUHtS4IX+bxB7OhnuZoat03iZPhQAr41e116J63DZvdJ8w4iWkmn7e6srJvZQjvuVv55137tlDJt/97ne38mfaHA3bVrLPn6ZfLFN6MojqnDT2VNQ9pfmYveDAVgia5GEUdv+tuNza8pCqp4Rr62qqncB9nciAM8R/n332KZ3ovvwPf/jDw8GHXEkj7Y2KHnIry+Uq94SWyZDwDXvHp/biVT9xJwRV+I491K1o3WvqC9S9uiXOHBxr93Kz9QkMc8i4MCRuqXKh6Um1DYpJG/wIV/f8Z4/mLpKrPqTCTOESf19XX5aynBLHYXGO08dvITpC3aHcs5dhW2FPfr7hb9J7UNOWatgczDqqtC3nVo8Qy6GRgs1VFolEjj2oc9XBtlha8OjXND/ZJ9yK6kZVelHucmDDrbsfVo+o828Rnuu4r82YT4jD0P9qeZCVso17UOeqkznL0jja1KZywnk8YkTSk8mvsh6xN2xbyVX3m8IbByapNlSIuxKPuI+SVXzlO3TXKslZJvA/FV+NQ64yrf51bZOb9ItRdcdcZa0tloqBXjm7jLYF/dtKag/q3Hliw66675Jn9jwQMRSq8q58JlurlOUebk2F86a0zU1xH/oNV8uD6Z74uet67nrYpFPYtPl9NQIpHahkpFMOq71fuqeqqFARUsoKHQiHXmml0WtTx6uVGrdNg+ocBDUnmNr0EKbsm1YJLieiipVvmRYIr6qTmNvG3wYilpClv8RB9tWqJallJqqP7JfZROtVuLcNP/6liC87iMd9FfFlB1C4gahPSQoLSHb84g9CVaxNB7xEcWMgzcEr6pZrTPTxoQ1P3VpyzXpOw66HuuAWspyGv0qsv3VlUhtM/OIQhzppmzeqRGg6LNlW57d9Th3Tb+2VemMPTrTfTPv9KG2lWE6XeDS1P1UYQE5T/mT/4p7sudyzh8mlJrXwT2ajy7DjcmvLQ6qe4petq1X1FDdthHRQLkiXKiVKuIold/BCZuGDG8ho5KqrrirrYd2AQElu/LbKU/Cg5p9sKVLiI0uC+1xp3aurd9axuoWcjttmDnFhYpF40XaLhZf9dKj7cWFIZFLlQtuHaSCoc9aHVEakcIm/r6svS1lOiWPTADJOQ5vfHCpM2WaiR7bNavNJmOTmG/7iwb/Wpbp6p/pXbBxAwGog0GQcgDuxrgxhg8Uwk4b4oZKKr7rTOkua27Td+l3VNVdZxG+rX6X6p6q05qyD6j/5IqtPqpLe90yWfIexgJYl7U/UkepGVQQ1bnKWAw2z6TqKHtHk7zy/03FSasynGNhxCm2FncBAF7OSs07mLEu521Sb5rp7jEs0DRiWtJGcdT8VXm5MUm3oqAQ16VE8c/QzqfgqfjnLNH5qm1zXH2u4em3SL0bRHXOWNYtlW6MpsboOOgN9jWwLqMkN1xRBnTtP+gKv+NElz3IQ1EQBnQtsZAu4Hm1JStC7cMs3ci5Vn9FR7rqesx6mdIpUuhf9fUoHmguCmgLHqfH2D8JU9gXsyd6lJZmhiiuKihx211g2tFLzTVNjrAMk3MWDJB0g8S41SMK6Ua0rNZ7MtDHjg0CQQlA99rGPLRtG3Ml+Z5XpaBv/+GNZbtrnv+zPHEgKlH8EUpF4WaIWIrtqAGEbfuKaIr7sIB73VcQXOOjpuYrTy172sjAYxdKSwUc8MElhEZOopAfiiDQzISDL6HtyiFsfLhq2LFMaOBnXhmfzlAaY/MJqn07KEuPqn+z/FGdJ+dv6W1cm7Sm8+Cl78YWZSTmIsO9E87Z5A7GuceO63XbbBes4wgdr2eOxjF/VDZb5clBGnx/4QzmbVUk1qk3pop5oB0nbkSIB1C9ONYb0ATsmNGQ7mGAZrNb/Kct//LEz99NCUFO/tD7Tfn7rW98KaQQbncCQPbTLyTDqImkFB/CoandIK5NM6i9Kshy6yONakQMVg2KEv7jXsPUDrXt19U7dcU25hbTWOiEHySUt363fVffjwpCwbDtR1X6PMsioSos+axrYqJv4alfDjFofYr/j3ylcYve2b7P92lKWU+I4DM5x2uxv2ZOxbOvbWCTLwTile+reUhDU1nKnDVmMTobOgUWmzUtwSNV9xYp+UVeGoKPG/qg7e6Uvpg2PV6vlKouENSpBnbMOKpaUizaWWHYlWtUqtNRgMmc5sPlWdz+KHlHn57w/70pQg4fV71VfokzFBHXOOpmzLOVuU9F12sgBBxwQ2mY5NLGN86z6aCrA3Jik2tAcBHXOMpGKr+KXs0zjp7bJbfRg3DfpF6Pojjn7GYslVtn0gU0CmcoKWNoQ/jD8sZIiqHPniQ276r5LnuUiqDEuUnzkXJI+wjmOI5yOtjV8I+dS9TnJXddz1sOUTtGXEP8xgEBKB5oLglorQpsrVngMilKilRo/mxrjXAQ18bnssssC6WfTAREMmWEVK97zm06zTtrGP/6e2S4aF0tAEx6kmJIqNn5YA9ZZ/NqGn2+qCA4bvh3E475u0MaMpY1DfB8PMlNY0EBC5Mb+xJjzHmuCeJKApYRWbHgQuDqbGPtvf4MvpHWTWH/ryqS1ELH+cy97Mpbet80b8taW8dhPFJCU1VlMmuNHPMguIzYDN6lGNZUEORCzbzJqv/3269Utp8LilnqhZCvY8VtFJzkok1WW/7ijfKN42HycFoKa+KlVOYSzTpCBiRUIIdLOignFIp4QtO65lz23yzoNGQTJXyVMaNk6KnvbDTjTuldX7+wHbdyecMIJZdy6bmNhw9L7cWFo24mq9lsHGeRN0+qKNphoWrg2DWysu/g+V32I/Y1/p3CJ3du+Le7XlqqcEsdhcY7Tp7/pC9CxKA/8MYFLG1YlTEZp+Op+KQhqVrDpqg3iUbd6jTQwGaTbC7FqIF4h0aWc2xVrDHjjcmExwxJU9ZF4tVrOsmgJ6tTqtLq05qqD6j95gj5atwoNnFglo/opulSVTqqDSfqPKslZDqr8j5+NqkfE/i3C72EIanBR/UHbGa4xQY27XHUyZ1nK2abKPq+hXaZuN7U3kGi6PV9bC2rwy1X38atJcmJCOKk2NAdBnbNMpOJrsctVpvFT2+Q2ejDutX+v0nFH1R1zlTWLJe0CukBsoEJaEFaFyT7JpX7DyvxYLEFdNZbAfc48icOPf3fJs1wENTofBmza3jaN1dAR1R1tTmx0lLuu56yHKZ0izgv/3Y9ASgea2UMSpdMsD8CQRFYKG3BzeNPKK69c3Ote9woHZ22wwQaVbuOHbNbOpu2IKLwFm71XiR4CwLv4oB6xdimEdAyfcSAcG+qnRCpjOMjs1FNPLWSwMOD85je/eSEDlUJmnApOWq6TtvGv+54D+8QKrRDLw0JI6wFnHJrByfXSCIWT5AccyAMZgJan2/NeiOPyMKEq9zIACWHqu7POOqtYddVV9Wd5ldnTcACSEH0FJ/mqcFiBkHCFDCALm89tsSB+YlkfDgpSP7lyiN/tb3/7Qiygw8nWZ555ZiHW+sX1118fnHFa+B3ucIfyExse99LoFmLBHA4ItPHlA/Lz7ne/e7H//vsXd7vb3Uo/qm6sv01lUpYpFTJL2IcNdUG2hgjxwO8uecPhKTILOoALZYCDmvgD+zq5/PLLix122KF8DZannHJKbbkpHU7pTXJj/xbxpn5xkNhvf/vb4JqD9DiQ5p73vGex0UYbFUI2F0J+hMNrOIRFhROgKXsqnE7PIYHIeuutV8hkQMHBr8SReiLKUkF54DC9VVZZpWxTyA/pXMs86HpQiK2romwNHGaq8WtzJX20I7ZuxAc12sMy8JM6yYGTa621Vm0Q0hWGQxj5FqEtod+QrTfCAZ0yQCtkn9Jw4KO2teSBDEZKXNTzXXbZpRACtvHA3K5uhYQvzj777PAZB8YQr2FlXBimygXtpVg8hGjTftEWUPaEzA5tG+0G0gU/3Gu/KsRdIfuB86iV5KoPqcBSuMTfN9WXpSqnxHFYnOP02d/UN05hl4FAeEy5QDfaZJNNwmFb9AccQCqTZKGsyORa6A9wzIFcQiCW3qXKDboQ7Uase+HBwQcfHA7hbTokUQOiPeaAVPQvhHZCBnal/kEYMpANeiDxR8RCvJAVEOFe/6Xiq+70ShvMwcEIhyLTJgjxHXDhGW3UscceW8gER0gnB/xRlugvVHKWRdJJHyNLqIP3pIc+SfbJDlgeeeSR5eHNdWnNVQfVfyGeg65Pn8gBwOSLHkp58cUXh3KErqgi1tN9eqc+t4cUC8ESyr5s/1fc8pa3DPe4y1UONMymaw49osn/eXwn5FFxxRVXhPxHX28r6OqUJ75VoRzRTsWSo07iZ86ylKtNPfroowuxKA9J5sBp6gpjYw665ZA38GHcy7iVw94Qxiay3264T/3LVfdT4fA+Fyb4lWpDGU/pAePobCuuuCKfBUH3klW34T6FVa4ykYrvDVErL7nKtLbJOQ67HlV3zFXWLJbkI2NT+gTaGlntWtDnUi/oawhTVlAFXBlP0DfHHIWQ2IWsPA9uOGydg+vxT1YuFDLBVvbdufKkzOSamy55xthHVnEHn2TFfnGrW92qxtciYAJGCAdGah3QDxhz0r4qf4SuueOOO5bcDAfYosugVyGM6YTILmRSQ70orznrOp7mqodtdIoyEX4zgEBKB5pZgnogpXP4AIKJSszgAJKdAR5E96SFDhiiWma2inXXXTc0MMstt9ykozEQHgNgmeksZLY/DHzBhkZuVIGsIr2yQX9Q3CD8Yn8JGzxQ6poacRsX3EMYyh66BfhtuOGGxTrrrFMORq3bUe8ZaIMNaaHsMJmhpwwP6zcdL4Tq8ssvH8qhHSQ3+ckAnM5YBSJArLn158xdU41q2wSh6KDQyvY+yU8gL+QgwQESE0IBUlosyEo/yG8mD2g3eI8woIfYZpLj6quvDs/sxIpV0mJyODiO/jURbpHTVj/FwimQ8TimjZGtcAa+Y5AklnHhOcqOEqMDDs0D6imTi8QXIrBJ8B9lkknNWLooeW3d0m6hsEFCMVjkVPI11lgjDrr173FgmCoXKO6yiqYsZzaytA+QkLQ7bTHR74clTnPVB41H3TWFS/xdqr4sRTkljsPiHKcv/s1kDpPo11xzTfyq/E2fConMBK1YXYfnDOggr1VS5SYXQU14EM9MhjAxiDB5TLvL4BIik/qK0D5AcPIXSyq+sXtZ3RImxOyEMgNe+muxJg+6grbhkLOy0itMRFp/cpdFMGASvkrk/JNC9v8Nr+rSmqsOqv8QiUxi7L333iU5UBU38gWCX8tS7AaDBvrbWCDoxHKsfJyjHJSeNdzk0iMagpi7V8MS1AAhK6XC5AZ6OFJHUOeokyEA+ZezLOVqUyHgIIIUB+JKH41erxNTGn9ZWVZgaBWPf/R9fM1V92N/637nwiTVhuYiqElHjjKRim+MV64yrW1yDoJ6VN0xV1mzWJ5//vlhvIAu3iSkH3Kyjo9Br5cV8QNeMMmBER2SK08GAokedMmznAQ10ZDtTINOBefRJBj4iZV9mAyvc5errqv/OephW51Cw/RrPwIpHcgJ6n68/Jcj4AhkRoBZVJQABEtrVgfc7na3yxzK5LxLNapdYsLsMmQAmGC5gtICRihfdNoQNswoY2HcZKWONdHnPve5MAjT8BlwYI0t+6AHgpDvWcXB4ASyxRLU1qI+tdIB/y3hVrfSQePR5mrDh2SwFvf6vWyLUciywPCzDYmu33GVJfKFLN0PE08QPypMLkH8YIFZNXOv7nT1QtPKhWHcXnjhhcHKm/zGchQL0mFlHBhaP+vKBSssDjnkkEC0U8Yow5Rb2Vs34MqzLviRfiVOISRYadBVRq0PqfDa4GL9aFtfJllOid+oONs0xveQHazuwJIGgtfK5ptvXsgS3dA28ZzVWhDTWCtZgjpVbjT+VRbUuoKt7eo14sHErhyGXDBQZTKMeqmy0korhcElk1h1q9dS8VW/4isWPQwOGYQpEY4biCEwwaKbFVxVRFHusohhBPVZV6hRn+lLaB8Z7OrqtFRaR62D6j9X/phYJW8+//nPl9b5YMTk3qabblpAnqdWobGaSPa0DJOVpItJCPpHVrhZGbUcWL/q7nPqEXVhzNtzXTnLhDvlq6tg/cpELpPVdZb26ucodVL94JqzLOVoU4kTxitM3NPeQB7Zdo7366+/fmifWU1R1ebgpklGrftNfsfvcmCSakNZwaJtBGXIWlBjaCJ7F4dosWKMdjolo5aJVHzrwh+1TGub3EYPJg7aP9fpcTl0x1HLmmJJXyBbT4bJGlZnorMxqaVCPUCvZaUjk9NN4zF0ByZ6IalVJ2bMS/lgRZCVUfPE+lV13yXP5FyNQrY+Ct6kLKjtygEmzuV8qqrgw0pziHl0W/DUtob+DwMAjAzou22dqvRIHuao69bvUeshfrXVKWy4fv8/BFI6kBPUXlIcAUdgbAjQIbGsSa1XZZ/hQJCOLcAJeJxqVIeNAh03yi6kNVbQbS3UbXhYzDOQx0KfQUbV4AJrTTrmtpb/1v9Zv6ccMiCTgxeDtTIKkubnrKdtqePPCgtIH4i8YcruOOI/q/Vh3sop2zMwoKHdoc7d9ra3HchuiFHaq6oVDAOOJ/CA+DDQJM4Q0nXWUrmjAk6sVKINZ9umpVqtRj9Bf0SekF9VfUmbtOeug1h+ynkChexzGbat6tqGk5/EibYK0iC1smxc5UD7HdWN2mDpbpYGgVx1MmdZytWmUh9o55gYY7KHtg79M4fkrvupOOXCJBVOzvc5y0SXeOUq013CrHObQ3fMXdZol8GIuNFWM57qqtfSj+sEb5s6NU15UpdXozxnqyVIe7BlZfooY9DcdX2UethVpxgFw3n6NqUDOUE9T7ntaXEEpgwBlnmzz6/K29/+9oEZZH03K9dUozor6fB4OgKOgCPgCDgCjsDkEXA9YvKYe4iOgCPgCDgCjoAjsPQIpHQgJ6iXPo88Bo7AXCHALClLB1mKy1IpFbasYK/kYS2x1J+lvqYa1aWOn4fvCDgCjoAj4Ag4AtOLgOsR05s3HjNHwBFwBBwBR8ARGB8CKR3ICerxYe8+OwILiUDdwQEcgqCnG88yMKlGdZbT5nF3BBwBR8ARcAQcgfEi4HrEePF13x0BR8ARcAQcAUdgOhFI6UBOUE9nvnmsHIGZRSAmqNln6kUvelGx/fbbz2yabMRTjap16/eOgCPgCDgCjoAj4AhYBFyPsGj4vSPgCDgCjoAj4AgsCgIpHcgJ6kUpCZ5OR2BCCHBgAAfR/eUvf5no4VITSl55qJ4fbjQpxD0cR8ARcAQcAUdgfhBIDc7mJ6WeEkfAEXAEHAFHwBFwBG5EIKUDOUF9I1Z+5wg4Ao5AEoFUo5r0wB04Ao6AI+AIOAKOwMIi4HrEwma9J9wRcAQcAUfAEVhoBFI6kBPUC108PPGOgCPQFYFUo9rVP3fvCDgCjoAj4Ag4AouDgOsRi5PXnlJHwBFwBBwBR8ARuBGBlA7kBPWNWPmdI+AIOAJJBFKNatIDd+AIOAKOgCPgCDgCC4uA6xELm/WecEfAEXAEHAFHYKERSOlATlAvdPHwxDsCjkBXBFKNalf/3L0j4Ag4Ao6AI+AILA4CrkcsTl57Sh0BR8ARcAQcAUfgRgRSOtD/s3cm8PcN9XmrXdMAAEAASURBVP+ff1mTNVt2si8hKkWRpextEmUpZUlZEqGQLVspIltCm2SJQpsSoV9RSbIUlSxJErJUqM9/nlPv8507n3PunPu5597PXV7zeHw+9yxzZnnN9p7XvOc9IqhnYKUrISAEhEAWgVynmg1AHoSAEBACQkAICIGxRUByxNgWvTIuBISAEBACQmCsEcjJQCKox7p6KPNCQAh0ikCuU+00PPkXAkJACAgBISAExgcByRHjU9bKqRAQAkJACAgBITADgZwMJIJ6Bla6EgJCQAhkEch1qtkA5EEICAEhIASEgBAYWwQkR4xt0SvjQkAICAEhIATGGoGcDCSCeqyrhzIvBIRApwjkOtVOw5N/ISAEhIAQEAJCYHwQkBwxPmWtnAoBISAEhIAQEAIzEMjJQCKoZ2ClKyEgBIRAFoFcp5oNQB6EgBAQAkJACAiBsUVAcsTYFr0yLgSEgBAQAkJgrBHIyUAiqMe6eijzQkAIdIpArlPtNDz5FwJCQAgIASEgBMYHAckR41PWyqkQEAJCQAgIASEwA4GcDCSCegZWuhICQkAIZBHIdarZAORBCAgBISAEhIAQGFsEJEeMbdEr40JACAgBISAExhqBnAwkgnqsq4cyLwSEQKcI5DrVTsOTfyEgBISAEBACQmB8EJAcMT5lrZwKASEgBISAEBACMxDIyUAiqGdgpSshIASEQBaBXKeaDUAehIAQEAJCQAgIgbFFQHLE2Ba9Mi4EhIAQEAJCYKwRyMlAIqjHunoo80JACHSKQK5T7TQ8+RcCQkAICAEhIATGBwHJEeNT1sqpEBACQkAICAEhMAOBnAwkgnoGVroSAkJACGQRyHWq2QDkQQgIASEgBISAEBhbBCRHjG3RK+NCQAgIASEgBMYagZwMJIJ6rKuHMi8EhECnCOQ61U7Dk38hIASEgBAQAkJgfBCQHDE+Za2cCgEhIASEgBAQAjMQyMlAIqhnYKUrISAEhEAWgVynmg1AHoSAEBACQkAICIGxRUByxNgWvTIuBISAEBACQmCsEcjJQCKox7p6KPNCQAh0ikCuU+00PPkXAkJACAgBISAExgcByRHjU9bKqRAQAkJACAgBITADgZwMJIJ6Bla6EgJCQAhkEch1qtkA5EEICAEhIASEgBAYWwQkR4xt0SvjQkAICAEhIATGGoGcDCSCeqyrhzIvBIRApwjkOtVOw5N/ISAEhIAQEAJCYHwQkBwxPmWtnAoBISAEhIAQEAIzEMjJQCKoZ2ClKyEgBIRAFoFcp5oNQB6EgBAQAkJACAiBsUVAcsTYFr0yLgSEgBAQAkJgrBHIyUAiqMe6eijzQkAIdIpArlPtNDz5FwJCQAgIASEgBMYHAckR41PWyqkQEAJCQAgIASEwA4GcDCSCegZWuipB4IQTTnDXXnutoyJtuOGGbr/99ivxpUdCYHwQyHWq44OEcioEhIAQEAJCQAh0ioDkiE4Rk38hIASEgBAQAkJgFBDIyUAiqEehlHuYh5133tnddtttIYY11ljDnX322T2MTUH3EoGnnnrKHXrooe6OO+5wL37xi91OO+3kNthgg15GOZJh5zrVkcy0MiUEhIAQEAJCQAg0goDkiEZgVCBCQAgIASEgBITAkCGQk4FEUA9ZgfY7uSKo+4147+J77LHH3MYbb1xEsNdeeznKV64zBHKdamehybcQEAJCoBWBb3/72+7yyy93c8wxhzvmmGPczDPP3OqhobszzzzT3XLLLW7ZZZfV7qiGMFUwQqAOApIj6qAkP0JACAgBISAEhMCoIZCTgURQj1qJN5yfww8/3F1zzTXBxMdGG23kDjnkkIZjUHD9QkAEdTNI5zrVZmJRKEJACIwrAp///Ofd6aefHrLP+PvCF76wJ1B86EMfCia8Fl98cXfppZf2JA4FKgSEwGQEJEdMxkRPhIAQEAJCQAgIgdFHICcDiaAe/TqgHAqBgIAI6mYqQq5TbSYWhSIEhMC4IiCCelxLXvkeFwQkR4xLSSufQkAICAEhIASEQIxATgYSQR2jpWshMMIIiKBupnBznWozsSgUISAExhUBEdTjWvLK97ggIDliXEpa+RQCQkAICAEhIARiBHIy0FgR1P/5z3/cP/7xD/fcc8+52Wef3c0yyywFVrx78MEH3b/+9S+38MILuxe84AXFu/Ti2Wefdffee6/79a9/7R5++GE399xzu1VWWcUts8wybrbZZku917onzNtvv93deuut7vnPf75bffXVg11IS+MzzzwT0j7TTDOFtD/vec+bFO4///nP4IdvyF+Zn/gj8goe2Les8m/x8l2KmYVlfsrS9ve//9099NBDYYsyB/NVuW4xbVe2xA+ulBlbpddcc0239NJLO9Kbuqefftr95je/CQdDUg5rrbVWKIcclmk43P/tb39zd955p7vrrrvcv//97xAn9WSBBRYIJlPKvrFn7fKDH+rdz3/+c/eXv/wlpI88UT5ljrgpZ75529veVnh5z3ve47bbbruQFuptnbr7xBNPBCzJE/V+7bXXdosuumg2P0WkI3CR61RHIIvKghAQAtOIgAjqaQRfUQuBPiAgOaIPICsKISAEhIAQEAJCYOAQyMlAY0VQ//jHP3Z77713KCTIxyuvvDKQdp/73OfcT37yEwfRivvIRz7i3vKWt4Tr+N+f//xnh99vfetbDkI1dZCY66+/vttzzz0DGZm+L7u/6qqrgq3J++67z01MTLR4gWgmHYS3xx57BAIbD+9///vdu9/97ha/3Lz2ta91EKy4HXbYwe27777huurflltu6cgT7o1vfKM79NBDJ3mtc0hi7Gfbbbd1H/zgB90FF1zgLrroIvenP/0phPmiF73Iffe7350UflOYxmULbt///vfdzTff7E466ST3hz/8YVK888wzj/voRz/qXve614V3kLennnqq43AqyOHYQWS/613vCmUQPy+7pgwp0zPOOCMQ4mV+5p9/frfrrrsGzMtIcr4pyw8LK6ecckqot1ZXLXwa+ite8Qp3wgknhIO17Dm/3/zmN92RRx4ZPyq95sAsCPnUES/5oTyfeuqp9HVYCGFx5sADDwzk/yQPI/Yg16mOWHaVHSEgBPqMgAjqPgOu6IRAnxGQHNFnwBWdEBACQkAICAEhMBAI5GSgsSWoKZ3D/QGAEHcpIVlGUEMYQsChiRo7AE6JZTRRzzrrLLfyyivHXluuIRghEy+77LKW52U3hEMa0cbFQZZ+4AMfmOQ1Jqjf/OY3BwJ2kqfoQUxQb7zxxu64446L3v73Miaf11hjDXf22We39bPZZpsFrV60e2NXRlA3iWlM6BLvTjvt5L74xS/GSZh0TdlBYKMx/773vS9oPE/yFD14xzve4fbbb7/oSesliwOQ/Ndee23rC39XVk/e8IY3uKOOOqpU0z3Nz8EHHxzSmta/NKIVV1zRnXPOOS27A+oS1J/61KfCIkcc5gMPPBAWHH7/+9/Hj0Oa03ZDHqkvLKZUEe8tgQzpDfnEpe1+SLOjZAuBgUaAsZJdILPOOmtLX8kOoD/+8Y9h59Occ84ZFoXnnXfe0rzQVtkhxUIw/RZjKjtAOnUs0N1xxx0hDPraueaaq9Mggn9215CWRx991C244IJuySWXbFlY7JSgZsGcxWD+wIrdSuxsye2K0SGJUyo+fSQEukZAckTXECoAISAEhIAQEAJCYAgRyMlAY01QY8bDNI4xc/HSl77UvfrVr3abbrqpW2ihhYri/tGPfuSYyBkhBahoHEMCr7TSSu7+++8Pmrdf/vKXCwKbCTNEIaYkUkc4kHgxiYv29SabbOJe//rXhwnr1VdfHbSQjZBEK9i0ZgeZoF5qqaXcPffcU2SZiTJaueRt3XXXLZ43jWlK6BYR+YtXvvKVoayYuKMBH6cP4hwN4ccffzx8QnohtzHDccUVV7hrrrmmCAqte7Tn+SZ1hIFWNKZEzC2++OJhMQGtesiVn/70p+4rX/lK0Ow2P5jcYOEjdWl+qHNW/9D+3nDDDYN5DQgayAziN3f88ce7jTbayG7DO4gVzIFsv/32xXPyiYkPHETGHHPMEczLFB78xT777ONuuOGG8Ig0mEY/5A4kCzsPPvOZz7i//vWvwQ9mRi699FKHlvioulynOqr5Vr6EwHQgYIuku+yyS9hNhNkoxlb6mXhHB+1yiy22CDuH6CPNfe973wv+7777bnsUfpdddtmwSLzEEku0PE9vkBHYQUKfTH9r/TD+6OMZX1gwxnxUzv3iF78Ii7w33nhji1fkj8033zyMISyY1iWo2YF0/vnnh10yTz75ZEuYyAzIMjvuuGOpHIJnEdQtkOlGCPQNAckRfYNaEQkBISAEhIAQEAIDhEBOBhprgtrKCbIZIq5MGwpS7+1vf7vD9i4OIvnjH/94IFzte/tlArz77rsXZCdE5nnnnRe0mcwPv6lGK5NptFchyGPHhJMJZExk836QCWpLP3k69thj3ctf/nJ7VPz2AtOU0CUyCOVPfvKT7jWveU0RN4Q/mtBor6Vum222cQcccEALSXv00Ue3aLljIgZiN3WY3vjCF75QPF511VXdaaedNsmWOeQGBPLFF19c+MUWNBrcsSvLD+8xSXLEEUe0hMtixoc//OHiczTpqU+p6/SQRMgfyHVzaNyz6yB1EDif+MQngoYibQkt+lF2uU51lPOuvAmBfiNgBDWLaZiQYqwu678tXZzfwA4mxupPf/rTgcC1d+nvfPPNFwjjKpKacyEOOeSQSnNNFh4Lm4wVxF3lrr/++rADJ915EvtnYZxFVExNnX766eEVi6Rl5DdjBGaqTDbBMwvjLIbagiHPWIiHYC/b0SWCGoTkhED/EZAc0X/MFaMQEAJCQAgIASEw/QjkZKCxJ6ix5YxN5yqHGY4LL7yweA05jWmGKocpBAhk08xGI/qYY44pvKP9hea1aexCon71q18NBywWnqILCFUIzN/+9rfFU8IfVBMfJBJiHg2wxRZbrEhzfNE0poRdRugyeQfr1GH6A63f2KHdDZkBqRE7tK0hrs2hmQzBHLtHHnkkaL+hoY1bYYUVAsnQ7qBN6hEagOaw7xxr25flB3ImJqLtWwgPyGOIfxza3xAcqeuUoOYgxFjjGnKaeMbd5TrVccdH+RcCTSJgBDXa0SzWojVMH8disBHC1113nfvsZz8bzFsQN2a66A8xSYW5Ic5k2GCDDRyENKQzC2r027iqfvWmm25ye+21V7E7BRv/jL0QvfQBmNxiRwy7gXCMHSwMrrfeeuE+/sf4/d73vreQC1g0JT8sSrMzCs1q5AzCxDTHOuus4y655JIQRBlBTZz7779/MDVCvMgIhInZEe45EJgdOxDTyBrseAGLeIwhcBHUcSnpWgj0DwHJEf3DWjEJASEgBISAEBACg4NATgYaa4Kag904zC8lJa34sHHJFlnTUFpkkUWC9rO9r/o97LDDgikI3jM55nBAs3f5jW98I9gdtm9zdo3xx4F/Bx10kH0SJsmDTFCjOY1JjzLXC0yJJyV0l19++UrNOcgCcDdHI4EsriLU0QrGFjNuzTXXDOSzfcsvWvIcsGiuDpFLeIRrLj3UMs0P9Ye6U6ZJRxhpncP0Ruo6JajR4IeQN+KdhRm0BK1TScMfl3vLf7zVf1zyrnwKgX4jYAS1xQt5yyJnugBIH87CHw5b1CwGo1EMSYs5j9jR/2JeCXKYnVPf+c53Wuz285ydU6apvfXWW4c+Ng7DriGlMbOBwzwHRHOcNohyiG1+6Tsg1iGUrR+xcLAjza4bTIXFfUtKUBMOC4cQzyxw0ydXjbfs6uKQZcwxYeuahWO0vc2JoDYk9CsE+ouAtf+4rfc3BYpNCAgBISAEhIAQEAL9RyAnA401Qc0Bidh9rHK/+tWvHHYvzTEpZEKXcz/4wQ9a7AozgcXsAg7Nra997WtFENjHRKurnYPUje03M9kdVIIam5xf//rXJ02+LX+9wJSwU0K3Snsav2jOxVrwaLxxWGKVow6Qbhxbwclf7NDAR1sNx2LHVVddVSxIxP7SazT37PBBtK7RxjOX5od6F2szmz/7Pfnkk92XvvQlu3WY/UhN1nRKUBMYRMott9xShLuUtzGOORK09bBxOo4u16mOIybKsxDoFQIxQY0G8Lnnnlu6UAepzIIyxDSOxWHMZLCoWObQsmb8xUEqs2BtDqIYO9c4xocTTzyxxfST+eMXgokFQtu1ki46x7tlMFOC5nM7hyY4eTSXEtTxDqTcji7CYIxhDGPBMd3RJYLaUNavEOgvApIj+ou3YhMCQkAICAEhIAQGA4GcDDTWBDWTULbtVjk0nyE6zUFOxocn2vP0l4lyTOphlgEyErfbbruF7bxco9HEoXs5hwYrBzGZG2SCeo011ghbiS2t6W8vMCWOlNBtV7aYxIjLPSUU0jRDKEAS4Cj/K6+8MlzbPw4OZEs1Do22l73sZfaq7S9bze2QLzSkWdgw10l++Ab719jBNgdZwjb42E2FoMbMx3777RfsS8dhkc9VVlklHJrIgY2xxmDsbxSvc53qKOZZeRIC04VATFCzwIsd/ioX99VVNvPtW8ZeiGUcRHZ8XsLGG2/s6C/pQ9HM5hDZdo5DahnjGQc4KBYTHPQTaEWzGAppzu4XdsHYbqqq8JAfILJtTIkJ6ngHUt0dXcRjO2w4jBFtcUuDCOqqUtBzIdBbBCRH9BZfhS4EhIAQEAJCQAgMJgI5GUgEdRuCGq0qtJW6dbvuumvY1ks4aGyzRReH/UnT0goPKv6NEkHdC0yBrVNCF4LaDqvKEdQHH3xw0IomnjKC2sgM3nfjbrzxxsLcTKf5QfsaG9rmmiKoCQ8SnYO7IGqMULd4+EVrnG33mKGBNBl1l+tURz3/yp8Q6CcCRlDT915++eVFH1mWBs57sB0unDVQdjCgfceuFzt/ItZEfvjhh4uDXnNnVFhY/MaLhPSV7CZiEdIO1cWkyIEHHhh/UnmNvWhMk+BigjregVR3RxdhxLu64h1dIqhBR04I9B8ByRH9x1wxCgEhIASEgBAQAtOPQE4GEkHdhqDGjm9sSgMbxfE24DrFi71HNKggo3GxyQQ0qjDFUGUD28KvS1DHROlWW23lPvaxj1kQpb9omHHgFI5vjzvuuEn+jBzgRZV2dB0/FnAvMCXsTgndJgnq2AQIaTFzLlzXdWuttZZ75zvfWXjvND+9JKgtUWxl/+UvfxkO74LcefTRR+1V+EU7Dw3Gt771rS3PR+0m16mOWn6VHyEwnQjY+FI1/sRpg9SF3MVde+21bo455ohft1zHZxGgYYydaVzc93KY7qtf/eqW76pubr75ZsdiNI6FbXaWQC6bSQ8WOuv2jdiKRqsbFxPU8Q4k0mVyRfDY5h8Li2YCKt7RJYK6DWh6JQR6iIDkiB6Cq6CFgBAQAkJACAiBgUUgJwOJoG5DUHOwEDYbzaX2G+15J7+xhhffffWrX3XLLbdc2yDqEtSbbbaZQ/sLx+SVyXWVYxsxxLkdANkvgroXmJLHmFTgvp2JD943SVBD7F988cUEG9wll1zillxySbud0m+n+ekHQZ1mhLoGGXTZZZcVBylCCHGoJ2T1qLpcpzqq+Va+hMB0INAJQR1rHucI6j/84Q/hoETyFBPU8S4fdjjVJYHvuecet8022wSI9t5776A5zU6WQw89NDzrhOyuIqjjtIVAp/Av3tElgnoKAOoTIdAAApIjGgBRQQgBISAEhIAQEAJDh0BOBhJB3YagprQhcTlUD4edXbbKdkO+XXDBBe6Tn/xkCI9/++67r9thhx2K+7IL7FliB9hclQ3qHXfc0d1xxx3B2/LLL+/OP/98+2TSbzyR52W/CGriahpTwuyU0G2SoGZLOQsP5tg2ztbwblyn+ZkOgtryl5ImmBrhEMVRdblOdVTzrXwJgelAoN8E9Q033OD22WefkFUOLIzPf2iX/1/84hfhjAn8HH/88W6jjTZyN910UzhUlmeY98DMRx1XRVDHO5A462D99devE1yLn9VWW60g3UVQt0CjGyHQNwQkR/QNakUkBISAEBACQkAIDBACORlIBHWGoEaDCm1ccznyEQ3hI488MpjO2GCDDcKW3viwOt6/8Y1vdP/4xz9CkLPMMos766yz3KqrrmpRtPzin0nt448/XjyvIqhtsolHCv6b3/ymw8RI6h588MGg6cWBS+b6SVA3jSl56JTQbZKg5gAstm6byQtspZ533nmTDik0rPll8YDFDsy8UL7rrbde/Lrj/PSCoMZWOosz888/f9u8xJqIZKITIqYl00Nyk+tUhyQbSqYQGAoE+k1Q0+9xVgRuzz33dJhwquPicY1FSw5VZtyGqMZxmO5HPvKROkEFm/9nnnlm8Bub+Ih3IDWxo8tkBuxlYzdbTggIgf4gIDmiPzgrFiEgBISAEBACQmCwEMjJQCKoMwT1c8895ziMCBLOHNpVaCun7p///GewN4mWEw5Na4jD1G51qr0899xzOw50WnTRRVuCvPfee90HP/hB98c//rHleRVBHU+Q+WDbbbd12JuMHTaEDzjggIJMtXf9JKh7gel0EtRg+J3vfMcdcsghBmcoS8o5Xpywl9hv3muvvYpDGrfYYgt3xBFH2Ovw22l+pkJQQ4qfdNJJLfHGN5AzP//5z0M9xn4q6SxzX/7yl1vCgZyvWnAp+37YnuU61WHLj9IrBAYZgX4T1GDBePjYY485zp3AZNPzn//8thA9++yzYaHx/vvvd7PPPrtj15P1E3YwMouRhPWiF72obVi8jM+qiAlq3tkOpCZ2dImgBlE5IdB/BKx/4GwPOSEgBISAEBACQkAIjAsCORlIBHWGoKai/OpXv3K77767YxJqDluTu+22m5tvvvkC0Xj99de7T3ziEw7tZHNVhyJBZL/97W93DzzwgHkNhzlBKDP5REvqqquucldccUVLnOa5iqBmQs1kGPvS5jbZZJMQF/aCOWAJu5wmEJN24sKh7cW24nnnndc+Db9GDnBTdUhVHT8tgfqbpjHtlNBtUoPa8oYZFogJc5DT2B991ateFcgKNPNYRICksDJgUQI75JANses0P3UI6v/85z+BeEHj2xwHeRE38WE/+uSTTw51gXqBxt+TTz5pXt0qq6wS6hLY8Q1E+7e+9S0HgWL5WXjhhR3ag+wMGFWX61RHNd/KlxCYDgRsfKkaf+I0xYu/U7VBTXgcUMh4iGNMZQHR2n14GP2jX/3oRz8axmwec9gtC8vmWLA79dRTw20drWcWkd/73vfa56F/hdw2Fy9E53Z08Q19OeckYEsb+SJeNBVBbajqVwj0FwHrT0x26m/sik0ICAEhIASEgBAQAtODQE4GEkFdg6Cm6O6+++6geXzfffcVJQm4EHFoBHOQoTm0rSCv0YKqcpDJTA5vueWWKi/FczRXr7zyyuK+iqDGA+ZC+Mu51772tUGzm8mzOdKDtnjsjBzgWRVBUMdPHKZdN4lpp4RuLwhq6gDYQyDEk46ZZpopaODFJlXAYNlll3XHHnusW3rppQ2S4rfT/NQhqAkcIoWFiioXEx4Q6hwe9rOf/azKe8tzNAfPPffckK+WFyN2k+tURyy7yo4QmFYEbHypGn/ixDVFULPIyyKyjffveMc7Ws6BiONkYfprX/taeIR5p4suuqhlwZGF7e22267YCUW47MIqW8TDjjXnUjz99NNFFCwAxgQ18gbp+f3vfx/8VO3o4iWL4eyiYjwhPna7xDu6jKCea6653NVXX13EqQshIAR6i4DkiN7iq9CFgBAQAkJACAiBwUQgJwONFUGNuQI0oc1BJKJVVNcxaUWzCs1mszccfwsRCfF50EEHuUUWWSR+VXoNoXnGGWe4yy67rDQ8tFE/8IEPOLSg44Oa2hHURIQG64knnuhSQpR3aErvscceDk0uCEjCt4luGUEN0c6kGUcaODQqdXX8pN/YfVOYdlq2HOJndsDbkQ+k8/DDDw9lzjXlim3vdg7tcA4K5MBKyITUscWbevimN73JPe95z0tfh/tO85MS1N/73veCdn8aOIQF+YGMQPPPHIsqL3/5y4PpkRVWWMEeh99vfOMbwQQN29fjhRjzRB423XTTcBhYmc1z8zcqv7lOdVTyqXwIgUFAYDoIavJ94403ur333rvow1nUZQHX+sc777wzmPDiUEUc/SDjbtkBsRyWSFi2C4tDjBl32JXCeMBiLYfNci4B/cuWW25ZjDMQ4K973etCHPaPMYZx3HZLcdDyTjvtVPT59O2ki/GasHFlO7o43Bd5AceCOnlkZ9dss80WrsML/RMCQqBxBCRHNA6pAhQCQkAICAEhIASGAIGcDDRWBHWT5QXRxwT1nnvucdiQZqK54IILTjmKJ554wt16661BywozGxDnRnJDCnZCUJMINHixYU0an3rqKYdm10orrVRMYOOE8h7/mHiwChO/79d105j2K93t4vnTn/4UiGowXmqppQK5Meuss7b7pC/vIEoeeuihcIgXBAl1t4osjxPEogb1lG/nmWeeUO8xU8LizLg4ayOxlvy45F35FAL9RmC6CGryefvtt4ddJ6ZJXZV3FuaOPvpot/rqq1d5cbfddltYvI7NgKWe6YNZQMSGPyaWcGg8Q16nDuKZHTG/+93vwiv6YBagIZchme1gZTSnIZ/LdnSxUJmeU0Fga665ZjioMY1T90JACDSDgOSIZnBUKEJACAgBISAEhMBwIZCTgURQD0F5ToWgHoJsKYlCYCgRyHWqQ5kpJVoIDCgCtkOnagdPnOwvfelLwY4+z3I2qFk83HrrrcPn2JiuOgQWcxvsnOLwYw4stp0n9AMQwuyawjRSbIYjTlN8jf3/U045JWhnx2dQ4OdlL3uZ22WXXdw666wTPmEXDsT04osvXkpQ4wkNasxKcQYGO6Esbbybc845w64YTIbYYjfPU3fmmWcG00wsuCFrQHSThnYH6KZh6F4ICIHOEJAc0Rle8i0EhIAQEAJCQAiMBgI5GUgE9RCUswjqISgkJXFsEMh1qmMDhDIqBMYMAcjqu+66K+w4Wm655cKuo6lCwOGFkOSQzBDd888//6Sg2FWEVnWZverUM34hqQkPQrqTHV18g9kyZA0OUZx55pnT4HUvBIRAgwhIjmgQTAUlBISAEBACQkAIDA0CORlIBPUQFKUI6iEoJCVxbBDIdapjA4QyKgSEgBAQAkJACHSMgOSIjiHTB0JACAgBISAEhMAIIJCTgURQD0Ehi6AegkJSEscGgVynOjZAKKNCQAgIASEgBIRAxwhIjugYMn0gBISAEBACQkAIjAACORlIBPUQFLII6iEoJCVxbBDIdapjA4QyKgSEgBAQAkJACHSMgOSIjiHTB0JACAgBISAEhMAIIJCTgURQD0Ehc/DRDjvsEA5ommuuudzOO+/stttuuyFIuZIoBEYPgVynOno5Vo6EgBAQAkJACAiBphCQHNEUkgpHCAgBISAEhIAQGCYEcjKQCOphKk2lVQgIgWlHINepTnsClQAhIASEgBAQAkJgYBGQHDGwRaOECQEhIASEgBAQAj1EICcDiaDuIfgKWggIgdFDINepjl6OlSMhIASEgBAQAkKgKQQkRzSFpMIRAkJACAgBISAEhgmBnAwkgnqYSlNpFQJCYNoRyHWq055AJUAICAEhIASEgBAYWAQkRwxs0ShhQkAICAEhIASEQA8RyMlAIqh7CL6CFgJCYPQQyHWqo5dj5UgICAEhIASEgBBoCgHJEU0hqXCEgBAQAkJACAiBYUIgJwOJoB6m0lRahYAQmHYEcp3qtCdQCRACQkAICAEhIAQGFgHJEQNbNEqYEBACQkAICAEh0EMEcjKQCOoegq+ghYAQGD0Ecp3q6OVYORICQkAICAEhIASaQkByRFNIKhwhIASEgBAQAkJgmBDIyUAiqIepNJVWISAEph2BXKc67QlUAoSAEBACQkAICIGBRUByxMAWjRImBISAEBACQkAI9BCBnAwkgrqH4CtoISAERg+BXKc6ejlWjoSAEBACQkAICIGmEJAc0RSSCkcICAEhIASEgBAYJgRyMpAI6mEqTaVVCAiBaUcg16lOewKVACEgBISAEBACQmBgEZAcMbBFo4QJASEgBISAEBACPUQgJwOJoO4h+ApaCAiB0UMg16mOXo6VIyEgBISAEBACQqApBCRHNIWkwhECQkAICAEhIASGCYGcDDSJoB6mzCmtQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEw+AhMTEyUJlIEdSkseigEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAk0hUJugrvLYVEIUjhAQAkJgmBHIbUsZ5rwp7UJACAgBISAEhEBvEZAc0Vt8FboQEAJCQAgIASEwmAjkZKBJGtQiqAezIJUqISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUAiqIekIJVMISAEBgOBXKc6GKlUKoSAEBACQkAICIFBREByxCCWitIkBISAEBACQkAI9BqBnAwkgrrXJaDwhYAQGCkEcp3qSGVWmRECQkAICAEhIAQaRUByRKNwKjAhIASEgBAQAkJgSBDIyUDTSlA/++yz7sEHH3R33323e+qpp9xCCy3klltuOTfvvPMOCbxTT+a3v/1td95557m//e1v7qUvfak77rjj3Mwzz9wS4O233+6OP/54d99997kllljCHXzwwW6FFVZo8aOb0ULghBNOcNdee62j4W644YZuv/32G60MjkBucp3qCGRRWRACQkAICAEhIAR6hIDkiB4Bq2CFgBAQAkJACAiBgUYgJwNNC0F9/fXXu3POOcf9+te/dv/5z38mAfi85z0vENW77767W2+99Rz3o+Y+//nPu9NPP73I1jXXXONe+MIXFvdc/PjHP3Z777138ey0005zr3jFK4r7Ybq47LLL3MUXX+weffRRt8Yaa7iPf/zjw5T8vqV15513drfddluID5zOPvvsvsWtiOohkOtU64UiX0JACAgBISAEhMA4IiA5YhxLXXkWAkJACAgBISAEcjJQXwnqZ555xn3iE59wl156ae2SWWaZZdwpp5wStKtrfzQEHseNoEYz+MILLwwlM8ssswTyfQiKqe9JFEHdd8g7jjDXqXYcYJ8/ePzxx92///1vN9NMM7m55pqr49jZ9YGbc845J+36oJ3fc889btlll+259n8/4+oYpAH4QPgMQCEoCQGBvfbaK/Q5b3rTm9zrX/96oZJBQG03A9AIvK4rR3Q7Xo8AVCOTBbXrwSpKdjJffvnlbo455nDHHHPMJHl2sFI73KkZ9bp/5plnultuuaXt3KfXGLDr/tRTTw0VZZ999tGO+wabTL/6ivvvvz/0RSS9qgx7XY8ahK1tUDkZqG8E9QMPPBAIi9/97ndFgjFpsfbaa7t11lknaA//6U9/cj/5yU/cHXfc0aJZPc888zi0h5dffvni22G/qENQ09kceOCB7q9//atbYIEF3Cc/+cmhxYAGJYI6X2sPP/xwhzY9DXejjTZyhxxySP4j+egrArlOta+JmUJkb3vb29wf/vCHYFqInSyduL/85S9u8803D5986EMfcttvv33L57bA0g/t/37G1ZLJIbkRPkNSUGOQTHZ+sVvuHe94R88XrkYBTrXdUSjF9nmoK0d0M163T4He9hsBtet+I94+vngeXraLuf3Xg/uWHcvswIZjGZTdyqNe95kPYZ5z8cUXr1TC7DUG8a77sh33g1gvBrcVtaasX33Fb3/72yAnE/tRRx3lNttss9aE+Lte16NJEfboQU4G6gtBDcGKkPXEE08U2cTW9Mknn+wWXHDB4pld4B9iltUoczT6Cy64wM0666z2aKh/48pORkZpcCwrGBHUZajo2TAikOtUBz1P3Ux4WUTceuutQxZZ3d1xxx1bstvPgbOfcbVkckhuhM+QFNQYJFMEdWeFrLbbGV7D6LuuHNHNeD2MuIxymtWuB6t043n4KM3Bbb49SLuVR73uDwNBPYj1YrB6hOrU9KuvEEE9owz6QlAfeuihDvV4c2zxRFOUzrPKoW3zsY99rOW7d73rXe4DH/hA1SdD9Tyu7CR8lAbHsoKwjpF3gzRolqVVz4RAOwTqTizbhTGd77qZ8OYIavp1zhZAg7rX2v+jLvB2W0f6WRbdplXfjzYCIqg7K1+13c7wGkbfdeWIbsbrYcRllNOsdj1YpRvPw0dpDm7z7UGaa4963a9DUPcaA3bdH3bYYaGRYbImtTowiPVisHqE6tT0q6+oQ1D3uh5Vo9Dsm5wM1HOC+he/+IXbbbfdily97GUvc2eddVZx3+7i6aefDlvIH3roITf//PO74447zq266qqTPsG29T/+8Y9gU3X22WdvOVTx73//u+N7DiB88YtfPOlbe0AYVAzT2iYeGjfhTcVhp5XD7jBp8vznP9+tssoqwR4Qtq5wcWXnvmxwhKQnX6SNgSbNG9+VuWeffdbde++9gSh6+OGH3dxzzx3ix573bLPNVvZJy7N2eBpOv/rVr4I2OxNPtNur3L/+9a+Qh8985jPum9/8ZvBGXq688spwjR1c8sVvpw5s/vnPfwZ8CYPtTDmH7V2+45dvSEuVs7xOpU5Y2T333HOT4uHdgw8+6MBm4YUXdi94wQuKJBj2PMilzz7qJp0Wn5VDfCCphVu3rC09Zb+0hzvvvNPdddddDkyWWGKJUCdpk9ZJlX1X9qzb+l0WZifPLL0TExOdfDYwfruZ8OYI6n5mUgR1P9FWXEJg6giIoJ46dvpyNBGoK0d0M16PJnLKlRBoBoF4Hl42B28mlv6HIiKy/5jXIaj7n6rWGFUvWvHo5K5ffUUdgrqTdA+y35wM1FOCGiIOm4N33313gdEXvvCFQEwVDzIX2DyFKMMUSBWZaEQFQW277bbugx/8YDAHctFFFzkIFdyLXvQi993vfjdc2z8Iwq985Svuq1/9qnv00UftccvvUkstFTS5V1tttZbnVTcQ8p/+9KeDHe3UD+Tfxhtv7Pbee+9A0J5++umFl7LBMbYnhMcym0JFAP7iz3/+s/vc5z7nvvWtbzlIvNQR//rrr+/23HNPt/TSS6evi/sYz1122SX4Jy0ccIkB95SYg3RHS568pW6LLbYICwTp8/i+k0UL+446QXwsYuAon3PPPddeV/6yqvj1r389vIcA/sEPftBSr5qqE3HZsUABIc9iAeWDnXXSj/vIRz7i3vKWt4Rr/sXYt7Pj21Q64/i6LesiE/+7oP2zc4IFKWzQl7n55pvPsTOCdptbpGiqfpelo5NnuU61k7Cmw283E14R1NNRYopTCAw3AiKoh7v8lPrmEagrR3QzXjefaoUoBEYHgX6RTv1GTERkvxF3TgR1/zHvZ4z96itEUM8o1Z4S1L///e8D8WTRQSiiBd20i0k2DIpDav/85z9viSYmqCHOICk57fTJJ59s8Vd1s/vuu7tdd9216nV4fv311wdyPCVw04/QBt90003dl7/85eJVtwQ1hCh2u9EOjh1CcJoetKghDVdeeeXYa3Ed4/nmN785kIs33nhj8b7sgnggfzfZZJOW13UI6hVWWCEsFLR8WOOGwx8uvfTSwufXvvY195KXvKS4Ty/A5g1veENBamNqhjTjmq4TMUFN+GzJOPLII1sO/+R5pwR10+lssqzJjznszVMfc/XG/LNj4VOf+pSDsC5zTdbvsvA7eVZ3YtlJmP30282EN0dQs/DC7gQWZaoWFOO8ssDEtjQWXBZddFG32GKLtSxUWHicPRBr9xOG1d10IYf+jh0KLKahrb/SSiu5eeedN4629rX1pyye1NmhQcDkn3TnMGDByg4NZiF0oYUWarubgLYPTmXh8o4FHA4Uth0Zhl2Z/xQA/HJwJrixq2PJJZcMOzhSf/F9u/Tgj/yxOE09YKxhQbATx64L6pvtAmK3BWmz9lcnLBZqCYM/yoUwqGd1dhLVCb/Mj+FeVmcNZ8qKHU3tdh+Vhd1kfpoKi3BYgKS90UZow4ssskhLOXVCUDN20C74BaM0rDJcyp6p7Zah8t9narvV2PTrjfVjqXyext/NeJ2Gld4TN7st77nnntAXMQ6l46x9Y3WG+7K+jeeExx95s/zFz7kuC9/C5l3unCH6G8Z1XCdjCmMn8VSlnfA6HZP5pl1/zw7ep556qti9a341JvdnTEaGuO+++4ICGkpuyDW2i5mya0c61ZXjCAdn/uvUYfw3Nf4Sljmr4yjJwXEge6GEZY7xOacI1EmfYOHW+W1X9+1d2jbJzx//+Mcgl84555xBsa5KlifdyK+UN+0cmZPd41XO+hzex/0I4RAGMg3tlN3vcZ2pCq8OQW35rNP+iadTGTjOU4xlE/UizrfFU5YPLBYgC9LvIQuyW7qqzjH/o3z5Brkc/qZsfIjjTq+J54477ghlvuKKK7q55por9VLrvpu+oiyCqbbvOgR1u3pk7+Lyt/TxjnneVOcfhNPNnN3SYb8mI9DmylxPCWo0lj/60Y8W8X72s591r3zlK4v7pi6MqCA8BCyELXNMSNdaa61AnK677rrhMWYhNt98c4fwgKPxQFZuueWWwYQI7yE70fY2QQggGcxe+tKXhm/Sf1QqNFD51hzEyJve9Ca37LLLul/+8pfu4osvDh0o7+nwaFjmuiGof/SjH4XVOytk0vrGN77RQS6TBjoLNFkhxG3SRmd/zjnnlGpSx3hCpnNopbk111zTbbDBBsHkCtrnkEvmmExeeOGFdht+qcz8UfaXX355eEYHdMUVVxTXYBEPEC0BtLnBZMQOO+xQ+Nh+++0DDsWD5OIb3/hGOBXVHp955pmhbnDfdJ1ICWpII3DAISRQj1796leHhQqIKXMx9inxhp+m0xnH121ZWx7oBAkXcx7mMLGz3XbbhQUCBv7vfOc74cRjq4/4o67S5tIBqun6bWma6m+uU51quP36rpsJb46gtvpUVnctf/RTX/rSl0KfBBGFsGNugQUWcO985zuDaSeEn/e+972h72RxkEXC2JXFRb/yxS9+0bE4GjuIQBa0qhblYr92TT22XRp1d2jwre3SoE9Ld2ggSLGLgvHAxh+Ljz6CnQTkFeEiddangAs7MmivhMdOoeuuuy5MwuIFrzJ84jARWhnnML0ESRGXA3UcYe/DH/5w2J0Sf2fXlh4mQd///vcDMU6e6Fdp348//rh5DW16nXXWcccee2xbYZ808C0HIsdjiwXEBJP6u80221QKvfhFADv//PND3tJFaNLLAjEHfFbtJGKhm/H5k5/8pINc7cQZ7rYjhW/Bih1TyAlMZM2xoHDQQQeV7j4yP/x2m59ehAU+YMwOtLQug+u73/3uIGcRd46gRs5i0Zx6zWQldrQLDtXm/BHkjzpObXd8226d+jEIfurKEd2M11X5RHGAHYeMH3H/SFuj36dvfM1rXtPyOe1yq622CuNE2XiM56OPPtpddtll4QyKs88+u/geM4/sLo2VQoqX/oLdocxHkP2+973vhYXW+H18HZOKp5xyinvVq14Vvy69RmmJ+R3jy/ve9z73nve8p/DXzZhMINbfM3YzXkJMMCYzJnIeB4Sa7d41v1Xykcbk6jG5KLAaF9Q16l+qIMPci7k/9ZfF7rgupXNw5rcQvXxD+eWIL+QolJCow8w14R7KXJNjeRp+TiGs3W7lqfQJafzt7tvVfXtnMhPyBP0BCmgxT0KfSR733Xfflj6CPgP/8W590gL3gjY5JGnqTH7l+Q033BBkbkh9eBLkYXOUJ8Tp6173utBvIH+XuToEteWzqv0TbjcycJyneMd9N/WiLK8WTyz7gyHtCZOgsYPf2H///QN+9pyFQNonnBCymjnmTMz/9thjD3tU+guXcsYZZwS5GoLbuC88M9eDZ0RehHfIuSb6ijiObtt3HYK6XT2yd9aWSFu384+m5uwxTlznZKCeEtRoKJ933nlFmjA9wSpm084KJA6XiR+T4Ze//OXx4+KajgjSlkEEkxtM9lN38803B/vZVvkR3GKtZ/OP8LPTTju1ELmQKZArVgD4RXABEwa+1KWDI++tEzC/cYdjz4j77W9/e9A24hmdKURMqsnMOzpv0mXEAVrllE86kJbhieCK9jukqjnyQyNAwDNH3tCITp1tOeI5nRp5a8KBuxEZCBCQG4Rf5t7lTUkgMOKW8gsZLBjErsk6kZadxcPCwT777FMp7MTYVw1iTaYzjs/S2GRZEyZa0dQzNOFix0oebcTqI+8Y5FloMNeL+m1hT/XX2rT1C1MNZ7q+62bC2y1BjVYkh3hAqLZz9F/0Y0xsIXMxFbXffvu1fGJ119qJTXJbPEU31Gv636pFxshrcRnv0sjt0OAjFlxsl0Y8GUfgJe4f/vCHLcIUmrwIaDE5jCYBwlfaL8d9ChMgtDzoS2LCsw5BTVwI/giICIrmqNcIiLaQxnOeUQZM6FIXp+fqq6927CCC0E3Jyvg7FgiIt6yPpm6woF1nbKDMGVPKdlzwPeEQnjkWZCH948VW6gM4ly1avPa1rw04cHZCPOZZeO1+rV6yIAcRwu4ZhPcq127M5psm8mNxNxUWY//73//+QDpZ2GW/9O9MNtoR1CxYQuz85je/KYKwckWrxRw4MYZTH6s0cswvv2q749l24zowyNd15Yhuxus0/7RbxknmMTn5BcIVIijuqzGfyNjN3IHFpLQd0s8xJuGQr5GzIRDe+ta3hmdlhDLjHwQKZhbpa+lz27mYKN9www3DONDOP+9YFGbhFGfpamJMJjzr7yE+P/axj4V+8Wc/+xmvgot375pfk1nMj8bk/yLRbkw2rHK/yCHIirFMlX4DaUadgAMwU5vpHNwIar7FH8oT7ZwR1PhBUQuFrdQ1Nf6m4dp9jogs263cbZ9gced+q+o+39k7ZCb6HfoQ5Nsqt/rqq4cFbWQCFhFYKK9yyBLInClJTVnA/eCoM8jnKEa0cxD88CAmn8R+myCou5WB4zzFfNFU6kWct/Q6jgfZHyUF2lOVY6w76aSTHEqiKCXttddewdJBlf+y+Z75he855JBDWhYR7F38y/yJBVPqSpVrqq+w8Jto300R1E3NP5qcsxtO9puTgXpKUNPJ2MSMgQdNyF4469wsbAQCVnLYXtCtQ+BAEMMBJhU61W6LJ0L4o2KwYlTl0CZO7SWngyPfxp0A93GHwz0uJn65Jy0QJFUOzUImeUZCxCSKfZPiCWkBOZMSjPiH6CBOcxADaG6nLk4nAi95a8KlWtFV+Yecp1zMIcDQCU7F1akTadkRDxplTOrbuRj7VIht913ZuzrpjOMjjG7LOp48EB4rmKxslwlrvGewoj3QCaKds9FGG7VoWMb1Bv9V5cs7XJ36/V+fU/+f61SnHnJ/vuxmwtsNQY0gzOq4aTezoET9QyuS+oHG/U033RS06NEkom9iNZoV+TKBxeou7QRCkYktfQv9DyvoaD3Q7jEdAwmGgyijH63r4l0auR0ahBn3R/EODXYGMDnHsWWQnR8Qo/SpaI8SD4K2aR+UTdTjPoU2c/DBBwcymB0oTI451JfvbEdGjA8Cujl2YSCwsjAEQU6/CH5omzBOQwqi2YBGK+XAJIDvU2I/Tg+aQxCxTAqZCKCtxs4ltMco0xNPPLHQlDj++ONDO7f08AtJwbiEcIZjMogWH1orLDbfeuutjkk/2nlGWoIfC1+kzxwyBmMv6eA5BDGagCwucw8p8dOf/jQQ0+SfLaDkDY3f2DVBUEPKUNdZ6KbPAHPqJeaMIMqJl7TgynYf8byp/DQdFotMKBzgIP8Z22jHS3lCirpM3WDSQt1mzIMEoEzK2rHJiWgmsdhOmdnWXMqaRWXaBhNW6icLtGUKBSEx0T+13fFsu1EVGOjLunJEN+N1DACENG3RtEoZfxmHmC+gOMRiJVq/kNfWxzK5h3iwPpb+ymTYMlmMNs6uUeQE+m/a9sknnxx2TDHWMT5avi1t9CP0J7i6C4LI7/SNEOR8X0YYWfikCcUQtv/HGqRNjMnEYeMsYzCYGskFdhAykIK2e9f8prK9xuT8mGzl2e4X+YFFUZvfMvYz7iK7IGOgLQl5zNiAIgC7ui655JIQZDoHb5qgbnIsr8KAfNPOIQOZm9NuUYowxz1zPHNN9AkWVu63qu7znb2jrDDPityPDIhCnRGMLIwh95pCBsoYKDAhR9EP0JdtsMEGoS+AxOTMrEceeSQky3Y3xGmM5Vd2zLEIwfwBv7Rl+COUqJDfkDMfe+yx8DnpQrZBLo1dtwR1EzJwnKeYL+q0XsT5KruO40Feg2/DgRt9LdixMEl53XbbbeEduLFzlnkUi5HMV2ir9I/I4sh1yPc4ZEH6dbi82DGXgNw2ywbM55g3MBdgXKFd025pazjqO/O/9dZbLw4mXDfZVxBgU+27KYK6iflH03P2tBBMFqhcLPcvgvMfYgTEbhv59ZONCT9JDX+eNKgVpp/ET/jOasJrxk768xPgCV94k8LBr8XDr9/uMcnPVB94gaolbN8AWoLyncqEn0QXfvzEdsJ3ZC1+0hs/6Z/wQlzxDWn2BF3qbcKT+y1+vHDY4scLNRO+Qy78eIKv5X3VjT/QsPjGT5gnpTfF03c+VUFNePMhRVjko8qvJyUKf35LXmV4nb7wHe8EmFv5+wGtNAhPdBZ+iN93iKX+6jzM1QnCSMvOTzIm/MCaDT7G3nf8Wf/tPNRJZxxfu/Ijnjpl7SczBc6E5zXa2yWx7bte1e+2kdZ42Yu+ska0jXnx5hFCGXlSqeMwPdFblK83pTHpe6tPZXXXTwiLbxkPPFk46Xse+EWLCS8kFn6pR57gnOTX4rK274XMCU9mTfLnhdQJPwkP4a299tqV8U768H8P/EQ7fEs/T9/dzjF2kR4vHLR4o5/yE/sJTwC0PI9v/EQ6+LH8XHvttfHrlj7FT3hDPF6bo7IvM3zKysJPyiY8wTDhSYmWOOIbP5mbAC/S4xcW4lfhOu3j8OfNVUz4LZmT/HpTJyEc/HgtvEnv4/HBm9+YoJ6VOU/4Tnjt+iIsrzlTePOLYxNeoy6884JrWznAL4YU4VBvPKFShMOFJ+dDnUuft3iquDHcrRypN2CVOmQ2QMY+AAA9GElEQVQHq1v4TWWLJvPTZFh+4aXAn77ET0TSrIV7PzGZoJ0bDvym7dibFyje+wXV0nB4SJ3y2jATftJS6afsheGrttuKzii33dacDu5dXTmim/E6zr2f/BdtzR+WPkEfWOYYl+M+1pMxhTfGqFx6vEJCiMebxwrtll/avlfKKcKJLzzBEN7TVxB+HecVhYq8IFe0c3Fdj+XRJsZk4k37e8YTvwhQmiTzqzF5Mjy5MXnyF61PGOPAnrqG3MJcpKw+Me56AreQbWx8SufgfqGmqGOeCG2NrOQunm8hw8auyfE3Drfq2uSp3Fy7iT6hKg3p83Z1395ZWSArl8mRnsQsyoR+BTnPKzWV9mXMV8k/YZaN/3G/gB9PrIY5bppu7ik/v4uwiNsrZEzy5hfNwnu4nSpn+Sxr/1ZmpGWqMnCcp5QvIk0WR65eVKXfnsfxkF54JE/Q2uvilz42lgFtHkY6PMlc+LOLo446qsA47ddT3uyII46wzyb9ImeSLv78osekutR0X9Fk+/Y7CYu0V8m77eqRvbP8T3X+AahNz9nTgsrJQAUjnfOYBlzn/oADDiiApkGUVcg0HCq6AVv2W0Y+xwVC51A2KKXxpPdUfsiNq666asJvWZhgcg6x4VfzWtLjVyNbPmUSFqcTwqCOS4m8dHAkjLQTSDucW265pSVuv726TtSBJInTnBIhMZ5ei3ECorDK0QHFYflVy1Kv1jHit9vOMY0gDruMgKJsaaSWTgj6Om6qdYKw07LzWvh1omwRdssGsbJAukln02Xt7fsVODMJIm1Tdb2q31NNj33Xi77Swu7Hr00waSv0t538WRvitxOC2muMTnhtllA3IFdzAj99b9xmU2ILnOK6i5BKHFUOwtHS7u1UV3krfR4L8fEEN/XMBMvi8Kv46eta9/ECgNcma/km7VP8lsSW9+mN4VO3H0m/595rtoU8UVfScSBND/1wlWNxziaPCN+x89oyE94UV4iHMk8nd7Ffrr1WfEgXZQHBaS4eB9qVk/knHvooysxro9vjrn8Nd8KlzleR7UQUT7i4jl2T+WkqLARx6gJ589r6YeIWpzm9zrVjFA6szXit/fTzru/Vdv9L1qjtdl2VGg+grhxh4/VUFpQt0XE7RP72u1HsVemv10Asxmv6MNq9OW9fuWiz6aIafojLa6YGP/6g7PCLjMHz1HnzgEVYXvM4fV15z3jid+mEbyFA2jmbh0JoQU526tqNyYQV9/eMcX6nR2UU5ldjcjlE3YzJLGDaWFI1D41jRX4y//ymc/AmCeqmxt84/e2uLb52c+0m+4R2abF37eq+vaMc6O/SsrAw0rk8/QpcTZVDrrMyTuXKWH6lb4j7uLLwiBsSm/CQgVJlmG4I6qZk4DhPKV9EnurUi7K8p8/ieMAjlV1j/zHJiV9vVqVSWc9rrBfl5c2+xcFMeG3s4p3fmdOWT4QD9GZACv/p/LHpvsJwJX/dzj2aJKi7mX/0Ys7eUqD+JicD/T8+8J6KbVf/u+VR146tF9h4NMfBEelWWntnv5gD8JU/bC22Z6jtm8OudGpf2WutFdsI0q1T9l3ZL9tv2QqDjVNPtJZ5CQckoOZuDpMD2D0zx7ag2JwH267N3pr5KftlS4TZvuJ9ur2IZ/E2Cu7jLRvcp4dQsrXatnfzvsp5Ic158q94jf1HtrWY6xRPtpUTJs4Liy0HY1qYsamGJk18EL4feMLWYIuLLR8YyDfHVhHbQsgz6li6Xd38NlEnCCtXdhZf+lsX+6bSWTc+S2eurN/ylrcUtqHYmmVbf+z7Tn57Vb87SUOZ3+y2lLKPBuiZbRnuNkls32Ubb+ysPqX9MNsq6QNw8eEN8bfpdWzTr8w0gMXFd9jGxHxIlYv7CLaI8W1dh11pP/EMh0l5wbRlTIvDYEshppDo37yQUmlnPv6m7Jptjl5YDmY32J5mLu5TMAnBVmLbem1+4l/DJy2L2E/uOi4Dts7F5wvE6WG7oycD2x5KYmYh2I75k5/8pIg6lhPKto0XHttc+MlDOPjQT2yC2RTSXcdZmjgIiTIz0xJ1vq3yY7jzfs899wz1vcqvJz/ClsjUb5P5aTIsDiA1G7FNtGMOaMOsE9t2MTWAzUDrX6sw6+S52u6RAS613U5qTX/8Wj3PzblsvEZmRXadiovH37rm7Thw2O9aDdFhq9WTSOGaNsVWbvpatnN7hY9JSWL7PQeXmWPOxtwtdZiGoq/GdA/9L791HViYuS7MUWG+I3WYKiGtbAkn/WZzNvWXu68ak/ku7u/L5qdx2OZXY3KMSuv1VMZk5uiMH5x/gVlBr82cHcuZs2LeDLNfuHQOTp+JaSlcNzaomxx/Q2Jq/LP5dru5dpN9Qo0kFe2krO5buyAc5GivqFAZJHwLZYXDlJz1UeFB8i+e+8O3xGeSxfKrXzAKh6cmn0+6/b//+79gYoIX9Alei7fw042JjyZkYBIS5ynli3hfp17gL+fieDDV0c4GeGyygvmKJ7Pbmt9lTEEuxmQc5qXM+UWEYGYFUyGYr8E8YTtHnw+vRfvGrA0mOBhzm+4rmm7fMV5eozzMPdN8WnvJtaWpzj+IL+4fmpD10zxwn5WBIKhx3m/4++9dM//RzGVFwf484TSlgNGOszByGtR1VqZZffc2hcL2EAuXX1YbWAFHw4vr+J1ds1U5dqjg2zt+WVmq43yH1PJd2YphukqVroh5MqQljDgdnVz7RYSWJMermXXwjLFiZarMxStM7VZ1y76t88w3oAILtL5jbf14aw5mZ8pck3WC8HNlV5YGnuWwbzqdufjSdObKOm6rZVv50/Da3feqfreLs867XvSVdeJtyo9pZLHbxE8OO/pDa9r6lk40qDEnYd/lTCDF+TTN2nQFHD9Wd+mvvZAQfzbp2k9civjr7jSJA7H+C82JMtMkxG8a33V3aKBFjgYpu3DQ0rI8YKYIrLyttjgJLX1KnR0Zhk+dPpy4WbknPWiamLZbvIMo3T0U93GxqY2WREc3bKu1OhCbWLJdF5irMgyiz2pdxrstOilfTK5YmtKdRLUiLvFkuLOdMdVcTb3HO5Bira8m89NkWGi/GF6e/EmzU3nfrh3HYzdaopTDVOtBWQLUdteaUNstqxnT+6yuHGHjdTca1KYxxq6HsrlGGRK0QTMhiDZa7PzCaegHCC/uy81PPG7QX3jbofaq+OU7vud93PcVHjIXmKdiiz/fV425zPN4z7jdTrPZoup0TOY76+/r7N41vxqTDfHJv1MZk+OdzHV3MRNzvJM5bRdNaVA3Of5ORqv8iY157ebaTfcJ5SmZ8bRd3bd3fjGpUrvWQornEpR7O+cVIUL7pw9INVtj+TXlVtqFiblOwvOLGy3eutGgbkIGJjG5PNWpFy2ZqriJ42mnPc3naOKCF39oPucc4xx+450x9MsWRm7naBy+9f98a/O2pvuKptt3UxrU3cw/wDBuZ03N2eOy4TonA/VUgxotMFaZzMH2syJirLk9z/3aygn+ylaobTWB92UrCjyPHQbuPeFRPEIrjMP9MLQeO1bfWRnylbx4zApUrEGN0XbfuRTv/ZY2h8ZDzjWhQY0WWqwpjGH6qsPoqtLDSaesPMcaxZ3iaQdKEcd0aFATb7xSyr0nKZwXrltOEOd5qi3OM1yTdYLw4hVG7stWM3meuhz2TaczF1+avlxZs9JmB71xGJzf3pMGUfu+V/W7dgIqPFr/9d/+tcLTAD/uRiNrqockchgGO1XY4WGHztaBiEMw/Hat0sPVrO7W6fOJy7T/q/qodumJNbDTHRp8F/c/VTs0yAdaOZ6AC4fnoe1DXbJ6hGYxY5C3nRcOqeLQQjtwiTjiPqVOf5LDh10YjMdeIApxkr44PWgqcJAQ5YZLx75O00NfYAdFxhpJtuuimx0X8W4Lyjkez0LiK/55O4fh4BZeV40NFZ9WPs7hnn5YVi+bzE+TYbGTAQ0PDiWLNSTTPKX37dqxN43jkJtMk41v0aTkYBvGcH470axM41bbVdtN68Qg3NeVI7oZry2fjFkcNtqpTMbchjkOBw6zO8gccoAnZMPYXLaTypvuaNldxaHwq622mn0efjkwiwMUwYGD6tgB2qmjz/YmGcPB9Whgc2CrOcZVxhYOV/WmAMKBXfbOfrsdkwmnk/4+51djsnNTGZPRqLWdzHV3MVN28Ty8VxrUTY6/pLmOq6Mp23SfkEtXu7rf7l0aLrvy0TjGIUtzSHiVi7VR0czfeuutC6+dyq/2ITtGkF+R170t/PDLu240qJuQgUlDLk916gXh5Fwunvh7+ljkP1zZTtjYL9emIR/PFeP46h6kS1gccOkVFLks5i9N9xVNt++4znajQd3tvLgXc/ZQENG/nAzUU4KadKRbvdgSEZPWUVorL9lWba4Jgtpr3Dm/qhOCZHsChELVdgHINkg3c+kk3WsBhC2q9p6OhjznHMSAP2yo8JYOjryIGyX3KSkBge61hXkVHNfHHHOM3U751wYLAqhTyXOkJeFYx8h1u21HvJ+KY7sW5Qrpg+PUbIRfTLhwKjmOMqYzKRvQmqwTxJUrO/yUuRz2TaczF1+axlxZ+xVahykf3KyzzhrwZsvdVFyv6vdU0hJ/k+tUY7+DeN3NhHeqBDXbbP0q+KRtWzl82hFbVnfr9FHEY3V3KgQ133utp2AaiZOlIaQ5adrcbrvtFk6IT0lle8+J1v4QuEAS8AzCbcUVVwwnlWPewGssB1NF1n/hJw0r7lPSsQD/qavCB4GRPhFB30wzYXpr8cUXD9tjOa2cU9S9PbiCPCfsdOzrND1VW2ZtAZryiU2apPlpdx9vR2vnr907BFlOje/WVeFeFW5ZvWwyP02GRduB8OmU6GrXjsEFUgJFACZ+1L3YYX7F79xx++67bzDfEr+re62226pYobZbt+b0zl9dOaKb8dpSb30s7ZCxo66z+RuyM2RM7DAVwrZpFjHZch2bm8JUDyafzPkD3MP4Z/eMQfQlbOU2Wd3edfLrDyMMZpT4Jl1g9Ha23R577BGCS8cuHjYxJhNOJ/19lV+NySA52dUdkxk3zNRMJwRWPwjqJsffyQiVP7H5dru5di/6hPLU/PdpVd3nbbt3aZixOYwcQY0MS/+Ja4qgxlSIma7ElAz9H64bgtrKohsZmDTkxvU69YJwci4XT/p9Tv6L/bPA5M+Ca1FmittQlQJQHIZd33PPPc7vQAq3Zqaq6b4iTpvF2+lv3M/1m6Aum3+Q/l7M2VNccjJQzwlqSAlsMmO3DDfvvPMGYaYuacWkxav0F/nqlqDGblps38ifFuv8loIi/PQiFnJ4VyboWEHyHvITGzuQGO2cTZjMz1QIar5F+xlyAwfp4U2QBLvZ4cEU/9lgwed1yB+r4PivIn+sY8RPu0GT91N12AuDBMFR8RGQWSV+9NFHw7Mqe3m9qBNxB07kdQgl/LXDvhfpbBcf6UldrqyZqGBH1lxde4fmP/3tRf1O4+j0Ptepdhpev/13M+GdKkHdi9VYq7t1+igwtrpb1UflyiHWkrYdGnzDRNfOHUgnybz3Zh5Cv+i3JIe+GY0zNDlSrVAmqWi5sWqOYN0rgjrehYHdToi/dPcQ6WaBiPZsZyWkY1/cx9Xp36oIatt10SnpSRrNxbstyNP6669vr2r/ouFXV/O6XaBN1Msm89NkWAjSaKUgxzGJqOvqTlDQevRbJgPxRbrRrrYdBpBk2Jq3tlY3bvyp7faGoB61tttJnerWb105opvx2tLot9A7f/Bh6N+Y4Nd1ELzMgdiZyUQ8djE5jOzNIhIOu/Kc2cCcD/LZbwcPygoQA3PNNVfwwzPGQRy7arwpgnDd6b9YSzq1hWrk+vzzzx92bcULyk2NyaS3k/6+yq/G5PKSrzsmxzuZ6+5iJsZ2BHVMPPkDfB27jdu5+LwOvrXdzE2Ov+3ij9/ZfLvdXLsXfUKchvS6qu7jr927NJzpJqhRNLFdoN50VrFroxuCuolxFJxyMnmdepHiXXafiyf9pq78x3dlBHU8XvjDEsOOmDSOsnt/gKZDeQiH8hznnTTdVzTdvgeFoO7FnD0to6wM5Af44PyHjdugtrDTUzy9lvGEn9Tb69JfP1kPdqLN7oz9dmuDGpuQvrEU9my8YFUavz30hHjhlzSkNqjx57evtfjxDcw+L/31E7wW/4Sb2r/iw9jOD37K7CT5AbYlLC98lsZpD7Etih0gbDF74mEC2z6pM3tQxFnHVlrOLjHhm+0jwmxnFytNSyf3frWsBQs7QZw4+auyV9WLOlGn7Mry1g77XqSzXXxl6cuVNfUYG+CGOacstzsxHvtUXjgJtt+xI5iWUS/qd1m+OnnWy76yk3RM1W83Ni2xlWxl24kN6rj9N2XPyupunT4KrKzuVtnJz+GJTU6zM40tXnOMIWDiTRFM+Mm5PS5+/fblAjO/g6N4XnXhF02D/9ReftynlI0FaXhV+GCbjPT67XYTnkRIP2u5j+2rpWNfp+mpsumIzUjSgz3SsnGwJUEVN4xrVi9z429FEI09rsK9KoKyetlkfpoMK27H2ICt69rZoG4XBvIJ7Yu6Qfn6RaYJr/Xf7pPSd2q7rWenqO2WVpO+PqwrR3QzXluG/KJnaD/0NciRdRz+/EJf+M6bQCz9xJPn4b03NVi8t7ND/MGIE35nxAS/tF2/QFn48QcVh2fMBZnrdePi+aXJj8gYzDOI1y+eTgq+qTGZgDvp76v8akyeVEQdPaC8bfzHdmpd5w/XLL5LZQ9s61qYXnEgG2TMA3COh7kmx18LM/dr43S7uXav+oSqtFXVffy3e5eGF9sNL5O3Y//eZE5Rhl7bOX7Vwq94krHlXbsb5GbqhV98a/HWjQ3qJmRgEpMb1+vUi5ZMVdzk4kk/60T+O+iggwK+2CM3580FF+UIJ1DXxfyBcY5N9xVNt++mbFB3Oy+2ukJdb2rOnpZbTgZCOyW4nEfzN5Vff2rmhBk+tw6fCUcZ2Uz4kCB+1aOokPYNv2XfWOfG+zqF4lerirBpBF5TbFK2OIyOwYvDNeL400k6HzJh8lp5Lf7ocMoO+uHwEDq2OEyu08GRcONOAD9lpATYmgBrYZYRR4QHGWHkB37XWWedcCAW72LXKZ42wSbMKvInruz4M0EyjreJaztgjDhMQOV6hx12aBt803WiTtmVJSiHfdPpzMWXprFOWceHnIA939Dppo6D69J27s3etHjrRf1uiWAKN73sK6eQnI4/sf5iKocuTZWgjoX9sgljWSb86nfRT7Y7JLFOn0/4Vner+qiyNKTP7HAoBC6EJvp+vz0vpPPII49MvYd7Du2jHdDvM67knNdSDf57QVDT5kgLf7nFTNLptQ0K/+nYF/dxZWNTms8qgjquGzGJkX6fu7eFMcp5KiRmLvy6761P7bZeNpmfpsLyGvVFffAmtGpBEi/Il7XjOoEY6UW99WYF6nwyyY/a7gxI1HZnYDFdV3XliG7Ga8tb3H5Sosb8pL9+B2LR1iGBy5wRvcyTjAAw0trGea/xFsKBjMZxWKHNq0hXt475G3MZ+gYjJxlHuGecfvDBBydF0dSYTMCd9PdlfjUmTyqeKT3wWvuhzFlUQfGljovnU+kcnHGGOsSf15RtGxwHfvqzqQr/MUHNh02Nv20TEb20+XY7grpXfUKUjJbLsrpvHtq9Mz/22wuCGnK5josPf2WRLXbdENRNycC5cb1OvYjzVHWdiyf9rluCmvC89nNoX34n/MRzzz2XRjHpnjkAfmm/KA/FC6FN9xVNtu9BIajjOmlj+SSQkwe5OXviPXtIYl8IahJFZfH2kYsO3Dp+JpM7ew1K3kEcINyY8GJ+YqKxCYLamw1pSYffbj1x5513hgoMieu3rk3suOOOLX4sLX6LRCnJwDdoi5o/fr2t7UACeDvWE9ddd10LGZfm0R/0kZZdLYKaj9ByMwHN4kfzm5UdHKSIt9U0seWWW7ak7+KLLw7v0382WBBWnUm2ET/4ryJ/TGC09IENwiThc/p1FbmTpi13T/2wOOJfGls713SdiDtw0lGHwCF9OeybTmcuvhSzOmXNN97UQUs5sCBF2/HbVyZuvfXWCb+tsyAMrZxYRCgbeJqu32meOr2vO7HsNNx++e9mwjtVghpNB9Okoq/yJizaZpeFCb+9uKhDZcSW1d06fRSRWd2t6qPaJuh/L+NdGixgxv1N1aKbTdAR0piMtnPehEqxsNYLgjrehZHbPUQ64x1EvSKomRiaBhljfbsdF6SJyafffjbhzxdoWeiMtSXqkO+MjwcccMCEP6yrdCcRcU3FNVUvm8xPU2FRVtaO2Yl29913t4UI2QPtSuvj03bMIk/ZLq400FgTym+fTl/XulfbnQFTLJ/UkU2qFpdGre3OQKj3V3XliG7Ga8sFJK7t/mEc9IcY2qvSXzRGmdTTbvFPOy1zzJcsXNq2ETi2gMs33qZ8IIoJi3mS7TiCSETDugnnzXkUaSVMI8nZLVrmmhqTCbuT/r7Mr8bkGSXUzZgcazDX2UUVL5xSN1OCOiaK/NlZMxJZcmXEn41zKUHd1PhbEnXpI0tPO4K6V31CaYL8w7K6b37bvTM/9tsLgppyK+OWLE5+IThjXsibfYlfT3RDUDc1jubG9Tr1oiVTFTe5eNLPmiCoIUmtfbHbOiac0/iQO00Tm29QTohd031Fk+077ne8abo42cV1u/bS7l0RQHRRNS/uxZw9ijZc5mSgntug9glocdgCxMamJyBanpfdzD777M5XMucFGudVzIOXbm1QE4iv2M6TFA6bUbHDRpmv2PEjt9JKK4W4/Sp88bzKHpUnKIKhfDuAsfggueAwEb/6Fg7xs1dlNt5iOz/48w20OA3VvrNfP1F0frIdDjCyZ9h3wQaVJ/1a8kU+scvjiR3z2vLrFwwcecHVse9qtl3xX2Xf1RNSzhMuAXv8pa4p+9nUKw7h9INvEQV2wTnhm/pU5ZquE52UXZymHPZNpzMXX5w2ruuUNf5Ipx8EwkGgXOccNnD9roPKQ7CarN+5tOTeZ+0m5QKY5vd+8hZsHGNvtxN7lCR7qjao+faKK65whx9+OJehnOnLsTucOj9hCwcqeUK0eOW31TkvABb3XFjdrdNH4d/qblUfhZ86zuxyYpNwscUWCzbNGCc80Vn6eWyr0w7qKPPIgR7YsPZkXHjdKxvU9PvY+SX9frdNsCecpoc2S93wJHzRZ2O/zmsJFV7jPq7d2GQf+EXKMJZzjz3SBRZYwF6FsxOwHYnjfArixaZo6rwg7/AHpjjGMf5wjHPUE8MPG6d+QhHepf+oY2BNHhgjOTTSbEbil7wzllC3/MJz+nnb+6bqZZP5aTIs7C9ihxFHHeJgZmyFps4rJQR/sa3qtB3vueeezpNl4eT2dodnUz4ceIzzi7Ru1VVXTaOrda+2+1+YRrnt1qoIA+CprhzRzXgdZ5MzWZj34Oabb75gf5eDcVN37733hoPhbc61//77u+222y71VtxzKB3jCP029v85OJFzfj7xiU8UfuhrvRKO86S34+B5v1Ab+up0TC8+6PAitjXK+Q42t2Pu6Cfgk0Jrakwm4E76+yq/GpP/e1ZHuzF5UiEmDxivqaecCYJjvokMwPieOuoLZ288/fTTxav0HCi/+BJsqXuiJthQ97sF3MILL1z454IxjvNIvAJUy/PYBjUvmhx/WyKquDFbw7ymbZadMcK7XvUJhJ26qrqPv3bv0nB6YYOaOGadddYgW9J/pI56wtyFPgxHP4fMO9NMMxVezQY1dvbNX/Hyfxft8sl8p1sZODeu160XabrT+1w8qf9ubVATHm2NNs0h3bhUlgwP//ePscfvEAh3Cy20kLvoootazvxpuq9osn3HNqirxt529ajduxgju243L256zm5x2m9OBuo7QU3C7r///jAh9PY4HRPO1HHAIAfaMdggSMUHpfmVkEA0xN8wQWXAwTGZxIh6Hcck9Pzzzy/Ib/sGApmBiDRwyB7phDyzwayKoOZ7BC+vSeAY7DiZPnWQDgyMXoswTNY5HMMvJbill1560iEkXhvBeZMVRRCkt90hTjRgDrSiUtnBgMXH/oLOlI4C0n+RRRaJX7Vcd4qnVXACQZi2TrYlUH/zf//3f+GkZRN87T3l/c53vjP8xQeZ2PtOfzlUk0msuXZpMj/221Sd6LTsLP662DeVzrrxWfrqlrX559A32oPfoVC6KAVJBUnhtfvDwZb2XdlvU/W7LOxOnuU61U7Cmg6/3Ux4uyGo6edYmONQCRz9Ee2ePnvFFVcMfRbtBgGUw3Xpf5lo8l2ZMNLkQNxJOUC4cZBH7LyNzrA4Fz+za+qt3wIWDo/iGQfzUgZ2UDCYXn/99eGwKCZFPGdSxKId4xMkOK5TobAKH79dO8RFmIw7HGq63HLLhfYHcetX8MPCEpN4DsOzsYTxGEKB8RHXaXraEdSEx7hhixII+cS36aabugUXXDAIpYzx1A1LD5MuFsHiMQPyAxISzHF+V4bzGgVBjuAe4t1rfwQZgUUvHGWZHrxn/RzfsqjQiavCvSoMi6ts4aSp/BB3U2HRHqnDtkgA/rRjZBraMeM7bZwxmHa8wgorhKxTr9Zcc81ANLNozCIyuJsMCA7eDEAIg4PNkLd++ctfhrAuuOCCUHYQ4hAFZaRDFb7xc7Xd0W+7cXkP8nVdOcLG6yWWWKJYjKubL0gXyGIc7RZZi0OicMyt6B9ZdKSPpa1682zhoHHrY5lv0Odanx8+TP4xfvldkMVCJq/TBcv4YCreEx6kno1tPOvWGU4WDnM45IeytDc1JhNXJ/19lV+Nyfkx2cq13S/1jPEaAgrHIjeyI4oQzDMZ8yGPkTNof8w7bDEDUsvaisXBoiiLozjmKsgKtAmv6R0W+f0uZAehRFheq9P5ncDBL0T7tttuG67tX1Pjr4XX7he5Ea4EBwaMz6TR75YJcjdpxfWqTwiBJ/+q6j7e2r1Lggn90RlnnBEe+53hDlmiyqEYR7+AO+yww8Lh5OY3ll+RGSHykTk4SA/OiXKGz0EGgez0WvHhU/os2uvcc89tQYVfFuptoYIFJ+QZv+PUcbgz17hcPruVgeM8pX0w8detF/ht53LxpN82QVATJjIn7RtCGAeu22+/fSFjwjMwz0DGx9H3wz+ULVI23Vc01b5RcGXeg0NpBr6QOgSX4ndThXlhu3rU7l0INPkHhtT7svkH/UOTc/Yk6tAn8Yx4yty0ENRxQhhIEIaY1DApZRCIJ5yx315dEz9aPKThJS95SZisp0IN6YRwnnnmmdt2iHEamYDRYNC+RhhEy4iJV+wgBBCWqIBTnXTF4dk14RI3Wnl0pAzQCKGD4GiA/oCloNFMmiBiBs31qk40nc9hSSf5ZiKD5ibtCKEJ4oIJ1FTcdNbvuhPLqeSrH9/YRA4BjIWOTlw3BDXxsEPFm3cphP6quFkpZ/UY8hpScZAIasaCeJdGnR0at99+exCsbHGO8WWppZYKJJ09o/9HC4OdHgjTuK222qrQVu1UKKwSVMATUtrbIi3gZ4xgAsd4wXsc9YOFWRaxWFTGxYuznaYnR1ATL6Smt0PfsuMnRJz8Q7OZyWDZQiuTUBYMbELBQgjkDmMsEwZvLzKEBt5MJPhLnQlt001Qk64m8mP5ayos2oC3Qe0gjts5NJ1p735radjFhF+umQTiIMXQ6qQuxY76CHFtdZF3yAn0VyzyT9Wp7b44QDfKbXeqdaPf39WVI2y8nkr6kK/ZtWqO+o8CD31x1aTQ/EKwMTmuMy9h96a30xs+ZVyDuEsd4dnuFvpXI9BSf1O9R9kHMsIcpJM3BWW3k36bGJMJtGqcnRRhG78ak/NjchmeZc/Y/YsSVrzrOfWH/HX44YeHnTgsiuLKdjEzPqGkxm+Vm3POOYMsAgnHYo8/e8rxzNpD/F1T428cZtl1ux3L6W7lXvUJabratZN279JweqFBDZkL7wT5SflVOZRHkFHp41KH1jQLE6ljUd6bJQmPc/nsVgbOjeud1Is0H/F9Lp7YL9dNEdSERb+NfG+a1DwrcygzIFuuvvrqZa/Dsyb7CgJsqn1Dut91112T0o0CqjeX0nbMydWxNFCb65QR1Phtcs6exp2TgaadoE4TrHshIASEwCAjkOtUBzntpA2tKRavekFQm0Z+bicL24DRXGHVOTbHgwYmmrNotuDaCTZ14woB+X82EDPhr9rlYX5zv/EujbrhsfWU7aAs0thuHOJBIwMiDy0XTIWgRf3BD37QeVvMLQR1vCsDoo7ya+dy+BAG5hpsSyxhQY6TBrRhEXQQ2iE4mPhD7MYEdafpiQlqb++v0GpO84CmACY+EESNvMcPk8oll1wypIsFAmuH6ffcs+hLGGimQ4rERCeTR4Q8yJcygpvv/SEqYRF1KgR1DnfCj12detltfuL4mgyLSRkkNWXFoqE5lA3YKgsWTIjRMvN2YsMCSExQm38WS6iLCPhoLcUOgoywqI9MOrp1arvOjXLb7bZ+9Ot7679yRLGN11NJFyY8/MGmkz5lhwMagyjm2A4GPLHYys4UFoTLtM4mBfS/B3F9qtqWzDZr2j6uTLvvf0FN+Yd+g34bgolxi52ksRmpsoC7HZMJs5P+PudXY3L1mFxWflXPqAssjKJxyaJ07DDP4A9HDDIOzzEDg1Y1bYXf1KFQxdjlbVa3LOogR6BAQFsx0x+YeUO7lzGrjKAm7CbH3zSt8T07ljGnCrlOe4BogoS3NPMsdk33CXHYXLer++3epeGAMYvjuJwGdaxQ4+2IB8USC6+MZKU/hEz2Z4a1lDWypz97Iyx4seuwyqFcwa4++nTwRjkCWdrMk9XN51Rl4LgfrpojdFovyvJaJ574O8YS5jVlikaxP65ZOKLvRja33Q2pH+ZPkLXUWfpwk+8ZU1FGYd7ILj/bpZp+H9832VcQbhPtmzkLJDwktbVdxjJ2PvjzvBprS6S3zvwDf03M2QkndjkZSAR1jJauhYAQEAIZBHKdauZzvU4QQIhkUGd3SSxQQFxjGgO36667tpg7SoIYqluEKcwdIMQihM0zzzyl6cfMB1q/CLm9dOzCQEOa3QxopyKMpw4tG8qo3XbK9Jsm7qkbpI3JIJOrqey4gDhF4CP94F1nJxFbNdmyiZb25ptv3kRWGgtjKvmpirypsJiMIUxDDlFHmCSkmpfUd3bP8N760LJ0MaGmzNnGSXkx+e91GyhLR9kztd0yVMqfTVfbLU/N4D21NpAjqHuZcuJGE80fZOiw1Um7tXT1Mt5BC1vtun6JDFu7Ro40GZP6ne5iJueMg8g96ZgVo8LYBRkGOUYYiy66aNhRHfvhGjkD1y6s4MH/a2r8tfDKfiHYGZ+RoersVh6XPqGMoDb8UMbAFj9ljXzO4kUd7Pie8kemBnNIRXbdd+OaaG9l8XdaL8rCGIRnlBGyJ/UWU4XdzFGa6isMl27bN5YGqEcoDqUmZSyO6fi1/rTbObvJGlUykAjq6ShdxSkEhMDQIpDrVIc2Yz1OOJNA/uqSTbEAyaq6aVX3OJkKXggUhyhjs3iQBEMVjRAQAqOBgOSI0ShH5UIICIHhQyCeX/RiR8fwIaIUC4FWBHo9Z8/JQCKoW8tDd0JACAiBtgjkOtW2H4/pS1amOWAGLRS252HvuJ1j1ZgDndhKhmYLB6OhxSAnBPqBAPUNLZh2Nkz7kQ7FIQSEwGgiIDliNMtVuRICQmDwERBBPfhlpBROHwL9mLPnZCAR1NNX/opZCAiBIUQg16kOYZZ6nuT49GW27WMfEHvCZY7tddiIxgYzjgPVzHZlmX89EwJCQAgIASEwTAhIjhim0lJahYAQGCUERFCPUmkqL00j0I85e04GEkHddKkqPCEgBEYagVynOtKZ7yJzHFjHKdfYaOMQtY033jgcDrjaaqsFjWoOUuPwRg6qwcYVbt111w3mFrCfJycEhIAQEAJCYBQQkBwxCqWoPAgBITCMCIigHsZSU5r7iUCv5+w5GUgEdT9LW3EJASEw9AjkOtWhz2APM8Cq7Ic+9KFwonMuGk5a32OPPUoP7ct9q/dCQAgIASEgBAYVAckRg1oySpcQEAKjjoAI6lEvYeWvCQR6OWfPyUAiqJsoQYUhBITA2CCQ61THBogpZvSBBx5wl156qfvBD37gHnzwQffcc8+FkDgte8UVVwx/66yzjlt77bWnGIM+EwJCQAgIASEwuAhIjhjcslHKhIAQGG0EbrnllsJ04HHHHeeWWGKJ0c6wcicEpohAr+bsORlIBPUUC0yfCQEhMJ4I5DrV8URlarnmlOBHHnnEgen8888/tUD0lRAQAkJACAiBIUJAcsQQFZaSKgSEgBAQAkJgzBFocs6ek4FEUI95ZVP2hYAQ6AyBXKfaWWjyLQSEgBAQAkJACIwTApIjxqm0lVchIASEgBAQAkLAEMjJQCKoDSn9CgEhIARqIJDrVGsEIS9CQAgIASEgBITAmCIgOWJMC17ZFgJCQAgIASEw5gjkZCAR1GNeQZR9ISAEOkMg16l2Fpp8CwEhIASEgBAQAuOEgOSIcSpt5VUICAEhIASEgBAwBHIykAhqQ0q/QkAICIEaCOQ61RpByIsQEAJCQAgIASEwpghIjhjTgle2hYAQEAJCQAiMOQI5GUgE9ZhXEGVfCAiBzhDIdaqdhSbfQkAICAEhIASEwDghIDlinEpbeRUCQkAICAEhIAQMgZwMJILakNKvEBACQqAGArlOtUYQ8iIEhIAQEAJCQAiMKQKSI8a04JVtISAEhIAQEAJjjkBOBhJBPeYVRNkXAkKgMwRynWpnocm3EBACQkAICAEhME4ISI4Yp9JWXoWAEBACQkAICAFDICcDiaA2pPQrBISAEKiBQK5TrRGEvAgBISAEhIAQEAJjioDkiDEteGVbCAgBISAEhMCYI5CTgURQj3kFUfaFgBDoDIFcp9pZaPItBISAEBACQkAIjBMCkiPGqbSVVyEgBISAEBACQsAQyMlAIqgNKf0KASEgBGogkOtUawQhL0JACAgBISAEhMCYIiA5YkwLXtkWAkJACAgBITDmCORkIBHUY15BlH0hIAQ6QyDXqXYWmnwLASEgBISAEBAC44SA5IhxKm3lVQgIASEgBISAEDAEcjKQCGpDSr9CQAgIgRoI5DrVGkHIixAQAkJACAgBITCmCEiOGNOCV7aFgBAQAkJACIw5AjkZSAT1mFcQZV8ICIHOEMh1qp2FJt9CQAgIASEgBITAOCEgOWKcSlt5FQJCQAgIASEgBAyBnAwkgtqQ0q8QEAJCoAYCuU61RhDyIgSEgBAQAkJACIwpApIjxrTglW0hIASEgBAQAmOOQE4GEkE95hVE2RcCQqAzBHKdamehybcQEAJCQAgIASEwTghIjhin0lZehYAQEAJCQAgIAUMgJwOJoDak9CsEhIAQqIFArlOtEYS8CAEhIASEgBAQAmOKgOSIMS14ZVsICAEhIASEwJgjkJOBRFCPeQVR9oWAEOgMgVyn2llo8i0EhIAQEAJCQAiMEwKSI8aptJVXISAEhIAQEAJCwBDIyUAiqA0p/QoBISAEaiCQ61RrBCEvQkAICAEhIASEwJgiIDliTAte2RYCQkAICAEhMOYI5GQgEdRjXkGUfSEgBDpDINepdhaafAsBISAEhIAQEALjhIDkiHEqbeVVCAgBISAEhIAQMARyMpAIakNKv0JACAiBGgjkOtUaQciLEBACQkAICAEhMKYISI4Y04JXtoWAEBACQkAIjDkCORlIBPWYVxBlXwgIgc4QyHWqnYUm30JACAgBISAEhMA4ISA5YpxKW3kVAkJACAgBISAEDIGcDCSC2pDSrxAQAkKgBgK5TrVGEPIiBISAEBACQkAIjCkCkiPGtOCVbffMM8+4WWaZRUgIASEgBITAmCKQk4FEUI9pxVC2hYAQmBoCuU51aqHqKyEwA4Fvf/vb7vLLL3dzzDGHO+aYY9zMM8884+UQX91+++3u1FNPDTnYZ5993AorrDDEuRn+pA9ieQximoa/pJWDQUNAcsSglYjS00sE/va3v7nLLrvMXXfdde62225zs88+u1tmmWXcm9/8Zrf55pu7mWaaqdHoR1WGahSkHgY2rvhLfulhpVLQI4VATgYSQT1Sxa3MCAEh0GsEcp1qr+NX+KOPwOc//3l3+umnh4xec8017oUvfOFAZ/qpp55yRxxxREgjk80NNtigNL0//vGP3d577x3enXbaae4Vr3hFqb9he8jEm7yxkPDxj398aJI/iOUxiGkamgJVQocGAckRQ1NUSmiXCPznP/9xu+++u7v55ptLQzrvvPPcqquuWvpuqg+HTYaaaj4H9btxxV/yy6DWSKVr0BDIyUAiqAetxJQeISAEBhqBXKc60IlX4oYCgWET7h977DG38cYbB2z32msvt/POO5fiPKrC+wknnOAuvPDCsG2ZPA6LG8TyGMQ0DUt5Kp3Dg4DkiOEpK6W0OwQ++9nPunPPPTcEsvLKK7vtttsu7A676aab3B133OGQd5p2wyZDNZ3/6Q5vXPGX/DLdNU/xDwsCORlIBPWwlKTSKQSEwEAgkOtUByKRSsRQIzBswn1dgprtj4cddlgoG0yXLL/88kNdTpZ4EdSGRPe/o1pHukdGIYwSApIjRqk0lZcqBNCeXm+99YLd6aWWWsp96UtfCuY9qvw39XzYZKim8j0o4Ywr/pJfBqUGKh2DjkBOBhJBPeglqPQJASEwUAjkOtWBSqwSM5QIDJtwX5egHsrCqJFoEdQ1QJIXISAECgQkRxRQ6GKEEbj33nvdW97ylpDDgw46yG2zzTZ9ye2wyVB9AaWPkQj/PoKtqITAECKQk4FEUA9hoSrJQkAITB8CuU51+lKmmEcFgWET7kVQy8THqLQ95UMI9AMByRH9QFlxTDcCnKGx//77h2R8+ctfdiuuuGJfkjRsMlRfQOljJMK/j2ArKiEwhAjkZCAR1ENYqEqyEBAC04dArlOdvpQp5hwCzzzzjPv3v//tZp11Vve85z2vxfvf//53x2F/L37xi1uexzecRP+nP/3JPfzww27eeed1iyyyiFtggQWc1YnYb7trwrnvvvvco48+6hZccEG35JJLBpuM9k074Z70k4/nP//5weaxfVP1a/7JL/nOOcJ+8MEHQz6fe+45t9BCC7nFFlvMveAFL5j0qYUNQb3VVluF93vssYd75zvfGa7BZbbZZiu+Y7vvv/71r3BfVgaFx+iCMsFOJd8yuZ1rrrmit9WX7cqad3/4wx/cn//8Z7fMMsu4xRdfvDqgNm/IC+n69Kc/7b7+9a+H8vjBD35QfMGhiTPNNFNxX3bRVJ0i7DisueeeO9TlhRdeuLJ+trOX+PTTTzu038CIev6Sl7wk1LmyPPCsKbynUkdoj3feeWeoo5QlbcqchVfWXqz+lr2z7+Nf81+3LT377LOhHdFn8C19y6KLLtrSJuLwq66feOIJ97vf/c7xS32lPDrtc6rC1vPpQcDKb2JiYnoSoFiFQAcIdDoO23hw/vnnFwc+c5jwi170oiLWuv1u8UF00Y0MFQVTXE61r7Z8Ms4z3pujr/7jH//o/vrXvwb5DvMm1ubNT93feFzvRO60tJXJWrzrRgYaNPx7kUfKJ8a+jkxl8gbflqWJ57Gbar2Lw+BaMkKKiO4HHQHrD6tkIBHUg16CSp8QEAIDhUCuUx2oxCoxLQhweN9tt93mtt12W/fhD3/YIRxedNFF7vvf/7779a9/HUjn7373uy3fMHjy/qtf/ar71a9+1fKOGwij7bffPhC0OTLyF7/4hTv77LPdjTfe2BIOE5vNN9/c7brrrg5CsR1B/ZWvfCUQonxDWnOE7Te/+U135JFHBkL+G9/4RiUBf//99zsmk1dccYWDnIwdcW2yySZuhx12aLEbbWHHftPrM88806211lrhcTtCNP6O+M844wyHfyZ5sQADAfnKV77SfeADH3AvfOEL489arq2sd9llF7fnnnsW8Z9++unut7/9bSAM7YN55pnHsf3YDnq057nfLbbYwj300EOV3l72spe5s846a9L7JusUE6LvfOc77oILLnDYP0wdix9ve9vbwtbqtH6WlQdk6jnnnOO+9a1vBdLZwmOytfXWW7sDDjhg0uIOfprCuyxNlob49/HHH3cnn3yy++lPfzqpDNZYY43Qlqgn119/vdt3332D3dMf/vCHLQsGvWpLkPq0JdrHk08+GSc7LGJsuummbscdd3RLL710y7v4hsUh6s6VV145KX8sFi233HKhDay55prxZ7oeEgQkRwxJQY1xMrsZh3faaafS8SiGc6ONNnLHH398/Ch73YQMFUfSbV9t4x753Xvvvd0DDzwQZBdkRuRLc8hpL33pS4MsUufsjSZkBEtbkzLQoOLfZB6blqmsDsS/3dY7wpKMECOq62FDICcDiaAethJVeoWAEJhWBHKd6rQmTpG3RcAEdsjgj33sY+7973+/+9nPflZ8g3ZPTFAzQTv88MPd1VdfXfih/NGCRMBEQDT3hje8wR111FGl5B1+IMr222+/oHFr36S/aCt/7nOfc9/+9rcLrSO2yMZErJFqfIs/NLjbuZhEvvDCCwOhnvpH65d8/uMf/0hftdzPMsssgciFqMTFYbd4jG4+9alPude+9rXhSR3yEZL1kEMOCdq7UTCTLtFGPfroo93qq68+6R0PrKy322479573vCfk74Ybbij1y0O0Yj/+8Y8HIr7SU/IiR1CvsMIKjvKKXZN1Cq2Zj370o4HIj+Mou4a0xVb2fPPNV7xOywNN+fe+973uL3/5S+Envdhwww1DOOnzpvBO0/SKV7wijcrdcsst7uCDD26bTsqT9jjHHHMEgppACJs6bK4XbYk4KBPKxtycc84ZtKnQpjMHycwizMorr2yPil9IDhbQfvOb3xTPrNzQ6DJHHt/1rne53XbbrYV4t/f6HVwEJEcMbtkoZS6Qy92Mw3UIauQIOzS5DuZNyVAWVxN9tY175HfLLbd073vf+9wjjzxiUUz6TWWoSR78g6ZkBEtbUzLQIOPfVB6blqnK5Jcm6p1khLKWo2fDhEBOBhJBPUylqbQKASEw7QjkOtVpT6ASUImACewQ1Gi0oHWKg+Rcd911HYQivzjIZ4gf05peZZVVggbxy1/+cofGLWTuzTffHEhatGVwaKoeeOCB4Tr+h8YuxB8TD9xrXvMaB7mJRg1bLdFKgTzGTAHk9zrrrOMuueSS4LfXBDWEPISaOQhIhH3MaWCC5KabbnLXXnutu+6668yLO/HEE936668fMMLMBSY+3vjGN4b3kMFM1sxh4oOtvDgEc7SMcKeddppLhXfi2muvvQrin/cQcJB4tDvwgVT80Y9+FMKAoIMAX2+99cJ9/M/K+q1vfav7/e9/H8qKMMAdzdpVV101bL9Fox0tXBza8JRDXUd5oul00kknuUsvvTSQ3GjpmiN9s88+u902WqeoN2BD3cKxUIFW7ute97pQP2+99daw+MK2aiM1wfG8884rFlHi8oDMRdsdTXr8bbbZZkHz3bSJsB9qDswgvGPXFN5xmsrqCLsPqCOYzMDRLilj0kO7BA/qCPUV/NGK/973vhf8EnYvCWrqJfZWwYy4aQu0ddoS95hMoa5BTKMBzpZhsEw1qffZZx/HYgrt5u1vf3sIB784ypLdHpiVwUwQRDfmZeaff/7wXv+GAwHJEcNRTuOYyibGYeQj+sEvfvGLYUcYOLIbJF5sj2WDHM5NylDE1VRfbeMesgppRBZCQxp5D7kSDBiL2eUUKzqwqwut39Q1KXda2pqQgQYd/yby2LRMVSa/NFXvJCOkLUf3w4ZAVgbyk6vgfMYwhGa3+hUCQkAICIESBNRXloAyJI88cTrhzU0Uf56Em/CEV2nqP/OZzxT+3v3ud094G4yl/vwEZOLYY48t/HqhtMWfNwExQTzEu/baa094DekJvkmdF44nPNEZ/MRp9BodLV49UVjE5TVdW96V3XizHoV/b8e2xYvXwpjw2s3F+1NPPbXlfXzjtW8Lf69//esnPDFdvPZEdvHOE6DF8/TCk26FP0/UtbwmvDe96U3F+yOOOKLlfXzjCfLCnyecS8smLWtP3E4Qf+rA3RO7RXieBE+9ZO/9NuXw/ate9aq2fpuqU0RicVJXvMmICcqyzHlyfsKbZyny501PFN7i8rA6R132W5MLP3bhidQijEMPPdQeF79N4R2nqayOvPnNby7S4TXeJyi/MufJgAm/EFH4JX9xneWbJtsS7dwv7oT4PFkx4UnxsmSFZ3fddVdRJvQN3qxK4debBCnS7Hd5FM/TC/ojv4NgwptiSV/pfggQkBwxBIU0hklsehyOx41UlqkLb9MyVFN9NelPxz3yWybf4dcrHUy8+tX/n71ru2EQhoF7dTRW4JtJWIdd0jskW455RAVTKciWKiAKwbEDnA8n/azPd2IFfGBkcSWRGMHrdhUD9WT/q32kE6IxlccvUeMuMUJ1y+RBpxZoYSBlpFsVO+1/qp0WSAukBUItkM/KUHP+tTEL2EkM7QUIVAhT8QtJJpJaWHd5lwD1ipMsEpKPpKCILR/HUYoPtySJpR1ufVAXSapZ3Uj2tQSZn4U/LD1QVY0gqKdp0n4jO6Qgk6i6hj1gAIjpx1qfhLUX62tksR4SuDwPGajaFvd/FQlszgjqyDGF5WUKMvlXnRmQ+Q8PXv9lWQqmUhdkcRUGNyKWDOZYow+OhIQo7ch6+EPMTbUoe1udfICHNZnVT8MwbHTwBZgdoPWp95MEtYwBXod2bgl9hlkIq35YrkSrI1NNdZ7nWctz510WSBzxLn++pTfR7+EIgtrilAgMFfWsps/te+/s/Snjw2IN4hwrkRiB7Vrd7mCgXux/p49PYCqPX6LGXWIEe9fkfq8WaGGgLwAAAP//QndhpAAAQABJREFU7J0J/EbF9P9Hi9JKKpX2fxtSiTY/tCDtG1poQ6v2qFSiokRZUopEZamUKO20UiShVEppkzZCIkXy/Oc9nNt55rn3zr3f5z7Lfb5nXq/v997nznbmMzNnzpw5M+M6/3POuQ5/5gwBQ8AQMASKETBeWYzNuPtsv/32nde+9rXh7/vf/34huaeddloW7sILLywMpz1+//vfZ3E++9nPBq9//etfnbXXXjt8X3PNNTtPPPGEjpL7/s9//rOz+eabZ2n97W9/6wr3jW98I/P7wx/+0OWX9+OCCy7Iwt9zzz1ZkKeffrrzxje+Mfi9/e1v7zz33HOZX92Xv/zlL1kep59+emH066+/Pgv305/+tCvcm9/85uC33nrrdaAt5Z599tkMpze84Q2d//znP11RdF1/5Stf6fKLf+i6S4WN4/L7k5/8ZKB9jTXWyPMO35pqUyT25S9/OcPxsssuK8wz5aHrY911103ifsABBxSWsym8NU1xG1l//fVD/tT3Y489lipe8H/nO9+ZYUXf0q6pvvTMM8901lprrZDPxhtvrLMofT/ssMNCnNVXXz3jDfT3VVddNXw/5JBDetp1aYLm2RoETI5oTVVNK0KbHodPPfXUjP/GskwVYJuWoZrk1dAv4x5jUpXyIae85z3vyTB56KGHMhialBE0bci8KbmmSAZqC/79lBGsBiFTafmlyXZnMkLWZeylxQikZKBMI50K2GIMjHRDwBAwBBpDwHhlY1AOPSGZTGy22Walip/3v//9YQKxyiqrZIqjKsSKMuxd73pXCH777bdnE5FjjjmmShIhjBaW40lPU0q1X/7ylxltZUrlKkT3q6BG0S4LByeeeGKVLEMY6JZ4v/vd77riSV2/7W1v6zA5KHP/+Mc/snSOPfbYsqC5flUU1E21KQjYfffdA70oRWOlay6BBR+1Mvjss88uCPX85+OOOy7D6cknn3zew781hbemSU/wWNyRuv7EJz7RlXfZj+OPPz6LF2PVVF+65ZZbsjzAqKq74oorsnjXXnttFu29731v9h1lBn4x7Vlge2klAiZHtLLaJproQYzD/Sqom5ahmubVMu69733vq9w2NN+/6qqrsnhNyggkKrT1IwO1Bf9+yghWg5CptPzSdLszGYFaM9dmBFIy0AsonA/kXvCCF/BAYR2e9s8QMAQMAUOgFwHjlb2YtOXLDjvs4LzA7VZaaSXnJ06FZG+xxRbOKzzdC1/4QucFwcJwscd3vvMd5yd5bu6553ZXXnmlu+aaa9wHP/jBEOzggw923lI5jpL721u7uJNPPjn4kcYcc8yRhfvmN7/pvIV2+H3ppZe6+eabL/PLe/ne977njjzyyOB1zjnnuCWXXDK8X3755e7QQw8N7yeddJLzVpt50St988pD95a3vCWE3WuvvRw457kf//jHbu+99w5eOk/9/fOf/7x7/etfnxe955tXsrudd945fP/Upz7l1llnnSxM1bqWCOTprYWct17PcBG/1JO8wZb2QlnyXFNtirQlrRVXXNHRVqbqNO66PorS8wsCzi8gBO+47TWFdxFNN910k9ttt91C3h/+8IedX2QqIrPrO+X66le/Gr6RNnUkbhB9iXa0wgorSBalz6eeesp9/etfD2EOPPBAt+WWW4b3u+++2x100EGBB0kCs802m/NWes4vSoQnv821FwGTI9pbd5NKuea9TY3DZbJMFRyblqG03NMEr6477lHmBx98MMgZvO+yyy7hj3cZ1/uVO0kLV5e2PBlo0vDPKyNYCfaDkqmabncmI1Br5tqMQEoGMgV1m2vXaDcEDIGhI5BiqkMnyDKsjEBVgR1lK0rXftyNN97oEEr9Nv6QTJ0JX9mkrimlGgpVFKs4b0nqlltuufA+lX/9Kqg1LSgTqyr47r//fveOd7wjkIzi21sMZeRXrWuJ8KY3vcl5S+qBKaibalMzzDBDWAwAc2j+zGc+I0Wo/dQKiSoK6rK21xTeRTT5o2rcxz72sVDGL3zhC2611VarVN5hKKh1+61EVE4gFlp23XXXzAflNQsCLAQ8+uij2XdeZp55ZueP53H77ruvW2ihhbr87Ec7EDA5oh31NJ2o1HysqXG4TJapgi38r0kZSpexSv55YTSvrjvukZ4/5iMzCNhggw0yA4ImZQTyqUtbngw0afjnlRGsBPtByVRNtztoNhkBFMy1FYGUDGQK6rbWrNFtCBgCI0EgxVRHQpRlWgmBqgI7VtO/+tWvQpr77bdfpbTjQO9+97vdz372M+e3DgYvLCL9ESBxsNzfZZM6Lej687HdggsumJuGfCyyoPbbD90ee+wRgtVRnku6+tmvgtof6+D22WefkGQd5eMvfvGLzPrIH7Ph/PmZGVlV61oiFE1cxL/sWcWCuqk2BR2S1qte9Sp3xhlnlJFW6lekDC6KNEoFNQs+fgt0II0+Sf+q4soU1E31pRtuuMHtueeegZyVV17Z+fPmq5DWFebVr3517sIMuxr99mD3wx/+0JEPllOy03HWWWd1YFF1Z0ZXhvZjpAiYHDFS+C3zHAQGMQ6XyTI5JPR8alqGappX15UzKODDDz/sNtlkk1DWbbbZxn3gAx8I7zKu86MfuTMk5v/VpS1PBpo0/PPKCF6C/aBkqqbbndQxT5MRNBr23hYEkjKQb9jB0cb5M2cIGAKGgCFQjIDxymJsxt1HzuRLnRfIGbdy3q230p1ysbziNkvnqKOOqpzOKaecksWLz6D2x4hkfrfddlsyTX3xjr4k8c9//nOWTp1zn/My7PcMai68E7z9hDYvi9xvhJV4DzzwQFeYqnUtkeTCyI9//OPyqfKzyhnUTbUpiOI8c8rtt6tWupipqCBF5z0XhS87s7kpvIto+uMf/5jVtT82p4jEnu9+wSOLF5/j3FRf+tOf/pTl4Y/y6aGhyQ+cE8slrNQ9bcBPuDtcZGWuXQiYHNGu+poO1A5iHO73DOqmZaimebWMe9wVUNVxp4DILX6BOYvWpIxAokJbSt4VAvJkoLbg308ZKf+gZaqm253UWd7TZIQ8VOzbuCGQkoEyjXQq4LgVzOgxBAwBQ2AUCBivHAXqzeRZVWA/77zzsgmE3+raV+brr79+SMtbVXYef/zxSml5a44s/1hB7S0pM7+rr766NL2//vWvHX8ucxZeK6iJuN566wU/nk8//XRpWmWe/SqoSdtbPwdaNt10086///3vsuyCH0o5wjLR82fz9lx6WbWuJaO8yZn4pZ5VFNRNtimtWPVWzSnyCv2LlMFFEUapoIamtddeO9S3345b6dJA2tF2220X4tBOYgV1k31p3XXXDfnQjoahMP7Wt76VlYtymGsXAiZHtKu+pgu1TY/D/Sqowb1pGapJXi1yBhdqc6FgFefvUsh496233ppFaVJGIFGhrV/lbRvw77eMw5Cpmmx3WaMpeTEZoQQc8xo5AikZyBTUI68iI8AQMATahECKqbapLNON1qoCO4rdt771rWESsfHGG3ewSEg5FIVYwPzoRz/qCqotmKtYV/qL/7LJC0q1WEH9m9/8JvM/4ogjuvKKf4jiVKx1YgU11jvi54/YSCqGKYvfetpBmPfn32XZNaGg9kcxZLT4Myd7FM5ZZv7lueee63zoQx/KwvtzmLV3eK9a1xJx0ArqJtsUbYJb66m7NdZYo+MvEJRi5D5ZGNlpp506n/vc57om0W1TUEO/tNcDDjigtI0AxBe/+MUsPPFiBXWTfUlb81dZ1MKiijL4SxK7+AtWjFX4zb333puVzR9Vklvv9nF8ETA5YnzrZjpT1vQ43ISCumkZqileTTsROYPxZeutt+48++yzpc1HL4oiW2rXpIxAukJbv8rbNuDfbxmHIVM11e5MRtC9xt7bikBKBjIFdVtr1ug2BAyBkSCQYqojIcoyrYRAHYHdXw6TKYA233zzUqWRP1+us+qqq4bwH/nIR7powZrS3xCepeXPK+5RlEmEn//85x1RlIoiLlZQ+4v8Olhj4882/0ceeUSiZ08UcRwpImnIM1ZQY2Hqz0DMwh1++OFZGvGLv829g5UQaWFlxREh4rSCGkV3kStTiELzZpttltHy6U9/uiiZDhhKmfwlQ13KcolUp66JI7j3c8QHNJVZUTXVpqD3iiuuyDCgPaBszXNPPvlkx5+DnoX90pe+lAUrq48skHoZtQU1ZdE7AjjqIs/5S6g6TAalvUpbiRXUTfYlFBP+jPkM56997Wt5pIVv7FbYa6+9QlgWGHS/pK7WWmutzkUXXVQYHw8U21IubYVXGsk8xwYBkyPGpiqMEIVA0+NwEwrqpmWopng1sImcIbx4l1126XAcVZ5jvGWsJixjE79j16SMILT1q7xtA/79lpF6GLRM1VS7Mxkh7jX2u40IpGSgF1AoH8glD6smkDlDwBAwBKY5AsYr29sA6l4as//++4fLySjxoosu6vzZt84rlLLx0ls6urPPPtt5xV24mX2RRRZxXCQ322yzdYHERTN777238wJq+L7MMsu4d73rXY4LWV760pe63/72t44L26688sqQ9kYbbeS43BB37LHHOn+0QXiXf96SNOTJ7/nmm895y+xwwZq3ygwXqn372992d911V0jLWyNnt8QfeOCBbsstt5RkwvPXv/6141Z6PzENv/3EyfljEQJt3lI5pOO3njp/nEgW77jjjnNeiZb95lZ6bkH3CsTwDZxXXHFF58/vdl7R5ggPfqlL+bgID5y84jykw4U2XCK07LLLht933nlnwNdP7MLvGWaYwXlFtvPK5fBb/6tb10WX5+g0i97PPPNM5624gzd1ywV+8AkuopxpppkcdSCuqTZFely8SZvBzTXXXM5bcDl/XIubf/753YMPPui4RNIrCJxfQAhhXvnKVzpvDeVmnHHG8DtVHyGQ+jfKSxKFDG+9744++mj5GS4kpC8tvfTS4VZ7r6x1F1xwQcB+jjnmcKuvvrrzE88QnvK+8IUvzOLy0mRf4mJVv33b+Ql9yGPbbbd1Xkng5plnnvCbfkLb5SJQ+jyOviuXHPpFn/DuF6WCH23SL2655ZZbzs0777zOK9TdzTffHC5LhO+QHpek0j/jcoUE7N/YImByxNhWzbQnrMlx2C8UupNPPjlg6he5HTx5Kq5pGapfXi1lEDljhRVWCOMuYw38Hr7PhbkLLbSQQ8b6yU9+4vyRC4FnE5eLEZFt8lxTMoLQttJKKwU5IC8v/a1MBhp3/JsoI1gMWqbqt92ZjKBbrL23GYGUDGQK6jbXrtFuCBgCQ0cgxVSHTpBlWBmBugI7CloUfEyyUAbhmHww6UCJhBJQvqP880duuCWWWCKXHm9Z6/yxFM5bPOf68xGFq7didssvv3xQTPFtySWXDMpr3sWhGN9xxx0dzyI355xzBsW0t+x23uo0KKD5phXNEve+++5zhx56aFBGy7e854te9CLnrTeCcj32J/7ll18efw6/99hjD+cvEUoqqAnMZI60wLbMoZjz1s5BEZ4Xrm5dl03O8tLX38Bvq622ytqC9mOxAiXyzDPPHD432aZoe6effrrzVtGOdMscE7gjjzwytF0J10YFNbRfcskloe5FESzl0U/6KYs7KIT9kRvBK09B3XRfQvFM+/VW0SFPFihYnJl11lndQw895Pw27vAdhbK3+gp/mm7ooV1Dq3Zzzz134DnCb/CjbVG2pZZaSge19xYgYHJECyppGpPY1DjclIKaqmhShiK9fnk1aWg5wx8p5TAC8Md44FXoWHQ85JBDCv2bkhE0bcixKZeSgcYd/ybKOAyZqt92ZzJCqiWbfxsQSMlApqBuQy0ajYaAITA2CKSY6tgQaoT0IOC3Xwar0tVWWy1YMfYEKPiA1QPCLwK6KJgIikIZq2ksJf2FfeF3QRLhMxbGJ5xwgsNCCWWVdljb+MsRg8Un3/3xBUExTfpYV8fOnyscJjn+zGqO6sq8UUL7sw2DEnmBBRYI3/1xAI7JE0qxPAU1gVD2UUZ/hrbz59t2KTxJE8txf3yHe9nLXpblpV+eeeYZ97GPfcxdddVVQVHLJAuFNtbNTJSwgvZHmLhdd901REOxhtVRnsNSFKsrf3SKe+CBBzLFL30PZR9Kd5TeZdZYdetaJmf+mIZgRZNHV9k3LKQoP5MHLJQpP4sLUhditSxpNNWmSO+2225zp5xySlDuP/HEE5JFaI+LLbZYwH/DDTfMLP8lQNX6kPDagvr73/9+ZhmMf1N4V6XpjjvuCG0Ei2mxOIYOFMH+UqdAD7sL/JmqpQpq4gyiL1Ef1113XehLWqlMX2KXwr777tu1WAAd2mEFfvHFFwcliuxMEH/68SabbBLqlYUac+1DwOSI9tXZdKO4iXGY3WXsUsFd04cFtWDfpAxFmsg9/fDqWAnMLjl2VJ111llhXBG6eWLYQHh/lFm2i0n7x+/9yghNjcmarnHDfxBlpLyDlqn6bXfQaDICKJhrKwIpGcgU1G2tWaPbEDAERoJAiqmOhCjLdGgIPPzww86fMehmmWWWYC3NcyqOrXqkhaCK0pUt/LFD6YsSvGz7vr+sMChxmUySxstf/vLMWlenRz64srQkPMd9+DONw1EbCy+8cNi6Kn6pJxM0jhqBbujh2Y+jXHfffXdQwnOMw+yzz95PcgOPi7IT5TSKyPiol6LMm2pTpE9av//970P+KMin2j6LaB237yzOsKBCm8PKmAUdjXsVBbWUaRB9iT4MffQ/FBQcv1LXsehBnXL0DWmw8IRltrn2ImByRHvrbjpSPo7jcFMylNTnVHh1rKCWtJABMEJAVmSBEjmKxf2pykNNyghCY7/PccC/3zJUiT9omWoq7S6m22SEGBH7Pe4IpGQgU1CPew0afYaAITBWCKSY6lgRa8QYAoaAITCNEaijoJ7GMFnRh4yAyRFDBtyyMwQGgECRgnoAWVmShoAhYAhMDAIpGcgU1BNT1VYQQ8AQGAYCKaY6DBosD0PAEDAEDIE0AqagTmNkIYaPgMkRw8fccjQEmkbAFNRNI2rpGQKGwHRAICUDmYJ6OrQCK6MhYAg0hkCKqTaWkSVkCBgChoAh0BcCpqDuCz6LPCAETI4YELCWrCEwRARMQT1EsC0rQ8AQmBgEUjKQKagnpqqtIIaAITAMBFJMdRg0WB6GgCFgCBgCaQRMQZ3GyEIMHwGTI4aPueVoCDSNgCmom0bU0jMEDIHpgEBKBjIF9XRoBVZGQ8AQaAyBFFNtLCNLyBAwBAwBQ6AvBExB3Rd8FnlACJgcMSBgLVlDYIgImIJ6iGBbVoaAITAxCKRkIFNQT0xVW0EMAUNgGAikmOowaLA8DAFDwBAwBNIInHPOOe78888PAc844ww388wzpyNZCENgwAiYHDFggC15Q2AICBx22GHunnvucaussorbb7/9hpCjZWEIGAKGQPsRSMlApqBufx1bCQwBQ2CICKSY6hBJsawMAUPAEDAEDAFDoGUImBzRsgozcg0BQ8AQMAQMAUOgEQRSMpApqBuB2RIxBAyB6YJAiqlOFxysnIaAIWAIGAKGgCFQHwGTI+pjZjEMAUPAEDAEDAFDoP0IpGQgU1C3v46tBIaAITBEBFJMdYikWFaGgCFgCBgChoAh0DIETI5oWYUZuYaAIWAIGAKGgCHQCAIpGcgU1I3AbIkYAobAdEEgxVSnCw5WTkPAEDAEDAFDwBCoj4DJEfUxsxiGgCFgCBgChoAh0H4EUjKQKajbX8dWAkPAEBgiAimmOkRSLCtDwBAwBAwBQ8AQaBkCJke0rMKMXEPAEDAEDAFDwBBoBIGUDGQK6kZgtkQMAUNguiCQYqrTBQcrpyFgCBgChoAhYAjUR8DkiPqYWQxDwBAwBAwBQ8AQaD8CKRnIFNTtr2MrgSFgCAwRgRRTHSIplpUhYAgYAoaAIWAItAwBkyNaVmFGriFgCBgChoAhYAg0gkBKBjIFdSMwWyKGgCEwXRBIMdXpgoOV0xAwBAwBQ8AQMATqI2ByRH3MLIYhYAgYAoaAIWAItB+BlAzUo6Buf5GtBIaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgC44RAp9PJJccU1Lmw2EdDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMgaYQqKygLgrYFCGWjiFgCBgCbUYgtS2lzWUz2g0BQ8AQMAQMAUNgsAiYHDFYfC11Q8AQMAQMAUPAEBhPBFIyUI8FtSmox7MijSpDwBAYDwRSTHU8qDQqDAFDwBAwBAwBQ2AcETA5YhxrxWgyBAwBQ8AQMAQMgUEjkJKBTEE96Bqw9A0BQ2CiEEgx1YkqrBXGEDAEDAFDwBAwBBpFwOSIRuG0xAwBQ8AQMAQMAUOgJQikZCBTULekIo1MQ8AQGA8EUkx1PKg0KgwBQ8AQMAQMAUNgHBEwOWIca8VoMgQMAUPAEDAEDIFBI5CSgUxBPegasPQNAUNgohBIMdWJKqwVxhAwBAwBQ8AQMAQaRcDkiEbhtMQMAUPAEDAEDAFDoCUIpGQgU1C3pCKNTEPAEBgPBFJMdTyoNCoMAUPAEDAEDAFDYBwRMDliHGvFaDIEDAFDwBAwBAyBQSOQkoFMQT3oGrD0DQFDYKIQSDHViSqsFcYQMAQMAUPAEDAEGkXA5IhG4bTEDAFDwBAwBAwBQ6AlCKRkIFNQt6QijUxDwBAYDwRSTHU8qDQqDAFDwBAwBAwBQ2AcETA5YhxrxWgyBAwBQ8AQMAQMgUEjkJKBTEE96Bqw9A0BQ2CiEEgx1YkqrBXGEDAEDAFDwBAwBBpFwOSIRuG0xAwBQ8AQMAQMAUOgJQikZCBTULekIo1MQ8AQGA8EUkx1PKg0KgwBQ8AQMAQMAUNgHBEwOWIca8VoMgQMAUPAEDAEDIFBI5CSgUxBPegasPQNAUNgohBIMdWJKqwVxhAwBAwBQ8AQMAQaRcDkiEbhtMQMAUPAEDAEDAFDoCUIpGQgU1C3pCKNTEPAEBgPBFJMdTyoNCoMAUPAEDAEDAFDYBwRMDliHGvFaDIEDAFDwBAwBAyBQSOQkoFMQT3oGrD0DQFDYKIQSDHViSqsFcYQMAQMAUPAEDAEGkXA5IhG4bTEDAFDwBAwBAwBQ6AlCKRkIFNQt6QijUxDwBAYDwRSTHU8qDQqDAFDwBAwBAwBQ2AcETA5YhxrxWgyBAwBQ8AQMAQMgUEjkJKBTEE96BoY0/T/9a9/Bcpe+MIXjimFRpYhMJ4IpJjqeFJtVBkChoAhYAgYAobAOCBgcsQ41ILRYAgYAoaAIWAIGALDRiAlA5UqqP/+97+7v/zlL06Umf0QP/fcc7t55pnHzTDDDP0kY3H7QODPf/6zO+uss9wll1ziHnvssZAS9bHQQgu5HXfc0W200UZupplm6iOH8qiXXnqpO/300x10rLDCCu6YY45xM888c1ekX//61+6Tn/yke/DBB92iiy7qDj74YLfssst2hWnbj0996lPu2muvdXTGddZZx+2///49RagSpidSSz5MWp2mmGpLqsXINAQMAUPAEDAEDIERIGByxAhAtywNAUPAEDAEDAFDYOQIpGSgUgX1YYcd5lAqNuXOPfdct8QSSzSVnKVTA4H//Oc/bpdddnE333xzYSyUx8svv3yhf78eX/nKV9zJJ5+cJXPNNde4OeaYI/vNy49//GO39957Z99OOukkt+qqq2a/m3x56qmnHG38jjvucAsuuKDbfvvt3VprrdVkFiGtHXbYwd1+++3hfaWVVnKnnnpqTx5VwvREGtGH888/3337298Oi1eU56ijjiqlZJh1WkpIQ54pptpQNpaMIdA3Aiwu2y6ZvmG0BAwBQ8AQaBQBkyMahdMSMwQmAgHm6vwN0lhsIoCyQhgCI0TA5lb9g5+SgUxB3T/GrUjhC1/4gjvttNMyWl/+8pe7NddcM1gqo6DlNwrkQbpxU1A/8cQT7i1veUtW5L322suhKG7aVVE+VwnTNF1TTQ9r73POOSdER/mFArrMmYK6DJ32+LHzAfeiF70o/A2LcskXgX2uueYaVrZd+dDm77//frfUUkvl7oDoCjziH+DFItKPfvSjsDBGfS255JJu8803dxtssMFYTnzYZXHiiScG5PbZZ59W7poZ9zJgbHDhhRe62Wef3R199NFdu5fGnfYRdynLvmEEkLWee+45t9lmm7l111234dTbkVxqctaOUjxP5V//+tdQp6Mcp5+nptpbm8b1aiWyUG1FgHnS97//fXf99dc7+tICCyzgXve614XdzewmNtduBL70pS+5W265pRVziEEjncKiaXm0TPatU9Y2zq3qlG/YYVMyUKmC+t5773W33nqre/LJJ3PpZgL8i1/8IvPbeeed3WyzzZb9lheOkVhmmWXcyiuv7GaccUb5bM8hIcBq7Bve8IbsqJbFFlvMfeMb3xiqkomiVlFQw5gOOugg9/jjj7v55pvPHXfccaHtDAKqYSmoDz/8cIe1OJ3xzW9+s/vwhz/cU5xJVlAPs057gB3AhxRTHUCWI0/ygQcecG9/+9sDHa9//evd5z//+UKaOJ5HFnroy29729u6wqKYeOc73+nof2ussUapBf4vf/lLx7iCe9Ob3uQ+85nPdKU1rB/SP4t2QAyLjlQ+8Ppdd93VgVueG/Qumbw8q3zTi1iD3DVThZY4DDttjjjiiPAZBX/RLptxLgPE6/E33r007rTHdTKs31Xrflj0TEo+7IqDV73rXe8a+wW/QWE+aXIEY/p9990Xju/76le/OijYkunW6bNtGdeThbYAQ0UAAwDGTI6oTO0grUIYabEw3+l0eoKn5O2eCPZhLBH4wAc+EI76XGSRRdx3v/vdsaRxWESlsGhaHi2TfauWua1zq6rlG0W4lAxUqqBOEXz88ce7r3/961mwq6++2s0555zZb3sZDwR+97vfuS222CIj5kMf+pB7xzvekf0e1otmEuQZT5KHRYfkMywFteRX9hRBmTDjrgSra0FdVu42+qWYahvLVIVmzqm/7bbbwj0CCOicXZ/nELJRZsN3XvOa17gvf/nLXcGuuuoqd+CBB4ZvnDfPok2RO/TQQ93ll18evFGKI6yPwkn/HPe+qXfKvPKVr3Rbb711sJj92c9+Fo4yggePo2taIG2yjHqcKNtlM85lAA89/sZj77jT3mR91kmrat3XSdPCunBsmymoXxCaQp5Sqo1tZFwU1HX6bFvG9Ta2h0mmWeZAVXaQpnD4wx/+EBbqaLcY8yFnc0fTH//4R/ed73zHve997ytcFE+lbf7jg0BKKTs+lA6ekhQWTcujZbJv1dK2dW5VtXyjCJfSpZiCehS1MuQ8mYx+8IMfzHLFenq55ZbLfg/rRTMJ8ownycOiQ/LRgizfypQPEmdQTxGUSX/clWAinEFrEwIa6bTJpZhqm8pSh1YuV/3IRz4SotBe6S9FDh7zuc99LnhzXvniiy+eBd1zzz3dDTfc4F760pe6iy++uPDICS7oxWL12WefdVgdIKwL9lliQ3qR/jnOfROFj+yUAW8Wjzneow2uaYG0yTLrcaJsjBjnMoCHHn/jsZddLtK3Of6DHW/mXNjlIceAldW9YVUPAbOgdtlYZgrqem0nFboqvyadNozrqfKa//ARkDlQE/MfdhuwawzHGLzJJpsMv0CW48ARSCllB07AGGWQwqJpebRM9q0CS5vnVlXKN6owMp8vkoGGpqDmQPFnnnkmbOubddZZHX9VnMQjLJNtttSIw+/pp58Ogp72+9vf/hasxe688043yyyzuFVWWSVczihgSPw6T86eIb277747nLPGZY+vetWrwjEU/aRbhQYqjy32WMHRUV772teGM0VZbS1zgs9ZZ53VdTHf2WefHZRDxCUNsGOg7deBEZcB3nPPPeEoF/BZdtllgwUfaWsmwe94ksw3ykedQjs0QVuqnMThWIGbbrrJsb3vFa94RaibvONmyIMjBsiDFWqsPsSxUo3FIfWZ10aFtn//+989mOH3yCOPuH/+85/h7DCdt9QD+RRhLYIyYbQSDOUc2yZ/9atfuX/84x+hbCuuuGKl+pJy8izKl/zE6fCUn76jHWUDNyxZv/e97wUv6gglI46zB8knvtxDcKtTpyFB/4/65LgCzv/lnHTaftVziCXfvPoifer/5z//ucOCgbOFsfaF/pST/l7EVFPx2+pP/W200UaOfv6Sl7zEobDW/FiXizP01l9//dCP3/3ud7v99tsveD/00EPh3FGwo7/tvvvuOlrX+xlnnOFOOOGE8G3//fcPViZdAYb4Q/qn7ptDzL5SVnqnzKh2yVQiNCfQOCt3qyo8xrkMQK7H37yxN6dapv2nqnU/7YGqCYApqE1BXbPJVA5ep8+2YVyvXHALODQEmlRQc+TjZZddFnQJF110kR2DOrRaHG5GKaXscKkZbW7DxqJf2bfNc6vR1nR57ildytAU1B//+MfDxU1CLtZdKBLLHEoMLlFBqYHjwoAvfvGLWRQRLviw/fbbh23lnFHK2dgop7RDafbqV7/aHXDAAZWtg8j/Bz/4QciTBprn5p133nBG6qabbtqjmMsLX+fbjTfe6DhG5be//W1Qquq4KG1RkmON+MY3vlF7Ze9gwkpUyrHFnq32U3WcQ/7Zz342LArEaUAnFkh77713UGSefPLJWZC8SbKe5BOw7DxSFgw+9rGPhUWDuL6JO8ccc7gNN9ww5K2VrShXjzzySIKUOg7yRyEqTtPGWeooZlFycoQBFqEo8HCHHHJI15Equp0WKbjiMLRzzotFSYdSWDs69cILL+x22mmnUD7tp9+/+c1vhnrhG+2fCzjKlLsaF+rtggsucAsuuGCWJFg+9thj2e+8F86ZP+WUU7q8NG54lNUp/ijiuTANoS3v/HvqlTaL0pP3IqfzRZF+xRVXOJTVKD2pO6kviQ+uTJwRPrlIrMilmGpRvEn4Tt3J+ZLw9PXWW6+wWB/96EcDzi9+8Ysdl1SgzJZtUrQvLmx72ctelhuf/sylfvB+Fg2IX1bXuYk0+FH6Z1H/bTCrKScFP5WdMqPaJTNV4nVfTfGHqeYx1XhVFR7jXAbK3q+QPlX82hyvat23uYyjoN0U1KagHlS7q9Nn2zCuDwonS3fqCDSpoOYc/rvuumukd6xMHQmLWRWBYStlq9I1inDDxqJf2bfNc6tR1G/VPFO6lKEpqFEmbrvtthndG2+8sUOBUeawGNYWdly4pS1eRbggDRTE1157bdiSWZYmijoUiKltNCjJDjvssJBmnB6gxtaTXASGshTFS78Oq1kUdCgYqzjOk8bCMLaCrqqgBgvZ3lslPx3muuuuC4rCGA8dhncU+SizUJyI60dB/bWvfS1gpBXTRY0dy1sECqy5cVoRK7TkPVns4GI2cVoBwbfD/eWHKLo1DXzvV0GNhTQWquCTclh8U/d57U4rqEkHJR8XTxa5GJdzzjknWOpL+CoKajCO222MW5kCigUVzid+9NFHJdvCJ0dEUK/glefifA8++OBw7ESs8I/jcvwNSti4P0m4onYm/pP8xNoc3o21fUpZi9X/e9/73gAHxwass8464cgOLLBTFx7quuM8a+quyMF7WEDEyp6jQBb3x1vk9Yc4PgsUlIPFqzg8CyNY78sCjYw1qTJLHsITaCvSXsRPnuz0YbcJzyWXXDKc6V0UVuLkPaUcZ555ppMFQM4Ip3+IY0GtqD0TZhgYCi15T13fMX+gvVC/WOXDX7jdfiqubhlpG2CLwoM2j9ttt90cOwJw1JXeCVZWBuQJygBf4+z2//f//l/jllLgxE4ijsaZf/75HZch64W2MiGd9soOGVxefwge//tH2N///vehv7H4xO4TvWNIhy16h9aHH344LPDOPffcoZ9Rr0XtX+jLa8f4gSu0FNGh82NspQ4YC4vyq1v3eeWsm2deGlW+0UbZZcUOLjCk3lM7gcrwJE8W3jGMgGdwln0qPU0n8isLi7QRFiVZTAdvjbUpqKeXgnqQ7U3a3lT6bNG4zlhBf6INY9SAMRV8o46jH8Dj+IM2ZAnmInrMqJNeWVh4APSSF/Sy8E+/K+KHpMWOZsqZ4veSL+MD9ZgXXmSQPL9YliprC/g1zcuF/jIahYeSN7IYcmSeEwwwyOLIOfjjlVdemQWF38U7SDNP9SIY8AkDLtJlfsXON+1oK5pvar+68ozELcOhTl1hrET/QE6mrS266KKFZUf+YRc4cegDyD+xzC30DeI5VayknvLkDuisM04WKWWlPqjnOrxB4tHeinayCpYy560SVuIIPy0qu4QDA+YxuMX93AveU9RmJU4RFuIvuPM7j6dIOHn2I/tKGnlPwbifuRX944477gi8E91CmZGg0CDlz8MevxSPlHTG/SnthP6Z54amoCbznXfeOWzX5x3GzhZxJhVFTl+QRcflsiw94RLhgvh0PAZmHMIw28cRKlB4YQl66623Bj/59/73vz9Tnsg3eZIOtOo4DFhcXrDmmmuGDvPTn/40KOI4fkAcynOU6P04KmqPPfZwWE+Lo4OSNtbkMHUUiSgPYfriUNJhyauZPkyJMCgMUeiKO/fcczMcwRVM6Qh1Hau+KKAQdMSBOXQyab355psd588iOOHIh84qDgVsbBWpJ/mEi5UVfKNOUb6LY1JGW1lttdUCE4BZwlDk6AnCsTiy7777hijUL3SgbNtmm20kmZAmCl9cHi4xbQh/UgcMEFxswSVuKOK1Zahup0UKLh2GCTvKGBx5YEmKxTDtgHqnXNLWCbPuuus6FICxa1pBTVn5wwoW61cc7Y1tafJOHceT2Ri3vDolPgtS7AhgYBQHQ6cv0q44XgclC4pPceTPQgJn78YuzhdmKIwQvoPClF0ZCE6kqzEtu7wvxVRjOibtNwsIXHSI+9a3vhWEzaIyinUIxyzBw+RyxNSFhyy6/PCHPwzJxgslkhc88rTTTguD/9///nf5HPoM7Wa77bYr3F1CYOlzW265ZaCLCSW8EUt7LoNkQioXNErYov4rmZMGvEjw4Z3+K442xg4D+nC8G4G+vvTSS4c+wHEzVV2VhciiXTLDxLCsPLqvCn+Az7OTBD/tUL7Sb+Hn88wzj/bKfZ9qGeMFu7zE9S6bvDKgMGCxC1kHYVccvJyFYXZ06TFb/Os82cF06qmndskMxGdM4gx3+CdjZJmCOo/2mAaMDI477rjQ30SZTRj4ITIXshGyC2XLcwjW7IrhiDHqNnYoVuERLLjHk3yhDzmFvsOCN0I//ZUdcyjl44VheD19mSPO9Jgh+aKIYPxn8SHOr27dS5r95ClpVHmCP7wXOln4AFtx1Af8D17LrsE8J3gih4MRvAflBO2ZOhL5g7i0z9VXX9194hOfyOTGvDSRqZC7wJu0tFvC7/Z7z3veE9oj301BPb0U1INob7p98T6VPps3riPPMl+69957u7JgDnjUUUeFBZsuj+gHygP6AfRouYRg9DfmB8gm9Il+HQpC8oJmmYtImvD/t771rWHuk3enAEYCxNFzI4mb9+R4N8qGMRjGW9oJjlVkKWkLw+LlQqfQyJyV+T8OWljUZy6r5x3MD1AWy/0DkkbKSCdvB6nE1c/rr7/e7bPPPvpT7nue7DtVeUYyEBzq1JUeJ6A9noeRNnNedvCtvfbaklVQ4CKbMF/U8g9zRBb6WfAfpOsXK2mruvxTHSeLlLL6dIEqJwuAF3KGnC4QnywQ4wnutGP6OvIAc6YqDp0CizDUFYswYCAO2Qt9EzqeeKxHlqBtIXcWyYJFWEj6gju/ZT4gfvrZhOyr04vfpzq3AmuZu6BfEL0D6TOOoKtC1xHrvyR/KX8dHilx2/RM6VKGqqBm0i4KCkCkglD65jkaPQO5MLU8K19htDo+DA/ltBRc/OhoWFuKEorBm8kNK3+x4wgAjlYQt/zyy4dOQsfTjkaHIgslrLjUuaoSruiJMh1LbHHkyQQXha92WEqBnZ5IMDiIglWH1RNTvl+ToxjW4au8o9yl8z7++ONZ8F133TUcO6GxR2FTZA2eR4d0TEk0jzmhkEQoE4cgyAQ5dgxOCB+sWFH3MbPUWwGJm7oEKaZN8kNgQ9goWhnT7bRIwaXDSLqc4f3pT386TMblG8+f/OQn4dgSzfRQeiEcade0glrSBksEJxyDFriUuRi3vDqlnzOoIXCLy+vz+MX1j2BEX477Z5yvpIsAdcQRR3SFj3lTmYWvtG+Nv6Q9HZ6c201fx6UW5eC7CDpghgURCjv6Kha+RYo5FLcojVC65Alf8BTaELsxUnVAm0KRqYUrqSPpcyjx2M2Dco1z7MVhgVxHQU0bRuGIAI/jWCO9kIZVIePfb37zG8kiU7BiASAOXODtu+yyS4/iTMLoZxUhKu5Lo8BQ0xy/675K3aIwhKeK5Uccnt/0e3iB7IyJw/RbxioKD/KXXTZxGZAtOIaJsbLIsUgGP52qYwcTizlaQRmnBU5MJthBIxb28dgb044CUTsUNtSLyE/0J5TEWM+AsziULky44jphlwCLNeSTcoyRYKIXHzR9yEjIP7QPrVTQCmomCIf7HU6yUESe8CCst1CySDn4nrf7rW7dk06/eZJGylHP3/3ud8OCBNiLo2xMJKFBHN/gIUwUY6fxBCPaEYsP8WRTx8OSGmVDHi+lDcA/mTCWOfoDMropqKengpq20UR7y2tjU+mzIgOIXA6PkyPM8vJAxmQ+gzFKnqNfwefgd+LmnHPOMPfQcyXSQYFBn5qqQ2kEjysbI0mb/oqyFRlAO1FQs4AOzSknCmqUXcccc0xXcMGxiiylec8weLkQKjQyR2aeDnYiq0kY/UQOY0ECJb+4lII6bwepxNXPKgpq8kdOlrltv/KM5C841K0r+i2Lj8gSRY4xh8vR/+///i9Y1TKnLpN/MGBBfmnaNYWVbqv98q0ipaw+XYB5T+pkAbDSpwvEJwvkYUk7Rm7ApYyKCANPQS5CntAGcCyGw/+uvvrqrrkXBn3Mf7QciqwFj5NdqKQrrggL8de4w5NjeZRwTcm+kmfecypzK4wvOFcerMocuCAr5+0A1+WvwiPL8hlnP/gFrmgeP1QFNY2XVR+UFDisehAq8hQVWNkgMItDYYzCTjthtPJNr4zKN/2kg9JRxWF1CTPV7k9/+lOw8pCJDwMODDlWfuk4uvPzHWXZVFbHUVKwnV2EGybpWKvqc5B1vqxiMfkQC2YmKOedd17Y3qvDDUJBHZeZQV/OP9V5y7ucPSu/ecaTZL7pjsnvPOaEEggGiWPwpg1NxTWhoMYqiIlZmdPtVAThOLwOgx/WXSjg8iaD+Mf9I29ltE0K6nhigICD8ifPsh9mxpE0KFzE5Qk6cVsirFgNSDx5wpsQwEWYYvu3Tl/C8UwxVR12Ut+32mqrIIDCF7G4K+KPCDgsNGrFSWohCKEGRQgORRVKPHHUPf2NxScci0JYACFMYVmL0gaLQPqOKH3zdpcQV/ocgjrp0KdwhKf9wft54iRsUf9FoEPoErpi5TRpoFBjYkKbBj8mSeyWwEErVttsHUX5Bp4o91ECphx5035RIsLrcViZ6tV5BEjpS6PCsKwcuq+y+IElCW2GySF/YlGOJSxlFAtcykVbwWJUuybKiBITS1XGCRYhcdSZXnTQuOoysMiMNSoLbighuDCUcZx6or/oo66gn3ZV12H1hcJP+hZ3UTCBRnnCZAFlIQuJTICYLGAFi3yAi8deTXs85oK1lBm5hnGeHRHIbWB0vz9aBwspFo3BPbbIgxYWXKAXB2/FgpCFQizV2KnGwhCTcemzYHb66adnsqGmD1mCI39QprJjh/6LhSC7l1DGQxOKWbGaRm6EJmgmP/oLO9+QG+AVuHihrW7dN5FnICTxD1mPOsYwgbaH3IWiSY5ZAT/qggVr2i51RPuKFWoaT44pQ1lD22SbNuMgbZUdJEyEWSSnDnFFO4sYj9klgEMhh1xEn1188cVD+yM/lBvgBP9moYT88sbtkMg0+DdpcgR9iKNmaGuxkrfp9pbXPOr2WdLQ4zr9iJ1dyNwobbFy4ygCjrpBFpW7kFCWwCNjx44veCPtmn7HWAFPZmziNwoLdt4i39B/Gfvpm1OZK7JwrpXKyEjwAvJiNwn9liMv2V0ijn7MLhdxg1JQp2Qp3RaGwculvFLXzLGxjmcMoA/CT6lrDNFYRKBOqCcc8zAxxuE3Yy1jHHoD9AnUq8xF8ec38/CUQ78g83bGQdoMO4eQjcXptJqQZyRdwaGK3KvrivYs8iVxkYlYhMdClHq8/fbbQxaM78hv7E6iLTI2I6cgT9PukWsZ63HIpIwb+ji64NHHvyax0uXvd5wsU8qix6E9wntSJwsADX0fHkBbQ55EDipzWglOvUBLmdOGknqXoL64XuQqZDX0MPBf8mEOI7IXMhk8NXZlWBBW4x7Lo/g3KfuSXpGrO7eC79KHwQLHWIHsC0bwGvBBLyO7g+njjC3xDnBd/hSPLKK9Dd+TMpDvzMH5wnAIiPys9PRMuuMF2ezPTxiS8TzjysIT169K5cbxE/gsnO9QuWH8pCkL4xUJHa/YzQ0nH/0g0PGCcxaH/L3QId7h6bc/dPl7Yb/LP++Hn4R2xfEdNC9Y8ptf2epKxzfkZBzo03XgGUhPHD/gdoVJ4dSTQPTBT1Y6flDN0vSCTsdP4qNQ3T/9ZKnjFyeyONCcR4dX4HSF8YJCd0L+l2533sKy44/06AlT5YMfPLvy8hPi0mgxbV4g73hBozQOnrqd+kE+N7wO45laxy8+5IbTH70SrIt+b5mpvTteCdLl75WvXf7xDz8odYUvwtVPUrNwa6yxRpxMz+8Yt7w69UcQZGl6ZWPHDww96egPfoW8qz15Bt+hf2sX5+uF+Nw2J3H8tsWMBi+wyuee51R4ZU8iLf/gFV0ZVryXOb+YlYX1SqKOV6IUBvcDe4f6hz/4iUNP//KCbZaWn2x1/LEvuWn5yWDHKzazsF450hNO9zny80rEjlcw94Tjg4TN679+G2+H78KH83gwYcTfW0jk5sFHv02+41fVO15ILQxT5KH5fB5vlXijwlDyz3vGfRW+4icyeUE79H2vxM7w5D12TZZRjxNlY0RcBurbH4sQ6I3p03UF36nr/C6D0F7JgzHQL6L38D/SZKxmvCSMtD+ecfvQtMf82Ss2srixvKTpJp7frdDxE2/9uaPHC79Y1SNzSWCvNOjqs17hLV4dTR+yHmXwVnwdP+HNwsiLnxBl9CLv0afyHOMF9SO4+IlQT7Cqdd9knj1ERB/gt/BUvxgX+Tz/0y9OZHXut1I/7/G/N42nlN9bWeZi5S01M4z8xcQ9afkJbObvlSwdr7DoCcMHr8DoeMVfFpZ8aVvT1U2aHEHdU6f0udg12d7itOPfVfss8WRclz6ADOAXiuMkO95wKZNL4KXIF9rBj5EvSQf53V9Irr273pFZRDYhP2+w1eWf+gEPZs4lNHuLxsIofoE/C+ctITvMw8R55XnwQ96o4pDHyNNbbPYEz8OxSJbSbWGYvDymkTkstMSOMdMvoGa4eaVSHCQb06rMf3oiRx+QicG1jBc2Kc/EOJTJvbquoJF5kVeuRSXodLzivou3iwzP2I9MHzu/gJ/hmycvx+Hr/G4Sq7j8YDDVcdJbiocyoweJnR5j0UGVOWQe2h20+J3AZUG7/KRN0+41H+gK9L8ffhEjpO8Xc7q8qWe/wNzxC/td3/UP5CrCQB9/fqFMe4f3MiwIoHGP5dGmZd8e4nI+aHk9lp0leKzjKqsbLVPDV2MZVZc/xSMl/zY+UzJQppFOBcwrvFYU0hCrKKgJI4ATx2/360kaAUEaN09/hEZPGD5oRpunOMiLRMfSaccKcn82VebPwJFSvEoeKCslXW8VIp9rPREUJA2/8tQzicxLjE6x1lprZfH81oKeYLpzkX5RB+uJWPCBiYbQyZOJYhXHJFrHy6NDd0zCxsyJfPim02HQhIaiiVERbVqQJb0y5QNpxLR5K8WipLu+V2mnOozfCdAVv+gHSjeNg7f47QraFgU1inNdjjKBWxeQ+tLx4klDXF9a4aHTkfeYn+UpPwg7FV4peUzKE0EFBTH4Fy0gSlm14h+eWjYh04Kat8KSJMKTSaIsjCGgeavLLv/4h7f87MgkjCeCjXa6zyGke8tl7d31LmHjcYY2In5gUSRs+xX/rK1WWfTsyrziD83n83gryYwSw7JixH015mVxXHDXC57EF9d0GfU4UTZGxGXwlg9CUs8TgVTapt/W2eOf+qBlhWOPPTYVvANP1bwybh+a9njM9VaBIe5U6PTHaXRkAk7fLVr0lAJ4a8WOt8bteKugDos64jR9lKNojPAWcEFBRBhvNd0j+Et6+qmxREmuXZW6bzpPnX8/7+AIDijU4kWDGE8UCUWORXj4I2mxwKAdPFUWP5BZYx6rw/Ku+ybplSll4riT9nvS5Ig6CuqptrcqbaBKn5V09NiNkQR9ucj5XQkZD/VnPncF04tw8K6Ugw+K/OR3g6SCd/lrfsVCVcp5i+0Of7EBi4w/pFfFVVVQp2SpmPcMi5fruqbsZYutLI7Dn/jLWyiX+h6GglrzzGHLvXFd5WEhbQfZVzDjiQFVkQHXfffdl4X1x95JEn0/m8YqLn8/fKtMKQtOyFfglmeYo4HR8/68xTQdVr9rxX0Zj2IBTeqxipGkzkPe6VuSBov3sSvDgrAa91ge1fyvCdk3pi3vd5W5FfK+lNnvls1dmJG0UeKjq5PwsRyky0+YIh4p6bX1mZKBhq6gBkhh7lI58aRFN0AsI+PVBakMPeDEigMJEz9RYkm+PLH+0E5beLASjgK9yp9e0WYlfSpOVq2gi7JVddAnZfJHGPRE052LcPHktCdC4oPf0pTlR3pFCwhxMlXoiDtmzJxIE2auLZak7DyxTPBn3vYIYzEt/NaCLHHLlA+Er0Ib4WJXpZ1WCROnGy8UxBZgbVFQx7jyu4rDSkzXPcpN7eJ089qSDh8rvIsszlNMVac5ye96FfiWW27JLSrW0rLaL3WVJ7BI5N133z3UKXHon9rpHSZVBSe9wyRWHus+V2bxBA0SVo8zlA3lvJQrTl/TDs9lPCGsPys319pVh5/Ku+avRTx+lBiWlUn3VRSiVZzmfwi84pouox4nysYIXQas1VK7QPxRVVlbF9qrPPUOJpQcVRbRWcjWsk3cPjTtMZ+UhTsUkbGslqJXL0qXTYpS6Wj6ynYu6R1wVReC9A64ePdblbpvOs8UFlX99Y6o2ApQ44liLm4PcR6yyBjvLNJKibIFGZ2epiuemOlwk/4+aXJEVQV1P+2tSpuo0mclHRnXGZeRl8sci2cy1utxgMUfMRKqs4gnfcofvVSJh0MbY4oolrFuLFIAlpVD/CSdphXUKVlK855h8nJd1/6oCoEh96nHhLywosMYhoK6aXlG41CnrlKGKCyASP9gUbrM4APQ/ZnoIbw//iO3DqbysWmsdFvtl2+llLL6dIHYcFJjIacLpOpDx+FdGxXl7TqU8LLrgrZdZKQlYcue/hiYUL95u65SWGjctTw6CNm3rAziV2VuRfug/bOIn5L9SZedoCKTxzvAdfnLeKTQ19ZnSgYaiYLan1mYWV1QoWyzFEcnkoETP7aCFDnNaLXioCg83xnQhYnyjLfXSiPTYabyPhXBQeeNoqaqYwVeaMQ6PXa6cxEuNRmJ48e/2X4u+fGkM1VxVejQHZO0NXOK8/CXBQbFkVjwaJp4B0+U5/HRD5KOFmQJr4VOCaOfdWjT8aq00yphdJq8w6x1meO23BYFtRYqKE+RsjMuv16FJ16sIKxbX1XxSjHVmM5J/c2OBel7cduTMmMFTd0gsCKI8s4CXt4WM51e3jEYsnBZdXcJNOgdJvHuEulzWOIW8Qgph4SVcYbt9XrXTNz2JJ5+sjOC8vPHNmi2vuXhoOPUedf8tYK18FMAAEAASURBVIjHjxLDsrLovlrG83Ua1JlY1CPoiWu6jHqcKBsjdBn8eeZCTuHT37GRtYcqu88kIa2Yr7p7ibhaWRy3D017jD+/pd3S9/z5wZV3K8mCEwqcftq6pq9s55LsgIPfVFHcC6bSl+Pdb1Xqvuk8haaqT3BFOcAuDRYQsCLD+ctss3rDqEA7jWdqZxHxZJGCdqAnrfqYsbKjm3TevItVvSmosylYDFHrfldVUPfT3qqAUqXPSjoyrqNUSPEneLTwQXi3OOTVvO/iX/TUu3nztsHnxfPn1GZ5lY1FeXHjbzLPblJBXUWW0rxnmLxc6prjJ+IdJTE26CGkTvOsNIepoG5anhEc6tZVmfU0+LH7QDDDgjTl5LhVLbul4qT8m8ZKt9V++VZKKQt/QVEJhnknC1B2fbpAVcNAjZm0W+Zt8Y5jwsEDRaYumtPp9HjHkAvZA7kUy2nho3IMX54iPYWFxl3Lo4OQfePy5P1Oza30LvA61s7wcOkzuj50+ct4ZB6tbfqW0qW8gML4QFO6+Ov4448Ph+ETH+eF4HBByn9/lf+XC6MIpQ96j29i5uInDhjPc97iODuYv+jyqjgeFzTq24x95+k6MJ6LFuWAd+JykURd5xuc8+f+1Y0WLiKSy5/yLhopStAzs3DJEP7xpQ5842IDLqURF1+QJN+rPvUNssSpcoss4arQoQ+HJ07eAfl8185PRMOlYFxqx4UmckC9hKH9cHB/fBED8biRWlzq8rap0EbaVdpplTBCpzy5gMsLGfIzXERBWxDH5R5cMifOW5Tl3qgr/nHfIz7tKXakKReHcKkDuJS5FG6eGYcL5CQNLgXwllrys/DJJWBchiXOD77OL0rIz66LFviYaktcXkA7EUd74sKP2CUP9o8jTPBvLgOkfmkH4CWX/lFkr0B03qLI+W3f4UI0LougneO4VEvzYb55JUh2eRyXrLziFa/gc+aI7wW0cFmuVwhn31MvXkkWLg3iwiO/GJIFlz5XZezQYbkgljS9QJGlxVjoFwez33kvfutc4JU6HpcheqHUeQVeeBZdNpmXXvxN89ciHj9KDGN69W/NI1L9VMfzZx6H27y5bIRbvWmHTZdRjxNlY0TdMnjhNNyITnmKeI0uq7xTt1zGheOyQC59quLK2kcZ7fRj6oQ+9z9xMWS39NJLh35N2+UipDy3xRZbhH7CxaPkP1VXRp9OU/KjHSDLVXV+8h0uyIV/+Z04WbQqdd90nlnmJS9c8uUXHJxXTIeLOKkjxiWpH8YtLsa8+eabQyqM2X5hMEuxKp4Sgbo/4YQTwk/dVr1CP1xYNM888zhvjSfBk0+/m8QuSfT1hZM6S4I25gH8Ik+lSxKr8Pei9lYFgip9VtLR47pXQsjnwqdfoAsXhnqlWnZJob6wEP/4QtKixPzO4Gz+7I85CBd4F4WV7zqvKjhKvLwnc1uviA0XQuoLF/PC8o3LU/2RTWHO5BdGu4LVwbEq72mar9ahkcLl1bUUWuZAjDOUpx+X4oVNyzN1cKhaV5SfMYiy4BgXvBIyvBf9Q4ZBluFiY6+EKwpW63vTWNUpP4SW8a3UxYDEl3bFe978m7kHl3MyT/A70govpyd+nvML2OGCdvzAas899+wKxgWNzM1wXHSbx8uoZ+bKXMKKHOIV612yx0wzzRR0dugn/KJ1uMBZLqCXzFJYFOFOe2la9hWayp5lsjPxNL1+h3DgHWXpiR8XY3JBJk7LaDq9fvm85DWOz5QuZWQK6htuuKGrc9BgURZrBTE3EnurxkJchdESoKpCl9szNeNEweJXFLM8GHj9ylT2m1vvF1tssez3IF/86l92uy0M6Ac/+IGbZZZZSrP0q1XOrwg7f15jCOctARzpaKc7F9/p5HPMMYcOUuvdW9B0KQIRJPy29WQaTKi4EVZcHh26YxKubueEeXJzNYpGGKS4PMWCFmQJlxdG4vOcKm26nRYpw6qE0bTw7rcBOQRbcbGCloGMAU0cgyc37xY5rTAhTN4AyXc9iFYR0FK4+dVHx63Q4rxFWiXlAgMo7UMcSoZFF11UftauL1NQZ9BVfkEpiJIQx6Kjv4gji8uCpT/GIPzm5nq/ap8twsW83e8GcPAuhJ1Xv/rVzm+bz9KRFxaT6LMIwbrexb/oCW9CeTLrrLMGJaaEkz5X1CclHE8Ji+IHAeyRRx4JylD8oB0FDUIYzzLHpJR+hpKHyZ52M888s/NWTQFPbsWu6zSfz+OtpDdKDMvKo3lEHZ7PYpa0FW4eRynXdBn1OFE2RtQtg+Y3WulXhhN+hPXWLSFYHWG4rH1UoR2ZzZ9/6Hj6HWJdZNJemfCguBGhkwBSFyhDuK18qq4KfTq/qeZDPH+5l2PBA1el7qWMIcIU/+k8y5JAvkEmhp/Cd3BLLLGEW2SRRYJMB73wFb+7qEvxqSc/xKmKJ2FxRW2V+vZbuWsvGqaUMv/NdbL/Sz8xBXVvPRe1t96QvV+q9FmJJeN6FRmAOHlKXeRk+lc/DiWFtzhMJqHzgg8gR03V5ZWlLK1hK6ib5qtN1LXgI3OgKvMfiVP0TPFCwWEUcm/dcSJVFo0Bi+voOJpUUDeNVd3yl/GtlFIWbPwuUud3ooSxm6e/kDGDzB8bEXQ9LCphmOZ3hGZ+dV78LlDnd30Egz0U0jPOOGMWHYMvDL+WWmqpMJ/JPP73An1+d2swFOITeip4EPMiZEK/e8uhBGceJy4vrRQWRbgPQvYVOsueZbIz8TRfLlLs56XvT5MI9Y2f1kUWlT8vjTZ/S8lAI1NQI5T5s3TCCgwAo1jyW2my1R2+oVhA+VnkZMDBnwkFE/8ia2tJQ6zp5Ddxll9+efnpUHL5M4yz3/42Uue3omS/B/miGzn55FkZxvkzKffHoGSfdSOXj7pz8a1IeSHhqzxRKKJYxM0+++wBt9hCOU5HGKN8z6NDd0zC1VFWSLo8YZbQCMPEYY2JVaZ2WpDle5nyAf+p0qbbaZEgrMNUWR2l/4CntvaPFbQo6v35T5AenN+W6LB2y3MMKAx6emChPQ7Dghp6RLDgfeGFF3YsDOmBk+/a+fObAmP3W4rCZ3ZhsPgkDI+PdetLCxfEL1IaSR6TMrGkrFN1KEzg0SwGoSShDQo+LDSgeNGWy0Ur9FhQIPjgWGBDWR07FhLZYVJ1MVLiyw6TeHeJ9LmiPinxeUpY+UYfZREMhbMsePoz2xwKQym/hM170nYQEmmzKPywrpb2hCKdflvVMlbS13w+j7cSbpQYCp15T91X6/B8xkgRslksQcnfdBn1OFE2RtQtg+Y3RbwmDyu9g6nq7iXSKWsfdWgHDxaf/BFbYWeCPy4kI5O+iRwnsoAYHLAwygLpVF1V+iQ/8tFjX5189e63KnXfdJ5ltLJA4I/FCEFWXnnlsJiVJ/NiucQCteycG5SCGsUaVkAveclLgrKhjHbtV0eRoeNN0ruME8L32162Ji2op8obwbBKnxWsZVyvIgMQJ0+pq42t6JP+XgBJvvKTRfk8a8U4Ab/d3TEnxdVZnIzT4bfI3OxyE9krL5x8G7aCumm+2kRdCxbDVFA3Lc/UwaHquCu41OHrg1BQN41V3fKX8a2UUlYwlNMFmGMgF6JfwekdzmUnC0g6RU89B9M6AZTPMufI29Hhj8UJBgj+eMMgZ0Mnu2ChUzvmhOx0RS/FQnmTCupByL6a9qL3MtmZOHoXeNUd4MTTu8C1gWHddkdabXRJGcgLR8H5wnX4q+P0uXSco+KVW3Wid7wSKjt/hfhyaRDvnI9VdDmiZOKZUVd8Do/n4PEi55UBXeHzLrTgfD0/cGfhOOid82XKnGdKHT+YhltrvVKwLGipH2f4eQViljfnSd9xxx2FcTiPiDMhwYs/zi/Ku0Vdn59DuPj8ycIMSjz0xUCkyTnYZU6fnSb05tGhz94hnD5/SNKn3PylnF99zLAB19jps+rIyy9WxEG6flehrSvC/37odipn2MbhdBho8QwxDtL1W1/+Rng/Uezy54e+tIIwRxxxRE8Y+SBnUxFO/oouxNJhuUgh5arg5pVSWb7kz3nBfqDLTZrz3b1ipiu8t87rCVslXx3JzqDWaFR/17hxLjzOb/3K6gc+L47zybjIlDrmskBxch4dl8txtnqe4z4C4jE2pM4QlPiE8xPGEM9vY5XP4Sl9rqhP6sASlvw5Q5uz0MTp/gAWU3GMMV7hnfFzPxEuxKEofc3n83gr8UaJYRHdfNd9NY/nF8XlUmDqhDOExTVdRj1OlI0Rdcug+01KxpCy8fQKmFBmyu13yGiv0vdTTjklixe3j7q0S0bwYuQqr9TN0tYYcUY2dCKnxHlKGlWeVenjPhPy44+7Tvp1Veq+6TzLaOb8VMrGWdmpi3j02bhlFwhX6W9FbVXzPs7lr+rsDOpwtGLtOVdVfEcRruoZ1P20tyrlqtJnJR0Z16vIAMTJO7eZM9+F56TmQZLvVJ/MESWvOmed5uXHuduk5Rdd87y7viG3ydwU2Tt2dXAcFS+vQyPly6trKbfwvSrzH4lT9EzxwqblmTo4VK0rKVuqLBKOp8zP0bE05ZrGqm75i8ZJypc6d1kwYA4lfVyfey1zJGStfhx9Wc6Z9gaNWVLMP8gXPZLfkZ99lxetr/NHDcnnwqdfSAvpoZeLXQqLItwHIfvGtOX9Ts2t0LtJnaV0Nzp9wko87mASV1R+8Z+UZ0rvnGmkUwHzAOlXQY2ALYMelcQN4VJZVSZewmglDk86cZ6gTIXLAfSEg5HyLc/5VauMDsJy22zRBNKvnmcXvhDWW3TlJVn5m7d66cobZYg+PF0SojELkyFf/rx1jXh3PXXnIlw/E0VJGCUSlxtI3jyZjML8YsdlPSjbddgiOnTHJEwszPoVpywdLmAqqhcWGkQAI51tt902JqujBVnC+BXBnjD6Q4o2HVa/63ZaJAjrMNDCHwsfec5bzXf1Fb9qHRSCcVgu+kDRJekhTPmjCbqCUV9HHnlkFkbC8qyioCacVtZ1Jf6/H1Vwg45NN920i46iC5S89UJXuPXXXz93MatKvppeLVxQrqK2NRVeqfOZtHf6mvRvbyUQiicCPDwqVqT4FeZQf/B7LlbRCyl+63ohPPoyTfpAFXf++ednbcVbcHZFkT5X1Cd1YAkLP477BW1XbtZeffXVO3feeaeOWutdlxHFXx2n+XwRj9fpDxvDsrLovuqPgSoLmvl5K4OsbvViR9Nl1OOEVr5mhPzvRZchHrfisPzW/KaI1+TF4xs8Dx61pl98oQ9VcSyiE4e/uH3UpT3Oz9/70GFxibT1WOt3VGR5Fo1ncVp5v6vSpydRXNDar6tS903nWUQzBiBSf1XK5q2NsvCDUlBredWfw19Eetd3baxQNMZ3RZjQH5MmR0xXBTXNU3gfSs2iBfammrHMa3jGslWdPODT8JO8S8zidPQFu8NSUDfNV0WGqyLvUf5xUVA3Lc/UwaHquCvtZdQK6qaxqlv+MpkupZQVDDHMkkub0bHwmzmHjP30i34dBl2kR32hXIVniWEm+oA8J5d6M9fDMCHlMJojjyYV1OTZtOybKgf+VeZW/v6rUF70GMjDKQfmovNAN6kN8uq2u1Re4+qfkoFGqqAGNL9NKet40gF5llkOC9jCaAmP4kDiM7DQmVAe+7NHOyhNuLVU/HnqlSlJTz/99tCu8AgDNBppRHRqLGd0uiiyU1bfOo+8d9LnBldNK40XnLBKhFGxMKCV7YRFMV/ENHTnImw8Oc2jo8o3v32/S1FK2htuuGGHyZM/eqKDNbk/0ygri8aKsP4M5Z5sdMckTDzR9xf1ZOnhD7MEj1tvvTUwWTBCwcGqLP7yx8AVO/CKlfxY8fvtbsHKk1uOi1a18miL05ffup0WCUc6DEouoRsGxm29/miDsONAKxkkTJlST1ZFJSzl5VZYJonEi3GScDzzMKNMKBp0OOqcBSXKBmbxAJeqU8GJukbZrtOmXfvjCjr+CInO1Vdf3dE4EY4BtkiRVzVfyV8LF6RdpDRKMVVJbzo95fZs6oM+KMI9fTN28E6pZ/qqP1Ip1DkK6yLMSQPrIemvpJ8aI9hlIXyS8OSrnbSloj5ZJyx8WXaz+G1yPRNH8i4rm+SlLc/9ETvyudJT8/kiHj9KDMsKofsqVqIoBstcvECKMk5c02WsoqQkb12GeNwS2vRT85sqbUPH1TuYqljtaaUgvC1uH2W0V9mtBG1iEaV3K5GPWP2yQHrTTTfpYvS8o2zfaaedwpiuFz7L6NOJsFgmOzTYIVcFV8YzZLm83W9V6r7pPHV59Du7QYRvMq6nnLbsHpSCmvoVvKHNX1JdShYyl7+YKRvjTUGdTcFKcWuD53RWUGtLuCqLR1hdM9fwxw5W4lG6/lloFxkZo5qUMoSxgvksi4V6fioKM2S2hx9+WGfR9Y6fGCCQ77AU1E3z1TryHgCIDItsGzsxwBiGBXXT8kwdHKqOu4IPbYk2UoWvi7zQpAV101jVLX+ZTCf9jTlyyunFGQwxRKFMm9R9OJVOkT+7y4SHsLMOPZn81nKXji+GRdRx6rQEeAZ9gzSbVlA3LfvqMha9V5lb6V3g/o6YTFeYlyZykLR/MIp3gNdtd3l5tOFbSpcysjOoPWHB+Yl7OMfGV5h8CudIc8ZOyu2www7Od6YQjFvi55prrnBBXipelUv9oMd33HCTqa/oLEkuyOJsXG81l33jhXN2/IQgXFjT5TGFH5yvy43pXoleKTaH6Xvml13aFUfywlN2FiF+ReeTxvGq/AZ/zlbyE8vS4JwRzvmd3somCxefCYuHPnuH33nnkXIWkxcQeuqA8HnOr2yFupGLj3QYbq/mZuwip88gr0JbXjq6nRaddafDeKV0uCGXs/TKHG2Rs6LKzmn3E/RwJmuqfjjD2R8BEi7fkrY955xzhrNGYxru8+dK+UEn3Noc+/GbM6n8hDicU8XvOrhxxjAX68EXUo5zTjkLjr6f5+rkS3yvqAjnCktaRefCJs9NkgSm0fOuu+4KN3dT5Lnnntv5yUW4F8BbMLu8C//8JCe0EdqKn2CFC7+8FVLX+f958JGeXALLhYTwNs6+jp3fdRIu2pQ+xM3PW2+9dVcw6XNFfVIHrhKWy3XldnsuD4O3iOM8bq9QDzdQ+wUd+dzz9AKu80r98N1b63bdj9ATOPqg+XwZjx8VhhG5XT/jvsrY4Lcwu/nnn78rHD+4V4D7KfzOnODnLSq67mHgY5NlpA1xXifOL3hk9RM+qH+6DHnjlgoaXjW/KeI1cRz5jYxAe+bcQBz8mDMBubQpdpxzx0WmXK4jLm4fRbR7xXa4ZZxy0565DCfPcXcBl1zDt+P7HhgL6O84LmdGrlpmmWV6kvHKzhCOc+txXNjDH66IvuAZ/eN2e7lAiLtNuJi5iG6/kBAup0Heo18yBmpXte6bzFPnH7/7xbRwdv2CCy7okJE5+zl23sghyK3gzDtuUGdQk7a+PwC6uMOFM3Vj5xeVwlm3XIwlzh9Vkp3hL9+my3PS5IhxPIO6jF/TzqqM67o95p1BjT8yDG3ZLzCH4PBifWG0ToOzXJHb4Wnwa8b8vLtedBz9Dq8ibWQuXNkZ0tdee22Qp+EDL37xi925556b8QyvSM8um/ZHZXVduC753XzzzWGsZR4hjrFQ5Bz5VgfHUfHyOjRSrqK6xk/OoOa9n/OAie8X9gKfLuOFTcozdXCoU1dVy0I4XNkZ1MgsnDeMTge5oo5rEqu65S+T6eQMasrkjfNKiwSP8Ir7cCeUN9xxfpdpOFu/iu6qNGHlKXfzMGZz7xN4x7KbCh7uE2Ieg8u760zCcvEf/E14YdkZ1EVYlOHetOwrdJc9q8ytkG+Qw7k0GlfWn7mnxRsAhnBcEgpf1md5l5U/RJqQfykZqC8FNTeJ+5WFABXKPwZDFF11nXRcicfkggvbUk4YLeFQMnAhDBfhcRmPX2XqiY7ihE5JJy+7gE1H5BI6b60SlAsIIbFDScbty9CbpwCNw9f5zeUbKKq9VUq49E/HhX6EGhiGX1XTXj3vWumBZzw57YlQ8wOTU79iGtLNwx0GxQTZWwYHLLnoB6U/t89zEZ92KB30bdYIUXmXhzARJk8mmHl5kuYCCyzgvLWOQ/FVVDcMBIcffngYMGQyR1zw9SuFQam+7LLL8ikoRKrQFgKrf3IzLp8YbDhEP3Y6DO8MTiiqvHVwNsmUOCimudiTQSBvoi/h5IlyGqWvtzKXT9kTARkFD5cdgRf9B/po60UKaiJzQZZfJQyDZpaYf6E/cMkUf9LHqtappIMihXbPwgFtK3bQxaIDbQqFR5Grm68WLkjTryo7lKCxSzHVOPx0+S0XZkl5/fED2YVe8k2e+nII+cZYAh8vc/ANeB7CFI768VtVnd9BE5SZTKSuuOKKsNjgrR9DGPgHacc8QMaPphTUZIYiHP6KE6WQt+oIl4+ggMMx8WEM4vbreeedNygOmQjC788+++zQ3xEavRVFrsIxJJLzr4oQRbRRYZhDcvZJC2RcvMIiJJdFovSAf7MIwcIYPIzxXS6/pf7BLO6nTZaRcYFJufAi2g2LYgjiF110keOiGRShugyDVlADHH2AiQICO46xAKGYCwnhw8gNjK8oiOFZXHIFrjgEZL8bIbzzr4h2FglYKMExmaCPv+Y1rwkXn3IhJXVCX6atisKEcQmFh3ayICXpoFz3u9JCn0WgJw36qPRZLv7zljLZGFJEn85Dv7Ngz9iJo27ol96iJ7vAFD5Bu0E2on5pX/B/PUkgbtW6J2xTeZJWkaPtMzbikJ/8ziW39NJLh3IhyzCRRSGPkh/lteAJ3tAnPLAunnpsjBdT6Gss5MvCAuM+4z/yHjwOJT+8jXYE7iJPQSttCTlHLoIqKvckfp80OWJcFNR1+mwdGYA2WKa0ZK7I/BJFBQ65xFurZmMTdHnLuCBfw5txKOnkYrLwoeI/DDngxWJMwlwFpTW8HwU2vBie7HcdZinqC9H4SL9kniH0Qgd8m7GD9OmzKFFIDxmK+SbKP/gOi196cawOjnV5T1N8tQ6N4FNW1xiPeatHgoVxF35Hf2Y+yvyMuVFVV0VB3aQ8UweHunVVpSyCS5mCmjk5shXjMpf91nFNYlW3/GXjJAu3XCKPY6GZ9vXQQw8FOZf32DHOM95rh7zCmNqEY6GYOtAOIwSMa/IcfAJZ3J9PHbwZ8+H5Mgf3VtOOi8qh2x89FL4TFpmK/oISXFwKixTuTcq+QlPZs+rcChkImVx0hdQrCywi8/jjH4OcyTiAQx5DjxXr8FLlL6O1TX4pGagvBXVTQDCQU3E4BFWsUaoouoXREk8rGRhQsaDDYg0BHSUACj0m/SKgE6euowOSJgrRxRdfPDS6WWaZpW4ytcPDcCmPKBgpy2KLLZZNtmonOMAIKGOoS3/WcRDMsKQBf+2YSMHsUEDkWXzpsFXeSYvJDn9gRd0wWWdBoqpjko/SG8tPBDQs9/ppK1XzTYWjrVEuJvG0NQanqdY9aVE3KFZ0WigatANP/qibVP2g/OZWX/ormMUTfJ3uVN5RVtPuKT8DHO1p1JPZFFOdSjknIU4s8KSUdAzcd999dyg6/bXqjhH6KosoCIP09zLHhIuFjLx2LOOHHjuK0qoaFv5BuVDEoNBjMY4Vcn5j+Y3goR08CsU1k1dx9CEW5ljYq+OqClGkOQoMy8qiBTKEXOoX7Moc9Yagm2dlTbymykhaZTttZJeNLkOq7ZNm2WQG/yqOHUx+q2AYb4vCM44x4UNukN02KBv04nAZ7Si1EaL1QjBjBjxflPaSd9FuJdo3CkqUp8hnZY569cdEde28KKMvLy3yQOFNn5C+xSIGuznob4wn8h1lOJbTKF7yXJW6J16TeebRwTdoRintz4/PgsBDkFkY16VMKJSwcmSx2x+PFcL6i5WDDMyPunim2ip9jd1xKP3LHG2QCSw74JDzcbzTbqabmzQ5YlwU1LSjqn226rgubbNMaUkYFM/k7Y/8ClFQVrJAxlwHZRTyAQ55BCUVf1N1LA6SlywMFqUDn/b39WQ73HQ4FM38lTkW//2xh2G8krAYlWnL1jo41uU9TfHVOjSCR1ldl+0iRX7TO0jLsMWvqlK3KXmmDg5166pqWSj3oBTUpN0UVnXLXzZOYjXN4n3sWKT1Z7zHn4M+AmMNkZeQU6qcLNCTUMEHMGLXGDobXBXdGwtXKGBZ3MIhW6JvIQ35Bm+DP8B3/J1sIVy8yyOFRRXcm5J9A4GJf3XmVmAEX0bGLHPoI5kT5u0Ar1L+srTb4peSgUauoPbnG7odd9wxw5PjKphwVXHCaAlbRclQJU0LYwgYAoZAGQIpploWd5L9WDVGEGHBIlaA5ZUbywiULTgsTjjapo7DwgeBjUVDsU4mPoIWwhzWpPHKtE5fdi0U7WqYalh/zm6w8kZZhJUq1qriUCyxJZ6JbKzcQ7BDIGVcQ3ip6/ROmWu8FbdYNpSlM0wMy+iQ3Q5M6P1ZwOF4IKxNEPjlGAviIxDTtpg0M7mXXRplafdbRtJmUdXfEJ/ttGHSgABO+6K+sJCQMhC+aOcPfuL0ZKZot4aELXvSjlD6Yb2BEkS7lVdeORx1gzUrjt1gKKaxTNIK6hTtLN6yaMCkQCt3JS8WU/z9CMHSnDoqcsh7KDkQ4mVCQ1jisPAKlkyahMdKOin6JFz8xKoRRTV0i3KIMOQHBhhHwHfKaK5S9zrfJvLU6eW9077gI7pv0B7ZoktdgyN945JLLgmLC5RdK6jr4lm1rTLxRElN/YKbOBbr4G3wXBQ4KNU4pgeluimoyxdZBcNxf4qhEYsjtE/tBtXedB76vWqfrSMDkL4oLVHGy7FFOl/eMe6Ax7HQyjZ3WTTCj91/WDuzaJ539Blh6jjygr8xZpKXKLNIg7zYNcJxIyySFznGWRaX9AIkYalHdl5gNYljkR266buxgroOjnXbQsjc/+uXr9ahkTxTdc0uUmQCcIHXgj2yCTIwsmcV2UTnU3YkAOHE9SvP1MGhbl0hD2E9W6UsLJpjJU0/kJ1dUkYWxDFQmIoFtaTBs1+s6pY/NU6yQM/OMAxraC/Iu4zXcqyfpp13fbpA1ZMF4jTKfusdcmU8TaeBzMFujFtuuaXr2DgMyFiAZjcBcgjtwJ9975gPxQpq0ivDoiruTci+umxF73XnVhjWcaID7Q+8ZAxArmXBkoUcDFuK5mhVy19Eb1u+i5xfZGg2cgU1nU4sKQAVK7oqxxYQFiGciQfOFNQBBvtnCBgCA0YgxVQHnL0lHyHA4IbS7NFHHw0TMQQAqaMo6Fj9ZGKDdSOKfYR0jthBYB2FG1cMoYudS+zUoE5RhE51l0YTZcTqhONFUGiyM6hMsTmKesSSBbxQXNAP4t1L0ITyBrrzdhVUoZm0UYag9ETxSNuts1tJ8oBO2j+KFCb2g96NRn4snpEP1tJ185tK3febp2BV9GSHIBhSFvpGXnuEbupsmDuPmHyzO4YjCMiXthi3N/ojSjH828Cvi+pgqt+lzOBgbjAITKXPNkkJvBZeSf+DTxbt9mkiT/oauy2RJ1AW1clLxkbGDxSrL3/5y7OjSWLa6LOMwdJ+Y/9h/B40X61TBmQT+B3j2FRlkzr5SVips7bJvUJ/2ZN2yMJIbOBRFqfMb5ywghcwbtNmuBsj3sGsyyGLfoyRVU8W0PEH+Y7SVXatw9s44z7PccwHO0jy5jZ1sMhLW38bhuyr86v6jrIaWYg2yHFsw5TDqtI4qnAyhoBNnhupghorMlbaZHWB87PiM3fyiJZvpqAWJOxpCBgCw0IgxVSHRYflYwgYAoaAIWAIGALtQ8DkiPbVmVFsCBgCg0dAjjjgiAh23kxHp08XqHOywHTEysrcTgRSMtBIFNSsKLNdhzMJ5Xw84K3LjExB3c5GaVQbAm1GIMVU21w2o90QMAQMAUPAEDAEBouAyRGDxddSNwQMgXYigHKWI6l23XXXQkv+dpasOtX6dIE6JwtUz8FCGgKjRSAlA41EQb3VVltll0gIPGy55Oy6quc2Ec8U1IKePQ0BQ2BYCKSY6rDosHwMAUPAEDAEDAFDoH0ImBzRvjozig0BQ8AQGDQC+nSBuicLDJo2S98QaAqBlAw0cgU1BHKRD5cN1DkzC4C4WOv6668PSu0NNtggHMjeFHCWjiFgCBgCeQikmGpeHPtmCBgChoAhYAgYAoYACJgcYe3AEDAEDAFDQBDgdAHupvn85z8fLiPle92TBSQtexoC445ASgYaiYKaS4a4bZ5bx7mllQPUzRkChoAh0AYEUky1DWUwGg0BQ8AQMAQMAUNgNAiYHDEa3C1XQ8AQMATGEYH4dAEujz7rrLNqnSwwjuUymgyBPARSMtBIFNR5hNo3Q8AQMATagECKqbahDEajIWAIGAKGgCFgCIwGAZMjRoO75WoIGAKGwDgiIApqjrpdddVVwykBdU8WGMdyGU2GQB4CKRnIFNR5qNk3Q8AQMAQKEEgx1YJo9tkQMAQMAUPAEDAEDAE74sPagCFgCBgChkCGAKcLPPXUU+G4WztZIIPFXiYUgZQuxRTUE1rxVixDwBAYDAIppjqYXC1VQ8AQMAQMAUPAEJgEBEyOmIRatDIYAoaAIWAIGAKGQF0EUjKQKajrImrhDQFDYFojkGKq0xocK7whYAgYAoaAIWAIlCJgckQpPOZpCBgChoAhYAgYAhOKQEoGMgX1hFa8FcsQMAQGg0CKqQ4mV0vVEDAEDAFDwBAwBCYBAZMjJqEWrQyGgCFgCBgChoAhUBeBlAxkCuq6iFp4Q8AQmNYIpJjqtAbHCm8IGAKGgCFgCBgCpQiYHFEKj3kaAoaAIWAIGAKGwIQikJKBTEE9oRVvxTIEDIHBIJBiqoPJ1VI1BAwBQ8AQMAQMgUlAwOSISahFK4MhYAgYAoaAIWAI1EUgJQOZgrouohbeEDAEpjUCKaY6rcGxwhsChoAhYAgYAoZAKQImR5TCY56GgCFgCBgChoAhMKEIpGQgU1BPaMVbsQwBQ2AwCKSY6mBytVQNAUPAEDAEDAFDYBIQMDliEmrRymAIGAKGgCFgCBgCdRFIyUCmoK6LqIU3BAyBaY1AiqlOa3Cs8IaAIWAIGAKGgCFQioDJEaXwmKchYAgYAoaAIWAITCgCKRnIFNQTWvFWLEPAEBgMAimmOphcLVVDwBAwBAwBQ8AQmAQETI6YhFq0MhgChoAhYAgYAoZAXQRSMpApqOsiauENAUNgWiOQYqrTGhwrvCFgCBgChoAhYAiUImByRCk85mkIGAKGgCFgCBgCE4pASgYyBfWEVrwVyxAwBAaDQIqpDiZXS9UQMAQMAUPAEDAEJgEBkyMmoRatDIaAIWAIGAKGgCFQF4GUDGQK6rqIWnhDwBCY1gikmOq0BscKbwgYAoaAIWAIGAKlCJgcUQqPeRoChoAhYAgYAobAhCKQkoFMQT2hFW/FMgQMgcEgkGKqg8nVUjUEDAFDwBAwBAyBSUDA5IhJqEUrgyFgCBgChoAhYAjURSAlA5mCui6iFt4QMASmNQIppjqtwbHCGwKGgCFgCBgChkApAiZHlMJjnoaAIWAIGAKGgCEwoQikZCBTUE9oxVuxDAFDYDAIpJjqYHK1VA0BQ8AQMAQMAUNgEhAwOWISatHKYAgYAoaAIWAIGAJ1EUjJQKagrouohTcEDIFpjUCKqU5rcKzwhoAhYAgYAoaAIVCKgMkRpfCYpyFgCBgChoAhYAhMKAIpGcgU1BNa8VYsQ8AQGAwCKaY6mFwtVUPAEDAEDAFDwBCYBARMjpiEWrQyGAKGgCFgCBgChkBdBFIykCmo6yJq4Q0BQ2BaI5BiqtMaHCu8IWAIGAKGgCFgCJQiYHJEKTzmaQgYAoaAIWAIGAITikBKBjIF9YRWvBXLEDAEBoNAiqkOJldL1RAwBAwBQ8AQMAQmAQGTIyahFq0MhoAhYAgYAoaAIVAXgZQMZArquohaeEPAEJjWCKSY6rQGxwpvCBgChoAhYAgYAqUImBxRCo95GgKGgCFgCBgChsCEIpCSgUxBPaEVb8UyBAyBwSCQYqqDydVSNQQMAUPAEDAEDIFJQMDkiEmoRSuDIWAIGAKGgCFgCNRFICUDmYK6LqIW3hAwBKY1AimmOq3BscIbAoaAIWAIGAKGQCkCJkeUwmOehoAhYAgYAoaAITChCKRkIFNQT2jFW7EMAUNgMAikmOpgcrVUpzMCn/rUp9z999/vllpqKbf//vtPZygmruyXXnqpu/DCC93ss8/ujj76aDfzzDNnZfz1r3/tTjzxxPB7n332ccsuu2zmN44vZfSW+Y1jWYposr5YhIx9r4OAyRF10LKw447ApPD3ccd5FPRNkowCfmVjeJnfKLCfSp7WF6eCmsUZNgIpGcgU1MOuEcvPEDAEWo1Aiqm2unBG/FAROP/8892Pf/zjoJQ86qijCvPeYYcd3O233+5WWmkld+qppxaGM4/2IfCVr3zFnXzyyYHwa665xs0xxxxZIWgbe++9d/h90kknuVVXXTXz6/elaturk08ZvWV+dfIYVNiqeFhfHFQNTK90TY6YXvXd1tJW5Yvjzt/biv840D0qGeWpp55yRxxxRIBggw02cGuttVYjcJSN4WV+jWTeRyLWF/sAz6KOHQIpGcgU1GNXZUaQIWAIjDMCKaY6zrQbbeOFANYa55xzjnvhC18YFNVF1I2z0FxEs32vhsCoJn9V2161Uvw3VJmSosyvTh6DClsVD+uLg6qB6ZWuyRHTq77bWtqqfHHc+Xtb8R8HukclozzxxBPuLW95S4Bgr732coy9TbiyMbzMr4m8+0nD+mI/6FnccUMgJQOZgnrcaszoMQQMgbFGIMVUx5p4I26sEKgqcB5++OHutttuCxbUH/7wh8eqDEZMfwiUTf7YqvmRj3wkZMDxH8sss0x/manYVdueipJ8LaN33BUYVfGwvphsBhagAgImR1QAyYKMHIGqfLGM94+8EEZAXwiMSkYZlIK6bAyfBAW19cW+mrtFHhICKRnIFNRDqgjLxhAwBCYDgRRTnYxSWimGgUDVyd8waLE8RoNA2eRvkBQNu+1NioJ6kHViaU8fBEyOmD513eaSDnucaDNWk0r7qGSUQSmoy+ppEhTUZeUzP0NgXBBIyUCmoB6XmjI6DAFDoBUIpJhqKwphRI4FAjb5G4tqGCkRo5r8DbvtmYJ6pM3MMh8zBEyOGLMKMXJyERj2OJFLhH0cKQKjklFMQd1d7dYXu/GwX+1GICUDmYK63fVr1BsChsCQEUgx1SGTM+2y+9e//uUeeeQR9/DDD7t///vf7mUve5lbeOGF3WyzzVYLi06n4373u9+5+++/3y2yyCJu8cUXdzPMMEMyDfJ/7rnn3CyzzNITHr/77rvPPfroo27JJZcM6eYl+M9//tP95z//cZ/97Gfdd77znXAG9ZVXXpkFnXnmmd1MM82U/ZY8Z5xxxhA28/Av4tcPPaRHmUgrLw+dn7xLeDAj7yqOS2/uuOOOUPblllvOzTXXXFWiuWeeecZRX3llzEtA8K0S/m9/+5u75557HE/qbKGFFnLSx/PSrvvtz3/+s3vwwQfdX/7yFzf//PO7xRZbzM0+++xZMmWTP9oIZcGlykLY3//+96E9v/jFL3ZLLbVUbp8QbKq2PaEhr13gR1snP/qfhM2jt0xBDUb0xb/+9a9u2WWXdQsssEAoc9k/aX95dOXFk/Bxe62Lh/S3qvmOks/k4cC3Qbf5onzt+/MICI+hfZibLATgEdNNRinj/eJXxDP/+Mc/ut/+9rdBtnnlK1/pXvSiFxU2iEHKAmQ6VX49SLoGza/HTUaRsRoF9cYbbxzawm677ebe/e53h3d456yzzhre+VfWvvDTMgrhy8bwIgvqZ599NshxzDu4yJp2yt0xZU7KUdTu47gSvl8ZRfAg/ZTcKDRMRTaXfIrKV6dfCx3yHHSbl3zsOToEUjKQKahHVzeWsyFgCLQQgRRTbWGRWkEyyrczzzzTXXTRRe4f//hHF80odN/61re6bbfdNnlO74033uhOO+20oCj9+9//nqWDgg2l6Xbbbefe+MY3Zt/jFxFg3/ve97r3v//9wRvl28knn+zuuuuuoOiVOCjuPvShD2UXvcj3DTfc0D322GPys+e58soru1NOOSX7LnmutNJK7tRTT82+8yJ+/dBDOt/85jeDwhwsL7/88qTy+Hvf+5478sgjg5L+ggsucAsuuCDJ9Djq6otf/GK4BPKBBx4IE0AJxMLAaqut5vbcc88g9Mv3+PmmN70p1Dn1u++++8bePb832mijMCnZdNNN3WGHHdbjz8IG+F588cU99UA7WHrppQNNr3nNa3riVv3wi1/8ItQV7U078OVG+p133jkoYssU1GVKXUnzzjvvdMcdd1xoz6LMxg8+hbJ9zTXXdHvssUe2iFC37QkNTELAa9555w15nXvuue5HP/pRULwfcsghbosttgh1vPfeewfSTjrpJLfqqqsKmbl+nJUobSML6F9Q5L/uda8LdT3PPPNor+y9qfZaFw/pb3l9MSPOv4wDn9H0DKPN6/zsvRwBkyPK8Wmj73SWUWScoN6KeD8KvSuuuCIsZj755JPuS1/6krvsssvCwqTUN8q51Vdf3X3iE5/oWsgV/6ZlAUm3X37dNF3D4NfjKqOIbCl1k/ek7bz2ta8NXtL2qsgoRCgbw2M/6uFrX/uaO/vssx2KfHHIca94xSvc29/+docMkedGJaMIHtAU90VNZ7+yueTTRL+GrmG0eV1+ex8tAikZyBTUo60fy90QMARahkCKqbasOK0gF+tiLjZ5+umnS+lFUEIhvMkmm/SEwwICYe0b3/hGl5K0J6D/sOWWWwblWJ6FhAiwW2+9tXvf+94X6Lr++uvzkgnfmHAdddRRQYEugVJKMaxIEW7FSZ55SjHx64ce8hFhmvdLL73UzTfffLwWOj2JOOecc4L1cRwYBSSXOmIdW+ZQbn/84x93K664Ym4wmfxtvvnm7tBDD80Noz+Kgpob4I855hjt5R566CF34IEHut/85jfZd1GC6gkI9bbjjju6XXbZpcuaPYtU8nLddde5/fffP1j2FAXD8v/LX/5ywJrFDdw111zTpaiXCQB+eRMNJk58R7DH0V5RIGO5QnsXt8QSSwR8aVd1256mgYUIrMH32WefroWYqSio2SFAOmV9Gow+85nPBKtqKYs8m2qvdfGQ/pbXF6FtnPiMYDWMNi952bMaAiZHVMOpLaGmu4yix4l4rNJ+V111lWN8ZFEVJXWRw0KVxfhYBmtSFiDvpvh1k3QNg1+Ps4yiZcui9oFcAOY43b5SMgrhy8Zw7YcSnPnE1VdfTbRCt80227j99tuvZ0flqGQUjUfcF6UQTcjmOp9++/Uw2ryU3Z7jgUBKBjIF9XjUk1FhCBgCLUEgxVRbUozWkIk1r1ZKrrPOOg5lLNbOHJvws5/9zF177bXBmlMK9elPfzpYjspvtm1iRSrWrBwtgTXu2972tmCtiUIPyx6U16KkRFmKAhFFpXYiwGI5ce+997pf/vKXwVoVRRfWwMsvv7x7/PHHw+Tqpz/9aYjK0REoccVhuQBNn/vc59x3v/vdkIcWgslTb3OVPPOUYuLXDz3Q1ZQwLWWkXvbaa69MeYo1LQpfJp70ISx/yfOHP/xhiEKZmXS84Q1vkCSyZ5OTP5SiLChgbbPVVluFRYa555475EXd33bbbcGSHEUs1tQcwYLSt6rDin6nnXbKrPyxxqdtrLDCCmFrKVZLtAXK//KXvzxYi5133nkh+ToKaiYY22+/fYiHAvqDH/ygW2WVVUJbQmF9vz+65sILLwy7DmhrYn1et+3pScgXvvAFd/DBBwfFAseUYAm+zDLLuNe//vXhqB0dNp4Yab9dd93Vff3rXw8YsfOBP7FW/9WvfuWwKqd8OLbyoqigv2vXVHuti4f0t7y+OG58RvAadJuXfOxZHQGTI6pjNe4hTUbpVhKW8X52XWFswPEAiy66qGMxGUvYl7zkJUGWQ3bjCAbcJz/5SffmN7+5q/qblAWa5NdN0jVofj3uMgryC7vBOOKDXXA4jEFE3uE3cgEyHE7LFikZhfBlY7j4Ia+xk4t5AQYMyK7IKMjyHPOBbIUcx9EuuHXXXdcdffTR4V3+jUpG0XjEfRHampLNdT799utBt3mpE3uODwJJGcgz6OA8yRyEJj/taQgYAoaAIZCDgPHKHFAG9Mmvqne84N/xE5jwd+KJJxbm5C8QycJ5YbHjBdws7Pnnn5/5+SMPOnfffXfmp1+8pW/HK8uysGeddZb2Du9eSM78oWvttdfueIVnTzg/yer440KysF4h2RPGT8CC/xprrNHjpz9Inl5I15/Du/gJRlOlxyvnM1r/8Ic/9OQTf/CWKll4f4ZzlzfYb7bZZpn/EUcc0eWvf/gJaRbOK3I7/iw87R3evZI3hPFW1j1+eR9IBzwOOuigLm9/pEuW10c/+tEuP/0DGsjrkksu0Z+T7/7Yls76668f8vBHVHT8AkfHT8R74tE2/OJEhzBSbzz9uXtdYWlX4u8XO7r8NG70kyJHPH8sSsdPpLqCVG17mob/+7//C/R4q/SOPy+6Kz1+6LAxvdqPMtHmvfK/Jw0+eKu2jldiZ2XnPXZNtlfSroqH9Le8vjiOfGbQbT6uF/tdDQGTI6rhNO6hTEb5bw1p/p7i/fB/b5maO9Z7S/SM73ur1J7qb0oWIOEm+XVTdA2aX7dJRvEGKFlbOP3003vagnzQbS8loxCnbAwXP5G7/NF5HW/AIll1Pb2CtuONAjIaf/7zn3f5j0pG0XjEfbFJ2VznI3hNpV8Pus13VYr9GBsEUjJQppFOBRybEhkhhoAhYAiMEAHjlcMDHyWhCD7+mIxkxv482w5//viGLOyf/vSnoEQmHZRiN910U+aX9+ItNzsy2eCJQK+dFmDxL1MOooAT+vOUcU0oxZqip0lh2luxZOX2lhEdbxGjIex6R4HrjwHJwqN4jZ3UR78Kam85lOXjLWDibPr+rdvrsccem0yPBRdpHzzrKKi9xXSI6y8RSuaTF6Bq24snIWWLRDpsPDHSfpTVHyOTR1b2DQW4XuQgvnZNtlfSrYqH9LdYQT2ufGbQbV7Xib1XR8DkiOpYjXNIzfOns4yi+XuK98Nri5y/KC5b5F1vvfV6gjUlCzTNr5uia9D8WrfXcZdRpqKgRrYok1FoUEVjuPYjHX/UX5ehS09j9B8wYiEsf97KuivIqGSUsr7YpGyu86H8U+3Xg27zXZViP8YGgZQMZArqsakqI8QQMATagECKqbahDG2g0Z9NmymK/fEVHSYuU3Hf+ta3MgHSb7mrlATKSxE6zzjjjK44Itzi748i6PKLf/hLk7J08sL2qxQjv6boaVKY9ttyQ7mZYFKPKYfFrD9fOsTxR3z0WB03NflDAeyPGgn5+HOTe/JJ0Vnmj1U01uu0C6z0/fbUsuDBD2sWKTfx6iioscAmDlbYsQV7MmMfoGrb05OQd77znaX9UIctU1KgXK/ibr/99lBGyunP9O6K0mR7JeGqeEh/ixXU48pnBtnmuyrEftRCwOSIWnCNZWCTUZ6vlqq8H9kgHueeT+W/b/5i48D3/ZFpsVcmE/a7WN00vzYZ5bWdeMzvV0aZioI6JaPQoIrGcO2HnHjHHXf0tL+8D/5i6ExO0cYxo5JRyvpik7K5zqeffm0ySl6rmvxvKRnIFNST3washIaAIdAgAimm2mBW0zopf7ZzJvSVbe9LgSQWI/6c3OTESNJCcbjWWmuF/LHu1U6EW39+dc+xCToc7/5826wMedYq/SrFyKMpepoSpjkeBIUifylLFugXRx1LPI5a0a6pyR9psmVT8nnPe97T8eeXJ61kNC1F71qZyhEYVR3HgAg98cRdTwDiyR+/JR5t21+02HnggQeqZltZIatpuPjii0vT12Fjesv8ihLFul6U/ijytWuqvUqa/fbFceYzg2rzgp096yNgckR9zMYthskoz9dIGX/XfmeeeebzkQreRLHJ+BYfJdWULNA0v26KLiAZFL9um4wyFQV1SkYBX5GZ40Vm7UcdVHXailrvDBuVjKL7m5bDmpbNdT799utBtfmqdWjhho9ASgYyBfXw68RyNAQMgRYjkGKqLS7aWJF+2WWXZQo4LWTVJdJfehLSQSit43bbbbcQj21+2pUJtzqcvHOsCBOtPIuffpVi5NEUPU0J01po5b2q85cHZvXNOZTaNTn5YzuhtlqmbkjfX/7X8Zdd5Z6LqWkpeveXXGb0f/vb3y4K1vPdXwCYxaujoGZHwQknnNBzjrW/QLTjb5/vOuamJ1P/oWrb0/WZ6odlYcv88uiTbxwRQx1x1iMLR+Kaaq+SXlU8ivrbOPOZQbV5wc6e9REwOaI+ZuMWw2SU52ukjL+X+T2fwvNverE6vg+jKVmgaX7dFF2gMCh+3TYZZSoK6pSMAr5FY3jKD/88pxX//lLCLMioZJSi/qa/817VFcnmOr0quJf160G1+apltHDDRyAlA5mCevh1YjkaAoZAixFIMdUWF22sSNdbMKtutcsrgGxp23333fO8C7+hsEQxxqUr2pUJtzqcvJdNXPpVipFHU/Q0JUzrervlllsEhuTzvvvuyxS18bEqZRjmJVx0SaKE5VIWrLslHPUsf6uvvnrngAMOKD1bXNLRTy5UlDTqCP9TVVBL3j/5yU86bDGVo0uEBp6cT33eeeflHmVSte3VmYSUhS3zk7LkPaknKRNH5ohrqr1KelXxKOpv48xnKOMg2rxgZ8/6CJgcUR+zcYuhx7rpLqOU8fcyv7w6LePtTckCTfPrpugSPAbBr9smo7RFQc3xbiKjcDyNuLJ2LGH0s+ziccJVlVGK+pvmV03I5kX56DLp9xQeg2jzOn97Hy8EUjKQKajHq76MGkPAEBhzBFJMdczJbw15N9xwQyb0IQhN1W233XYhHY5zqON23XXXEI8z7bQrUlDpMPq9bOJSVeAsy7PMT9Mh70X0aOH14YcfluCFzyJh+rrrrsvqjTqs6rgBXYT8K664oiuaTCYPP/zwru9FP0TxfNBBBxUFCd85QoJt2scff3xnm2226bJGZmGijiX0jTfemNF/zjnnlOarPftVUEtaTOa4iBPluhxPI3jS9h9//HEJGp5V216dSUhZ2DK/LsKiH3IeKQp4JoLimmqvkl5VPIr62zjzGSkjzybbvE7X3ushYHJEPbzGMbTJKM/XShl/L/N7PoXn38oUWU3JAk3z66boeh6F/741ya/bJqO0RUH94IMPZrIfR62J+//snQn8fUP5xye7bNn3X/YlW6TSSrIkQhQK0UYoW3aVPURKkiUhJIWUNS320p4lSxFKtpIiSaX//T/v4TnmnjvnzDn3nnu/536/z7xe3++555xZPzPnmWc+88zMROkoRd9b07p5UTpa/vy17LsO/TbZ5sN47Xe7EEjpQEZQt6u+LDeGgCHQcgRSQrXl2R+b7D3xxBOZ0ldnL+N8AY844ggfD8Tss88+m38dvcff2nLQHQTfwQcf3OWniKDq8hTcFBHCeBmUFCOOpvIDuamE5m9+8xuiLnVnnXVW5j88pO+xxx7LnscOhiyKFL+afn4vZQ5b5N3HPvaxouDZ83D/8BRBnQV64QfLiT/3uc912NOZ9N785jd3kaJ5/+E9hyJq/o866qjwVenv008/PQtXZ4uPskjZ/uOGG27obLvttlnc+X3cq7a9OoOQMr9l78rKwhY74JqfKGqqvWraVfEo+t7aLGe0jLHrIG0+Fp89q4aA6RHVcGqzL9NRXqydMvle9u7FGF78VUZkNaULNC2vm8rXiyjEfw0ir8dNRxkXgpot6VT3C40rJkpHKfremtbNi9KJt9xOp+y7LgrD80HafFm89m5iEUj7wTY0AABAAElEQVTpQEZQT2z9WOqGgCEwZgikhOqYFafV2VWln+u//vWvvvIaWjFg9VvFffvb384Uzvx2E0UEVVG840JQQ2iqks1ehWWOg4vWXXfdzH9IUBNOrYk222yzznPPPVcWlX+HZSx+Sf+Nb3xjz5YU2223nX+HlXPKhYcO1iWoNe6wzYBLVbfRRhv5fDK5kbdYLoojPBymKYJa0wL7DTbYwOcJDENXlZCtMwgp8xu+Y4/sKu7HP/6xzzvt4qCDDuoK0mR7JeKqeBR9/2GbaZuc6QKu4CbMf502XxCdPU4gYHpEAqAxeW06yvMVFcr3/H60Ze9i1VxGZDWlC4Tyrgl53VS+YnjEnoX5ryOvx0lHmUiCGr39n//8Zwz6rmdY+7JCTXXn0LhionSUsu+tSd28LJ0ukF64KfuuY/7zz/pt8/l47L4dCKR0ICOo21FPlgtDwBAYEwRSQnVMijEW2YQcVsWPw9JSZCdWvXvttZff6kCVS6yc3vKWt/h4UDpTe0ViPQxJSrr4x+ogdEUEVegn/D0uBPVvf/vbDOvDDjssLELPbyXztG7yBDUHxeg7tmhAiS9yWPsecMABmf8TTjihx+vee+/t33NQXtn2I7xjaw5NO09QU5dYY6Tcfffdl8VRZ7uO0KqcPcxTju1FNK9c6xDUVazcSV+xZduP0GkdcohnmaszCCnzG77bcMMNOww+yxyTFuFhlj//+c+7vDfZXom4Kh5F339b5cyw23xXpdhNZQRMj6gMVas9mo7yfPWE8n2YBHVTukDT8rqpfA1bXo+TjjKRBDX6WJUVgJdddlmmw334wx/uklUTpaOUfYtN6uZl6XQB8cJNEUE97DYfy4s9m3gEUjqQEdQTX0eWA0PAEBgjBFJCdYyK0vqsQkhjNaskXtkexNddd10HAhO/WAkwAFF3ySWXZHGsv/76nT/+8Y/6quuK9YNaGBDP17/+9a733BQRVD0eX3hQhaAmLU4CL3JlaZa9i8VXlJ9nnnkm29aELS4eeeSRnuBsn8H2FVofes0T1PjbfPPNM3+f/exne+LSB5/5zGcyf29/+9ujVivh9h8QiTEH2avWQZqvPEHNQZkQtZdffnksiuzZueeem+Xp9ttvz56nfkCqbrHFFllYygYWMcee21oXmt+qBLWeqs6kTRnhjqU7mBJ/kQU178raXp1BSJnf8B1psmUHA5OYw/p8p512ynD8xCc+0eOtyfZK5EpQp/Ao+97aKGeG3eZ7KsYeVELA9IhKMLXek+koz1dRKN+HSVA3pQuQ6ybldVP5Gra8HicdJSSo0XWKXFnbi4Up68P1HXrAmmuu2fna174Wi8I/w/Jet4N77Wtf28GwIXQTpaOU4dGkbl6WToiD/i4iqIfd5jV9u7YLgZQO9BKyK57cS17yEi4Q1v5q/wwBQ8AQMAR6ETBZ2YvJMJ/ceeedTiwTnChWPhkhoZ0ccONWWmklJ9a37ne/+527+OKLnWxLkWXj+OOPd0JEZvf0a7vuuqsTK0z/bJ555nFC2DnZpsItsMACTkg+J3vHOVFGnSjF3s+qq67q5AA7N91002Xx8GOHHXZwQui5V77ylf5918vIjexj7ERRdWIN6mQ/6y4f559/vhOLYf9sueWWc7JnsO+LZYDnZphhBifWx/5dWZpl77oSe+GmLD+f//znnSiR3uf888/vxArYgcNf//pXJ6d+Ozk00OPNN0DeDj/8cO93v/32c7JXcFdyciCP23333Z0M4P1z0pXJBrf88sv7+7vvvtvjLUquvwdnIbKdkLZd8XAjeyc6IVqdDK78uy233NKnN++88zrahxxW5WT5n28P5HeppZZysk2LW3LJJZ3s8ezmnntuJxMWjnBCAvs4yI+QyW6FFVZw8803n6+jW265xcd1wQUXOLH6dgsvvLBvWzPNNJMPU+UfbYxy//e///Xeqdf3vve9vr2S33vvvdeJVbaTfQt9XW+yySbu0ksv9X6PO+44J9b+WTKyxYWPiwdi+eLkoED/TvZkd7KntP8955xz+u9j9dVXd0svvbSbccYZ3f333++ExPZ55/vA5euoatsryoOPNPevzG/4btNNN/VlnmWWWZwQ1U62IXGLL764z7dMCDixSvRtjuj5VqkPrnnXZHutikfZ99Y2OTOqNp+vF7tPI2B6RBqjcfFhOopzoXwP+yrqsOxdrI7Rw+QsCP/qqquucugi6prQBTSuJuV1E/kalbweFx0FHWy99dZzTz31lK8y+t7VVlvNPfDAA06MDBx6/rRp02q3r7I+XN8J8ezQUamTV7ziFU6Ia68LkxF0FPS3733ve9qUvA4mB6tn9/pjInSU1PfWlG6eSkcx0Gvsux5Vm9c82LU9CKR0ICOo21NXlhNDwBAYAwRSQnUMijB2WYRwg9xVsq2oALPOOquT2XhPCOb9QBiefPLJnhRNTcRCtu65554uRkyqAtsEQU25tt56a0+G5vP70pe+1CvBEI5laZa9y8fJfRlBDVG/4447esI+FpZnc8wxhyemIUsh+Jk44Fk4QaBhGbhTb3LKuT6KXiGCjzzySD/4iHqQhxDN/JU58nPIIYf4Ola/H//4xz0xTjjKRzoo1qGba665PHHNgEgd+J955plumWWW0UeVr0xgyNYaTqzQC8NAyMuKALfyyit7ohyPEOuQ1+rKBgCQ2hD6spWNevfkNN+ADuj0hawKcEcffXTXZEvVtleWB41fr2V+w3dymrz/FmWFggaNXvnGPv3pT/tJpJiHJttrVTxS31vb5Myo2nysfuxZMQKmRxRjM45vprqOEsr3YRLUtI0mdAFtY03J66byNSp5PQ46CpiiP1599dVaXV3X3Xbbzcn+z0MhqCGkMR5gPIGBRpFjjLDPPvtkOlze30ToKGXfouavCd28SjqaHtcYQc3zUbV50jLXHgRSOpAR1O2pK8uJIWAIjAECKaE6BkUYyyxiPYtF84033uhkKZ23ltWCQJDKXrpOlgG6BRdcUB9Hr1jbnnPOOU72os6safE422yzeUsJrF1jVrwamWw94K1TZUmfJ9n0edFVCWEsRWXLiR5vN998s5MT5b2SNv300/tyQVS+4x3v8EQ7z8rSLHvXk5g8SOVHtldwciCdky0zulZUgbHmaaGFFvJRy1YY7tRTT/VEfoygxhPW46eccoq3TJYtVDIynu8I6xeIbgYas88+u4+z7J+ciu5OPPHELlIW/1hNb7PNNt4Sl3sUXiYYmNAICWre4WRpprviiiu8NXOezGXAgYUvRCTEeb+OeE866SSHtcpDDz3UFc0aa6zh5HBEt9Zaa/nnWItBTGNFHBLUsg2IU6scyHLKGTrZIsO3QQabTAKEBDv+INdJByuk/EoA3ldpe6k8EI+6Mr/6jpUBfMNMvFCfDFpoF+rIJ+2fyYYPfvCDjvZf5ppsr1XwqPq9tU3OjKLNl9WTvetGwPSIbjwmw91U1lFUvlOP+b6q7F2s3kMiCyvV2OqZpnQBTX9Qea3xNJWvUcjrcdBRnn32Wa8fX3PNNV6/YdUkk/Do6OhorMir277K+nB9x5W/P/3pT35C5Pvf/362Ko66ZuXaKqus4nVXVsmVuVHrKFXxGFQ3r5qOYpP6rkfR5jUvdp14BFI6kBHUE19HlgNDwBAYIwRSQnWMijK2WcVqVw4g8dtHLLbYYoUWlmUFxIoaUu/RRx/1pDZkqdZtWbhhvUOJRfmGCMZ6d6IdlrkQhyixbIGx6KKLelIxny/ddiNmbZ73S1z33HOPJ76XXXZZPymQ95O613pjaSDkJfmKDWCJhzKAZVm9QmYzCGErkkUWWcRBvkOiNunIqxzg6LcooZ2BZ94xEIOcrYJjPiz31AMTN7LvtB88URYsw6u4iWx71CfYkAfqCVK9n/bfZHttEg9tr22RM7SHUbT5Ku1uKvtRmUT7MDf5EDAdZfh1qrK1KV2AHGucg8hrjaOpfI1CXrddR8HSHUtmdCT0J66jdOgXcnaNXzHIlnH9jBfaqqOAYxO6eZP1MYo232R+La76CKR0ICOo62NqIQwBQ2AKI5ASqlMYGiu6IWAIGAKGgCFgCCQQMD0iAZC9NgQMAUPAEDAEDIFJiUBKBzKCelJWuxXKEDAEhoVASqgOK12L1xAwBAwBQ8AQMATGHwHTI8a/Dq0EhoAhYAgYAoaAIVAfgZQOZAR1fUwthCFgCExhBFJCdQpDY0U3BAwBQ8AQMAQMgQQCpkckALLXhoAhYAgYAoaAITApEUjpQEZQT8pqt0IZAobAsBBICdVhpWvxGgKGgCFgCBgChsD4I2B6xPjXoZXAEDAEDAFDwBAwBOojkNKBjKCuj6mFMAQMgSmMQEqoTmForOiGgCFgCBgChoAhkEDA9IgEQPbaEDAEDAFDwBAwBCYlAikdyAjqSVntVihDwBAYFgIpoTqsdC1eQ8AQMAQMAUPAEBh/BEyPGP86tBIYAoaAIWAIGAKGQH0EUjqQEdT1MbUQhoAhMIURSAnVKQyNFd0QMAQMAUPAEDAEEgiYHpEAyF4bAoaAIWAIGAKGwKREIKUDGUE9KavdCmUIGALDQiAlVIeVrsVrCBgChoAhYAgYAuOPgOkR41+HVgJDwBAwBAwBQ8AQqI9ASgcygro+phbCEDAEpjACKaE6haGxohsChoAhYAgYAoZAAgHTIxIA2WtDwBAwBAwBQ8AQmJQIpHQgI6gnZbVboQwBQ2BYCKSE6rDStXgNAUPAEDAEDAFDYPwRMD1i/OvQSmAIGAKGgCFgCBgC9RFI6UBGUNfH1EIYAobAFEYgJVSnMDRWdEPAEDAEDAFDwBBIIGB6RAIge20IGAKGgCFgCBgCkxKBlA5kBPWkrHYrlCFgCAwLgZRQHVa6Fq8hYAgYAoaAIWAIjD8CpkeMfx1aCQwBQ8AQMAQMAUOgPgIpHcgI6vqYWghDwBCYwgikhOoUhsaKbggYAoaAIWAIGAIJBEyPSABkrw0BQ8AQMAQMAUNgUiKQ0oGMoJ6U1W6FMgQMgWEhkBKqw0rX4jUEDAFDwBAwBAyB8UfA9Ijxr0MrgSFgCBgChoAhYAjURyClA/UQ1PWTsBCGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoZAMQKdTif60gjqKCz20BAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUOgKQQqE9RFHpvKiMVjCBgChsA4I5BaljLOZbO8GwKGgCFgCBgChsBwETA9Yrj4WuyGgCFgCBgChoAh0E4EUjpQjwW1EdTtrEjLlSFgCLQDgZRQbUcuLReGgCFgCBgChoAh0EYETI9oY61YngwBQ8AQMAQMAUNg2AikdCAjqIddAxa/IWAITCoEUkJ1UhXWCmMIGAKGgCFgCBgCjSJgekSjcFpkhoAhYAgYAoaAITAmCKR0ICOox6QiLZuGgCHQDgRSQrUdubRcGAKGgCFgCBgChkAbETA9oo21YnkyBAwBQ8AQMAQMgWEjkNKBjKAedg1Y/IaAITCpEEgJ1UlVWCuMIWAIGAKGgCFgCDSKgOkRjcJpkRkChoAhYAgYAobAmCCQ0oGMoB6TirRsGgKGQDsQSAnVduTScmEIGAKGgCFgCBgCbUTA9Ig21orlyRAwBAwBQ8AQMASGjUBKBzKCetg1YPEbAobApEIgJVQnVWGtMIaAIWAIGAKGgCHQKAKmRzQKp0VmCBgChoAhYAgYAmOCQEoHMoJ6TCrSsmkIGALtQCAlVNuRS8uFIWAIGAKGgCFgCLQRAdMj2lgrlidDwBAwBAwBQ8AQGDYCKR3ICOph14DFbwgYApMKgZRQnVSFtcIYAoaAIWAIGAKGQKMImB7RKJwWmSFgCBgChoAhYAiMCQIpHcgI6jGpSMumIWAItAOBlFBtRy4tF4aAIWAIGAKGgCHQRgRMj2hjrVieDAFDwBAwBAwBQ2DYCKR0ICOoh10DFr8hYAhMKgRSQnVSFdYKYwgYAoaAIWAIGAKNImB6RKNwWmSGgCFgCBgChoAhMCYIpHQgI6jHpCItm4aAIdAOBFJCtR25tFwYAoaAIWAIGAKGQBsRMD2ijbVieTIEDAFDwBAwBAyBYSOQ0oGMoB52DVj8hoAhMKkQSAnVSVVYK4whYAgYAoaAIWAINIqA6RGNwmmRGQKGgCFgCBgChsCYIJDSgYygHpOKtGwaAoZAOxBICdV25NJyYQgYAoaAIWAIGAJtRMD0iDbWiuXJEDAEDAFDwBAwBIaNQEoHMoJ62DVg8RsCQ0Dg//7v/9xzzz3npptuOjfDDDMMIQWLsgiBlFAtCmfPDQFDwBAwBAwBQ8AQMD3C2oAhYAgYAoaAIWAITEUEUjqQEdQT3CqefPJJ97e//c3973//q52TWWed1c0zzzxulllmqR22rQHuvPNOd+yxx7oHH3zQTZs2zR144IFu+eWX78run/70J3fIIYe4+++/v9BPV4BJdPPjH//YnXfeee6WW25x//nPf3zJXvrSl7rXve51brfddvN4TKLitrIoKaHaykxbpgwBQ8AQMAQMAUOgFQiYHtGKarBMGAKGgCFgCBgChsCIEUjpQEZQj7hC8sm9+93v9kRr/nnV+7322sttu+22Vb233h8E7O67757l80tf+pJ7zWtek93z43e/+51773vfmz074ogj3EYbbZTdT9YfYLPHHnu4TqcTLeLrX/9694UvfCH6zh42h0BKqDaXksVkCLQHASbEZppppvZkyHJiCBgCI0eA1Vv82cqtwaA3PWIw/Cy0IWAIGAKGgCFgCIwnAikdyAjqCa7XQQnqvffeu4usneDiDJy8EdRxCP/85z+7bbbZxj311FPeAx/2euut5y3ob7jhBjf99NO7Pffc062zzjrxCOxpYwikhGpjCU3SiP71r385/nCsABmVe+aZZ9yzzz7rk5t99tknjGz9zGc+4x544AG3zDLLOOR3m90TTzzhvv3tb7sbb7zR3XHHHY5VO0sttZR75zvf6d7+9rdPWZKKVTyf/vSnfdUxaZhf5dPmOp3MeTvttNPcrbfeOhbf1rjVA7rZ9773PfejH/3IsfJvoYUWcmuuuabbcccdbeVWH5VpekQfoI1JECZzn376aZ/bOeaYw80444ytzDkrVr/4xS/6vE3WfmxYfcLHPvYxv/J58803dxtssEGt+h0nHbBWwaao57L6LHvXD1zDas/95MXCGAKDIJDSgYygHgTdBsKGBPXCCy/sttpqq8qxLrHEEu5Vr3qVY4uHyeJQmPbff3/3+OOPu/nnn98df/zxbrnllusq3lS0oD7zzDMd1uTqPvWpT7lNN91Ub+06QgRSQnWEWRnLpA4++GB39dVX+7x/9atfdSuttFJhOY488kh3zTXXeDLka1/7mlPsNcDFF1/sTj75ZH+L4rbsssvqq57rLrvs4n7+85/758Q1UaTiDjvs4MneV77yle6MM87oyWdbHmAlufPOO7tf//rX0SydffbZbuWVV46+m+wPwz5oqqzgGYc6/fjHP+6uv/56t/jii7tLLrlkHLI8FnksW71lK7f6q0Lty4pWxPUXq4VqAwLf//73/faE5AUCeK211urK1j//+U932GGH+WdM9E6UYUloEBRbrdqV6TG9GVafwMpedCRW89Y1NBgXHXBMq3zk2S6rz7J3/WR0WO25n7wQBgMW5AiTcEcddVS/0Vi4KYhASgcygnqCG0VIUK+66qoOItJcOQIhOYDPqUAQfOITn3Df/e53PTAQ95dffrm3mi5Hyt4OA4GUUB1GmpMpznBQ9I53vMPvJ19UviuvvNIxGYM75ZRT3Ktf/eour6wquPfee71V7ze/+c2ud+HNH/7wB7flllv6RxDiEOMT5ZpWWIdVDoj/s846y0f/ile8wq/gmG222TzJf9ddd7mvfOUrw0q69fGGfdBU6H9aXyEvZLBtg7dxwa0sn6zegoT5+9//7g9lxmIaXfUvf/mL+9a3vuU++MEPThjBVpbvtr8zPaLtNdR//lIENd8SKyBxWOKiE0yEC3UxI6jr1YAR1PXwmsy+y3T6snf9YNI2HQcLccZebP+HPDFnCFRFIKUDGUFdFckh+TOCuj6wITlA6KlAEDBApNy4N7/5ze6EE07wv+3f6BFICdXR52i8UsRibIsttvAHoc4888zuqquucnPOOWe0ECyVxcKIAR3LKHVbBTzfdttt7gMf+IAPt99++5WuPuF7Of/8873fww8/3MfpbybgX9MK6zCKgGXQG9/4Rn8QKyt1zj33XL+9xzDSGsc4wz5oKvQ/41JHbRu8jQtuZfkMV2/Zyq0ypOq9Mz2iHl7j5NsI6vbU1rD6BCOo21PHE52TQw891P3mN79xrIrEmCx0Tev7w2rPYZ7r/DaCug5a5jdEIKUDGUEdojUBv4dFUGPd8qtf/co9/PDDfnk8gpM9A7VBlBUVUog9YjkEhz1Hp5tuOu/93//+t7vnnnvc7bff7t+zh+oqq6zi5p577p7oIKFIm/0gH3vsMb/kFuvHueaaq8dv+ABihLT1QK4wffUXkgM8yxMEYRxahioH+pBn0qacs8wyS2OEDPFiwcn2AuSNbVnYx1Vx1XLlr2E5NtlkE58v/LztbW9zdFLqIPnAqUrdahi79o+A4ky9musPAchinWRJ7aPPwZ/nnHOOX0IGmf2yl73MJ4pSyEoC2j6rC7DujTm+Zw5RZf929ry+4oorJnRPyKYV1liZB332xz/+0U8iEM8BBxzg3vWudw0a5aQKH/ZB+f5nUhV0zArTtsHbmMEXza6u3rKVW1F4+n5oekTf0LU+oBHU7amiYfUJRlC3p47bnJOm9f1hted+MTSCul/kLFxKBzKCeoLbSJMENcuuP/e5z3nLwueee66nZOwRxJL4j3zkIw5Ss8ipQOU9ForbbbedO/XUU/2ejv/97397gmHZiAWjEkccpAOp9Oijj/b4ffnLX+7zOG3atJ53PAiXnHEfW3YWkgP4yRMEEOJsHQDBi3vTm97k0/Q3Jf8grg455JDMx+mnn+7WWGON7L7uj5/97GfuxBNP9FsQ/O9//+sKDjm95JJLuo9+9KM+f10vX7jhMCIOLqniWGID6W1u+AikhOrwczD+KfzjH//wVsxMCCEL2Etacc2XjgPpOJSPCYG99trLbbvtto7wTNRAPvOOfa2LHCQ2ZDYOebbrrrv63xP1T+Vrm/egvu6669w+++zjITrvvPPcCiusMFFwtTLdsA/K9z+tzPAUyVTbBm+TAXZdvWUrt5qtTe3vbKK7WVzbEJsR1G2ohefzMKw+wQjq9tRxm3PStL4/rPbcL4ZGUPeLnIVL6UBGUE9wG2mCoMbaDSHxk5/8pFJpsKT+8pe/7DiUMeZUoPJu44039pbYjzzySMxr9my11VZzHFIGMa1L6bOXuR9YUbO3aYykboKgJjmsMm+44QafMh8BG/kvuuiiuZx03374wx/ODgSbb775vKXl9NNP3+2pwh0kPgejcBBbFYd1IvllD6fQVSWoKd93vvMdt8gii4TB7feQEEgJ1SElO+miZbsO9jDFxSaiwgIzkYN8Y7uJiy66yH3jG99wxx13nPeSOvCQPVNZfse3fNlll7kFFlggjLrrN4cXMdHH5BakbNHWI2Eg/EKUE3/+G+YdE3VM3ulhtipfqxLUOtFGu9O2F6bPbwj73//+9/7KRBWyoMhvPmx4z8oVJtOQ4ez5jUN2zjvvvJm3WDmzl/JjFBiG6aV+U6b777/f0YfR9zFJitX9IK5fgpqVTdQTjra84IILJutJ64RJ5fyqG1YFgHdRX0466Af33XefXz1An6sTybwra7u8zzv6NlZG8Uc7IV36VVYcNe0oN3VGWky4g9Viiy2WfUex9PoZvPVTJ/m0B/n+qAMm4R544AFfN6xMU1mRT6ffe0hQ2gFpcIAkbS/flsK4tV3wjL1ykW/ogqymCB313o+cCeOYqr8VNyOoJ18LKCKokZnINbYsw4gGh8EQk+442sSgsrSOLArHW3kd7JlnnvEyA/0FfWLppZeufe5NXbnjQZB/zz77rDdIiPV56ie8Ip+QWTH//fQJ9HMPPfSQl8sYdtHv5HWqYRDUpPvggw/6Pm/22Wd3nP2R1ynDchf9HlY/HfYLoQ5FPZNvMEM/5JyXohWNRXkOn/ejQ4bh+T1Iv1o3rOpoMd24SN/vt677bc9N6236zWEUyTiOdvrDH/4wqwa+m9TK9X7lQ5aI/RhrBFI6kBHUE1y9TRDUHPh10kknZSVhAIKl9Bve8AZPxtxxxx3u2GOP9Za86qns5HUVqPilE8LKETfHHHN4RQri5he/+IUnMRDk6tiz9KabbvK3DH5YVv+Wt7zFH6aD8oPipG6rrbbyVtd6r9dQYeJZXmniWUgOcB+zYGM7jV122YXX3mEFvueee+ptzzU8RI2XHPwThu8JUPAAgbvbbrs5rKfVoTRRz5tvvrkfFF566aX+UAEUQHUQ/EwahINGlFk6apQ1tvhQrDfbbDO38847+6D4RxEIlQWN067DQSAlVIeT6uSLlcMNkVO4dddd10+yFZUytOhlZQPyDKIvdeDhb3/722zw99a3vtWHy6fBd8gKEWQPcoBvWB2y9LWvfa1f6cCAIeZUZqGcsgqDyS1I7gsvvNDdeOON7m9/+5s76KCDsi0zVL6mCGoUWCzDr7nmGp8sv7EWVwdpBxakyaqR0EFwLbvssj7fq6++eviq9Pf73vc+d+edd5b6ieE4agxLMygvUZ6ZxEDWQsyp7CQc3y99GKt+2KKqHxf2QbH+J4yTtoBsv+WWW/w2M+E76om+kMlR+omY0/aifSbtgrb1gx/8wE+8sMXW1Vdf3RWUMn/+85/3W2w9+eST2TvKvvbaa/v+g/ZBP8WKAtImvqJ+BJKCSQvwfPrpp7P4+MHAhNUM22+/vV8V1PWyjxvIWtJi5UPYRxIVg57111/fr+pabrnlemKvOngbtE5IeNDv7+6773bHH3+8lxW0V3XUEWQI9YQuUdQu1H/ZlfrFGIDyhvVGu+MboM5YYZZ3VSfHbeVWHrnq96ZHVMdq3HwWEdTIT87AKHMY+rANYB3XryxS3YW0dKwFkcW+8xxQDfGmDjm06aabun333bdrnKLvw2u/ckfjYLUGsj81blP/jI/ooxgbffKTn9TH/lq1T8Az4y36nq9//es9fTUrXt///vdn55c0SVBTf2xjd8EFF7gnnngiyz/93YorrugP+GaCMOWG3U+H7YU+gjYBOckqO3QOdYxLmdBg/M9YGt045QbVITX+QfrVfsOqjhbT6fPvBq3rOu15mO2B9pgfd2gdcGX1OeOTmBtUPsTitGfjh0BKBzKCeoLrtAmCGgIZocWsPJ0BBELeQbpwWnRoZc0esCgCeacCNXzO/tGf/exnuyx7LrnkEnfUUUeF3vxviGwG5FgCqWNmFUthBtc4LBPZNzY/Oxx2gPhTpYnf6kJygGdFBAHkFyQYjjyxf22RdYLuc4tfPhoUyTKrNPzFHJbM5EcdA0GUvRAL3jHbvKNYdobkAUvqlbDT8HpVZYh7ltxicW1uYhBICdWJydV4prrTTjv5FRohuRsrCQQjg5A///nP3mITeYJjSx61RIqFC620Y1v2QMayx2qoXMfiQRYceeSRjomkvAtlFt8/3zZb8zDBpK4uQc3AkIEggwDc7rvv7iCP1VF+CFYIeHXsr40LBzgMFJAz4JyyZiBsFYKaQSqHpambCAw17fyVdkK/dMYZZ/iJUX3PNwv5GhKePAMXyOG6LuyDivof2hQraa699tquSQ/6IOo3JM2xQmaSJNbnaH/MYaG0d0hLJojVYd0eEtRMaBx22GF+sK1+8lf6JfLG5KduecMkUGwShvbN5Eg4wUx/yuD08ccfz6ImTsqA1Ve/DgsctuPRSfGieNAbsOalLYYuNXhrqk4G/f4gI9BtGKziKA8TW1hzq47Ec0gR5M7yyy/PbWVHHMQPcRBOuMUiYOKDyftQF6tCUCNbWF0BmW6uPgKmR9THbFxCDEJQF43Liso+iCwKdRfkBZbCH/rQh7yeVZRemTHBoHJH01SCOrV9m/pXgprVHsccc4w+9tdUn6CeyTt9K2c3lTnwwepdx2T9jMe0T4fQZEKCvgw9ocy95z3v8VvcIXdjbhT9dNheMEZDh4BUL3MQldSJ6qcxv03okMQ7SL86SNiwPtE9Qxe+a6Kuq7bnYbeHFEGNzpJfRd6UfAjxtd/ji0BKBzKCeoLrNiSoIWmKLJjCbDKQYVC94YYbho+Tv5kZDwd0CE5I67xTgarPWRKNlXZ+8MogG8splhmrowwMUmNWe5A07E+tLmZ9E3aA+BuEoM6TxRBRWDHnHYNEBv9K7JRZl+fDhveE33LLLbOBPITQySefXGgNgVUT9QhJgKPu2Ys3tgWBKkP460chIpy5ZhBICdVmUpkasUCmQbTiWBVQRhYy6YWCp45JLiadiiwMsYZhFQekJNaiWMWEjlUWyD8lifjGIHMh2KhjrClQsHSrIAYGDB5ZKRK6UGbxvR944IFeJrKyAbmCpScyhS0KcCpfY9YWvNcJR6wMcHlymmcQ4JBIyNutt97aT0zqAbTIIbY0YekdZDnEIVYu9BspR9oQpyjrX/nKV7x3LLRD2Q/BSrq4icLQJx75hyxFcWbij3wy4cdgV7dNABu2eWGyAqtV6pQBxaqrrhqJrfhRFYI6XNmEpT/WYLQtCD3aHO1Lz4wgpaJ+R9sLbYk2rwNCJktYJcVAgCsOq7dw8gArXPQE2hpp3nbbbX6LHKy5aRfErVu5xAhq2j4Tp7QJsGICHItbrG+5h/D96U9/6vt8MKcNgifEal0HyR7uJQ8RQv2RFqsQaGvXX3+9X5WgcTNpThnVpQZvTdXJIN8fg3GdbAIn8MUAADypowceeMC3USz5IJerWhEqBoQJV3HRZoiDdoBuAQmOtTzkteo8+RVcTK6pXoIVHPWPgUGoL5LfKvqq5suu3QiYHtGNx2S6KyKo+b7pdzAmwtoXh0xVecB92L9yn3KDyKJQd2GiFf2KFSz0U+hOWHLz7WNMhLxQh4ynTwldE3JH45sIgpp+k/4TxwQs1tKMY5eQ7ZDoq8EKHZI6RL7Sb4JNP+Mx7dPRO5DJyGMIXPRP0mSbNsbr6CqMk1UWc94TRhd5N6p+OmwvtA/0byY2meREP2GCg+3Ufv3rX7uzzz7bt3PyygG7YBduL6ZlaEqHHKRfHSQs5dD6jOn0+q6puk7pOORnFO2BcRXfPCv1MApBHwgnWfL6QZPygTKaG38EkjqQNBrvpKisa9Zbu44IAVH6O6IE1P6TgVZfOZROJEtLDhyLxiHKUuaHvAmJFPXHQxGWXX7FwqvQrxAdXX6FgOnxK6RLlx8Z/Pb4EavBLj+iVPT44YEogh0Z5GZ+ZQY66k+stjI/lFcG6lF/qYeypLwrHiG3UkE6ooB0hSmqVxnAZv5kUJ6M1zwMDwGTlc1hK8p+RxRd37a5CjFSGLlYT3fWXHPN7DuQffcL/fJCFPvMrxC0XX6RDTJZlb0Xi9Ou9+EN35vKaCE/O0J8h687ocwSotD7FYuRjhB2Xf70RuWrDEz1UXaVZfgdnmt6MXmAH31fJm/Jp1hfdorkY5Zo5IcMQLM0xHI24uN5+TpRGEYz9MJDmeTryMqejhBxhd7ESiprS7L/Z6G/ohdhH1SEryjwHRnIdmTwWRRNRwa43o/WpxCwPX61vagfvpNY30m7kO0vfL3xnQgJ3xMXD/jGhIjohH0KcefrWZZvZv2nTN50ZHI5Gh8P77nnnixt8ieD60K/sRdiBdgRUiJrc2KZFfPmn/HdKxYyYPf9vHqWlUX+He0y5pqok0G/v1CeUO4ih+4jls0dISeKvESfi1Vzho+Q975uYh5lciGrM/AUAiHmLWsnpndE4en7oekRfUPX+oDISpVRN998c09+ZcItey9EXs/7qg8GlUWh7qL5Pfroozti6diThVAnkG00et43KXdkEtTjg/5SxaGXkf/999+/x3uqTyAA/aGWnzG5bPXWEw8PZLvMjlh1Z34J049czPfpcnh3ob4ipHAmg0nvl7/8ZVfeRtlP59uLTLJ0ZEKjKz96Q77E4CTDSra20VfZtUk9fJB+dZCwFEbrM6bT6zttX4PUNWml2vMo2wP5ke0WfR2/7nWv47bQNSkfChOxF2OFQEoHyhjplMexKvUYZTYkqNdZZ52OHAaW/IP8uP3220tLCZnDAEdmvjsMemVW0w/kxEox6zCKCNtQoEJol5FGEAEqeLnSgRc52V6kyy95y7t8BzgIQU3cYtHYlSbERN6JVVDmRyzCS8ubDxveo0wpFmIN1zPgD/3qbzpo6l3DiZW3vuq6hmRCPwpRV2R2MxACJisHgq8nsFjqZu1fZuB73usDCBX9TriWkcqEEcti718sADtiGazR+GsoF8QCqQNRXuQgEfkuNe3895eXWWXkGmmofM0rsxDa+o60YuQ04cV6N8sLE1zDcOFgNE9canoTiaHmYZCrWEx5HCFz65KAVQjqqnmDpNS2JVtN9QQL2wTkr1jF9/jhwYknnpjFk2+jsQBh/ZF+vp514MG7WF+dj1P2hO9AiOJfVhHkX5feh30nOkXKySqtDn/UQ+hSg7fQb9nvsjoZ9PsTi2mPkWxNVJaFvt799a9/7SDvqAMGjLIVTGk8YjnWUTKIK4PbvFPdo0qbyoe1+2IETI8oxmbc34yKoB5UFuV1F/qEIseEt8qKvOxqWu5oOqMgqJF5avjAuC0mA0NMwrIiZ/uRi2GfLtbHXZOsYVr6m8lD0uJPrKz1sb+Osp8O24tsp5LEivEtJDb5BmNZ2deV91AHGVQPH6RfHSQsBdL6zOv04TswGLSuiS+l44yyPZAfTa+MoA6/mab0EtI2N94IpHQgI6gnuH5DglqWFPWdG0hkCA0UB6ydtDMLr3QQcuBX9g4CJ+ZU2BI2JnDDMLLMKYsP/8zoF7lwUI9f2YKjx2vYAeJnUIIaoj4ss+z11ZWmHCLQNTvNoLdfJ0t5MizAsKqT/cyycHRgMaeDRDDpRyGKxWnP+kMgJVT7i3XqhkJ5WWuttfw3gMVpkaPd0/71j8FEkZWybGGQ+ZNtFHqilH36/XsmpPLkdY9neYBFkVrOyBYf3vJV/YUyS7ZsSk5wqXwNZasste8wYahlKyKnSRMiUWW8bJvUlRfN06DXKgT1RGI4aPkIT/+jeMsS3lpRhn1ZkQV1nQh1ZVNsVZO2F/JaZsWsq4WwRMZCL+UYPGqbJu6QoIaw14nTPBlRFi+WdcTF9yzL2Mu8Zu/4/pSQkC2ykt9PFjDyIzV4iwQpfFRUJ4N+f7Ik1mOEPgap36QLV3FVWcFF2uEqrpjcUd3D9I4ma0rWRtuq1WYBbVFsoyKoB5VFoe7CapSULiTnYnjZlSejmpY72h+MgqBG5qkeUEbQh80r1B36kYvap6PHyVaPYdSFv2WrtyyfOjE7yn6ajIXtRbbfLMxr+AILcMUXo4DQNalDDtKvDhKW8mh9hjq9llPfDVrXGl+ZjjPq9kCeqhDUTcsHxcKu441ASgcygnqC67cJglr2LOzIXo1ZJ0BngDBkuS9Ln+gElNDQjoJrEwS17AvblW4ZQX3fffd1+R0FQU31yr6WWbrgEM6Qh/lnwAhh3a/TzhZsd9lll8rRYG2m9cIWATGng0T89aMQxeK0Z/0hkBKq/cU6tUMpscU3GLMQZeCkhBnLBvHHtyB7JUeBU4tnvpv8EkQmrfR7S1k7h5GzFFfDYc2tLlTa2cYo5VRhVWWWrSggtjXuGEmUj5NlguqfiU1WyUA4NuVSBPVEY1innODCgA5rMwhBJkRwLJVVDMss92Np9UtQgxv5YKURVrpaZ7qyKbaqSdsL21ZgzR9zclhhVhYGDFVd2P+FBPWtt96axXf88cdXjc5vZ6KYxrYriUUk+1VmaQ2y3J24ywZvsbR51k+dDPL9MemuGDHJxiR/0ZLyojwXPVdL9KoruIiHNqiyNbaCS3UP0zuKUO/vuekR/eE2DqFGRVCDxSCyKNRd5GyDJLT0BSq75OyhzH/TcmeUBHVI/GIoUNUNIhe1T6fuqrrQilr2fvbBRtlPk2DYXmLGY0VlUf0WnkJd0zrkIP3qIGEpj9an6vRaxvDdoHWtcZbpOKNuD+SpCkHdtHxQLOw63gikdKCXUDzx5A+F4vrCLT/NjQCB8JBENtE/88wza6UqM2b+4D8ZoPpwHF7FAQ5CfPtDkDQyDnPggCQhgtwjjzziH3NwlB64pP646qb+/I5t+s9zdUJk+AOS9F4GpY7DwWJOthlxlFcdh1KEhzbyPDyEgftBDkkkPE7IAF+m5++cP6WaU5jBRAb9/jAK3nH4GRv+9+ukk3IctoCrU5fkRZbi+nAcjsGhGHknxLrPL8/7OZQjH5/d949AcmP//qOesiE51I8DYnDbb7+9PwTQ37zwj0M4ZOm/v+OwlZNOOsnLCg6ck73N/AEd6p8DiMT60XGIqwx0/EF0+o5rKGNkSwV/OF34vug3B7/oIY6yD67jEDdcGF9MXuXjU/mKbKVMMpnlD5tTf7JVQ3bonT7LX2XPXyf7LXaF49A7ZJiQTf7Kfb+OAxLLDs8LyzwRGKbKJZOhjkM1hUj2hz4h6/luVb/h0J5FF13UcVggLqzPVNy8F5LZy2F+c7iUbL3Bzx5Huhy0Sb9InjhQOMwHB+lyIBUHU3FgXaxPDtsL/W3McaDmrrvu6l/F+tVYGJ4V1XN4YKGQnZUPkeRg0nPPPdcnx+GnHJ6UcmFaVb6fsviqHCDURJ0M8v2RPuWUiaisPVImDnLlQEK+Xw5W7cchQ5GlHMpJ/FUdMojDqpZeemkn1k5dwVT3ML2jC5aBb0yPGBjC1kZQdEiiZhgdRbZI8LccPIqM79cNIovCfryK7OXgO5nU91nlgDz6UVzTcmeUhyQi1+jPOaRQJhZ8ear8G0QuVunT83kID/ITItTrjWHfOex+mvzUbS9aBngH2gv6zk033eSvYVxN6JCD9KuDhKWMZfVZ9k7xyV9jda1+ynScUbcH8oTuDGfBYZnUacw1LR9iadiz8UMgpQMZQT3BdTooQS2Hf3Wd6ssJv5z0W+Rkj2sne0H717HBMC9UoPJ7MhDUlENmLz1Bz28UEbF0dLIftSfzeYY74YQTHIpRv05mCT1ZRnjIIZTUmWeeuTQ6sV5yG264oRPLc+9PthxwxJN3qgzx3AaKeXRGe58SqqPNzeRJTSd45pprrux0cC2dDiLWWGMNJ4e/ObHkyEjs/HcrVtUOhRcHkS3LUTUaf0WZQqnCMSHIZFIVJytV/MQffsXqxpFfXKhoVxnkqXxlcIfCzoQhyh0OUh35xMQh1zIHGciAEcVfVn50eZ1xxhk9OS+HrDlI/LquiLjUeCYaQ81H/spA47zzzvOTpmCJW3LJJd3iiy/uZp99dn+qPFgxWapkNX6GQVCLVayTQyw9YUga9AkrrLCCH9TLllxOLLmdWHR70pr3uFifrO2lrC+W1UieKCcOJhbEuoufSVdUz2H9JiMp8MBkjliGF7x98XGYFnUHRv26ssEbcTZVJ8Q16PeHHsZkG1faQ+j4ZhnUyRYsmfFI+L7oN6QX5Bf6ArKoqpOtgjw5M8sss3gCIQynuofpHSEqg/82PWJwDNsawygJajDoVxbV1V2YbJUt0zzsIUHdtNwZJUGNjJVVe7Un9QaRi1X69Hzblm3mMl0WAww5dNATg6rL5v1Xva/aTxNf3faieUAnQdfAoatgHBD2+03o4ZrWIP1qv2HL6rPsneY5f43Vtfop03FCTNV/3Wud9kDcVQjqpuVD3TKZ/3YikNKBjKCe4HoblKCWZZd+kEMxGFzccMMNXdaE+eLttNNOnpjleWwwzHMVqPwuGxTzfhwsqMlnqDByj9UbWPEct8ACC7jLL7+8FDvvseRfvnOoYskWEgtEHRJfYVKqDPHMBoohMqP/nRKqo8/R5EiR7+/QQw/1hUH5RgnHYeX6oQ99yP9WIhFycYsttvADC9lj3snegf49zxlwYJE6bdo0d/HFF/cQPCG5TTjCV3FMaCE/cbKszcmWPv53XaU9lK9EAHHJoI9Bpizf83FCqkOya1vzDwv+UWZZ2uflGQo2FlVKvtInyL7GTvb2LQgdf1xEXKrvicZQ85G/QvjRJ+KYzICgx0I577BWxipfrcS1XeX9Fd2nLKhZ2UQ7lO1bHJMFcgCQXy2Ut2qHUMfilf4I0jzWJ2t7KeuLm7agph0xmY0Dx7XXXrsIisLnq6yySqXJH1lem00U17GkiiVcNnhrsk7CtAf9/iCUZYsZd/PNN3srZtlqJYueybPjjjvOzTvvvNmzsh86yVdnBRfx6Squ2Aou1T1M7yhDvv47le0qq+vHYCHaikA43sDiWPbk78pqkxbUYcR1ZVFd3aWIoG5a7iihJecf+EnesIyx35tssomfpCfcMccc0+WlrE/AI4Qcq+PmnnvubDzYFUHBzSBysUqfnk8WnZYVvzj0YWT2KPtp0q3bXgiDY6IeozAcfd0cc8zRZWTShB7uIw/+DdKv1g1bVp9l74Lsdv2M1bV6KGvPo24P5KkKQd20fFAs7DreCCR1IOnQvJNi+kM79N6uo0Fg0D2oOdRB9wRjT6xwX7B8CR5++OHsMDLCTJU9qMHhueee6+ihR5R9u+2268LitNNOy8NV+579y2R5blYf7CdddgAGJxqzV6TWH4evhftjhxnQ/c7wa3tBhsiM/rfJyuFgzl6ouo97eGCs7tHO98thsOo4BIzvgf2o2YcfJyRP9j2xZ1/M8Y3pNydEbMxL9Bl+NVy4Z2zdfflEWcvi4WA79iNWp/u5kY5Yk+rjWlf29uNgSJUtHJon1sS14pCJxyyP4d7EGslEY6j5yF9lNYrPt5BpyQOfwv36fvjDH+ajKr1P7UEtEyMZfrLssjQuXnI4KHUe65O1vcT2N9SIORRR22adPaiL6pl9ujU+vr9hOvpNTavOnvCxPJXtz9hkncTS1meDfH/IN5k472y77bYZJrJKQqNOXmWiw4djD1cOTKri8CcTED4c53XkneoepnfkkRns3vSIwfBrc+hR7kFdhkNKFtXVXdBJVFYTt7qm5Q6HV5OObH+iSRRewz30ZduzHn9lfQKeQ52L80CqukHkYpU+PZ8PdBTF/gc/+IF/Pcp+mgTD9iJkaD6LhffoY+Q9PGOpaR2yMHF5MUi/WiVsWX2WvSvKc6yu1W9Zex51eyBP+v3kD07V/HJtWj6Ecdvv8UUgpQNhaeVdyqP6s2uzCAxKUIeb+9MBFB2wJdZZHQ5Z0g6Oa2wwTOlUoOKnbFCM3/CQJfxPxCGJRUQU+QsdA72w/PobRaOIGA7DV/ktVnldaUBAhQeqaRwQXLLfZJffsnKoMkSebaCoKE7M1WTl8HCHoNLvEhKQAYNYOPtnZ511VlfCEKdM6uBfSTmxLvD3EDRlskiJ8M0228xPXnVFHLmB4MUvaZGmWL5mvkKlHXmccipfkQ0c2hc6BlvIZdIRq6vO3XffHb6u9Ts8ORvSq44rIi7DOCYSwzAf+pvJWW07smRUHxdeZc/dzH/TBLUeJsWALJxUKcqMWHH5vMT6ZG0vqb5YB/X0K5C+VZxYYWUY5CciZKsw/45vqe4ER5W0Qz+ad64ciNqvKxu8NVknVfI3yPfHhLriz2R6VRemGTuEOhaP7OGftYGY/qi6h+kdMfT6f2Z6RP/YtT1kWwhqxSmUC6EuUFd3KSKow/ibkDvIPPry2KHBWia9hmPQfgjqcMwm539otKXX8GDffuSi9un0rbJyrjQtXqJvYrSh+k1oIKH9xCj66bC90NdWceFh1PkJhyZ1yCp56bdfJe6ysFqfMR1N3zVR1+SjTMfh/SjbA+lVIaiblg+ka278EUjpQEZQT3AdD0pQQ2is/YL1i3Zep556akcHmw899FBH9mztshZWfxAtsvdWDwIqUPEXE7hhgFA5wH8ZKSSHRGUdLH5jikzYAeInRvhAWvFO/zbeeOOO7Dvbkf23OxArRR3+k08+mVkValiusgQ+LNJAv1EkwkE/8YOzLF3uUH4IKTmIMSPWNB8oH2VEhg4S8d+PQjRQoSxwFwIpodrl2W5qISD7MXe0rcsBgh1WNtDmmZ3HSjTv+OZ5j/LH96VhZZln3mvXvezPmskPOcCli3Du8ig3fJcHHHBA5l/2vO7yEsqsmLzq8iw3Kl+LZCsyQq2fZWuOHsKOybTQeikfv96H8la2H9LHla5VCOqJxDBWCCxBZdmtrycsyFPu6KOPzuq0aYJaVzbRHstWNZFHVjbRvmnHgxDUkIvEwR9tOuXyk9uqM2i4cMVAFcIf65199923I4ckVmqfmg7XMO+yHUpy0ojJKvptOYOjq78vG7w1VSeDfn+snKriVOawKquqY2JCJ76RiWUruIiTvOgkH/5jE/UqU03vqFoL1fyZHlENp3H0NSqCelBZVFd3KSKom5Y7KseRPfSPRY53TAJrv9cPQU2/t/766/s40B/uvffeouT8c/RB2f4qS7Mfuag6IPmusorvsssuy9JjMjt0o+ynw/ZC3mnnZY7xsBx6nuWdcoSuSR1ykH51kLCUR+szptPruybqmrT028DgMOZG2R5IvwpB3bR8iJXbno0fAikdyAjqCa7TQQlqss8S8XBrCe2sdbAe3sser1lnwXPu8y4UqDGBG/qfCIKa9LfZZpuucmgZucp+nGEWu35DeoV++X3jjTd2+Rn0BmszlJZ8OkX3ECVMNJQ5HSQSRz8KUVnc9q4eAimhWi82851HYJ999vHfDqQdpAlt/rDDDst78/eQufpdYZGsvyFnyxzfW7iipOybkj3WsnjZZiQ/ARYq7U0Q1OT7wgsvzNKUQ1O7irLLLrt4eS97dnc9z99AFCoet99+e/516X0VgnoiMSzKvByG68sse1IWWhEzwKTfCmXqIAR1bOVLSP7GrFI1//fLyiY5hyKrp0EIavod2fc6i4s2XWT5jPW4flvaRvIEtRzU05U3JoGLHFbPWEcRF99tfmVAUTh9jnUS1nKal5heon6vu+66rO6wwAqtxXXwBkmbd03VySDfn+xj78sICV82ycRkum5JVseCmjKHFoEQL7EVXPjDCk8t2MA91o7xp99JmYzEn7l6CJgeUQ+vcfJdh6BGFvTrBpFFpFlXdykiqImrSbkTkmy6Oo40QocV80YbbZT1GciwMoI61idofOhS2vegO9x22236quuKzqMTh+q/H7kYjrHZoo7t6oochlxqsMBqwrxuO8p+OmwvlJ98xQzNKAt6MhPWihPEOnkNXVM65CD96iBhtSxanzG+RN+Bw6B1TXplOg7vR9keSE8JasoXblfIu9A1KR/CeO33+CKQ0oHskERBaCKdDD6cLOP2Wah7sE2Ybxls+IOWhIjoORGeg5k4YEmUGbfEEkv4A5s48AsXO4QiPEgxPIAsTE9/CwniZFmU3rrrr7/ezTbbbNl9+ENmu/1BUfpMSCcn1s9666+yHMjtvPPO2bOi032lk3bS+TnKHbq55prL4yAdZ/g4+y2z407I7ex+oYUWcpdeeulAhyNmkeV+cGDBSSed5EhTSJGut9NPP73jQKJdd93VCVHQ9S52o6da884OK4ohNLpnyY39R5eVSZmSkGdeVoWFO//8891yyy0XPsp+6wFf+oDDa8QyQ28Lrxwsx6GkQo55P3xjQpK55Zdf3t8jlzkUSJRyfz/ddNP5A/jy32vdg2N22GEHJ4pc8gBaIeqdkHE+bT3ET8g4f+ChkIn+OXnmsMgVVljBzTfffO6ZZ57xh0oiey644AInFixu4YUX9odFzjTTTD5MlX8yQMwOECQPs88+ezTYRGEYzYw8FDLYy1zeL7nkkk4mJN2yyy7rnfOiRQAAQABJREFUD5vkkDzZNsaJVb4j3xyKJFb5Pir6BFH8K/cDjz/+uJPtKHxY5DiHMXIgpVjiOJl0djPMMIOTpZZOVhR5P7LHtONAZMWRvvCmm27yeRVy1z/HL301bX2xxRbz4fhXtb3gl2+HAxmFmObWrbjiir6/W2mlldw888zj+6KLLrrIHwY155xz+gMQr5VDi3CxepaBuj+MSeNDX5EBl4+LMLQvvg8OOaKfw8me1bUP5STcnXfe6Q+skkErt06IUSfWV468039yMCWHnmp+8SPbdjiZnOend7KiwolVtf8tg0XH9yGryHzdcFDZoHUy6PfHgWmy1ZjPH/hzQNfqq6/ull56aX+YpkxY+EOsKSflxe23335uq6228r+r/JPhitcraAs46p16kwk8fxi0EONO9jD1sk3bP7qnTEpF2z/ylHo2vaMK+tX9mB5RHatx85k6JJHviQP9ZHWNLxoyfrXVVnNyloY/rB25xiHPZW5QWUTcdXWXokMSiatJucMhdTJBl/VjHPKMDOSwWPoJ9BvZNsD3C8gu+mDZqsj3+bJi2Pft5AlX1ifQP+DIO300egGO8ZmcA+APt0S3Ij+kiexGfqqOiD6B/JZVsYXjXh9h7p/26YxT0TOpSw5zpm+lPDjG8jJx7mSyIwtNfxGOj/XFqPrpsL2gd8uktdc5ZaLTyfkfPu+0aQ42p35kotpnEX0G3Yzxed41oUMO0q8OElbLovUZO8ha3zVV11Xa86jaA+VHX5VVpR4Kxmh8N/RtYhDg9WBZzeffNSkffIT2b+wRSOlARlCPfRV3FwDFR5Z1euKWzpyO9GUve1m3J7ljMAwxw4CZwfS4Otnuw/E344wz+sFXrAMMyyb7r3kiQp/RyXIi8jAdglmsmLzCQTorr7yye/nLX+6F+DDTtbiHg0BKqA4n1akVK4MRJqFwMaUvRAPCiskqdWLR4mTbI70tvTLYkYPBnGx1VOoPklcsmf0gMu8xVNohxiF0ypwqrKlyiRWlJ8wZEEFmiYWjW3DBBf0AibyQbuiQfRDX9AHqIDyZ5FtmmWX0UaVrVYKayCYCw6JCUHZIabHqybyAC30hg3/FhkGgbAPjmIzlxHScLD/1ZH4WMPGDyYx77rmnx9cpp5ziyVVwYQKEwS2OCQ4miBmM6jMmDTiVfdZZZ3Wf+tSnvL/8pHHV9uIDyz8GvGJJ5olZfZa/ggf55NvhiosR1DyHeOYb0cEm+gLkCYQ85C/tFEdZIIX569dB0JKWkrNF8YAXE+6QpqG75pprPKEbPuM3JIJYzfu2Omid8D0O8v0xIY6MEguzLJvoL5RJCSt9wcBfVlhFiWP1E7uKFZWfNIBQQv8oc8haJliKJrCMoC5Dr/93pkf0j13bQ6YIavKPnJMDdKNFgSyVbf+i78KHg8qiurpLGUFNvpqUOxDN/JU5Jt0OOeQQP9mmfulP6ZvVpfoE9UfeMbZiYr/MMX7D8EgsR913v/td75XfyOqqTvt0CGmx2PZ9mWyRVRgc2YzBAsYIRW4U/XS+vUDk05/qpHIsb3AMEPvoPkWuCR1ykH51kLCUSeszptPru6bqump7HkV7oOzobLLyL9OteaaO8QeTLOg3uCblg6Zh1/FFIKUDGUE9vnVrOe8DATpTJXboXGVpl5t//vn7iMmCTFUEUkJ1quLSZLlliws/ACBOCBpZql4YPaTjpptu6h599FG3yCKLeEsayMCqDqtjSDosZFiRoSQm9QwRB0HDgFGtX/Pxhqs+ilZ8hGF0hUpqdQphfvGLX3hrSPIkS1Tdcccdl0UFCXvFFVd4AjFPbDGgAROUY8j1uk6W8nqrIMJdV2JBrfGOGkNNt+hKPYBNuMIGAhCLYixpwQX5f+WVV3qyEJK1LkHNBAokAyQ1cWHlS1+CxYiu4CF9rOFuvfVWb2mk+cWiiIEu1ibkCStq2VPZ13eeoK7TXjR+JiqwiGWlFGSvruABA1kW7XbccUf/reBHzqzwwcrqGQtqCACsvim3fiMEnGOOOTwhD8nJ9zeoIy3yJVtv+bQ075qWbCHircSZrIk5LORlj2pPzBIWQp06x8oN10SdEM8g35/sHesJZFZSMDkW4kncTCjJdjXeyrKOLCNs6JBpWLlhtKCrLnjPKjcs9iD48ytCwvD8xsqQ79ssqPPIDHZvesRg+LU5dGgIg4Um8ifvWNFzxBFHOAgnvn9kFfKZ75H+Sa108+Fi9/3Korq6S0hQY9nL6oyYa0LuEC+rYSCNw8k8njPBzKonVsTgIOrpf+jr8gQ171N9An7UUR+Q1JCm1JE6jATQqeiPId5I66CDDvIT33UJau3TufLHJDn9KxMbkHjqSHOVVVbx+mfRCkL1y3XY/XSeoEY3pm9h8pf+OpwMpd9Cb8cAjNVsKTeoDkn8g/Srg4TV+ozp9Pquybqu2p6H3R60Tm+++WYvy/gOVRdmVQO6LHoDz0LXlHwI47Tf44dASgcygnr86tRy3CcCDExZfq2dKFaWWDKZMwTqIJASqnXiMr/tQgAlGcIRGcHWEEXbFbUr188P0BjksCoGkpCtiyZqZUybMGQLA3CZeeaZPekXI/sYEKLI91vXrOBRcqFoBQ8EBMuBaVfUT2xVE22KlU1YJjdZdwyy2VKEeGkXIQZYkbPlB88YZOQHErF2TnyQ1GBGWRZYYIGYt0aeYZkFbrRrSP2qaZE36p56YdJALXjCTDVZJwzM+v3+yCt4MkkCIQGmRe0ozH+d37Q7iHAm8SD2mXjTfqxOPOa3OQQUf9VHm4vZYhonBOh/sJ5FBrNNVyif+ynHILKon/TKwjQhdzQOVh7RPy266KKFxDhENuSxflth3qr0CaF/+g50QfogdANkZn6VCXkjTd7H0gzjq/KbuFhtS5psQTaInB5GPx0jqLVc9F/kHf0P/WbxxRf3daHv61yb0CEH6VcHCVu1nIPWdd32PIz2kC8rW9/x3WC0wHeYcvptm16SQmpyvleZSTuIOSOoY6jYs0mJgBxu4fde1MJ94QtfyCzd9JldDYEUAimhmgpv7w0BQ8AQGAYCDFryg+iydHT5KaQoy1zNGQKGwGgQMD1iNDhbKoaAIdAMAmUEdTMpWCyGgCEwVRBI6UBGUE+VljBFy8lMLMtoWTqlhycBBcveWRY3qLXCFIV1Shc7JVSnNDhWeEPAEJgQBNiuisM02caKlUIpx+FEHNKL40Cqww8/PBXE3hsChkBDCJge0RCQFo0hYAiMBAEjqEcCsyViCEwJBFI6kBHUU6IZTN1CFh0owCFHb3vb26YuMFbyvhFICdW+I7aAhoAhYAj0iQAH/rJnOY4Dttg3vchxuBOENBbXyDP23Fx66aWLvNtzQ8AQaBgB0yMaBtSiMwQMgaEiYAT1UOG1yA2BKYVASgcygnpKNYepV9g8Qc1eYXvssUfpachTDyUrcR0EUkK1Tlzm1xAwBAyBJhBgj8F99tnHH/ZJfKuvvrrj0B4OWeIgRvZk5kCjn/70p/5ASPywT+Chhx7q1l13XW7NGQKGwIgQMD1iREBbMoaAIdAIAkZQNwKjRWIIGAKCQEoHMoLamsmkRgALMQ4H4gT7YR/oNKmBtMJlCKSEaubRfhgChoAhMEIE6O8OPPBAd/311ydT5RAjDgnmtHVzhoAhMFoETI8YLd6WmiFgCAyGgBHUg+FnoQ0BQ+BFBFI6kBHUL2JlvwwBQ8AQSCKQEqrJCMyDIWAIGAJDQoBT1Fk5xKGHnL/w1FNP+ZSmn356t+SSS7oVVljB/2288cb+tPUhZcOiNQQMgRIETI8oAcdeGQKGQOsQuPXWW92xxx7r83XMMce4adOmtS6PliFDwBAYDwRSOpAR1ONRj5ZLQ8AQaAkCKaHakmxaNgwBQ8AQcBwU/Pe//93NN998bqaZZjJEDAFDoAUImB7RgkqwLBgChoAhYAgYAobAyBFI6UBGUI+8SixBQ8AQGGcEUkJ1nMtmeTcEDAFDwBAwBAyB4SJgesRw8bXYDQFDwBAwBAwBQ6CdCKR0ICOo21lvlitDwBBoKQIpodrSbFu2DAFDwBAwBAwBQ6AFCJge0YJKsCwYAoaAIWAIGAKGwMgRSOlARlCPvEosQUPAEBhnBFJCdZzLZnk3BAwBQ8AQMAQMgeEiYHrEcPG12A0BQ8AQMAQMAUOgnQikdCAjqNtZb5YrQ8AQaCkCKaHa0mxbtgwBQ8AQMAQMAUOgBQiYHtGCSrAsGAKGgCFgCBgChsDIEUjpQEZQj7xKLEFDwBAYZwRSQnWcy2Z5NwQMAUPAEDAEDIHhImB6xHDxtdgNAUPAEDAEDAFDoJ0IpHQgI6jbWW+WK0PAEGgpAimh2tJsW7YMAUPAEDAEDAFDoAUImB7RgkqwLBgChoAhYAgYAobAyBFI6UBGUI+8SixBQ8AQGGcEUkJ1nMtmeTcEDAFDwBAwBAyB4SJgesRw8bXYDQFDwBAwBAwBQ6CdCKR0ICOo21lvlitDwBBoKQIpodrSbFu2DAFDwBAwBAwBQ6AFCJge0YJKsCwYAoaAIWAIGAKGwMgRSOlARlCPvEosQUPAEBhnBFJCdZzLZnk3BAwBQ8AQMAQMgeEiYHrEcPG12A0BQ8AQMAQMAUOgnQikdCAjqNtZb5YrQ8AQaCkCKaHa0mxbtgwBQ8AQMAQMAUOgBQiYHtGCSrAsGAKGgCFgCBgChsDIEUjpQEZQj7xKLEFDwBAYZwRSQnWcy2Z5NwQMAUPAEDAEDIHhImB6xHDxtdgNAUPAEDAEDAFDoJ0IpHQgI6jbWW+WK0PAEGgpAimh2tJsW7YMAUPAEDAEDAFDoAUImB7RgkqwLBgChoAhYAgYAobAyBFI6UBGUI+8SixBQ8AQGGcEUkJ1nMtmeTcEDAFDwBAwBAyB4SJgesRw8bXYDQFDwBAwBAwBQ6CdCKR0ICOo21lvlitDwBBoKQIpodrSbFu2DAFDwBAwBAwBQ6AFCJge0YJKsCwYAoaAIWAIGAKGwMgRSOlARlCPvEosQUPAEBhnBFJCdZzLZnk3BAwBQ8AQMAQMgeEiYHrEcPG12A0BQ8AQMAQMAUOgnQikdCAjqNtZb5YrQ8AQaCkCKaHa0mxbtgwBQ8AQMAQMAUOgBQiYHtGCSrAsGAKGgCFgCBgChsDIEUjpQEZQj7xKLEFDwBAYZwRSQnWcy2Z5NwQMAUPAEDAEDIHhImB6xHDxtdgNAUPAEDAEDAFDoJ0IpHQgI6jbWW+WK0PAEGgpAimh2tJsW7YMAUPAEDAEDAFDoAUImB7RgkqwLBgChoAhYAgYAobAyBFI6UBGUI+8SixBQ8AQGGcEUkJ1nMtmeTcEDAFDwBAwBAyB4SJgesRw8bXYDQFDwBAwBAwBQ6CdCKR0ICOo21lvlitDwBBoKQIpodrSbFu2DAFDwBAwBAwBQ6AFCJge0YJKsCwYAoaAIWAIGAKGwMgRSOlARlCPoEo+9rGPuTvvvNPNP//87gMf+IDbYIMNulLl3bHHHusefPBBN23aNHfggQe65ZdfvsvPuN185jOfcddff72jAa677rpu77337ilCFT89gcbkwWSs0zGBfujZTAnVoWfAEjAEDAFDwBAwBAyBsUXA9IixrTrLuCFgCBgChoAhYAgMgEBKBzKCegBwqwZ9zWte4/7v//7Pe3/ve9/bQ9b++Mc/drvvvnsW3Ze+9CVHmGG4f/7zn+6Tn/yku+uuu9zCCy/s3ve+97l11lmn8aR22GEHd8cdd/h4X/nKV7ozzjijJ40qfnoCTdCDuriNsk4nCJIpm2xKqE5ZYKzghoAhYAhMMAL/+c9/3EwzzTTBubDkDYFyBEyPKMfH3hoChoAhYAgYAobA5EQgpQMZQT2Cem8TQf33v//drbfeelmpse6GKG7aVSGfq/hpOl/9xlcXNyOo+0W6/eFSQrX9JbAcjjMCyOz//e9/bvPNN+9ZjcOqlAceeMAts8wyPROhbSxzWX7L3rWxLLE8sZLmi1/8on+1xx57jP3KqFgZ2/DsiSeecN/+9rfdjTfe6CfGZ511VrfUUku5d77zne7tb3+7m2GGGdqQTcuDIZAhYHpEBoX9MATGBoHJoJeMDdgty+hVV13lLrvsMjfbbLO5T3/6027GGWdsWQ7HPzumM49/HVYtQUoHMoK6KpID+EsR1HyQ+++/v3v88cf9NiDHH3+8W2655QZIsThoXaK1OKbyN4ceeqi77rrr/BYfb33rW90nPvGJngCTmaAeZZ32AGsPhopASqgONXGLfMojoP1JbDWOytSiVSv9gscKksMOO8wHh/BratVNWX7L3vVbjqbCVcUjnKgc5sqopso1jvGwOm3nnXd2v/71r6PZP/vss93KK68cfWcPDYGJQsD0iIlC3tJtMwJMNNJvQv4dddRRrctqm/WS1oE1yTL0la98xZ1yyim+VPAbs88++yQr4cQXx3Tmia+DUeUgpQMZQT2CmlBCgaRipMIIspAlMSqCOkuw5Id29HhpmlApSbavV23Cra8CWKDGEEgJ1cYSsogMgQgC2p/E+hKVqU3L01D+Nbnqpiy/Ze8isIz0UVU8TNkefrWcfPLJ7qyzzvIJveIVr3DbbLONt3D6+c9/7rcyY1BpzhBoGwKmR7StRiw/bUAAC+VvfvObfpsm+s+2uTbrJW3DarLlxwjq4deo6czDx7gtKaR0ICOoR1BTSiiQVIxUGEEWsiTCgTUPmyQbskQq/tCOHu9NEyoVs1DZW5twq5xp8zgUBFJCdSiJWqSGwAsIaH8S60tYufKb3/zGy9PYqpV+QQzlX5N9Rll+tX9oY99QFQ9W0nzqU5/ysLMkdFgro/qt13EPh/X0G9/4Rse+00sssYQ799xzHdt7mDME2o6A6RFtryHL30Qg0HaCukxnmQi8LM3RIWAE9fCxNoJ6+Bi3JYWUDmQE9YA19d///tf94Q9/cLfeeqtj0LrQQgu51VZbzS266KJ+ewuiV0KB3zFSgUHWv/71Lz/I4nAfBljTTTcd3gsdYR588EH3i1/8wrHceMUVV3QrrbSSe+lLXxoNw56lpPGXv/zFvfvd7878fPCDH/QWRzSUWWaZxf9lL1/4weCPsOzjmM/bU0895R577DG/1IVDF9VpGO4JEzu0SAkI/IQkBJjef//97rbbbnPPPPOMLxuYxuIgbN49++yzPr9Vsfz3v//t/bOkLF++fnHrp061HNQny5XZS5Z29KpXvcrNOeec+rr0quk+99xzUdyp/1/+8pfuz3/+s9+ndvXVV/f+SiO1l10IpIRql2e7MQQaRkD7k1hf0nBSWXRVCdksQAM/tH8I+4YGom0kionAo5GMT7JI/vjHP7otttjCl+qAAw5w73rXuyZZCa04kxUB0yMma81auQZBoO0E9SBls7DjjYAR1MOvPyOoh49xW1JI6UBGUPdZU5CI7G14/vnnOwjOvJt//vm9dTL7dSqhgJ8YqRB+kPgp26vy7rvvdkcccYS75557HGRk3rEn0sYbb+x23313N/PMM2evL730Unf44Ydn90U/TjvtNE