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      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xY2VmZuof//iHUlJSlJ+fr6SkJH3wwQeuFuf3+9W9e3dNmjRJ3bp10y233KLRo0dr+vTpVX7PuHHjVFxcHPgoLCx0tSb8fPQDACYKNn3EBZi5Ig4yBw4cUHp6uiRp/fr16tmzpx588EF17NhR+/btc7W4xo0bq0OHDpUea9++vXbt2lXl9yQnJ6tOnTqVPhB9NAQAtgl+I0+YKuIgk5aWpoKCAn355Zfatm1bIGgcPXpUtWvXdrW47Oxsbdq0qdJjmzdvVmZmpqs/B+5jiBaAbTg00k4RB5levXrp4MGD6tOnj06cOKH+/furvLxchYWFlU7EdsOYMWO0dOlSTZo0SVu3btXs2bP18ssvKzc319WfA/dxZQPANsF3LUWxEEQk4iDz9NNPq2vXrqpVq5aGDRum3/72t/riiy9Ur149XX755a4W17NnT82fP19z5sxRp06d9Nhjj2nKlCkaMWKEqz8H7mMbIwDrMJJspYjPFGjTpo1WrVpV6bH+/ft7tqj2V7/6FadqWyj4EG3UygCAsAW/sy+Ny1RnfDhSWVmZ9u/ff8q8YfPmzX92UYgDXNkAsAxHq9gp4iCzefNm3XTTTfriiy9Oec7n8+nEiROuFAa7MbUEwDbBNynQt0wVcZAZPXq0lixZ4kUtiCO85QHYhsW+doo4yKxcuVIJCQm655571KFDByUlnfHsFOIYIzIAbMMZcXaKOIU0a9ZMiYmJeuaZZ7yoB3GC+8gAsE7QG3lGsQ5EJOLt1xMnTtS2bdtcP44A8SX4lQ0AmIfDbu0U8YjM/fffL8dxdOWVVyotLU3nnHNO4Dmfz6dt27a5WR8sFWxhHFNLAEwUfEEvfctUEQeZnTt3Bn59+PBhHT58OPC5z+dzpSjYj6klALbh/ld2ijjI5OXleVEH4kzwhXF0BADmCT61RN8yFUEGnvD7gzxHPwBgoGBTS+QYc53R3umysjLNnj1bS5cuVXp6um666SYVFBSoU6dOqlevnts1wkIM0QKIJ7Qtc0W8a+lf//qXevTooZtvvlmvvvqqFixYoA0bNmjAgAF6/vnnvagRFgp+ZUNLAGAe7n9lp4iDzAMPPKB169apRo0agX+QBg0apJo1a+rDDz90vUDYKdh7nqklACZi05KdIg4y7733ntLS0ipts05MTFRmZqa2b9/uanGwF6fIArANOcZOEQeZw4cPq0WLFkpPT6/0eEVFhUpLS10rDHbjygaAbZhaslPEQSYzM1Pr1q3T559/Hnjs3Xff1aZNm9SiRQs3a4PFOHwNgG24/5WdIg4yw4cP14kTJ9SvXz/5fD4tW7ZMQ4YMkc/n0/Dhw72oERbi8DUA8YSuZa6Ig8z48eN1xRVXyHGcSh+XXnqpxo0b50WNsBCLfQHYxh+kOTG1ZK6I7yNTvXp1vf/++1q8eLGWL18uSerZs6f69evnenGwF9uvAdgmaGeibRnrjG6IJ0l9+/ZV37593awFcYS1vgBsE3SNDJ3LWGEFmf/6r/8K6zfz+Xz65JNPflZBiA/BhmEZkQFgoqCbFIIcu4LYCivILFq0SD6fL/AP0MlTrn/6ueM4nH6NAFb/A7ANmxTsFFaQ6du3b6WQsmLFCpWVlalLly6SpG+++UZJSUm66KKLvKkS1iHIALAOh0ZaKewRmZNeeuklrVy5Ut9++63atGkjSdq8ebMuuOAC/frXv/akSNgn2PQRq/8BmCjYjkp2W5or4u3XkyZNUrNmzQIhRpLatGmjjIwMPfPMM64WB3ux2BeAbYJPH9G5TBXxrqXvv/9eu3fv1vjx4zV06FBJ0vz587Vx40alpKS4XiDsxNQSANswImOniIPM4MGD9dZbb2ny5MmaPHnyKc8BEruWANgn+AUYfctUEQeZl19+WRUVFZo/f36lx4cMGaKXX37ZtcJgNwZoAdgm2NQSfctcEQeZc845R2+//ba2b9+udevWSZI6dOigVq1auV4c7MViXwC24WgVO53xnX1btmypli1bulkL4ghrZADYhqNV7BTxriUgHEwtAbANWcVOBBl4gsW+AGwTfNcSfctUBBl4gqklALYJutiXvmUsggw8EXSumcklAAbiAsxOZ7zYd/v27Vq2bJlq1qyp3/zmN27WhDgQdPU/p8gCMBC7Le0U8YhMRUWFbr75ZrVp00bXX3+9nnjiCf3lL39RYmKipk6d6kWNsBCLfQHYhr5lp4iDTH5+vl577TX5/f5Aer3qqquUlJSkd955x/UCYSe2MQKwTdDWRNsyVsRBZsaMGapWrZr+93//N/BY7dq1lZGRoQ0bNrhZGywWbPU/OQaAiYJNHzG1ZK6Ig8zu3bvVoUMH/frXv670eGpqqg4cOOBaYbBb8Ft90xAAmIcBGTtFHGTq16+vHTt26F//+lfgsV27dmnDhg1q0KCBq8XBXqz+B2AbDo20U8RB5rLLLlNJSYk6d+4sSVq/fr26d++u48eP6/LLL3e9QNiJM0sA2Cb4rqUoFoKIRBxkHn/8cTVr1kx79+6VJJWUlOjgwYNq0qSJ/vSnP7leIOzE1BIA2wQdkYleGYhQxPeRady4sdasWaOpU6fqq6++kiT17NlTubm5ql+/vusFwk7Bb/UdvToAIFxBL7KYWjLWGd0Qr169esrLy3O7FsSRoPPJNAQABuICzE4RTy0999xzGjp0qNauXRt4bO3atRo6dKiee+45V4uDvVj9D8A2waeW6FymijjIvPDCC/r8888Di30lqXPnzvr888/1wgsvuFoc7BX8iAIaAgDzcGiknSIOMkVFRUpPTz/l8fT0dBUVFblSFOwWapsi/QCAidhtaaeIg0zt2rW1ZcsWbdu2LfDYtm3btHnzZqWmprpaHOwU6sqFKxsAJuJoFTtFvNg3Oztb7777ri688EL99re/lSS9/fbbOn78uLKzs10vEPYJdStvbvUNwEQcrWKniIPMww8/rI8//liHDh3Sq6++KunHpJqcnKwJEya4XiDsw/sdgI2Cb1Kgs5kq4qmlHj16aOHCherfv79SUlKUkpKiAQMGaOHCherevbsXNcIyTC0BsFHwqaUoFoKInNF9ZHr37q2FCxe6XQviBFNLAGwUfLEvfctUZxRk/H6/tm7dqn379p2SYPv27etKYYhftAMAJgp+tApMFXGQWbZsmYYPH66dO3ee8pzP59OJEydcKQz2YmoJgI2C9ib6lrEiDjJ33HGHCgoKPCgF8YKpJQA2Ctab6FvmijjIbNiwQdWqVdPTTz+tDh06KCnpjGanEMd4uwOwEadf2yniFNKuXTv9+9//1l133eVFPYgDIUdkuEUmAAMFnVmibRkr4u3Xzz77rAoKCvQ///M/Kikp8aImWC7kGpnolAEAEQm2/ZqpJXNFHGQGDhyosrIy3XXXXapbt64SExMDH0wzQVLIpEI/AGCioFNL9C1jRRxkHMcJ+uGlyZMny+fz6d577/X05+DnYbEvABvRmewU8RDKjBkzvKgjpK+++kovvfSSunTpEpOfj/CFagY0CwAmYteSnSIOMjk5OV7UEdQPP/ygESNG6JVXXtHEiROj/vMRmZAjczQEAAZiaslOZ7Sopby8XEuWLNGePXtUUVFR6bmRI0e6UthP5ebmavDgwRo0aFDIIFNWVqaysrLA5yxIjr5Qm5LYtATARBwaaaeIg8yWLVs0aNAg7d69+5TnfD6f60Fm7ty5WrVqlb766quwvj4/P1+PPvqoqzUgMqHe8DQEACYKvmspioUgIhEv9h07dqwKCwujsti3sLBQ99xzj2bNmqUaNWqE9T3jxo1TcXFx4KOwsNDVmhAGZpYAWIipJTtFHGQ+++wzJSUlacGCBZKkbt26ac6cOapfv37gMbesXLlS+/fvV/fu3ZWUlKSkpCR9+umnev7555WUlHTKtJYkJScnq06dOpU+EF1MLQGwUfDRYhqXqSIOMocPH1b79u01cOBA+Xw+VatWTddee63S09M1adIkV4sbOHCg1q5dqzVr1gQ+evTooREjRmjNmjVKTEx09efBHUwtAbCR3x/kOdqWsSJeI5Oamir///3frl27tjZu3Khly5Zp165d2rZtm6vFpaamqlOnTpUeq1Wrls4999xTHoc5Qr3hGaIFYKJgF1le3ycNZy7iEZmMjAzt3LlTFRUV6ty5s0pLS9W7d2+VlpaqcePGXtQIy4R6w9MQAJiIQyPtdEb3kVm8eLG2bNmi8ePH66qrrlJ5ebkSExP1yCOPeFBiZYsWLfL8Z+Dn4TYyAGwUrDdx2K25Ig4yY8aM0ZgxYyT9eBL2hg0btHr1anXs2FFt27Z1vUDYJ1RQoR8AMFHQqaUo1oHI/OxTHrOyspSVleVGLYgTLPYFYKOgF2G0LWOFFWRatmyp7t2766233lLLli2r/Dqfz+f6gl/Yh6klADbirCU7hRVkCgoKlJ6eHvh1VXw+nytFwW6h3vAs9gVgIgZk7BRWkMnLy1OzZs0CvwaC4fRrADYKtn6PERlzhR1kJOnEiRMaMGCAJKlPnz5KSIh49zbOAkwtAbBSkOZE3zJXRIt9k5KSNHDgQGVmZmrr1q1e1QTLhZo64soGgImYWrJTxEMqbdq0YY0DgmJqCYCNgl1k8e+euSIOMs8++6yKioo0fvx47d+/34uaYDmmlgDYiNOv7RRxkPnlL3+p48ePa/LkyWrcuLESExMDH0lJP/u2NIgD7FoCYCOOKLBTxMmDf4QQCiMyAGzEfWTsFHGQmTFjhhd1II6EesPTEADYhrZlrjM6NBL4OegHAEwUejTZ4cavBjqjRS3l5eVasmSJ9uzZo4qKikrPjRw50pXCYC+mlgDYKPT6PokcY56Ig8yWLVs0aNAg7d69+5TnfD4fQQYs9gVgJW4dYaeIg8zYsWNVWFjoRS2IEzQDADYKdZH14/MMyZgm4u3Xn332mZKSkrRgwQJJUrdu3TRnzhzVr18/8BjObuE1AwAwS6jWFOwsJsROxEHm8OHDat++vQYOHCifz6dq1arp2muvVXp6uiZNmuRFjbBMqDc7zQCAiUKPJtO8TBTx1FJqaqr8fr8kqXbt2tq4caOWLVumXbt2adu2ba4XCBuFGJGJUhUAEInQo8lRKgQRiXhEJiMjQzt37lRFRYU6d+6s0tJS9e7dW6WlpWrcuLEXNcIy4WxhBADThBotpnWZKeIgk5OTo4EDB2rLli0aP368qlWrJsdxlJCQoEceecSDEmEbmgEAG4WaOmJqyUwRTy2NGTNGY8aMkSS1a9dOGzZs0OrVq9WxY0e1bdvW9QJhn5DDszQDAAbiHlh2inhE5rrrrtOCBQsC/1hlZWVp6NChhBgEhFzs649OHQAQidC7lkgyJoo4yMydO1eXX365mjdvroceekgbN270oi5YjOFZADYKPZoME0UcZLKzsyVJRUVFeuKJJ9SxY0dddNFFmj59ug4fPux2fbARw7MALBRy+zW9y0hndEO8Xbt26ZlnnlHPnj3lOI6WL1+u3NxcNWnSxIsaYRnuIwPARhyvYqeIg4wkNW3aVGPGjNHSpUv1zjvvKD09XY7jqKyszO36YKHQU0c0AwDmYbGvnc7o9OstW7Zo3rx5mjdvntavXx94vHbt2q4VBnvRDADYKPRoMs3LRBEHmQsuuEBr1qyR9OMwm8/n04ABA5STk6Orr77a7fpgoVBvdpoBADOx2NdGEQeZ1atXS5LatGmjkSNH6oYbblBGRobrhcFeTCwBsBGjyXaKOMjceuutysnJ0UUXXeRFPYgHNAMAFmKxr50iDjLTpk3zog7EEaaWANiI0WQ7ndGuJSAYcgoAGzG1ZCeCDFzHTaUA2IjRZDsRZOA6mgEAK4UakYlOFYgQQQauY3gWgI1CjybTvExEkIHrQr3ZGZEBYKLQu5aiVAgiQpCB61j5D8BGjCbbiSAD14V8s9MMABgo1Dlxoc+RQywQZOA6FvsCsFHos5aiUwciQ5CB6xiQAWClkFNLdC8TEWTgulBvdpoBABOFnlqCiQgycF2onMLwLAAThepNXISZiSAD13FVA8BGoUeTo1QIIkKQgetC71qiGwAwD+v77ESQgetY+Q/ARqGnxWleJiLIwHUhh2e5rgFgmHDWv5BjzESQgeuYWQJgm3D6Er3LTAQZuC70WUtRKgQAwhTOtBFTS2YiyMB1oc8roRkAMAtdyV4EGbgu9L0YolMHAISLERl7EWTgOg5eA2Ab1sjYiyAD14WeWopOHQDgJlqXmQgycF3oxb60AwBmYWrJXgQZuI67YwKwDVNL9iLIwHWhjyiIShkAELbw2hLNy0QEGbgu1PArw7MATBPe1FIUCkHECDJwXcjFvtEpAwDCxtSSvQgycB1HFACwTlhBhuZlIqODTH5+vnr27KnU1FQ1bNhQQ4YM0aZNm2JdFkJg1xIA2zC1ZC+jg8ynn36q3NxcLV26VAsWLNDx48d16aWX6siRI7EuDUFwHxkAtgmnLXEzTzMlxbqAYD766KNKn7/++utq2LChVq5cqb59+8aoKoQS6sqG4VkApgmrL9G6jGR0kPn/FRcXS5Lq1atX5deUlZWprKws8HlJSYnndaEydl8DsE0400ZMLZnJ6Kmln/L7/br33nuVnZ2tTp06Vfl1+fn5SktLC3xkZGREsUpITC0BsE8400ZMLZnJmiCTm5urb7/9VnPnzg36dePGjVNxcXHgo7CwMEoV4iTuIwPAOmy/tpYVU0t33nmn3nvvPS1evFjNmjUL+rXJyclKTk6OUmU4E/QCAKYJb2qJ7mUio4OM4zi66667NH/+fC1atEhZWVmxLglhCLVojl4AwDThTS3BREYHmdzcXM2ePVt/+9vflJqaqr1790qS0tLSlJKSEuPqUJVQVzbsWgJgmrDaEq3LSEavkZk2bZqKi4vVv39/NW7cOPAxb968WJeGIDiiAIBtwrshHt3LREaPyHDlbqdQQ7T8fwVgGs5aspfRIzKwU6ipJe7FAMBGtC4zEWTgPu7sC8AyTC3ZiyAD13FnXwC2YWrJXgQZuC70WUtRKgQAwhTOaAujyWYiyMB1oY8ooBkAMAu7r+1FkIHrWOwLwDZMLdmLIAPXhdx+zXUNAMOEM1LMYl8zEWTgPk6/BmAZppbsRZCB61jsC8A24U0t0bxMRJCB60IfUUAzAGCW8HYtRaEQRIwgA9eFvI8MzQCAYcIakeEizEgEGbgu1JUNC+YAmCackELrMhNBBq7j9GsAtgknpHDrCDMRZBB1XNUAMA2Lfe1FkIHruNU3ANuENbUUhToQOYIMXMcdMgHYJpxpIy7AzESQgeu4sgFgm3BCCjnGTAQZuC6cKxt2LgEwCXf2tRdBBq5jagmAbThryV4EGbiOhgDANlyA2YsgA9fxZgdgG6aW7EWQgeu4QyYA2/jDWNzHriUzEWTgOhb7ArBNWCMytC0jEWTguvAOXwMAc3BnX3sRZOC68KaWaAgAzBHeJoUoFIKIEWTgOg5fA2AbFvvaiyAD14U12kJHAGAQppbsRZCB68K7sqEhADBHeIfdRqEQRIwgA9eFt2vJ+zoAIFxcgNmLIAPXhXf4Gg0BgDnCGZHhAsxMBBm4jsW+AKzDEQXWIsjAdWFtv2aIFoBB6Fv2IsjAdWFdtdAPABjE7w/9NYzImIkgA9cx1wzANuEdUUDjMhFBBq4L7zYyNAQA5ghvk0IUCkHECDJwHYevAbANt42wF0EGrgvvzBI6AgCTsNjXVgQZuC68W317XwcAhIu+ZS+CDFzHex2AbcKZNmKxr5kIMnBdeLuWaAgAzBHefWRgIoIMXMcQLQDb0LfsRZCB67gfHgDbMJJsL4IMXMeuJQDxiK5lJoIMXMcQLQDb0LfsRZCB68IZbWH1PwCT0LfsRZCB68I7ogAAzEHfshdBBq4LaxsjHQGAQTg00l4EGbguvDNLaAgAzBHerqUoFIKIEWTgPhbNAbANfctaBBm4Lrw7ZNIRAJiDvmUvggxcF96ZJd7XAQDhom/ZiyAD14WzII6GAMAk4d1HhsZlIoIMXBfeEQU0BADmYLGvvQgycF14u5a8rwMAwsUFmL0IMnAfd8gEYBumxK1FkIHrGJEBYBv6lr0IMnBdeMOvdAQA5ghvlJi+ZSKCDFzHKbIAbBPeEQWel4EzQJCB6xiiBWAbjlaxlxVB5sUXX1SLFi1Uo0YN9erVS8uXL491SQgivPvI0BDw85Wf8Ov7H8p0rLwi1qXActz/yl4+x/B/UebNm6eRI0dq+vTp6tWrl6ZMmaI333xTmzZtUsOGDUN+f0lJidLS0lRcXKw6der87HoWbdqvR95Z97N/n3hWdPiYjlcE/2vVqE6yUqolRqkixJvyE34dPnZcR38SYBqmJqtmdf5O4cwUHzuuQ0ePB/2a2slJql+7epQqstOs0Rep6Tkprvxe4f77neTKT/PQs88+q9GjR2vUqFGSpOnTp+v999/Xa6+9prFjx0a9nqPlFSr419Go/9x4s6+kLNYlIM7sL+XvFLz1Q9kJ/VB2ItZlGO1EhT/qP9PoqaXy8nKtXLlSgwYNCjyWkJCgQYMG6csvvzzt95SVlamkpKTSBwAAiE9GB5nvv/9eFRUVatSoUaXHGzVqpL179572e/Lz85WWlhb4yMjIiEapAAAgBowOMmdi3LhxKi4uDnwUFhbGuiQAAOARo9fI1K9fX4mJidq3b1+lx/ft26f09PTTfk9ycrKSk5M9q6lharIGtgu9yBg/yqpfS786v4lW7jykFQUHVX4i+vOniD8JCT6dk1JN59SsptQa1fT9D2X6rvjf8rOvHy5IrZGk/m0b6tza1fXB2u+0nzV9YYvFJg7jdy316tVLF154oaZOnSpJ8vv9at68ue68886wFvu6vWsJAAB4L252Ld13333KyclRjx49dOGFF2rKlCk6cuRIYBcTAAA4exkfZK699lodOHBAEyZM0N69e9W1a1d99NFHpywABgAAZx/jp5Z+LqaWAACwT7j/fsfdriUAAHD2IMgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYy/oiCn+vkjYtLSkpiXAkAAAjXyX+3Qx1AEPdBprS0VJKUkZER40oAAECkSktLlZaWVuXzcX/Wkt/v1549e5SamiqfzxfrcsJSUlKijIwMFRYWnvXnQ/FaVMbrURmvx3/wWlTG6/Eftr4WjuOotLRUTZo0UUJC1Sth4n5EJiEhQc2aNYt1GWekTp06Vv2l8xKvRWW8HpXxevwHr0VlvB7/YeNrEWwk5iQW+wIAAGsRZAAAgLUIMgZKTk5WXl6ekpOTY11KzPFaVMbrURmvx3/wWlTG6/Ef8f5axP1iXwAAEL8YkQEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQu8//776tWrl1JSUlS3bl0NGTIk1iXFXFlZmbp27Sqfz6c1a9bEupyoKygo0E033aSsrCylpKSoVatWysvLU3l5eaxLi5oXX3xRLVq0UI0aNdSrVy8tX7481iXFRH5+vnr27KnU1FQ1bNhQQ4YM0aZNm2JdlhEmT54sn8+ne++9N9alxExRUZGuv/56nXvuuUpJSVHnzp21YsWKWJflKoKM4d5++23dcMMNGjVqlL7++mstWbJE1113XazLirkHHnhATZo0iXUZMbNx40b5/X699NJLWrdunZ577jlNnz5dDz30UKxLi4p58+bpvvvuU15enlatWqXzzz9fl112mfbv3x/r0qLu008/VW5urpYuXaoFCxbo+PHjuvTSS3XkyJFYlxZTX331lV566SV16dIl1qXEzKFDh5Sdna1q1arpww8/1Pr16/XMM8+obt26sS7NXQ6Mdfz4cadp06bOq6++GutSjPLBBx847dq1c9atW+dIclavXh3rkozw5JNPOllZWbEuIyouvPBCJzc3N/B5RUWF06RJEyc/Pz+GVZlh//79jiTn008/jXUpMVNaWuq0bt3aWbBggdOvXz/nnnvuiXVJMfHggw86ffr0iXUZnmNExmCrVq1SUVGREhIS1K1bNzVu3FhXXHGFvv3221iXFjP79u3T6NGj9Ze//EU1a9aMdTlGKS4uVr169WJdhufKy8u1cuVKDRo0KPBYQkKCBg0apC+//DKGlZmhuLhYks6KvwtVyc3N1eDBgyv9HTkbvfPOO+rRo4euueYaNWzYUN26ddMrr7wS67JcR5Ax2Pbt2yVJjzzyiP77v/9b7733nurWrav+/fvr4MGDMa4u+hzH0e9//3vddttt6tGjR6zLMcrWrVs1depU3XrrrbEuxXPff/+9Kioq1KhRo0qPN2rUSHv37o1RVWbw+/269957lZ2drU6dOsW6nJiYO3euVq1apfz8/FiXEnPbt2/XtGnT1Lp1a3388ce6/fbbdffdd2vmzJmxLs1VBJkYGDt2rHw+X9CPk2sgJGn8+PG6+uqrdcEFF2jGjBny+Xx68803Y/yncE+4r8fUqVNVWlqqcePGxbpkz4T7WvxUUVGRLr/8cl1zzTUaPXp0jCqHCXJzc/Xtt99q7ty5sS4lJgoLC3XPPfdo1qxZqlGjRqzLiTm/36/u3btr0qRJ6tatm2655RaNHj1a06dPj3VprkqKdQFnoz/84Q/6/e9/H/RrWrZsqe+++06S1KFDh8DjycnJatmypXbt2uVliVEV7uuxcOFCffnll6ecF9KjRw+NGDEiLq4ywn0tTtqzZ48GDBig3r176+WXX/a4OjPUr19fiYmJ2rdvX6XH9+3bp/T09BhVFXt33nmn3nvvPS1evFjNmjWLdTkxsXLlSu3fv1/du3cPPFZRUaHFixfrhRdeUFlZmRITE2NYYXQ1bty40r8fktS+fXu9/fbbMarIGwSZGGjQoIEaNGgQ8usuuOACJScna9OmTerTp48k6fjx4yooKFBmZqbXZUZNuK/H888/r4kTJwY+37Nnjy677DLNmzdPvXr18rLEqAn3tZB+HIkZMGBAYKQuIeHsGGCtXr26LrjgAn3yySeBWxH4/X598sknuvPOO2NbXAw4jqO77rpL8+fP16JFi5SVlRXrkmJm4MCBWrt2baXHRo0apXbt2unBBx88q0KMJGVnZ5+yFX/z5s1x9e+HRJAxWp06dXTbbbcpLy9PGRkZyszM1FNPPSVJuuaaa2JcXfQ1b9680ue1a9eWJLVq1eqsuwItKipS//79lZmZqaeffloHDhwIPHc2jErcd999ysnJUY8ePXThhRdqypQpOnLkiEaNGhXr0qIuNzdXs2fP1t/+9jelpqYG1gmlpaUpJSUlxtVFV2pq6ilrg2rVqqVzzz33rFwzNGbMGPXu3VuTJk3S7373Oy1fvlwvv/xy3I3eEmQM99RTTykpKUk33HCDjh07pl69emnhwoXxdx8ARGTBggXaunWrtm7dekqIc86CA+2vvfZaHThwQBMmTNDevXvVtWtXffTRR6csAD4bTJs2TZLUv3//So/PmDEj5DQl4lvPnj01f/58jRs3Tn/605+UlZWlKVOmaMSIEbEuzVU+52zoegAAIC6dHZPqAAAgLhFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAhOXgwYMaO3as2rdvr5SUFNWuXVtdu3bV448/rqNHj8a6PABnKY4oABDS7t27lZ2drV27dkmSWrRoofLycu3Zs0eS1LVrVy1evFipqamxLBPAWYgRGQAh3XHHHYEQM2fOHO3YsUNFRUXKz8+XJK1Zs0bjx4+XJPl8Pvl8Pt1///3KyclRrVq1dN555+mDDz7Qxo0b1adPH9WqVUu9e/fWhg0bKv2cDz/8UP369VNqaqpSUlJ0ySWX6J///Gelr/nmm2908cUXq0aNGjr//PP12WefBX7mI488Ikk6duyYhgwZoqysLNWqVUvJyclq3bq1JkyYoPLy8rD+zP3795fP56t08OIjjzwin8+nFi1aSJJuu+02+Xw+devWrdL3XnLJJfL5fBo2bFhYPwvAz+AAQBAHDx50EhISHElO//79Kz1XUVHhZGVlOZKcevXqOX6/35HkSHKSk5Odpk2bOnXr1nUkOampqU6zZs2crKwsp2bNmo4k56KLLgr8XnPnznV8Pp8jycnMzAz8vomJic7ChQsdx3Gco0ePOk2bNnUkOdWqVXPat2/v1KlTJ/Az8/LyHMdxnEOHDjmSnEaNGjldu3Z1mjVrFviaP/7xj2H9ufv16+dIcnJycgKP5eXlBepzHMf54osvAr/vxo0bHcdxnMLCwsCf48MPPzzDVx1AuBiRARDUli1b5Pf7Jf04hfRTCQkJ6tKli6Qf19AcOHAg8Nx5552nbdu26Y033pAklZaWqkOHDtq2bZuef/55SdLSpUt17NgxSdLYsWPlOI5uvPFG7dixQ9u2bdNVV12liooKTZgwQZI0e/ZsFRUVSZLmz5+v9evX69lnnz2l5lq1amndunXau3evVq9ercLCQl1//fWSpLlz57r10ujiiy9WmzZtJEnz5s2TJL355ptyHEdNmjTRL37xC9d+FoDTI8gACJvP5zvlsYSE07eRSy+9VMnJyYFpGEkaPHiwfD6fWrZsGXhs//79OnDggAoKCiRJr732mhISEpSQkKD58+dLkpYtWyZJWrdunSSpZs2aGjx4sCTpd7/73Wlr+utf/6o2bdooOTlZPp9Pf/3rXyUpsK7HLSNHjpT0nyBz8r/XX3+9EhMTXf1ZAE6VFOsCAJjtvPPOU0JCgvx+v1avXl3pOb/fr6+//lqSVK9ePTVo0CDwXJ06dSRJSUlJpzz200Dk/H/7DVq2bFnp9znpp2tbTheofmry5MmB9TuZmZlKT0/X7t27VVRUFBhdCuXkz6ioqAg8VlxcfMrX3XDDDXr44Ye1fv16vfvuu4HQlZOTE9bPAfDzMCIDIKh69eoFRj8WLVpUaWrmySef1Pbt2yVJI0aMCBkwqtKgQQNlZmZKkrp3767PP/9cS5cu1dKlS/XnP/9Zjz32mKpXr65OnTpJko4cOaK///3vkhSYuvqppUuXSpLatGmjgoICLVmyROeff35ENTVs2FDSj1Nr0o8LiN9///1Tvq558+YaMGCAJOmWW26RJPXs2VMdOnSI6OcBODMEGQAhvfjii2revLkkafjw4crKylLTpk01btw4ST+unZk4ceLP+hmTJk2SJL311ltq0qSJunXrpvT0dLVt21azZs2SJF133XVq2rSpJOnKK69Ux44dNWbMmFN+r5PrdjZv3qysrCxlZmYGwk24Bg4cKOnHaa2TwWTbtm2n/dqToy979+6t9DkA7xFkAISUkZGhVatW6YEHHlDbtm313Xff6dChQ+rSpYsmTpyoJUuWBKaNztR1112n9957T/369dOxY8e0adMmpaamauTIkbr55pslSTVq1NAHH3ygXr16SfpxLcycOXMCv0dKSook6aGHHlJOTo7OOecclZSUaNiwYbrjjjsiqmfUqFG6++67Vb9+fW3dulW/+MUvdM8995z2a6+++mrVrl1bklS9enUNHz484j8/gDPDDfEAWGXr1q1q1apVYBpr1qxZgR1JH330kS677LJYlgcgyggyAKwyZMgQffPNN+rUqZMOHTqkJUuWyHEc9e3bV4sWLQp7nc5VV12l77777rTPzZ8/X40bN3azbAAeYdcSAKv0799fmzZt0j/+8Q/5/X61bdtW11xzjcaOHRvRYuPVq1dr586dp32urKzMrXIBeIwRGQAAYC0W+wIAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1vp/uqCssuBRKr0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Omega_vw; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dU/dx; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6vFdpBXIESGmZPRFpBwMQEUUUpYNQRSu6TkfpNRwBItI+BiAiiihK4USpoHkgicYoROu9l84fc4hDFhFpBwMQEUWUdoUAlKxwuvtAJEkSBqdjCoetEpF2MAARUUQ5rjA6488IECCuA1J6DyLSDgYgIooogZwCAxQORGUNEJHmMQARUURpVyiCThac6+ULUSE09wEi0j4GICKKKKIRIL1OQqIxyq/7pQhqh2wne3kgKpHGMQARUUQRjQAlx0ZDkgZ3EOp3r/UeAXK6ZJzo7vPrfkQUGgxARBRRRCNA/qwAO91rbQpTbUSkDQxARBRRRBsh+lsADQCmWHEAUqo1IiJt0EQAWrNmDfLy8hATE4PS0lJs3bpV8do//elPKCkpQXJyMuLj41FcXIxXXnnF4xpZllFVVYWsrCzExsairKwMe/bsCfbHIKIwYBOOAPkfgJRe236ShdBEWqZ6ANq0aRMqKyuxYsUKbNu2DePHj0d5eTmOHj0qvD41NRUPPPAAGhoasGPHDlRUVKCiogJ///vf3desXr0azzzzDGpra7FlyxbEx8ejvLwcXV1dofpYRKRR4hEg/6fAlF7LESAibVM9AD311FOYP38+KioqMG7cONTW1iIuLg7r1q0TXn/ZZZfhuuuuwznnnIPCwkLcc889KCoqwkcffQTg1OhPTU0NHnzwQVx77bUoKirC73//exw+fBhvvvlmCD8ZEWlNV68TJ3udXu3+nAPWT6kGqP0kAxCRlqkagHp6etDY2IiysjJ3m06nQ1lZGRoaGk77elmWYTabsXv3blxyySUAgKamJlgsFo97mkwmlJaWKt6zu7sbdrvd40FEQ4/iHkBnMAJkEqwCA4B27gVEpGmqBqDW1lY4nU5kZGR4tGdkZMBisSi+zmazISEhAQaDAVdddRWeffZZ/OhHPwIA9+sGc8/q6mqYTCb3Izc390w+FhFpVKB3gQYGKILmCBCRpqk+BeaPxMREbN++HZ988gkee+wxVFZWor6+3u/7LVu2DDabzf04cOBA4DpLRJqhHID8HwEyROkQb9B7tbMGiEjb/Nv6NEDS0tKg1+thtVo92q1WKzIzMxVfp9PpMGrUKABAcXExvvrqK1RXV+Oyyy5zv85qtSIrK8vjnsXFxcL7GY1GGI3GM/w0RKR1ylNg/o8A9b/e0XPSo83GVWBEmqbqCJDBYMCkSZNgNpvdbS6XC2azGVOmTPH5Pi6XC93d3QCA/Px8ZGZmetzTbrdjy5Ytg7onEQ09SiNAZ1IDpPR6jgARaZuqI0AAUFlZiXnz5qGkpASTJ09GTU0NHA4HKioqAABz585FTk4OqqurAZyq1ykpKUFhYSG6u7vxzjvv4JVXXsHzzz8PAJAkCQsXLsSjjz6K0aNHIz8/H8uXL0d2djZmzpyp1sckIg1QCiVnUgMEKAQg1gARaZrqAWjWrFloaWlBVVUVLBYLiouLUVdX5y5ibm5uhk733UCVw+HAHXfcgYMHDyI2NhZjx47FH/7wB8yaNct9zZIlS+BwOHD77bejvb0dU6dORV1dHWJiYkL++YhIO44rrMw64xEgwUowjgARaZsk88hiL3a7HSaTCTabDUlJSWp3h4gCZNHrn+N/tx30aIsz6PHlyulndN/73/gXNmxp9miL0knY89gMvw9ZJaLBG8zf32G5CoyIyB+iwuQznf4CTp0m/0N9LhmOHu9NF4lIGxiAiChiiI7BONPpL0A5RLUrFF0TkfoYgIgoYohWgQViBMjE88CIwg4DEBFFDJsgkCiFl8EQTYEBgI0rwYg0iwGIiCKCLMvCpelK4WUwlDZS5AgQkXYxABFRRHD0OOF0eS96DUQNkNI9lDZeJCL1MQARUURQKkgW7eEzWEoBiFNgRNrFAEREEUFpOioQNUCKJ8JzBIhIsxiAiCgiKI3GKIWXwTBG6RHHE+GJwgoDEBFFBKUAFIgiaKX78DwwIu1iACKiiKA0GqO0gmuwTIL7iJbdE5E2MAARUURoFxyDAQRmFRgApAhPhGcNEJFWMQARUUQIZg0QIA5SoqM3iEgbGICIKCKIpqOMUTrERHsXL/vDJFhOb+vshSx77z1EROpjACKiiCCqAQrU9JfSvXqcLpzs5YnwRFrEAEREEUFUjxOITRC/uxcPRCUKJwxARBQRbCf7vNoCVf8DKI8mMQARaRMDEBFFBJtgV+ZA7ALdT/FAVK4EI9IkBiAiigjBOgn+dPfiCBCRNjEAEdGQ19PnQmePdzFyYIugFUaAGICINIkBiIiGvGDvAQQMUAPEKTAiTWIAIqIhz6YQQkTHV/hLKUzxOAwibWIAIqIhT/EcsACOAMVE6xEr2FSRU2BE2sQARERDnuJJ8AGsAVK6H6fAiLSJAYiIhjylUZhA1gAp3Y/ngRFpEwMQEQ15oiXwQGB3ggbEI0CsASLSJgYgIhryRJsgAoHdCBEQBypOgRFpEwMQEQ15ohognQQkGqMC+j4p8YIaII4AEWkSAxARDXmiKbCk2GjodFJA38ckGAHq7nOhiyfCE2kOAxARDXmiUZhALoF335MHohKFDQYgIhryRCNAgdwEsZ/ieWCsAyLSHE0EoDVr1iAvLw8xMTEoLS3F1q1bFa9du3YtLr74YqSkpCAlJQVlZWVe199yyy2QJMnjMX369GB/DCLSKHuQD0J131NhBOi4gyNARFqjegDatGkTKisrsWLFCmzbtg3jx49HeXk5jh49Kry+vr4ec+bMwfvvv4+Ghgbk5ubiyiuvxKFDhzyumz59Oo4cOeJ+vPbaa6H4OESkQe2CVWCB3gPo1D3Fo0pKR3EQkXpUD0BPPfUU5s+fj4qKCowbNw61tbWIi4vDunXrhNe/+uqruOOOO1BcXIyxY8fihRdegMvlgtls9rjOaDQiMzPT/UhJSQnFxyEijXG5ZOEqsEDvAg2IV4EBrAEi0iJVA1BPTw8aGxtRVlbmbtPpdCgrK0NDQ4NP9+js7ERvby9SU1M92uvr65Geno4xY8ZgwYIFaGtrU7xHd3c37Ha7x4OIhoaOnj64ZO/2oEyBKYwAcTdoIu3xeROM5ubmQd98xIgRAz7f2toKp9OJjIwMj/aMjAzs2rXLp/e47777kJ2d7RGipk+fjp/85CfIz8/Hvn37cP/992PGjBloaGiAXu99WGF1dTUefvhhn96PiMKL0k7MQSmCVhhVUjqLjIjU43MAysvLgyT5vmeGJEno6+vzq1O+WrVqFTZu3Ij6+nrExMS422fPnu3+9fnnn4+ioiIUFhaivr4e06ZN87rPsmXLUFlZ6f693W5Hbm5uUPtORKERqnPAgFMnwhuidOjpc3m0swaISHsGNQUmy/KgHqeTlpYGvV4Pq9Xq0W61WpGZmTnga5988kmsWrUK//jHP1BUVDTgtQUFBUhLS8PevXuFzxuNRiQlJXk8iGhoUFqCHowpMKX7cgSISHsGFYAmTJiApqam0z6Ki4t9up/BYMCkSZM8Cpj7C5qnTJmi+LrVq1fjkUceQV1dHUpKSk77PgcPHkRbWxuysrJ86hcRDR1K4SMYRdBK92URNJH2DOogHKPRiJEjR572OoPB4NMIEABUVlZi3rx5KCkpweTJk1FTUwOHw4GKigoAwNy5c5GTk4Pq6moAwOOPP46qqips2LABeXl5sFgsAICEhAQkJCSgo6MDDz/8MK6//npkZmZi3759WLJkCUaNGoXy8vLBfFwiGgKUwkfQApDoQFQGICLN8TkAuVyu01/0b5s3b/b52lmzZqGlpQVVVVWwWCwoLi5GXV2duzC6ubkZOt13A1XPP/88enp6cMMNN3jcZ8WKFXjooYeg1+uxY8cOrF+/Hu3t7cjOzsaVV16JRx55BEaj0ed+EdHQoDQClBSkKTDRfTkFRqQ9gT0K2U933nkn7rzzTuFz9fX1Hr/fv3//gPeKjY3F3//+9wD1jIjCnWgTRCA4RdCA0hQYi6CJtMbnAFRQUODTdZIkYd++fX53iIgokESjL3EGPYxR3ltiBIKoCNrR40Sv04Vovep7zxLRv/kcgE438tJvMEvliYiCLVQnwbvvPcBeQGkJnIYn0gqfA9CKFSuC2Q8ioqAQnQQfrPofQHlqrb2TAYhISxiAiGhIE54EH6QVYIDyDtPcDJFIW86oCLqpqQmHDx+G0+n0aL/kkkvOqFNERIEingIL/DEY392bx2EQhQO/ApDFYsHMmTPxySefeD0XiiMwiIh8JdoJOpgjQEr35l5ARNriVwBaunQptm7dGui+EBEFVFevE1293nuYBWsJPKA8usQARKQtfq3JfPfdd6HT6bB27VoAwLhx41BdXY3U1FRs2rQpoB0kIvKXqP4HAEzBrAFSKoLmFBiRpvgVgFpaWjBmzBjcdtttAE4dQ3HfffchPT0dGzduDGgHiYj8pRQ6glkDlBgTBdFuIDZuhkikKX4FoPj4eERFRbl//c0338BqtaKlpYW7MBORZoT6HDAA0Okk4SgQi6CJtMWvAJSTk4MDBw4AAM4++2y0tbUhOzsbx44dQ3JyciD7R0Tkt1Afg9FPtBKMU2BE2uJXALr66qsxcuRI7Ny5EwsXLgQAyLIMWZZxzz33BLJ/RER+Uxp1CXYAEt2fRdBE2uLXKrBVq1Zh1apVAIBzzz0X+fn52Lp1K4qKilBWVhbQDhIR+Uu1ACTYDJFTYETaEpDT4KdOnYqpU6cG4lZERAGjNOqSEh+8ImhAYQqMRdBEmuJXAHI6nVi3bh3ef/99WK1WyLLsfk6SJJjN5oB1kIjIX8cFoSNKJyHeEJyT4PuJiqxtJ3vhcsnQ6XhgNJEW+BWA7r77btTW1gKAR/gBeBo8EWmHqPA4Oc4Q9J9Toik2lwx09PQhKSa4029E5Bu/AlD/Zof/8R//gYKCAoYeItIkm+gcsCAuge+nVGNk6+xlACLSCL8CUFxcHIYPH44PPvgg0P0hIgoY4TlgQS6ABk6NMom0d/YiNzXob09EPvBrGfzy5cvR1NSEjRs3oqOjI9B9IiIKiOMOdUaAlEKWKJARkTr8CkDXXXcdCgsLceONN8JkMkGv17sf/TtEExGpTbT03BTEYzD6KYUsLoUn0g6/0srcuXOxa9curwJoIiKt6HW60NHd59WeomINEDdDJNIOvwJQfX09JEnCz3/+c+Tl5XHUh4g0R2m0JSRF0BwBItI8v5LLmDFj0NPTg1deeSXQ/SEiCgil0RbRLs2BpjwCxBogIq3wqwbogQcewLfffotVq1bhiy++QHNzs8eDiEhtSmEjFKvAjFF6xAk2W+QIEJF2+DUC9LOf/QySJOGBBx7AAw884PGcJEno6/OedyciCiWlEaBQTIEBp0aBOnucHm2sASLSDr9GgIDvTn8XPYiI1CbaBRoAUkIwBQYonAjPESAizfBrBOill14KdD+IiAJKaQos2CfB9xOeB8YRICLNGHQA6u3thSRJkCQJN910E4/BICJNUnMVGAAkC/Yb4kaIRNox6Cmw6OhozJ8/H9XV1Qw/RKRZopPg9ToJCcbQbNshGmliETSRdvhVAzR+/HjY7fZA94WIKGBEBcfJsdEh+4ebaKSpq9eFrl6n4GoiCjW/AtCSJUvQ2tqKuXPnYuvWrfj222+5DJ6INEU02hKq6S+AmyESad0ZLYN/9dVX8eqrr3o8x2XwRKQFwhGgEK0AA8Q1QMCpfmUkxYSsH0Qkpoll8GvWrEFeXh5iYmJQWlqKrVu3Kl67du1aXHzxxUhJSUFKSgrKysq8rpdlGVVVVcjKykJsbCzKysqwZ8+eQfeLiMKXqOA4FJsgut9LYQSIu0ETaYNfI0Dvv/9+wDqwadMmVFZWora2FqWlpaipqUF5eTl2796N9PR0r+vr6+sxZ84cXHTRRYiJicHjjz+OK6+8Ejt37kROTg4AYPXq1XjmmWewfv165OfnY/ny5SgvL8eXX36JmBj+y4soErQ7BCfBh3IKTCFscQqMSBskWeWdC0tLS3HBBRfgueeeAwC4XC7k5ubirrvuwtKlS0/7eqfTiZSUFDz33HOYO3cuZFlGdnY2Fi1ahMWLFwMAbDYbMjIy8PLLL2P27Nle9+ju7kZ3d7f793a7Hbm5ubDZbEhKSgrQJyWiUOl1ujD6gb95td/6H/moumZcSPrwxSEbrn72I6/21TcU4WcluSHpA1GksdvtMJlMPv397fcU2IcffojLL78ciYmJSExMxBVXXIEPP/xwUPfo6elBY2MjysrKvuuQToeysjI0NDT4dI/Ozk709vYiNTUVANDU1ASLxeJxT5PJhNLSUsV7VldXw2QyuR+5ufzhRBTO7Iq7QKs/BcbNEIm0wa8A9NFHH6GsrAwffPABHA4HHA4H6uvrUVZWho8//tjn+7S2tsLpdCIjI8OjPSMjAxaLxad73HfffcjOznYHnv7XDeaey5Ytg81mcz8OHDjg82cgIu1ROnIilKvAlAquuRkikTb4VQO0cuVK9Pb2YuTIkfjP//xPAMA777yDb7/9FitXrkRdXV1AO6lk1apV2LhxI+rr68+otsdoNMJoNAawZ0SkJsVjMEK4CizeoIdeJ8Hp8qwy4IGoRNrgVwDaunUrhg0bhs8//9w9x2az2VBYWIjNmzf7fJ+0tDTo9XpYrVaPdqvViszMzAFf++STT2LVqlV47733UFRU5G7vf53VakVWVpbHPYuLi33uGxGFL8WT4EO4CkySJCTHRqPN4RnGWARNpA1+TYF1dXUhNTXVo8DIZDIhNTXVo5j4dAwGAyZNmgSz2exuc7lcMJvNmDJliuLrVq9ejUceeQR1dXUoKSnxeC4/Px+ZmZke97Tb7diyZcuA9ySioUMxAIVwCgwQrzpjACLSBr9GgAoLC7Fr1y4sWrQIc+bMAQBs2LABe/fuxbhxg1thUVlZiXnz5qGkpASTJ09GTU0NHA4HKioqAABz585FTk4OqqurAQCPP/44qqqqsGHDBuTl5bnrehISEpCQkABJkrBw4UI8+uijGD16tHsZfHZ2NmbOnOnPxyWiMKNUA5QSwikwQDzixCkwIm3wKwDdeuutuPfee1FTU4Oamhp3uyRJuPXWWwd1r1mzZqGlpQVVVVWwWCwoLi5GXV2du4i5ubkZOt13A1XPP/88enp6cMMNN3jcZ8WKFXjooYcAnDqqw+Fw4Pbbb0d7ezumTp2Kuro67gFEFCFsijVAIR4BEgUgFkETaYJf+wC5XC7cfvvteOmll9w7P/eHn9/97ndhf0r8YPYRICLtWf7mF3hl87cebXqdhL2PzQjpz6dfb9qONz475NGWFBOFHQ+Vh6wPRJFkMH9/+zUCpNPp8MILL+D+++9HY2MjAGDSpEkoKCjw53ZERAElmgIzhfAk+O+/5w/Zu/rQ53QhSu/3NmxEFAB+BaB+BQUFDD1EpDmiZfChXAHWT6nmyHayF8MSuPUGkZr8CkAOhwOrVq2C2WyG1Wr1OABVkiTs27cvYB0kIhos0UqrUK8AG+g9j3cyABGpza8A9Mtf/hIbNmwAAK/T38O9/oeIwp9opZXSzszBxBPhibTLrwD09ttvAwAmTpyIsWPHIirqjGbSiIgC6rjGp8C4FJ5IfX4ll5iYGKSmpuKTTz4JdH+IiM5In9OFE119Xu2hXgIPKAcgUUAjotDyaxnC7bffjtbWVp8PLCUiChW7IPwAQHKslqbAOAJEpDa/RoCamppw8uRJjB07FldccQWSk5Pdz0mShBdffDFQ/SMiGhSl+pqUeBVGgOI5AkSkVX4FoFdeeQWSJMFut+Ott95yt8uyzABERKpSOgZDtCdPsMUb9IjWS+h1ei4WOc4RICLV+RWALrnkEq72IiJNUhoBUmMVmCRJSI4zoOWE5yHRXAVGpD6/AlB9fX2Au0FEFBiKJ8GrMALU/74/DECcAiNSn89F0Dt27PB5g8N9+/Zhx44dfneKiMhfigFIhVVggHglGIugidTncwAqLi7G3Llzfbr2pptuwsSJE/3uFBGRv5RqgNSYAjv1voIT4RmAiFQ3qCkwm82GDz744LTX2e12rx2iiYhCwSaYXtJJQKJRnQ1bRSNAnAIjUt+gfiJ89dVXuPzyy4PVFyKiMyZaYWWKjYZOp87CjWTB8vvuPhdO9jgRa9Cr0CMiAgYZgAYzqsNVYkSkBtEUmFrTX8DAu0HHGmJD3Bsi6udzAHK5XMHsBxFRQIimwNTYA6hfiuKJ8D3ITmYAIlKLz0XQBQUFuOGGGwAAV1xxBe66666gdYqIyF+iESClEBIKSqNPLIQmUpfPI0D79+9HWloagFP7AHV1dQWtU0RE/jru0NoIEAMQkRb5HIBSUlKwfft23HjjjQBO7fVz6623el3HozCISC19TpfwMFSlM7lCQWn/Ia4EI1KXzwHo0ksvxZtvvomNGzdCkiS0trZi/fr1HtfwLDAiUpPSHkCpKhZBK58IzwBEpCafA9Dvfvc7jBgxAjt37oTZbEZSUhImTJgQzL4REQ2KaPoLUHkEKFZpFRinwIjU5HMASktLQ01NDQBAp9Nh3LhxeP/994PVLyKiQTumEIBSVQxAhigdEoxR6Oj2nJrjFBiRuvzaGpVL4olIi5RChVIhcqgkx0V7BSAWQROpy+cAJCp4FmENEBGp5ZhDoQZIxREg4FQAO3j8pEeb0mgVEYWGzwHo5ZdfPu3uziyCJiI1KY4ACY6jCCVRDRKLoInU5XMAGjFihEcAslgs6O7uRmpqKgDg2LFjiI6ORk5OTuB7SUTkA6VRFbWnwIYJAlAbR4CIVOXzTtD79+9HU1MTmpqa8PTTT0Ov1+O9995Da2srWltbYTabodfr8Zvf/CaY/SUiUiRaBZYYE4Vovc8/6oJCFMBOdPWh18l6SiK1+PVT4b777kNeXh6uuOIKd9vll1+OgoICLF++PGCdIyIajGOCaSW1638AYFiC8oGoRKQOv1aBNTc3o6+vD2vXrsVPfvITAMAbb7yBXbt2ITpa3bl2IopcohEgtae/BurDMUcP0hNjQtwbIgL8HAG6+OKL4XQ68ctf/hLp6elIT0/HL37xC7hcLlx88cWB7iMRkU9EI0BqHoTaL1WhCJsrwYjU41cAeuGFFzBx4kTIsuzxmDBhAl544YVB3WvNmjXIy8tDTEwMSktLsXXrVsVrd+7cieuvvx55eXmQJMm9MeP3PfTQQ5AkyeMxduzYwX5EIgpDxwXL4NXcBbpfarxR2C7qLxGFhl9TYCNGjMCnn36KP//5z9i+fTskSUJxcTGuueaaQd1n06ZNqKysRG1tLUpLS1FTU4Py8nLs3r0b6enpXtd3dnaioKAAP/3pT/HrX/9a8b7nnnsu3nvvPffvo6L8+phEFEa6+5xemw0C6p4D5u6D4ghQd4h7QkT9/EoGvb29WLZsGdasWYOenlNDuAaDAXfccQeqq6thMPj2A+epp57C/PnzUVFRAQCora3F22+/jXXr1mHp0qVe119wwQW44IILAED4fL+oqChkZmb6/Hm6u7vR3f3dDyK73e7za4lIG5R2VtbCCJByDRBHgIjU4tcU2MKFC/H000+ju7vbPf3V3d2NmpqaAUdmvq+npweNjY0oKyv7rjM6HcrKytDQ0OBPt9z27NmD7OxsFBQU4MYbb0Rzc/OA11dXV8NkMrkfubm5Z/T+RBR6WjwHrF9ynAGifWS5CoxIPX4FoFdffRUAMGfOHLz11lt466238POf/xyyLLufO53W1lY4nU5kZGR4tGdkZMBisfjTLQBAaWkpXn75ZdTV1eH5559HU1MTLr74Ypw4cULxNcuWLYPNZnM/Dhw44Pf7E5E6FE+C18AUmF4nITnWexqMmyESqcevKTC9Xo/8/HyPsHPNNddg8+bNaG9vD1Tf/DJjxgz3r4uKilBaWoqRI0fi9ddfx2233SZ8jdFohNEoLlIkovAgWgEGaGMECDg1FXf8B9N0SqGNiILPrxGgOXPmwG63o7Oz093mcDhgt9sxb948n+6RlpYGvV4Pq9Xq0W61WgdVv3M6ycnJOPvss7F3796A3ZOItEcpTCgVIIea6DgMLoMnUo9fI0CJiYk4ceIEJk6ciKuvvhoA8Pbbb6OrqwtxcXFYuXKl+9qqqirhPQwGAyZNmgSz2YyZM2cCAFwuF8xmM+68805/uiXU0dGBffv24eabbw7YPYlIe5QKirUwBQaI+8EARKQevwLQ448/DkmS8PXXX+Ppp58G8N1J8D88C0wpAAFAZWUl5s2bh5KSEkyePBk1NTVwOBzuVWFz585FTk4OqqurAZwqnP7yyy/dvz506BC2b9+OhIQEjBo1CgCwePFiXHPNNRg5ciQOHz6MFStWQK/XY86cOf58VCIKE6KCYkkCTILaGzWIpuKOdfa4f3YSUWj5vQ9QIP6DnTVrFlpaWlBVVQWLxYLi4mLU1dW5C6Obm5uh0303S3f48GFMmDDB/fsnn3wSTz75JC699FLU19cDAA4ePIg5c+agra0Nw4cPx9SpU7F582YMHz78jPtLRNolGk0xxUYjSuWDUPuJAlBPnwudPU7EG7lXGVGo+fVf3f79+wPWgTvvvFNxyqs/1PTLy8uDLMsD3m/jxo2B6hoRhRFRANLK9BegXIx9zNHDAESkAm3804iI6AyJlpSnKZzCroaBDkQlotBjACKiIaGtw/tYCa0sgQeAVIUwprR8n4iCiwGIiMKeyyULR1KGJWhnfy+lM8mOdTAAEamBAYiIwp69qxd9Lu/6wDQtjQAp9IXHYRCpgwGIiMJeq8IoiqZGgBQCkFLfiSi4GICIKOyJ6n8AYJiGiqDjDHrERHv/yFXqOxEFFwMQEYU9pUNFh8VrZwRIkiRhf3ggKpE6GICIKOwpjaJoaRk8AKQlegegVo4AEamCAYiIwl441AAB4qLsNtYAEamCAYiIwl6bw3sURScByRo5B6yfqCaptaP7tDvcE1HgMQARUdgT7QGUGm+ATqetQ0bTBCNS3X0udHT3qdAbosjGAEREYU80BaalAuh+SlNynAYjCj0GICIKe6IiaC0tge+nVJTNQmii0GMAIqKwJ1pKrrUCaEA8BQZwM0QiNTAAEVFY63W60N7Z69U+TEPHYPRTDkAcASIKNQYgIgprxxU2EtTaHkCA8rQca4CIQo8BiIjCWrjsAQQAKXEGiBamcQSIKPQYgIgorIn2AAK0OQWm10nCQ1GVPgMRBQ8DEBGFNaXpIy2OAAHiOqDWE5wCIwo1BiAiCmtK00daHAECFHaD5ggQUcgxABFRWGtRCkAaLIIGlEaAGICIQo0BiIjCWosgPMRG65FgjFKhN6cn2qHa3tWHnj6XCr0hilwMQEQU1kQBKD3JCEnS1jlg/RSXwnMajCikGICIKKwdtQsCUKI2C6ABYDjPAyPSBAYgIgprohqg4RoOQEojQEq1TEQUHAxARBS2evpcOCbYCTo9MUaF3vhGqW8tgpEsIgoeBiAiCltKdTNaHgFKTxL3zWrvCnFPiCIbAxARhS1R/Q+g7QA0LN4AUX32US6FJwopBiAiCltKoUHLRdBRep1wLyCOABGFFgMQEYUt0RJ4QNsjQIA4oHEEiCi0GICIKGwdPSEeNdFyETQAZCR5908pzBFRcKgegNasWYO8vDzExMSgtLQUW7duVbx2586duP7665GXlwdJklBTU3PG9ySi8CUaNVE6cV1LxCNAXZBlWYXeEEUmVQPQpk2bUFlZiRUrVmDbtm0YP348ysvLcfToUeH1nZ2dKCgowKpVq5CZmRmQexJR+BKNmgyLN0Cv0+Yu0P3SBSNAvU4Zxzt7VegNUWRSNQA99dRTmD9/PioqKjBu3DjU1tYiLi4O69atE15/wQUX4IknnsDs2bNhNIrn+Ad7TyIKX6IRIKVl5lqiVKTNQmii0FEtAPX09KCxsRFlZWXfdUanQ1lZGRoaGkJ6z+7ubtjtdo8HEWmf6BR1rdf/AMoBiIXQRKGjWgBqbW2F0+lERkaGR3tGRgYsFktI71ldXQ2TyeR+5Obm+vX+RBQ6siwLp8CUztrSElERNAAc5QgQUcioXgStBcuWLYPNZnM/Dhw4oHaXiOg02jt70eN0ebWHxRSYQh85AkQUOlFqvXFaWhr0ej2sVqtHu9VqVSxwDtY9jUajYk0REWmT0uGhWt4EsV9aghGSBPxw0RdHgIhCR7URIIPBgEmTJsFsNrvbXC4XzGYzpkyZopl7EpE2KRUMa30TRACI1uswTLBU38oDUYlCRrURIACorKzEvHnzUFJSgsmTJ6OmpgYOhwMVFRUAgLlz5yInJwfV1dUAThU5f/nll+5fHzp0CNu3b0dCQgJGjRrl0z2JaGg4YhMHoExTbIh74p/hiTFo7fA8yV5pY0ciCjxVA9CsWbPQ0tKCqqoqWCwWFBcXo66uzl3E3NzcDJ3uu0Gqw4cPY8KECe7fP/nkk3jyySdx6aWXor6+3qd7EtHQYFEIQFkm7a8CA4CMJCO+OuLZxhogotCRZG496sVut8NkMsFmsyEpKUnt7hCRwLI/7cBrWz0XLETpJOx+dIbmN0IEgCX/8zle//SgR5tBr8PuR6dDEh0XT0SnNZi/v7kKjIjCkmgKLCMpJizCDyBeCt/jdHE3aKIQYQAiorAkmgLLDJPpL0C5r4fbT4a4J0SRiQGIiMKSaAQonAJQtkKxtlJxNxEFFgMQEYWdzp4+2E56TxVlh1MASlYKQBwBIgoFBiAiCjvhvgQeALKSxWHtEKfAiEKCAYiIwk64L4EHgKSYaCQYvXciOdLOKTCiUGAAIqKwo1QoHE41QIA4sHEKjCg0GICIKOwojQApFRZrlagO6DBHgIhCggGIiMLOEcE5YHqdFBbngH1ftqAOyGLvgtPF/WmJgo0BiIjCjmgEKD3RGDabIPbLEoxYOV0yWngkBlHQMQARUdgR1QCFUwF0P6Wl8FwJRhR8DEBEFHYsgikw0WiK1intW8RCaKLgYwAiorDS2dOHdsF5WeG2AgwAspQ2Q2QhNFHQMQARUVg5cEw8OnJWSviNAClN23EKjCj4GICIKKw0H+sUtuemxIW4J2cuJlqPYfEGr3ZOgREFHwMQEYWVA0oBKDX8AhAgPhKDewERBR8DEBGFlQPHxQEoHKfAACBHUAek9BmJKHAYgIgorIhqgIbFGxAvOFcrHIwcFu/V1t7ZKzztnogChwGIiMLKQcHoSLhOfwHKfW9u4ygQUTAxABFR2JBlWVgEHc4BaKRSAFKodSKiwGAAIqKwcczRg84ep1d7bpjW/wDACIUA9O0xR4h7QhRZGICIKGwcOC5eHh7OI0A5KbEQHWGmtNqNiAKDAYiIwoZSKFAaRQkH0Xqd8Eywb1kDRBRUDEBEFDaUloeH4yaI3zdymHf/GYCIgosBiIjChmgESCeJNxMMJyNSvZfCH7GdRE+fS4XeEEUGBiAiChuiPYCyTLGI1of3jzLRFJ5L5plgRMEU3j81iCiiNLV6r4wK5/qffqIpMAD4to0rwYiChQGIiMJCZ0+fcESkYLj39FG4UQpxXAlGFDwMQEQUFkSjPwBQODwhxD0JvBEKI0D7WQhNFDQMQEQUFva1KASg9PAPQEkx0UiNN3i172vpUKE3RJGBAYiIwsK+o+IwUJAW/lNgADBKMJK1V+EzE9GZ00QAWrNmDfLy8hATE4PS0lJs3bp1wOv/+Mc/YuzYsYiJicH555+Pd955x+P5W265BZIkeTymT58ezI9AREH2jWAKzBilQ45gE8FwJBrJOnj8JDp7+lToDdHQp3oA2rRpEyorK7FixQps27YN48ePR3l5OY4ePSq8/uOPP8acOXNw22234bPPPsPMmTMxc+ZMfPHFFx7XTZ8+HUeOHHE/XnvttVB8HCIKEtEIUMHwBOhE50iEodEKU3nfKEz9EdGZUT0APfXUU5g/fz4qKiowbtw41NbWIi4uDuvWrRNe/9///d+YPn067r33Xpxzzjl45JFHMHHiRDz33HMe1xmNRmRmZrofKSkpofg4RBQELpeMb1pFAWhoTH8BwOgMcQDac/REiHtCFBlUDUA9PT1obGxEWVmZu02n06GsrAwNDQ3C1zQ0NHhcDwDl5eVe19fX1yM9PR1jxozBggUL0NbWptiP7u5u2O12jwcRacdh20l09XrvijwUVoD1G6UwArTHyjogomBQNQC1trbC6XQiIyPDoz0jIwMWi0X4GovFctrrp0+fjt///vcwm814/PHH8c9//hMzZsyA0+kU3rO6uhomk8n9yM3NPcNPRkSBpDQNVDiERoAyk2KQYIzyamchNFFweP/XNgTMnj3b/evzzz8fRUVFKCwsRH19PaZNm+Z1/bJly1BZWen+vd1uZwgi0hCl5eBDaQRIkiQUpifg8wPtHu0MQETBoeoIUFpaGvR6PaxWq0e71WpFZmam8DWZmZmDuh4ACgoKkJaWhr179wqfNxqNSEpK8ngQkXZ8bRXXweQPkSXw/USF0N8e60R3n3j0moj8p2oAMhgMmDRpEsxms7vN5XLBbDZjypQpwtdMmTLF43oAePfddxWvB4CDBw+ira0NWVlZgek4EYXUzsPedXm5qbGIF0wZhTNRHZDTJWN/K3eEJgo01VeBVVZWYu3atVi/fj2++uorLFiwAA6HAxUVFQCAuXPnYtmyZe7r77nnHtTV1eG3v/0tdu3ahYceegiffvop7rzzTgBAR0cH7r33XmzevBn79++H2WzGtddei1GjRqG8vFyVz0hE/utzurDL4j0CdG6WSYXeBJfSUvjdCiNgROQ/1f/5NGvWLLS0tKCqqgoWiwXFxcWoq6tzFzo3NzdDp/sup1100UXYsGEDHnzwQdx///0YPXo03nzzTZx33nkAAL1ejx07dmD9+vVob29HdnY2rrzySjzyyCMwGo2qfEYi8t++Fgd6+rxXgI3LHnpT1WdnJArbdx6y4cfjs0PcG6KhTZJlWVa7E1pjt9thMplgs9lYD0Sksj9tO4jK1z/3an9xXgmmnZMheEX4kmUZxSvfhe1kr0f7RYXDsGH+hSr1iih8DObvb9WnwIiIBvKloP4HAM7NHnpTYJIk4fwc78/1xSEb+G9VosBiACIiTRMVQKfGG5CRNDSntM8TBCB7Vx+aj7EQmiiQGICISLNkWcaXR7wD0LnZSZCkoXEG2A+JRoAA4F+HbCHuCdHQxgBERJp1qP2kVz0MAIzLGrq1eQxARKHBAEREmvWvg+K/9IfiCrB+uamxMMVGe7UrfRdE5B8GICLSrE/2Hxe2i+pkhgpJknBejnfAYyE0UWAxABGRZn2y/5hX27B4AwqG2BEYP3R+TrJXm72rD/sUDoUlosFjACIiTero7sPOw97TPiV5KUO2ALpfca54hGtLU1uIe0I0dDEAEZEmfdZ8HC7BjM8Feamh70yIKX3Gzd94j4gRkX8YgIhIk5TqfyIhAA1LMGKM4FiMzd+0sQ6IKEAYgIhIkz5p8h7tiI3WD+kVYN93YYF30Gs50Y1vWlkHRBQIDEBEpDndfU58dsB7BGjiyGRE6yPjx9aFBcOE7Vs4DUYUEJHxk4SIwsqWb46hq9f7BPiSkUN/+qvf5HylOiAWQhMFAgMQEWmO+SursH3q6LQQ90Q9wxKMODsjwav9wz0t6HN6h0MiGhwGICLSFFmWYd511Ks9JS4aE0ekqNAj9VxU6B34jnf2KhaIE5HvGICISFO+tnbg4PGTXu2Xj0mHXje09//5obJzMoTtf99pCXFPiIYeBiAi0pT3FKa/pimEgaGstCBVeC7YP3ZauBye6AwxABGRpohGN6L1Ei45O3Lqf/pF63WYdk66V/thWxdPhyc6QwxARKQZXx2xY4fg1PPS/GFIjPEeCYkE08/NFLb/dceREPeEaGhhACIizdj0yQFh+1VFWSHuiXZccvZwxEbrvdr/p/EguvucKvSIaGhgACIiTejqdeKNzw55tcdG63F1BAegmGg9ysZ51z8dc/Tgb/9iMTSRvxiAiEgT6r6wwHay16v96qKsiJ3+6ndT6Qhh+yubvw1xT4iGDgYgIlKd0yXjuff3Cp+bdUFuiHujPZPzU4WbIjZ+exyfH2gPfYeIhgAGICJS3V8+P4y9Rzu82guHx2PSyMja/FBEkiTcfOFI4XOr/raLS+KJ/MAARESq6nW68N/mPcLnfnFpISQpsjY/VDJzQg4SjFFe7Q3ftKH+6xYVekQU3hiAiEhVz/7fXjS1OrzaC9Li8ZMJOSr0SJsSY6Jx29R84XOP/vVLdPVyRRjRYDAAEZFqth9oxxqF2p97ykYjSs8fUd83/5ICpCUYvdr3tTjw8F++VKFHROGLP12ISBWH2k/ijj80wunyrl8Zm5mIq4uyVeiVtiUYo7CwbLTwude2NuP1T8X7KBGRNwYgIgq5g8c7cdMLW3DY1uX1XJROwpM/HR9xB5/6avYFuTg3O0n43H3/u4MhiMhHDEBEFDKyLKPuiyO46pmPhHU/AHD3tNE4L8cU4p6Fjyi9Ds/OmYA4g/fu0LIMLPmfHbj/jX/B0d2nQu+IwgcDEBEFXXefE3/71xHM+v8245d/2Cbc8BA4td/NHZcVhrh34adgeAIeu+48xec3bGnGxavfx5r39+Jw+8kQ9owofGgiAK1ZswZ5eXmIiYlBaWkptm7dOuD1f/zjHzF27FjExMTg/PPPxzvvvOPxvCzLqKqqQlZWFmJjY1FWVoY9e8TLbInozPU6XbB19uJQ+0l8bT2Bj/a04g+bv8Vjb3+Jm1/cguKH38WCV7dh6/5jivcYl5WEtXNLWPjso+smnIW7p4nrgYBTR2U88ffduGjV/2F6zQe4/41/4Xcf7MPf/nUEXxyy4VD7SdhO9gprsIgigfemEiG2adMmVFZWora2FqWlpaipqUF5eTl2796N9PR0r+s//vhjzJkzB9XV1bj66quxYcMGzJw5E9u2bcN55536F9Hq1avxzDPPYP369cjPz8fy5ctRXl6OL7/8EjExMaH+iPjqiB2//EPjgNf4uo+ZjNNf6Mu9ArVvmi8bsPn6Vj71O1CfP0D98eVOvv9/68M1Afq+ffsz4tt7dfe50NPn8uFdlZ2dkYDf3zYZptjIPvJisCp/dDZ0ElDz3sD/wNtlOYFdlhOKzxuidIjSSdDrJPf/nvq1DpIEDHYrJgmDe4E/Wz2xQmzo+O3PxmPSyNSQv68kq7yFaGlpKS644AI899xzAACXy4Xc3FzcddddWLp0qdf1s2bNgsPhwF//+ld324UXXoji4mLU1tZClmVkZ2dj0aJFWLx4MQDAZrMhIyMDL7/8MmbPnn3aPtntdphMJthsNiQliYsNB+PzA+24ds3/O+P7EA1FVxdlYdX1RcJN/sg3r396AA/9eSc6e7gXEIWfV/+rFP8xKi0g9xrM39+qjjX39PSgsbERZWVl7jadToeysjI0NDQIX9PQ0OBxPQCUl5e7r29qaoLFYvG4xmQyobS0VPGe3d3dsNvtHg8iCq70RCNW31CEZ+dMYPg5Qz8rycXbd1+MCwtC/69oonClagBqbW2F0+lERkaGR3tGRgYsFovwNRaLZcDr+/93MPesrq6GyWRyP3JzefgiUbCMHBaHpTPGov7ey/CzklwedREg+WnxeG3+hdgwvxQXj07za1qJKJLwn10Ali1bhsrKSvfv7XY7QxBRgKTERWN0RiIuzE/FpWOGY+KIFIaeIJEkCRcVpuGiwjQctXfh7zst2NJ0DJ81t+MQV4MReVA1AKWlpUGv18NqtXq0W61WZGZmCl+TmZk54PX9/2u1WpGVleVxTXFxsfCeRqMRRqP39vKBkhQbjWljvQu6f8i3vxMGvsiXe/jyNr7dJwB9CcD7/PuiM3n63305/VWnuyJw3/+Z98W3r82H9znNJdF6HRKMesQboxBviEK8MQqJMVEYkRqHvGHxMMWxsFkN6UkxuHlKHm6ekgcA6Op14lD7SRw41okjti50dPXhRHcfOrr60NXnhMslo88lu//X2f8YZJno4KtKB1+Gqm7lKgVaSpxBlfdVNQAZDAZMmjQJZrMZM2fOBHCqCNpsNuPOO+8UvmbKlCkwm81YuHChu+3dd9/FlClTAAD5+fnIzMyE2Wx2Bx673Y4tW7ZgwYIFwfw4ivLT4vHiLReo8t5ERAAQE61H4fAEFA5PULsrRJqg+hRYZWUl5s2bh5KSEkyePBk1NTVwOByoqKgAAMydOxc5OTmorq4GANxzzz249NJL8dvf/hZXXXUVNm7ciE8//RS/+93vAJz6l/PChQvx6KOPYvTo0e5l8NnZ2e6QRURERJFN9QA0a9YstLS0oKqqChaLBcXFxairq3MXMTc3N0On+65W+6KLLsKGDRvw4IMP4v7778fo0aPx5ptvuvcAAoAlS5bA4XDg9ttvR3t7O6ZOnYq6ujpV9gAiIiIi7VF9HyAtCvQ+QERERBR8YbMPEBEREZEaGICIiIgo4jAAERERUcRhACIiIqKIwwBEREREEYcBiIiIiCIOAxARERFFHAYgIiIiijgMQERERBRxVD8KQ4v6N8e22+0q94SIiIh81f/3ti+HXDAACZw4cQIAkJubq3JPiIiIaLBOnDgBk8k04DU8C0zA5XLh8OHDSExMhCRJanfHb3a7Hbm5uThw4ADPNPsefi9i/F7E+L2I8XsR4/ciFqrvRZZlnDhxAtnZ2R4HqYtwBEhAp9PhrLPOUrsbAZOUlMT/EAX4vYjxexHj9yLG70WM34tYKL6X04389GMRNBEREUUcBiAiIiKKOAxAQ5jRaMSKFStgNBrV7oqm8HsR4/cixu9FjN+LGL8XMS1+LyyCJiIioojDESAiIiKKOAxAREREFHEYgIiIiCjiMAARERFRxGEAGqIee+wxXHTRRYiLi0NycrLwGkmSvB4bN24MbUdDzJfvpbm5GVdddRXi4uKQnp6Oe++9F319faHtqAbk5eV5/flYtWqV2t0KuTVr1iAvLw8xMTEoLS3F1q1b1e6Sqh566CGvPxdjx45Vu1sh98EHH+Caa65BdnY2JEnCm2++6fG8LMuoqqpCVlYWYmNjUVZWhj179qjT2RA63fdyyy23eP35mT59uip9ZQAaonp6evDTn/4UCxYsGPC6l156CUeOHHE/Zs6cGZoOquR034vT6cRVV12Fnp4efPzxx1i/fj1efvllVFVVhbin2rBy5UqPPx933XWX2l0KqU2bNqGyshIrVqzAtm3bMH78eJSXl+Po0aNqd01V5557rsefi48++kjtLoWcw+HA+PHjsWbNGuHzq1evxjPPPIPa2lps2bIF8fHxKC8vR1dXV4h7Glqn+14AYPr06R5/fl577bUQ9vB7ZBrSXnrpJdlkMgmfAyC/8cYbIe2PVih9L++8846s0+lki8Xibnv++eflpKQkubu7O4Q9VN/IkSPlp59+Wu1uqGry5Mnyr371K/fvnU6nnJ2dLVdXV6vYK3WtWLFCHj9+vNrd0JQf/ix1uVxyZmam/MQTT7jb2tvbZaPRKL/22msq9FAdor9j5s2bJ1977bWq9OeHOAIU4X71q18hLS0NkydPxrp16yBH+LZQDQ0NOP/885GRkeFuKy8vh91ux86dO1XsmTpWrVqFYcOGYcKECXjiiSciaiqwp6cHjY2NKCsrc7fpdDqUlZWhoaFBxZ6pb8+ePcjOzkZBQQFuvPFGNDc3q90lTWlqaoLFYvH4s2MymVBaWhrxf3YAoL6+Hunp6RgzZgwWLFiAtrY2VfrBw1Aj2MqVK3HFFVcgLi4O//jHP3DHHXego6MDd999t9pdU43FYvEIPwDcv7dYLGp0STV33303Jk6ciNTUVHz88cdYtmwZjhw5gqeeekrtroVEa2srnE6n8M/Drl27VOqV+kpLS/Hyyy9jzJgxOHLkCB5++GFcfPHF+OKLL5CYmKh29zSh/2eF6M9OpP0c+aHp06fjJz/5CfLz87Fv3z7cf//9mDFjBhoaGqDX60PaFwagMLJ06VI8/vjjA17z1Vdf+VyQuHz5cvevJ0yYAIfDgSeeeCLsAlCgv5ehbDDfVWVlpbutqKgIBoMBv/jFL1BdXa2p7ewptGbMmOH+dVFREUpLSzFy5Ei8/vrruO2221TsGYWD2bNnu399/vnno6ioCIWFhaivr8e0adNC2hcGoDCyaNEi3HLLLQNeU1BQ4Pf9S0tL8cgjj6C7uzus/oIL5PeSmZnptcrHarW6nwt3Z/JdlZaWoq+vD/v378eYMWOC0DttSUtLg16vd///389qtQ6JPwuBkpycjLPPPht79+5Vuyua0f/nw2q1Iisry91utVpRXFysUq+0qaCgAGlpadi7dy8DECkbPnw4hg8fHrT7b9++HSkpKWEVfoDAfi9TpkzBY489hqNHjyI9PR0A8O677yIpKQnjxo0LyHuo6Uy+q+3bt0On07m/l6HOYDBg0qRJMJvN7tWRLpcLZrMZd955p7qd05COjg7s27cPN998s9pd0Yz8/HxkZmbCbDa7A4/dbseWLVtOuzI30hw8eBBtbW0eQTFUGICGqObmZhw7dgzNzc1wOp3Yvn07AGDUqFFISEjAX/7yF1itVlx44YWIiYnBu+++i9/85jdYvHixuh0PstN9L1deeSXGjRuHm2++GatXr4bFYsGDDz6IX/3qV2EXDM9EQ0MDtmzZgssvvxyJiYloaGjAr3/9a9x0001ISUlRu3shU1lZiXnz5qGkpASTJ09GTU0NHA4HKioq1O6aahYvXoxrrrkGI0eOxOHDh7FixQro9XrMmTNH7a6FVEdHh8eoV1NTE7Zv347U1FSMGDECCxcuxKOPPorRo0cjPz8fy5cvR3Z29pDfamSg7yU1NRUPP/wwrr/+emRmZmLfvn1YsmQJRo0ahfLy8tB3Vu1laBQc8+bNkwF4Pd5//31ZlmX5b3/7m1xcXCwnJCTI8fHx8vjx4+Xa2lrZ6XSq2/EgO933IsuyvH//fnnGjBlybGysnJaWJi9atEju7e1Vr9MqaGxslEtLS2WTySTHxMTI55xzjvyb3/xG7urqUrtrIffss8/KI0aMkA0Ggzx58mR58+bNandJVbNmzZKzsrJkg8Eg5+TkyLNmzZL37t2rdrdC7v333xf+LJk3b54sy6eWwi9fvlzOyMiQjUajPG3aNHn37t3qdjoEBvpeOjs75SuvvFIePny4HB0dLY8cOVKeP3++x7YjoSTJcoSveyYiIqKIw32AiIiIKOIwABEREVHEYQAiIiKiiMMARERERBGHAYiIiIgiDgMQERERRRwGICIiIoo4DEBEREQUcRiAiCjsXHbZZZAkCZdddlnQ3uOhhx6CJEmQJClo70FE6mEAIqKwl5eXJwxE/UEpLy/P6zWrVq2C0WiE3W4PTSeJSFMYgIgoIr311lu4/PLLkZSUpHZXiEgFDEBEpGnHjx/Hz372M8TFxWHEiBGora0943taLBZs2bIF1157LQBAlmU8+OCDGDZsGJKTk3HXXXehp6fH4zWNjY0wGAyQJAnr168HAHz22WeIjo6GJElYt27dGfeLiEInSu0OEBEN5L/+67/wpz/9CQAQFxeHxYsXn/E9//znPwMAfvzjHwMAnnvuOTz22GMAgLPOOguvv/46HA6Hx2smTZqEFStW4MEHH0RlZSWmTZuGW2+9FX19fbjuuutw6623nnG/iCh0OAJERJq1b98+d/i57777sGvXLjQ2NqK7u/uM7vvWW2+hpKQEOTk5AIDVq1cDAKZOnYqmpiY0NTXhrLPO8nrd0qVLcdFFF+HYsWMoKSnB9u3bkZWVhbVr155Rf4go9BiAiEizdu7c6f719ddfDwAYM2YMioqKPK473Uqt7z/f0dEBs9nsnv6y2+04ePAggFMjQlFRUYiLi8NVV13ldR+9Xo9XXnkF8fHxsFqtAIB169Zh2LBhfnw6IlITAxARhb34+HgAwLFjxzza29raAAAJCQnutrq6OnR3d7sD0GBZrVZ0dXW5f793716/7kNE6mIAIiLNGjdunPvXb7zxBgDg66+/xo4dOzyuKy4uBgB88cUXqKurg9PpRF1dnXsEafz48e5r33rrLRQWFuK8884DACQlJbmnu/7yl7+gr68PnZ2deOedd7z609HRgZtvvhlOp9P9nkuWLMHu3bsD84GJKGQYgIhIs0aNGoWZM2cCAKqrq3HOOedg4sSJ0Ov1HtctWrQIRqMRsixjxowZiI6OxowZMyDLMoxGIxYtWgQA6Ovrw9tvv+01+tNfWP3hhx8iPz8fBQUFaGpq8urPwoULsW/fPhQWFuKjjz7CjBkzcPLkSdx0003o6+sLwjdARMHCAEREmvbiiy/i+uuvR0xMDGw2G1auXIkLL7zQ45oJEybgn//8J66++moMGzYMOp0Ow4YNwzXXXIMPPvgAEyZMAAB88MEHOH78uFcAuuuuu7B06VKkpKTAZrPh6quvxj333ONxzVtvvYUXX3zRveQ9Pj4ea9euRXJyMj799FOsXLkyuF8EEQWUJMuyrHYniIhC4Z577sGGDRtgsVi8RpGIKLJwBIiIIsa5556LZ555huGHiDgCRERERJGHI0BEREQUcRiAiIiIKOIwABEREVHEYQAiIiKiiMMARERERBGHAYiIiIgiDgMQERERRRwGICIiIoo4DEBEREQUcf5/31CzEgLauJYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dV/dz; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RVJLbqTmQCpBo4jQrQETqxgBERFFJrkLT31VgAJAiCE3fnOjkgahEKsYARERRSW6ZekpcIBUg/zlAXW6JB6ISqRgDEBFFpW8EFSCtBkgyxvT7XjwQlSjyMAARUVQSLVNPiddDK9jT53R4HhhR5GEAIqKoZD/pXwFKkTnW4nTkKkDHuRcQkWoxABFRVBJVgAJZAQbwOAyiSMQARERR6RvBYaUpcYFVgNLkKkA8EJVItRiAiCgqiaozouXsfZEqWAUGcBI0kZoxABFR1Ons9giXqIuOtOiLRLkDUTkERqRaDEBEFHVaT8rsAh3AJohALweisgJEpFqqCEArVqxAfn4+jEYjzGYztm7dKnvtm2++ieLiYqSkpCAhIQFFRUVYs2aNzzWSJKGiogLZ2dmIi4tDSUkJ9u3bF+qPQUQRQm4XaFOAc4AAcfVItNKMiNRB8QC0fv16lJeXY8mSJdi+fTvGjx+P0tJSNDY2Cq9PS0vDww8/jLq6OuzcuRNlZWUoKyvDP/7xD+81y5Ytw/PPP4/q6mps2bIFCQkJKC0tRUdHR7g+FhGpWDDPAeshCk88EJVIvRQPQMuXL8f8+fNRVlaGMWPGoLq6GvHx8Vi1apXw+osvvhhXX301zj77bIwYMQL33HMPxo0bh02bNgE4Vf2pqqrCI488gquuugrjxo3Dn/70Jxw9ehQbNmwI4ycjIrVqlanMBDoHCABMgiM0WAEiUi9FA1BnZye2bduGkpISb5tWq0VJSQnq6upO+3pJkmCxWLB3715ceOGFAID6+npYrVafe5pMJpjNZtl7ulwuOBwOnwcRDV6y54ANoAIk2kSR+wARqZeiAai5uRlutxuZmZk+7ZmZmbBarbKvs9vtSExMhF6vx5VXXokXXngBP/7xjwHA+7r+3LOyshImk8n7yMvLG8jHIiKVE50DBsgvZ+8L0R5Czk43utyegO9JRKGj+BBYIJKSkrBjxw58/PHHeOqpp1BeXo7a2tqA77do0SLY7Xbv49ChQ8HrLBGpjmgXaCCwk+C9r5UZPuMwGJE69f/Y4yBKT0+HTqeDzWbzabfZbMjKypJ9nVarxciRIwEARUVF+OKLL1BZWYmLL77Y+zqbzYbs7GyfexYVFQnvZzAYYDAYBvhpiChS2AUVIEOMFnF6XcD3NMkMn7We6EJ6In++EKmNohUgvV6PiRMnwmKxeNs8Hg8sFgumTJnS5/t4PB64XC4AQEFBAbKysnzu6XA4sGXLln7dk4gGr2CeA9ZDbgm9XWbPISJSlqIVIAAoLy/HvHnzUFxcjMmTJ6OqqgpOpxNlZWUAgLlz5yI3NxeVlZUATs3XKS4uxogRI+ByufDuu+9izZo1eOmllwCc2pBs4cKFePLJJ3HmmWeioKAAixcvRk5ODmbOnKnUxyQiFRHNAQr0JHjv62UCEJfCE6mT4gFo1qxZaGpqQkVFBaxWK4qKilBTU+OdxNzQ0ACt9rtCldPpxJ133onDhw8jLi4Oo0ePxp///GfMmjXLe839998Pp9OJ22+/Ha2trZg6dSpqampgNBrD/vmISH3E54ANMADJvJ4BiEidNJIkSUp3Qm0cDgdMJhPsdjuSk5OV7g4RBdmkp95HU5vLp+2Kc7Pw0s8nBnzPhpYTuPCZjX7tFT8dg1unFgR8XyLqu/78/R2Rq8CIiAIlSZJwEvRA9gACAJNcBYirwIhUiQGIiKLKiU43OgV78wxkF2gASDLEQHAgPOzcDJFIlRiAiCiqyFVkBjoHSKvVIFl0HhgrQESqxABERFFF9hiMAWyC+N09eCAqUaRgACKiqCK3M7PcHJ7+EG2GyAoQkToxABFRVBFNgAbkNzLsD1EFiHOAiNSJAYiIoopcBWigc4Dk7sGzwIjUiQGIiKKK7CToEM0Bsp/sgsfD7daI1IYBiIiiityk5GAMgYnu4ZGANlf3gO9NRMHFAEREUUU0JKWP0cIYO/Afh3InwsvNOyIi5TAAEVFUEZ3OboqLhUYj2MWwn2QPROWJ8ESqwwBERFFFVAGSCy79xQNRiSIHAxARRRVRGAnG/B9APgBxJRiR+jAAEVFUEVaAgrAEHgBMMivJuBkikfowABFRVBFNSBad4RUIuUoSN0MkUh8GICKKGt1uj3BJejD2AALkAxDnABGpDwMQEUUNR4d4P55gzQHSx2iRoNf5tXMIjEh9GICIKGrIngQfpDlAp+4lOBCVFSAi1WEAIqKoIXsSfJAqQHL3crACRKQ6DEBEFDXkhqJMQa0A+d+LGyESqQ8DEBFFDblKTLA2QgTEFSAOgRGpDwMQEUWNUB6E2kNcAeqCJPFEeCI1YQAioqghNwdINHE5UKLNEDu7Pejo8gTtPYho4BiAiChqyFWAko0xQXsP2fPAOA+ISFUYgIgoaogqQEmGGMTogvejUPZEeM4DIlIVBiAiihp2QRUmWMdg9JA9DoNL4YlUhQGIiKKGqAoTzE0QAfkl9awAEakLAxARRQ1RFSaYK8AA+XPFRNUnIlIOAxARRQ3RRojBrgDJToJmBYhIVRiAiCgqSJIUngqQ7CowBiAiNWEAIqKo0NHlQWe3/148on17BiIuVge9YFUZK0BE6sIARERRQX4TxOBWgDQajXBlGQ9EJVIXVQSgFStWID8/H0ajEWazGVu3bpW9duXKlZg2bRpSU1ORmpqKkpISv+tvueUWaDQan8f06dND/TGISMXkNiIM9hAYwANRiSKB4gFo/fr1KC8vx5IlS7B9+3aMHz8epaWlaGxsFF5fW1uLOXPmYOPGjairq0NeXh4uv/xyHDlyxOe66dOn49ixY97HG2+8EY6PQ0QqZZcZggrmQai93ZNDYETqongAWr58OebPn4+ysjKMGTMG1dXViI+Px6pVq4TXv/7667jzzjtRVFSE0aNH4+WXX4bH44HFYvG5zmAwICsry/tITU2V7YPL5YLD4fB5ENHgIjcJOWwVIAYgIlXp8wE4DQ0N/b75sGHDen2+s7MT27Ztw6JFi7xtWq0WJSUlqKur69N7nDhxAl1dXUhLS/Npr62tRUZGBlJTU3HppZfiySefxJAhQ4T3qKysxGOPPdan9yOiyCRXAZLbuHAgRBOruRM0kbr0OQDl5+dDo9H0+cYajQbd3d29XtPc3Ay3243MzEyf9szMTOzZs6dP7/PAAw8gJycHJSUl3rbp06fjmmuuQUFBAQ4cOICHHnoIV1xxBerq6qDT6fzusWjRIpSXl3t/73A4kJeX16f3J6LIIBdAwlUBand1o8vtQWwQzx0josD16whkSZJC1Y+ALF26FOvWrUNtbS2MRqO3ffbs2d5fjx07FuPGjcOIESNQW1uLyy67zO8+BoMBBoMhLH0mImXITUJOiQ/uMnhAPlQ5TnZhSCJ/1hCpQb8C0IQJE/Dmm2+e9rqrr74an3766WmvS09Ph06ng81m82m32WzIysrq9bXPPvssli5divfffx/jxo3r9drCwkKkp6dj//79wgBERIOfqAKk02qQoPevCg9Ub5shMgARqUO/ApDBYMDw4cNPe51er+9TtUiv12PixImwWCyYOXMmAHgnNC9YsED2dcuWLcNTTz2Ff/zjHyguLj7t+xw+fBgtLS3Izs4+7bVENDgJD0KNi+3X0H5fyVWAWk9wKTyRWvQ5AHk8/juoytm8eXOfry0vL8e8efNQXFyMyZMno6qqCk6nE2VlZQCAuXPnIjc3F5WVlQCAp59+GhUVFVi7di3y8/NhtVoBAImJiUhMTER7ezsee+wxXHvttcjKysKBAwdw//33Y+TIkSgtLe1zv4hocAnHMRg95IbVOBGaSD36VQEKhVmzZqGpqQkVFRWwWq0oKipCTU2Nd2J0Q0MDtNrvJg2+9NJL6OzsxHXXXedznyVLluDRRx+FTqfDzp07sXr1arS2tiInJweXX345nnjiCc7zIYpiwgAUghVgQG8VIAYgIrXocwAqLCzs03UajQYHDhzoVycWLFggO+RVW1vr8/uDBw/2eq+4uDj84x//6Nf7E9HgF9YKkMx9WQEiUo8+B6DTBY8eoRhPJyIaKLk5QKEgOwmaFSAi1ehzAFqyZEko+0FEFDIejwRHhyAAhWAJPAAkGVkBIlI7BiAiGvTaOrohWpgqOrU9GHRaDZKNMXB0+G4GywBEpB4DmgRdX1+Po0ePwu12+7RfeOGFA+oUEVEwyW6CGKIABJyqLv0wAHEZPJF6BBSArFYrZs6ciY8//tjvub4cgUFEFE7hPAajt3vLHchKROEXUAB68MEHsXXr1mD3hYgoJOQmH8tNVg4G0b05BEakHgGdyvfee+9Bq9Vi5cqVAIAxY8agsrISaWlpWL9+fVA7SEQ0UGqpAMmdSE9E4RdQAGpqasKoUaNw2223ATi1C/MDDzyAjIwMrFu3LqgdJCIaKLmhp3BXgFpPdqnuUGmiaBVQAEpISEBMTIz311999RVsNhuampq4CSERqY5DJgCFahUYIK4AuT0SnJ1uwdVEFG4BBaDc3FwcOnQIAHDWWWehpaUFOTk5OH78OFJSUoLZPyKiAZNbfRXKIbCUOPEeQ1wJRqQOAQWgn/70pxg+fDh27dqFhQsXAgAkSYIkSbjnnnuC2T8iogETTYKOi9XBEKML2XvKnTPGidBE6hDQKrClS5di6dKlAIBzzjkHBQUF2Lp1K8aNG4eSkpKgdpCIaKDCeQ7Y6e7PidBE6hCU0+CnTp2KqVOnBuNWRERBJ5oEHcoJ0ID8JovcC4hIHQIKQG63G6tWrcLGjRths9l8VjVoNBpYLJagdZCIaKBEVZeQByCZc8Y4BEakDgEFoLvvvhvV1dUA4Lekk6fBE5HaiI7CkJukHCxyQ2A8EZ5IHQIKQD2bHf7oRz9CYWEhQw8RqZoodIS+AiQ3BMZVYERqEFAAio+Px9ChQ/HBBx8Euz9EREHV0eWGq9vj1y63SitYjLE6GGK0fu8ttycREYVXQMvgFy9ejPr6eqxbtw7t7e3B7hMRUdDIngMW4iEwQOZAVA6BEalCQAHo6quvxogRI3DTTTfBZDJBp9N5Hz07RBMRqYHckFOoh8Dk3oMBiEgdAkorc+fOxZ49e3imDRGpnnwFKAwBSFBl4iowInUIKADV1tZCo9HgxhtvRH5+Pqs+RKRacgEo1HOAAPFZYwxAROoQUHIZNWoUOjs7sWbNmmD3h4goqOxyQ2BhmAMkHgLjKjAiNQhoDtDDDz+Mr7/+GkuXLsXnn3+OhoYGnwcRkVrIDoGFYw6QoALk7HSjy+2/Ko2IwiugCtANN9wAjUaDhx9+GA8//LDPcxqNBt3d3UHpHBHRQMkdPRGOACR7HtjJLqQnGkL+/kQkL6AKEPDd6e+iBxGRWoiGnPQ6LeJiQ3cSfA/ZzRC5EoxIcQFVgF599dVg94OIKCREYcMUHxuWHexNPA+MSLX6HYC6urqg0Wig0Wjw85//nMdgEJGqCY/BCMMSeKC3ITBOhCZSWr+HwGJjYzF//nxUVlYy/BCR6onmAIVj/g8gH7Q4BEakvIDmAI0fPx4OhyPYfSEiCjq7YA6QKQxL4AH5oMUhMCLlBRSA7r//fjQ3N2Pu3LnYunUrvv76ay6DJyJVUrICJDcExgoQkfIGtAz+9ddfx+uvv+7zHJfBE5FauLrdONHp9msP1xygJGMsNBrgh4tjWQEiUp4qlsGvWLEC+fn5MBqNMJvN2Lp1q+y1K1euxLRp05CamorU1FSUlJT4XS9JEioqKpCdnY24uDiUlJRg3759/e4XEUU2uaCRmhCeITCdVoNkI4/DIFKjgCpAGzduDFoH1q9fj/LyclRXV8NsNqOqqgqlpaXYu3cvMjIy/K6vra3FnDlzcMEFF8BoNOLpp5/G5Zdfjl27diE3NxcAsGzZMjz//PNYvXo1CgoKsHjxYpSWlmL37t0wGo1B6zsRqZtd7hywMFWAgFPDbT8MPDwOg0h5GknhnQvNZjMmTZqEF198EQDg8XiQl5eHu+66Cw8++OBpX+92u5GamooXX3wRc+fOhSRJyMnJwb333ov77rsPAGC325GZmYnXXnsNs2fP9ruHy+WCy+Xy/t7hcCAvLw92ux3JyclB+qREFG4fHzyO66vr/NpfvHECfjouJyx9+NmLm7DzsN2nbcKwFPztzh+F5f2JoonD4YDJZOrT398BD4F9+OGHuOSSS5CUlISkpCRceuml+PDDD/t1j87OTmzbtg0lJSXfdUirRUlJCerq/H9oiZw4cQJdXV1IS0sDANTX18Nqtfrc02QywWw2y96zsrISJpPJ+8jLy+vX5yAidZI9ByxMq8AAcbWJQ2BEygsoAG3atAklJSX44IMP4HQ64XQ6UVtbi5KSEnz00Ud9vk9zczPcbjcyMzN92jMzM2G1Wvt0jwceeAA5OTnewNPzuv7cc9GiRbDb7d7HoUOH+vwZiEi95IaawrUK7NR7+YctuaE5IgqfgOYAPf744+jq6sLw4cPxk5/8BADw7rvv4uuvv8bjjz+OmpqaoHZSztKlS7Fu3TrU1tYOaG6PwWCAwcCDCYkGG7lKSzjnAJni/H/Mtp7sgiRJ3EyWSEEBBaCtW7diyJAh+PTTT71jbHa7HSNGjMDmzZv7fJ/09HTodDrYbDafdpvNhqysrF5f++yzz2Lp0qV4//33MW7cOG97z+tsNhuys7N97llUVNTnvhFR5JMdAgtnBUgw3Ob2SHB2upFoCOhHMBEFQUBDYB0dHUhLS/OZYGQymZCWluYzmfh09Ho9Jk6cCIvF4m3zeDywWCyYMmWK7OuWLVuGJ554AjU1NSguLvZ5rqCgAFlZWT73dDgc2LJlS6/3JKLBp1Vw5pZOqwlr8JA/EZ4rwYiUFNBPgREjRmDPnj249957MWfOHADA2rVrsX//fowZM6Zf9yovL8e8efNQXFyMyZMno6qqCk6nE2VlZQCAuXPnIjc3F5WVlQCAp59+GhUVFVi7di3y8/O983oSExORmJgIjUaDhQsX4sknn8SZZ57pXQafk5ODmTNnBvJxiShCyR2EGs6hp+RedoM+IzVs3SCiHwgoAN1666347W9/i6qqKlRVVXnbNRoNbr311n7da9asWWhqakJFRQWsViuKiopQU1PjncTc0NAArfa7QtVLL72Ezs5OXHfddT73WbJkCR599FEAp47qcDqduP3229Ha2oqpU6eipqaGewARRRnRHCBTGIe/APldpx1cCUakqID2AfJ4PLj99tvx6quvend+7gk/f/zjHyN+Yl9/9hEgIvWa8cImfHbEdw+e84al4M0w7sGztf44bvj//bfg+P9uOg8/GZsteAURBao/f38HVAHSarV4+eWX8dBDD2Hbtm0AgIkTJ6KwsDCQ2xERhYRoDpBoWXoo8UBUInUa0EzAwsJChh4iUi25OUDhJDcJmpshEikroADkdDqxdOlSWCwW2Gw2nwNQNRoNDhw4ELQOEhEFotvtQVtHt197uOcAyVaABNUpIgqfgALQr371K6xduxYA/E5/j/T5P0Q0ODgE4QcI7zEYAGCM1cEQo4Wr2+PTzt2giZQVUAB65513AADnnXceRo8ejZgYbuZFROqihmMwvv+eNofvHmkcAiNSVkDJxWg0Ii0tDR9//HGw+0NEFBStMgFDkQAUp/cLQN9wI0QiRQW0E/Ttt9+O5ubmPh9YSkQUbnJDTOE8B8z7noLQxVVgRMoKqAJUX1+PkydPYvTo0bj00kuRkpLifU6j0eCVV14JVv+IiAIiN8k43MvgASCVAYhIdQIKQGvWrIFGo4HD4cBbb73lbe853ZgBiIiUJnsQqgIVoFRB6OIQGJGyAgpAF154IVd7EZGqqeEk+O/e0z8