+Ihu+VKODZVltt5fbaay93wQUXuAsvvNA9/PDD3uu8887rrr766ixYGKaIYMj7OfXUUz2mX/3qVz1hnEUmP2jIiy22mPvQhz7kyxe+y/9+85vf7Iltnm+33XZuzz33zHvput9kk03co48+6p9tttlm7pOf/GT2vl/c6tQpiUHEc5jWd7/7XQfpn3fUK3t5g33ZvldhuhD0P/jBDxxk9UknneSuuOIKPwkSxg2utE+UQg5+MJdGICVU0zGYD0OgfwS0P4n1Jf3HWh5yIghZ7R+K+o/yHA/37UTgMdwSjWfs7AO5zz77+Myfd955boUVVhjPgliupxwCpkdMuSq3AldAwAjqCiCZlwlBwAjq4cMechhlXNjwc2IpDBuBlA5kBHUfNYCF76677lp4KE8YJYTqmWeemZHJMVIh/CAJW/RRnnPOOZ7EDInpogrG8paOfvnll/fZqUq0nnDCCQ6CN3RKFPBso4028ta3WOGGblCCGgvpueee2zHgTDn2mNx7770LrcxDgvqd73ynO/jgg0ujDAnq9dZbzx1zzDGZ/35xq1qnJMQy8P322y8jybPEIz/AmXoFr5jLp3vggQe6z3/+8z2Efz4sA3vaaVUr9Xz4qXRf9M1NJQysrMNBgL7loYcecn/605/8IUFMyi2yyCLZahxSLSOoWbnCqo/pp5++9FumDyENVmm87GUv86spYqtviIs4IWTf8Y53+EJ/5CMfcdtuu63/zbfAypvQaR6YIM2vBGLyjcldXW2jfmP51X4nT1CDEauHmBxlso59h6vILVbWdDodP3Gbz1eYf/3NxDM4heWoiwfhdQI7jEfTiF3B56677vJpI5errJ7RdGI4kgYrZ+69916PE3ixUqiqq9pWqsYX80e9YA1Ne1x88cXdErJdR1kdabvBQEAPLeJwLfpHdUVY6HuurAzDsTqMFVQpx2Qv7S/W7lNh7b0hECIwWfUI/TZj8i4v/0M89PcTTzzhZTsyizEB/R8GP4qX+guvKv94Fso25Ap9BX0q8oBVpv0aYpCf3//+9z5Z5NOCCy5Ymic8DoIFYVlJ+sgjj/iVuS9/+cu7yuYzkvunOMRkHytd6fPpX9Arpk2b5uVeLgp/i8EMK4MJw1hy6aWXLpXHsTjq1qP2t5/73Ofct771Ld9X/fCHP8yiRj4jp8tc3TQ1rjr1pH7zGKt+oXFWuabKRF+DnsMfugd6E/WR17mqpKV+JqrP6+f70Tzr9R//+If/BrkutdRSPbqx+uv3SvtBXvztb39zCyywgOObC+VFPwR12/Q5sOn3O6mLaz8yLOQw8lwY+UZPfPLJJz23xY4F/bo69cJ3iO6HC/uXVNoq02J9oYYdxjeucbf9qn06/XTMGUEdQyXxjD0lr7zyyswXjQ/L27XXXtsPRq+66ipHx4qygKMStAL6JaghMd/3vvdlafJhQry+9rWv9emgODFYw0pWXWg9zMfFB8nWDu95z3vUi48TwhdHp4cwpuMNnRIFPEMxYxCpjg6TLSjWX39994Y3vEEfuzBMnmBQT6Gfueaaywsd3kGUQCxjMQy2HJhBuVRA4GeDDTZw7OkZc00S1P3iFgpZ8pgXtJpvDnL66Ec/6pUPfQYp8eEPf9hvbYKlPJ0i252oY+DORAJ7b+ZdPt2w7UFErbvuum7NNdf0yifxhpgee+yxHvN8nHbfjUBKqHb7tjtDII0Ashn5/fWvf71nBcWSSy7p3v/+9ztW4+DKCGqVqUUylxU4xx9/vCdAlTglTto0RAB92G677ZatvqkyQZdfdaN5YLUNE28oYKy2YTUH+2NDOuhqG/Uby2/+HbKKSVpW76CoqmOQxxZXW265ZenqGu0Xwn5R44hddeIyXFVTF49QHhf1AaQNIcAKIvxDDKi+wDsIW/p5+omi1TOajq6aoQ+FDKJuWJWDQq+O/mOttdZyRx99dNfgS9/rtW5b0XB1rj/72c/8AYcQ8k8//XQWlPzTD26//fbuTW96U/Zcf6ALoROVOfQH+rQiBz6bbrqpT3eeeebx315IcOfDUUe0HQZIECWQKHwz5gyBfhCYrHqEyu0q8l9xQ97RP9D/hbquvoeMYtzCJGmMpFT5h/8f/ehHvv/i+2RVBd+rOmQfZOtb3vIWx/aG+bGO+tMrcunLX/6yu+WWW3r6ZWQUZURXZ5wSc3WxoE/+xje+4ehnyLeOIYmb9oJMpE9dZZVVYsn5/oPVs2E/AB75MQSBIdhZfQIW6iARzzjjDHfZZZd1rbaElGFSmsnpMjdIPbLyF0K8yK2xxhru9NNP73k9SJoaWZ16Ur95nWWdddbp6sM07rJrUZlY0Ys+SDsI+0Xiom7f9ra3+b4R3bCOG3WfN+j3Q9nQ+6h3OIB8++AbXHbZZb1uxHaV/bpf/epXvt2jj4QO3RK9m28czqUqQd1Gfa6J7yTEpuh3UzKM+FVnRtdT/ThMl0kE+AxWyaPDpVy/9RLWO6vRX/e616WS8lwbYwhk+C677OL7mzDQsL7xMI22/07pQEZQ16xBBGXYSTIT/YUvfMHPRodRFVnF9ktQQ0jSYamj44oNjhCwWBRhdYWlbV5xCpcmE1eVA6+0Q9a0uUJ2MsB99atfHT7Ofodh8h25egr96DMsHD772c+6+eabTx/568033+y3LUHIqqMe6ODzTokIng9qQa1x18UtVJiJQwWtxseV2UUUXKwa1DFg1kO19BnXfP2jXEL60EGHLp+uvkMJPeyww7r8X3PNNV7ZVT/gRjrmyhFICdXy0PbWEOhGAAIXUhglucyxGocBYr8ENeQuckgnpRjoIGcZlJIHdQx6jjzySG+hUIWQRWYgO9SpXEexP+SQQ3zZOCtBXbjaRv3G+ojwHUQrewxfe+21Gk30ConBNkgx61vtF6r0CUSuBHW4qqYuHqE8jvUBpIOuwIGWIZHC87xjMph6ia2eCdNBrt90001+IoIBaZHDkhoygnaQd/20lXwcZfe0N/CAQAr79FgY+kgGIGE+qxDURX1pmEbYBzLQIU+xtkMYDAJ0YoU2pqsIwvjstyFQFYHJqkeo3K4i/8EK0uBQOdyXb1Ed2GApyiBe+yvebbjhhn6Lw/w3Gso/ZB/b5TGRWeYYO7BaMkZsIIuJg/4mlE8Y8aC3h8Qx+YQ80VVBYZpVsSC+Sy65xMtj+mN14AA5DEbqeLbTTjt50kyf6TXEATwh/CHYixxxscIS4yKMnBgPYsRU5GLjV/U7aD2mCGpWA3/ta1/T5Px10DQ1sqr1hH/1m9dZ6Kd0y0uNN3bF0lodfTB9beioQ/oarITVzTHHHH4s//jjj+sjP5aj3RFHHTeKPq+p74eVD0zI/Pa3v82KqN9raKSAPNhxxx39dxGbwMoCR34gL1iRHX7TeW+Mt/mOMD7UFVus9o4ZDLRRn2vqO8njEt4PQ4ahj1Gfe+yxR7baLUxTf1M/jEN0xwB9Hl4HqRcmRpgcpYwY+cGtpRzthXEL7qKLLnJLiHGnumF/45pO26/0P7iwjw3zbAR1iEbiNx03naiCyYCJZaXM4sQcAhSrrrCjiXXwoVJBPLGB7L777psNziGmGSj34+oSraShHbKmB8HAjBLkfJELw+Q7cg0T+uEZVhIMWMOBqPrlisKJ9Z86rAjOOussvc2uSkTwoAoZoUQE/kMygnt1dXGrUqfUM9tqqENJRMjGrDpocxDXdJDqqrQl/KI40cnnHcKWsqtCyjLKMP68f7t/HoGUUDWcDIE6CIQrchiIYC2NNQgKDVasyBIGmgzUIbJRkPl2Y9+/ytS8zEU50xU4ENBYTjG5iGJPvKyKwWqKSVBkjVoZ8w6LCOQflsQ4LM80Lu4ZtIcyS/MAQcFEqRIFEKvIOJRIXW2jfvP5JV59t+qqq/o+Fgs7BicMRMCH/oIBIflmlY0O/IpW12i/UKVPIH3tF8I+oS4eYT8Q69dZQQMpQLw4Jh8oH4NO5Az1z6D8hhtu8O+pL/qI/OqZMB3OmoDwoY2wjJtysMoJy3XSYwIYkgUXWzXTb1vxEVb4R/uiHau1Em2E9gb5hC4FQUNdowvoIJS2g8KvxBTLlCkfg3t0ERwWVuGAMd8ui7J23HHHeatF3mMptfPOO/d4hTw66qij/HNWGYChOUNgEAQmqx6hcruK/EfuQbaq1TQGKsgC+iaMYPjOOTCc8Q4yAcch7/vvv38X9KH8YxtC9FjGEei+5IOxCttlENfZcnYQ/RkOnZe+lbRCxzk4WMrhNE/IZMZe5Bm5zFYUmu/Xv/713lApjIPfVbGg72JsyUoX5BarWumvlllmGU9EIgfp5zDKoT9GDjK5SN8YuhAH+mmVjWBA/w0OrNA5+eST3R133OGDgsG5557rLdTZ2mC55ZbzZ/3QT5MfLNEZ5+Lo51k9nF9p0kQ9QqLRN0CYI28pYzghzX24vL6JNH2h5F/VesK/+o3pLBpf0ZU8sz0oxghgST0wMaqOfh7djL6N8lKHrCDCcp57iN+f/vSnfkKEumHlMe2griX1sPu8pr4fiElWAIDV1ltv7fGgzDi+CVbk8R2yLQfGWrTVvHGbYhu7/u53v/NtnbaHA2u+Q74rdCTqCd2S752JKFaeXXzxxd5vjKBuoz7X5HfiC17wbxgyDF0M2UT9sEqfP7WUR/Yi39BXcchNvgW+lbxrol6YxOD7hDBHBupEST4t7vl+kbdsz5RfJTGqbzyWr7Y9S+pA0iF4JxnHNFVv7RpBQIRuRwZ62Z90LhFf3Y++853vZP4JKwObbg9yJwK4y490QD1+pNPO/EiH1pHZ7h4/VR6IApLFQ35EWUsGEzKiK8z3vve9WmGkk436D+OVgXlHlgNF/YUPZflaV15kZjV87X9LJ5P5EYuznvf5B9IhZf5F8c2/9vd1catSp7IEOUtXBucdUcajaetDsTrrbL755lkYISk6Igj1tb/m05XZvo5MkHT5CW/kQMgsPllGHr6y3wUImKwsAMYe10ZAZtiz7+9d73pXRwaP0ThkMNkRYjXzW9SXqEzNy1z6He27xColmgYP6XvEWrUjymaXn1D+pfoMzYOmJ4RBR8jIrvj0Rv3m88t7fafxfOADH+gIealBu64yMO8IqZGVUc5I6HrPjfYLVfoE/Gu/EOsTquIRyuN8vy5EQ5c8lxUuJBt1Yf2RL9kSpstfmI7iJRbnPf4IJNuPZTiJJXBXPNyEafXTVnoizD0QsiNLX8jejmxjlfPx/K0MxjsyIMn8CpHU408GJNn7sn6uJ2DwQAaiHdlKxMdDG8rXE/kTAsq/FyuajlilB6HtpyHQHwKTVY/Iy+0y+S+rT7PvVyZmo/IKdNFzZcVm5lcm+7pAz8s/IQc6sjKxy4/eiDVcRyaisrhkQk9fZVchRDoyidYRUjx7lv9BnvCj8vb666/Pe+npw8qwEOKrI5NghX0ckQth1mH8R5qygqMnvTwO6PRCiPT4o3yhPsH4gzhlwrIjhFaP/yOOOCIrJ+PgvGuqHomXPJAXWUafT6brvsk067RZ9RvTWboyGLmhfrW9yFYuXT5ol4zXeM94uGycTZ+kfSNtSibqu+JK3Qy7z2vi+5GtTTKsZCVeYZHQhdDphDQs9BN7Ad5gB958UzIB3jOeJhxYwb/od6f1l9c32qrPNfmdxHAMnw1DhiEHZOIhTCb7DSciJHbWTvidd03Vi1jaZ+nEZGCYbiiHZYu97NUov/Es0Rb/SOlAGSOd8tjiMo4sa3lyVGbwKqUdDpz7JagZNKlg5IriIcvTCgmNooyFA2viSZENxKMdMv4hSPOkaCytMExRRx76gXyo4hikhjiIpURPMCUi8FeFjFAiAv8xMoIE6uIWCijizQ96xWq5qxyynLCnHLEH1FdYfgbxocunKxaR4eue3+HEB/HKrHyPH3vQjYDJym487K4/BFBWVOmFAOO+zP31r3/tyFY92fcf60tUpuZlrljl+HAQbP24UP6l+gzNA/KEAYBYtxQmqX7z+SWAviMesYTroGiWubBvECvkHq/aL1TpEwis/UKsT6iKRyiP830AE9wqy8VSKEoMaCHoc2UbkMx/vu7DdIiTQX6Rk8OWsoGZ7GXZ423QttITYfAgbMMMPGTrl+Bt70+xjskmFqi//DfSBEFNqhDx66yzjseXgb8spfaZYaAtq+D8c7Ge6jBRZM4QaAKByapHhHK7TP7zjUHEIa/EarqQnA6xRnarzLzvvvuyV6H8kxUvPXIi8/jCD/oSSGziog8WS8y8l0r3yA3ND0RQ3lXFIh+u7F5WXGX5zk8khziQryJih/jzBleMb+kbYu7+++/PyimrMbu8NFmPRFyFoG46zTr1pH5jOksXMLkbCGltKxDVeaflxk9IauX96T1Gakzw4v/AAw/Ux5Wvbejzyr4fsW7O8JLVA5XLVdVjKEvEojwZjDG61h/XPEHdRn2u6e8kCVJFD3VkWIzjCZOBswgN95CBoWuqXpCNshrRtwEm98qc7Hjg/dEXMcGhbtTfuKbb1mtKBzKCukbNyf6WmYBiEFPVNUFQ83GEM2GhoCQvcmBgJ2ZNnM9jOLAmjhTZQHjtkPFftVOuEqaKn3z+GSCGZc9bUuBfiQj8VSEjlIjAf4yMIM66uOUVxTw5kX+fF6qkGXNYUITlxxoudPl48+mGfvmdJ7whzs2VI5ASquWh7a0h8DwC4QCxymocQoUrcvIkJe9VpubltE5EMRjvZ/VNKP9SfYbmATlVZgVUlt/wXdXVNYQJJ5Hz/aH2C1X6BOLSfiHWJ1TFI5THeVmsK2ggiVOrZ8gP1iJq9ZZfPROmQ7z5wRPhQ6crZ2KrZgZtK2E6+d/hIF22Lsm/jt4zONU+L2+50hRBTcKyN2eWDpY46Fw6kCL9vMVbNLP20BCoiMBk1SOqyn/Zni/73qoSUFhFqyyQpf0Z0qH8i40JMo/BD1bdaFx85/062T7DxxNbjVIVizpphzqAbD3QFTTEgfFqmaN/1PIzRi2bSCYe2dPf+5ezMLqibbIeiVhJnDIL6qbTrFNP6jevY3WBkruh79fJGPCjLw8dEw06QVrHiED7cSZPZduaMMpKv9vQ5xV9P+gwitlBBx1UyTCuUqHFE6ShGntA8lfBjkkt1b/4bvI6Vhv1uaa/k6r4pvxVlWEYS1RxIS8kW3F0BWmyXmRLkUxmxlZpkjBGGOjVtJETTzwxy8tEfeNZBlr4I6UDGUFdo9LCWRo6qaquCYJa05LDAj0JoZZ3qmDolY9RNmQvFObhwJowKbKBdLVDxn/VTrlKmCp+tNx6pWPRsnKlg847JSJ4X4WMUCIC/zEygvjr4hYqisSbJyfCgTrvb7311nwxovehJQPh8gP2VLr5SGWfzy48jaDOI9R7nxKqvSHsiSHQi0BIplZdjUMs2p/UIaiRP8gL/rDWln2sa62+CeVfqs9QuV5ltY36jfUr+q7q6hqwCa2o85YX2i9U6ROIS/uFWJ9QFY9QHod9QLiCpurqGfIUTiiGq2fCdFKrZohHSWjaQ37VzKBthfiLHNhrG8wP8IrCMDDUwTtW5KFrkqAmXjnjIvtOQoOEWBsI82G/DYG6CExWPULldkr+y168/lujP6tCECm+sge1DydnMOijrm0SQzmbeSj4oXHJns8FPl58jMzGqhMyBMtPXdGjS8xjhHBVLF5M5cVfxA+JTJpMKkN84CBGtC+/9tpr/TP9F/YDZdbT+Me6UuNhBU/KsQUL/vPWg03WI3moQlA3nWadelK/MZ0lhiH9tJKhWGDGdD3Gf1oX9EFVHVvQaLjYFjNV4hlVn9fP94Pup+Wj/VFG/e6qlK3IT0hoshK9qmMbEM1PqL+0VZ9r+jupipP6G1SGVZXlrDDUbyyUT03XC1sM6qRJjHui3Kqjw9GFk34T+Y1rfbTtmtKBXkKGxZM/kIfrC7f8NJdDgAN0OGQDx4FD3//+93M+4rfSoP2m6byNHWwVHmyBn9hhSjwPHYd8cCgQh4Hce++92SFL6ocDPTg8IH+YBeE49EkdBzTtsMMOehu98l4Eun9X9WCIKmGq+MlnSCwonCi+2WOZjXYf+chHsnt+UD7KiePkVdm/yv8u+qeHYfGesJzsnXd1cUvVqSiS/mRaTUcsKJ3Muult4ZVDGzhURp0oc04mJfTWH6gmxFd2n2pLHMBFO1FHe+LQFHPFCCQ39i8Oam8MgQwB+gIOaeGwDbE0zp6nfmh/EutLVKbm5bQocL5fkQmtrj5+2WWXdaLYOSEA/eFIRWmH8i/VZxTlIRZ3md+yd7G4eBYe8CcDSLfLLrtkXps4JFEjq4pH2A+Esjh8LiujHIdsVXHoH+ghOE4S50RxXBhfmI5/GflHO9BDwPIyf9C2EkkueyRbr/iDjTh4jDxUddQjB90svfTS2YGGhOWQHA4NxcUOLfIvavwTyzZ/EJMevEPQxRdf3B/YONtss9WIybwaAuUITFY9oqrc3mKLLfyhbxxmKERUOVjBWw5CE+LBHxAnKwj9m7ryT6MTksGPoTj4SvYY9Qdg6TvkIPqxkGJOthNxsve8HyfrGJkwjLMYk3BgGwca6oHAGkdVLNQ/6XAYrBDTPl7yQDvRNNHNOaztlltu8UHCPoAHdXAgbnQJXEyX8C+Cfxzeh4xdcMEF/dhTXzVZj8RJmTiYjnZBeWKu6TTr1FMdv7I/sj/0mnrlELczzzwzqmddffXV7uCDD/ZFRRfIH34Zw4BnxM8hcjjZesUfCupvavwbVp/XxPcje237A1GF5M9KxGGIHBKNzsqV+7qOdkx7xsn2KE628aoURZG+EX53bdLnmv5OqoA0ShkW5kfOzvEynMNEkeUqP5QPaaJeSI/vTFYeuJlnntnJVjyOg+3VIafBnEM74XPgddRN5DeueWjbNaUDGUFdo8a049QgNM4qJ8YqoUC4mCIQCjf8VBlg4k8dHcGNN97oiUaUJXUxIiEcWOMv5kfD61U7ZO7zxIf6yV+rhKniJx8vggEBoS5P0PJc9r1zMtPlvdDZI5iKnFhkOzkgxMlsqPcyKoIaBZuTtdXJTGclJR0Fh/ahDmV92rRpetuloPIw1ZaMoM6gq/wjJVQrR2QepzQCMtPvFZm6ZJ32J7G+RGVqkZz+yU9+4sTK2HGVLQy68F9kkUUcBCL50jauHsJ+I9VnpPKgcXIt81v2Lowj/M1gS5YG+0fIVzkAK3vdJoKaATj6BA6ZXnVA+sADDzg5TNOHQ/EWay7/O9QhUjKfAKHczxPUPkL5129b0fCxq04e04bDfizmN3wmS3z9JA6DfAYf6ooGjPq+nyvkDxPf6sTq28k2LHprV0OgEQRUxir52EikLYikqtxWWTBIluXwXQchUVf+aZpMbiFDcLLs3JO//JbDir1hi+xNza0nwVZYYQVvvEG/KdbMTqyaPWntPci/QQhqxnCymtGdeuqpjjEJbskll/STY7PPPrs3uHn00UedrKDMyGr8DEJQE75Ml+B96CDyMMrKE9RN1iPp6ThbCaYwD/q76TSrtlnSr+qXOpXtBnx/xbeO4VNoTKRl4RrqA+HzOr+ZuBZr/jpBMr9N93lNfT9kEBJerFL9RBLfQOhmnHFGJyvjHOQk+mtVh87D5BSuDnFZpG+E9dcmfa7p76QM34mSYZonyGDZ0sTfqixvul6InD4HvgaXnxSSM1Uyg8m8bA7z4gP38W+Qb7yP5IYeJKUDGUFdowrk9HnHYEUdg0OdndFn+Wte8MdIhVC5InyVAWY+He5RnBiUozzhVlxxxWx21T+QfyHRwLMU2YAf7ZD5XUR88C50VcKEfpgFhfAvmw1Fkccq7rbbbsuSyhO0vNh+++3dXXfd5f0st9xyTpY8Z/7zP2SJsFcK9TkCfRQW1KQXdh6LLbaYkxNw3fTTT69Z6blCvkBOyPJC/27WWWd1ckJ3F5lUty2FRAWRFpEVPZmZwg9SQnUKQ2NFr4GArsipsxqH6MsGlSpTU3KafkCWBzvZMspbpuoEHfFDlsqhMV2rb8J+I9VnVM0DaZX5LXtH2JgLV9jkV9eovK2yqoa4dWVNrE+oikcoj8N+PVxBU3X1DHkKV9CEk7NF6RAm5kK5n5L5ddtKLD19hs6EdTJtjIFcVccqKZT/pZZayg/mNVzRgFHf172iQ7FCSZZjZkEhis455xxHf2vOEGgKgcmqR1SV21hNqy4v+zf3Beu2227rw9WVf5oYqytZiYqjP8QaTvYK9ZO0GLlAgMn2F072X+4Zm0DIQGAfccQRnjgehKBm0li27PL5WGONNTzhhnV23mGpfckll2SrRvIkSF0cynSJfNpFBHWT9UiaVQjqptOs2mbJX1W/EJ/0G7i8LuIfBv+YDP7oRz/qn1D/si9y8Lbaz1VWWaXyRHcYY9N9XpPfT5hPxv/0y4x5wQvrap3cY+IaGVLVEprVWLq6TrbvcrLVT5hU4e8ifaOt+lzT30khMPJiomSY5knOEXBXXnml51AwYkB2N10vpEWbUyvpPL+khhQYrtKvhHzORH7jilHbrkkdSMD2Dtyfx16f2DWPAHsOyWA124NIOveObK+R95bdi+Dv7Lbbbpl/9i6K7RsqH1GXn9i+O5wyXeWk6QMOOCCLS5bAZHnRH+HemeRHZib1VeFV99zCf9V9t6qECf0Qtwj/wjzwIjwsCf9C8ET9s0k+7/ljH6CHH3446o/n7MeqfrkW7TVZF7cqdSqERVfa7K8pSm80r7Ql8hbm9YQTTujxWyXdMJDtQR2iUe23ycpqOJmvcgR0r0W+afY2q+r62YO6LG5kiyj9HRnsZ/Il3y+E8i//Lh+3yvUqfUWZ37J3+TT1nkNjVUayP2PoOIyQd0Kwh4+jv9k7j/4T/7E+oSoeoTwO+/XHHnssy2eq3wsziF8tn1gpZa+K0sk85H6Ecp99+qq6Km2lLC4hc3z+2Q+cQ2OqOPzJgN2Hk2XQXUGa3oM63Jt7u+22y7DOp9uVCbsxBPpAYLLqEVXl9tFHH519X7IypA8EXwwSyj8hAl58kfglBkM+D294wxsyn2IokuVLlmVnz4t+6Bhv66237vFSFQtZxenTJD+pA3PDvUzLDkkP+5uejL3woEyXyIfRsSWH2oWuyXokXtWLyg5JbDrNqvVE/qr4FXIqa0Mf//jHC8d1xIdjf3Ht12Ui4PmHI/rfdJ/X5PdTBgF6Cwel6hheVsj5ww/Lwug7mXTP8D7qqKP0cfJ6+umnZ+HCPajbqs81/Z2UATRRMkzztNVWW/m64VwBdU3Xi8bL2V/6vbKfOY42hcziOdxO3k3kN57PS1vuUzoQswHepTyqv6l+vfzyy7OGSUPcYIMNOmIF0AMLA1wx/+/yi/9+CGqxmsrikVm/TtGAksOOdBBOWgyw8i4cWOOnyuEY2iHjvwrpQJpVwoR+iJs/sezKZ9nfc+qrnoyKPyYHZK+jqN9wEI9fFJ68k708uyYbNP0YGUHYuriFCjNxx5RF2shmm22W1S3+Yu2D9MWqoMufbGPSkaVPvOpyVdINA4REBekXta0wzFT/bbJyqreAZsovllDZNx2e9lwWO3JLZVVMVqhMrSqnw7See+45358Rf77vCOXfqAlqyMyYrAvzzm8m9/QgJ8oQEri8V8IxdpgV70MXHoYT6xOq4hHK43wfoKeL0weAfcpxQLD2F7L3YtegtyydWLyh3O9H5pe1lVh6+iw8HJg+vYqTlWtZm2dgELomCWrZlzJLBz0LMv6www7Lnl144YVh0vbbEBgIgcmqR1Ttg0IiS1ZTDIRlKP8wUKniwsMGw0lLPTQO0hoZkHIYytDf9EtQy97WmYypgoNYf2b+20BQN1mPYF2FoG46zaptlvyl/N5+++0ZUUWbqKK7EC9cAu0IfYe+fhRuGH1ek99PFQxCnQJDi6qOMTR4M/nNgaFVnFgkZ99eSFATto36XNPfSRFGw5Jhp512WlGSXc9l5UhWL2LF3PWuyXrRiDnodK211vJp6gQH3BXtiUm/Rx55RL12XSfiG+/KQMtuUjqQEdQ1K4xBMIMXGqL+YaXL7LLsj+xPeJZ9zTLrK/zoDB+/GUA//fTTXamGyhV+8gNZOcwoS4v3KE7MetIR0pFB1PIhM7PNe/1DcOcdCpeedqr+9t13344sdeusv/76HU7ezg/stUPGf1Xio0qY0I9+7KTBIPyiiy7qyFLgDgI27BQ0z7JXW75o2T3kgc5kqX/qB3JHDiPrMKNNnek7yq2/OQE2dspyXdxSdaqZpa4h2zV9rrQRFAdZrt65Vk7pDnHiPQKwqCOumq6mHxIVxN0PWaFxTZVrSqhOFRysnIMhgIKrsie1GoeUkEGyDDSTFXUI6iqrb0hDraTyq2+qErLEofKqSl9R5lffIZeqWBmHK2xiq2t0ZQ3ys2hVDfnnHX0s6fI3LII6XEHDieBFq2fIE3WvdUOe8qtnQrmf1x8In3eh3M/L/EHbSj6t8J6+VfUPBuKyFVf4uuc3eYGMp8z4xyImdE0R1LJtVqazMYjA2gWHNSMWOaSPTqHWMmEe7Lch0A8Ck1WPULmdkv8Y1Gj/J9suVdI9IQGwCpQzd7ogD+Uf3yp6fplD1spWgJmMp+9QJ1su+ef0ExAvZY6+Qsca/RLUrBDRMQAWoSkXWkW2gaBush4pexWCuuk0q7ZZ8lfml/5JLUnlAOMO/UpVFxpWVZmooI9i7C6HJFb6dvL5GFaf19T3A5Z53SRfBu7hP/jm+ZN9fmNeos9kv+IsXBWr9dA4hLTyBHUb9bmmv5MokPJwWDKMb4mxR5mDA4O30TbABF7omqyXMF6IcNJUAxrVE8uMPkf9jYf5bePvlA5kBHUftcYHoZ2ofhRFV6y28pbU+aXHeeUqNsDE2igkuovS0+ekyaA25vTDUr/5a75z1A4ZfymlU9OrEib0I4dZZTOQ+fyE91hRQ1qnHIR9GK7ot+xb1clPAMie1dHo6+BWpU41EQa9+cmFovwyeJZ9zTVoz7VOugQOiQrSrKIQ9CQ6xR6khOoUg8OKOwAC4Yoc2fM4uhqH6FltERKUfKtVCWpdgYPiVPZ9o8yqHCqzoC5TwMiryvUqfUWZX31HWZlQLFpdQ5ph/0gfEVtdEyqHsVU1xMMg5P/bO5tVKXogDAcRRAQVxX88CioqCqJX404XXoALL0BQRPdehGtBEdx8O9dn589C0I3g3q1fPaXVZHq6Jz0zmTMz7Rs4Z/7SSfpJp1KpVJLwrAkZXDJQz+KRy+N2v06dMiEc+XTVJ2Ui5CtoqKO2V9asfP6kMPk/l/v5M1HjWZnMafpTvnIAA9W3b9+mI9k3TJSH9wuMbI/DqXg1DNTUQ3jXY5SyQ3Am8rHD0JoJCwxptBMFEViWwFj1iJDbQ+S/7X/fyD+MDLksavNl644w5Np+oxM/5/IPWcFYqW+FBrITw17IXSYz7XyXJj3kdPzWXrHRRLI3X79+bSaviL+ogZo0wwkHHaDLQYY4jOdY2YOMivJtgoGastWqR9LKx9azJgRr5jnPM9sXFyNdTHrwnNqZCdzO4MAzGEYu6tf2r+69lolTvP6JxwQJfdQ8YZV9Xq32gyMgjhLoyLMCBvpoDzjtDQ3YcWwv4eZadCy4dAVWW2CIjHx4bRuoN1Gf415qtpMuNvHdKmQYnGkTbceEyBPPdzszpKkXtklth5r1kqedr8DJV9r1OQ9y7V628bysm/q+pAPpkEQjtGgwj2k/YM/2T0s2Iz+RDCcQm8KVbH+yxMFNjx49Sjbb7nGsA544zdce9InTd81A3HnYgTVSP0jDOgA/2XYiw78fTp8+7YctmCHTT7fuimMdaXr8+HGi/Hm52dDdlB8/OPHq1avNpRwaxOFMBBv8Jw51KoUh1+RxeG8D72Se4X4IQl4u8tq/f3+6efOmn5rKxvRDAgco2qA/mYCair6zs+OnrcLJlGJnZkYNj2ce1smWgU9dMw+3oXUamfz69SuZoTzZnncTJ4PH7xzeYoN1PzyFU737wrz5mtEnmddGk5x5nqRjx441n/VmmkBxY//pS/SNCHQSMMXB+whOhiYggzn4yVaUpGvXrvmhthyuYdtquJwKufzp06d0+/Ztl5eHDh1q0r53716yQd3EYbYvX77064l0+PDhZANyv/bSpUt+kIgNtF2+28Rf+vz5s6fVPp0aecxhgeZR5r+Tz61btxJ9nw0gki3rTMhUQlcZ/IeOf7Pixm9mbEgfP35MNnBPHBxlA8Smf7QBSbJBekJuReD+uk6z57A/+hgbmHhUDtSxfev8MEgO7oOzrTryw4Y5xI8D+TgYmUPybO/BxGGWEYbyKB1aRb1z0LJtmeFJ2z6K3vdEPXPfyGgzwPjv+/bt8z7NBktRFH8t5TMR2T7kct8GMOnEiRMepcaz0s6r/ZlnnlPQOaiIQH9jBuJkHmfp5MmT/pzbJL6X0bxnPA71Yfd3EaoAAAt8SURBVMboKZ3GJh2aA8Ns1VGa1Td6Qh3/OBTZVmz5L+gh/LUDzzg6EwH25sE+cTix/6B/IjAHgbHqESG3Swf1Bipb2eI6P5/pQxgrmdGtaV/o569evUo2qebjlfPnz7tsyA9Uz+UfB6pyOB06NTqzeeF5f0HfxaH1yHgz6Hn2HE5uRuh05MiRKI73D4wLbKWrf8cYzowkjWxhHMchXOjrZij074lLeTiQnTQjDGVBGUiPQH9jy8bTlStXnAHjDvp7c7pJ9Bf0QyEX7969m+BHv0DIOZjnoB+o7D/0/DNDqjO1va89nZ5o/nXfIYlxTY16JC0YIl8JjPXQh2grjHsZB9pqI/+Nf7XyHFpP5NkX184p8PEbcdr6E98NCRwayvMbOgr9IvpOjMnQO9AFGIPb+VeeJPUy9HDAKMMq+zzKvmz7QdfjnswI7EVGL+JgOnRiDqCjbdOW0dmQDXA5c+ZMQofF9jI0oIOgf5nh0C/heaMt3Lhxw/VCGJtXtuuYPIMcnP369WuPy0HithpsIqtN0+eicLXaSaTX9boKGcbhtPDmEExkMM8V8p8xC7o/edpKAi8ObYRnIdpKXsZa9ZKnyXvKRFkiYH+jvCGP4/v8da/aeJ7npr4v6UAyUFeoOZvZ9gE0Sg8GBga2DP5zQcmgLBQeBlFRMYtmTyeA0sIfaV+8eNE781zRKqWNUMbobR5BLowZHM5qWKX0av1uHg5+X9+/f08HDhzwTunChQsLMYONeWh5/ZDuqVOn0vXr1zuFGL8TH4PPrPpZNTc6X4Qv94+yy+nMuRGqFmelsxiBeDZ4VhREYFkCyBPbg9qVq1lpMUHHIJYJznfv3nnU9mRn3+AJpYnJOmRcBE65PnjwYGN0ju8Z1Nsy4qm+IB+ARdx4ZRBvWxP5x74yRNz8dVbc+I0BGgMD86hplNE8jXhPf4txg4FMX8DQzN+sgKHUtrxyI0jE7Zq0HMJjiMEA4zhpIe9nBQZgT58+9YmBdrwh+eTX9BmoiVPjWcnz6nrPM88gm3KU5CiTCA8fPpzQpyLNZQ3UTAjDnsDkPGXq04EwUGOoJthWO+n+/fv+Xv9EYBECY9UjQm4PNVAzfmLyibaMoYmAkeHs2bNuoEIuxvdMUJq3mhtxc+Zt+cc4DMNTl3NKXMc4jIlfxk7tgEzmeiY1CcgE4mE4i+/ob+gX6EPNo9vj2QoL7zv8g/0byoL7wyhtXt9xqRvNjx8/7pPAcf9M1GFcZBINxyeCbU/ixjnetzlggJ4Vahqoa9QjZcXgY97oTZ3n5WcSgAlpdBdCrTyH1hN5dsVlYh/D5ryBsZ1tNTFxGUZR+qSYRMEoz8QNRjrblsPH61zA82erFPxvIoHCh73o82q0Hyam0Hd4pvOAjQPDdbQJfuO5wLHv8uXLedRB73HosNWJyfYN7o1P+6f/RwcP/RI7D8brdtg0fY7y1Won7XvNP69ChjERiE5mq+fyrKbe09c8e/bMHRymfvz7RY16aadNuRhXRWBy6cGDB/Gx93XVbbw34w37oaQDyUC9YRWm4oiACGw2gZJQ3ezSq3SbSoAVLXgAoEjhNRUBr2c8CRiUoogzGLLthnzg2jZQE4fVLl0rXZiMRNlDIc8H/ZEPyr0t03NP6S4jHWV68uRJs/IGpZfBOR6lDNrC63dWGSKveJ0VN37jlT8G5BiM379/33i8kA58GOhhJB+yuoaVNUwI5MZ60mHwj0caXhoEBkgYRuHdZaAewiNf0dK3Moq8mJS0syvcI8i2tmgGX8gaBqcYEri/Pg/hofmQFyE3UHetmln2WfmTS/k/HlB4O9pe1I23FFcxIYsxikF/21s8TxWvSlZdEf77bz4PajwqmfiAPQYxBhsYhPoC9c1kCSutaB94YuLtqCACixAYqx4RcrurD5rFCc8yDNX0TzjNRKCt4TWHN6mdT9M5gdRlmEWm2JYYyfarnpgEIz3bWsgNCbPaL3KYlUG7u7suI6I8OI1gqMKzF2cXvKhtq8BkWzqktoF6Xhb0EW/evEnkHYE+lnxYVUU/i/H97du3bhiBU26gnrcfQLZS/iEe1DFBx8QBk5h9YZl6jDQ/fPjgugZ9MPeLroFBEL6Ule/ysGye89RTV1wMTugO8wbbusxXYbevwwENXQcDHf1NboxlNS2Tqegm1MU8YS/7vBrth3tj0oY2AeNYwRf3jJEe3Zh2wQT+ooF0cf7A05ZJgDzcuXPH9WLaH4EVxximkUldBmribJo+R5kIy7aTP6nM/l9LhjExg+xmMgqdHZ01l4vIcWQCDiVM1LRlQlcpl62Xdpo8N7YloE+Ekj8ODLEasR23/XlVbbydzyZ/LulAMlBvcu2pbCIgAhtHoCRUN67AKtBWEWAw9uXLF1d6MNRhoEQRzwNepxhYS6s98mvy9yhHDHwY4GLgZaAzdPUN3q8sq0NBZLklr3sZuG9WxeAdx3Jn+ESbHFoO+GGkxyMOxfLcuXOdq2pIj/yYGOjLozYPlGjqnzKyzHvdq2eWeVbmrY8fP374KqdF6nRoXoonAptAIORJaQXBJpR1r8vANho/f/70FZQYkVlJOSt0GagjPn0c/QVy9ejRo25YQp4PDRgHY6Uq/SRpdAVWyOLlimFl2cAWHkzIct9MHHf1sfQ7yOZ19w+z7nXeemynZXvMunEao+zQOls2z3YZ1v2ZiVF0Neqa54+VztsUarYfJixoF2yJBgu2VKjR3nKe6IQ8Q/BGD0HHbQfqhDbZ1svb8fi8afpclHHV7aS2DKOfpMzIBPpO5OJQmRD3nL9uUr1sexvPuc7zvqQDyUA9D03FFQER+OcJlITqPw9IAERABERABERABHoJSI/oRTP3D7MM1HMnpgtEQAREQAREQARWSqCkA8lAvVL8SlwERGBsBEpCdWz3q/sRAREQAREQARGoR0B6RD2WMlDXY6mUREAEREAERGDVBEo6kAzUq64BpS8CIjAqAiWhOqqb1c2IgAiIgAiIgAhUJSA9oh5OGajrsVRKIiACIiACIrBqAiUdSAbqVdeA0hcBERgVgZJQHdXN6mZEQAREQAREQASqEpAeUQ+nDNT1WColERABERABEVg1gZIOJAP1qmtA6YuACIyKQEmojupmdTMiIAIiIAIiIAJVCUiPqIdTBup6LJWSCIiACIiACKyaQEkHkoF61TWg9EVABEZFoCRUR3WzuhkREAEREAEREIGqBKRH1MO5u7ubXrx44Qk+f/487ezs1EtcKYmACIiACIiACFQlUNKBZKCuiluJiYAIjJ1ASaiO/f51fyIgAiIgAiIgAosTkB6xODtdKQIiIAIiIAIisL0ESjqQDNTbW7cquQiIwBoIlITqGoqkLEVABERABERABLaEgPSILakoFVMEREAEREAERKAqgZIOJAN1VdxKTAREYOwESkJ17Pev+xMBERABERABEVicgPSIxdnpShEQAREQAREQge0lUNKBZKDe3rpVyUVABNZAoCRU11AkZSkCIiACIiACIrAlBKRHbElFqZgiIAIiIAIiIAJVCZR0IBmoq+JWYiIgAmMnUBKqY79/3Z8IiIAIiIAIiMDiBKRHLM5OV4qACIiACIiACGwvgZIOJAP19tatSi4CIrAGAiWhuoYiKUsREAEREAEREIEtISA9YksqSsUUAREQAREQARGoSqCkA8lAXRW3EhMBERg7gZJQHfv96/5EQAREQAREQAQWJyA9YnF2ulIEREAEREAERGB7CZR0IBmot7duVXIREIE1ECgJ1TUUSVmKgAiIgAiIgAhsCQHpEVtSUSqmCIiACIiACIhAVQIlHWjKQF01dyUmAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiLwzxP4/ft3JwMZqDux6EsREAEREAEREAEREAEREAEREAEREAEREAEREAEREIFaBPoM1P8DJ/6j5pO7llIAAAAASUVORK5CYII=)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B_9Z3u0LPRGD",
        "colab_type": "text"
      },
      "source": [
        "##SAC\n",
        "![Screenshot 2020-08-21 at 12.24.53 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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dGfwUhLqPZYd",
        "colab_type": "text"
      },
      "source": [
        "##Implementing SAC"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "upgXF2rcxpDO",
        "colab_type": "text"
      },
      "source": [
        "Below code setups the environment required to run and record the game and also loads the required library."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9h31Gnkkwv1D",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!apt-get update > /dev/null 2>&1\n",
        "!apt-get install cmake > /dev/null 2>&1\n",
        "!pip install --upgrade setuptools 2>&1\n",
        "!pip install ez_setup > /dev/null 2>&1\n",
        "!pip install gym[atari] > /dev/null 2>&1\n",
        "!pip install gym pyvirtualdisplay > /dev/null 2>&1\n",
        "!apt-get install -y xvfb python-opengl ffmpeg > /dev/null 2>&1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1lDpZaGrxq5G",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras.layers import Dense,Input,Concatenate\n",
        "from tensorflow.keras.models import Sequential,load_model,Model\n",
        "import gym\n",
        "import numpy as np\n",
        "import random\n",
        "from collections import deque\n",
        "from tensorflow.keras.utils import normalize as normal_values\n",
        "import cv2\n",
        "from gym import logger as gymlogger\n",
        "from gym.wrappers import Monitor\n",
        "gymlogger.set_level(40) #error only\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import math\n",
        "import glob\n",
        "import io\n",
        "import base64\n",
        "from IPython.display import HTML\n",
        "from IPython.display import clear_output\n",
        "from IPython import display as ipythondisplay\n",