Aubo9ONnpRpxeF/b+EFGAAai2tjbI3SAiCi7RKiuNBkgyKlEBEr/nNyc6EaePC3NviAjoxyTonTt39nmDwwMHDmDnzp0Bd4qIaKBEy+CTjbHQacNfvRYNgQEcBiNSUp8DUFFREebOnduna3/+85/jvPPOC7hTREQDJVoGr8TwV2/vy4nQRMrp1xCY3W7HBx98cNrrHA6H3w7RREThpIZzwLzvywoQker0KwB98cUXuOSSS0LVFyKioBHNATIpsAQe6G0OECtARErpVwDqT1WHq8SISEmiOUBqqwC1OlkBIlJKnwOQx+M5/UVERCrg8UjCCpDa5gCxAkSknD5Pgi4sLMR1110HALj00ktx1113haxTREQD0ebqhkdQsFaqAhSr0yLJ4P/vTbkDW4ko9PpcATp48CDS09MBnNoHqKOjI2SdIiIaCNlzwBSaAwQAKQmxaHN1+7RxEjSRcvocgFJTU7Fjxw7cdNNNAE7t9XPrrbf6XcejMIhIaXLBQomDUHukxutx6PhJnzYOgREpp88B6KKLLsKGDRuwbt06aDQaNDc3Y/Xq1T7X8CwwIlKD4zIBaEiCghUgQfWJQ2BEyulzAPrjH/+IYcOGYdeuXbBYLEhOTsaECRNC2TciooB8I7O6SqlJ0IB4KTwrQETK6XMASk9PR1VVFQBAq9VizJgx2LhxY6j6RUQUMLlgkaZgBUh0HIajowtuj6TI8RxE0S6gw1C5JJ6I1EyuApSq6BCYfwVIkk5t2KhkMCOKVn0OQKIJzyKcA0REShPNAYrRaoRL0cOltwNRGYCIwq/PPw1ee+210+7uzEnQRKQGogpQSrxe0R3q5Q9E5URoIiX0OQANGzbM54eH1WqFy+VCWloaAOD48eOIjY1Fbm5u8HtJRNQPomXwaQnKTYAGeqkAOTkRmkgJfd4J+uDBg6ivr0d9fT2ee+456HQ6vP/++2hubkZzczMsFgt0Oh1+97vfhbK/RESnJQoVcgEkXHobAiOi8OtzAPq+Bx54APn5+bj00ku9bZdccgkKCwuxePHioHWOiCgQojlASs+zkR8CYwWISAkBzQhsaGhAd3c3Vq5ciWuuuQYA8Le//Q179uxBbKyyZWYiim6SJMnOAVKS3Ao0VoCIlBFQBWjatGlwu9341a9+hYyMDGRkZOCXv/wlPB4Ppk2bFuw+EhH1WburG92Ck1CVngOUoNdBr/P/kcsARKSMgALQyy+/jPPOOw+SJPk8JkyYgJdffrlf91qxYgXy8/NhNBphNpuxdetW2Wt37dqFa6+9Fvn5+dBoNN6NGb/v0UcfhUaj8XmMHj26vx+RiCKU3KRipecAaTQapApCWEs7AxCREgIaAhs2bBg++eQT/P3vf8eOHTug0WhQVFSEGTNm9Os+69evR3l5Oaqrq2E2m1FVVYXS0lLs3bsXGRkZftefOHEChYWFuP766/Gb3/xG9r7nnHMO3n//fe/vY2KU2/uDiMJL7hwwpecAneqDATaHy6eNFSAiZQSUDLq6urBo0SKsWLECnZ2n/uPV6/W48847UVlZCb2+bz9oli9fjvnz56OsrAwAUF1djXfeeQerVq3Cgw8+6Hf9pEmTMGnSJAAQPt8jJiYGWVlZ/f1YRDQIyO4CrXAFCBAPw7XI9JeIQiugIbCFCxfiueeeg8vl8g5/uVwuVFVV9VqZ+b7Ozk5s27YNJSUl33VGq0VJSQnq6uoC6ZbXvn37kJOTg8LCQtx0001oaGjo9XqXywWHw+HzIKLIJFdRUfIYjB5pCQa/NrnARkShFVAAev311wEAc+bMwVtvvYW33noLN954IyRJ8j53Os3NzXC73cjMzPRpz8zMhNVqDaRbAACz2YzXXnsNNTU1eOmll1BfX49p06ahra1N9jWVlZUwmUzeR15eXsDvT0TKOi4TKNJUUAEaIghhrSdPHYhKROEV0BCYTqdDQUGBT9iZMWMGNm/ejNbW1mD1LSBXXHGF99fjxo2D2WzG8OHD8Ze//AW33Xab8DWLFi1CeXm59/cOh4MhiChCyVeAlN+iQzQMJ0mnjsMYkuhfHSKi0AmoAjRnzhw4HA6cOHHC2+Z0OuFwODBv3rw+3SM9PR06nQ42m82n3WazBXX+TkpKCs466yzs379f9hqDwYDk5GSfBxFFpuOCVWCxOg0SFTwItUdaorgKJVe1IqLQCegnQlJSEtra2nDeeefhpz/9KQDgnXfeQUdHB+Lj4/H44497r62oqBDeQ6/XY+LEibBYLJg5cyYAwOPxwGKxYMGCBYF0S6i9vR0HDhzAzTffHLR7EpF6iQ4XVfog1B5yw3Atzk6cGea+EEW7gALQ008/DY1Ggy+//BLPPfccgO9Ogv/hWWByAQgAysvLMW/ePBQXF2Py5MmoqqqC0+n0rgqbO3cucnNzUVlZCeDUxOndu3d7f33kyBHs2LEDiYmJGDlyJADgvvvuw4wZMzB8+HAcPXoUS5YsgU6nw5w5cwL5qEQUYUTVFDXM/wHkl+JzIjRR+AW8D1Aw/jU1a9YsNDU1oaKiAlarFUVFRaipqfFOjG5oaIBW+90o3dGjRzFhwgTv75999lk8++yzuOiii1BbWwsAOHz4MObMmYOWlhYMHToUU6dOxebNmzF06NAB95eI1E80B0gN838A+QDEpfBE4RdQADp48GDQOrBgwQLZIa+eUNMjPz8fktT7aol169YFq2tEFIFEc4DUsAkiwAoQkZoENAmaiEiNPB5JWAFS+iDUHnInwrMCRBR+DEBENGg4OsR76qSrZIl5rE4LU5x/COJxGEThxwBERINGs8zBoqINCJUi6guXwROFHwMQEQ0aLe0uYfsQmf13lCA6koMBiCj8GICIaNCQm0szRHAGl1JEE6EZgIjCjwGIiAYNuQCUrqIKkGhPouPOztOucCWi4GIAIqJBQ24ITC3L4AHxcRiubg9OdLoV6A1R9GIAIqJBo0UwCVqrUc8yeEB+V2oOgxGFFwMQEQ0aLU7/ClBagh46rfLngPWQq0YxABGFFwMQEQ0aogqQmiZAA70dhyEeviOi0GAAIqJBQzQJWk3zfwD5JflyexgRUWgwABHRoCGaBK2mPYAA+V2pm2UmcBNRaDAAEdGg0O32oPWk/0GoajkGo4dsBaiNFSCicGIAIqJB4ZsTXRBtpaOmYzAAwBCjQ7Ixxq+dFSCi8GIAIqJBQW4S8RCVVYAAID3Jv0+cBE0UXgxARDQoiFaAAeqbBA2Ih+U4BEYUXgxARDQoRMIxGD1EfeIQGFF4MQAR0aAgfxK8CofABH06fqIT3W6PAr0hik4MQEQ0KMgNgaltGTwgDkCSdCoEEVF4MAAR0aAgmkQcq9MgyeC/4kppsnsBcR4QUdgwABHRoCDaSXlIggEajXrOAeshNy+J84CIwocBiIgGhaY29e8C3UO0DB7gUniicGIAIqJBQRSAMmSChtKGcgiMSHEMQEQU8SRJkglARgV6c3ryB6KyAkQULgxARBTxHCe70SlYQj5UpRWgeH0M4vU6v/YmBiCisGEAIqKI19jWIWzPSFZnAAJkdoOWWcpPRMHHAEREEU80/AXIz7VRA+Fu0DKfg4iCjwGIiCJeo0xwiLwKEAMQUbgwABFRxJOvAKlzEjQgXgp/3NkJj0dSoDdE0YcBiIgintwcILVOggbEFaBuj4RveBwGUVgwABFRxBNVgJIMMYgTrLRSC7k9iuSG84gouBQPQCtWrEB+fj6MRiPMZjO2bt0qe+2uXbtw7bXXIj8/HxqNBlVVVQO+JxFFPlFoGKri+T8AkJksHp6zOcTVLCIKLkUD0Pr161FeXo4lS5Zg+/btGD9+PEpLS9HY2Ci8/sSJEygsLMTSpUuRlZUVlHsSUeQTVYDUvAIMADJlAlqjgxUgonBQNAAtX74c8+fPR1lZGcaMGYPq6mrEx8dj1apVwusnTZqEZ555BrNnz4bBIP7h0d97ElHkE1aAVDz/B2AFiEhpigWgzs5ObNu2DSUlJd91RqtFSUkJ6urqwnpPl8sFh8Ph8yCiyODqdsN+ssuvXa3HYPQYkqCHVnBQvU1mQjcRBZdiAai5uRlutxuZmZk+7ZmZmbBarWG9Z2VlJUwmk/eRl5cX0PsTUfjJLoFXeQUoRqcVrgSzcQiMKCwUnwStBosWLYLdbvc+Dh06pHSXiKiP5AKQWk+C/z7RMFgjh8CIwiJGqTdOT0+HTqeDzWbzabfZbLITnEN1T4PBIDuniIjUTW7ZuNorQMCpAPTZEbtPGytAROGhWAVIr9dj4sSJsFgs3jaPxwOLxYIpU6ao5p5EpG6yFSCVL4MHxCvBmtpdcHM3aKKQU6wCBADl5eWYN28eiouLMXnyZFRVVcHpdKKsrAwAMHfuXOTm5qKyshLAqUnOu3fv9v76yJEj2LFjBxITEzFy5Mg+3ZOIBhe5ISO1L4MHxENgbo+EFqdL9ZO4iSKdogFo1qxZaGpqQkVFBaxWK4qKilBTU+OdxNzQ0ACt9rsi1dGjRzFhwgTv75999lk8++yzuOiii1BbW9unexLR4HLM7h+A9Dot0hL8T1tXm972AmIAIgotjSRJrLX+gMPhgMlkgt1uR3JystLdIaJe3PzKFny4r9mnbVhaPD64/xKFetR3G/c2ouzVj/3aX5lXjMvO5j/aiPqrP39/cxUYEUW0o60n/dqyTJFRPcmUqfJwIjRR6DEAEVHEkiRJOASWEykBSGYIjLtBE4UeAxARRaw2VzdOdLr92rNMcQr0pv9S4/WI1flvB93I3aCJQo4BiIgillVQ/QGA7AipAGm1GuFkZw6BEYUeAxARRSzR8BcQOXOAAPF+RXKfi4iChwGIiCKW1e4/ARqInAoQAGQJ9gI6JvO5iCh4GICIKGIdbZUbAouMOUAAkJvi39fWE11wuroV6A1R9GAAIqKIJZoDFKvTYEgEbILYI0cQgABWgYhCjQGIiCLWMcFy8cxkI7Ra/5VVaiUXgA5/wwBEFEoMQEQUsURzgCJp/g8gHgID5If3iCg4GICIKGKJVktFyh5APXJSxIFNtMM1EQUPAxARRaR2VzfaOvwnCkfKLtA90hL0MMb6/yhmACIKLQYgIopIckvgI2kPIADQaDTCeUCHGYCIQooBiIgi0hHZJfCRFYAA8TwgVoCIQosBiIgiUsPxE8L2M1Ljw9yTgcsRzFuy2jvg9kgK9IYoOjAAEVFEOiwTgPIiMADlpvoHoG6PhKY2nglGFCoMQEQUkQ594x+AkowxMMXHKtCbgZHbC+hIqzjkEdHAMQARUUQ6dNx/jkwkVn8A+aXwcvOciGjgGICIKCKJ5gANS4vMACS/GSInQhOFCgMQEUUcR0cX7Ce7/Nrz0iJrE8Qeckv3DwuG+YgoOBiAiCjiHJKbAB2hFSBDjA5Zyf4h6OsWBiCiUGEAIqKII5r/A0TuHCAAGD7Ev+8MQEShwwBERBFHbmgoUitAAJA/JMGv7UjrSXS5PQr0hmjwYwAioogjvwliZM4BAoDh6f7hze2RcOQbToQmCgUGICKKOKI5QBlJBhhjdQr0JjhEFSAAONjiDHNPiKIDAxARRZxDgqpIJA9/AeI5QADnARGFCgMQEUUUj0cSzgGK1D2AegxnBYgorBiAiCiiHHN0oKPLf2JwXgTP/wGAREMM0hP1fu2sABGFBgMQEUWUA43twvYRGYlh7knwiapArAARhQYDEBFFlANNMgFo6GAIQP7DeIeOn4DbIynQG6LBjQGIiCKKXAAqSBfPoYkkopVgXW6JZ4IRhYAqAtCKFSuQn58Po9EIs9mMrVu39nr9X//6V4wePRpGoxFjx47Fu+++6/P8LbfcAo1G4/OYPn16KD8CEYXJV03+Q0I5JiMSDDEK9Ca45FaCcRiMKPgUD0Dr169HeXk5lixZgu3bt2P8+PEoLS1FY2Oj8PqPPvoIc+bMwW233Yb/+7//w8yZMzFz5kx8/vnnPtdNnz4dx44d8z7eeOONcHwcIgoxUQVoMMz/AeT3AhKFPiIaGMUD0PLlyzF//nyUlZVhzJgxqK6uRnx8PFatWiW8/g9/+AOmT5+O3/72tzj77LPxxBNP4LzzzsOLL77oc53BYEBWVpb3kZqaGo6PQ0Qh1NbRBZvD5dc+GOb/APJBbq+tLcw9IRr8FA1AnZ2d2LZtG0pKSrxtWq0WJSUlqKurE76mrq7O53oAKC0t9bu+trYWGRkZGDVqFO644w60tLTI9sPlcsHhcPg8iEh95CohI4ZG/vwf4NRS+NwU/+X8+xiAiIJO0QDU3NwMt9uNzMxMn/bMzExYrVbha6xW62mvnz59Ov70pz/BYrHg6aefxr///W9cccUVcLvdwntWVlbCZDJ5H3l5eQP8ZEQUCoN5BViPUVlJfm17rW2QJK4EIwomxYfAQmH27Nn42c9+hrFjx2LmzJl4++238fHHH6O2tlZ4/aJFi2C3272PQ4cOhbfDRNQnsgFokMwBAoAzM/0/i6OjWzj0R0SBUzQApaenQ6fTwWaz+bTbbDZkZWUJX5OVldWv6wGgsLAQ6enp2L9/v/B5g8GA5ORknwcRqc+BRv8hsERDDDKSDAr0JjRGZfpXgADgSw6DEQWVogFIr9dj4sSJsFgs3jaPxwOLxYIpU6YIXzNlyhSf6wHgvffek70eAA4fPoyWlhZkZ2cHp+NEpAjRZODCoQnQaDQK9CY0zmIAIgoLxYfAysvLsXLlSqxevRpffPEF7rjjDjidTpSVlQEA5s6di0WLFnmvv+eee1BTU4Pf//732LNnDx599FF88sknWLBgAQCgvb0dv/3tb7F582YcPHgQFosFV111FUaOHInS0lJFPiMRDVy7qxv1zf4VoNGCOTORbGRGIrSCPMcARBRciu8cNmvWLDQ1NaGiogJWqxVFRUWoqanxTnRuaGiAVvtdTrvggguwdu1aPPLII3jooYdw5plnYsOGDTj33HMBADqdDjt37sTq1avR2tqKnJwcXH755XjiiSdgMAyeMjlRtPnimHh15jk5pjD3JLSMsToMH5LgF/b22sTzn4goMBqJSwv8OBwOmEwm2O12zgciUonX/lOPR/9nt1/7f/1qCorz0xToUejc/qdP8M/dvnMdE/Q6fPZoKbSi8hARAejf39+KD4EREfXF50f9K0AaDXB29uD7R4poKbyz041D35xQoDdEgxMDEBFFhF2CAFQwJGFQnAH2Q6OzxKHu08P2MPeEaPBiACIi1XN1u4W7IY/JGXzVHwAYnyee1/TpodbwdoRoEGMAIiLV22drR7fHf7riYJsA3SM3JQ7piXq/dgYgouBhACIi1dt1VDz0c84grQBpNBqMPyPFr/3zo3Z0uT3h7xDRIMQARESqt+NQdAUgABifl+LX1tHl4X5AREHCAEREqvfxweN+bbkpcRiSOHj39hIFIAD4VCYMElH/MAARkaq1tLuwv9F/E8BJ+akK9CZ8xp/BidBEocQARESq9vHBb4TtkwuGhLkn4ZUSr0f+kHi/9u0N4u+DiPqHAYiIVE00/AUAkwsGdwUIEA+D7WtsR2NbR/g7QzTIMAARkaqJAlBagh4jhiYq0JvwOr9QXOX6aH9LmHtCNPgwABGRajld3cIdoCflp0KjGfxnYk0dmS5s37S/Ocw9IRp8GICISLW21h+HW7AB4qRBdvipnLy0eAxL858H9J/9zeA51kQDwwBERKr1/hc2YfvkgugIQADwI0EV6Ji9A181OxXoDdHgwQBERKokSZIwAKUnGnDuID0CQ0R2GGwfh8GIBoIBiIhU6fMjDtgcLr/2krMzoNUO/vk/PS4YMQSi6U5y1TEi6hsGICJSpfd2W4XtJWdnhrknykpN0GNsrn/F6z/7m9Hc7h8QiahvGICISJXe+6LRr80YqxXOiRnsfjI226/NIwH/+9kxBXpDNDgwABGR6uyxOvDFMf/l71NHDkWcXqdAj5R1pSAAAcD/7GQAIgoUAxARqc66rYeE7T8ekxHmnqhDXlo8JgxL8Wv/+OBxHLOfDH+HiAYBBiAiUpWOLjfe3H7Yrz0uVocrZCoh0WDGuBy/NkkC3pAJi0TUOwYgIlKVdz87BkdHt1/7jPHZSDbGKtAjdbhyXLZwNdifN3+Nji53+DtEFOEYgIhINTweCS9/WC98bvbkYWHujbpkJhtx2Wj/FXDHnZ34b0HFjIh6xwBERKrx9mfHsFsw+Xl0VhImCE5GjzbzpxUI21/5sB5dbk+Ye0MU2RiAiEgVutweLP/nXuFzN08ZHhWHn57O5II0jDvDf0+gr5qd+FPd1wr0iChyMQARkSq8sqkeB1tO+LXnpcXh+ol5CvRIfTQaDX4xrVD4XNV7X6LR0RHmHhFFLgYgIlLc50fs+L1M9af8x2dBH8MfVT1+cm4WzspM9Gtvc3Vj0ZufwePhKfFEfcGfKkSkqKY2F+564//Q5fb/i3tUZhJ+Nj5XgV6pV4xOi8evOlf4nGVPI5a/92WYe0QUmRiAiEgxze0u3PTyZtQ3O/2e02qAJ2aeC10UHXzaV+cXDsFVRf77AgHAixv348V/7YMksRJE1BsGICJSxKZ9zfjJHz7El7Z24fN3XjwSkwvSwtyryPHwlWcjPVEvfO7Zf36Jhet34LizM8y9IoocGon/TPDjcDhgMplgt9uRnJysdHeIBo1utwf/OdCCVZvq8e8vm2SvG5+Xgv/61RTE6vhvtN58fPA4bly5WTh8CAAp8bG4+fzhmDUpD2ekxoe5d0Th15+/v1Xx02XFihXIz8+H0WiE2WzG1q1be73+r3/9K0aPHg2j0YixY8fi3Xff9XlekiRUVFQgOzsbcXFxKCkpwb59+0L5EYgIgNsjoa2jC42ODtQ3O1F3oAV/+fgQfv/PvfjF6k9Q/NT7mLdqa6/hp3BoAlbOncjw0weT8tPwhMx8IABoPdGFF/61H1Of3ojS5z7Aojd34tX/1KPmcys+PdSKY/aTsJ/sgqvbzSEzijoxSndg/fr1KC8vR3V1NcxmM6qqqlBaWoq9e/ciI8P/4MOPPvoIc+bMQWVlJX76059i7dq1mDlzJrZv345zzz31g2DZsmV4/vnnsXr1ahQUFGDx4sUoLS3F7t27YTQaw/0R8cUxB3715219urY/P4Mk9P3ift03RD8H+/oDtj9vr4rvq++X9vO7DX5/+9fXfrw/gJOdbri6B7YZX/6QeLwx/3xkJIX/v9NINXvyMHR7JFS89Tl6WwC219aGvbY22ec1GsAYo4MxVvvtvCsNNBpAA0Cr+e7XPfsxaTTfPr53HVEgfn/DeEwcHv7hbsWHwMxmMyZNmoQXX3wRAODxeJCXl4e77roLDz74oN/1s2bNgtPpxNtvv+1tO//881FUVITq6mpIkoScnBzce++9uO+++wAAdrsdmZmZeO211zB79uzT9inYQ2CfHmrFVSv+M+D7EA1mF48ait9fPx5DEg1KdyUivb/bhoXrd6Dd5X+OGpGavf4LM340Mj0o94qYIbDOzk5s27YNJSUl3jatVouSkhLU1dUJX1NXV+dzPQCUlpZ6r6+vr4fVavW5xmQywWw2y97T5XLB4XD4PIgoPJKNMVgyYwxWzZvE8DMAJWMy8V75hZh+TpbSXSGKCIoOgTU3N8PtdiMz0/eAv8zMTOzZs0f4GqvVKrzearV6n+9pk7vmhyorK/HYY48F9BmIKDAZSQbMnjwMt00tgCkuek95D6ZsUxyqb56ILV+1YNV/6vHebluvw2JE0UzxOUBqsGjRIpSXl3t/73A4kJfHrfeJgskYq8WorGRMzk/FxaMycH7hEO7xEyLmwiEwFw5BY1sHavc04d9fNmHnkVYcOn5S6a4RqYaiASg9PR06nQ42m82n3WazIStLXMbNysrq9fqe/7XZbMjOzva5pqioSHhPg8EAgyF0pffkuFiUnO0/oVte3/9S6M/5kP35q6Z/9w1+f0P1/iG6tF8HdYbu/4f+3LdvV/fnnoZYHeL1OiTodYjTxyDBoIMpLhZnpMYjLy0OQxMNPNA0zDKSjLhhUh5umHTqH3Ttrm5Y7SdxzN6BY/YOtLR3oqPLjY5uN1xdHpzsPPVrj3RqErwEANKpBQSSdGqyvffX6Jl8L4Vs4QRFh9R48X5WoaZoANLr9Zg4cSIsFgtmzpwJ4NQkaIvFggULFghfM2XKFFgsFixcuNDb9t5772HKlCkAgIKCAmRlZcFisXgDj8PhwJYtW3DHHXeE8uPIKkhPwMvzJiny3kREPRINMRiZkYSRGUlKd4VIcYoPgZWXl2PevHkoLi7G5MmTUVVVBafTibKyMgDA3LlzkZubi8rKSgDAPffcg4suugi///3vceWVV2LdunX45JNP8Mc//hHAqX/ZLly4EE8++STOPPNM7zL4nJwcb8giIiKi6KZ4AJo1axaamppQUVEBq9WKoqIi1NTUeCcxNzQ0QKv9brHaBRdcgLVr1+KRRx7BQw89hDPPPBMbNmzw7gEEAPfffz+cTiduv/12tLa2YurUqaipqVFkDyAiIiJSH8X3AVIjHoVBREQUeSJmHyAiIiIiJTAAERERUdRhACIiIqKowwBEREREUYcBiIiIiKIOAxARERFFHQYgIiIiijoMQERERBR1GICIiIgo6ih+FIYa9WyO7XA4FO4JERER9VXP39t9OeSCAUigra0NAJCXl6dwT4iIiKi/2traYDKZer2GZ4EJeDweHD16FElJSdBoNEp3J2gcDgfy8vJw6NAhnnH2LX4nYvxe/PE78cfvxB+/E3/h/E4kSUJbWxtycnJ8DlIXYQVIQKvV4owzzlC6GyGTnJzM/zB/gN+JGL8Xf/xO/PE78cfvxF+4vpPTVX56cBI0ERERRR0GICIiIoo6DEBRxGAwYMmSJTAYDEp3RTX4nYjxe/HH78QfvxN//E78qfU74SRoIiIiijqsABEREVHUYQAiIiKiqMMARERERFGHAYiIiIiiDgNQlHjqqadwwQUXID4+HikpKcJrNBqN32PdunXh7WgY9eU7aWhowJVXXon4+HhkZGTgt7/9Lbq7u8PbUYXl5+f7/blYunSp0t0KqxUrViA/Px9GoxFmsxlbt25VukuKevTRR/3+TIwePVrpboXVBx98gBkzZiAnJwcajQYbNmzweV6SJFRUVCA7OxtxcXEoKSnBvn37lOlsmJzuO7nlllv8/txMnz5dmc6CAShqdHZ24vrrr8cdd9zR63Wvvvoqjh075n3MnDkzPB1UwOm+E7fbjSuvvBKdnZ346KOPsHr1arz22muoqKgIc0+V9/jjj/v8ubjrrruU7lLYrF+/HuXl5ViyZAm2b9+O8ePHo7S0FI2NjUp3TVHnnHOOz5+JTZs2Kd2lsHI6nRg/fjxWrFghfH7ZsmV4/vnnUV1djS1btiAhIQGlpaXo6OgIc0/D53TfCQBMnz7d58/NG2+8EcYe/oBEUeXVV1+VTCaT8DkA0t/+9rew9kcN5L6Td999V9JqtZLVavW2vfTSS1JycrLkcrnC2ENlDR8+XHruueeU7oZiJk+eLP3617/2/t7tdks5OTlSZWWlgr1S1pIlS6Tx48cr3Q3V+OHPTo/HI2VlZUnPPPOMt621tVUyGAzSG2+8oUAPw0/098m8efOkq666SpH+iLACRD5+/etfIz09HZMnT8aqVasgRfE2UXV1dRg7diwyMzO9baWlpXA4HNi1a5eCPQu/pUuXYsiQIZgwYQKeeeaZqBkG7OzsxLZt21BSUuJt02q1KCkpQV1dnYI9U96+ffuQk5ODwsJC3HTTTWhoaFC6S6pRX18Pq9Xq8+fGZDLBbDZH/Z+b2tpaZGRkYNSoUbjjjjvQ0tKiWF94GCp5Pf7447j00ksRHx+Pf/7zn7jzzjvR3t6Ou+++W+muKcJqtfqEHwDe31utViW6pIi7774b5513HtLS0vDRRx9h0aJFOHbsGJYvX65010KuubkZbrdb+Odgz549CvVKeWazGa+99hpGjRqFY8eO4bHHHsO0adPw+eefIykpSenuKa7n54Poz000/ez4oenTp+Oaa65BQUEBDhw4gIceeghXXHEF6urqoNPpwt4fBqAI9uCDD+Lpp5/u9Zovvviiz5MTFy9e7P31hAkT4HQ68cwzz0RUAAr2dzJY9ed7Ki8v97aNGzcOer0ev/zlL1FZWam6re0pPK644grvr8eNGwez2Yzhw4fjL3/5C2677TYFe0ZqNnv2bO+vx44di3HjxmHEiBGora3FZZddFvb+MABFsHvvvRe33HJLr9cUFhYGfH+z2YwnnngCLpcrYv6iC+Z3kpWV5bfax2azeZ+LZAP5nsxmM7q7u3Hw4EGMGjUqBL1Tj/T0dOh0Ou//7z1sNlvE/xkIppSUFJx11lnYv3+/0l1RhZ4/GzabDdnZ2d52m82GoqIihXqlPoWFhUhPT8f+/fsZgKh/hg4diqFDh4bs/jt27EBqamrEhB8guN/JlClT8NRTT6GxsREZGRkAgPfeew/JyckYM2ZMUN5DKQP5nnbs2AGtVuv9TgYzvV6PiRMnwmKxeFdEejweWCwWLFiwQNnOqUh7ezsOHDiAm2++WemuqEJBQQGysrJgsVi8gcfhcGDLli2nXYkbTQ4fPoyWlhafkBhODEBRoqGhAcePH0dDQwPcbjd27NgBABg5ciQSExPxP//zP7DZbDj//PNhNBrx3nvv4Xe/+x3uu+8+ZTseQqf7Ti6//HKMGTMGN998M5YtWwar1YpHHnkEv/71ryMqFA5EXV0dtmzZgksuuQRJSUmoq6vDb37zG/z85z9Hamqq0t0Li/LycsybNw/FxcWYPHkyqqqq4HQ6UVZWpnTXFHPfffdhxowZGD58OI4ePYolS5ZAp9Nhzpw5SnctbNrb230qXvX19dixYwfS0tIwbNgwLFy4EE8++STOPPNMFBQUYPHixcjJyRnUW4v09p2kpaXhsccew7XXXousrCwcOHAA999/P0aOHInS0lJlOqz0MjQKj3nz5kkA/B4bN26UJEmS/vd//1cqKiqSEhMTpYSEBGn8+PFSdXW15Ha7le14CJ3uO5EkSTp48KB0xRVXSHFxcVJ6erp07733Sl1dXcp1Osy2bdsmmc1myWQySUajUTr77LOl3/3ud1JHR4fSXQurF154QRo2bJik1+ulyZMnS5s3b1a6S4qaNWuWlJ2dLen1eik3N1eaNWuWtH//fqW7FVYbN24U/vyYN2+eJEmnlsIvXrxYyszMlAwGg3TZZZdJe/fuVbbTIdbbd3LixAnp8ssvl4YOHSrFxsZKw4cPl+bPn++zzUi4aSQpitc5ExERUVTiPkBEREQUdRiAiIiIKOowABEREVHUYQAiIiKiqMMARERERFGHAYiIiIiiDgMQERERRR0GICIiIoo6DEBEFJEuvvhiaDQaXHzxxSF7D41GA41Gg0cffTRk70FEymAAIqKIJkkSCgsLodFocOmll/o9/69//csbZP785z972zs7O2EymfDggw+Gs7tEpBIMQEQU0TQaDebOnQsAqK2txaFDh3yeX7NmDQAgOTkZ11xzjbd948aNcDgcg/pwSiKSxwBERKr3zTff4IYbbkB8fDyGDRuG6upqn+fnzZsHjUYDSZLw+uuve9tPnjyJ//7v/wYAXH/99YiPj/c+99ZbbyErKwtmsxkAsHPnTpx//vkwGo0YP348Nm3a5NePW265xVtN+uGDiCILAxARqd4vfvEL/PWvf8XJkycRHx+P++67D5988on3+YKCAlx44YUAvqv4AMCGDRvQ1tYG4FR46SFJEv7+979jxowZ0Gg0OHnyJH7yk59gy5Yt8Hg86OrqwpVXXunXjxEjRsBsNnsfsbGxAACj0RiKj01EIcQARESqduDAAbz55psAgAceeAB79uzBtm3b4HK5fK7rCTi7d+/Gtm3bAMA752fkyJGYOnWq99pPPvkER44c8Q5/rV27FkeOHAEA/P3vf8fu3buxfPlyv74sXrwYmzdvxubNm3HjjTeiq6sLWq3WZ24REUUGBiAiUrVdu3Z5f33ttdcCAEaNGoVx48b5XHfdddchISEBwKkqUGNjI/75z38CODVE9n1vvfUWEhMTcdlll/m8R3x8PKZPnw4AuOGGG2T79Oabb+I3v/kNAOAPf/iDt19EFDkYgIhoUEhMTMR1110HAHjjjTewZs0adHd3Q6vVeidJ99iwYQNKS0thMBh82vsyl+ejjz7CTTfdBI/HgwceeAALFiwI3ocgorBhACIiVRszZoz313/7298AAF9++SV27tzpd23PMFhjY6N3755LLrkEw4YN815z4MAB7Nq1y2f11znnnAMAcDqd3qrRf/3Xf/nd/8svv8TPfvYzdHR04Oabb0ZlZeWAPhsRKYcBiIhUbeTIkd6wUllZibPPPhvnnXcedDqd37UXXXQRCgoKAADt7e0AfCc/A6eGv2JiYnwmOd94443IyckBAMyYMQPnnHMO7rrrLr/733333WhpaQFwathsypQpOP/883H++ecP+HMSUXgxABGR6r3yyiu49tprYTQaYbfb8fjjjwtDx/f3BAL89/4BTg1/TZs2Dampqd62uLg4vPPOO5g0aZK3rafa9H0dHR3eX2/fvh1btmzxPogosmgkSZKU7gQRUTg0NzcjKysLy5cvx9133610d4hIQawAEVHUOH78OB555BFcf/31SneFiBTGChARERFFHVaAiIiIKOowABEREVHUYQAiIiKiqMMARERERFGHAYiIiIiiDgMQERERRR0GICIiIoo6DEBEREQUdRiAiIiIKOr8PwkUrj9JGegaAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dW/dy; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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sVGVlpZ555hllZmbqL3/5i06cOKETJ05o48aNyszM1Ny5c1NZLwCHS9xaSk8dAOyhSWctzZw5U5dccoluvPHG8LURI0aoR48emj17drMVBwDnS3z6dZoKAWALTVq1dOjQIZ07d07PP/+8vve970mSVq5cqY8//lgXXHBBsxYIAJH8CZIKrSXAWZo0InPdddfJ7/fr/vvvV15envLy8jR58mQFAgFdd911zV0jAIQlPqIgPXUAsIcmBZkXXnhBgwYNUjAYjHoMHDhQL7zwQnPXCABhiVctkWQAJ2lSa6mwsFDbtm3TmjVrtHPnTrlcLg0YMEBjxoxp7voAIAqTfQFEalKQqaurU2lpqRYuXKizZ89Kklq3bq0HHnhAZWVlat26dbMWCQAh7OwLIFKTgsz06dO1ePHiqCFcn8+n8vJynTlzRgsXLmy2AgEgUqLWUaKgA6BladIcmWXLlkmS7rrrLq1evVqrV6/W3XffrWAwGH4NAFLBn+CoN3IM4CxNGpHJzMxUUVFRVGgZM2aMtmzZon/+85/NVRsA1ENrCUCkJo3I3HXXXfJ6vTp9+nT4Wm1trbxeryZMmNBsxQHA+RIeUcCQDOAoTRqRyc7OVk1NjQYNGqTbbrtNkrRu3TqdOXNGbdu21eOPPx5+75w5c75RgYcPH9bMmTP15ptv6vTp07r00ku1dOlSFRcXf6PfF4CZWLUEIJIr2IQfXzIyMuRyucKnXUuK+nUkv9/f5OJOnjypgQMHasSIEZoyZYo6deqkffv2qWfPnurZs2dSv4fX61Vubq48Ho9ycnKaXAsAe3hq/cf6v5s+ifn6A8N76uFbeqexIgCpkOz37ybvI9NQaGluv/nNb1RQUKClS5eGrxUVFcX9jM/nk8/nCz/3er0pqw9A+iUckUlPGQBsoklB5uDBg81cRsPWrFmjUaNGady4cXrnnXfUtWtXPfDAA5o0aVLMz5SVlelXv/pVWuoDkH6J58ikqRAAttCkyb7pcuDAAS1atEi9evXSn//8Z02ZMkUPPfSQXn755ZifKS0tlcfjCT+qqqrSWDGAVEt4aCRJBnCUJo3IpEsgEFBxcbHmzp0rSRo4cKB27dqlxYsXx1wd5Xa75Xa701kmgDSitQQgkq1HZLp06aI+ffpEXbv88st16NAhiyoCYDUOjQQQydZBZujQodqzZ0/Utb1796p79+4WVQTAaomPKEhTIQBswdZB5qc//am2bNmiuXPnav/+/Vq+fLmWLFmikpISq0sDYBH2kQEQydZB5uqrr9bKlSv1yiuvqF+/fnriiSdUXl6u8ePHW10aAIskPqKAJAM4ia0n+0rSbbfdFt49GAASz5FJUyEAbMHWIzIAcL5AwtOvSTKAkxBkABiF068BRCLIADBKosm+iYIOgJaFIAPAKBxRACASQQaAUWgtAYhEkAFgFH/CfWSIMoCTEGQAGIXl1wAiEWQAGIU5MgAiEWQAGCXRPjKsWgKchSADwChM9gUQiSADwCgcGgkgEkEGgFESz5EhyQBOQpABYBQ/rSUAEQgyAIySuLVElAGchCADwCiJgkqioAOgZSHIADAKq5YARCLIADAK+8gAiESQAWCUhEGFHAM4CkEGgFESt5ZIMoCTEGQAGMWfYDZvotYTgJaFIAPAKImCDCMygLMQZAAYJeGGeOQYwFEIMgCMcs7PPjIAvkaQAWCURK0lli0BzkKQAWAUWksAIhFkABgl4aolkgzgKAQZAEZJvGoJgJMQZAAYJWGQIckAjkKQAWAUWksAIhFkABgl8aolAE5CkAFglHO0lgBEIMgAMEqA1hKACAQZAEZhRAZAJIIMAKMk3BCPBdiAoxBkABgl8aqlNBUCwBYIMgCMEQwGE69aIsgAjkKQAWCMZEZbaC0BzkKQAWCMc4FAwvfQWgKchSADwBhJ5BgFWbYEOIpRQWbevHlyuVyaPn261aUAsAAjMgDOZ0yQee+99/Tcc8/pyiuvtLoUABZJakQm9WUAsBEjgsypU6c0fvx4Pf/882rfvr3V5QCwSDIjMuyIBziLEUGmpKREt956q0aOHJnwvT6fT16vN+oBoGVI5sBIWkuAs7SyuoBEVqxYoR07dui9995L6v1lZWX61a9+leKqAFgh0a6+EsuvAaex9YhMVVWVpk2bpmXLlqlNmzZJfaa0tFQejyf8qKqqSnGVANLlnD+JIEOOARzF1iMy27dv17FjxzRo0KDwNb/fr4qKCj377LPy+XzKzMyM+ozb7Zbb7U53qQDSIJmTrWktAc5i6yBz00036cMPP4y6NnHiRPXu3VszZ86sF2IAtGyJTr6W2EcGcBpbB5ns7Gz169cv6lq7du3UsWPHetcBtHzJTPYF4Cy2niMDAJGSW7VE2AGcxNYjMg3ZtGmT1SUAsEgyQYYcAzgLIzIAjJFUkElDHQDsgyADwBjJTPaltQQ4C0EGgDGSCinkGMBRCDIAjJHUhnhpqAOAfRBkABiDVUsAzkeQAWCMpM5aIscAjkKQAWAMfyCQ8D0cGgk4C0EGgDH8iXOMksg6AFoQggwAYyQzIgPAWQgyAIzBoZEAzkeQAWCM5FYtpaEQALZBkAFgjOSOKCDJAE5CkAFgDEZkAJyPIAPAGJx+DeB8BBkAxkhmQzwOKQCchSADwBi0lgCcjyADwBhJHRpJbwlwFIIMAGMkcyAkMQZwFoIMAGMksyFegN4S4CgEGQDGSG4fGQBOQpABYIxkggxJBnAWggwAYyTVWmKyL+AoBBkAxkhm/gsxBnAWggwAYyR3+nUaCgFgGwQZAMZIpm1EawlwFoIMAGMktSFeGuoAYB8EGQDGSGq0hSQDOApBBoAxzgUCCd9DawlwFoIMAGOwIR6A8xFkABgjqSDDiAzgKAQZAMZIbkO8NBQCwDYIMgCMwYGQAM5HkAFgjGRGZCTaS4CTEGQAGCOpQyNFewlwEoIMAGMkG2QYkQGcgyADwBiMyAA4H0EGgDH8SY60BNlNBnAMggwAYyTfWkpxIQBsgyADwBgEGQDnI8gAMEbSy69pLQGOYesgU1ZWpquvvlrZ2dnKy8vT2LFjtWfPHqvLAmARRmQAnM/WQeadd95RSUmJtmzZog0bNqiurk4333yzamtrrS4NgAWSX7VEkgGcopXVBcSzfv36qOcvvfSS8vLytH37dl1//fUWVQXAKkmPyKS4DgD2Yesgcz6PxyNJ6tChQ8z3+Hw++Xy+8HOv15vyugCkB60lAOezdWspUiAQ0PTp0zV06FD169cv5vvKysqUm5sbfhQUFKSxSgCpxM6+AM5nTJApKSnRrl27tGLFirjvKy0tlcfjCT+qqqrSVCGAVDsXCCT1PnIM4BxGtJYefPBBrV27VhUVFerWrVvc97rdbrnd7jRVBiCdkj16gBwDOIetg0wwGNTUqVO1cuVKbdq0SUVFRVaXBMBCyY7IsGoJcA5bB5mSkhItX75cq1evVnZ2tqqrqyVJubm5ysrKsrg6AOmWZI6htQQ4iK3nyCxatEgej0fDhw9Xly5dwo9XX33V6tIAWCDpOTI0lwDHsPWIDCsPAETyMyID4Dy2HpEBgEh+Vi0BOA9BBoAxODQSwPkIMgCMEUj6rKUUFwLANggyAIyR9IgMvSXAMQgyAIyR7P4w5BjAOQgyAIyR/IhMigsBYBsEGQBGCASCSQcUJvsCzkGQAWAEfyOGWRiRAZyDIAPACP5GLEXirCXAOQgyAIzQmCBDjAGcgyADwAjJTvSVWH4NOAlBBoARkt0MT2KODOAkBBkARmjUiEwK6wBgLwQZAEZgsi+AhhBkABiB5dcAGkKQAWAEv58gA6A+ggwAIzRmRIbWEuAcBBkARvAHAlaXAMCGCDIAjNC4fWRSWAgAWyHIADACq5YANIQgA8AIHFEAoCEEGQBGaFSQYUQGcAyCDAAjNK61lMJCANgKQQaAERoTZGguAc5BkAFghMa1llJYCABbIcgAMEJjll/TWgKcgyADwAiNO2uJJAM4BUEGgBEaddZSCusAYC8EGQBG4KwlAA1pZXUBaLlO1p7VE2s/UsW+42rftrXmjOmj63p1srosGKpRq5bIMWiiYDCoFe9VacHGfTrrD+ruwQUqufFSuVtlWl0aYmBEBinz2B936433D+vEqbPad+yUfvLSNh31nrG6LBiqUWctpbAOtGx/3X9CpW98qCOeMzpxyqf5b+3X7zd/anVZiIMgg5SoOVOntR98FnXtrD+gN3YctqgimC7AWUtIgxVbq+pde2XrIQsqQbIIMkiJT47XNtgKeGbDXguqQUvA6ddIh3Ufflbv2ifHa3X2XMCCapAMggxS4tN/1DZ4/ayfLwZoGkZkkGrx/o1VnTydxkrQGAQZpETliYaDDNBUzJFBqh3xfBHztYN8TbMtggxSIt7/9J7TdWmsBC1FY5Zfk2TQFAdPxB514Ycz+yLIICUq/xHnC0KMthMQj78RbUlaS2iKeF+bDvJ1y7YIMmh2wWBQlcdPxXydIVo0BZN9kWrxvjbFG62BtQgyaHYnT9fJe+ZczNcPEGTQBI0ZZSHHoCnitY9oLdkXQQbNLtH/8IzIoCkad/o1UQaNF+9r0xHPFzpT509jNUiWEUFm4cKFuuSSS9SmTRsNGTJEW7dutbokxJEoqNBrRlM0Zvk1OQaNdc4f0KHPY7ePgkHFfR3WcQVtft79q6++qnvuuUeLFy/WkCFDVF5ertdee0179uxRXl5ews97vV7l5ubK4/EoJyfnG9ezac8xPbZm9zf+fVoyzxd1OhlnZVJmhksF7bPSWBFagpOn6+T5IrkVb52y3WrXmrNxkDx/MKiqz2Mvv5akzjluZV3Av6t4lk26Rl0vbJ6v78l+/7b9oZFPP/20Jk2apIkTJ0qSFi9erHXr1unFF1/UrFmz0l7P6bN+HYyzIgeJ+QNB7iFS6niNT8etLgItzlGvz+oSbO+cBZue2rq1dPbsWW3fvl0jR44MX8vIyNDIkSO1efPmBj/j8/nk9XqjHgAAoGWydZA5ceKE/H6/OnfuHHW9c+fOqq6ubvAzZWVlys3NDT8KCgrSUSoAC7SlfQQ4nq2DTFOUlpbK4/GEH1VV9U8yBdAy/Ozmb+t7g7paXQYAC9l6jsxFF12kzMxMHT16NOr60aNHdfHFFzf4GbfbLbfbnbKa8rLduql34knG+FJhx7YaO6Cr3jv4ubZ/epITZNEsLmzbWv+nT55u6ddF5/wBDSxsry0H/qEzZ1kei2/uW21a6YbLOumib7m17oPPdOIUc2OSZcVkaNuvWhoyZIgGDx6sBQsWSJICgYAKCwv14IMPJjXZt7lXLQEAgNRrMauWZsyYoQkTJqi4uFiDBw9WeXm5amtrw6uYAACAc9k+yPzgBz/Q8ePHNWfOHFVXV2vAgAFav359vQnAAADAeWzfWvqmaC0BAGCeZL9/t7hVSwAAwDkIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsWx/RME3Fdq42Ov1WlwJAABIVuj7dqIDCFp8kKmpqZEkFRQUWFwJAABorJqaGuXm5sZ8vcWftRQIBHTkyBFlZ2fL5XJZXU5SvF6vCgoKVFVVxflQ4n6cj/vxNe5FNO5HNO7H10y8F8FgUDU1NcrPz1dGRuyZMC1+RCYjI0PdunWzuowmycnJMeYfXDpwP6JxP77GvYjG/YjG/fiaafci3khMCJN9AQCAsQgyAADAWAQZG3K73Xr00UfldrutLsUWuB/RuB9f415E435E4358rSXfixY/2RcAALRcjMgAAABjEWQAAICxCDIAAMBYBBkAAGAsgowh1q1bpyFDhigrK0vt27fX2LFjrS7JUj6fTwMGDJDL5dLOnTutLscSBw8e1E9+8hMVFRUpKytLPXv21KOPPqqzZ89aXVraLFy4UJdcconatGmjIUOGaOvWrVaXZImysjJdffXVys7OVl5ensaOHas9e/ZYXZYtzJs3Ty6XS9OnT7e6FMscPnxY//Iv/6KOHTsqKytLV1xxhbZt22Z1Wc2GIGOA119/XT/60Y80ceJE/f3vf9ff/vY33X333VaXZamHH35Y+fn5VpdhqY8//liBQEDPPfecdu/erWeeeUaLFy/Wv/3bv1ldWlq8+uqrmjFjhh599FHt2LFD/fv316hRo3Ts2DGrS0u7d955RyUlJdqyZYs2bNiguro63XzzzaqtrbW6NEu99957eu6553TllVdaXYplTp48qaFDh+qCCy7Qm2++qY8++kj/8R//ofbt21tdWvMJwtbq6uqCXbt2Db7wwgtWl2Ibf/rTn4K9e/cO7t69Oygp+P7771tdkm089dRTwaKiIqvLSIvBgwcHS0pKws/9fn8wPz8/WFZWZmFV9nDs2LGgpOA777xjdSmWqampCfbq1Su4YcOG4A033BCcNm2a1SVZYubMmcFhw4ZZXUZKMSJjczt27NDhw4eVkZGhgQMHqkuXLho9erR27dpldWmWOHr0qCZNmqTf//73atu2rdXl2I7H41GHDh2sLiPlzp49q+3bt2vkyJHhaxkZGRo5cqQ2b95sYWX24PF4JMkR/xZiKSkp0a233hr1b8SJ1qxZo+LiYo0bN055eXkaOHCgnn/+eavLalYEGZs7cOCAJOmxxx7TI488orVr16p9+/YaPny4Pv/8c4urS69gMKgf//jHuv/++1VcXGx1Obazf/9+LViwQJMnT7a6lJQ7ceKE/H6/OnfuHHW9c+fOqq6utqgqewgEApo+fbqGDh2qfv36WV2OJVasWKEdO3aorKzM6lIsd+DAAS1atEi9evXSn//8Z02ZMkUPPfSQXn75ZatLazYEGYvMmjVLLpcr7iM0B0KSfvnLX+qOO+7QVVddpaVLl8rlcum1116z+G/RPJK9FwsWLFBNTY1KS0utLjmlkr0fkQ4fPqxbbrlF48aN06RJkyyqHHZQUlKiXbt2acWKFVaXYomqqipNmzZNy5YtU5s2bawux3KBQECDBg3S3LlzNXDgQN13332aNGmSFi9ebHVpzaaV1QU41c9+9jP9+Mc/jvueHj166LPPPpMk9enTJ3zd7XarR48eOnToUCpLTJtk78Vbb72lzZs31zsrpLi4WOPHj28xP2Ekez9Cjhw5ohEjRujaa6/VkiVLUlydPVx00UXKzMzU0aNHo64fPXpUF198sUVVWe/BBx/U2rVrVVFRoW7dulldjiW2b9+uY8eOadCgQeFrfr9fFRUVevbZZ+Xz+ZSZmWlhhenVpUuXqO8fknT55Zfr9ddft6ii5keQsUinTp3UqVOnhO+76qqr5Ha7tWfPHg0bNkySVFdXp4MHD6p79+6pLjMtkr0X8+fP169//evw8yNHjmjUqFF69dVXNWTIkFSWmFbJ3g/py5