        "import tensorflow_probability as tfp"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zGkugmox3Ze",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from pyvirtualdisplay import Display\n",
        "display = Display(visible=0, size=(1400, 900))\n",
        "display.start()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t2h6zukBx5So",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\"\"\"\n",
        "Utility functions to enable video recording of gym environment and displaying it\n",
        "To enable video, just do \"env = wrap_env(env)\"\"\n",
        "\"\"\"\n",
        "\n",
        "def show_video():\n",
        "  mp4list = glob.glob('video/*.mp4')\n",
        "  if len(mp4list) > 0:\n",
        "    mp4 = mp4list[0]\n",
        "    video = io.open(mp4, 'r+b').read()\n",
        "    encoded = base64.b64encode(video)\n",
        "    ipythondisplay.display(HTML(data='''<video alt=\"test\" autoplay \n",
        "                loop controls style=\"height: 400px;\">\n",
        "                <source src=\"data:video/mp4;base64,{0}\" type=\"video/mp4\" />\n",
        "             </video>'''.format(encoded.decode('ascii'))))\n",
        "  else: \n",
        "    print(\"Could not find video\")\n",
        "    \n",
        "\n",
        "def wrap_env(env):\n",
        "  env = Monitor(env, './video', force=True)\n",
        "  return env"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xkgMIHJIx594",
        "colab_type": "text"
      },
      "source": [
        "This part ensures the reproducibility of the code below by using a random seed and setups the environment."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LU__TeVIxxGg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "RANDOM_SEED=3\n",
        "np.random.seed(RANDOM_SEED)\n",
        "tf.random.set_seed(RANDOM_SEED)\n",
        "env = gym.make(\"HalfCheetah-v2\")\n",
        "#env=wrap_env(env)  #use this when you want to record a video of episodes\n",
        "env.seed(RANDOM_SEED)\n",
        "env.reset() # reset to env\n",
        "\n",
        "\n",
        "num_states = env.observation_space.shape[0]\n",
        "print(\"Size of State Space ->  {}\".format(num_states))\n",
        "num_actions = env.action_space.shape[0]\n",
        "print(\"Size of Action Space ->  {}\".format(num_actions))\n",
        "\n",
        "upper_bound = env.action_space.high[0]\n",
        "lower_bound = env.action_space.low[0]\n",
        "\n",
        "print(\"Max Value of Action ->  {}\".format(upper_bound))\n",
        "print(\"Min Value of Action ->  {}\".format(lower_bound))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cpXxV8VoyGuP",
        "colab_type": "text"
      },
      "source": [
        "Defining the GaussianPolicy Class. This is policy used to take actions. We can use Reinforce or Reparameterization by setting reparameterize parameter to false and true repectively."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DI11iz5iyGB_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class GaussianPolicy():\n",
        "  def __init__(self,action_dim,state_dim ,reparameterize):\n",
        "    self.reparameterize = reparameterize\n",
        "    self.action_dim=action_dim\n",
        "    self.state_dim=state_dim\n",
        "    self.model = self.create_model()\n",
        "\n",
        "  def create_model(self):\n",
        "    model=Sequential()\n",
        "    model.add(Input(shape=(self.state_dim)))\n",
        "    model.add(Dense(256, activation='relu'))\n",
        "    model.add(Dense(128, activation='relu'))\n",
        "    model.add(Dense(64, activation='relu'))\n",
        "    model.add(Dense(256, activation='relu'))\n",
        "    model.add(Dense(self.action_dim * 2, activation=None))\n",
        "    return model\n",
        "\n",
        "  def call(self, inputs):\n",
        "    mean_and_log_std = self.model(inputs)\n",
        "    mean, log_std = tf.split(mean_and_log_std, num_or_size_splits=2, axis=1)\n",
        "    log_std = tf.clip_by_value(log_std, -20., 2.)\n",
        "    \n",
        "    distribution = tfp.distributions.MultivariateNormalDiag(loc=mean,scale_diag=tf.exp(log_std))\n",
        "    \n",
        "    raw_actions = distribution.sample()\n",
        "    if not self.reparameterize:\n",
        "        raw_actions = tf.stop_gradient(raw_actions)\n",
        "    log_probs = distribution.log_prob(raw_actions)\n",
        "    log_probs -= self._squash_correction(raw_actions)\n",
        "\n",
        "    self.actions = tf.tanh(raw_actions)\n",
        "    \n",
        "    return self.actions, log_probs\n",
        "    \n",
        "  def _squash_correction(self, raw_actions, stable=True, eps=1e-8):\n",
        "    if not stable:\n",
        "      return tf.reduce_sum(tf.math.log(1. - tf.square(tf.tanh(raw_actions)) + eps), axis=1)\n",
        "    else:\n",
        "      return tf.reduce_sum(tf.math.log(4.) + 2. * (raw_actions - tf.nn.softplus(2. * raw_actions)), axis=1)\n",
        "\n",
        "  def eval(self, state):\n",
        "        \n",
        "    action, _ = self.model(state)\n",
        "    return action.flatten()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7kI7WLDxzjOj",
        "colab_type": "text"
      },
      "source": [
        "Defining the SAC Class. At initiation, the SAC object sets a few parameters like environment, action and state space,create Q_function,target_Q_function,V_function and policy models,and remember(that records the observations of each step.)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JE6MXozgzilq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class SAC:\n",
        " \n",
        "  def __init__(self,upper_bound,lower_bound,buffer_capacity=50000,observing_episodes=1,alpha=0.05,reparameterize=False,p_1=None,p_2=None,p_3=None,p_4=None,p_5=None):\n",
        "    self.upper_bound=upper_bound\n",
        "    self.lower_bound=lower_bound\n",
        "    self.observing_episodes=observing_episodes\n",
        "    self.state_shape=env.observation_space.shape[0] # the state space\n",
        "    self.action_shape=env.action_space.shape[0] # the action space\n",
        "    self.gamma=[0.99] # decay rate of past observations\n",
        "    self.learning_rate_Q_function= 3e-4\n",
        "    self.learning_rate_V_function= 3e-4 \n",
        "    self.learning_rate_policy= 3e-4\n",
        "    self.reparameterize=reparameterize\n",
        "    self.tau=0.01\n",
        "    self.alpha=alpha\n",
        "    self.epsilon=1.0\n",
        "    self.batch_size=256\n",
        "    self.index=0\n",
        "    self.beta=0.001 \n",
        "    if not p_1:\n",
        "      self.Q_function=self._create_model('Q_function')    \n",
        "      self.target_Q_function=self._create_model('Q_function')\n",
        "      self.V_function=self._create_model('V_function')\n",
        "      self.policy=self._create_model('Policy')  \n",
        "    else:\n",
        "      self.Q_function=load_model(p_1)    \n",
        "      self.target_Q_function=load_model(p_2)\n",
        "      self.V_function=load_model(p_3)\n",
        "      self.target_V_function=load_model(p_4)\n",
        "      self.policy=GaussianPolicy(self.action_shape,self.state_shape,self.reparameterize,p_5)\n",
        "    \n",
        "    self.buffer_capacity = buffer_capacity\n",
        "    self.buffer_counter = 0\n",
        "\n",
        "    self.states=np.zeros((self.buffer_capacity, self.state_shape))\n",
        "    self.rewards=np.zeros((self.buffer_capacity,1))\n",
        "    self.dones=np.zeros((self.buffer_capacity, 1))\n",
        "    self.actions=np.zeros((self.buffer_capacity, 6))\n",
        "    self.next_states=np.zeros((self.buffer_capacity, self.state_shape))\n",
        "  \n",
        "  def remember(self, state, reward,action,next_state,done):\n",
        "    '''stores observations'''\n",
        "    self.index = self.buffer_counter % self.buffer_capacity\n",
        "    self.rewards_plot.append(reward)\n",
        "    self.states_plot.append(state)\n",
        "    self.actions_plot.append(action)\n",
        "    self.states[self.index] = state\n",
        "    self.rewards[self.index]=reward\n",
        "    self.dones[self.index]=done\n",
        "    self.actions[self.index]=action\n",
        "    self.next_states[self.index]=next_state\n",
        "    self.buffer_counter += 1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0JJDlG2H0VOY",
        "colab_type": "text"
      },
      "source": [
        "Creating a Neural Network Model (Q_function,target_Q_function,V_function and policy)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7MFmdrWz0Vhr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "  def _create_model(self,model_type):\n",
        " \n",
        "    ''' builds the model using keras'''\n",
        " \n",
        "    state_input = Input(shape=(17,))\n",
        "  \n",
        "    layer_1=(Dense(256, activation=\"relu\"))(state_input)  \n",
        "    layer_2=(Dense(256, activation=\"relu\"))(layer_1)\n",
        " \n",
        "    if model_type=='Q_function':\n",
        "      action_input = Input(shape=(self.action_shape))\n",
        "      action_layer_1 = Dense(128, activation=\"relu\")(action_input)\n",
        "      \n",
        "\n",
        "      concat = Concatenate()([layer_2,action_layer_1])\n",
        "      concat_layer_1=Dense(256,activation=\"relu\")(concat)\n",
        "\n",
        "      output = Dense(1, activation=None)(concat_layer_1)\n",
        "\n",
        "      model = Model(inputs=[state_input,action_input],outputs=[output])\n",
        "\n",
        "    elif model_type=='V_function':\n",
        "      output = Dense(1, activation=None)(layer_2)\n",
        "      model = Model(inputs=[state_input],outputs=[output])\n",
        "    else:\n",
        "      model=GaussianPolicy(self.action_shape,self.state_shape,self.reparameterize)\n",
        "    return model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cIxpkU990gK6",
        "colab_type": "text"
      },
      "source": [
        "Action Selection\n",
        "\n",
        "The get_action method guides the action choice. \n",
        "\n",
        "It uses ∊-greedy policy for choosing the action. Initially, since the value of ∊ is high agent choose randomly but later in training the agent chooses the actions from the policy. \n",
        "\n",
        "After choosing an action we bound it to ensure it stays in legal actions of the environment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wu-WRErB0foQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "  def get_action(self, state,status=\"Training\"):\n",
        "    '''samples the next action based on the policy probabilty distribution \n",
        "      of the actions'''\n",
        "    if random.random() > self.epsilon:\n",
        "      action,_ = self.policy.call(state)\n",
        "    else:\n",
        "      action=(np.random.uniform(-1, 1, self.action_shape))\n",
        "      \n",
        "    action=action*self.upper_bound\n",
        "    legal_action = np.clip(action, self.lower_bound, self.upper_bound)\n",
        "    return legal_action"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-6zyON1F1ANO",
        "colab_type": "text"
      },
      "source": [
        "Next comes the three losses: Policy Loss, V_function loss and Q_function loss."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sfZ75g4F1DoE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "  def policy_loss(self,states):\n",
        "    if not self.reparameterize:\n",
        "      actions, log_pis = self.policy.call(states)\n",
        "      actions=actions*self.upper_bound\n",
        "      actions=np.clip(actions, self.lower_bound, self.upper_bound)\n",
        "      if self.target_Q_function is None:\n",
        "        q_n = tf.squeeze(self.Q_function((states, actions)), axis=1)\n",
        "      else:\n",
        "        q_n = tf.minimum(tf.squeeze(self.Q_function((states, actions)), axis=1),tf.squeeze(self.target_Q_function((states, actions)), axis=1))                \n",
        "        b_n = tf.squeeze(self.V_function(states), axis=1)\n",
        "        policy_loss = tf.reduce_mean(log_pis * tf.stop_gradient(self.alpha * log_pis - q_n + b_n))\n",
        "    else:\n",
        "      actions, log_pis = self.policy.call(states)\n",
        "      actions=actions*self.upper_bound\n",
        "      actions=np.clip(actions, self.lower_bound, self.upper_bound)\n",
        "      if self.target_Q_function is None:\n",
        "        q_n = tf.squeeze(self.Q_function((states, actions)), axis=1)\n",
        "      else:\n",
        "        q_n = tf.minimum(tf.squeeze(self.Q_function((states, actions)), axis=1),tf.squeeze(self.target_Q_function((states, actions)), axis=1))                \n",
        "        b_n = tf.squeeze(self.V_function(states), axis=1)\n",
        "        policy_loss = tf.reduce_mean(self.alpha * log_pis - q_n+b_n)\n",
        "    return policy_loss\n",
        "  \n",
        "  def value_function_loss(self, states):\n",
        "    actions, log_pis = self.policy.call(states)\n",
        "    actions=actions*self.upper_bound\n",
        "    actions=np.clip(actions, self.lower_bound, self.upper_bound)\n",
        "    if self.target_Q_function is None:\n",
        "      q_n = tf.squeeze(self.Q_function((states, actions)), axis=1)\n",
        "    else:\n",
        "      q_n = tf.minimum(tf.squeeze(self.Q_function((states, actions)), axis=1),tf.squeeze(self.target_Q_function((states, actions)), axis=1)) \n",
        "      v_n = tf.squeeze(self.V_function(states), axis=1)\n",
        "      value_function_loss = tf.reduce_mean(tf.losses.mean_squared_error(q_n - self.alpha * log_pis,v_n))\n",
        "    return value_function_loss\n",
        "    \n",
        "  def q_function_loss(self, states,next_states,actions,dones,rewards):\n",
        "    q_n = tf.squeeze(self.Q_function((states, actions)), axis=1)\n",
        "    next_v_n = tf.squeeze(self.V_function(next_states), axis=1)\n",
        "    q_function_loss = tf.reduce_mean(tf.losses.mean_squared_error(rewards + (1 - dones) * self.gamma * next_v_n,q_n))\n",
        "    return q_function_loss "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y8yRDk9u1gsj",
        "colab_type": "text"
      },
      "source": [
        "Updating networks\n",
        "\n",
        "We update V_function,Q_function and policy according to their respective loss that we discussed earlier and do soft updates on target Q network."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v-dooOAp1g_-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "  def update_models(self):\n",
        "    '''\n",
        "    Updates the network.\n",
        "    '''\n",
        "    record_range = min(self.buffer_counter, self.buffer_capacity)\n",
        "    batch_indices = np.random.choice(record_range,self.batch_size)\n",
        "\n",
        "    states_mb=self.states[batch_indices]\n",
        "    actions_mb=self.actions[batch_indices]\n",
        "    next_states_mb=self.next_states[batch_indices]\n",
        "    rewards_mb=self.rewards[batch_indices]\n",
        "    dones_mb=self.dones[batch_indices]\n",
        "\n",
        "    optimizer_Q_function = tf.keras.optimizers.Adam(learning_rate=self.learning_rate_Q_function)\n",
        "    optimizer_V_function = tf.keras.optimizers.Adam(learning_rate=self.learning_rate_V_function)\n",
        "    optimizer_policy = tf.keras.optimizers.Adam(learning_rate=self.learning_rate_policy)\n",
        "    \n",
        "\n",
        "    def train_Q_function(states,next_states,actions,dones,rewards):\n",
        "      with tf.GradientTape() as tape:\n",
        "        Q_function_loss=self.q_function_loss(states,next_states,actions,dones,rewards)\n",
        "        print(\"Q Function Loss:\",Q_function_loss)\n",
        "      grads = tape.gradient(Q_function_loss,self.Q_function.trainable_variables)\n",
        "      optimizer_Q_function.apply_gradients(zip(grads, self.Q_function.trainable_variables))\n",
        "    train_Q_function(states_mb,next_states_mb,actions_mb,dones_mb,rewards_mb)\n",
        "    \n",
        "\n",
        "    def train_V_function(states):\n",
        "      with tf.GradientTape() as tape:\n",
        "        V_function_loss=self.value_function_loss(states)\n",
        "        print(\"V Function Loss:\",V_function_loss)\n",
        "      grads = tape.gradient(V_function_loss,self.V_function.trainable_variables)\n",
        "      optimizer_V_function.apply_gradients(zip(grads, self.V_function.trainable_variables))\n",
        "    train_V_function(states_mb)\n",
        "    \n",
        "\n",
        "    def train_policy(states):\n",
        "      with tf.GradientTape() as tape:\n",
        "        Policy_loss=self.policy_loss(states)\n",
        "        print(\"Policy Loss:\",Policy_loss)\n",
        "      grads = tape.gradient(Policy_loss,self.policy.model.trainable_variables)\n",
        "      optimizer_policy.apply_gradients(zip(grads, self.policy.model.trainable_variables))\n",
        "    train_policy(states_mb)\n",
        "    \n",
        "\n",
        "    Q_function_weights = np.array(self.Q_function.get_weights())\n",
        "    Q_function_target_weights = np.array(self.target_Q_function.get_weights())\n",
        "    Q_function_target_new_weights = self.tau*Q_function_weights + (1-self.tau)*Q_function_target_weights\n",
        "    self.target_Q_function.set_weights(Q_function_target_new_weights)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2pbBRfMQ2CWu",
        "colab_type": "text"
      },
      "source": [
        "Training the model\n",
        "\n",
        "This method creates a training environment for the model. Iterating through a set number of episodes, it uses the model to sample actions and play them. When such a sequence ends, the model is using the recorded observations to update the policy."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qUfHJ5PH2CtK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "  def train(self,episodes):\n",
        "    ep_reward_list=[]\n",
        "    c=0\n",
        "    x=0\n",
        "    for episode in range(episodes):\n",
        "      env = (gym.make(\"HalfCheetah-v2\"))\n",
        "      aList=list(range(100))\n",
        "      seed=(random.sample(aList, 1))[0]\n",
        "      #print(\"Seed selected:{}\".format(seed))\n",
        "      env.seed(seed)\n",
        "      state_=env.reset().reshape((1,17))\n",
        "      done=False\n",
        "      episode_reward=0  #record episode reward\n",
        "      while not done:\n",
        "        action=self.get_action(state_)\n",
        "        next_state, reward, done, info=env.step(action)\n",
        "        next_state_=next_state.reshape((1,17))\n",
        "        self.remember(state_,reward,action,next_state_,done)\n",
        "        state_ = next_state_\n",
        "        episode_reward+=reward\n",
        "      print('Updating the models')\n",
        "      self.update_models()\n",
        "      if self.epsilon > 0.001:\n",
        "        self.epsilon=self.epsilon-0.001\n",
        "      ep_reward_list.append(episode_reward)\n",
        "      avg_reward = np.mean(ep_reward_list[-40:])\n",
        "      print(\"Episode:{}  Reward:{} Exploration_value:{} Average_reward:{}\".format(episode,episode_reward,self.epsilon,avg_reward))\n",
        "      if episode%100==0 and episode!=0:\n",
        "        self.Q_function.save('Q_model_{}.h5'.format(episode))  \n",
        "        self.target_Q_function.save('target_Q_model_{}.h5'.format(episode))\n",
        "        self.V_function.save('V_model_{}.h5'.format(episode))  \n",
        "        self.policy.model.save('policy_{}.h5'.format(episode))  "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vn_dmEvH3ikj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Agent=SAC(upper_bound,lower_bound,reparameterize=True)\n",
        "Agent.train(1101)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DqExFLZV3ukM",
        "colab_type": "text"
      },
      "source": [
        "##Tip for imporving SAC performance: \n",
        "Try reward scaling. According to authors of the paper SAC improves a lot with fine tuning of reward scaling"
      ]
    }
  ]
}