GYESNGhEfqMjKcMcjaunVrXXXVVdq4cWN4K4JAIKCNGzfqwQcftLY4CwSDQU2dOlUrV67Upk2bVFRUZHVJlrnpppv04YcfRl2bOHGievfurZkzZzoqxEjS0KFD6y3F37t3b4v5/iERZGwvJydH999/vx599FEVFBSoe/fu+u1vfytJGjdunMXVpVdhYWHU829961uSpJ49ezryp8/Dhw9r+PDh6t69u/793/9dx48fD7/mhFGJGTNmaMKECSouLtbgwYNVXl6u2tpaTZw40erS0q6kpETLly/X6tWrlZ2dHZ4nlJubq6ysLIurS6/s7Ox6c4PatWunjh07OnLO0E9/+lNde+21mjt3ru68805t3bpVS5YsaVGjtwQZA/z2t79Vq1at9KMf/UhffPGFhgwZorfeeqtl7QOARtuwYYP279+v/fv31wtyQQccav+DH/xAx48f15w5c1RdXa0BAwZo/fr19SYAO8GiRYskScOHD4+6vnTp0oRtSrRsV199tVauXKnS0lI9/vjjKioqUnl5ucaPH291ac3GFXTCVzwAANAiOaOhDgAAWiSCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAJYYPny4XC5Xvd1oU+mxxx4LnyAOoGUgyACwXElJiVwuV73jBXr16iWXy6X8/PwGr0+YMCHq+rx58+R2u+X1elNeMwB7IMgAsNx1110nSTp27Fj4pN7q6mrt379fkvTZZ5/pk08+Cf86dP3666+P+n1Wr16tESNGKCcnJ12lA7AYQQZAyp08eVJ33nmn2rZtq8LCQi1evDjq9VCQkaT/+q//ivpvXl5eg9fP/1x1dbXeffdd3X777ZK+PDjzkUceUceOHXXhhRdq6tSpOnv2bNSfO3v2bLlcLhUWFioQCISv33HHHXK5XLrlllu+8d8dQGoRZACk3L/+67/qtdde0xdffKG2bdvq5z//ubZt2xZ+vWvXrioqKpJUP7DMmDEj6nlFRYWkLwPOZZddFv491qxZI0n67ne/K0l69tln9eSTT+rzzz9Xdna2/vCHP2j+/PlRdd13333KzMxUVVWV/vKXv0iSTp8+rfXr10tSvdYVAPshyABIqU8++URvvPGGJGnmzJn6+OOPtX37dvl8vqj3hUZXIoNM69atNWXKFLVt27ZekIkcjZG+bCsVFxera9eukqSnnnpKkjRs2DBVVlaqsrJS3bp1i/pMQUGBbr31VknSiy++KEl68803dfr0aeXk5Gjs2LHNcg8ApA5BBkBK7d69O/zrO+64Q5L07W9/W1deeWXU+0LzXSorK/XRRx/pgw8+UHFxsXJycvSd73xH+/bt0//8z/9o165dkqKDzKlTp7Rx48ZwW8nr9ep///d/JX05QtOqVSu1bds2HFoiTZkyRZK0atUqnTx5Uq+//rokady4ccrKymqWewAgdQgyAGwhMpjMmzdPgUAgfC0UcubNm6dgMBh1TZLWr18vn88XDjKNMWrUKPXs2VM+n09Lly7V2rVrJdFWAkxBkAGQUn369An/euXKlZKkvXv36oMPPoh632WXXRae2PvKK69IUr0gs3z5cklSTk6O+vfvH/7s6tWr1bNnT/Xr1y/8eqiN9Mc//lHnzp3T6dOn9ac//alefS6XS5MnT5YkzZkzRzU1NSoqKtKwYcO+4d8cQDoQZACk1KWXXhqea1JWVqbLL79cgwYNUmZmZr33hoLLuXPnlJGRoaFDh0qSrrnmGrVu3Vrnzp2TJF177bXKyMgIv3fdunX1RmN+/vOfS/pyrk1RUZF69OihysrKBmu899575Xa7VVtbK0m655572DQPMARBBkDK/e53v9Mdd9yhNm3ayOPx6PHHH9c111xT732R7aW+ffvqwgsvlCS1adNGgwcPbvB9FRUVOnnyZL0gM3XqVM2aNUvt27eXx+PRbbfdpmnTpjVYX8eOHXXnnXeGn99zzz1N+nsCSD9XMNRwBgADTZs2TcuXL1d1dXWDozzJmjdvnkpLS3XdddeFV0YBsL9WVhcAAN9E3759NX/+/CaHmDfeeEPLly/Xm2++KUn6xS9+0ZzlAUgxggwAo913333f6PMffPCBXn/9dXXq1Em//OUvNWbMmGaqDEA60FoCAADGYrIvAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGCs/w+rnYKVo0IcugAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dV/dx; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Suw; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dU/dz; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DGNbM1gCS+p8FZlYEzUKIAOKB7QFo9erVqqmp0dKlS/XOO+9o2rRpqqqq0u7du03PHzVqlG699VY1Nzdr48aNqq6uVnV1tf74xz/6z1m+fLkefPBBrVy5UmvXrlVGRoaqqqp08ODBWL0tYNixngbfXw9QcADq6fOp1+uLWLsAIBy2B6AHHnhAV155paqrqzVlyhStXLlS6enpeuyxx0zPP+OMM3TRRRfp61//uiZMmKDrr79eU6dO1RtvvCHpUO9PfX29brvtNl144YWaOnWqfv3rX2vXrl164YUXYvjOgOHFcgisnwBk9dx+CqEB2MzWANTT06P169ersrLSf8zpdKqyslLNzc0DXm8YhhobG7VlyxaddtppkqSWlha1trYG3DMnJ0fl5eWW9+zu7pbb7Q54AAhkWQQ9yIUQJQqhAdjP1gDU3t4ur9ergoKCgOMFBQVqbW21vK6zs1OZmZlKSUnReeedp1/84hf65je/KUn+6wZzz7q6OuXk5PgfxcXFR/K2gGFpv2UN0OBmgUkUQgOwn+1DYOHIysrShg0b9NZbb+nee+9VTU2Nmpqawr7fkiVL1NnZ6X/s2LEjco0Fhon9JqHF6Ti06akVq0USKYQGYDfrvusYyMvLU1JSktra2gKOt7W1qbCw0PI6p9OpiRMnSpLKysr0wQcfqK6uTmeccYb/ura2No0dOzbgnmVlZab3c7lccrlcR/hugOHNrAg6PSVZDkfwju+HZdADBCBO2doDlJKSounTp6uxsdF/zOfzqbGxURUVFSHfx+fzqbu7W5JUWlqqwsLCgHu63W6tXbt2UPcEEMhsCCytn+EvyXqNoH0EIAA2s7UHSJJqamq0YMECzZgxQzNnzlR9fb08Ho+qq6slSfPnz9e4ceNUV1cn6VC9zowZMzRhwgR1d3fr5Zdf1lNPPaWHH35YkuRwOLRo0SLdc889OvbYY1VaWqrbb79dRUVFmjNnjl1vExjyzIqgzba6CHze/CvGqqAaAGLF9gA0d+5c7dmzR7W1tWptbVVZWZkaGhr8Rczbt2+X0/lFR5XH49G1116rnTt3Ki0tTZMnT9ZvfvMbzZ0713/OTTfdJI/Ho6uuukodHR2aNWuWGhoalJqaGvP3BwwXZsNW/e0DJvUzDZ4ABMBmDsMwDLsbEW/cbrdycnLU2dmp7Oxsu5sDxIVvPfSGNu7sDDg2/Zhc/dc1p1he80nHAX1j2f8GHb/tvK/rh6eOj3gbASS2wfz+HpKzwADEnnkR9AA1QBYbpdIDBMBuBCAAITGbBj9QALIqkiYAAbAbAQhASMxmgfW3CrR0aI2gJGfwNPkDrAQNwGYEIAAhCWcIzOFwmA6DsRAiALsRgAAMqM/rU09f8A7uAwUgyXwYjGnwAOxGAAIwIKt9wAaaBi9JGSYbou5nCAyAzQhAAAZk1WMz0EKIkpTGEBiAOEQAAjAgq727QhkCMzuHITAAdiMAARiQ1bT1UIbA0hkCAxCHCEAABnTAogYolCEws1lgrAMEwG4EIAADshoCG2g3eMl8CIwABMBuBCAAA7Kq2RloIURJSndRAwQg/hCAAAzIqscmtCLo4JDU4/Wp1xu8rhAAxAoBCMCArIqWQ1oIkQ1RAcQhAhCAAVn3AIWyEKJ5AGIYDICdCEAABmQZgCzCzZdZTZX3MBUegI0IQAAGZDkEZjG8Fco59AABsBMBCMCAzHqAUpKcSk4a+CvEagiMGiAAdiIAARiQWW9NKMNfEkNgAOITAQjAgMzCSijDX5L1TDGGwADYiQAEYEBmw1WhrAItWQcghsAA2IkABGBAZr01GSabnJqxmirPhqgA7EQAAjAgj1kP0BEOgdEDBMBOBCAAAzpgVgPEEBiAIYwABGBAZmEl/UiHwCx2mAeAWCAAARiQaQAKcQgsyelQSnLwV83+XnqAANiHAASgX4ZhmBYshzoEJkkZJucyDR6AnQhAAPrV3eeTzwg+HuoQmGQ+DOZhCAyAjQhAAPpluRFqiENgkvmaQQcYAgNgIwIQgH5ZrdcT6kKIkvkQGLPAANiJAASgX1a1OqEuhCiZhyWGwADYiQAEoF9miyBKgyuCNqsBYggMgJ3iIgCtWLFCJSUlSk1NVXl5udatW2d57iOPPKJTTz1Vubm5ys3NVWVlZdD5l112mRwOR8Bj9uzZ0X4bwLBkOQQ2iBogs7DEEBgAO9kegFavXq2amhotXbpU77zzjqZNm6aqqirt3r3b9PympibNmzdPr776qpqbm1VcXKxzzjlHn3zyScB5s2fP1qeffup//Pa3v43F2wGGnUgMgZkGIIbAANjI9gD0wAMP6Morr1R1dbWmTJmilStXKj09XY899pjp+U8//bSuvfZalZWVafLkyXr00Ufl8/nU2NgYcJ7L5VJhYaH/kZuba9mG7u5uud3ugAeAQ6yGwAZTBG02BLa/1yvDMJlfDwAxEPKfcNu3bx/0zY8++uh+n+/p6dH69eu1ZMkS/zGn06nKyko1NzeH9Br79+9Xb2+vRo0aFXC8qalJ+fn5ys3N1VlnnaV77rlHo0ePNr1HXV2d7rzzzpBeD0g0ZvuASYOtAQo+1zAOrTGUOoihNACIlJADUElJiRwOR8g3djgc6uvrv4u7vb1dXq9XBQUFAccLCgq0efPmkF7n5ptvVlFRkSorK/3HZs+erYsvvlilpaXaunWrbrnlFp177rlqbm5WUlLwl+2SJUtUU1Pj/9ntdqu4uDik1weGO6tanQyLPb7MWIUlT3cfAQiALUL/BpPirrt62bJlWrVqlZqampSamuo/fumll/r/fcIJJ2jq1KmaMGGCmpqadPbZZwfdx+VyyeVyxaTNwFBjFYAGMwSWZrUhao9X5v2yABBdgwpAJ554op577rkBz7vooov0l7/8ZcDz8vLylJSUpLa2toDjbW1tKiws7Pfa+++/X8uWLdOf/vQnTZ06td9zx48fr7y8PH300UemAQiANatZYEe6F5jEVHgA9hlUAHK5XDrmmGMGPC8lJSWk3qKUlBRNnz5djY2NmjNnjiT5C5oXLlxoed3y5ct177336o9//KNmzJgx4Ovs3LlTe/fu1dixYwc8F0Agsx4gh0NKTT6yrTAkFkMEYJ+QA5DP5wv5pmvWrAn53JqaGi1YsEAzZszQzJkzVV9fL4/Ho+rqaknS/PnzNW7cONXV1UmS7rvvPtXW1uqZZ55RSUmJWltbJUmZmZnKzMzUvn37dOedd+qSSy5RYWGhtm7dqptuukkTJ05UVVVVyO0CcMj+7uAAlDYiSU5n6DWBZrPAJHaEB2CfQfUARcPcuXO1Z88e1dbWqrW1VWVlZWpoaPAXRm/fvl1O5xez9R9++GH19PTo29/+dsB9li5dqjvuuENJSUnauHGjnnzySXV0dKioqEjnnHOO7r77bup8gDDsNxmmGszwl2Q9BMZiiADsEnIAGj9+fEjnORwObd26dVCNWLhwoeWQV1NTU8DP27Zt6/deaWlp+uMf/zio1wdgzWwavFWPjhWrITCzcAUAsRDyt9hAweOwwUyVBxD/PCZDYIPtAbIKTKwGDcAuIQegpUuXRrMdAOKUWS/NYKbAS9aBiSEwAHYhAAHol9kQ2GAWQZSsAxDT4AHY5YiKoFtaWrRr1y55vYFfYqeddtoRNQpA/DAbAht8D5D5Vw3T4AHYJawA1Nraqjlz5uitt94Kei6ULTAADB1mvTSDrQFKHeGUw3Fo/68vYwgMgF3C2g1+8eLFWrdunQzDMH0AGD7MVoIe7Cwwh8OhdJM9v1gHCIBdwgpAr7zyipxOpx555BFJ0pQpU1RXV6dRo0Zp9erVEW0gAPt4fYYO9gYvgjrYHiDJfD8wj8U2GwAQbWEFoD179mjSpEm64oorJB1ahfnmm29Wfn6+Vq1aFdEGArCPVZFyOAHI7Bp6gADYJawAlJGRoeTkZP+///73v6utrU179uxhEUJgGLHeCHXw5YNmAYgaIAB2CSsAjRs3Tjt27JAkfe1rX9PevXtVVFSkzz77TCNHjoxk+wDYyGwfMClyPUBWAQsAoi2sAHT++efrmGOO0aZNm7Ro0SJJ8hdAX3/99ZFsHwAbWfXQDHYavGTea0QPEAC7hDUNftmyZVq2bJkk6bjjjlNpaanWrVunqVOnqrKyMqINBGCfA73mPTSDXQhRYggMQHyJyG7ws2bN0qxZsyJxKwBxxGwRRIkhMABDX1gByOv16rHHHtOrr76qtra2gLV/HA6HGhsbI9ZAAPaJ5BCY2TR4eoAA2CWsAPQv//IvWrlypSQFLXzIbvDA8BHJIbAMk9DU3eeT12coycn3BoDYCisAHV7s8Bvf+IbGjx9P6AGGKashsPCKoK12hO9TVuqIQd8PAI5EWAEoPT1dY8aM0euvvx7p9gCII1YLFUZqJejDr0EAAhBrYU2Dv/3229XS0qJVq1Zp3759kW4TgDhhVaMT1hCYy6oHiDogALEXVgC66KKLNGHCBH3/+99XTk6OkpKS/I/DK0QDGPqsZmmFVQRtshmqxH5gAOwRVlqZP3++Nm/ezM7vwDBn1juT7HQoJXnwfztZbZ/BfmAA7BBWAGpqapLD4dD3vvc9lZSU0OsDDFNmASic+h9JSmcIDEAcCSu5TJo0ST09PXrqqaci3R4AccRsCCycjVAlKd1iCIzFEAHYIawaoFtvvVUff/yxli1bpvfee0/bt28PeAAYHiLaA2QRnOgBAmCHsP6U++53vyuHw6Fbb71Vt956a8BzDodDfX38RQcMB2b1OVZDWQNhCAxAPAm7eIcCaGD4M5uhlT4izCGwfhZCBIBYC+ub7PHHH490OwDEoYj2AFkEJ3qAANhh0AGot7dXDodDDodD//RP/8Q2GMAwFskaIKu1g5gGD8AOgy6CHjFihK688krV1dURfoBhzmwILC3MIbCUZKdGJAV/Z7AQIgA7hDULbNq0aXK73ZFuC4A4Y9Y7Y7WlRSjMVoNmCAyAHcIKQDfddJPa29s1f/58rVu3Th9//DHT4IFhpqfPpz5f8GSHcLbBOCzDFdx7xBAYADsc0TT4p59+Wk8//XTAc0yDB4YHq9lZ4c4Ck8zDk4cABMAGYfUASYemwVs9BmvFihUqKSlRamqqysvLtW7dOstzH3nkEZ166qnKzc1Vbm6uKisrg843DEO1tbUaO3as0tLSVFlZqQ8//HDQ7QISmeVO8EcwBGZWQH2AGiAANgjrT7lXX301Yg1YvXq1ampqtHLlSpWXl6u+vl5VVVXasmWL8vPzg85vamrSvHnzdMoppyg1NVX33XefzjnnHG3atEnjxo2TJC1fvlwPPvignnzySZWWlur2229XVVWV3n//faWmpkas7cBwZhWAjmQIzGw1aGqAANjBYdi8omF5eblOPvlkPfTQQ5Ikn8+n4uJiXXfddVq8ePGA13u9XuXm5uqhhx7S/PnzZRiGioqKdMMNN+jGG2+UJHV2dqqgoEBPPPGELr300qB7dHd3q7u72/+z2+1WcXGxOjs7lZ2dHaF3CgwtG3d26FsP/b+g4z+bO00XnXhUWPe87PF1atqyJ+BYaV6GXr3xjLDuBwBf5na7lZOTE9Lv77CHwP785z/rzDPPVFZWlrKysnTWWWfpz3/+86Du0dPTo/Xr16uysvKLBjmdqqysVHNzc0j32L9/v3p7ezVq1ChJUktLi1pbWwPumZOTo/Lycst71tXVKScnx/8oLi4e1PsAhiOrnplwN0M9dK3ZLDCGwADEXlgB6I033lBlZaVef/11eTweeTweNTU1qbKyUm+++WbI92lvb5fX61VBQUHA8YKCArW2toZ0j5tvvllFRUX+wHP4usHcc8mSJers7PQ/duzYEfJ7AIYrq9lZ4S6EeOhahsAAxIew/pS766671Nvbq2OOOUb/+I//KEl6+eWX9fHHH+uuu+5SQ0NDRBtpZdmyZVq1apWampqOqLbH5XLJ5XJFsGXA0Ge1QOGRBSDzdYAMw2BhVQAxFVYAWrdunUaPHq2//OUv/jG2zs5OTZgwQWvWrAn5Pnl5eUpKSlJbW1vA8ba2NhUWFvZ77f33369ly5bpT3/6k6ZOneo/fvi6trY2jR07NuCeZWVlIbcNSHTRGAIzK6D2+gz1eH1yJYcfrABgsMIaAjt48KBGjRoVUGCUk5OjUaNGBRQTDyQlJUXTp09XY2Oj/5jP51NjY6MqKiosr1u+fLnuvvtuNTQ0aMaMGQHPlZaWqrCwMOCebrdba9eu7feeAAJFYwgswyI8sRgigFgL60+5CRMmaPPmzbrhhhs0b948SdIzzzyjjz76SFOmTBnUvWpqarRgwQLNmDFDM2fOVH19vTwej6qrqyVJ8+fP17hx41RXVydJuu+++1RbW6tnnnlGJSUl/rqezMxMZWZmyuFwaNGiRbrnnnt07LHH+qfBFxUVac6cOeG8XSAhWQ2BHdk0ePNrPT1ejUwP+7YAMGhhBaDLL79cP/7xj1VfX6/6+nr/cYfDocsvv3xQ95o7d6727Nmj2tpatba2qqysTA0NDf4i5u3bt8vp/KKj6uGHH1ZPT4++/e1vB9xn6dKluuOOOyQd2qrD4/HoqquuUkdHh2bNmqWGhgbWAAIGwapXxqoXJxTWO8IzEwxAbIW1DpDP59NVV12lxx9/3L/y8+Hw88tf/nLIFzMOZh0BYLi6+6X39as3WoKO//3f/lFOZ3j/H3/h3U+0aPWGoOO/W/gNTT1qZFj3BIDDBvP7O6w/5ZxOpx599FHdcsstWr9+vSRp+vTpGj9+fDi3AxCHzNbnSR3hDDv8SNY9QJ5uaoAAxFb4fdmSxo8fT+gBhimzWWBHMvwlWdcAHehlCAxAbIX1bebxeLRs2TI1Njaqra0tYANUh8OhrVu3RqyBAOxhFoCOpABasp5Cz2KIAGItrAB09dVX65lnnpGkoN3fh3r9D4BDzIbAjmQKfH/X72cIDECMhRWA/vCHP0iSTjrpJE2ePFnJyUfWLQ4g/pj1yhzJIoiHrrcIQMwCAxBjYX2bpaamatSoUXrrrbci3R4AccJsGvyR9wBZDIH10gMEILbCWgn6qquuUnt7e8gblgIYeswWQmQIDMBwEVYPUEtLiw4cOKDJkyfrrLPO0siRI/3PORwO/epXv4pU+wDYxKwHKO0Ih8DSRlgNgRGAAMRWWN9mTz31lBwOh9xut1588UX/8cM7OhOAgKHPbG2eTNeR9QA5nQ6ljUjSga8MeTENHkCshRWATjvtNGZ7AcOY12cEhRTpyIugD90jOACxECKAWAvr26ypqSnCzQAQT6xmZWUcYQ2Q9H9rCXm++noEIACxFXIR9MaNG0Ne4HDr1q3auHFj2I0CYC+rQJLhOvIeILPVpBkCAxBrIQegsrIyzZ8/P6Rz/+mf/kknnXRS2I0CYC9Pt3kgSY9AADJbTZohMACxNqhvs87OTr3++usDnud2u4NWiAYwdFgFkkgMgZlNhTebcQYA0TSoAPTBBx/ozDPPjFZbAMQJszWApMgVQX/VfobAAMTYoL7NBtOrwywxYOiyKoLOjMAQmFmIYiFEALEW8reZz+eLZjsAxJF9FoEk/QjXAZIseoAYAgMQYyEXQY8fP17f/va3JUlnnXWWrrvuuqg1CoC99lsUQZvN4BossyLoA71e+XzUDQKInZC/zbZt26a8vDxJh9YBOnjwYNQaBcBeHosemSPdC0yyDlEHer0RmWYPAKEI+dsmNzdXGzZs0Pe//31Jh9b6ufzyy4POYysMYOizmgYfiRogsx4g6dAwGAEIQKyE/G1z+umn64UXXtCqVavkcDjU3t6uJ598MuAc9gIDhgfLWWBRqgGSmAoPILZCDkC//OUvdfTRR2vTpk1qbGxUdna2TjzxxGi2DYBNzGZlJTsdSkkKuWzQktUQGFPhAcRSyAEoLy9P9fX1kiSn06kpU6bo1VdfjVa7ANjIrAcoPSUpIstbWA2BsRo0gFgKa8CdKfHA8GZWAxSJ+h+JITAA8SHkbzSzgmcz1AABQ5/ZujyR2AdMsl5N2mrxRQCIhpC/0Z544okBu78pggaGB7MeoEjsAyZZ9wCxGCKAWAo5AB199NEBAai1tVXd3d0aNWqUJOmzzz7TiBEjNG7cuMi3EkBMmdXjRGqKOgEIQDwIeUrHtm3b1NLSopaWFv3sZz9TUlKS/vSnP6m9vV3t7e1qbGxUUlKS/u3f/i2a7QUQA+ZF0BEKQBZBiiEwALEU1pzWm2++WSUlJTrrrLP8x84880yNHz9et99+e8QaB8AeZr0xGRFYA0iS0kfQAwTAfmH9Sbd9+3b19fXpkUce0cUXXyxJev7557V582aNGDEiog0EEHv7TGqAItUD1N9K0AAQK2H1AJ166qnyer26+uqrlZ+fr/z8fP3zP/+zfD6fTj311Ei3EUAM9Xp96ukLXuoiM0I9QK5kp5KcwRMqDjAEBiCGwgpAjz76qE466SQZhhHwOPHEE/Xoo48O6l4rVqxQSUmJUlNTVV5ernXr1lmeu2nTJl1yySUqKSmRw+HwL8z4ZXfccYccDkfAY/LkyYN9i0DCsuqJiVQPkMPhMB0Gs9qAFQCiIaxvtKOPPlpvv/22fve732nDhg1yOBwqKyvTBRdcMKj7rF69WjU1NVq5cqXKy8tVX1+vqqoqbdmyRfn5+UHn79+/X+PHj9d3vvMd/eu//qvlfY877jj96U9/8v+cnMwGi0CorDZCjVQN0KF7JavrK69j9boAEA1hJYPe3l4tWbJEK1asUE9PjyQpJSVF1157rerq6pSSkhLSfR544AFdeeWVqq6uliStXLlSf/jDH/TYY49p8eLFQeeffPLJOvnkkyXJ9PnDkpOTVVhYONi3BUDWs7Ei1QMkmYcps7ojAIiWsIbAFi1apJ/97Gfq7u72D391d3ervr6+356ZL+vp6dH69etVWVn5RWOcTlVWVqq5uTmcZvl9+OGHKioq0vjx4/X9739f27dv7/f87u5uud3ugAeQqKz25IrUVhiSlJkaPFmCAAQglsIKQE8//bQkad68eXrxxRf14osv6nvf+54Mw/A/N5D29nZ5vV4VFBQEHC8oKFBra2s4zZIklZeX64knnlBDQ4MefvhhtbS06NRTT1VXV5flNXV1dcrJyfE/iouLw359YKgzWwNIsl7AMBxmBdUMgQGIpbD+pEtKSlJpaWlA2Lngggu0Zs0adXR0RKptYTn33HP9/546darKy8t1zDHH6D//8z91xRVXmF6zZMkS1dTU+H92u92EICQsqx6gSK0ELZn3Ju07SAACEDth9QDNmzdPbrdb+/fv9x/zeDxyu91asGBBSPfIy8tTUlKS2traAo63tbVFtH5n5MiR+trXvqaPPvrI8hyXy6Xs7OyAB5CorGqAIhmAzO7FEBiAWArrGy0rK0tdXV066aSTdP7550uS/vCHP+jgwYNKT0/XXXfd5T+3trbW9B4pKSmaPn26GhsbNWfOHEmSz+dTY2OjFi5cGE6zTO3bt09bt27VD37wg4jdExjOLHuAIjgElmURgA5vqAwA0RZWALrvvvvkcDj0t7/9TT/72c8kfbET/Ff3ArMKQJJUU1OjBQsWaMaMGZo5c6bq6+vl8Xj8s8Lmz5+vcePGqa6uTtKhwun333/f/+9PPvlEGzZsUGZmpiZOnChJuvHGG3XBBRfomGOO0a5du7R06VIlJSVp3rx54bxVIOFY1eJY7eEVDrMeIJ8hHez1Wa4UDQCRFPY6QJH4K23u3Lnas2ePamtr1draqrKyMjU0NPgLo7dv3y6n84tRul27dunEE0/0/3z//ffr/vvv1+mnn66mpiZJ0s6dOzVv3jzt3btXY8aM0axZs7RmzRqNGTPmiNsLJAKrIuhI9gBlppp/9XR19xKAAMREWAFo27ZtEWvAwoULLYe8Doeaw0pKSmQYRr/3W7VqVaSaBiSkaK8ELVlPqfd0e6WsiL0MAFgKqwgawPBlVoyckuRUSnLkvi6sAhAzwQDECgEIQID9ZjvBR3AbDMl6RhkzwQDECgEIQIB9JrPAMiI4/CWZzwI79NoEIACxQQACEGBfd2/QsUhugyFZ9wCxGjSAWCEAAQhg1guTZTFrK1xWAeirO8QDQLQQgAAE6DIpRLaath4uq0BFDxCAWCEAAQhgNhMry2T39iNhWQTNLDAAMUIAAhDAbBgq0jVA6SOSZLaWKkXQAGKFAATAr7vPq54+X9DxSNcAOZ0O05llBCAAsUIAAuBnNQRlNW39SJj1KlEDBCBWCEAA/Kx6YCJdBC1JGSaLK9IDBCBWCEAA/MxmgEmRrwGSpEyTwmoCEIBYIQAB8LMKQJGeBSZJmWY9QMwCAxAjBCAAflY9MJEugpaoAQJgLwIQAL+ug8HbYEjRCUBmawGxEjSAWCEAAfCzLIKOQg2Q2cwyT3efDMOI+GsBwFcRgAD4WRZBx6gHyGdIB3qDd6MHgEgjAAHwswpA2dEogrYIVcwEAxALBCAAfvu6g2uAkp0OuZIj/1VhNazGTDAAsUAAAuBnvhFqshxmG3cdIasA5OlmCAxA9BGAAPiZDYFFo/5Hst4RvsukFwoAIo0ABMDPfCf4yNf/SNb7i9EDBCAWCEAA/KyGwKLBqgfIrA4JACKNAATAz2z4KRo7wUvWQ2tWM9EAIJIIQAD8zHqAolUDZDW13n2AHiAA0UcAAiBJMgzDdA2eaA2BZaeZ39dNDxCAGCAAAZAkdff51OsN3oYiWkXQruQkpY4I/gqiBwhALBCAAEiyrr2JVg+QZD4M1kkAAhADBCAAkmK7E/xh2WnBAcht0Q4AiCQCEABJsd0J/rAcswB0gBogANFHAAIgyXoPrqwobIR6WLZJ7xJDYABiwfYAtGLFCpWUlCg1NVXl5eVat26d5bmbNm3SJZdcopKSEjkcDtXX1x/xPQEcYjX7Kpo9QAyBAbCLrQFo9erVqqmp0dKlS/XOO+9o2rRpqqqq0u7du03P379/v8aPH69ly5apsLAwIvcEcIjVEFg0a4DMh8B6ZRjBs9EAIJJsDUAPPPCArrzySlVXV2vKlClauXKl0tPT9dhjj5mef/LJJ+snP/mJLr30UrlcrojcE8Ah++wogjYZXvMZ1mEMACLFtgDU09Oj9evXq7Ky8ovGOJ2qrKxUc3NzTO/Z3d0tt9sd8AASTadF8XFUa4BYDBGATWwLQO3t7fJ6vSooKAg4XlBQoNbW1pjes66uTjk5Of5HcXFxWK8PDGVWxcdmhcqRYjYEJrEYIoDos70IOh4sWbJEnZ2d/seOHTvsbhIQcx0HeoKOZaUmKzkpel8TVvuBMRMMQLRF70+7AeTl5SkpKUltbW0Bx9va2iwLnKN1T5fLZVlTBCSKzv3BocOqhyZSzGaBSfQAAYg+23qAUlJSNH36dDU2NvqP+Xw+NTY2qqKiIm7uCSSKDpPQMTI9ugHIcgiMGiAAUWZbD5Ak1dTUaMGCBZoxY4Zmzpyp+vp6eTweVVdXS5Lmz5+vcePGqa6uTtKhIuf333/f/+9PPvlEGzZsUGZmpiZOnBjSPQGYMxt2GpmWEtXXZAgMgF1sDUBz587Vnj17VFtbq9bWVpWVlamhocFfxLx9+3Y5nV90Uu3atUsnnnii/+f7779f999/v04//XQ1NTWFdE8A5jrMhsCi3ANkOQuMAAQgyhwGK44FcbvdysnJUWdnp7Kzs+1uDhB1hmHoa7f9t3q9gV8H3ys/Wv920QlRe12vz9CEW14OOl79jRItveC4qL0ugOFpML+/mQUGQPt7vEHhR5JGRrkIOsnpUJbJVhsMgQGINgIQANMCaCn6RdCSxX5g7AgPIMoIQABMp8BL0S+Clsy32mBDVADRRgACYLoIomS9Tk8kWW2ICgDRRAACYN0DZNsQGAEIQHQRgADYWwNkshYQCyECiDYCEADLWVexqAEyGwLb192nPq8v6q8NIHERgACYLoIoRX8vMMl6McQueoEARBEBCIA6TYqgU5KdSh0R/a8ItsMAYAcCEADTHqCRaSPkcDii/tpWdUaf7zefmQYAkUAAAmC+EWoMCqAlaVSGeZ3RZx4CEIDoIQABMN8INQb1P5I0OsNlenwvAQhAFBGAAJj2AOXEYAaYJOVmmActeoAARBMBCIA6TOptYjUEZtUDRAACEE0EICDB9Xp98vR4g45Heyf4w9JSkpQ2Iino+N59BCAA0UMAAhKc1XTzWNUASeaF0J95umP2+gASDwEISHBWiyDGaghMkkZnmgUgeoAARA8BCEhwZvU/Umx2gj/MtAeIdYAARBEBCEhw7fvMh5ryMs2Lk6PBNABRAwQgighAQILbYxE0YhmARpsEIE+PVwd7g4uzASASCEBAgtvTZd4DNCYrlj1ATIUHEFsEICDBmQ2BJTkdMZsGL5n3AEkEIADRQwACEly7SQ/Q6IwUOZ3R3wj1MKv9wNgOA0C0EICABGfWAxTL+h9JGmUyDV5iLSAA0UMAAhLcHrMAFMP6H8l6CIzVoAFECwEISHDtXcEhI8+iRyZarIbAqAECEC0EICCBebr7dMBkqnksZ4BJUqYrWSlJwV9HBCAA0UIAAhKY1SKIY2JcA+RwOEx7gSiCBhAtBCAggcXDKtCH5ZpuiEoAAhAdBCAggVktgmhHADIrhP6cAAQgSghAQAKz3AYjK7ZF0JJ5IbTZDDUAiIS4CEArVqxQSUmJUlNTVV5ernXr1vV7/rPPPqvJkycrNTVVJ5xwgl5++eWA5y+77DI5HI6Ax+zZs6P5FoAhyWwRRCn2NUCSVJAd/JpdB/vk6e6LeVsADH+2B6DVq1erpqZGS5cu1TvvvKNp06apqqpKu3fvNj3/zTff1Lx583TFFVfo3Xff1Zw5czRnzhy99957AefNnj1bn376qf/x29/+NhZvBxhSrLbByE2PfQ9QYU6a6fFPOw/GuCUAEoHtAeiBBx7QlVdeqerqak2ZMkUrV65Uenq6HnvsMdPzf/7zn2v27Nn68Y9/rK9//eu6++67ddJJJ+mhhx4KOM/lcqmwsND/yM3NjcXbAYYUswA0KsbbYBxWlJNqeryVAAQgCmwNQD09PVq/fr0qKyv9x5xOpyorK9Xc3Gx6TXNzc8D5klRVVRV0flNTk/Lz8zVp0iRdc8012rt3r2U7uru75Xa7Ax5AIjArgrajAFqSCi0C0KedB2LcEgCJwNYA1N7eLq/Xq4KCgoDjBQUFam1tNb2mtbV1wPNnz56tX//612psbNR9992n1157Teeee6683uAF3ySprq5OOTk5/kdxcfERvjNgaGg3KYKO9SrQh421GAKjBwhANCTb3YBouPTSS/3/PuGEEzR16lRNmDBBTU1NOvvss4POX7JkiWpqavw/u91uQhCGPcMwTIfA7CiAlg6tPp3kdMjrMwKO7yIAAYgCW3uA8vLylJSUpLa2toDjbW1tKiwsNL2msLBwUOdL0vjx45WXl6ePPvrI9HmXy6Xs7OyABzDcuQ/0aX+PyTYYJrOxYiHJ6VCByRYcrQyBAYgCWwNQSkqKpk+frsbGRv8xn8+nxsZGVVRUmF5TUVERcL4kvfLKK5bnS9LOnTu1d+9ejR07NjINB4aBHZ/vNz1+VG56jFvyBbM6IGaBAYgG22eB1dTU6JFHHtGTTz6pDz74QNdcc408Ho+qq6slSfPnz9eSJUv8519//fVqaGjQT3/6U23evFl33HGH3n77bS1cuFCStG/fPv34xz/WmjVrtG3bNjU2NurCCy/UxIkTVVVVZct7BOLRzs/Ne1aOyjWvxYkFszogAhCAaLC9Bmju3Lnas2ePamtr1draqrKyMjU0NPgLnbdv3y6n84ucdsopp+iZZ57RbbfdpltuuUXHHnusXnjhBR1//PGSpKSkJG3cuFFPPvmkOjo6VFRUpHPOOUd33323XC57uvaBeLTTogeo2NYAFNwD1HmgV/t7+pSeYvvXFYBhxGEYhjHwaYnF7XYrJydHnZ2d1ANh2Lrjd5v0xJvbgo5/cNdspaUkxb5Bkh798991zx8+CDr+vzecrvFjMm1oEYChZDC/v20fAgNgD7MhsLzMFNvCj2Q9FZ5hMACRRgACEpTZENg4GwugJWnsSKvFEAlAACKLAAQkIMMw9IlJD5CdBdCSeQ2QxFR4AJFHAAISkPtAn7pMdlm3OwCNyXTJbBsyeoAARBoBCEhA8bgGkCQlJzlVkB3cC2Q1ZR8AwkUAAhJQPK4BdFjxqOAQ9vf2fTa0BMBwRgACElA8rgF02AST6e47Pz+gg73mmxkDQDgIQEACsuoBGjfS3iEwSZowJiPomGFIf9/jsaE1AIYrAhCQgOJxDaDDJuSbL3i4dQ/DYAAihwAEJCCzMGH3GkCHTbRY8ZkABCCSCEBAgtnf06dte4OHkyYVxMdWE0Uj0+RKDv5q2soQGIAIIgABCWZLa5fMdgCcXBgf+94lOR0qzQuuA9q6mx4gAJFDAAISzObWLtPjk8dmxbgl1iaa1AH9vX2ffD72bgYQGQQgIMFs/tRtevzrcdIDJJlPhT/Y69MnHSyICCAyCEBAgvnApAeoMDtVuRkpNrTGHDPBAEQbAQhIIIZhmPYAxdPwl2S+FpAk/a3NfPgOAAaLAAQkkE87D8p9MHgT1HgpgD5sfF6mkkx2RV3/8ec2tAbAcEQAAhLI5laL+p846wFKS0nScUXBoeztbZ/LMJvCBgCDRAACEsh7n5gHoHjrAZKkGceMCjq219OjlnbWAwJw5AhAQAJ546P2oGMpyU6Nt6i5sdPJJbmmx9/exjAYgCNHAAISRNfBXr1jUkMzs2SURiTF31fBdIsA9Na2z2LcEgDDUfx96wGIijV//0x9JgsJnnpsng2tGVh+VqpKRgfvT/Y2hdAAIoAABCSIP3+4x/T4qceOiXFLQjejJLgOqKXdo93ugza0BsBwQgACEsSfPwyu/8nLdGlyYXzNAPsyqzqgl//6aYxbAmC4IQABCWBbu8d09tRpx+bJabLeTrw4ZYL58Nxz734S45YAGG4IQEAC+M2aj02Pn/q1+Kz/Oax4VLppL9DGnZ36aDerQgMIHwEIGOb2dfdp9Vs7go6PSHLotDiu/zns4pOOMj3+3Dv0AgEIHwEIGOb+a/1OdXUHb39x3gljNTrTZUOLBucfTxirlOTgr6rfrtuujv09NrQIwHBAAAKGsY79PXq4aavpc5fPKo1xa8KTkzZC35xSEHT88/29+un//M2GFgEYDghAwDBlGIZu/q+NajWZMj79mFxNPWpk7BsVpu/PPNr0+G/WfqzmrXtj3BoAwwEBCBiGDvZ6deOzG/XHTW2mz18xRHp/DjtlYp4qv54fdNwwpMufeEv/u9n8fQKAlbgIQCtWrFBJSYlSU1NVXl6udevW9Xv+s88+q8mTJys1NVUnnHCCXn755YDnDcNQbW2txo4dq7S0NFVWVurDDz+M5lsAbGMYhjoP9Kql3aPX/7ZHP/njZp22/FX91zs7Tc+fNTFPs48rjHErj9zSC46Ty6QW6ECvV5c/8ba+98ga/WbNx9q4s0Ofe3rU6/XZ0EoAQ0Wy3Q1YvXq1ampqtHLlSpWXl6u+vl5VVVXasmWL8vOD/+J78803NW/ePNXV1en888/XM888ozlz5uidd97R8ccfL0lavny5HnzwQT355JMqLS3V7bffrqqqKr3//vtKTU2N9VvUB5+6dfVv1ls+bwTvTvDFc+rnyQGuDeX5/q+1vnig20brPR3J6w50hwE/y35fd4D31O+1A7zuAP89HOz1qtcb2n/RozNS9MB3p8X12j9Wikela+GZE/XTV8zrft7culdvfmU4zJXsVKYrWUlOhxwOyelwyCHJ4Tj0/p1OyaFDzw29TwQYHn763Wmafkzwqu/R5jAG+uaOsvLycp188sl66KGHJEk+n0/FxcW67rrrtHjx4qDz586dK4/Ho5deesl/7B/+4R9UVlamlStXyjAMFRUV6YYbbtCNN94oSers7FRBQYGeeOIJXXrppQO2ye12KycnR52dncrOzj7i9/iXHR26cMX/O+L7AEfC6ZAeu+xknTEp+A+LocLrM3T9qnf10kZWggaGi6d/WK5vTIzMmmSD+f1t6xBYT0+P1q9fr8rKSv8xp9OpyspKNTc3m17T3NwccL4kVVVV+c9vaWlRa2trwDk5OTkqLy+3vGd3d7fcbnfAAxhOslzJ+uUPZgzp8CNJSU6H6ueW6eITx9ndFABDnK0BqL29XV6vVwUFgVNcCwoK1NraanpNa2trv+cf/s/B3LOurk45OTn+R3FxcVjvB4hHU4/K0QsLv6FKk6nkQ1FyklP3f2ea7vzWccpNH2F3cwAMUbbXAMWDJUuWqKamxv+z2+0mBGFISx3h1KyJY7TglGM0a2Kev+ZluHA6HVpwSokuOmmcfv3mNv33e63atIueWwChszUA5eXlKSkpSW1tgVNY29raVFhoPkulsLCw3/MP/2dbW5vGjh0bcE5ZWZnpPV0ul1yu6K2Im502QmdP7n/oof/fT9ZP9nddf7cc6PehI9zX7Lc9YTZ2gKf7++Ue7mcwUFwI9zX7/wj6f1WrlxyR5NTojBSNzkzRqIwUjc/L1OSxWRqRFBeTPKMqO3WEFp51rBaedaz2dHVrS2uXWtr3aa+nR57uPu3r7pOn2yuvYUiG5DMMHfrn4f88VGRubyUkkNhy01NseV1bA1BKSoqmT5+uxsZGzZkzR9KhIujGxkYtXLjQ9JqKigo1NjZq0aJF/mOvvPKKKioqJEmlpaUqLCxUY2OjP/C43W6tXbtW11xzTTTfjqXSvAz96rKTbXltIFGMyXJpTJZLs46N7w1eAcQH24fAampqtGDBAs2YMUMzZ85UfX29PB6PqqurJUnz58/XuHHjVFdXJ0m6/vrrdfrpp+unP/2pzjvvPK1atUpvv/22fvnLX0o69Jf5okWLdM899+jYY4/1T4MvKiryhywAAJDYbA9Ac+fO1Z49e1RbW6vW1laVlZWpoaHBX8S8fft2OZ1fdOWfcsopeuaZZ3Tbbbfplltu0bHHHqsXXnjBvwaQJN10003yeDy66qqr1NHRoVmzZqmhocGWNYAAAED8sX0doHgU6XWAAABA9A2ZdYAAAADsQAACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4RCAAABAwiEAAQCAhGP7Vhjx6PDi2G632+aWAACAUB3+vR3KJhcEIBNdXV2SpOLiYptbAgAABqurq0s5OTn9nsNeYCZ8Pp927dqlrKwsORyOmL++2+1WcXGxduzYwV5kUcDnGz18ttHDZxs9fLbRE+vP1jAMdXV1qaioKGAjdTP0AJlwOp066qij7G6GsrOz+T9jFPH5Rg+fbfTw2UYPn230xPKzHajn5zCKoAEAQMIhAAEAgIRDAIpDLpdLS5culcvlsrspwxKfb/Tw2UYPn2308NlGTzx/thRBAwCAhEMPEAAASDgEIAAAkHAIQAAAIOEQgAAAQMIhAMWRbdu26YorrlBpaanS0tI0YcIELV26VD09PQHnbdy4UaeeeqpSU1NVXFys5cuX29TioeXee+/VKaecovT0dI0cOdL0nO3bt+u8885Tenq68vPz9eMf/1h9fX2xbegQtWLFCpWUlCg1NVXl5eVat26d3U0akl5//XVdcMEFKioqksPh0AsvvBDwvGEYqq2t1dixY5WWlqbKykp9+OGH9jR2CKmrq9PJJ5+srKws5efna86cOdqyZUvAOQcPHtSPfvQjjR49WpmZmbrkkkvU1tZmU4uHlocfflhTp071L3hYUVGh//7v//Y/H4+fLQEojmzevFk+n0//8R//oU2bNulnP/uZVq5cqVtuucV/jtvt1jnnnKNjjjlG69ev109+8hPdcccd+uUvf2ljy4eGnp4efec739E111xj+rzX69V5552nnp4evfnmm3ryySf1xBNPqLa2NsYtHXpWr16tmpoaLV26VO+8846mTZumqqoq7d692+6mDTkej0fTpk3TihUrTJ9fvny5HnzwQa1cuVJr165VRkaGqqqqdPDgwRi3dGh57bXX9KMf/Uhr1qzRK6+8ot7eXp1zzjnyeDz+c/71X/9Vv//97/Xss8/qtdde065du3TxxRfb2Oqh46ijjtKyZcu0fv16vf322zrrrLN04YUXatOmTZLi9LM1ENeWL19ulJaW+n/+93//dyM3N9fo7u72H7v55puNSZMm2dG8Ienxxx83cnJygo6//PLLhtPpNFpbW/3HHn74YSM7Ozvg80awmTNnGj/60Y/8P3u9XqOoqMioq6uzsVVDnyTj+eef9//s8/mMwsJC4yc/+Yn/WEdHh+FyuYzf/va3NrRw6Nq9e7chyXjttdcMwzj0OY4YMcJ49tln/ed88MEHhiSjubnZrmYOabm5ucajjz4at58tPUBxrrOzU6NGjfL/3NzcrNNOO00pKSn+Y1VVVdqyZYs+//xzO5o4bDQ3N+uEE05QQUGB/1hVVZXcbrf/rxgE6+np0fr161VZWek/5nQ6VVlZqebmZhtbNvy0tLSotbU14LPOyclReXk5n/UgdXZ2SpL/+3X9+vXq7e0N+GwnT56so48+ms92kLxer1atWiWPx6OKioq4/WwJQHHso48+0i9+8Qv98z//s/9Ya2trwC9oSf6fW1tbY9q+4YbPNjzt7e3yer2mnx2fW2Qd/jz5rI+Mz+fTokWL9I1vfEPHH3+8pEOfbUpKSlB9IJ9t6P76178qMzNTLpdLV199tZ5//nlNmTIlbj9bAlAMLF68WA6Ho9/H5s2bA6755JNPNHv2bH3nO9/RlVdeaVPL4184ny2AxPajH/1I7733nlatWmV3U4aVSZMmacOGDVq7dq2uueYaLViwQO+//77dzbKUbHcDEsENN9ygyy67rN9zxo8f7//3rl27dOaZZ+qUU04JKm4uLCwMqpw//HNhYWFkGjyEDPaz7U9hYWHQzKVE/mxDlZeXp6SkJNP/XfK5Rdbhz7OtrU1jx471H29ra1NZWZlNrRpaFi5cqJdeekmvv/66jjrqKP/xwsJC9fT0qKOjI6Cngv8dhy4lJUUTJ06UJE2fPl1vvfWWfv7zn2vu3Llx+dkSgGJgzJgxGjNmTEjnfvLJJzrzzDM1ffp0Pf7443I6AzvpKioqdOutt6q3t1cjRoyQJL3yyiuaNGmScnNzI972eDeYz3YgFRUVuvfee7V7927l5+dLOvTZZmdna8qUKRF5jeEoJSVF06dPV2Njo+bMmSPp0BBDY2OjFi5caG/jhpnS0lIVFhaqsbHRH3jcbrf/L25YMwxD1113nZ5//nk1NTWptLQ04Pnp06drxIgRamxs1CWXXCJJ2rJli7Zv366Kigo7mjzk+Xw+dXd3x+9na1v5NYLs3LnTmDhxonH22WcbO3fuND799FP/47COjg6joKDA+MEPfmC89957xqpVq4z09HTjP/7jP2xs+dDw8ccfG++++65x5513GpmZmca7775rvPvuu0ZXV5dhGIbR19dnHH/88cY555xjbNiwwWhoaDDGjBljLFmyxOaWx79Vq1YZLpfLeOKJJ4z333/fuOqqq4yRI0cGzKhDaLq6uvz/25RkPPDAA8a7775rfPzxx4ZhGMayZcuMkSNHGi+++KKxceNG48ILLzRKS0uNAwcO2Nzy+HbNNdcYOTk5RlNTU8B36/79+/3nXH311cbRRx9t/O///q/x9ttvGxUVFUZFRYWNrR46Fi9ebLz22mtGS0uLsXHjRmPx4sWGw+Ew/ud//scwjPj8bAlAceTxxx83JJk+vuwvf/mLMWvWLMPlchnjxo0zli1bZlOLh5YFCxaYfravvvqq/5xt27YZ5557rpGWlmbk5eUZN9xwg9Hb22tfo4eQX/ziF8bRRx9tpKSkGDNnzjTWrFljd5OGpFdffdX0f6cLFiwwDOPQVPjbb7/dKCgoMFwul3H22WcbW7ZssbfRQ4DVd+vjjz/uP+fAgQPGtddea+Tm5hrp6enGRRddFPAHKKxdfvnlxjHHHGOkpKQYY8aMMc4++2x/+DGM+PxsHYZhGDHscAIAALAds8AAAEDCIQABAICEQwACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4RCAAAxJZ5xxhhwOh84444yovcYdd9whh8Mhh8MRtdcAYA8CEIBhoaSkxDQQHQ5KJSUlQdcsW7ZMLpdLbrc7No0EEDcIQAAS1osvvqgzzzxT2dnZdjcFQIwRgADEvc8//1zf/e53lZ6erqOPPlorV6484nu2trZq7dq1uvDCCyVJhmHotttu0+jRozVy5Ehdd9116unpCbhm27Zt/iGxrz7uuOOOI24TgNhJtrsBADCQH/7wh3ruueckSenp6brxxhuP+J6/+93vJEnf+ta3JEkPPfSQ7r33XknSUUcdpf/8z/+Ux+MJuMblcqm8vNz/8+7du9XS0iJJSktLO+I2AYgdeoAAxLWtW7f6w8/NN9+szZs3a/369eru7j6i+7744ouaMWOGxo0bJ0lavny5JGnWrFlqaWlRS0uLjjrqqIBrxo4dqzVr1mjNmjV66aWXlJx86G/IiooK/cu//MsRtQdAbBGAAMS1TZs2+f99ySWXSJImTZqkqVOnBpw30EytLz+/b98+NTY2+oe/3G63du7cKelQj1BycrLS09N13nnnmd7rwIED+ta3vqUPP/xQkyZN0u9//3t6gIAhhgAEYFjIyMiQJH322WcBx/fu3StJyszM9B9raGhQd3e3PwANhs/n0/e+9z01NzersLBQDQ0NGj169BG0HIAdCEAA4tqUKVP8/37++eclSX/729+0cePGgPPKysokSe+9954aGhrk9XrV0NDg70GaNm2a/9wXX3xREyZM0PHHHy9Jys7O9g93/f73v1dfX5/279+vl19+Oag9119/vV544QVlZWXp5ZdfNp1eDyD+OQzDMOxuBAD056KLLtILL7wgSZo8ebJ27Nihvr4+dXd36/TTT1dTU5PeffddVVRU+GuDHA6HDn+9uVwuNTc368QTT1RfX5/y8/NVXV2tn/70p/7X+PnPf65FixZJOlQE3dvbq46ODv/9DMPQmjVrVFFRIUnKz89XaWmp//of/vCH+uEPfxjtjwJAhNADBCDu/epXv9Ill1yi1NRUdXZ26q677tI//MM/BJxz4okn6rXXXtP555+v0aNHy+l0avTo0brgggv0+uuv68QTT5Qkvf766/r888+Dhr+uu+46LV68WLm5uers7NT555+v66+/PuCcgwcP+v+9e/durV271v84XEMEYGigBwhAQrn++uv1zDPPqLW1VUlJSXY3B4BN6AECkFCOO+44Pfjgg4QfIMHRAwQAABIOPUAAACDhEIAAAEDCIQABAICEQwACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4fx/JqcGzgfvo4gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dTheta/dy; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Suv; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dTheta/dx; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DJElAfYvrl9mENUgOBkiAeJmNGSQi/6B6gLRhwwakpqbCaDQiPT0d+/fvV7z22LFjWLBgAVJTU6HRaLB+/XrZNY888gg0Go3dx/Dhw+2uaW5uxt13343o6GiEhIRgwYIFKC0tdfW3RtQnldX2bA+kDko1QK4u1JYkSbGLzVGiDJK7jkUhIs9SNUDatm0bsrKysGbNGhw6dAjjxo3D7NmzUVZWJry+sbERaWlpWLt2LRISEhTvO2rUKBQXF9s+vvjiC7vHV65ciffffx9vvfUWPv30UxQVFWH+/Pku/d6I+qqCS42yMWcCpLAgcYDi6kLt5lYr2gTLdo4WaQPivZC4xEbkHxz/VckN1q1bh+XLl2Pp0qUAgI0bN+Jf//oXNm3ahN/97ney66dMmYIpU6YAgPDxDgEBAYoBVE1NDV599VVs3boV3/ve9wAAmzdvxogRI7B3715MmzZN+HVmsxlm83e/GdfW1jr2TRL1ISU1zSgVZJBSo4MdvoenMki9OYetgyhAutTYAkmSHNpLiYi8l2oZpJaWFhw8eBAZGRnfTUarRUZGBnJycnp17zNnziApKQlpaWn46U9/ivz8fNtjBw8eRGtrq93zDh8+HAMGDOjyebOzsxEeHm77SE5O7tUcifzR4YJq4fj45AiH7yFq8wdcn0HqzTlsHSKC5XM1t1nR1Grp8byIyDuoFiBVVFTAYrEgPj7ebjw+Ph4lJSU9vm96ejpee+017NixAy+//DLOnz+Pq666CnV1dQCAkpIS6PV6REREOPW8q1atQk1Nje2joKCgx3Mk8lffFFYLx8c5ESAp1QC5utVfKeBypkg7SmkvJC6zEfk8VZfY3GHu3Lm2z8eOHYv09HSkpKTgH//4B5YtW9bj+xoMBhgMjtdREPVF3wgySKHGAKTFOL7EJmrzB1yfQRIVaANAqKF3NUhA+2aR/SKCejQvIvIOqmWQYmJioNPpZN1jpaWlXRZgOysiIgJDhw7F2bNnAQAJCQloaWlBdXW1W5+XqK+xWCUcKayRjY/rHwGtYENFJUpLXB6rQXKqzV/puBF2shH5OtUCJL1ej0mTJmHXrl22MavVil27dmH69Okue576+nrk5uYiMTERADBp0iQEBgbaPe+pU6eQn5/v0ucl6mvOldejXlDXMy453Kn7KBZpu3qJTaEGyZk2/yjFA2u5xEbk61RdYsvKykJmZiYmT56MqVOnYv369WhoaLB1tS1ZsgT9+vVDdnY2gPbC7uPHj9s+v3jxIg4fPoyQkBAMHjwYAHDvvffixhtvREpKCoqKirBmzRrodDosXrwYABAeHo5ly5YhKysLUVFRCAsLwz333IPp06crdrARUfeUC7QjnbqPPkALY6AWza1Wu3FPLbE508WmdB5bNTNIRD5P1QBp4cKFKC8vx+rVq1FSUoLx48djx44dtsLt/Px8aLXfJbmKioowYcIE25+feeYZPPPMM5g5cyZ2794NACgsLMTixYtRWVmJ2NhYXHnlldi7dy9iY2NtX/fcc89Bq9ViwYIFMJvNmD17Nv74xz965psm8lNHL8qX1wDnM0hAexapudV+uwBXZ5CUOs1M+t5tFAkAlxqYQSLydaoXaa9YsQIrVqwQPtYR9HRITU2FJHV9HtObb77Z7XMajUZs2LABGzZscHieRNS1i9XyQ2pjQw2ICzU6fa8wY4DsTDdXZ5AaFY4uMel1Dt8jPCgQGk37USiXYw0Ske9T/agRIvIPFYIz2OLDetb5KapDcnWRdmOLOIMUFOh4gBSg0wr3bWKAROT7GCARkUt0zvgAQGxIzwIkUau/qzNITYIAyRiodarjDhAvs7FIm8j3MUAiol6TJEmYQYrpaYAk6CRzdQ2SKIPkTP1Rh0hBJ1tVg/y1ICLfwgCJiHqtztwGc5tVNh7jxCG1lxMvsbm6BkkeIDmzvNZBFASW1DBAIvJ1DJCIqNcqBMtrQG+W2OSZnBaLFc0uPOOsqVUecDlToN0hKVxehF5Rb4a5jeexEfkyBkhE1Gui+iOg5xkkpQNrXbnMJl5icz5ASlQ4UqSkRt7VR0S+gwESEfVaRb24a6vHGSSF3axdWagtKtIO6kkGSSFAKhJse0BEvoMBEhH1WnmdOBiIDRXvNN0dxeNGXNjq76oibdESGwAU1zQ5fS8i8h4MkIio15QzSM5vEgmIa5AA12aQhEXaLs0gMUAi8mUMkIio10Qt/nqdVjHQ6Y4napCaBDtpm3rQxRYXaoBo66Qi1iAR+TQGSETUa6Ii7ZgQPTQa5zZd7KC0xOaqDJIkSWgUdMT1pEg7QKdFQpg8U8YMEpFvY4BERL0m3CSyhx1sABCiUKTdYHZNgGRus8rOTwOAoB7UIAHiTrZiFmkT+TQGSETUa648ZgQAQhQCFVdlkJTOYetJBgkAEgWF2swgEfk2BkhE1Cvtx4zIi7R7eswIAAQbxIGKqzJIjYL6I6DnAVI/QQapztyGOhcfj0JEnsMAiYh6pbapDS0W+TEjsb1YYgvQaWEMlL891bsoQBLtgQT0rIsNEGeQAKCYhdpEPosBEhH1Srmg/ghoL9LujRCDvFC7zmUZJNcusSm1+l/kMhuRz2KARES9onTMSGxoz/ZA6hAqKNR21RJbk8KZbkGBPSvSVgqQWKhN5LsYIBFRr4g62IDeZ5BEdUj1LirSVlpic2WRNsBCbSJfxgCJiHpFOYPU8xokAAgxyLM5rqpBcvUSW1SwHoYA+dtpaS0zSES+igESEfWKYgbJqwMk8X16WqSt0WiEAaFSfRYReT8GSETUK6IMkiFAi1BBgOMMdwZISjVIPTmstoNoWwOl4JGIvB8DJCLqFeEu2iGGHh8z0iFYECA1mNsgibbAdpKrl9gA8ZJiRZ34EF8i8n4MkIioV0TLSL2tPwLEx420WiSY2+R7LjlLKUDq6RIboJxBslp7H9ARkecxQCKiXhFlSXqzi3YHpSU6V7T6NyntpB3YiwySoGuvzSqhpom7aRP5IgZIRNRjVqskXGJzRQZJtMQGuKYOSZRB0uu0CND1/C1R6XtmoTaRb2KAREQ9VtPUijbBEpIom+IsUZE24JoDa0X7IPVmeQ1QzppVKGyDQETejQESEfWYUpeWS2qQ3LjEJsog9aZAG2AGicjfMEAioh5T2iTSFTVIoiJtwEVLbII2f3dlkJReIyLybgyQiKjHlLIj7swguSJAEhVpB/WiQBtgBonI3zBAIqIec2sGycNF2r1dYgs2BAiDLO6FROSbGCARUY9V1It/+LtrHyTANQfWiou0e7fzNyD+vplBIvJNDJCIqMdEGaSgQJ1ii74zlO7htiLtXi6xAUCMoHuPXWxEvokBEhH1mPCYkdDet/gDQLBCRqfOJQGS/B69XWIDmEEi8idOB0j/+Mc/0NLCNXUiEmeQYl1QfwQAOq0GwYKgxSU7abuhiw0Q115VNbTAwuNGiHyO0wHSokWLkJiYiJ///OfYs2dPryewYcMGpKamwmg0Ij09Hfv371e89tixY1iwYAFSU1Oh0Wiwfv162TXZ2dmYMmUKQkNDERcXh3nz5uHUqVN211xzzTXQaDR2Hz//+c97/b0Q9TVKB9W6imiZrbdF2q0WK1ot8oDFXRkki1XCpUb+Uknka5wOkHQ6HS5duoQ///nPuOqqqzB06FD8/ve/x4ULF5x+8m3btiErKwtr1qzBoUOHMG7cOMyePRtlZWXC6xsbG5GWloa1a9ciISFBeM2nn36Ku+++G3v37sXOnTvR2tqK6667Dg0NDXbXLV++HMXFxbaPp556yun5E/VlVquEygb5D35XFGh3EBVq93YnbeWDantfN6W4mzaX2Yh8jtMBUllZGTZv3ozrr78eer0eZ8+exZo1azBo0CBcc8012LJlC1pbHTuccd26dVi+fDmWLl2KkSNHYuPGjTCZTNi0aZPw+ilTpuDpp5/GokWLYDCI34h27NiB2267DaNGjcK4cePw2muvIT8/HwcPHrS7zmQyISEhwfYRFhbm3AtB1MddahQvHbkygyRq9e/tEpuogw1wXwYJYKs/kS9yOkCKjIxEZmYm3n//fZSXl+PFF1+EyWSC1WrF559/jp/97GcYNGgQDhw40OV9WlpacPDgQWRkZHw3Ga0WGRkZyMnJcf47UVBTUwMAiIqKsht//fXXERMTg9GjR2PVqlVobGzs8j5msxm1tbV2H0R9mVLxcYwrM0huWGITFWgDrgmQlILDktrmXt+biDyrxznl//73v9i0aRPee+89mM3tb5QmkwnJyck4efIk7rzzTlnW5nIVFRWwWCyIj4+3G4+Pj8fJkyd7Oi07VqsVv/71r3HFFVdg9OjRtvGf/OQnSElJQVJSEo4cOYL7778fp06dwj//+U/Fe2VnZ+PRRx91ybyI/IHSJpFxLgyQRDVIDWZxBshRogJtoPc7aQNAUoRROF54qetfwIjI+zgdIK1evRpbtmxBYWEhJKk9vT5y5EjcddddWLJkCUJDQ3HVVVdh3759Lp+ss+6++24cPXoUX3zxhd34HXfcYft8zJgxSExMxKxZs5Cbm4tBgwYJ77Vq1SpkZWXZ/lxbW4vk5GT3TJzIB5TVuu+YkQ6hggCprtmxJXwlzUoBkgsySPGhRuh1WrRYrHbjBVVNvb43EXmW0wHS73//ewBAYGAg5s+fj1/84he46qqr7K6ZPHkyCgsLu7xPTEwMdDodSktL7cZLS0sVC7CdsWLFCnzwwQf47LPP0L9//y6vTU9PBwCcPXtWMUAyGAyKdU9EfZHSEpsrM0iiIu16cxskSYJGo+nRPZtbrcJxV2SQtFoN+kUG4XyFfVNIATNIRD7H6RqklJQUPPHEEygoKMAbb7whC44A4LnnnsP58+e7vI9er8ekSZOwa9cu25jVasWuXbswffp0Z6dlI0kSVqxYgXfeeQcff/wxBg4c2O3XHD58GACQmJjY4+cl6muUMkjubvO3SspBjiOUirSNLgiQAKB/ZJBsrLCKARKRr+nREltCQgLi4uLsxvPy8tDY2IiRI0c6fK+srCxkZmZi8uTJmDp1KtavX4+GhgYsXboUALBkyRL069cP2dnZANoLu48fP277/OLFizh8+DBCQkIwePBgAO3Lalu3bsW7776L0NBQlJSUAADCw8MRFBSE3NxcbN26Fddffz2io6Nx5MgRrFy5EldffTXGjh3r7MtB1GeJMkjhQYEuCzQA5QNr68ytPV4Sa25TCpBcc7BAcpRJNlZS24yWNiv0ATy8gMhXOB0gLVu2DNOnT8fcuXPtxhcvXoyvvvoKbW2Od5gsXLgQ5eXlWL16NUpKSjB+/Hjs2LHDVridn58Prfa7N5SioiJMmDDB9udnnnkGzzzzDGbOnIndu3cDAF5++WUA7ZtBXm7z5s247bbboNfr8dFHH9mCseTkZCxYsAAPPfSQMy8DUZ9XXifvzHJl/RGgHCDVN7chLrRn91TKPrkzg2SVgOKaJqREB7vkOYjI/XrUxdZRnH25qqoq4Xh3VqxYgRUrVggf6wh6OqSmpnb7HN09npycjE8//dSpORKRXJkbjxnpoNR6r7TZoyOUuthcFSAlR8ozSEB7oTYDJCLf4XCAlJaWZvv866+/tvtzY2MjysvLER0d7drZEZHXErX5x4W5OkASv0UpBTmOMLs7QBIssQEs1CbyNQ4HSHl5eQAAjUYDs9ls+/Pl5s+f76p5EZEXa261CI/88IkMktJRIy7LIMmX2ACggIXaRD7F4QBpzZo1AIBHH30U/fv3x7Jly2yPmUwmDB8+HN///vddP0Mi8jqKm0S6OIOkVIjdpLAbtiPcXaQdFayHSa+TBXEFl7gXEpEvcTpA+uSTTzBq1Cjbn4mo7ykTFGgDri/SDlZYYutNBkmxSDvANRkkjUaD5EgTTpXW2Y0zg0TkW5wu0u5cOE1EfY9SBik2RHzURk8pZZAaXFykrQ/QQqvt2caTIslRQbIAqZAZJCKf4lBOWafT4YorrrB9rvQRENDjo92IyId4aolNqQapV0tsggDJ6OL9ifoLOtkq6s2K9U9E5H0celeQJMnWPt/xudIHEfk/UYs/4BtF2qIAyRXnsF1OtBcS0L5hJBH5BodSPps3b0ZsbKztcyLq20QZpECdBhGmQJc+j3KRtmtrkFy5+zegXItV1WDGwBjuhUTkCxwKkDIzM4WfE1HfpLRJZE8PkFWi12mh02pgsdpnp12dQXJVgXaHqGC9cLyyvsWlz0NE7uP0wvuBAwfw17/+Ffn5+WhpacE999yDcePGYcmSJaipqXHHHInIy4gySK7uYAPaO8JEy2yu3knb6OIlNqUAqaqBARKRr+jRYbX/+c9/cO7cOWzatAkbNmwAABw9ehQhISH44x//6PJJEpF3EbX5x4a6toOtg0mvk21K2dirIm3BEpuLi7Sjg8XBYiUDJCKf4fS7wrfffovExESkpKTgo48+QlBQELKzsxEQEIAPP/zQHXMkIi9itUrCpaLYUHHWpLdEx414e5F2ZLC4FusSAyQin+F0gFReXo6EhAQAwPHjxzFlyhTcf//9GDVqFEpLS10+QSLyLrXNrWizyjtWY1zcwdZBdARI74q03V+DZAjQIcQgD+y4xEbkO5wOkMLDw5GXl4ecnBzk5uZi5MiRANoPrA0JCXH5BInIu1QoFBq7K0AS1iC1ungfJBcdM3I5UR0Sl9iIfIfT7wrp6emoqqrClVdeiba2NlxzzTVoaWlBQUEB0tLS3DFHIvIilfXiPZCiQ9y0xCbIxLi6SNvVS2yAOEBiBonIdzhdpP3MM8+gsLAQZ8+exY033ogf/ehH+OyzzxAVFYU5c+a4Y45E5EWUMkhKhcm9ZXLhEpskScIibYOLl9gAIJoBEpFPczpAGjp0KA4dOmQ3ds0116CgoMBlkyIi71XZoLCLttuKtOXBS4O5Z0ts5jaFg2pdvFEkoLTEJn7tiMj79PjwNLPZjLKyMtnxIgMGDOj1pIjIe3k6gyRa/hItkzlCVH8EiAvBeytKsOTY3GpFY0ubsDOPiLyL0/+Xnj59GsuWLcOePXtkj2k0GrS19bx4koi8X4WgBkmn1SA8yLXHjHQQZZBaLRJaLVYE6pwroxQtrwHuKdIWLbEB7btpm6IYIBF5O6ffFZYvX44vv/ySh9US9VGiIu3oYD20WtceM9IhSCHb0pNCbaXMk3uKtJXOY2MdEpEvcPrXmIMHD0Kr1eJXv/oVRo4ciYAA/iZE1JeINomMdlOLPwAEd3FgrbNZK6UlNlfvgwQAUQqbRVY1MkAi8gVORzf9+/eHTqfDs88+6475EJGXEy2xxbipxR8QL7EBPTtuRClAMrhlHySFDBIPrCXyCU6/K/z+979Hbm4ujxUh6qNEGSR3bRIJeGiJzQ1F2ko1SFxiI/INTmeQ7rvvPkiShBtvvBHh4eGIiIiwPabRaJCbm+vK+RGRF2lutaBO0GKvFAy4gnIGyfkAyaxYpO2ZNn+Au2kT+QqnA6QLFy7YPq+urkZ1dbXtzxqNe4o0icg7KP1wd2cNklIBdU+W2JQySO4IkEx6HQwBWtneS1XcC4nIJzgdIK1Zs8Yd8yAiH6B0zIg7a5CCFZbYerKbtif3QdJoNIgO1qOoptlunEtsRL6BARIROUxUfwS4twbJlUtsntwHCWjfLLJzgMQlNiLf0KMefbPZjK1bt2Lv3r1ISEjAsmXLkJeXh9GjRyMqKsrVcyQiLyHqYAPcXaStECD1YDdtTy6xAeJONmaQiHyD0782VVZWYvLkybj99tvxl7/8BTt37sSJEydw7bXX4oUXXnDHHInISygeM6JGm38PzmNT3AfJTQGSaOmxtLaZm+oS+QCnA6Tf/va3OHbsGIxGo+1/8oyMDJhMJvz73/92+QSJyHso1SApdWy5ginQdW3+ygGSe5bYEsONgjlYUd3Y6pbnIyLXcfpd4YMPPkB4eLhdO79Op0NKSgrOnTvn0skRkXcRLbGFGgPcloEBlJfYenJgraczSInhQcLxopomtzwfEbmO0wFSdXU1UlNTkZCQYDdusVhQV1fnsokRkfc5WSL/fzzWjfVHAKAP0CJQJ99CpGc7acuLtAO0GqcPvXVUUoQ8gwQAxdXNwnEi8h5OvyukpKTg2LFj+OKLL2xj77//Pk6dOoXU1FRXzo2IvMilhhZhgDQiKcztzy1qw3fVTtruzH4lhIkzSMXMIBF5PacDpMWLF6OtrQ0zZ86ERqPBvn37MG/ePGg0GixevNgdcyQiL7A/r0o4Pm2g+ztXTYK9kFy1D5I7AyTFDFINM0hE3s7pAOnBBx/E3LlzIUmS3cd1112HVatWOT2BDRs2IDU1FUajEenp6di/f7/itceOHcOCBQuQmpoKjUaD9evX9+iezc3NuPvuuxEdHY2QkBAsWLAApaWlTs+dqC/Zf14cIKWnRbv9uUWdbA0u2gfJXQXaABAeFCjMfjFAIvJ+Tr8z6PV6/Otf/8Lu3bvx1FNP4amnnsInn3yCf//739Drnetk2bZtG7KysrBmzRocOnQI48aNw+zZs1FWVia8vrGxEWlpaVi7dq2sBsqZe65cuRLvv/8+3nrrLXz66acoKirC/PnznZo7UV+z73ylbCwqWI8hcSFuf25RoXZTj2qQPJtB0mg0SBRkkYqqucRG5O16/KvT1VdfjXvvvRf33nsvZs6c2aN7rFu3DsuXL8fSpUsxcuRIbNy4ESaTCZs2bRJeP2XKFDz99NNYtGgRDAZxYWh396ypqcGrr76KdevW4Xvf+x4mTZqEzZs3Y8+ePdi7d2+Pvg8if1fb3IrjRbWy8ampUR45g1F03Iir2vzdcczI5USt/swgEXk/h3bS/t73vufQzTQaDXbt2uXQtS0tLTh48KDdspxWq0VGRgZycnIcukdP7nnw4EG0trYiIyPDds3w4cMxYMAA5OTkYNq0acJ7m81mmM3ftTjX1sp/WBD5qwN5VbAK9jZMT/PMzvniDJKrirTdt8QGiFv9S2qaYbVK0Gp5wDeRt3IoQNq9ezc0Go1tY8iO3xgv/7MkSU79JllRUQGLxYL4+Hi78fj4eJw8edLh+zh7z5KSEuj1ekRERMiuKSkpUbx3dnY2Hn300R7Ni8jXnSgWb+GRPtD99UeAuAbJVRkkdy6xAUCSIIPUYrGiqrHFrUe0EFHvOBQgXX311XbBz4EDB2A2mzF27FgAwJEjRxAQEKCYffEHq1atQlZWlu3PtbW1SE5OVnFGRJ6jdAbbYA/UHwHiDJKr9kFyd4CUGKHQ6l/dzACJyIs5nEHq8Kc//QkHDx7E0aNHMXToUADA6dOnMWnSJPzgBz9w+IljYmKg0+lk3WOlpaWKBdiuuGdCQgJaWlpQXV1tl0Xq7nkNBoNi3RORv6sUnMEWHhQIfYB7l6c6iOqERMFOd9TIIIlqkID23bTH9A9363MTUc85/e72xBNPoH///rbgCACGDh2K5ORkPPvssw7fR6/XY9KkSXY1S1arFbt27cL06dOdnZbD95w0aRICAwPtrjl16hTy8/N7/LxE/q6yQZ5BEh3E6i6iJbYWixVtFueCJGGA5OYgT+m4kWJ2shF5NYcySJerqKhAYWEhHnzwQVtr/DvvvIOTJ08iKEj8RqAkKysLmZmZmDx5MqZOnYr169ejoaEBS5cuBQAsWbIE/fr1Q3Z2NoD2Iuzjx4/bPr948SIOHz6MkJAQDB482KF7hoeHY9myZcjKykJUVBTCwsJwzz33YPr06X69REjUG6IMUrQHl4eUOs2aWi0IdeKYkOY2eUCldNabq4ja/AGguJadbETezOkA6YYbbsDbb7+NtWvXYu3atbLHnLFw4UKUl5dj9erVKCkpwfjx47Fjxw5bkXV+fj602u/e/IqKijBhwgTbn5955hk888wzmDlzpm0ZsLt7AsBzzz0HrVaLBQsWwGw2Y/bs2fjjH//o7EtB1GeIapA8mUEKErT5A+2dbKHGQIfu0WqxwiJoxTO4OYMUZgxEiCEA9Wb7mqmLl5hBIvJmTgdIr7zyCiwWC9555x278Xnz5uGVV15xegIrVqzAihUrhI9dXvsEAKmpqbbOuZ7eEwCMRiM2bNiADRs2ODVXor7IYpVQ1SDIIAV7MoMkDmJEbftKzILsEeD+GiQA6B8ZJDvH7kJlo9ufl4h6zukAKSIiAv/3f/+Hc+fO4dixYwCAkSNHYtCgQS6fHBGpr7qxRbgHUrRHa5DEb1XOtPqL6o8AzwRIqdHBsgApr6LB6e1RiMhznA6QOqSlpSEtLc2VcyEiL1QpyB4Bnq1BMirUCTmTQVIKkNy9xAYAqTHBsrE6cxsqG7gXEpG38kyPLhH5LKU9kGI9mUFSKtJ2IoOktMRm8EAGKU0QIAHA+YoGtz83EfUMAyQi6lKFoIMN8HAXm1IGyRVLbCplkAAGSETejAESEXWpUiGDFB3syS42VyyxqZdBSo0xCcfzGCAReS0GSETUJdEeSICX7IPk1BKbehmk2BADggVBXl4lAyQib9Xjd4Zz587hjTfewLvvvuvK+RCRlxHtoh2o0yDM2OMeD6d1tVGko8wKGSRPdLFpNBrhMtv5Crb6E3krpwMki8WC22+/HUOHDsUtt9yCJ598En/729+g0+nw4osvumOORKQiUQ1SdLDBo+3poqNGAOfa/JUySJ7oYgPEdUgXKhsc2tuNiDzP6XeG7OxsbNq0CVar1fY/9g9/+EMEBATgvffec/kEiUhdoi42T+6BBLiqzV+9DBIADIyWB0iNLRaU1YlrvIhIXU4HSJs3b0ZgYCC2b99uGwsJCUFycjJOnDjhyrkRkRcQ1SB5eu8e5RqkNuG4iJobRQLsZCPyNU4HSIWFhRg5ciR+8IMf2I2HhoaivLzcZRMjIu8g6mLzdAYpUKdFoE6+pOeKo0Y8tcQ2UKGT7QILtYm8ktPvDDExMTh//jwqKyttY/n5+Thx4gRiY2NdOjkiUldTiwUNgjofNXZ/FmWRfOWoEQBIjhIHSCU1XGIj8kZOB0izZ89GbW0txowZAwA4fvw4Jk6ciNbWVsyZM8flEyQi9Yg62ADP7oHUQbQXklLQI6Jcg+SZDFJ0sAFaQV17eX2zR56fiJzj9DvDH/7wB/Tv3x8lJSUAgNraWlRVVSEpKQmPPfaYyydIROoprVUIkFTIIIkOrHXFPkiGAM9kkHRajTDzVqbwGhORupzeyCQxMRGHDx/Giy++iK+++goAMGXKFNx9992IiYlx+QSJSD2HC6qF40nhRs9OBOKlMOeW2NStQQKAuDCDrGuNXWxE3qlHO71FRUVhzZo1rp4LEXmZr85Xyca0GmBscoTH5xIkWApzaolNkEHS67TQita93CRWkEEqZ4BE5JWc/tXpueeew/z58/Htt9/axr799lvMnz8fzz33nEsnR0TqkSQJX+XJA6SRSWEIMXhuF+0OoiU2pzaKFGSQDB6qP+oQFyrPvJXXmblZJJEXcvrd4aWXXsIXX3xhK9IGgDFjxuCLL77ASy+95NLJEZF6zlc0oLJBvgfSlNQoFWYjXmJzaqNIQQbJUx1sHWJD5RmkFosVtU2O7+dERJ7hdIB08eJFJCQkyMYTEhJw8eJFl0yKiNQnyh4BwFSVAiTRcSNOFWkLgilP1h8B7TVIImV17GQj8jZOvzuEhITgzJkzyM3NtY3l5ubi9OnTCA0NdenkiEg9+89fEo5PVilAEu2D1NuNIj2dQYoTZJAAFmoTeSOnCwmuuOIKvP/++5g6dSp+9KMfAQD+7//+D62trbjiiitcPkEiUseBC/IM0sCYYOEykSeI9kFqarVAkiSHDs4VFXR7ag+kDkqvHQu1ibyP0wHSww8/jP/85z+4dOkS/vKXvwBoL+Y0GAxYvXq1yydIRJ5nbrPgQmWjbHxySqQKs2knCpAkqT0z5EgmSNTm76k9kDqIirQBLrEReSOnf32aPHkyPv74Y1xzzTUICgpCUFAQrr32Wnz88ceYOHGiO+ZIRB4mOqAWAAbGig9c9QSTQhDkaCebaKNIb8kgcbNIIu/To17dGTNm4OOPP3b1XIjIS1QIDqgF1DmDrYMogwQ4XockyiAZPZxBMgbqEGoMQF2zfddaucLrTUTq6VGAZLVacfbsWZSWlsr277j66qtdMjEiUo9SBikmxPNnsHVQWkZztJNNlEHy9D5IQHuhducAiRkkIu/jdIC0b98+LF68GBcuXJA9ptFo0NbG/TyIfJ1SRkPNDJKozR9wPEDyhgwS0L7MllveYDfGDBKR93E6QPrFL36BvLw8N0yFiLyFVy6xKWWQHF5iE2WQPB8giQq1y2pZpE3kbZwOkE6cOIHAwEA888wzGDlyJAICPH/kABG5l9ISW1SwektsSjVIjS3dZ60lSRLug+TpjSIBcaF2bXMbmlstHt+XiYiUOR3dDB8+HM3NzbjnnnvcMR8i8gKiDFKoMUDVH+BKGSRHDqwVBUeA5zeKBJQ3iyyvMyM5yuTh2RCREqd/fVq3bh3y8vLwxz/+EbW1te6YExGpTBQgiU6i9yTRYbWAY23+ooNqAc+3+QPKx40UXmry8EyIqCtOvzvMmjULZrMZ99xzDyIjI6HT6WwfXG4j8g+iJbZoFTvYACBIL367cqQGSdTBBnh+o0gAGBAl3kvqfEWDcJyI1OF0RNO5rZ+I/I8og6RmgTYABClkkBzpYhN1sAHqZJAGKWy2eb6i3sMzIaKuOB0gbd682R3zICIvYbFKqGqQZ5BUD5B6sQ9Ss0IGSY0apAiTHpGmQFxqbLUbZwaJyLs4HSBlZma6Yx5E5CUuNbbAKkgUq77E1os2f6UaJDW62ID2Q38v5VfbjZ0rZ4BE5E16VDTU0tKCL7/8EkVFRbBY7N+clixZ4pKJEZE6vHEPJEB5OcyRIm1vyiABQFpsCA51CpDyqxrRarEiUKdO0EZE9pz+P/HMmTMYMmQIMjIysGTJEixdutT28bOf/axHk9iwYQNSU1NhNBqRnp6O/fv3d3n9W2+9heHDh8NoNGLMmDH48MMP7R7XaDTCj6efftp2TWpqquzxtWvX9mj+RP5E+ZgRdQMkjUYjzCI50uavdI0aNUhAewapszarxE42Ii/i9LvD7373OxQUFECSJOGHs7Zt24asrCysWbMGhw4dwrhx4zB79myUlZUJr9+zZw8WL16MZcuW4euvv8a8efMwb948HD161HZNcXGx3cemTZug0WiwYMECu3s99thjdtdxbyeirjJI6i6xAeLjRnrT5q9GFxsApAkCJAA4V85CbSJv4XSA9PnnnyMgIAA7d+4EAEyYMAFvvPEGYmJibGPOWLduHZYvX46lS5di5MiR2LhxI0wmEzZt2iS8/vnnn8ecOXNw3333YcSIEXj88ccxceJEvPTSS7ZrEhIS7D7effddXHvttUhLS7O7V2hoqN11wcHiNy0AMJvNqK2ttfsg8kfldd65xAaIl8QcqUFSXmJTKYOk2MnGOiQib+H0u0N1dTVGjBiBWbNmQaPRIDAwEAsXLkRCQgKeeOIJp+7V0tKCgwcPIiMj47sJabXIyMhATk6O8GtycnLsrgeA2bNnK15fWlqKf/3rX1i2bJnssbVr1yI6OhoTJkzA008/3eVBu9nZ2QgPD7d9JCcnO/ItEvmcSkEHG6B+kTYgziD1ps1frQxSanQwNBr5+DkGSERew+ki7dDQUFit7W82ISEhOHnyJPbt24f8/Hzk5uY6da+KigpYLBbEx8fbjcfHx+PkyZPCrykpKRFeX1JSIrx+y5YtCA0Nxfz58+3Gf/nLX2LixImIiorCnj17sGrVKhQXF2PdunXC+6xatQpZWVm2P9fW1jJIIr9UIcggGQK0CDGovxGs6Dy23mwUqVYGyRioQ1J4EC5W29cccYmNyHs4/Y6XnJyMc+fOwWKxYMyYMcjJycGMGTMAAAMHDnT5BHtr06ZN+OlPfwqj0f4E7cuDnbFjx0Kv1+POO+9EdnY2DAb5UoLBYBCOE/kbUQYpJsQAjSjl4WGiIm2Huti8LIMEAGmxwYIAiRkkIm/h9K9PmZmZmDVrFs6cOYMHH3wQgYGBkCQJWq0WjzzyiFP3iomJgU6nQ2lpqd14aWkpEhIShF+TkJDg8PWff/45Tp06hdtvv73buaSnp6OtrQ15eXmOfwNEfqjwUqNszBsKtAFxBsmxw2q9q80fEBdql9WZUdPUKriaiDzN6QBp5cqVeOeddzB8+HDMnTsXJ06cwNtvv42jR4/illtucepeer0ekyZNwq5du2xjVqsVu3btwvTp04VfM336dLvrAWDnzp3C61999VVMmjQJ48aN63Yuhw8fhlarRVxcnFPfA5E/abVYhYXCqQpdV54myiD1qgZJpSU2ABgcHyocP1Na5+GZEJFIr4sKBg4c2KultaysLGRmZmLy5MmYOnUq1q9fj4aGBixduhRA+8aT/fr1Q3Z2NgDgV7/6FWbOnIlnn30WN9xwA958800cOHAAr7zyit19a2tr8dZbb+HZZ5+VPWdOTg727duHa6+9FqGhocjJycHKlStxyy23IDIyssffC5Gvu1DZgFaLfLuOoQo/zD1NlEFqbFFuruhgVtoHScUltmEKr+np0npMTo3y8GyIqDOHAqS0tDRMnDgRb7/9tqxV/nIajcbpQu2FCxeivLwcq1evRklJCcaPH48dO3bYCrHz8/Oh1X73W96MGTOwdetWPPTQQ3jggQcwZMgQbN++HaNHj7a775tvvglJkrB48WLZcxoMBrz55pt45JFHYDabMXDgQKxcudKuLomoLzpdKi4SHhIX4uGZiIk3ihRnhy5nbpNfo9EAgTr16qqGxotf09PMIBF5BYcCpLy8PFuNT1c1Oj0t4lyxYgVWrFghfGz37t2ysZtvvhk333xzl/e84447cMcddwgfmzhxIvbu3ev0PIn8ndIPZ2/JIIna/FssVrRZrAjo4ogOUZ2SMUCnauF5hEmP2FCDbN8pBkhE3sGhAGnNmjXo37+/7XMi8k9nBBkkQ4AWyVEmFWYj19WBtaHOBkgq1h91GBYfKgiQ2OpP5A0cDpAAoK2tDddeey0A4Morr7Rb+iIi3yfKXgyOC4FOq36LPwAE6cVvWU0tFoQaAxW/TrTEpmaLf4ch8SH44myF3VhFvRlVDS2ICvaOzkGivsqpCCcgIACzZs3Cz372MwZHRH6mpU3cweYty2sAEKSQ9elus0hvzSApvbZcZiNSn9PvEEOHDu3RobRE5N3yKhvQZpX/vz1EoZhYDSaFDFJ3m0WKCrnV3AOpg1KAxFZ/IvU5HSCtW7cOFy9exIMPPoiysjJ3zImIVKBYoB3nPRkko6BIG+g+gyTaKNIQoH4GSSn4ZB0Skfqcfoe4/vrr0drairVr1yIxMRE6nc72ERCg/llNRNQzogJtwNuW2BQCpB5kkAxekEEKMwYiMdwoGz9bxgCJSG1OB0iSJHX5QUS+Ka9SXn9kCNCif2SQCrMRE7X5Aw4ESIIMkjcssQHAoFh5Fim/Sn7cCxF5ltMpn82bN7tjHkSksguV8h/KA6JM0HpJBxugHNR0u8QmyiB5wRIbAAyINgFn7ceKappgbrN4RacdUV/ldICUmZnpjnkQkcpEWYuUaO84g61DTzNIohokb8kgpUbL95iSJKCgqgmDvWQHc6K+qEdFQy0tLfjyyy9RVFQEi8X+jWfJkiUumRgReU5dcyuqGlpk4ymCH95q6mqjyK4Iu9i8JYMUJQ5C86saGCARqcjpAOnMmTPIyMhAYWGh7DGNRsMAicgHiZbXAO8LkJQySN21+Qu72LxgHyRA+TXOq2AdEpGanA6Qfve736GgoMAdcyEilSgVBQ/wkiNGOvSkzd9ildBqkTeQGL2kvkcpQGKhNpG6nP4V6vPPP0dAQAB27twJAJgwYQLeeOMNxMTE2MaIyLcoZ5C8qwZJuc2/TfFrRNkjwHtqkEz6AMSGGmTjoq5CIvIcpwOk6upqjBgxArNmzYJGo0FgYCAWLlyIhIQEPPHEE+6YIxG5WX6V/IexVgP0i/CeFn8ACNRpEaiTd9V1lUES1R8B3tPFBogLtfMVglYi8gyn3yFCQ0Nhtba/4YSEhODkyZPYt28f8vPzkZOT4/IJEpH7iTJISRFB0HtRENFBlPnpqgZJdA6b0n3UIirULrjUCIvg6Bci8gyn3/2Sk5Nx4cIFWCwWjBkzBnV1dZgxYwbq6uqQmJjojjkSkZuJAiRvK9DuICrUVgqCAMDcJs4gecNhtR1Er3WrRUJRdZMKsyEioAcBUmZmJmbNmoUzZ87gwQcfRGBgICRJglarxSOPPOKGKRKRO7W0WVFcI/9BrNR+rjZRHVJX+yApBU/etAkjC7WJvI/TXWwrV67EypUrAQDDhw/HiRMn8PXXX2PUqFEYNmyYyydIRO5VeKkRopUcUV2MNwjSy9+2erLE5i1t/oByMfyFykZcMdjDkyEiAD3IIP3kJz/Bzp07beeuDRw4EPPnz2dwROSjzleIu6W8dYktSBDY9GyJzXsySErB6AV2shGpxukA6c0338ScOXMwYMAAPPDAAzh58qQ75kVEHnK8qFY4PjDGO3dxNrkqg+RFBegRJj3CjPLvS2n7BSJyP6ffIa644goAwMWLF/Hkk09i1KhRmDZtGjZu3Ijq6mpXz4+I3OzbizWyMUOAFoNivbMGSZT56UmbvzdlkADxMhv3QiJST482iszPz8ezzz6LKVOmQJIk7N+/H3fffTeSkpLcMUcicqNjggzSiMQwBOi8J8NyOVEXW1dF2t6+UWQH0ZJmflWjrZyBiDyrR++A/fr1w8qVK7F371689957SEhIgCRJMJvNrp4fEblRVUMLLgpayUf3C1NhNo4RdrF1VYPkAxtFAuIAqbHFgop6+SHCROR+TnexAe0H1m7btg3btm3D8ePHbeMhId5Zs0BEYseK5MtrADA6KdzDM3FckCiD1GqBJEnQaOS7bDf7TAZJqZOtQXgUCRG5l9MB0qRJk3D48GEAsL0hXXvttcjMzMSCBQtcPT8icqOjF8UF2qN8LECSpPZuNVHQ4zMZJIWDgS9UNmJyapSHZ0NETgdIX3/9NQBg6NChWLJkCW699VYkJye7fGJE5H5HBRmkAK0GQxO8NxusfGCtRRgg+cJRI0DXGSQi8jynA6Q777wTmZmZmDZtmjvmQ0QedEzQwTY0PtSrdpnuTFSkDQCNrRZECsZ94agRAIgLNcAYqJV13V3gbtpEqnA6QHr55ZfdMQ8i8rB6cxvyBPvseHOBNqCc+VHqZPOFo0YAQKvVYECUCadL6+3GuRcSkTq861coIvKYPIUdtEckeneApJRBUgyQBEXagToNdFp5QbfaRMtsXGIjUgcDJKI+Sukg1NQY79wgsoNiDZJCpkhUpG30suxRB1Gh9qXGVtQ2t6owG6K+jQESUR+ltEtzqkKxsLcQdbEBQGNLm3C8WVCD5E0H1V5O6fy7fC6zEXmcd75LEJHbiX7o6rQa9IsIUmE2jlPKICnVGonGva3+qINSJxuPHCHyPAZIRH2U6IduUoQRei/bH6gz0WG1gPKBtaIuNm/rYOuglEFioTaR53nnuwQRuZ3oh663L68BQJBe/LalVIPkSxmkfhFBCBAUj7NQm8jzvCJA2rBhA1JTU2E0GpGeno79+/d3ef1bb72F4cOHw2g0YsyYMfjwww/tHr/tttug0WjsPubMmWN3TVVVFX76058iLCwMERERWLZsGerr7dtrifxVc6sFxTXNsnGlDIY3cbbN3ywIkLw1gxSg06JfpHyJkxkkIs9T/V1i27ZtyMrKwpo1a3Do0CGMGzcOs2fPRllZmfD6PXv2YPHixVi2bBm+/vprzJs3D/PmzcPRo0ftrpszZw6Ki4ttH2+88Ybd4z/96U9x7Ngx7Ny5Ex988AE+++wz3HHHHW77Pom8SYFCB1tKlPdnkJSW2BQDJOESm3dmkABggKCTTanjkIjcR/UAad26dVi+fDmWLl2KkSNHYuPGjTCZTNi0aZPw+ueffx5z5szBfffdhxEjRuDxxx/HxIkT8dJLL9ldZzAYkJCQYPuIjPxuj90TJ05gx44d+Mtf/oL09HRceeWVePHFF/Hmm2+iqKhI+Lxmsxm1tbV2H0S+SrRBJOAbGSRn2/zFS2yqv/UpEi1zFtc0KxahE5F7qPou0dLSgoMHDyIjI8M2ptVqkZGRgZycHOHX5OTk2F0PALNnz5Zdv3v3bsTFxWHYsGG46667UFlZaXePiIgITJ482TaWkZEBrVaLffv2CZ83Ozsb4eHhtg+eP0e+TKmmxdv3QAKUl8eUirQ7H93Rfg/vzSApBalKWT8icg9VA6SKigpYLBbEx8fbjcfHx6OkpET4NSUlJd1eP2fOHPz1r3/Frl278OSTT+LTTz/F3LlzYbFYbPeIi4uzu0dAQACioqIUn3fVqlWoqamxfRQUFDj9/RJ5C6WaFtHyjrfRaDTCLJJShsUs2EnbuwMkpVZ/BkhEnuT0WWy+YNGiRbbPx4wZg7Fjx2LQoEHYvXs3Zs2a1aN7GgwGGAwGV02RSFWiA1ATwoxeHThczqTXyZbUnMkgefMSm3KrPzvZiDxJ1XeJmJgY6HQ6lJaW2o2XlpYiISFB+DUJCQlOXQ8AaWlpiImJwdmzZ2336FwE3tbWhqqqqi7vQ+QvzpbWycZ8of6ogyiQE9UgSZIkPIvNmwNBpSweC7WJPEvVAEmv12PSpEnYtWuXbcxqtWLXrl2YPn268GumT59udz0A7Ny5U/F6ACgsLERlZSUSExNt96iursbBgwdt13z88cewWq1IT0/vzbdE5PXK6ppRJGjxHxIfosJsekZ0YK2oi63VIkGS5F/vrUeNAO3BW0KYUTbOJTYiz1L9XSIrKwt//vOfsWXLFpw4cQJ33XUXGhoasHTpUgDAkiVLsGrVKtv1v/rVr7Bjxw48++yzOHnyJB555BEcOHAAK1asAADU19fjvvvuw969e5GXl4ddu3bhpptuwuDBgzF79mwAwIgRIzBnzhwsX74c+/fvx5dffokVK1Zg0aJFSEpK8vyLQORBRwpqhONj+0d4diK9IDqPTZRBEmWPAO/dKLLDAEE2L59LbEQepXoN0sKFC1FeXo7Vq1ejpKQE48ePx44dO2yF2Pn5+dBqv4vjZsyYga1bt+Khhx7CAw88gCFDhmD79u0YPXo0AECn0+HIkSPYsmULqqurkZSUhOuuuw6PP/64XQ3R66+/jhUrVmDWrFnQarVYsGABXnjhBc9+80QqOFJYLRwf50MBkmiJTFSDZBbUH7V/veq/G3YpNdqE/eer7MYKLzWhqcWieFgvEbmW6gESAKxYscKWAeps9+7dsrGbb74ZN998s/D6oKAg/Oc//+n2OaOiorB161an5knkD74plGeQTHodBsf59hKbqItNqbPN6OUZpLRY+d9Fm1XC/rwqzBwaq8KMiPoe7/41iohcSpIkYQZpdL9w6ARngHkrUZu/qAZJ1OIPeHcNEgBMS4sWjn9xptzDMyHqu7z7XYKIXKrwUhMuNbbKxsf1D1dhNj0nWmZqbGmTjYla/AHvzyCN6ReO8KBA2fjnZypUmA1R38QAiagP+Uah/siXCrQBcQZJFAwpZZC8uc0fAHRaDa4YLM8inSypQ1mtvAORiFyPARJRH/JNQbVw3JcKtAFxDVKLxYo2i32QpJRB8uaNIjtcNURca/TFWWaRiDzB+98liMhlvsq7JBuLMAUiOSpIhdn0nKMH1vpqBgkArhwcIxznMhuRZzBAIuojGlvacPSivINtckokNBrfKdAGgCC9uAG3c6G2Yg2SlxdpA0BylAkDBYcHd27/JyL38P53CSJyicP51WizyreVnpIapcJseidIIcDpnEFSavP39o0iO0wfJK9DuljdhOKaJhVmQ9S3MEAi6iP254kzD1MG+mCApLBZYufNIs1tvptBAtqzeyIHL8iXSonItXzjXYKIeu2AoP7IGKjF6CTfavEHulhi87MM0iSFAEn0d0lErsUAiagPaLNYcShf/kN1QnIk9D7Q0dWZYpG2H9UgAcCAKBNiQgyycdHfJRG5lm+8SxBRrxwrqhWeVeaLy2uAuM0fkAdIyjtp+0YGSaPRYFJKhGy8/e9TvjEmEbkOAySiPuBrhYzDVB8s0AaU2/Q7L7GJjh8BlDNQ3mhyivzvyGKVcFhhTysicg0GSER9wNGiWtmYRgOMHxDh+cm4gKMZJFHWLECr8allxUmp4jqkQyzUJnIr33mXIKIeE+1/NDAmGCEGcbGzt3N0o8jOf+7qa73VqKQwYUDHDBKRezFAIvJzza0WnCmrl437YvdaB6UMUueMkWiJTWmLAG9lCNBhdFKYbPxwQQ0kSb6vFRG5BgMkIj93sqQOFsEGkaP7yX/o+gqj0hKbAxkkpeDKm41LjpCNVdSbUVTDg2uJ3IUBEpGfEy2vAb6dQVJu87fv7BJ1evnCOWydjRcESIDy4cNE1HsMkIj83LEicYA0qp/vBkiBOi0CdfLz4xzpYvPJDFL/COE4AyQi92GAROTnvhVkkAZEmRAeFKjCbFxHlAmS1SCJirR9MEBKiRb/fbFQm8h9GCAR+bHmVgtOldTJxn25/qiDKBPU+WgRUZt/UKDvde5pNBphHdK3F2uE9WVE1HsMkIj82FsHC9Fqkf8AHeXD9UcdRHVI8qNG/GOJDQDG95f/nTW2WHCmTB4AE1HvMUAi8lNtFite+SxX+Ni0tGgPz8b1RAfWds4YiTNIPhogKWzque9clWcnQtRHMEAi8lP/+rYYBVVNsvGx/cMx0Ud30L5ckODA2cszRpIk+U0NEtB+sLBGXpeOz8+Ue34yRH0AAyQiP/Xanjzh+F0zB0Ej+knrY0zdZJDMbVaI9lH01QApMliPMYLOw5zcSrS0WVWYEZF/Y4BE5IfK6prxdX61bDwtNhizRyV4fkJuIOpiuzxjJFpeAwCTjy6xAcBVQ2JkYw0tFhxSOIyYiHqOARKRH9p9SrzssmRaCrRa388eAeJM0OVF2qLlNaWv8xVXD4kVjnOZjcj1GCAR+aFPTpYJxzNGxnt4Ju4jygRdHhR13lW7gy8HSBMGRCJYMP9PTzNAInI1BkhEfqalzYrPz1TIxofGh6B/pEmFGbmHMIPUarEd4Kq4xObDAZI+QIvpg+QdiEcv1uK/x0pUmBGR/2KARORnDuRVod4sz55cOzxOhdm4jyhAkqT24mxAfMwI4Ltt/h1mDhUvsz387lHUNrd6eDZE/osBEpGf2a2w3PK9YX4WICkeWNseGDUq1iD53k7al/vBuH7CY0dKa814budpFWZE5J8YIBH5mSOF1bKxUGMAJqVEen4ybqS0VNYRGDX74RIbAISbAvHQDSOEj725vwA1jcwiEbkCAyQiP3O2rEE2Nj45AgE6//rfXdTmD1yWQfLTJTYA+NGk/sKW/6ZWC/5xoECFGRH5H/96xyTq42oaW1FRb5aND44LUWE27qWUCep+ic33AySNRoMHFbJIW3LyeIAtkQswQCLyI2fLxQeX9qUAqeF/7f1KS2z+kEECgOEJYZguOFOv8FITdp0oVWFGRP7FKwKkDRs2IDU1FUajEenp6di/f3+X17/11lsYPnw4jEYjxowZgw8//ND2WGtrK+6//36MGTMGwcHBSEpKwpIlS1BUVGR3j9TUVGg0GruPtWvXuuX7I/KUs2X1wvHBsf4XIIUY5IXKAFDf3B4g+WObf2e3XZEqHP+IARJRr6keIG3btg1ZWVlYs2YNDh06hHHjxmH27NkoKxNvdLdnzx4sXrwYy5Ytw9dff4158+Zh3rx5OHr0KACgsbERhw4dwsMPP4xDhw7hn//8J06dOoUf/OAHsns99thjKC4utn3cc889bv1eidxNMUDywwxSqFHcjVZnbi9Sbmz1v40iO8sYEY+EMKNs/IzCvwMicpzqAdK6deuwfPlyLF26FCNHjsTGjRthMpmwadMm4fXPP/885syZg/vuuw8jRozA448/jokTJ+Kll14CAISHh2Pnzp348Y9/jGHDhmHatGl46aWXcPDgQeTn59vdKzQ0FAkJCbaP4OBgt3+/RO4kCpAiTYGIDjGoMBv3ClEIkDoySKIlNq0G0PtRsbpOq8FowQG2uWX1tg0ziahnVH2naGlpwcGDB5GRkWEb02q1yMjIQE5OjvBrcnJy7K4HgNmzZyteDwA1NTXQaDSIiIiwG1+7di2io6MxYcIEPP3002hrE//GCQBmsxm1tbV2H0Te5my5PEDyx+wRAIQalDJIyktsJn0ANBr/OIuuw6BY+S92tc1tqGxoUWE2RP5D1R3TKioqYLFYEB9vfz5UfHw8Tp48KfyakpIS4fUlJeJt9pubm3H//fdj8eLFCAsLs43/8pe/xMSJExEVFYU9e/Zg1apVKC4uxrp164T3yc7OxqOPPurMt0fkUU0tFhReapKN+2uA1F0GSXRYrdLWAL5skEJ9WW5ZPWL8MHNI5Cm+vaVsN1pbW/HjH/8YkiTh5ZdftnssKyvL9vnYsWOh1+tx5513Ijs7GwaD/E1l1apVdl9TW1uL5ORk902eyEm55fUQraoo/QD1dUGBOui0GllLe8cxK6KjRvypQLtDmiCDBADnKhqQLuhyIyLHqBogxcTEQKfTobTUvuOitLQUCQkJwq9JSEhw6PqO4OjChQv4+OOP7bJHIunp6Whra0NeXh6GDRsme9xgMAgDJyJv8Y1gB20AGBIf6tmJeIhGo0GIIQA1TfY7R9d10cXmjwFSVxkkIuo5VWuQ9Ho9Jk2ahF27dtnGrFYrdu3ahenTpwu/Zvr06XbXA8DOnTvtru8Ijs6cOYOPPvoI0dHd/xZ1+PBhaLVaxMX513lV1Dc0t1qw4eOzwsf8dYkNAEIEdUh1fWyJLTJYj0iTfMuDcxXyHdWJyHGqL7FlZWUhMzMTkydPxtSpU7F+/Xo0NDRg6dKlAIAlS5agX79+yM7OBgD86le/wsyZM/Hss8/ihhtuwJtvvokDBw7glVdeAdAeHP3oRz/CoUOH8MEHH8Bisdjqk6KioqDX65GTk4N9+/bh2muvRWhoKHJycrBy5UrccsstiIz0r/OqyP9ZrBLufesbFNU0yx4bEheCpHB5G7i/ELX61/+vzb+vLLEB7VmkAxcu2Y19fLIMBVWNSI4yqTQrIt+meoC0cOFClJeXY/Xq1SgpKcH48eOxY8cOWyF2fn4+tNrvEl0zZszA1q1b8dBDD+GBBx7AkCFDsH37dowePRoAcPHiRbz33nsAgPHjx9s91yeffIJrrrkGBoMBb775Jh555BGYzWYMHDgQK1eutKsxIvIFlfVm3Pm3g7Ifjh1+nTHU77q2LifKINlqkAQZJH8NkNJig4X/Bq566hM8t3AcfjihvwqzIvJtqgdIALBixQqsWLFC+Nju3btlYzfffDNuvvlm4fWpqand7v8xceJE7N271+l5EnmbB985qhgcTUqJxPVjxLV8/kLUydbVTtr+uMQGdF2I/9u3j2BKahT6RzKTROQM/9kxjaiPqWlsxX+Pi7e3AIAHbxjh19kjAAg1ymtvbDVILfJ9zfw3g6QcILVaJGz4JNeDsyHyDwyQiHzUl7kVUDq0fc2NIzFxgP/X0wmLtM1tkCRJuMTmLwfVdjakm0L8tw4UoKCq0UOzIfIPDJCIfNSnp8qF44/fNApLrxjo4dmoQ1Sk3dJmRb25TRg8Bum9oqrA5VKiTRjbX37kSIc2q4QNn4i7HIlIjAESkQ+SJAmfnpYHSEnhRtwyLUWFGalDlEECgPI6s3DcX5fYNBoNNvxkIiYOiFC85v1vimBuk2fViEiMARKRDzpTVo+SWnlb/8xhsX5fd3Q5pQCpTCFA8tclNgBIjjLhn7+4Aicfn4NFU+S7/De0WPDVeXFBPxHJMUAi8kFKy2tXD4n18EzUJVpiA7oIkPw0g3Q5Y6AOCyaJ2/o/Plnm4dkQ+S4GSEQ+pqnFgtf25MnGdVoNZgyO8fyEVKQYIAmya4B/Z5AuNyE5AuFB8g6/T04xQCJylH9WLBL5sQ2fnMXF6ibZ+MQB4h+K/izEIP5++1oNUmcBOi1mDo3Fe98U2Y2fr2jA+YoGBOo0+GvOBVTUm3HtsDh8f2xin1qaJXIEAyQiH3K+ogGvfHZO+FhfKs7uINooEgCKBceuAIBJoWbJH31veJwsQAKAh7cfxbnyetvRNP88dBHFNU244+pBnp4ikVfjEhuRj5AkCY++fwwtFqvssSmpkfjBuCQVZqUupSLtwkviPX8i+lCGbebQWGgFSaEvzlbIzu178eOzaGmT/7si6ssYIBH5iJ3HS7FbUJyt1QCP/mB0n1wiCVPIIBVcki9BAkCE4NR7fxUZrMfk1CiHrq1rbsOBC1VunhGRb2GAROQDGlva8NgHx4WPLZmeipFJYR6ekXdQWmJTqkGKCNK7czpe597rhsHRuPmz0xXunQyRj2GAROQDnv7PKRQKsiIxIXqs/H9DVZiRdwgK1AmXkUQ0GuWuN381dWAU/jBvjEPXfibYeJSoL2OAROTl9p+vErb1A8D9c4b3uc61y2k0GsU6pM7CgwKhdTSa8iM/SR+A1d8f2e11x4trUVYnLm4n6osYIBF5oZY2Kz49XY5fvH4QP/5TDiTBuWKTUyKxYKJ4Q8C+JNToWIDYlwq0O/vZlQOxfuF46HVdv+V/zmU2Ipu+lW8m8gHNrRbc+uo+fJWnfCyEPkCLJ380tk9mRDpzdNkswtS36o86mzehH5KjTHjsg+P4pqBaeM3HJ8sUd+Em6muYQSLyMi9+fKbL4AgAsv7fUAyKDfHQjLybo0tsfamDTcmklEi8e/cVyFt7AwbFBsse33m8FFUNLSrMjMj7MEAi8iLVjS3YsudCl9dcMywWt1850EMz8n5KnWyd9eUlNpH/NzJBNtZiseKfhwpVmA2R92GARORFNn1xHvXmNsXHbxiTiD/dOgkB3dSS9CWOZ5D69hJbZwunJAvHt+7PhyQqeiPqY/guS+QlappasfnLPMXHfzVrCF5YPAGGgL5xnpijHK1B6svdfiIDY4IxY1C0bPxceQP+79BFFWZE5F1YpE3kJV77Mg91guxR+sAovHnHtD65U7YjYkIMDl3HGiS5xVMHYE9upWz8oe3fYkhcCMYlR3h+UkReghkkIi9Q29yKV78QH0K76voRDI66MDQ+1KHrGCDJXTcqHtHB8qXH5lYrlv/1AAu2qU9jgETkBf66Jw+1zfLs0cyhsRjP3+K7NCLRsWNW+toxI44wBOhw7+xhwsfK6syY+PhO/OTPe/HWgQJYraxLor6FARKRyoqqm/CnT8XZo1/OGuLh2fiegTHBMAZ2/1bGDJLYoinJuGXaAMXH9+RW4r63j+B2ZpSoj2ENEpGH5VU04Kn/nMTp0noE6rQ4UVwrvO6qITGYlBLp4dn5Hp1Wg2HxofimsKbL69jFJqbRaPDIjaNwobIRn59R3kn745NlWPDyHvx29jBUN7ViwoAIDE/om4ckU9/AAInIA44UVuOj46WoaWrFlpyu9znqwOyR40YkhnUfILGLTVGATot1Px6Puc9/hop65SzR+YoG3PX6Idufrx0Wi/vnDmegRH6JARKRm/3rSDFWvHFIeJ6akvkT+mFKapT7JuVnHKlDCmOA1KXYUAOeuXkcbtv8lcNf88mpcnx5thJ/zpyMmUNj3Tg7Is9jDRKRG7VZrHj0/WNOBUfxYQasuXGU+yblh7oLkMKMAdDx3LpuXTMsDn+6dRIinajXarFY8eA736LVYgUAfHa6HAv/lIOZT3+CR947Zhsn8jXMIBG50SenylFWZ3b4ep1WgycXjEU4C4qdMjyx61Z/1h85bvaoBMwelYDmVgtKaprxg5e+EHZYXq7wUhPePVyE8cnh+PnfD6KxxQIAeG1PHhpb2vDUj8Z5YupELsUAiagXJEnC+0eK8eb+fOi0GtwyLQUV9WYcK6rF6KRw/Ptocbf3SI02QQIwIMqEO65Ow1VDuFThrDBjIPpHBqHwUpPwcXawOc8YqENqTDDW3DgKv3nrm26vv1fhmn8cKMSt01Ixpn84AKC4pgmFl5owOikcQXruCk/eiwESUQ/VNLbid/88gn8fLbGNddUF1Jk+QIvtv7gCI5NY4OoKUwdGofCS+IgMHjPSc/Mn9sPu0+V4/5uiHt/jmf+ewmtLp+DJHaew8dNcAO1B66uZkzEpxb7WrrnVgn3nq1DT1IoZg6Id3imdyNU0Ek8l7JHa2lqEh4ejpqYGYWH8AdeXHL1Yg0feO4YDFy71+B7JUUF45kfjkJ4mPwuLeubbwhrc+NIXwseuGRaL15ZO9fCM/IfVKuHVL87jcGE1+kcGIT7UiMc+ON7r+0aaArHj11fjdGkd9p2rQkyIHtsPF+FwQTUAICpYjy1Lp9qyT0Su4OjPb2aQqM/Kr2zEsztPoaSmGXNHJ2Bx+gDFg2C/LazBjmPFyKtoxL++7X7ZTIlGA+xceTUGxzl2PAY5bkz/cHxveBw+Plkme2xAlEmFGfkPrVaD5Ven2f5ssUr4294LOF/R0Kv7XmpsRfoTuxQfr2powV2vH8S/fnkVDuVfwv7zVahrboUhQIeJAyIxa0QcjIFcpiP3YIBEfdK58noseHkPLjW2AgD2na/C3/fl47GbRuFIYQ1Ol9ZhQJQJA2OC8fHJMrx7uOfLC5e7ekgsgyM3WpkxVBgg9YsIUmE2/kun1eAPPxyNJa/uR5ubjyApvNSEcY/+Vzb+Ks7DpNdhRGIYJqdEYvHUASirM+N0aR3MbVbEhOgxfVA0YoINaGy1wBigRXVTK7buy0e9uQ3fH5uIsf0jALQvl58tr8PwhDAEG/hjUQ1tFivyKhsRHaxHpOB8QDV4xRLbhg0b8PTTT6OkpATjxo3Diy++iKlTldPhb731Fh5++GHk5eVhyJAhePLJJ3H99dfbHpckCWvWrMGf//xnVFdX44orrsDLL7+MIUO+23ivqqoK99xzD95//31otVosWLAAzz//PEJCQhyas6eW2IprmvCXz8/jq7wqDI4LwS3TUjBxgPfvrmy1SjiYfwknimuRHGnC9EHRst/0LFYJRwqrUdfchqhgPUYlhTl8KGtpbTP2na/Cwbwq1DW3ISbUAGOgDqU1zTAZdLhpfD+7M8yOFFZj96lyVNSbodVo8NqePBd+t44JMQTgvRVXIC3WsX9j1DMrtx3GO19/V4uk12nxUdZMDIhmFsnVjhRWY/OXeXavty8ZnhCK/pFB+PhkGaxS+7+VOaMTMC0tGokRRkwcEImCqkZUN7YiPCgQo5LCoO3BdhHldWZ8fLIU1Y2tmDowCuOTI2zvdWW1zfj30RKU1TVj4oBIaDTAvnNViDDpcf2YBKREB7vke20wt+Hvey/g09PlqGpoQYBOg/HJEbh1WiqGJaj7S9vnZ8rxwDvfoqCqCfoALZbOSMVvrhsGfYB7diJy9Oe36gHStm3bsGTJEmzcuBHp6elYv3493nrrLZw6dQpxcXGy6/fs2YOrr74a2dnZ+P73v4+tW7fiySefxKFDhzB69GgAwJNPPons7Gxs2bIFAwcOxMMPP4xvv/0Wx48fh9FoBADMnTsXxcXF+NOf/oTW1lYsXboUU6ZMwdatWx2at6sDpDf359uKFzs0tliELeIhhgDEhHhHhC0iof0NoaPVF2h/40kIN6LjvUV0TagxAFHBenT39tPcakVJbXO38wg1BiA6WI/KhhbUddOm7A7JUUFoMFswOC4EMwZF45ZpKSw49YDmVguyPzyBncdLkRgRhN/OHsZaLzfLLa/HvA1fqvL/mSeFGAIQHdL9e9TlzG1WFNfYv1+F/u8+osc6iwkxIMTQu2XENquk2OEJtNeCqdXIUHCpCRaFLOSAKJPtZ8au31zjsr3MfCZASk9Px5QpU/DSSy8BAKxWK5KTk3HPPffgd7/7nez6hQsXoqGhAR988IFtbNq0aRg/fjw2btwISZKQlJSE3/zmN7j33nsBADU1NYiPj8drr72GRYsW4cSJExg5ciS++uorTJ48GQCwY8cOXH/99SgsLERSUlK383Z1gPTKZ7l44sOTvb4PeVakKRAbb5mEqQOj0NhiwYniWkSHGDAwxjW/9RH5itOldXjgn9/iVGkdJqVE4uHvj0RTiwV/+NcJ5JyrVHt65ONyn7je4wGSqoutLS0tOHjwIFatWmUb02q1yMjIQE5OjvBrcnJykJWVZTc2e/ZsbN++HQBw/vx5lJSUICMjw/Z4eHg40tPTkZOTg0WLFiEnJwcRERG24AgAMjIyoNVqsW/fPvzwhz+UPa/ZbIbZ/F02p7ZWfMAo9R0TBkTgb8vSEfK/moVgQwAm83gQ6qOGxofi7btmyMbfuGMazlc04F9HipBb3oDhCaEY0y8cf825gC9zK/w+60S+S9UAqaKiAhaLBfHx8Xbj8fHxOHlSnE0pKSkRXl9SUmJ7vGOsq2s6L98FBAQgKirKdk1n2dnZePTRRx38zsjf6AO0mDs6AROSI1BWZ0ZKtAnzJvRT7Hojou8MjAnGiu/ZH748Y3AM2iztS0wmvQ6VDS34/b9OIK+iAekDozA2OQIffFOEkyV1qGlqRWyoAcuvGojbZgzEieJafHSiFPvOV2H/+SqVvivydyzXd9CqVavsMle1tbVITk5WcUbkChoNcO91wzA4LgQlNc1otViRGB6EMf3C8VVeFYqqmzA8MQxXDI6GSc//XYhcKUCnRfL/tmCIDjHgrz+zb865dVoKgPa6Mr1OayuQHpccgXH/a8I4UliNl3fn4nBBNYbEh+KmcUnoFxmEXSdK8fmZCpwsqfPcN0R+RdV3/JiYGOh0OpSWltqNl5aWIiEhQfg1CQkJXV7f8d/S0lIkJibaXTN+/HjbNWVl9q3AbW1tqKqqUnxeg8EAg8F9BbYDokyYNVxelA4AQ+JDMS0tCieK63C44BLaLKo3HjokMcKIqGADGsxtuFDZiM7lbhqNBkkRRpj0AahtbkVpN8WKl4sLM2BSShTSB0YhMdyIM2X1aGmzIj7MiJ3HS7A/7xIazd+l7sOCAjEtLQo3jkuCVqPByZI6lNeZMTwh1PYG3Rm7noi8Q1d7HY3tH4GXb5kkG592WWF+Zb0ZW/fl40JVI6amRmH+xH44U1aP2qZWBOg0tvb+enMbzpXXo7HFgm8KqpFf1YhAnRZBeh3qm9tQXNPk1MHTHfQBWgyJD4VJr0NuWT2qGlpsjwXqtBieGIroYD1OlNTBYpEwpn84aptbcfRiDcytrjvsNykiCNeNiseVg2NwsboJ7xy6iCMXa2B181YNjogLM2Le+CR8lVeFI4U1ioXbnuQVRdpTp07Fiy++CKC9SHvAgAFYsWKFYpF2Y2Mj3n//fdvYjBkzMHbsWLsi7XvvvRe/+c1vALRne+Li4mRF2gcOHMCkSe3/Y/33v//FnDlzVCvSJiIiIvfziSJtAMjKykJmZiYmT56MqVOnYv369WhoaMDSpUsBAEuWLEG/fv2QnZ0NAPjVr36FmTNn4tlnn8UNN9yAN998EwcOHMArr7wCoD0r8etf/xq///3vMWTIEFubf1JSEubNmwcAGDFiBObMmYPly5dj48aNaG1txYoVK7Bo0SKHgiMiIiLyb6oHSAsXLkR5eTlWr16NkpISjB8/Hjt27LAVWefn50Or/W6zqBkzZmDr1q146KGH8MADD2DIkCHYvn27bQ8kAPjtb3+LhoYG3HHHHaiursaVV16JHTt22PZAAoDXX38dK1aswKxZs2wbRb7wwgue+8aJiIjIa6m+xOaruMRGRETkexz9+e2efbyJiIiIfBgDJCIiIqJOGCARERERdcIAiYiIiKgTBkhEREREnTBAIiIiIuqEARIRERFRJwyQiIiIiDphgERERETUiepHjfiqjg3Ia2trVZ4JEREROarj53Z3B4kwQOqhuro6AEBycrLKMyEiIiJn1dXVITw8XPFxnsXWQ1arFUVFRQgNDYVGo1FlDrW1tUhOTkZBQUGfPg+Or0M7vg7f4WvRjq9DO74O3+Fr0Z45qqurQ1JSErRa5UojZpB6SKvVon///mpPAwAQFhbWZ/+hX46vQzu+Dt/ha9GOr0M7vg7f6euvRVeZow4s0iYiIiLqhAESERERUScMkHyYwWDAmjVrYDAY1J6Kqvg6tOPr8B2+Fu34OrTj6/AdvhaOY5E2ERERUSfMIBERERF1wgCJiIiIqBMGSERERESdMEAiIiIi6oQBkg/6wx/+gBkzZsBkMiEiIkJ4jUajkX28+eabnp2oBzjyWuTn5+OGG26AyWRCXFwc7rvvPrS1tXl2oipITU2V/RtYu3at2tNyuw0bNiA1NRVGoxHp6enYv3+/2lPyuEceeUT2dz98+HC1p+V2n332GW688UYkJSVBo9Fg+/btdo9LkoTVq1cjMTERQUFByMjIwJkzZ9SZrBt19zrcdtttsn8fc+bMUWeyXowBkg9qaWnBzTffjLvuuqvL6zZv3ozi4mLbx7x58zwzQQ/q7rWwWCy44YYb0NLSgj179mDLli147bXXsHr1ag/PVB2PPfaY3b+Be+65R+0pudW2bduQlZWFNWvW4NChQxg3bhxmz56NsrIytafmcaNGjbL7u//iiy/UnpLbNTQ0YNy4cdiwYYPw8aeeegovvPACNm7ciH379iE4OBizZ89Gc3Ozh2fqXt29DgAwZ84cu38fb7zxhgdn6CMk8lmbN2+WwsPDhY8BkN555x2PzkdNSq/Fhx9+KGm1WqmkpMQ29vLLL0thYWGS2Wz24Aw9LyUlRXruuefUnoZHTZ06Vbr77rttf7ZYLFJSUpKUnZ2t4qw8b82aNdK4cePUnoaqOr8HWq1WKSEhQXr66adtY9XV1ZLBYJDeeOMNFWboGaKfBZmZmdJNN92kynx8CTNIfuzuu+9GTEwMpk6dik2bNkHqg1te5eTkYMyYMYiPj7eNzZ49G7W1tTh27JiKM/OMtWvXIjo6GhMmTMDTTz/t10uLLS0tOHjwIDIyMmxjWq0WGRkZyMnJUXFm6jhz5gySkpKQlpaGn/70p8jPz1d7Sqo6f/48SkpK7P59hIeHIz09vU/++9i9ezfi4uIwbNgw3HXXXaisrFR7Sl6Hh9X6qcceewzf+973YDKZ8N///he/+MUvUF9fj1/+8pdqT82jSkpK7IIjALY/l5SUqDElj/nlL3+JiRMnIioqCnv27MGqVatQXFyMdevWqT01t6ioqIDFYhH+fZ88eVKlWakjPT0dr732GoYNG4bi4mI8+uijuOqqq3D06FGEhoaqPT1VdPz/Lvr34e/vBZ3NmTMH8+fPx8CBA5Gbm4sHHngAc+fORU5ODnQ6ndrT8xoMkLzE7373Ozz55JNdXnPixAmHCy0ffvhh2+cTJkxAQ0MDnn76aZ8IkFz9WvgTZ16brKws29jYsWOh1+tx5513Ijs7m8cM+Lm5c+faPh87dizS09ORkpKCf/zjH1i2bJmKMyNvsGjRItvnY8aMwdixYzFo0CDs3r0bs2bNUnFm3oUBkpf4zW9+g9tuu63La9LS0np8//T0dDz++OMwm81e/8PRla9FQkKCrIuptLTU9piv6c1rk56ejra2NuTl5WHYsGFumJ26YmJioNPpbH+/HUpLS33y79qVIiIiMHToUJw9e1btqaim499AaWkpEhMTbeOlpaUYP368SrPyDmlpaYiJicHZs2cZIF2GAZKXiI2NRWxsrNvuf/jwYURGRnp9cAS49rWYPn06/vCHP6CsrAxxcXEAgJ07dyIsLAwjR450yXN4Um9em8OHD0Or1dpeB3+j1+sxadIk7Nq1y9axabVasWvXLqxYsULdyamsvr4eubm5uPXWW9WeimoGDhyIhIQE7Nq1yxYQ1dbWYt++fd12BPu7wsJCVFZW2gWOxADJJ+Xn56Oqqgr5+fmwWCw4fPgwAGDw4MEICQnB+++/j9LSUkybNg1GoxE7d+7EE088gXvvvVfdibtBd6/Fddddh5EjR+LWW2/FU089hZKSEjz00EO4++67fSJY7KmcnBzs27cP1157LUJDQ5GTk4OVK1filltuQWRkpNrTc5usrCxkZmZi8uTJmDp1KtavX4+GhgYsXbpU7al51L333osbb7wRKSkpKCoqwpo1a6DT6bB48WK1p+ZW9fX1dlmy8+fP4/Dhw4iKisKAAQPw61//Gr///e8xZMgQDBw4EA8//DCSkpL8bguUrl6HqKgoPProo1iwYAESEhKQm5uL3/72txg8eDBmz56t4qy9kNptdOS8zMxMCYDs45NPPpEkSZL+/e9/S+PHj5dCQkKk4OBgady4cdLGjRsli8Wi7sTdoLvXQpIkKS8vT5o7d64UFBQkxcTESL/5zW+k1tZW9SbtAQcPHpTS09Ol8PBwyWg0SiNGjJCeeOIJqbm5We2pud2LL74oDRgwQNLr9dLUqVOlvXv3qj0lj1u4cKGUmJgo6fV6qV+/ftLChQuls2fPqj0tt/vkk0+E7weZmZmSJLW3+j/88MNSfHy8ZDAYpFmzZkmnTp1Sd9Ju0NXr0NjYKF133XVSbGysFBgYKKWkpEjLly+32wqF2mkkqQ/2fhMRERF1gfsgEREREXXCAImIiIioEwZIRERERJ0wQCIiIiLqhAESERERUScMkIiIiIg6YYBERERE1AkDJCIiIqJOGCARkde55pproNFocM011zj8Na+99ho0Gg00Go37JuYGt912GzQaDVJTU9WeChFdhgESEXm1jqCnq4/XXnvN5c/bEaTddtttvbrPz3/+cyQlJYGHFhD5Fh5WS0ReLT093fZ5bm4uKioqZOOxsbEoLy/3+Ny6I0kS3nvvPfzgBz/wucwWUV/HDBIRqerSpUv48Y9/DJPJhAEDBmDjxo12j+/du9f2ccMNN3Q7DgB79uzBlClTYDKZMHHiROzdu9fu8X379uH6669HREQEjEYjJk6ciLffftv2uEajwaeffgoA2LJliy1TlZeXh8LCQlx//fVITk5GUFAQgoKCMHr0aKxfv16WJfrqq69QXFyMm266CQBgNptx5513IiwsDHFxcXj00UdlX/Puu+9Co9FAq9Vi9+7dAIAPPvjANrZr164evMpE5DQ1T8olIpo/f77ttPFhw4ZJwcHBUnBwsARAmjlzpt21mZmZtms727x5s+0xk8kkDRs2TAoICJAASCkpKVJra6skSZL0xRdfSIGBgRIAKSEhQRo2bJjt67Zs2SJJkiSlp6dLoaGhEgApJiZGSk9Pl9LT06WioiLp66+/lgBI/fv3lyZMmCDFxcXZvv6ll16ym9OqVauk0NBQqbm5WZIkScrKyrJdm5aWJkVERNi+15SUFNvX3X777RIAafDgwVJRUZGUlJQkAZBWrlzpwleeiLrCAImIVHP27FlbwHD//fdLkiRJJ0+etAU2PQ2QXnjhBUmSJOn555+3jZ04cUKSJEm65pprJADS//t//88WNP3617+2BT0dZs6cKQGQMjMz7Z6nurpaOn/+vO3PFotFuvrqqyUA0pVXXml37ciRI6Wbb75ZkiRJqq+vlwwGgwRAWrRokSRJklRWViZFRUXJAqS6ujpp0KBBEgApPj5eAiCNGTPGFmgRkftxiY2IVHPs2DHb5wsWLAAADBs2DGPHju3VfW+99VYAwMiRI21jpaWlAID9+/cDAHbu3InAwEBoNBqsX78eAFBYWIiLFy92ee+AgAA89dRTSElJQWBgIHQ6HT777DMAQFFRke26s2fP4vjx47bltdzcXJjNZgDA/PnzAbTXTok69UJCQvD3v/8dWq0WpaWlCAwMxOuvvw6DweDsS0FEPcQibSLyOxEREQDag5kOUqdan379+qF///6yr21ra+vy3r/+9a/xl7/8BQAwZMgQREVF2YrHLRaL7brt27cjICBAVh/lqPz8fFitVgBAa2srLly4gDFjxvToXkTkPGaQiEg1l2d43nnnHQDA6dOnceTIEbc955QpUwAAKSkp+OSTT2yF3m+//TZWrVqFlJQUAIDJZAIANDQ02H19R8H3ddddh9OnT2P37t3o16+f7HneffddzJw50xasDRo0yJYB2r59OwCgoqLCVoh9uYsXL+LnP/85AGD8+PEAgNtvv90rO/WI/BUDJCJSzeDBgzFv3jwAQHZ2NkaMGIGJEydCp9O57Tkfe+wxBAQEYM+ePUhMTMSECRPQv39/DBgwAM8995ztuuHDhwMA/vnPf2LixImYM2cOANiW//773/9i2LBhSE5ORkFBgd1zlJeXY8+ePbblNQAIDg7GXXfdBQDYunUrBg8ejKFDh8oCMEmScNttt+HSpUuYMWMGcnJyMHbsWJSWluKOO+5w/QtCREIMkIhIVa+++ioWLFgAo9GImpoaPPbYY5g2bZrbnu/qq6/GZ599hrlz50Kj0eD48eMIDAzEggULcO+999quu/fee5GRkQGTyYSvv/4aBw4cAACsW7cON910E0JCQlBXV4f77rsPN954o91zvP/++7BarXYBEtAeBN5+++0ICQlBdXU17rjjDvz4xz+2u+aFF17ARx99hKCgIGzevBlGoxFbtmxBYGAgtm/fjk2bNrnplSGiy2mkzgvzRETUKzfddBMKCgpw6NAhtadCRD3EIm0iIhe74oorWFBN5OOYQSIiIiLqhDVIRERERJ0wQCIiIiLqhAESERERUScMkIiIiIg6YYBERERE1AkDJCIiIqJOGCARERERdcIAiYiIiKgTBkhEREREnfx/4JBvlyBTxlYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "V; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gIgp6TqckvAZYno/n/wBA7vAYYTsDEFFgYwAioqB3rPUMbL1OWXtusjiceFOMIQLpJqOsnQGIKLAxABFR0Dsi6P0B/NMDBIiHwTgHiCiwMQARUdA7otDb4o8eIADIEwyDWazd6LD1+uX5iWjwGICIKOgdOSnubVGan+NtSj1NSsGMiNTHAEREQU803ybdZES03j+XO8xN5kowomDDAEREQU/UA6S0PN0X8lIUVoJxHhBRwGIAIqKg1mHrFe667K/hLwBIizciWq+TtbMHiChwMQARUVCrUZr/46cJ0ACg0WiEgau2pctvNRDR4DAAEVFQO9KssALMj0NgADBqmDwAHW3p5EVRiQIUAxARBTW1V4D1yREEoC67AyfbbX6tg4gGhgGIiILa0RZ5ANJHaJFhivJrHaOGiS+6KrpEBxGpjwGIiIKaaJ7NqKRoaH18EdRz5SjMOTrKeUBEAYkBiIiCmqgHKNuPE6D7iOYAAUCNoD4iUh8DEBEFrbauHpzu6pG1ZysMR/lScqwesQb5xouigEZE6mMAIqKgdfSUOFwo9cb4kkajEc4DqmnmEBhRIGIAIqKgpTTBOFuFAASIh964FJ4oMDEAEVHQUppgrLQiy9e4FJ4oeDAAEVHQqhXMr4nUaZCR4N8l8H2Ughd3hCYKPAxARBS0RD1AWUnR0Pl5CXwfpaXwtdwLiCjgMAARUdASLoFXaf4PoDz5WtRTRUTqYgAioqDU3t2D5g67rF2t+T+A8lJ4BiCiwMMARERBSWkCtNIwlD8oLYWv5VJ4ooDDAEREQUmpV0WNPYB+TLQUvpZL4YkCDgMQEQUlpR4gNXaBPt/zd9kdONnBpfBEgYQBiIiCkmhlVYRWg0yVlsD3UZqEzWEwosDCAEREQUnUAzQiMQoROnV/rSldiJVL4YkCS0AEoLVr1yI7OxtGoxGFhYXYsWOH4rF//etfMXXqVCQkJCAmJgYFBQV488033Y6RJAkrVqxAeno6oqKiUFRUhEOHDvn6ZRCRH4nmAKk9/wfopweIK8GIAorqAWjLli0oLS3FypUrsWvXLkycOBHFxcU4ceKE8PikpCQ89thjqKqqwp49e1BSUoKSkhJ8+OGHrmOee+45/PGPf8S6deuwfft2xMTEoLi4GN3d3f56WUTkQ132XpwQXF5C7fk/wNml8DF6naydAYgosKgegJ5//nksWbIEJSUlGDduHNatW4fo6Gi8/vrrwuNnz56NG264ARdeeCHy8vJw3333YcKECfj8888BnO39KS8vx+OPP47rr78eEyZMwJ/+9Cc0Njbi3XffFZ7TZrPBarW63YgocClfA0z9HiCNRiNeCcY5QEQBRdUAZLfbsXPnThQVFbnatFotioqKUFVVdd7HS5IEs9mMgwcPYtasWQCAmpoaWCwWt3OaTCYUFhYqnrOsrAwmk8l1y8rKGuIrIyJfUppPo+YeQD8mGgbjUniiwKJqAGpubobD4UBqaqpbe2pqKiwWi+Lj2traEBsbC71ej2uvvRYvvvgifvrTnwKA63GDOefy5cvR1tbmutXX1w/lZRGRjyldXFTNXaB/LDuZS+GJAp18z/YgEBcXh927d6OjowNmsxmlpaXIzc3F7NmzPTqfwWCAwWDwbpFE5DOia4BpNcCIxMAIQEpDcUdbupASZ/RzNUQkomoASk5Ohk6nQ1NTk1t7U1MT0tLSFB+n1WqRn58PACgoKMD+/ftRVlaG2bNnux7X1NSE9PR0t3MWFBR4/0UQkd+JJhRnJkZBH6H6tEYAyivB6k91YVp2kp+rISIRVX9b6PV6TJkyBWaz2dXmdDphNpsxY8aMAZ/H6XTCZjvbtZyTk4O0tDS3c1qtVmzfvn1Q5ySiwCWaBK3mVeDPNTJJ3BNVd4oToYkChepDYKWlpVi8eDGmTp2K6dOno7y8HJ2dnSgpKQEALFq0CJmZmSgrKwNwdsLy1KlTkZeXB5vNhg8++ABvvvkmXn75ZQBnV2AsW7YMzz77LEaPHo2cnBw88cQTyMjIwLx589R6mUTkJd09Dhxvk29poRQ61JASZ4A+Qgt7r9OtnQGIKHCoHoDmz5+PkydPYsWKFbBYLCgoKEBFRYVrEnNdXR202h86qjo7O3HPPfegoaEBUVFRGDt2LN566y3Mnz/fdcxDDz2Ezs5O3HnnnWhtbcVll12GiooKGI0ceycKdg2nzwjbA6kHSKvVICsxCtUn3Yfq6hmAiAKGRuK6TBmr1QqTyYS2tjbEx8erXQ4R/cgnB06gZOOXsvZ1v5qCuRcrzx30t5INO/DJwZNubanxBmx/tEjhEUQ0VIP5/g6MGYNERAOkNIwUSENggLieJqsN3T0OFaohonMxABFRUFEKQFlJ6l4F/lxZCoGs4TSHwYgCAQMQEQUV0TyaxOhIxBkjVahGmVIA4kRoosDAAEREQUUUIAJt+AvoZym8wi7WRORfDEBEFDQkSRL2ACn1tqhJuQdIvIqNiPyLAYiIgsapTjs67fJJxIEYgGINERgWo5e1cwiMKDAwABFR0KhX2AMoEIfAAHEw415ARIGBAYiIgkawLIHvI6qr7lQXuP0akfoYgIgoaCj1ngRTADrT40Bzh12FaojoxxiAiChoiFZQ6bQapJsC8zI3vCgqUeBiACKioFEv2EQwI8GICF1g/ipTmpzNeUBE6gvM3xpERALBsgdQn5HD2ANEFKgYgIgoKPQ4nGhsla8CC+QAlBZvRKROI2tnACJSHwMQEQWFxtYzcAoWTwXiHkB9dFoNRiSKV4IRkboYgIgoKNQr7KCcJQgYgYR7AREFJgYgIgoKwbYHUJ+RgqvUW6zd6O6R72hNRP7DAEREQSF4A5C8PkkCjgnmMxGR/zAAEVFQEA0bxRkikBAdqUI1A8e9gIgCEwMQEQUF0R5AWUnR0Gjkq6wCCfcCIgpMDEBEFBREPSZZgvk1gUYpAIl2tSYi/2EAIqKA13amB61dPbL2QJ//AwDxxkgkCobpOARGpC4GICIKeMF2EdRzieqsP81J0ERqYgAiooDXIJj/AwT2Jog/NkJhLyBJEuzsSER+wQBERAEvWJfA9xFt1thh6xUO6xGRfzAAEVHAEwUgjQbITAz8SdAAl8ITBSIGICIKeKLLYKTGGWGI0KlQzeAprVYTLe0nIv9gACKigCcKCsEy/AUo16p0fTMi8j0GICIKaE6nhAZBUBgRBHsA9clIiIJWsF8jh8CI1MMAREQB7US7DXaHU9Ye6FeB/7FInRbpJnlgU1rdRkS+xwBERAFNaZ5MsCyB7yOaB8QeICL1MAARUUBT2gQxK0hWgPUR9Vg1tp6Bw8m9gIjUEBABaO3atcjOzobRaERhYSF27NiheOz69esxc+ZMJCYmIjExEUVFRbLjb7vtNmg0Grfb3Llzff0yiMgHFPcAGhZcPUCiidA9DgkWa7cK1RCR6gFoy5YtKC0txcqVK7Fr1y5MnDgRxcXFOHHihPD4yspKLFy4EJ988gmqqqqQlZWFq666CseOHXM7bu7cuTh+/Ljr9uc//9kfL4eIvEy0Ukqv0yI1zqhCNZ7jRVGJAovqAej555/HkiVLUFJSgnHjxmHdunWIjo7G66+/Ljz+7bffxj333IOCggKMHTsWr776KpxOJ8xms9txBoMBaWlprltiYqJiDTabDVar1e1GRIFBNAcoMzEKWtGyqgDGvYCIAkvEQA+sq6sb9MlHjhzZ7/12ux07d+7E8uXLXW1arRZFRUWoqqoa0HN0dXWhp6cHSUlJbu2VlZVISUlBYmIirrjiCjz77LMYNmyY8BxlZWV46qmnBvR8RORfDYIhsBFBNv8HUO4BUprjRES+NeAAlJ2dDY1m4P/i0mg06O3t7feY5uZmOBwOpKamurWnpqbiwIEDA3qehx9+GBkZGSgqKnK1zZ07FzfeeCNycnJQXV2NRx99FFdffTWqqqqg08l3jl2+fDlKS0tdf7darcjKyhrQ8xOR79h7nTgumCMTTJsg9hkea4AxUovuHvcl/QxAROoYcAACEHBXLl61ahU2b96MyspKGI0/zAdYsGCB68/jx4/HhAkTkJeXh8rKSlx55ZWy8xgMBhgMBr/UTEQDd6z1DES/doJtCTxw9h+FWYnROHSiw629/jR3gyZSw6AC0KRJk/DXv/71vMfdcMMN+Oabb857XHJyMnQ6HZqamtzam5qakJaW1u9j16xZg1WrVuHjjz/GhAkT+j02NzcXycnJOHz4sDAAEVFgUl4CH3wBCDgb3M4NQNwLiEgdgwpABoMBo0aNOu9xer1+QL1Fer0eU6ZMgdlsxrx58wDANaF56dKlio977rnn8O///u/48MMPMXXq1PM+T0NDA1paWpCenn7eY4kocChvghh8c4AA8d5FJ9tt6O5xwBgZHBd2JQoVAw5ATqd8K3ol27ZtG/CxpaWlWLx4MaZOnYrp06ejvLwcnZ2dKCkpAQAsWrQImZmZKCsrAwCsXr0aK1aswKZNm5CdnQ2LxQIAiI2NRWxsLDo6OvDUU0/hpptuQlpaGqqrq/HQQw8hPz8fxcXFA66LiNSndLHQYO4BEmk43YX8lDg/V0MU3gbVA+QL8+fPx8mTJ7FixQpYLBYUFBSgoqLCNTG6rq4OWu0Pq/Vffvll2O123HzzzW7nWblyJZ588knodDrs2bMHb7zxBlpbW5GRkYGrrroKzzzzDOf5EAUZ0RBYnCECCdGRKlQzdIp7AZ1iACLytwEHoNzc3AEdp9FoUF1dPagili5dqjjkVVlZ6fb32trafs8VFRWFDz/8cFDPT0SBSTQENiIpelArUgOJ0uo1pZ4uIvKdAQeg8wWPPsH6i4mIAo+oByjYrgH2Y/31ABGRfw04AK1cudKXdRARuemw9eJ0V4+sPRiXwPeJNUQgMTpS9rq4FxCR/zEAEVFAUgoFwbgJ4o+NTIrG6a42tzbuBUTkf0OaBF1TU4PGxkY4HA639lmzZg2pKCIipWGhYF0C32dEUjS+aTgnAJ3qgiRJnEJA5EceBSCLxYJ58+bhyy+/lN03kEtgEBGdT6htgthHVH+HrRetXT1IjNGrUBFRePLoavCPPPIIduzYAUmShDcioqFqUBgWGhHkAUhpCI8ToYn8y6MA9NFHH0Gr1WL9+vUAgHHjxqGsrAxJSUnYsmWLVwskovAk6gFKjjUgSh/cOyYrDeEp7XpNRL7hUQA6efIkxowZgzvuuAPA2V2YH374YaSkpGDz5s1eLZCIwpOoR2RkkM//AbgXEFGg8CgAxcTEICIiwvXnI0eOoKmpCSdPnuQmhEQ0ZJIkCYfAgnkJfJ+MhChoBXOdOQRG5F8eBaDMzEzU19cDAC644AK0tLQgIyMDp06dQkJCgjfrI6Iw1Nxhx5keh6w92CdAA0CkTot0k7wnq4FDYER+5VEAuu666zBq1Cjs3bsXy5YtAwDXBOj77rvPm/URURgKtavAn0v0OtgDRORfHi2DX7VqFVatWgUAuOiii5CTk4MdO3ZgwoQJKCoq8mqBRBR+FJfAh8AQGHC2J2sbTrm1NbaegcMpQScaHyMir/PK1eAvu+wyXHbZZd44FRFRyO4B1Ec0EbrHIcFi7UZmQmj0chEFOo8CkMPhwOuvv45PPvkETU1Nbnv/aDQamM1mrxVIROFHtCJKp9Ug3WRUoRrvU7woaksXAxCRn3gUgH73u99h3bp1ACDb+JBbuRPRUInmAGUkGBGh82jaYsDpby+gGRjm52qIwpNHAahvs8NLL70Uubm5DD1E5FWiABQqw1+Acg9QAydCE/mNRwEoOjoaw4cPx6effurteogozPU6nGhs7Za1B/tV4H9seKwBxkgtunucbu1cCUbkPx71Jz/xxBOoqanB5s2b0dHR4e2aiCiMHW/rhsMpv6ZgqKwAA85OFRD1aNUrXP+MiLzPowB0ww03IC8vD7feeitMJhN0Op3r1rdDNBGRJ5RWgI1IDK3JwaJAxx4gIv/xKAAtWrQIBw4c4NXgicjrlDdBDJ0eIADIEgS6k+02dAt2wCYi7/Oou6ayshIajQa//OUvkZ2dzV4fIvIapV6QUJoDBPQzEfp0F/JT4vxcDVH48Si5jBkzBna7HW+++aa36yGiMCfaAygqUodhMXoVqvEdxb2ATjEAEfmDR0Ngjz32GI4ePYpVq1bhu+++Q11dnduNiMhTwiXwSVEht92GUo+WKAASkfd51AP0i1/8AhqNBo899hgee+wxt/s0Gg16e3u9UhwRhR9RAAilPYD69NcDRES+5/G2qkoToDkJmog8dcbuQHOHTdYeahOgASDWEIHE6EhZu9IqOCLyLo96gDZs2ODtOoiIwmYFWJ+RSdE43dXm1sa9gIj8Y9ABqKenBxqNBhqNBr/61a9CblyeiNSjfBX40NoDqM+IpGh803BOADrVBUmS+LuVyMcGPQQWGRmJJUuWoKysjP+DEpFXKQagEO4BOleHrRetXT0qVEMUXjyaAzRx4kRYrVZv10JEYU5p+CdUA5DS5G5OhCbyPY8C0EMPPYTm5mYsWrQIO3bswNGjR7kMnoiGTPTFnxgdiVhDaG62mpUkHtpTmgtFRN4zpGXwb7/9Nt5++223+7gMnog8JRoCC7UdoH+MewERqScglsGvXbsW2dnZMBqNKCwsxI4dOxSPXb9+PWbOnInExEQkJiaiqKhIdrwkSVixYgXS09MRFRWFoqIiHDp0aNB1EZH/SJKEBsEQ2IgQDkAZCVHQCqZScgiMyPc86gH65JNPvFbAli1bUFpainXr1qGwsBDl5eUoLi7GwYMHkZKSIju+srISCxcuxCWXXAKj0YjVq1fjqquuwt69e5GZmQkAeO655/DHP/4Rb7zxBnJycvDEE0+guLgY+/btg9Fo9FrtROQ9rV096LDJe49DcRPEPpE6LdJNUTjW6h78GjgERuRzGknlnQsLCwsxbdo0vPTSSwAAp9OJrKws3HvvvXjkkUfO+3iHw4HExES89NJLWLRoESRJQkZGBu6//3488MADAIC2tjakpqZi48aNWLBggewcNpsNNtsPm69ZrVZkZWWhra0N8fHxXnqlRNSfb+pbcf3aL2Tt/37Dxbi1cJQKFfnHgleqsO3IKbe27GHRqHxwjkoVEQUvq9UKk8k0oO9vj4fAPvvsM8yZMwdxcXGIi4vDFVdcgc8++2xQ57Db7di5cyeKiop+KEirRVFREaqqqgZ0jq6uLvT09CApKQkAUFNTA4vF4nZOk8mEwsJCxXOWlZXBZDK5bllZWYN6HUQ0dEoTf0N5DhAg7uE61noGDid31SfyJY8C0Oeff46ioiJ8+umn6OzsRGdnJyorK1FUVIStW7cO+DzNzc1wOBxITU11a09NTYXFYhnQOR5++GFkZGS4Ak/f4wZzzuXLl6Otrc11q6+vH/BrICLvUJr4G8pDYIA44PU4JFis3SpUQxQ+PJoD9PTTT6OnpwejRo3CNddcAwD44IMPcPToUTz99NOoqKjwapFKVq1ahc2bN6OysnJIc3sMBgMMBoMXKyOiwRL1AGk0ZycKhzLFi6K2dCEzxF87kZo8CkA7duzAsGHD8M0337jG2Nra2pCXl4dt27YN+DzJycnQ6XRoampya29qakJaWlq/j12zZg1WrVqFjz/+GBMmTHC19z2uqakJ6enpbucsKCgYcG1E5F91LfIAlGGKgj7C45H6oNDfXkAzMMzP1RCFD49+s3R3dyMpKcltgpHJZEJSUpLbZOLz0ev1mDJlCsxms6vN6XTCbDZjxowZio977rnn8Mwzz6CiogJTp051uy8nJwdpaWlu57Rardi+fXu/5yQidR091SlrC/X5P4ByD1ADl8IT+ZRHPUB5eXk4cOAA7r//fixcuBAAsGnTJhw+fBjjxo0b1LlKS0uxePFiTJ06FdOnT0d5eTk6OztRUlICAFi0aBEyMzNRVlYGAFi9ejVWrFiBTZs2ITs72zWvJzY2FrGxsdBoNFi2bBmeffZZjB492rUMPiMjA/PmzfPk5RKRj/U4nGhslc95GTUs9APQ8FgDjJFadPc43dq5FxCRb3kUgG6//XY8+OCDKC8vR3l5uatdo9Hg9ttvH9S55s+fj5MnT2LFihWwWCwoKChARUWFaxJzXV0dtNofOqpefvll2O123HzzzW7nWblyJZ588kkAZy/V0dnZiTvvvBOtra247LLLUFFRwT2AiALUsdPiVU8jwyAAaTQaZCVG49CJDrd2peuiEZF3eLQPkNPpxJ133okNGza4dn7uCz+vvPJK0F8lfjD7CBDR0P3r+5NY/Lp8B/i1v5yMayekCx4RWm7f+CX+eeCEW9vwOAO+fKxI4RFEJDKY72+PeoC0Wi1effVVPProo9i5cycAYMqUKcjNzfXkdEQU5upa5PN/gPAYAgOArET5ROiT7TZ09zhgjNSpUBFR6BvSJZZzc3MZeohoyI4KVoAB4TEEBvQzEfp0F/JT4vxcDVF48CgAdXZ2YtWqVTCbzWhqanK7AKpGo0F1dbXXCiSi0HdUMOE3MToS8cZIFarxP8W9gE4xABH5ikcB6K677sKmTZsAQHb192Cf/0NE/ifaA2jksBgVKlGH0nJ/pd2xiWjoPApA77//PgBg8uTJGDt2LCIihjSSRkRhTJIk4ZLvUWGwB1Cf/nqAiMg3PEouRqMRSUlJ+PLLL71dDxGFmZPtNpzpccjaw2UCNADEGiKQFKPHqU67W7vS3CgiGjqPdoK+88470dzcPOALlhIRKRHN/wHCYxfoHxMFvqMKq+OIaOg86gGqqanBmTNnMHbsWFxxxRVISEhw3afRaPDaa695qz4iCnFKvRyjwmgOEABkD4vB13Wtbm1HT3XB6ZSg1XJuJZG3eRSA3nzzTWg0GlitVrz33nuudkmSGICIaFDCfQ+gPqLXa+91wmLtRgavCk/kdR4FoFmzZnG1FxF5hWgIzBipRUqcQYVq1JOt0ONV29LJAETkAx4FoMrKSi+XQUThSjQENjIpOuz+kaXU43W0pQuX5Pm5GKIwMOBJ0Hv27BnwBofV1dXYs2ePx0URUfgQLfUemRRe838A5R4grgQj8o0BB6CCggIsWrRoQMf+6le/wuTJkz0uiojCQ3t3j2zpNxB+838AICE6EvFGeac8V4IR+caghsDa2trw6aefnvc4q9Uq2yGaiOhcyivAwi8AaTQajBoWg2+Ptbm117IHiMgnBhWA9u/fjzlz5viqFiIKM0o7HYfbHkB9Rg2LlgWgoy2drhW2ROQ9g9oIUZKkAd+IiM6HewC5E80D6rI7cLLDpkI1RKFtwD1ATqfTl3UQURiqOyWf36LVAJlhuuy7v5VgKXFGP1dDFNoG3AOUm5uLm2++GQBwxRVX4N577/VZUUQUHkQ9QBkJUdBHeHSVnqCXnaywF1AzJ0ITeduAe4Bqa2uRnJwM4Ow+QN3d3T4riojCgygAheME6D799QARkXcNOAAlJiZi9+7duPXWWwGc3evn9ttvlx3HS2EQ0UDYe5043nZG1h6OewD1GR5rQLRehy67w629lkvhibxuwAHo8ssvx7vvvovNmzdDo9GgubkZb7zxhtsxvBYYEQ1U/ekuOAXrJcK5B6hvKfz+41a3dvYAEXnfgAPQK6+8gpEjR2Lv3r0wm82Ij4/HpEmTfFkbEYUwpXkt2WEcgICzr//cAFTLpfBEXjfgAJScnIzy8nIAgFarxbhx4/DJJ5/4qi4iCnE1CgEoJznWz5UEFtEWAO3dvTjd1YOkGL0KFRGFJo8uhsol8UQ0VEcEAUijCe8hMEC5B6y2pZMBiMiLBhyARBOeRTgHiIgGouakPABlmKJgjNSpUE3gUNoE8mhLJyaPTPRzNUSha8ABaOPGjecdf+YkaCIaKNHKptzh4bsCrA+XwhP5x4AD0MiRI90CkMVigc1mQ1JSEgDg1KlTiIyMRGZmpverJKKQ0mXvxfE2+V5ioktBhJu0eCP0EVrYe92nGjAAEXnXgLdbra2tRU1NDWpqavDCCy9Ap9Ph448/RnNzM5qbm2E2m6HT6fAf//EfvqyXiEJAbbP4yzxHYSfkcKLVajBKcDFY7gVE5F0e7Tf/8MMPIzs7G1dccYWrbc6cOcjNzcUTTzzhteKIKDQprgDjEBgA8Twg9gAReZdHq8Dq6urQ29uL9evX48YbbwQA/O1vf8OBAwcQGRnp1QKJKPQo9WbksgcIgHgl2KlOO9rO9MAUxd+xRN7gUQ/QzJkz4XA4cNdddyElJQUpKSn4zW9+A6fTiZkzZ3q7RiIKMUcEK8AidZqwvQr8uUYpBEGlnjMiGjyPAtCrr76KyZMnQ5Ikt9ukSZPw6quvDupca9euRXZ2NoxGIwoLC7Fjxw7FY/fu3YubbroJ2dnZ0Gg0ro0Zf+zJJ5+ERqNxu40dO3awL5GIfKimuUPWlpUUjQhdeF4F/lx5CgHoyEn5+0ZEnvFoCGzkyJH46quv8Pe//x27d++GRqNBQUEBfvaznw3qPFu2bEFpaSnWrVuHwsJClJeXo7i4GAcPHkRKSors+K6uLuTm5uKWW27Bv/3bvyme96KLLsLHH3/s+ntEhEcvk4h8RNSTweGvH+QOF++GLeo5IyLPeJQMenp6sHz5cqxduxZ2ux0AoNfrcc8996CsrAx6/cB2K33++eexZMkSlJSUAADWrVuH999/H6+//joeeeQR2fHTpk3DtGnTAEB4f5+IiAikpaUN9mURkR+0dtlxuqtH1s4VYD9IjTcgRq9D5zlXhT8i6DkjIs941N+8bNkyvPDCC7DZbK7hL5vNhvLy8n57Zn7Mbrdj586dKCoq+qEYrRZFRUWoqqrypCyXQ4cOISMjA7m5ubj11ltRV1fX7/E2mw1Wq9XtRkS+wWuAnZ9GoxGuiKs+wR4gIm/xKAC9/fbbAICFCxfivffew3vvvYdf/vKXkCTJdd/5NDc3w+FwIDU11a09NTUVFovFk7IAAIWFhdi4cSMqKirw8ssvo6amBjNnzkR7e7viY8rKymAymVy3rKwsj5+fiPqnHIDYA/RjuYJAWNPSCYdTUqEaotDj0RCYTqdDTk6OW9j52c9+hm3btqG1tdVbtXnk6quvdv15woQJKCwsxKhRo/CXv/wFd9xxh/Axy5cvR2lpqevvVquVIYjIRxiABiZPMA/I3utEY+sZZAk2SiSiwfGoB2jhwoWwWq3o6vphY67Ozk5YrVYsXrx4QOdITk6GTqdDU1OTW3tTU5NX5+8kJCTgggsuwOHDhxWPMRgMiI+Pd7sRkW+IrgIfFalDarxBhWoCl9J10aq5EozIKzzqAYqLi0N7ezsmT56M6667DgDw/vvvo7u7G9HR0Xj66addx65YsUJ4Dr1ejylTpsBsNmPevHkAAKfTCbPZjKVLl3pSllBHRweqq6vx61//2mvnJCLPia4Cn5Mcc96LLYcb5QDUidlj/FwMUQjyKACtXr0aGo0G33//PV544QUAP1wJ/txrgSkFIAAoLS3F4sWLMXXqVEyfPh3l5eXo7Ox0rQpbtGgRMjMzUVZWBuDsxOl9+/a5/nzs2DHs3r0bsbGxyM/PBwA88MAD+NnPfoZRo0ahsbERK1euhE6nw8KFCz15qUTkRZIkCXeB5iUw5JSGBLkXEJF3eLwPkDf+tTZ//nycPHkSK1asgMViQUFBASoqKlwTo+vq6qDV/jBK19jYiEmTJrn+vmbNGqxZswaXX345KisrAQANDQ1YuHAhWlpaMHz4cFx22WXYtm0bhg8fPuR6iWhoTrTb0HXO0m6AewCJROsjkGEyorGt262dewEReYdHAai2ttZrBSxdulRxyKsv1PTJzs6GJPW/AmLz5s3eKo2IvEzpyztbcPFPAvJSYuUBiHsBEXkF950nIr/hVeAHR9Qz1mS1ocPWq0I1RKGFAYiI/EZ0DTCAQ2BKlC+JwV4goqFiACIivxH1ACVGRyIhemCXzwk3SivBOA+IaOgYgIjIbw6dkPdccANEZewBIvIdBiAi8ovuHgfqTnXJ2i9IjVOhmuCQHm9EVKRO1l6tMJeKiAaOAYiI/KL6ZAdEizjzU3gRVCVarUbYQ8YhMKKhYwAiIr84LBj+AoDR7AHql2geUE1zB5y8KCrRkDAAEZFfHGpSCEDsAeqXaB5Qd48TjW1nVKiGKHQwABGRXxw60S5ri9HrkG4yqlBN8MjjSjAin2AAIiK/EK0Ay0+N40VQzyOPK8GIfIIBiIh8ztbrwNEW+QowDn+dn9I2AdXsASIaEgYgIvK52uYuOASTdrkC7PxiDBFIi5cPE4qGFIlo4BiAiMjnlL6s2QM0MKNT5e+T0qRyIhoYBiAi8jnlFWBcAj8QYwRbBbR02tHcYVOhGqLQwABERD53WDBh1xipRWZilArVBJ8L0sRB8XsLh8GIPMUAREQ+d1jQA5Q3PBY6LVeADYSoBwgADjYxABF5igGIiHyq1+HEkWZ5AOL8n4ETzQECgO8ZgIg8xgBERD519FQXehzyFWC8BMbAResjMDIpWtZ+kENgRB5jACIin1KaAM0l8INzgSAwft/UAUl0hVkiOi8GICLyqcNcAu8VY9Lk71eHrReNbd0qVEMU/BiAiMinRJfA0Ou0wiEdUibqAQK4EozIUwxARORToiGw3OExiNDx189gjFFYCs+VYESe4W8gIvIZh1NCtWAPIM7/Gbzc5FhECLYNYA8QkWcYgIjIZxpOd8HW65S1MwANnj5CK7ww6ve8JhiRRxiAiMhnDij0TvASGJ4R7Qh9qKlDeKFZIuofAxAR+cyB4+IApDSfhfon2hHa1utE3akuFaohCm4MQETkMwcsVlmbIUKL7GFcAeaJCxR2hOaGiESDxwBERD4jGgIbkxbHFWAeUlwKz5VgRIPG30JE5BNd9l7UtnTK2sdy+Mtjo4bFQB8h/7XNpfBEg8cAREQ+cfYyDfL2sWnx/i8mROi0GuEO2lwKTzR4DEBE5BMHjsvn/wDA2HT2AA2FaCJ0TXMnbL0OFaohCl6qB6C1a9ciOzsbRqMRhYWF2LFjh+Kxe/fuxU033YTs7GxoNBqUl5cP+ZxE5BtKS+DZAzQ0oqXwvU4J1Sfkw41EpEzVALRlyxaUlpZi5cqV2LVrFyZOnIji4mKcOHFCeHxXVxdyc3OxatUqpKWleeWcROQb+wQ9QKnxBiTF6FWoJnQobSGwX6HHjYjEVA1Azz//PJYsWYKSkhKMGzcO69atQ3R0NF5//XXh8dOmTcPvf/97LFiwAAaDwSvnJCLvkyRJOATG3p+huyhd/B7ubWQAIhoM1QKQ3W7Hzp07UVRU9EMxWi2KiopQVVXl13PabDZYrVa3GxF5ruH0GVi7e2XtnP8zdCnxRiTHyv8BuLexTYVqiIKXagGoubkZDocDqampbu2pqamwWCx+PWdZWRlMJpPrlpWV5dHzE9FZSr0RF2WY/FxJaBqXIe8F2nfcCkm07I6IhFSfBB0Ili9fjra2Ntetvr5e7ZKIgppSb8TFgi9uGryLBO9je3cvGk6fUaEaouAUodYTJycnQ6fToampya29qalJcYKzr85pMBgU5xQR0eCJeoBi9DpkD5NfzZwGb5ziPKA2ZCXxMiNEA6FaD5Ber8eUKVNgNptdbU6nE2azGTNmzAiYcxLR4H13TN4DNC4jHlqtRoVqQo+oBwgA9nEiNNGAqdYDBAClpaVYvHgxpk6diunTp6O8vBydnZ0oKSkBACxatAiZmZkoKysDcHaS8759+1x/PnbsGHbv3o3Y2Fjk5+cP6JxE5Fsn2rtxot0ma+f8H+/JHhaDaL0OXXb3zQ+5Eoxo4FQNQPPnz8fJkyexYsUKWCwWFBQUoKKiwjWJua6uDlrtD51UjY2NmDRpkuvva9aswZo1a3D55ZejsrJyQOckIt9S+hIWTdwlz2i1GlyYHo+dR0+7tTMAEQ2cRuKyARmr1QqTyYS2tjbEx/OXNtFgrP3kMH7/4UFZ+we/m8kQ5EVPvPsd3tx2VNa+47ErkRJnVKEiIvUN5vubq8CIyKtE83/0Oi1Gp8ov4kmeGz9CPKT4bQP3AyIaCAYgIvKqPYIv4AvSYhGp468bb5o4IkHYLnr/iUiOv5GIyGuaO2w41irfi2aCwpc1eS5veAyiInWy9j0Nrf4vhigIMQARkdcofflOVBiuIc9F6LTC5fDfHmvjjtBEA8AARERes7tePPwyMSvBv4WECVHPWnOHHY1t3f4vhijIMAARkdeIeoCiInXIH84J0L4wQXEidKt/CyEKQgxAROQVkiThm/pWWfv4TBMiOAHaJ5QCECdCE50ffysRkVc0nD6D0109snalL2kauuxhMYgzyPez3S0IokTkjgGIiLziG4Vhlwmc/+MzWq0GE7LkAfOb+lY4nJwITdQfBiAi8ordda3C9gIugfepSVmJsrZOuwPfN7WrUA1R8GAAIiKv2Fl3WtaWGB2JrKQoFaoJH5NHJQjbdwl+HkT0AwYgIhqy7h6H8BIYU0YlQqPRqFBR+BD1AAHArqOt/i2EKMgwABHRkH17rA09DvmckymjklSoJrwkxuiRmxwja/+aPUBE/WIAIqIh23lU/GU7ZZS4d4K8a9JI+ft8pLkTpzvtKlRDFBwYgIhoyEQBKEKr4RJ4P1GaB/R1PXuBiJQwABHRkEiShF2CAHRRpglGwcU6yfsmC3qAAOCrWgYgIiUMQEQ0JEdbutAiGGqZovClTN53QWqccEPEHTWnVKiGKDgwABHRkCh9yXL+j//otBpMyZa/3980tKK7x6FCRUSBjwGIiIZkW02LsH2q4AuZfKcwZ5isrcch4WuFDSqJwh0DEBENyfYj8h6g3OQYpMYbVagmfE3PEW85wGEwIjEGICLyWP2pLhxrPSNrL8zl/j/+Nj7TBGOk/Ff6jlpxDx1RuGMAIiKPbTsi/nL9Sa58OIZ8Sx+hFa4G23n0NOy9ThUqIgpsDEBE5LHtCsMrovko5HuiYbDuHif2NLT6vxiiAMcAREQeE/UAZQ+LRpqJ83/UoDQP6IvDHAYjOhcDEBF55GhLJxpOC+b/sPdHNZNHJsIQIf+1/sXhZhWqIQpsDEBE5JHPDom/VGfkMQCpxRipE/YC7ao7jQ5brwoVEQUuBiAi8sjnCgHo0vxkP1dCP3aZ4P3vdUrYobBfE1G4YgAiokHrdTjxRbU8AI1Lj8fwOIMKFVEfpQCq1GNHFK4YgIho0L5paEN7t3xIZeYF7P1R27j0eCRGR8ralXrsiMIVAxARDdpnh04K22eNHu7nSuhcWq0Glwh6gQ6d6BBuWkkUrhiAiGjQPv1eHoCMkVpeADVAzBot7on75MAJP1dCFLgCIgCtXbsW2dnZMBqNKCwsxI4dO/o9/p133sHYsWNhNBoxfvx4fPDBB27333bbbdBoNG63uXPn+vIlEIWN5g4bvq5vlbVPzxkGY6TO/wWRzOwxKcJ2BiCiH6gegLZs2YLS0lKsXLkSu3btwsSJE1FcXIwTJ8T/o27duhULFy7EHXfcga+//hrz5s3DvHnz8N1337kdN3fuXBw/ftx1+/Of/+yPl0MU8v554AQkSd4+ZwyHvwJFarwRF2fGy9q/qG5Gd49DhYqIAo/qAej555/HkiVLUFJSgnHjxmHdunWIjo7G66+/Ljz+P//zPzF37lw8+OCDuPDCC/HMM89g8uTJeOmll9yOMxgMSEtLc90SE9k1T+QN5v1NwvaiC1P9XAn15wpBL1B3jxNV1VwOTwSoHIDsdjt27tyJoqIiV5tWq0VRURGqqqqEj6mqqnI7HgCKi4tlx1dWViIlJQVjxozB3XffjZYW5f/pbTYbrFar242I5Lp7HMLl1GNS45CVFK1CRaTkCoVAaj4gDrBE4UbVANTc3AyHw4HUVPf/UVNTU2GxWISPsVgs5z1+7ty5+NOf/gSz2YzVq1fjX//6F66++mo4HOKu37KyMphMJtctKytriK+MKDRtO9KCLrv8/6MrLxTPOSH1TMg0ITlWL2v/aF8TnE7BGCZRmFF9CMwXFixYgJ///OcYP3485s2bh3/84x/48ssvUVlZKTx++fLlaGtrc93q6+v9WzBRkPj/9ol7D67k8FfA0Wo1mCMYBmuy2vB1/WkVKiIKLKoGoOTkZOh0OjQ1uf9SbWpqQlpamvAxaWlpgzoeAHJzc5GcnIzDhw8L7zcYDIiPj3e7EZG7XocTFd/Je2aHxehRkJXg/4LovK4eL/69+MG34h52onCiagDS6/WYMmUKzGazq83pdMJsNmPGjBnCx8yYMcPteAD46KOPFI8HgIaGBrS0tCA9Pd07hROFoW1HTuFUp13WXnxxGnRajQoV0flcmp+MOEOErL3iOwsk0VI+ojCi+hBYaWkp1q9fjzfeeAP79+/H3Xffjc7OTpSUlAAAFi1ahOXLl7uOv++++1BRUYE//OEPOHDgAJ588kl89dVXWLp0KQCgo6MDDz74ILZt24ba2lqYzWZcf/31yM/PR3FxsSqvkSgUvP9to7D9uvH8h0WgMkTohPOzjrWewZ6GNhUqIgoc8n8a+Nn8+fNx8uRJrFixAhaLBQUFBaioqHBNdK6rq4NW+0NOu+SSS7Bp0yY8/vjjePTRRzF69Gi8++67uPjiiwEAOp0Oe/bswRtvvIHW1lZkZGTgqquuwjPPPAODgRdpJPJEj8OJ/6cw/DU9J0mFimigrh6fjnd3y8Pr//2mERM5dElhTCOxH1TGarXCZDKhra2N84GIAHxy8ARKNnwpa7+1cCT+/YbxKlREA9Xd48DkZz6Srd4bHmdA1SNXIEKn+kAAkdcM5vubn3wiOq//s7NB2H7tBA5/BTpjpA7FF8knQ59st+Hzw7xCPIUvBiAi6ldbV49w+XtqvAGFOcNUqIgG68bJmcL2v319zM+VEAUOBiAi6tff9zTC3uuUtd84eQRXfwWJS/KSkRovnwP54V4L2rt7VKiISH0MQETUr/9WGP66afIIP1dCntJpNZhXIO8F6u5x4j3BBGmicMAARESK9ja24Zv6Vln7pJEJyE+J9X9B5LEbFQLrW9uOck8gCksMQESk6E9bjwrbb5nC6+UFmzFpccIduw9Y2rGrjpfGoPDDAEREQq1ddry7Wz5JNkavw88mcvVXMPrVT0YJ29/aVufnSojUxwBEREJ/+aoeNsHk55umjECcMVKFimiorpuQDlOU/Gf3/p7jOGHtVqEiIvUwABGRjL3XiY1f1ArvWzRD3ItAgc8YqcMtU+RzgewOJ15X+HkThSoGICKSeXf3MTS2yXsELs0fhvyUOBUqIm/51U9GQSPYveDtbUdh5ZJ4CiMMQETkxuGU8HJltfC+kkty/FwNeVt2cgyuvli+M3S7rRdvcy4QhREGICJy88G3x1HT3ClrH5sWhyvGyq8sTsHnrsvzhO3rPzuCDluvn6shUgcDEBG59Dic+MP/d1B4392z86Dlzs8hYcKIBFySJ7+MyalOO1797IgKFRH5HwMQEbn8eUcdalu6ZO3Zw6Jx3YQMFSoiX1l6Rb6w/dXPanCq0+7naoj8jwGIiAAA7d09+KP5kPC+e68Yzet+hZhL8pJxWX6yrL3D1ovnPxL3AhKFEgYgIgIAPP/R92jukP/Lf2xaHOZNEl9NnILbA8VjhO1vb6/Dtw1tfq6GyL8YgIgI3x1rwxtba4X3PXL1WPb+hKiCrATMvUi+IkySgCfe+w5OJ68RRqGLAYgozNl7nXjkr3sg+q67LD8Zl18w3P9Fkd88du2FMETIvwp217fitc9rVKiIyD8YgIjC3Asff4/vjlll7XqdFk9ffxE0ol3zKGRkJUXjntniCdG///AgDlra/VwRkX8wABGFsa3VzVj3L/Gmh/fMyUPu8Fg/V0Rq+M3luRg1LFrWbnc48bs/f40uO/cGotDDAEQUpupPdWHppq8hCYa+8lNicfds8WZ5FHqMkTo8d9ME4SUyDja14+H/8y0k0QeFKIgxABGFoQ5bL5b86Svhfi96nRb/uaAAhgidCpWRWgpzh2HJzFzhff/3m0a89M/Dfq6IyLcYgIjCzBm7A7dv/BIHFOZ2PDR3DC7KMPm5KgoEpT+9ABemxwvv+8NH3+Pt7Uf9XBGR7zAAEYWRTlsv7nzzK+yoOSW8/6fjUnH7pbzgabgyRurwX7+aAlNUpPD+x9/9jiGIQgYDEFGYaO6wYeH6bfjsULPw/jGpcXhhfgGv9xXmRg6LxosLJ0H0MZAk4LG/fYf//PgQ5wRR0GMAIgoDX9WewnV//Bx7FHb3TYkz4NXFUxFriPBzZRSIZl0wHP9+w3jF+1/4+Hvc9dZOtHf3+LEqIu9iACIKYd09Dqz58CAWvLINFmu38JikGD3e/l+FyEqSL4Om8LVw+kg8NFd8qQwA+HBvE+aWf4bPFXoUiQId/7lHFIIkSULFdxasrjggvLp7n+RYPd64fTpGp8b5sToKFvfMzocGGqyuOCC8/1jrGfzqte24ZnwaHp47FqOGxfi5QiLPMQARhZAuey/+37cWrP/siOIqrz7Zw6Lxxu3T+aVF/bp7dh5MUZF4/N1vhZdLAYAPvrXgw71NuG5COn71k1GYOiqRO4hTwNNInMkmY7VaYTKZ0NbWhvh48ZJQokBxxu7A1upmvLe7ER/ta8KZHsd5HzNzdDLK5xdgWKzBDxVSKNh6uBlL//y1cO+oc41Misa8SZm4+uI0jEmN48R68pvBfH8zAAkwAFGg6nE4cbSlE4dPdODr+lZ8WXMK3x5rQ49jYP8bR2g1uPeK0Vh6RT6v8E6Ddqz1DO7/y25sOyLeRkEkIToShTlJmJadhDFpcRiTGofhcQb2EJFPBF0AWrt2LX7/+9/DYrFg4sSJePHFFzF9+nTF49955x088cQTqK2txejRo7F69Wpcc801rvslScLKlSuxfv16tLa24tJLL8XLL7+M0aNHD6geBiDyJYdTgr3XCXuvEzaHw/XnLrsD1jM9sHb3wtrdg/buXrR02GCxdqPJ2o3jrd2oO9WFXqVxiPMYn2nC6psmYFwGP9PkOadTwlvbj+L3Hx5Ee7dn1wgzRUUiKykKafFRSDcZMTzOAFNUJExRkYiPioApKhKxhkgYI7XQR2ih12lhiNRBr9MiUqdheCJFQRWAtmzZgkWLFmHdunUoLCxEeXk53nnnHRw8eBApKSmy47du3YpZs2ahrKwM1113HTZt2oTVq1dj165duPjiiwEAq1evRllZGd544w3k5OTgiSeewLfffot9+/bBaDSetyZvB6D9x624+62dbm2iN/3cn4QkOEr00xrIT/DcH/NAnl9Ug/iYgZxrgK9FdozgcQN4vgE9bsCvxXvvXa9TgsPDAOOpDJMR9181BvMmZbLXh7ympcOG8o8PYfOXdQPugfQGjQaI1Gmh02ig1QBajQYaDaBx+/sPf9b+z32eZiaPH4fBP9Dz5wpuf/jFREwZleSVcwVVACosLMS0adPw0ksvAQCcTieysrJw77334pFHHpEdP3/+fHR2duIf//iHq+0nP/kJCgoKsG7dOkiShIyMDNx///144IEHAABtbW1ITU3Fxo0bsWDBgvPW5O0A9E19K65f+8WQz0M0GGNS4/C/Zubg+oJM6CO44wX5xvG2M3j1sxr8n10NaO3ivkA0eG//r0Jcmp/slXMN5vtb1d+KdrsdO3fuRFFRkatNq9WiqKgIVVVVwsdUVVW5HQ8AxcXFruNrampgsVjcjjGZTCgsLFQ8p81mg9VqdbsRBaMMkxG/uTwX7//uMlQsm4lbpmYx/JBPpZui8MR147D90Sux7ldTUHxRKiJ1wd4nQeFA1WXwzc3NcDgcSE1NdWtPTU3FgQPifScsFovweIvF4rq/r03pmHOVlZXhqaee8ug1EKkp3hiBadlJmJaThMKcJEwckcAVN6QKQ4QOcy9Ow9yL02Dt7sGXNaew7UgLqo60YG+jdUBD9UT+xH2AACxfvhylpaWuv1utVmRlZalYEdEPDBFapJmMSI03YkRiFPJTYpE/PBb5KbHIHhbDwEMBJ94YiSsvTMWVF579h2iXvReHT3Tg+6YOHGpqR21LJyxt3Tje1o2THTaGI1KFqgEoOTkZOp0OTU1Nbu1NTU1IS0sTPiYtLa3f4/v+29TUhPT0dLdjCgoKhOc0GAwwGHy3H0p8VCSuHCuf0C2e8KY57zGih517nGgCnuwY4bnP/4Ti5xc833mef6DnGsDb9D9N6r53orOfe1yEVgO97n9WtkT8aIVLhBbGSB3ioyIRb4xEnPHsSph449lVMVz1QsEsWh+BCSMSMGFEguy+HocT1jM9aPufFZBt//PnTlvv2ZWSvT+slLT9z83ucEKSzi5QcEoSnBLglCRICv/1dOGBp7nMs0DnYY0hEB4To/WqPK+qAUiv12PKlCkwm82YN28egLOToM1mM5YuXSp8zIwZM2A2m7Fs2TJX20cffYQZM2YAAHJycpCWlgaz2ewKPFarFdu3b8fdd9/ty5ejKCc5Bq/dNk2V5yYiCmSROi2GxRq4KSf5nepDYKWlpVi8eDGmTp2K6dOno7y8HJ2dnSgpKQEALFq0CJmZmSgrKwMA3Hfffbj88svxhz/8Addeey02b96Mr776Cq+88gqAs70Hy5Ytw7PPPovRo0e7lsFnZGS4QhYRERGFN9UD0Pz583Hy5EmsWLECFosFBQUFqKiocE1irqurg1b7wyqWSy65BJs2bcLjjz+ORx99FKNHj8a7777r2gMIAB566CF0dnbizjvvRGtrKy677DJUVFQMaA8gIiIiCn2q7wMUiLgTNBERUfAJmn2AiIiIiNTAAERERERhhwGIiIiIwg4DEBEREYUdBiAiIiIKOwxAREREFHYYgIiIiCjsMAARERFR2GEAIiIiorCj+qUwAlHf5thWq1XlSoiIiGig+r63B3KRCwYggfb2dgBAVlaWypUQERHRYLW3t8NkMvV7DK8FJuB0OtHY2Ii4uDhoNBq1y/Epq9WKrKws1NfXh+11z/genMX3ge9BH74PfA/6BNv7IEkS2tvbkZGR4XYhdRH2AAlotVqMGDFC7TL8Kj4+Pig+3L7E9+Asvg98D/rwfeB70CeY3ofz9fz04SRoIiIiCjsMQERERBR2GIDCnMFgwMqVK2EwGNQuRTV8D87i+8D3oA/fB74HfUL5feAkaCIiIgo77AEiIiKisMMARERERGGHAYiIiIjCDgMQERERhR0GoDBSWVkJjUYjvH355ZeKj5s9e7bs+LvuusuPlXtfdna27DWtWrWq38d0d3fjt7/9LYYNG4bY2FjcdNNNaGpq8lPF3lVbW4s77rgDOTk5iIqKQl5eHlauXAm73d7v40Lhs7B27VpkZ2fDaDSisLAQO3bs6Pf4d955B2PHjoXRaMT48ePxwQcf+KlS3ygrK8O0adMQFxeHlJQUzJs3DwcPHuz3MRs3bpT93I1Go58q9o0nn3xS9prGjh3b72NC7bMg+j2o0Wjw29/+Vnh8qH0OuBN0GLnkkktw/Phxt7YnnngCZrMZU6dO7fexS5YswdNPP+36e3R0tE9q9Kenn34aS5Yscf09Li6u3+P/7d/+De+//z7eeecdmEwmLF26FDfeeCO++OILX5fqdQcOHIDT6cR//dd/IT8/H9999x2WLFmCzs5OrFmzpt/HBvNnYcuWLSgtLcW6detQWFiI8vJyFBcX4+DBg0hJSZEdv3XrVixcuBBlZWW47rrrsGnTJsybNw+7du3CxRdfrMIrGLp//etf+O1vf4tp06aht7cXjz76KK666irs27cPMTExio+Lj493C0qhcJmgiy66CB9//LHr7xERyl+JofhZ+PLLL+FwOFx//+677/DTn/4Ut9xyi+JjQupzIFHYstvt0vDhw6Wnn3663+Muv/xy6b777vNPUX4yatQo6YUXXhjw8a2trVJkZKT0zjvvuNr2798vAZCqqqp8UKH/Pffcc1JOTk6/xwT7Z2H69OnSb3/7W9ffHQ6HlJGRIZWVlQmP/8UvfiFde+21bm2FhYXSb37zG5/W6U8nTpyQAEj/+te/FI/ZsGGDZDKZ/FeUH6xcuVKaOHHigI8Ph8/CfffdJ+Xl5UlOp1N4f6h9DjgEFsb+/ve/o6WlBSUlJec99u2330ZycjIuvvhiLF++HF1dXX6o0LdWrVqFYcOGYdKkSfj973+P3t5exWN37tyJnp4eFBUVudrGjh2LkSNHoqqqyh/l+lxbWxuSkpLOe1ywfhbsdjt27tzp9jPUarUoKipS/BlWVVW5HQ8AxcXFIfMzB87+3AGc92ff0dGBUaNGISsrC9dffz327t3rj/J86tChQ8jIyEBubi5uvfVW1NXVKR4b6p8Fu92Ot956C7fffnu/vTqh9DngEFgYe+2111BcXHzeC7/+8pe/xKhRo5CRkYE9e/bg4YcfxsGDB/HXv/7VT5V63+9+9ztMnjwZSUlJ2Lp1K5YvX47jx4/j+eefFx5vsVig1+uRkJDg1p6amgqLxeKHin3r8OHDePHFF887/BXMn4Xm5mY4HA6kpqa6taempuLAgQPCx1gsFuHxofAzBwCn04lly5bh0ksv7XcYZ8yYMXj99dcxYcIEtLW1Yc2aNbjkkkuwd+/eoL1wdGFhITZu3IgxY8bg+PHjeOqppzBz5kx89913wuHwUP8svPvuu2htbcVtt92meEzIfQ7U7oKioXv44YclAP3e9u/f7/aY+vp6SavVSv/93/896Oczm80SAOnw4cPeegle4cn70Oe1116TIiIipO7ubuH9b7/9tqTX62Xt06ZNkx566CGvvo6h8OQ9aGhokPLy8qQ77rhj0M8XqJ8FkWPHjkkApK1bt7q1P/jgg9L06dOFj4mMjJQ2bdrk1rZ27VopJSXFZ3X601133SWNGjVKqq+vH9Tj7Ha7lJeXJz3++OM+qsz/Tp8+LcXHx0uvvvqq8P5Q/yxcddVV0nXXXTeoxwT754A9QCHg/vvv7ze1A0Bubq7b3zds2IBhw4bh5z//+aCfr7CwEMDZXoO8vLxBP95XPHkf+hQWFqK3txe1tbUYM2aM7P60tDTY7Xa0tra69QI1NTUhLS1tKGV71WDfg8bGRsyZMweXXHIJXnnllUE/X6B+FkSSk5Oh0+lkK/f6+xmmpaUN6vhgsnTpUvzjH//Ap59+Ouh/vUdGRmLSpEk4fPiwj6rzv4SEBFxwwQWKrymUPwtHjx7Fxx9/POie3GD/HDAAhYDhw4dj+PDhAz5ekiRs2LABixYtQmRk5KCfb/fu3QCA9PT0QT/Wlwb7PvzY7t27odVqhSuBAGDKlCmIjIyE2WzGTTfdBAA4ePAg6urqMGPGDI9r9rbBvAfHjh3DnDlzMGXKFGzYsAFa7eCnBAbqZ0FEr9djypQpMJvNmDdvHoCzQ0BmsxlLly4VPmbGjBkwm81YtmyZq+2jjz4KqJ/5YEmShHvvvRd/+9vfUFlZiZycnEGfw+Fw4Ntvv8U111zjgwrV0dHRgerqavz6178W3h+Kn4U+GzZsQEpKCq699tpBPS7oPwdqd0GR/3388ceKw0ENDQ3SmDFjpO3bt0uSJEmHDx+Wnn76aemrr76SampqpPfee0/Kzc2VZs2a5e+yvWbr1q3SCy+8IO3evVuqrq6W3nrrLWn48OHSokWLXMec+z5I0tnhgpEjR0r//Oc/pa+++kqaMWOGNGPGDDVewpA1NDRI+fn50pVXXik1NDRIx48fd91+fEyofRY2b94sGQwGaePGjdK+ffukO++8U0pISJAsFoskSZL061//WnrkkUdcx3/xxRdSRESEtGbNGmn//v3SypUrpcjISOnbb79V6yUM2d133y2ZTCapsrLS7efe1dXlOubc9+Gpp56SPvzwQ6m6ulrauXOntGDBAsloNEp79+5V4yV4xf333y9VVlZKNTU10hdffCEVFRVJycnJ0okTJyRJCo/PgiSdXQk5cuRI6eGHH5bdF+qfAwagMLRw4ULpkksuEd5XU1MjAZA++eQTSZIkqa6uTpo1a5aUlJQkGQwGKT8/X3rwwQeltrY2P1bsXTt37pQKCwslk8kkGY1G6cILL5T+4z/+w23+z7nvgyRJ0pkzZ6R77rlHSkxMlKKjo6UbbrjBLTAEkw0bNijOEeoTqp+FF198URo5cqSk1+ul6dOnS9u2bXPdd/nll0uLFy92O/4vf/mLdMEFF0h6vV666KKLpPfff9/PFXuX0s99w4YNrmPOfR+WLVvmes9SU1Ola665Rtq1a5f/i/ei+fPnS+np6ZJer5cyMzOl+fPnu81lC4fPgiRJ0ocffigBkA4ePCi7L9Q/BxpJkiS/dzsRERERqYj7ABEREVHYYQAiIiKisMMARERERGGHAYiIiIjCDgMQERERhR0GICIiIgo7DEBEREQUdhiAiIiIKOwwABEREVHYYQAiopA2e/ZsaDQa4dXqq6urodFooNFo8Oyzz6pQHRGphQGIiELabbfdBgA4cuQIvvjiC7f73nrrLQCAVqvFokWL/F0aEamIAYiIQtrNN9+MmJgYAMCbb77pdl9fAJozZw5Gjhzp99qISD0MQEQU0mJjY3HzzTcDAP7yl7/AZrMBAKqqqnD48GEAP/QSEVH4YAAiopDXF3BOnz6Nf/zjHwB+6P2Jj4/HjTfeqFZpRKQSBiAiCnmXX345cnJyAJwdBuvp6cGWLVsAALfccguio6PVLI+IVMAAREQhT6PRuCY5f/DBB/jTn/6ElpYWABz+IgpXGkmSJLWLICLytZqaGuTl5UGSJMTGxqKjowP5+fk4dOiQ2qURkQrYA0REYSEnJwezZs0CAHR0dAAAFi9erGZJRKQiBiAiChs/Hu7i3j9E4Y1DYERERBR22ANEREREYYcBiIiIiMIOAxARERGFHQYgIiIiCjsMQERERBR2GICIiIgo7DAAERERUdhhACIiIqKwwwBEREREYYcBiIiIiMIOAxARERGFnf8fTCMnMa1jicYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Svw; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = os.walk(global_path + 'pdf_1/')\n",
    "for (dirpath, dirnames, filenames) in w:\n",
    "    files = filenames\n",
    "\n",
    "for filename in files:\n",
    "    pl.dump(global_path + 'pdf_1/' + filename)\n",
    "    pl.plot(global_path + 'pdf_1/' + filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8XF9fj4yMjNDfaWlpwtbd0dGB3r17Y+XKlUhJSUFubi4OHjyIxx57zLZAhY9+iCgh2ZU8W1PkkX3uybiMjIyIT6xApVevXkhJSUFjY2PE942NjcjKytL8TZ8+ffCNb3wDKSkpoe+GDh2KhoYGtLW1iduJMFIDleXLl2PUqFGhg5mXl4fXXnst7m+ef/55DBkyBOnp6Rg5cqStr0QR+RUvTiST6PzH/KwtNTUVubm5qKioCH3X0dGBiooK5OXlaf7m0ksvxd69e9HR0RH67v3330efPn2QmppqSzqlBir9+/fHI488gpqaGmzbtg3f/va3ce2112Lnzp2ay2/ZsgXXX389brnlFrz77ruYMmUKpkyZgh07djiccnuxUJGKZOVLtqaQFaxP4yspKcGqVavwzDPPYNeuXZg5cyZaWlpCbwEVFhaitLQ0tPzMmTPx6aefYvbs2Xj//ffxyiuv4OGHH8asWbNsS6PUPiqTJ0+O+Puhhx7C8uXL8fbbb2P48OGdll+6dCmuvvpq3HXXXQCABx54ABs3bsQTTzyBFStWOJJmcjdWWvLt3/wBz4PLON2pmsGpc6ZNm4YjR45g/vz5aGhoQE5ODjZs2BDqYHvgwAEkJ3/dppGdnY3XX38dd9xxB0aNGoV+/fph9uzZuPvuu21LozKdadvb2/H888+jpaUlZpNTVVUVSkpKIr4rKCjASy+9FHO9ra2tEa9mNTc3C0kvkRNYYZMdzAaKIsZ7ShSoMs87r7i4GMXFxZr/VllZ2em7vLw8vP322zan6mvSO9Nu374dZ5xxBtLS0nDbbbfhxRdfxLBhwzSXbWho0HyNqqGhIeb6y8vL0aNHj9An+rUtIiIyzsocWbGCEdFBClvuvEF6oDJ48GDU1dXhnXfewcyZMzF9+nS89957wtZfWlqKpqam0Ke+vl7YuomIyNyAiNFBCVtSKBbpj35SU1NxwQUXAAByc3OxdetWLF26FE8++WSnZbOysgy9RgV89f64yHfIyb14d6WPE8eJ/VTksfO4Gx0DhcEJ6SG9RSVaR0dHzOF+8/LyIl6jAoCNGzfG7NNCROQFbgrq3JRWcgepLSqlpaWYNGkSzj33XBw7dgxr165FZWUlXn/9dQBfvRbVr18/lJeXAwBmz56NCRMm4PHHH8c111yDdevWYdu2bVi5cqXM3SAiso0bL/ycCZlEktqicvjwYRQWFmLw4MG44oorsHXrVrz++uu48sorAXz1WtShQ4dCy48fPx5r167FypUrMXr0aPz5z3/GSy+9hBEjRsjaBSIyiReyxMKDFLcFLG5LL6lLaovK008/HffftV6Lmjp1KqZOnWpTityDdyzGsNLUL1b/ETvyG19VdZbT5UBmPcUy7x3SO9OStlgFnIWPnBAdQNh5sWEwElv4eRBxnGR0YuZNFVnFQMVFGKT4j8xKnhcXNXjhPDjVQkfexEDFJdwYpDg97DYRJabKq+EMXkgvBiqChBcwUZWAV57dM2Cxhk3nJJoqwUo01hWkRblxVNyIIyx2plUJmh1um9zZokZq27/5A2XrKuZ3CsdAxSaqVgBOSFTJsBIiUofKAQsRwECFJHEyWPFKYMQWKbKTasEK8zoFMVCxkWoFn7zByqy1RPGwziIVMVCxiAXbPF5oreMxJC9j/iaAgYplLEiRjB4PHj8iiod1BDFQsRELmHxePwds0SMir2OgIoDTF0NenIjIT7x+w0HxMVARJLogsWDpZ9ex4jkg8g4j5Zll31sYqAhk5W0MtpIQkQpUrosYgPgTAxUFBCsGlSsIIiIiGRioSMbg5Cui75R450XkTRz52n8YqEjEIIWsYP4hIj9goKIYr158eowZnnAZJ2adDtdjzPDQh4jcg60m/sJAxWVUDmTiVR5N7+60vA6RooMTBixE7hJrhnbyni6yE+BXKgccsg247EJbj0+8gKTHmOG6gyqZmH+IGJj4BQMVUpLdwQqRlvALn1b+i3VhZF4lsg8DFQXt3/wB7xTQ+aIg4mKg5/GOW1pVSCwO2kikJgYqLuL3u7ZEd7siqRysiNz34DH1e96ySoUWQDsCe9FULlekLnamJSGcvvvk3a514cfQ78dTxP7LPIaqdywN76zOjuvqWbZsGQYOHIj09HSMGzcO1dXVMZdds2YNkpKSIj7p6em2po+BCrmW3RWxlytTlS5iZE28cyn7PMcLSrxcvtxk/fr1KCkpQVlZGWprazF69GgUFBTg8OHDMX+TkZGBQ4cOhT779++3NY0MVBQV3WyrYjNukGp3krF4oWIUkQ9iHTPZFzVZRO63ii2LRtPk5D54oUy63aJFizBjxgwUFRVh2LBhWLFiBbp164bVq1fH/E1SUhKysrJCn8zMTFvTyEBFYSoHJ37htYrUr8EIOU9v2fFaGVNBc3NzxKe1tVVzuba2NtTU1CA/Pz/0XXJyMvLz81FVVRVz/cePH8eAAQOQnZ2Na6+9Fjt32tvviJ1pJTASgKgerKhw4QvvyBgrPawM9VGhU6iT7Mi/fjuGJE77ecPQfno3879vOQEAyM7Ojvi+rKwMCxYs6LT80aNH0d7e3qlFJDMzE7t379bcxuDBg7F69WqMGjUKTU1NWLhwIcaPH4+dO3eif//+ptMeDwMVIp/Qe1HmhdY6tx5DGTcefAtIvPr6emRkZIT+TktLE7buvLw85OXlhf4eP348hg4diieffBIPPPCAsO2EY6BCphit0LRaNERXUCq07qiKx6Yzu4+JE69+c8wl0pKRkRERqMTSq1cvpKSkoLGxMeL7xsZGZGVl6drWaaedhjFjxmDv3r2m0qoH+6iQbgMuuzD0UU28NPGxj3EqnmO3UuFYqpAGUk9qaipyc3NRUVER+q6jowMVFRURrSbxtLe3Y/v27ejTp49dyWSgQvrYUdG5JYBwSzpjMXvuVA1KRVDx7RzZRKbR7WXGT0pKSrBq1So888wz2LVrF2bOnImWlhYUFRUBAAoLC1FaWhpa/v7778cbb7yBjz76CLW1tbjxxhuxf/9+3HrrrbalkY9+HObG59ZW2TkJYKKmb79XmHYOZObHvGwFRwEmFU2bNg1HjhzB/Pnz0dDQgJycHGzYsCHUwfbAgQNITv66TeOzzz7DjBkz0NDQgLPOOgu5ubnYsmULhg0bZlsaGahQQk4MrGYmWGGFH58TfTDceA5kt27E274bj6cV7EirhuLiYhQXF2v+W2VlZcTfixcvxuLFix1I1df46Ic8y8+tKU5djGVf9L1GVj8wnkdSGQMVspWfgwVZeJHzBh5Xoq9IDVTKy8tx8cUXo3v37ujduzemTJmCPXv2xP2NjAmRRGLl406qBFyJ8o+s/OWWfO2WdDpJ9DFRpayQd0gNVN566y3MmjULb7/9NjZu3IhTp07hqquuQktLS9zfOT0hkmisLCOZfU6dqIncq8+/Y82UKztfyd5+PCocHyIyR2pn2g0bNkT8vWbNGvTu3Rs1NTX41re+FfN3wQmR6Ctu7dRI5ql60VUxL6p6rESwum9sTSE3UKqPSlNTEwCgZ8+ecZczMiFSa2trpwmaVCCqggiux62VsZtaPVgJ66NKXvRCK4rb008kgjKBSkdHB+bMmYNLL70UI0aMiLlccEKkv/zlL3j22WfR0dGB8ePH4+OPP9Zcvry8HD169Ah9oidrkkl0JaRapZbowu5EkOKmQMhLVMuL1BlbU8gtlAlUZs2ahR07dmDdunVxl8vLy0NhYSFycnIwYcIEvPDCCzjnnHPw5JNPai5fWlqKpqam0Ke+vt6O5EsRq6+CGzCA8D6ZedEt5cAKP+wjEaBIoFJcXIyXX34ZmzZtMjxNdKIJkdLS0kITNOmdqMntVKjAeHdFgJy8qEL+Vx2PEbmJ1EAlEAiguLgYL774It58800MGjTI8DqcmBDJjVSuiJxuTRG5PQZgxqmcF0kMlguyk9RAZdasWXj22Wexdu1adO/eHQ0NDWhoaMAXX3wRWkaFCZHsZGclLvMC0fTuzpgBAis1/2GwYp6oR7x2jXprpTyzLiA9pL6evHz5cgDAxIkTI77/3e9+h5tvvhmAGhMiuZmV10XtvLgEKyg39lWxOpGiX6n46rJbqBroiQg0WJ4oEamBSiAQSLiMChMi2c3uClzv+u2oDJve3Zlw9uTo5e2QKB3kDAYr3sHyRE5RojOt1+kp0E7MdBvv3+zcvpHgwy2Vn1vSqSIvjG9CYrE8UTxSW1S8Lrzw6WnedKJlxQ3YFOwPbF1xLzsCC5Z7ioUtKjbRKsi8a1BX+/kj0H5+7IEGtfB8WueW4JmcwTJFWhioOCxRQWTFLZfRYIWsY553F7uDCQYrFI2Big0SFTSvFsT9mz+I2ZSvcpNudHBiJFjx6rl0GoMVCsdyReEYqCiIlba7sFIVQ0S+Z9mxl5N5neWKghiokDDx3uYwWunYUUkZadXhIyA5GGgQUTQGKopihU1kDMuMvWS0cLBVhQAGKtL4qQCa3VfZx4h9VeRgwEFE4RioCCbygsUKm/zKaN5nWbEXA3GSiQO+Kc7tg2JZreCMDgIVPFaiLlzt549Ayoc7hKyLjAk/h7HKgJcCFKemk9ASfnxVO6YcCI4YqJAnuDmYo8RUu3iKFm+ASLsv0onKDltTSDY++nEBt1XSPcYMD32coFXRigxc9PZVYYVOdmC+4jHwO7aoSGSkSVPEI6BYhd3qHZsTI1Wy6Ze8Sk/5sasMWK1T+GiUnMBARbBgZWL3xVtPK4veNFipBHmnQ+Re0TdA0fVKovLNIIWcwEc/NtFz4TcaHAQHVHPboyAR4lWYWsfDyDESWdkycCO38XO9Qu7AQMVGMh9XOHHBVOmirFJFq9JxIbXpzSsy6hKV8jEf/fobAxWbuaWAqVQpWWE2YBHdhO2V40lE3rds2TIMHDgQ6enpGDduHKqrq3X9bt26dUhKSsKUKVNsTR8DFQc4Hay4dSTYRFRPXzQn33wiEkmlfOuWmz23Wr9+PUpKSlBWVoba2lqMHj0aBQUFOHz4cNzf/fvf/8bPf/5z/Nd//ZftaWSg4hC3FDaVKiin2dUx0M/HlGJTNV+omi6yx6JFizBjxgwUFRVh2LBhWLFiBbp164bVq1fH/E17eztuuOEG3HfffTjvvPNsTyMDFQc5Eaw4VcmwMjOGx4vcQLV86pYbPNU0NzdHfFpbWzWXa2trQ01NDfLz80PfJScnIz8/H1VVVTHXf//996N379645ZZbhKddC19PdljTuzuVHxdE5fTZnbaUD3cYmozQy1TOB26nWkAAqJcmP+a9Iz0H42T37qZ/fyztGAAgOzs74vuysjIsWLCg0/JHjx5Fe3s7MjMzI77PzMzE7t27NbexefNmPP3006irqzOdTqMYqEhgZwF0ahwXtwoGivHYFay45cIffnycGsadxPHKOXNLeVFRfX09MjIyQn+npaUJWe+xY8dw0003YdWqVejVq5eQderBQMWj9FyQ4/1WZU5UYOHBCge18s7Fz0+MlBNVb2yY78zJyMiICFRi6dWrF1JSUtDY2BjxfWNjI7Kysjot/+GHH+Lf//43Jk+eHPquo6MDANClSxfs2bMH559/vsXUd8Y+KhRBT4WQqFJz4tGJlYpVb6WX8uEO3722nCh9qqdfL69OYumV80POSE1NRW5uLioqKkLfdXR0oKKiAnl5eZ2WHzJkCLZv3466urrQ57vf/S4uv/xy1NXVdXrkJAoDFQ8zehci8q5F9X4evEMzz8rFUIULqVeDFC165xFSnRvS6FYlJSVYtWoVnnnmGezatQszZ85ES0sLioqKAACFhYUoLS0FAKSnp2PEiBERnzPPPBPdu3fHiBEjkJqaaksaGaiQIUZaU+wOVqxWXrKCFVUrXSPpMrMPwd+osv+yAha79t/KOXEDN6XVTaZNm4aFCxdi/vz5yMnJQV1dHTZs2BDqYHvgwAEcOnRIahrZR8Xj9PZVseuizX4e7uD0RYAdJb+S6BiEB3exltXzuC76t2696DPf2KO4uBjFxcWa/1ZZWRn3t2vWrBGfoCgMVMiRDnd2TQdvteKy0ulYNeH7wcpcfUYmLrU6yrFX8jjAYMWP+OiHHNN+/oiEj4OCy4R/EnHjIyDRF47o9dn9GMfK70T93gwV+qc0vbuTF1oiA9iiQrruUPReVPSMQaJ6R1u38dLdst0GXHahEsEKWcNWFX9hiwoB4MXOaapMp+BUq4jWcrIvNGZm2SYi5zFQ8TijjwC0ljd6MWPHWeew34JxDFC8wa/5148YqFAnwYCFFYF3iTy3ZgaJY2sKEenFQIXiYrDibiJayERvn4yTHdipivnLHxioeJjdhThe5em2xz9OXghEbctM/xAnBxvjRYSIRJAaqJSXl+Piiy9G9+7d0bt3b0yZMgV79uxJ+Lvnn38eQ4YMQXp6OkaOHIlXX33VgdSK59bHK+GvV/JVS3dwIq+FPzKMty1Z+YVv+1ind8gAJ7mxDiVjpL6e/NZbb2HWrFm4+OKL8eWXX+Kee+7BVVddhffeew+nn3665m+2bNmC66+/HuXl5fjv//5vrF27FlOmTEFtbS1GjHCuAIl+xs+LPRnBypmcFB2c2DWAI5EWqS0qGzZswM0334zhw4dj9OjRWLNmDQ4cOICampqYv1m6dCmuvvpq3HXXXRg6dCgeeOABXHTRRXjiiSccTLl4vPBo01MZ+jHI0zuqqWrHRmZ62IHWvOiZxBmkkJMMBSpXXHEFXnjhhZj/fvToUZx33nmmE9PU1AQA6NmzZ8xlqqqqkJ+fH/FdQUEBqqqqNJdvbW1Fc3NzxEdVTr6JYZbeC42I5mGvVoZO9B0KP0+qBCuqpMOtVDh+0QGLKnij522GApVNmzbhRz/6EcrKyjT/vb29Hfv37zeVkI6ODsyZMweXXnpp3Ec4DQ0NoVkdgzIzM9HQ0KC5fHl5OXr06BH6ZGdnm0qfU1jgvqJiZaia6AuXii0oQSLTxTJC5C+GH/0sX74cS5Yswfe+9z20tLQIS8isWbOwY8cOrFu3Ttg6AaC0tBRNTU2hT319vdD12yG6U6LqFXN0+qy2pjBI0S+8U7Oq7Eib6mWCiMQxHKhce+21ePvtt7Fz505885vfxEcffWQ5EcXFxXj55ZexadMm9O/fP+6yWVlZaGxsjPiusbERWVlZmsunpaUhIyMj4uNGRgIWN1fiMoMUJy/2Is+RkVl4nSZ6u6rlbTfcSPgFz4N3mepMO3ToUGzduhXZ2dm4+OKL8fe//93UxgOBAIqLi/Hiiy/izTffxKBBgxL+Ji8vDxUVFRHfbdy4EXl5eabS4DaqF0anX11UuSWB7KVSWXAqLczv8amUJ0gc02/99OjRA6+88gpmzJiB73znO1i8eLHhdcyaNQvPPvss1q5di+7du6OhoQENDQ344osvQssUFhaitLQ09Pfs2bOxYcMGPP7449i9ezcWLFiAbdu2obi42OyumCKzwvBqYeQjH3vxIidWdDn0arl0G54H7zEUqCQlJXX6+5FHHsHvf/97zJs3D7feequhjS9fvhxNTU2YOHEi+vTpE/qsX78+tMyBAwdw6NCh0N/jx4/H2rVrsXLlSowePRp//vOf8dJLLzk6hooKRE0gSPLwXHmPmXPKx0fi8Xh6i6EB3wKBgOb31113HYYMGYIpU6YY2nis9YWrrKzs9N3UqVMxdepUQ9sSTZWCoEo6yBwnB/vzYl6RNVhivGOpN01aLTKJfufFc2gXDqTpHYYClU2bNsUc4yQnJwc1NTV45ZVXhCSM/Mevo12yQnUXq8FCoiAH6PyYjgEK+ZmhQGXChAlx//3ss89GYWGhpQSRulS7mCZKz/7NH7hmNFK7gxUvX+hUaJUK376IRzlePl9O4k2AN3D2ZLKMFQE5JVZec2rCRS1uyv+qTShIpAcDFRN4txObKo9ugjPlGpkxV/Z5tWv7svfLKaocP9UDFxWDFTvT5Jf872UMVEgpKlaiThJRqbppVGPRRO9vovWpHpSECy9bKpWzYFqMpqn9/BFK7QfZh4GKCwQLpNsL5uFew3C41zDZyVCelYutaoGJaumRzQvlWKTo42DmuOj5DfOhuzFQMYgZ3rzeR99D76PvCVmX3jtZt3SmFcEveTPR5IuijoPI46kVnDgZrHg9MPL6/vkdAxUDZF0IVOn3EUv4cVGlwhhw2YWGghTVLvJG06Na+sPZlTYVHrtojYWi8rkIp0JZ1arbzKRL9TqSrGGgopNbKh87qXIMvD7RnRe5LVgxkt5E/YFUCAi8iMGJfzBQ0YEXstjsODZOVuxeOLdu2Qc3tTaIEi8vO3Wh9XqgpPc4Jhpoz4/50y0YqCQgOuOa7Uzn5N2Dnuf/WoXabRWi6pWSnvSpug9O9CGJty1Vj4tq7C6zeuo6K3UbW1X8gYFKDHZE11Y709ldKMM7KTp5oTFChX4Jonj17Q89eciubapEhXMrMw1Wti2zVdWPQe6yZcswcOBApKenY9y4caiuro657AsvvICxY8fizDPPxOmnn46cnBz84Q9/sDV9DFQ0OPk4Q5VgRauiV7Hy94LoACVeHtAzL4wbqZx2q2lzWwDqRFrtbFWxQuV86JT169ejpKQEZWVlqK2txejRo1FQUIDDhw9rLt+zZ0/88pe/RFVVFf7v//4PRUVFKCoqwuuvv25bGg3N9eMHMvpcuH0yPjdVykFur6BUTb/fg1u+cvwVVdNmZGZrv+TlRYsWYcaMGSgqKgIArFixAq+88gpWr16NuXPndlp+4sSJEX/Pnj0bzzzzDDZv3oyCggJb0sgWFReyoxLQuvDpuRiqWiF5CZumnWPl2DpVFvS22Mi8+Ynetko3Yn7oONvc3BzxaW1t1Vyura0NNTU1yM/PD32XnJyM/Px8VFVVJdxOIBBARUUF9uzZg29961vC0h+NLSpRmt7dKSUDq9CqEj7FvOwgJdbxEHGnI7OC8nJg55c7UJn05p9g2Un5cIdr8lx4WmXXhYCcVpX9X/TF6SkZpn/f8kUzACA7Ozvi+7KyMixYsKDT8kePHkV7ezsyMzMjvs/MzMTu3btjbqepqQn9+vVDa2srUlJS8Nvf/hZXXnml6XQnwkDFZlqVRHQhNFKRhM+LYVdhlh2k+I2e86h6U7TRtKk4Fo7qrSlmt6EnWFHhRsksu+vCY2/X2bJuO9XX1yMj4+uAJy0tTej6u3fvjrq6Ohw/fhwVFRUoKSnBeeed1+mxkCgMVDQYqURl353LqFxkBynRx1zlC7hIXm6qlk31Y2ukzKkWcBhJj9G0O3HjljFqiC3rtVNGRkZEoBJLr169kJKSgsbGxojvGxsbkZWVFfN3ycnJuOCCCwAAOTk52LVrF8rLy20LVNhHxWFahclKAdNbgcl8EyHlwx0RH9Hc8rxZT+uaG7k9UBTxlo+dRKxfRj5zU952ex42KzU1Fbm5uaioqAh919HRgYqKCuTl5eleT0dHR8x+MCIwULFIVAa3s1BHvwrrlvENnOo0TO7mpdmmo8luvVSZ6GPj12ClpKQEq1atwjPPPINdu3Zh5syZaGlpCb0FVFhYiNLS0tDy5eXl2LhxIz766CPs2rULjz/+OP7whz/gxhtvtC2Nvn30kzFqCAJ7PrR1G9EFya5gxKlHQKImC1Otg58Tx4+tKfamwUzAISJIsbtDuZPsKAdO5nGz6VchD8s0bdo0HDlyBPPnz0dDQwNycnKwYcOGUAfbAwcOIDn56zaNlpYW/PSnP8XHH3+Mrl27YsiQIXj22Wcxbdo029Lo20BFlHiVnZMX5FiFNN5Ac7JfX1QlWHGqNYucFa8DsuotKWZ5Ifi1wky95tW8YERxcTGKi4s1/62ysjLi7wcffBAPPvigA6n6mm8f/TT/X+xXr/SSkcH19nHR84jHzNtGInm9UhV5/EkckeXWif5lTlIxTUaFz6dmdm41UgtbVEySHYUbaT2Jx86WFRHr1Zs+vaNNOkGlSlF2y1msxzJ6XrcO/12iZeNtx41UykNeIbsskHm+bVFJRGv0QlVGNLTjzSEnKsbwSQ+9ihcY67TKmJ4yJytvib74yc5Dsrevl5nj7pZ9o0gMVDRoVZJmg5PwESLNcLLZMta2RGw//CIS/v8iKnlVgh/VKsHwMSbcwuokjG4LVkSem0RpMJJGN+UZ8j4GKg4Q9QjEKU4ER0YuKG6oNFVLY3R6ZKYvVkuaVmtlIrJbM+2gal8K1dIjihf3yesYqERRqSJUpUCZCbTCf6NKi4ddVDlPbqTCo1RRvNr/wYv524v75GUMVMKoVmHKfn04+m+z6bGzk6PeIEi1cxtkx520ipWwyOMfK7hRIejxarBCJBPf+vkP2RVcIk5WgFa3ZWTWYysXVa+11IiYOdbpICXR2zt2liun3+JiEEIkh28DlYxRQ5DRLV12MpSipyK2MlBb8KLmdFCoehAazcyIxonOiYyLrNuOu5bo6ScYrBA5z7eBilXhFZidlZdTFaPRGU5jXRgTrSf84hW9jsO9hqH30fd0pcFrrSnxJMprsh/1eCEg0UtPsGLHqMvBbco61wzSSCYGKgaoOhy9VWY7y4qcy+hwr2GmfxuP1y6isoMSP1HhWNsx944K+yWK1/aHtDFQSUBvITAbrDjVMhOLlW3a0ZdCT6uKn1pTnOSWvhiyywwROYtv/cRg5k0Mq8v75c5A65FPvL/Ncqo1xe0Xy+i8rmo+1CqTIsYgsWuQQyISgy0qGpyopOI9RtJi18XQ6cdW4ftnNiAxOk8MaXPLxdjOdKo+eq9Kj5VVSkuQqueNxJLaovKPf/wDkydPRt++fZGUlISXXnop7vKVlZVISkrq9GloaBCWJplBipXfWEm3k0P0B9nVJ0UW1SrwaLJmk7X6mI4XInvG2rGSFiKnSQ1UWlpaMHr0aCxbtszQ7/bs2YNDhw6FPr179xaSHquF0O6Lld13lk5ViCKCFBVbTFQPVowQmQfMBituvSiqnG6V0+Y0Hgv3kProZ9KkSZg0aZLh3/Xu3Rtnnnmm0LTIaFVwyzrNXoDDx0wJrs9rLSnR+BaCGDyGxsh6fCsrDaKo+DiLOnNlZ9qcnBz06dMHV155Jf75z3/GXba1tRXNzc0Rn2huqhRlpNVoK0usSeiC9p3oF/HR4vWAxg9izZidiJtvGvzMrcfTren2E1d1pu3Tpw9WrFiBsWPHorW1FU899RQmTpyId955BxdddJHmb8rLy3HffffFXKfTsxKLWo+MAaD03H3EGyb/cK9hmoHJvhP9MKjbQcPpUfHxD+CdVhUZd5teOG5agoG33gEN3UpPnlHx9XKRY0KReK4KVAYPHozBgweH/h4/fjw+/PBDLF68GH/4wx80f1NaWoqSkpLQ383NzcjOzgbg7kpR5giVAAuyX8TLZyLzgIj87FSejHcxdnOdIoqR42MlGLa7zx7rOHW4KlDRcskll2Dz5s0x/z0tLQ1paWmOpMVPFZiegCW8xcPooxyv33l6QaI8EP4aeaLWLxmtUFa2aeR3dj/G1HtBld36KnL7XqtPKT7XByp1dXXo06eP4d+1n8c+EHYw8zjGzGMf1Xnl8Y8ITjyiU/XuV5W+Vlbyotm8bNeo3k72YVI1X/mN1EDl+PHj2Lt3b+jvffv2oa6uDj179sS5556L0tJSHDx4EL///e8BAEuWLMGgQYMwfPhwnDx5Ek899RTefPNNvPHGG7J2oRO77yTcblC3gzE70JI7xavQjQQpXgnuYgUnsloJrQYpwf/KPjeyt0/ySA1Utm3bhssvvzz0d7AvyfTp07FmzRocOnQIBw4cCP17W1sb7rzzThw8eBDdunXDqFGj8Pe//z1iHarxeuFKdNehtf/hwYoXW1PMSHTnzUdhscm865XdYmKk46qIbcnuGydlu9u3Sdk2fU1qoDJx4kQEAoGY/75mzZqIv3/xi1/gF7/4hc2pss5KoYqu+Lx6gYoXoHh1n7XovdDpmayRjLNy8ZUdpNjNSABo51tNRs+PVrq9fsPoda4cR8WrtCo+N1SGrAS0JarojZ5blfOCrDwgqzVFhXPhZGtKPOHHQvZxYZ8Sb2KgorDeR9/zzF20kf2QXdmJxIpTH7NTN3gpSDaSV2QFKXrSKLP8as1pZfVY8MUL+Vz/1o+XuDkosbuHPMdv8SYvBRqJ6Hl8p+dRlCotKUROYYtKHCkf7oj4kDUiAjFVK+HgtAFa0weIyjuqB7JGz43IkZqtMHp+VG3xEz2hqN45fbTypRPHSNXzQOKxRSUGrcpLhVf0RAov6KKCiPDjpnWseh99z3IFo7Ve1QLJ8AkZ/URvy5pby5Hsi6Nq+VyERPukVe8Gz4Oe86F6gE+JsUXFIK+0rkQX8MO9hiUs9MFl4i0r6rmw0QuC6OfSRsSacC/8ey/kGVHcEKTY1bFdzzq8kldkB3VBeuo2v1u2bBkGDhyI9PR0jBs3DtXV1TGXXbVqFf7rv/4LZ511Fs466yzk5+fHXV4EBioavFJRmBEdjMQLTMwWfqfucFS4IBqZNdgrZM3wLZqewFwUq3WOCnndKWbPBYMVbevXr0dJSQnKyspQW1uL0aNHo6CgAIcPH9ZcvrKyEtdffz02bdqEqqoqZGdn46qrrsLBg/aNicVAhTxNTwUuqyXGy2IdS5lvo+gl44IWflziHSMnj6kIqgUHqqVHBYsWLcKMGTNQVFSEYcOGYcWKFejWrRtWr16tufxzzz2Hn/70p8jJycGQIUPw1FNPoaOjAxUVFbalkYGKhkQFX+WKwWlmCr5KlYXdFb8f+6mEsxIEOjkbsgr0HiMVA+t4raSJWqSM7oOeFtl9J/qFPlrpoa+0tbWhpqYG+fn5oe+Sk5ORn5+PqqoqXes4ceIETp06hZ49e9qVTAYqRqlSMahE9YIfKxgRdS5jBSNOBSlefgbv58ewTnDq0Vb4towyWk6jgxOzwYqb+yM2NzdHfFpbWzWXO3r0KNrb25GZmRnxfWZmJhoaGnRt6+6770bfvn0jgh3R+NaPTqoFKKoNqW5HekSu08yrsyIrKSfyj2p5wgo/jzjrhFh9ztyef2JNeLrvRD9D84rJyn8fHkpH19PTTf/+i5Y2AEB2dnbE92VlZViwYIGVpGl65JFHsG7dOlRWViI93Xy6E2GLSgzBC4tKzatBRl7Ni/d7L1BlX3qMGR7RguJka4rX6Xl91SwZZVvmObOz9URvkKO1fTse/5hJh5aUj9wXvNXX16OpqSn0KS0t1VyuV69eSElJQWNjY8T3jY2NyMrKiruNhQsX4pFHHsEbb7yBUaNGCUu7FgYqcagWoADarxWrwum0hAdsdmzbzPmPDlicplJ+UI3eN7BUbFUQ8QaSqLxhpFzEauGwI5/G2pbef/eSjIyMiE9aWprmcqmpqcjNzY3oCBvsGJuXlxdz/b/61a/wwAMPYMOGDRg7dqzw9EdjoOIiogq3nRWxnrFY7GDXPokIVkUFvNEXKgYlsWkdcz0BZDAfqRSsxHpM47XzL+ONJq8dQzNKSkqwatUqPPPMM9i1axdmzpyJlpYWFBUVAQAKCwsjWmQeffRRzJs3D6tXr8bAgQPR0NCAhoYGHD9+3LY0so8KCac15bueCkHrOXK85+bBUW7tvqjYMRKu1Qoy3u+90NfAiFgXM7vnn3KCqAupU60p0SNPG+kXomf9QWb3x2hfFT+YNm0ajhw5gvnz56OhoQE5OTnYsGFDqIPtgQMHkJz8dZvG8uXL0dbWhh/+8IcR67GrHwzAQEUqr0fzevcvvEnWTLAig56LYKxK1+vn3Q4ypq8QMd2DFXq27WRQKvL4i06znY91/DB7cnFxMYqLizX/rbKyMuLvf//73/YnKAof/UgisgL02oXPrrEPRI80qjWWRaLxLbx2rlSnYj+zRFR6rBP+UoFedgdOeo7NB5+k44NPzL+F4sZ842UMVEyy0qSsQiWkyqOBeK8TRrNy3OyauyVIxbfDyHlW7uxVClDCuS1fJwpQos+RisecIvHRjwVmmqO9Wij0VNDBRzp6K3NRz5NVOeZOpsNv/VTisdJXxa7HP6JbVBONDKuHyPwS77hZeY3Zae3njwBaTshOhu8xUDHJzF2GCgXPDkYCD6tEX4CduKB79bx7gei+L+yoaZ3R8hJdr1zY96SQdLitJcnLGKg4RMWLlYi7RSPBh9EWleCyVir/RPvn5SBF6+0rldcbZDZ4CD/WbE0yxsnjJfLmwOzNT3S9whZItbGPigNUDFJEMBOkOMmrx90ouzpuq9KnQk864gU+8R4LqbB/fiE7P/Fcq4stKjZj5u8cpAzqdtDWVhU7x55w612Xna0gIu9G9fYl0TOwoJE0yXj9WaRY+6unLIg4d8HzZvYYWn3cQ97GFhUbRRe+eFOPy2K2ktK7D7ECDNWf5ceqOI1UqCoGqaLfnBKxXqNpsGtbHBxOLCsBUO+j72n+XmT9adcwCCQeAxUL4lWaWkFK9N9unZtCRrr0blPUeCt2b0Mmu9Jvdb2JAgUnjnt0GtzcguZUa4pVZgaGFIXBijswULEgVtRvhFZBCQ9iVGuBEdkvxWyriojWDq3fGLlbF1WZyTq/qgUr0QFC9N+iBugzkxY3kdXPQ+vYJmqBS3Sj59R+MFhRHwMVh2j10wh+ooeQ15LoYubWgqUVrIQfm/B/Dz8GIjt1xvp9oiDCyTem7KBasCKaVjr8EKzoJbo1xc4+PnaXlVjBiip52e/YmdZB8VoQ9BREOybUMlIQo9OolRYzFYqelhcn73q0HtMF06FXorQ5WfHGS7eRTqdGXmdX+XXP4AVVbzCitd96ykKsdcXCi6I+wZFnRY2XEhSrfj3Sc7DQ7ZBxbFHRKV507eTdl513+Hq3G93SEU6rJcSudDi9flHBktMtKbJa4/SuN1b5sbtcJWoBiLX9RI9rY0kUuIl4lKwKkXkq/LiGD49vZS4fPdsidTBQ0SFeoQtWZnZVqlqTa4kqTGY6scl6Wyf6EZDZR2Tx6G3VUkG8i5oqaTSr6d2dymzfaLmOdeyNBCBuD1j0tCZGf1SiWnqIgYph4YXQ7js+u+8e4lGxEokOkkRWeNG/jTf7qpUWCjsCLD1Erd/oBVT2c34+TnFWoryvQn0SLNvx6lQV0klfYx+VBOIVvPDJzkR3JNMzA6hW64bevgGx9kvPK9N6+9rIan2J1adE6/tY+5vo+Xf4cRDVH8VIHySz508EM1MvxBs8L3rSwB5jhoe+j/6tE/kruP3wNGhtPxat82ikz46oTtqJjo/IfkRW0mykj5rVfinR9apd/V1ILAYqccR7dS68klVNvArIzN1+rOViBQKqkNV6YWUbVjpMWw0yjRAxT1T4aLmxylGsICX4t6oDB8YKVoLCy6fdncITdaaOTo+WeDdkdgYp4ctZLbfxbv4++CS9U7Cicv7yG98GKkd6DkZGa33Mf5f5Dr8ITgxJLePuXUSFZZRWJQbYt/9mKkgZQaKIYAXQvoAnestGBFHD9ccS7zw69caa1ndGW2LtesRtNI9bKft6Hp3HClZ6YbepbZI4vu6jolVZ6H2mbmRUWqO0CpVdF0o7nxvL6hdhBzN9hBI9B4/HSOuWkeMs+lzbMTNzdCuKU0FYdCdeM499oqnSLyNcrD5dWvWWEwPxhQt2JI7+BJl5o9BIGdQqs/u/6GtoeySe1BaVf/zjH3jsscdQU1ODQ4cO4cUXX8SUKVPi/qayshIlJSXYuXMnsrOzce+99+Lmm282nQYRzdciK+vwQmLHc1PVKs14VAhQwsVqWYleJt53Rs5prDty1c6hmZYVJ/dBhTFdzIzFY5We/hfR6XLqWGkdh3jb1dOyKvKFAz1lnZwjtUWlpaUFo0ePxrJly3Qtv2/fPlxzzTW4/PLLUVdXhzlz5uDWW2/F66+/bnNK4xN1V2FnkKLinV0isY6r08+N9Z4LO8d1UPEtLDNE7oPofKDViVZ0i4GT5/DCvid1593wNIXvc3SrUvjfqr1RFdzf6I9ZTr9pSbFJbVGZNGkSJk2apHv5FStWYNCgQXj88ccBAEOHDsXmzZuxePFiFBQU2JXMhETPQCzirlvPdpxgtUNavGDFrgue2fVe2Pdk3MrNbKXpxPnT26nSDDvSbzRPabUURL9tFP69H0W/yRbvhQEzQUqwzCbqt6OVB7W2p7cOCJY7Bh7u5arOtFVVVcjPz4/4rqCgAHPmzJGTIAtiNVtauQNQ9W7brmZvo8GKlTcMEgUhRpeTyUwnTzNDv+s9N0ab2a1MZqkVrMRbPkh02bLrjZJEZSJRUB4rWAln91s+Rh4/GakDzJTNDz5JR9+MZkO/IfFcFag0NDQgMzMz4rvMzEw0Nzfjiy++QNeuXTv9prW1Fa2traG/m5vFZjozd6Cin63KDlD0jEsS/DcZwYqZbVppsdGqEN3+vNto34VEx05rPItEx0hE3rE6zpBbxZvyIlGwIoORFr5gWu2qBz88pPaNhx+4KlAxo7y8HPfdd1+n7/d/0Rcjuh8Tvj0rr1UavZjJeFVXKw3Rf9sdrBjpvCkyMFIx2HCys63WxSPWrNNaEgXk8YIVkefR7DhDotnZqmJ1/TI6/2oxcj70DuSoeosndeaqQCUrKwuNjY0R3zU2NiIjI0OzNQUASktLUVJSEvq7ubkZ2dnZANQZZVVG34VEhVXFi3KQrLs8p94E0Pt6eix2B7DBC73eIEXFC0N40CV7pmuVqTDStBnxygCDFfdx1TgqeXl5qKioiPhu48aNyMvLi/mbtLQ0ZGRkRHzCyRy9VCYzr9lqCX8bxQtvpQSZbRWwg5ngyO4O1kZaUkRQZWBE0ewew8gr5dGMeGVA5Rsx6kxqi8rx48exd+/e0N/79u1DXV0devbsiXPPPRelpaU4ePAgfv/73wMAbrvtNjzxxBP4xS9+gR//+Md488038ac//QmvvPKKpXSYLcx6n5+qWlnIurNwcmhqo9sSEaCocremt++QCCLWb2R+JdIWb2RaK48JRTyu1WJ3oBiv8zBbVtxDaqCybds2XH755aG/g49opk+fjjVr1uDQoUM4cOBA6N8HDRqEV155BXfccQeWLl2K/v3746mnnrL91WQvV47xCqtXBj0y8ohPD1UmMjOSL+3scOhkIO50sOLEvkXvk959NJo2WTdMRgZys1v0jSODFXeQGqhMnDgRgUAg5r+vWbNG8zfvvvuujakyz8yYHyq0uPglWAGMX7CNTmSmeqUXnt+sXvRl5VsvtqzEe/NGz/Iq0NMBV2tyQyvBSqy5oeJhsOI+ruqj4jXBAm1m/grR4gUjdo646jQj/Wj0TmQW/hFB1MiasQTzm9679lgfPfQeE6P7qeKFWiS3BinR/68q2fWtapYtW4aBAwciPT0d48aNQ3V1dcxld+7ciR/84AcYOHAgkpKSsGTJEtvT56q3fmSJdXdjJYrXWp8KrStaVG5RsfN4he+31SDEbS1TIo6r3gHyzLK7ZUVWWVQxSBG1XVGj3Ir4bTi3tYyKtH79epSUlGDFihUYN24clixZgoKCAuzZswe9e/futPyJEydw3nnnYerUqbjjjjscSSMDFZ1EVYqJ1qFqsGIHu57FyyQyuJHF7PE2ur8iAjcvPgbyGrMj3Mo8t34adn/RokWYMWMGioqKAHw1Vc0rr7yC1atXY+7cuZ2Wv/jii3HxxRcDgOa/24GBigFWB0GyMoS7E2RcZONVRioFKHqeY0dfeKN/44ZWFbMdi2WyY3AylfKeaDI6g+tt+dDqqwMYO7cix365sO9J/N8HllahtLa2NtTU1KC0tDT0XXJyMvLz81FVVSUxZZF8G6h8eCgdoy7s/L2ezpZG5tIQzalKxslKzGxHV5XEOl52ddRz+k5T9D7Ykb9E3YHLzH9O1R/h/292TCVR51DP8Tbb+hrvd3pvCM/vo/bNhZboqWLS0tKQlpbWabmjR4+ivb1dc2qa3bt325pGI3wbqNjF7qGnVb8jt0L1AMVs0BH8nernLvr4q9BaYhQfBcUm+nzGC3T0nAfR5T3e4J1OTjVhxft7jyOtq/l3XFq/OA4AodHXg8rKyrBgwQIrSZOKgUoUFTOv1yWa0dUL3BakuJmIOW5UZFfaEgXRiQL0WL/XegRjdh+sBj168oSTAyTarb6+PmIUdq3WFADo1asXUlJSNKemycrKsjWNRjBQsYlXK0uR4jXJAv45DrJ58Thr7ZPTd/h2kdGHTU+wElxOiwrTK8QbyyrWd27JE9G0povRkpqaitzcXFRUVGDKlCkAgI6ODlRUVKC4uNjmVOrn60BFb3N8dAHVe3dsJlhxa8Ewyq3N814bHEqlOY3sJmIoeVmi067q24Hh+UZUK6Kdne31tLLsON7d8nZUVlJSgunTp2Ps2LG45JJLsGTJErS0tITeAiosLES/fv1QXl4O4KsOuO+9917o/w8ePIi6ujqcccYZuOCCC2xJo68DFT20KmwjHVr5zLwz1d9+Mkr1xzoUKVgm3ZC3AHWCKKNBuoiO/zKDFL+YNm0ajhw5gvnz56OhoQE5OTnYsGFDqIPtgQMHkJz8db+ZTz75BGPGjAn9vXDhQixcuBATJkxAZWWlLWlkoBJHokIpuoOkKhUSGeOGjrJaZOU3FY6VimUt0aNQFZhpURT9pqKK587tiouLYz7qiQ4+Bg4cGHfqGzv4PlCJdZGxe1TNaH4pfCpVuiLZ/QqnaH7Jb35i92vwwTxjJlhRtRyQO3CuH3w9X0v43yLp6ZFO7mD2bpIoHqsBvBNj9YT/bdc8VNGsvCVkZE4r0dsnsRiohDEysRybMZ3h1RYYmfTkOd4Bk5boC7+K+STeWzzkTr5/9GOU2YLphdFXyRzRfVicqnSNNPGreMHyi+hztPv94xjyjTPi/ibRXDZG8liifOJk3jDSUZ/cg4GKDuyLIo9qx8vtz+eNHk+VLkKkT6IgBbBnSgS7HnMaybN8y9Kb+OgnAVbE4hidWEy1ICXISJ5QKf+YPZ5a++BUHwU/EDFxnpNi5SOtPCEjj2ilT9W6hPRhi0ocrIidw4pEH9GjHesdoMtNZUHU67B2DF7mByocq/BH7dF5X28ZYp2kDgYqMahQ2LzM7ZVArKZu5hu5ot/eM3s+os+tW8fKEc1t5VZrviFyHwYqGlgh2cNtI4Im4pZ84qdh8oPccm5EXTy9NrWDSAxQ3I+BShS3VHBu5ZUgRQaR80Z57aImcn/cemycCFbcNMMwAxTvYKCiKNHDTpO/qH4REcnspKGy8UIqRngrLY+pN/GtnzAqVHBGBp0j/xBZAXupb43oshJvfSK3ZdcFVcUxS+zcfvhs0rLTQ/ZhoKKQeDM1E+nll9YUtwZcoi6osdbjhmNAZAQf/TjIygSIRHZx24WN5eUrdnaS1vMoxS8BMcnHQOU/nKqszVQifDWSROIbIuaIKIN2P56wa0LV6HTLDlL4mMdfGKg4hBcGUpHbAmA7y5GTb8y4jezAhPyNfVRcwg+Bjh/20SzRFwo3DoHP/BGflePDY0sqY6DiIl6uTIL75uV9JHtZDbzcFLjZ0cLhprLHFh5/YaDyH3YXUlGVYPD1ZTdVKol4aV9k83IF7qZAQouec5NomViTdYoqQyyLpCL2UXExr06axs7D2jiFvf3snsNJ6xxGBx6yg023DDbJ8uAfDFQcZOfbFlYrF1lBj1vv4FSszGVf4GQSeR7sfitK9Hmys05RKX9riXcsGcR4Bx/9hHHrRdOLjJwLpx+HRc/Q6yStijnW4wAyL7yzseoXazv5uU5koKMOtqhEccNdhFckqgTNjjkD2HdxSTR6sBN5x89BidNjwKheF7ilb50MfDTkHQxUKIKbK6ZwsgJOt06Q52Y8xtY4HfzF2xbPJWnhox8Nfm7udIoTx5jn0fv8fGETmb+1jqMdx9aOVlTyPiUClWXLlmHgwIFIT0/HuHHjUF1dHXPZNWvWICkpKeKTni4+c7uxwIjoSEux8Th5i4zX/MP7U6mUn5xqCdSzXpHHxc+PSb1EeqCyfv16lJSUoKysDLW1tRg9ejQKCgpw+PDhmL/JyMjAoUOHQp/9+/c7mGJrvHoHaKQCVqmCps7ccn6slCUZHaJFbseudakyYrFb8iA5Q3qgsmjRIsyYMQNFRUUYNmwYVqxYgW7dumH16tUxf5OUlISsrKzQJzMz05a0uamwiKhcRLbIRActsu4i3XQOZdM6X35h97664ViqEKCohK0x6pAaqLS1taGmpgb5+fmh75KTk5Gfn4+qqqqYvzt+/DgGDBiA7OxsXHvttdi5c6cTyU1Ib+UueswHmRWMnv11QyXtd7HOkZ/OnZ/2VSYGRGSU1Ld+jh49ivb29k4tIpmZmdi9e7fmbwYPHozVq1dj1KhRaGpqwsKFCzF+/Hjs3LkT/fv377R8a2srWltbQ383NzeL3Yn/MFrJJepp71Rh9utEZnwN/Wt6HtWpcKyi02k2XfH218l9VeGYyhLcdzfXIeQc6Y9+jMrLy0NhYSFycnIwYcIEvPDCCzjnnHPw5JNPai5fXl6OHj16hD7Z2dmGtmemxUBv4YuuqIKtI24IUtzMS/ttdV/0/l72MVPl9Vmzwsu21TIu+1yI5HSdR9qMvNACAM8//zyGDBmC9PR0jBw5Eq+++qqt6ZMaqPTq1QspKSlobGyM+L6xsRFZWVm61nHaaadhzJgx2Lt3r+a/l5aWoqmpKfSpr6+3nO4gEc/xnSio0R1d/dT/IPq4emm/nQpSRG3PDl7YB/qKqECOjDH6QsuWLVtw/fXX45ZbbsG7776LKVOmYMqUKdixY4dtaZQaqKSmpiI3NxcVFRWh7zo6OlBRUYG8vDxd62hvb8f27dvRp08fzX9PS0tDRkZGxMcorRYTFR7bxOO3gCQWmftvNR8kSruVCt3scZHRQVrUW2RGp2XwGz/uMxl/oWXp0qW4+uqrcdddd2Ho0KF44IEHcNFFF+GJJ56wLY3SH/2UlJRg1apVeOaZZ7Br1y7MnDkTLS0tKCoqAgAUFhaitLQ0tPz999+PN954Ax999BFqa2tx4403Yv/+/bj11lttTaebLvxuSKMMbjwuqqZZtVd6+Uq8GCofJz+3DNvFzAstVVVVEcsDQEFBQdwXYKySPoT+tGnTcOTIEcyfPx8NDQ3IycnBhg0bQh1sDxw4gOTkr+Opzz77DDNmzEBDQwPOOuss5ObmYsuWLRg2bJisXVCK2YJr9M6cFUR8IlvVRHfwFH3uVGhBBDqPByIrjwa3K2NkV1HbUOWcBrG+MSb6pZG0tDSkpaV1Ws7MCy0NDQ2ayzc0NFhMdWzSAxUAKC4uRnFxsea/VVZWRvy9ePFiLF682IFUmaNaAaevhV+83HaeVLx42M1Nb6TFGkvIrefMTWl3U1oT+Wjnxzgt9QzTvz/VdhwAOr00UlZWhgULFlhJmlRKBCpe4JWC4nVO9OkQlRdEv3pL9lDtMZjfxCsnfp09ub6+PqI/plZrCmDuhZasrCxLL8CYIb2PihcwSKEg1Qffcws37IuTfSTccDxIHdEvkMQKVMy80JKXlxexPABs3LhR9wswZrBFxSKVghRWmiSDk03vu98/HvPfhnzDfJO5lnj7ZaSTr0p1hFvJ7HPkdSUlJZg+fTrGjh2LSy65BEuWLOn0Qku/fv1QXl4OAJg9ezYmTJiAxx9/HNdccw3WrVuHbdu2YeXKlbalkYEKEblCvCAl+t9FBy0y8QL9FaPBil8f+xhl9IWW8ePHY+3atbj33ntxzz334MILL8RLL72EESNG2JZGBioWeOlOyat3fl7cJ6/TuhglClK8ikFKJL3lmUGKMUZeaAGAqVOnYurUqTan6mvso2ISL4D+4ZaLhazJLlUsC6ICm1hv8+jFofKdxyDFe9iiQkSGORmcGA067Oyrwn5g7rTvRD8ADGLcioGKCSreQbJiI7+zs1+K2ydFNErFOk6EfSf6MVhxIT76McirBdiLRJwrGeOnWOFEGuyeQDOcntaUId84w1OdZ0msYGtKrL/1/IbkYqBCISrcyZE+do/hwbzgPFXmrlEh4LYbAxF34aMfD1ChcrOTmbEs/FDZAtpva4kacyLWOrS2Gb2sU8dfRkuKkePr1bfp3CJeQKL1GEhr+Q8Pebt+dQMGKgawwnE+KIp3zO0+H0b31amLUnS6ZF8M7ZznZsg3zoj5+MdLj3u8frMhAx/xeAcDFZcTXcHJvuiFU+3iS1/Tc3xETQAZDEhUGNDN7PxL8X6nUl6TVeZEThYaK/iInl1bf7raLKeJrGEfFQNUqlDsFK/Jn+LjMTIv0bELdpplS4o9vBCkGNlmomOv0rnxO7aouJiXO1O6uTXFSMUrq2+Hk1RqpRPFaD8gPf16/Ex2kERqY6BCFEZkxeX02BtOD0pmhBeDFbNUPD8yyejXRe7CQMWlvFzweHdljtvTrzqr+VLl8+PlIFLl4076MFAhgnsqM7ekk0gmlhNvYWdag1QoACqkgYhINaoMmkdiMVBxGa8XQhlN0F4/pm6g+jnw8qMRWewYWoG8iY9+XMTrBZFBinuYGdOEHWopmog8wTLsfWxRMYEFQ6wL+55kkOJieiYOjIfnwV+iH89YOf/MO/7AFhWX8GKBdHIWXi+MYeHGNEeLvoP2wj55gazpH4j0YIuKC3ixcBupFI12kIs190y8fydjwh/3GB0pNng+eR78Jd75NpMXmH/8gy0qpCQzE915YUhsN/Xj8NJQ9ka5IS8ZZVfes2OmaS8ef4qNLSomOVVQvFggE1VGie68tGYP9uJxInUwf5ljZgZy0esk92OLisL8WCCN3H15FeeFUZOMyfOcJrJVxWye1epfxvzvb2xRIWWwMurML61Fbrr4e/18iJiU061zZpGa2KJigdG7j/ACZ+Xxh9f4aV/18tsx8dv+qs5M6xHPIdmFgYpFeoMVrX4VbrqLFEn1mX6JREg0vozVzsix1i+yk7PVDuxEIjBQEcBsYY71Oz8Ufj/sI/mT3gHwzIzuq2fdu98/LjxYIZKJgYogWo919PZg5wBYRP5mdXTfWOvz8yvk5B0MVGxgxyt55C1m7qZVJ/pO3o1EBxxWyQpYYuVvs8fH7/nK7xiokHK8fMHTqqijv3Pbvoen364Lo9ZxU+04qRakhLM7YIm37yKOi13n3+1lzy98G6i8v/c40rrGfjubGdZZ0RWGChWIyMrdSGXtptaWWPslKtgUeQG081iqHKSEE5W3VNhfo/uit39PtNYv5O+r3/k2UEnETRcLNzPa8dDIuRBVmVrJC1bToGe/ZQR1Rip9s+mxq99GNLdfsM1yc9qjeWlfVPbpp5/i9ttvx9/+9jckJyfjBz/4AZYuXYozzohdhlauXIm1a9eitrYWx44dw2effYYzzzzT0HYZqOjghmZno4wU7ET7Gm9dWr+1UqnIrpCMtBSITKvZFhkVGA1YnE6/zCCYyE1uuOEGHDp0CBs3bsSpU6dQVFSEn/zkJ1i7dm3M35w4cQJXX301rr76apSWlpraLgMVk/TcnempzFS5+7Xr916s0L24T05Q/bjFC1hUTzuR3Xbt2oUNGzZg69atGDt2LADgN7/5Db7zne9g4cKF6Nu3r+bv5syZAwCorKw0vW0GKoIZrdBENtuzMiWyjuWIqLOqqiqceeaZoSAFAPLz85GcnIx33nkH3/ve92zbtu8ClUAgAABoO3lMckq0/etfzbKTQERE/xG8VgSvHXb68pS1IDn4++bmyOtIWloa0tLSLK27oaEBvXv3jviuS5cu6NmzJxoaGiytOxHfBSrHjn2V6VaXDZGcEiIicotjx46hR48etqw7NTUVWVlZePOPV1he1xlnnIHs7OyI78rKyrBgwQLN5efOnYtHH3007jp37dplOV1W+C5Q6du3L+rr69G9e3ckJSXJTo4pzc3NyM7ORn19PTIyMmQnxzTuh1q4H2rxwn54YR8CgQCOHTsWsw+GCOnp6di3bx/a2tosrysQCHS6tsVrTbnzzjtx8803x13neeedh6ysLBw+fDji+y+//BKffvopsrKyTKdXD98FKsnJyejfv7/sZAiRkZHh2sIfjvuhFu6HWrywH27fB7taUsKlp6cjPd35UcrPOeccnHPOOQmXy8vLw+eff46amhrk5uYCAN588010dHRg3LhxtqYx9ohnRERERACGDh2Kq6++GjNmzEB1dTX++c9/ori4GNddd12otengwYMYMmQIqqurQ79raGhAXV0d9u7dCwDYvn076urq8Omnn+reNgMVIiIiSui5557DkCFDcMUVV+A73/kOLrvsMqxcuTL076dOncKePXtw4sSJ0HcrVqzAmDFjMGPGDADAt771LYwZMwZ//etfdW/Xd49+vCAtLQ1lZWWWe3HLxv1QC/dDLV7YDy/sA32tZ8+ecQd3GzhwYKe3oxYsWBCzI69eSQEn3rkiIiIiMoGPfoiIiEhZDFSIiIhIWQxUiIiISFkMVIiIiEhZDFRcpLy8HBdffDG6d++O3r17Y8qUKdizZ4/sZFnyyCOPICkpKTTDppscPHgQN954I84++2x07doVI0eOxLZt22Qny5D29nbMmzcPgwYNQteuXXH++efjgQcecGReEyv+8Y9/YPLkyejbty+SkpLw0ksvRfx7IBDA/Pnz0adPH3Tt2hX5+fn44IMP5CQ2jnj7cerUKdx9990YOXIkTj/9dPTt2xeFhYX45JNP5CU4hkTnI9xtt92GpKQkLFmyxLH0kbsxUHGRt956C7NmzcLbb7+NjRs34tSpU7jqqqvQ0tIiO2mmbN26FU8++SRGjRolOymGffbZZ7j00ktx2mmn4bXXXsN7772Hxx9/HGeddZbspBny6KOPYvny5XjiiSewa9cuPProo/jVr36F3/zmN7KTFldLSwtGjx6NZcuWaf77r371K/z617/GihUr8M477+D0009HQUEBTp486XBK44u3HydOnEBtbS3mzZuH2tpavPDCC9izZw+++93vSkhpfInOR9CLL76It99+29bh6MmDAuRahw8fDgAIvPXWW7KTYtixY8cCF154YWDjxo2BCRMmBGbPni07SYbcfffdgcsuu0x2Miy75pprAj/+8Y8jvvv+978fuOGGGySlyDgAgRdffDH0d0dHRyArKyvw2GOPhb77/PPPA2lpaYE//vGPElKoT/R+aKmurg4ACOzfv9+ZRJkQaz8+/vjjQL9+/QI7duwIDBgwILB48WLH00buxBYVF2tqagLw1SA8bjNr1ixcc801yM/Pl50UU/76179i7NixmDp1Knr37o0xY8Zg1apVspNl2Pjx41FRUYH3338fAPCvf/0LmzdvxqRJkySnzLx9+/ahoaEhIm/16NED48aNQ1VVlcSUWdfU1ISkpCSceeaZspNiSEdHB2666SbcddddGD58uOzkkMtwZFqX6ujowJw5c3DppZdixIgRspNjyLp161BbW4utW7fKToppH330EZYvX46SkhLcc8892Lp1K372s58hNTUV06dPl5083ebOnYvm5mYMGTIEKSkpaG9vx0MPPYQbbrhBdtJMa2hoAABkZmZGfJ+ZmRn6Nzc6efIk7r77blx//fWum+Dv0UcfRZcuXfCzn/1MdlLIhRiouNSsWbOwY8cObN68WXZSDKmvr8fs2bOxceNGKTOFitLR0YGxY8fi4YcfBgCMGTMGO3bswIoVK1wVqPzpT3/Cc889h7Vr12L48OGoq6vDnDlz0LdvX1fth9edOnUKP/rRjxAIBLB8+XLZyTGkpqYGS5cuRW1tLZKSkmQnh1yIj35cqLi4GC+//DI2bdqE/v37y06OITU1NTh8+DAuuugidOnSBV26dMFbb72FX//61+jSpQva29tlJ1GXPn36YNiwYRHfDR06FAcOHJCUInPuuusuzJ07F9dddx1GjhyJm266CXfccQfKy8tlJ820rKwsAEBjY2PE942NjaF/c5NgkLJ//35s3LjRda0p//u//4vDhw/j3HPPDZX5/fv3484778TAgQNlJ49cgC0qLhIIBHD77bfjxRdfRGVlJQYNGiQ7SYZdccUV2L59e8R3RUVFGDJkCO6++26kpKRISpkxl156aadXw99//30MGDBAUorMOXHiBJKTI+9XUlJS0NHRISlF1g0aNAhZWVmoqKhATk4OAKC5uRnvvPMOZs6cKTdxBgWDlA8++ACbNm3C2WefLTtJht10002d+qIVFBTgpptuQlFRkaRUkZswUHGRWbNmYe3atfjLX/6C7t27h5639+jRA127dpWcOn26d+/eqU/N6aefjrPPPttVfW3uuOMOjB8/Hg8//DB+9KMfobq6GitXroyY8twNJk+ejIceegjnnnsuhg8fjnfffReLFi3Cj3/8Y9lJi+v48ePYu3dv6O99+/ahrq4OPXv2xLnnnos5c+bgwQcfxIUXXohBgwZh3rx56Nu3L6ZMmSIv0Rri7UefPn3wwx/+ELW1tXj55ZfR3t4eKvM9e/ZEamqqrGR3kuh8RAdYp512GrKysjB48GCnk0puJPu1I9IPgObnd7/7neykWeLG15MDgUDgb3/7W2DEiBGBtLS0wJAhQwIrV66UnSTDmpubA7Nnzw6ce+65gfT09MB5550X+OUvfxlobW2VnbS4Nm3apFkWpk+fHggEvnpFed68eYHMzMxAWlpa4Iorrgjs2bNHbqI1xNuPffv2xSzzmzZtkp30CInORzS+nkxGJAUCig9BSURERL7FzrRERESkLAYqREREpCwGKkRERKQsBipERESkLAYqREREpCwGKkRERKQsBipERESkLAYqREREpCwGKkQ+1d7ejvHjx+P73/9+xPdNTU3Izs7GL3/5S0kpIyL6GkemJfKx999/Hzk5OVi1ahVuuOEGAEBhYSH+9a9/YevWrUrNJ0NE/sRAhcjnfv3rX2PBggXYuXMnqqurMXXqVGzduhWjR4+WnTQiIgYqRH4XCATw7W9/GykpKdi+fTtuv/123HvvvbKTRUQEgIEKEQHYvXs3hg4dipEjR6K2thZdunSRnSQiIgDsTEtEAFavXo1u3bph3759+Pjjj2Unh4gohC0qRD63ZcsWTJgwAW+88QYefPBBAMDf//53JCUlSU4ZERFbVIh87cSJE7j55psxc+ZMXH755Xj66adRXV2NFStWyE4aEREAtqgQ+drs2bPx6quv4l//+he6desGAHjyySfx85//HNu3b8fAgQPlJpCIfI+BCpFPvfXWW7jiiitQWVmJyy67LOLfCgoK8OWXX/IREBFJx0CFiIiIlMU+KkRERKQsBipERESkLAYqREREpCwGKkRERKQsBipERESkLAYqREREpCwGKkRERKQsBipERESkLAYqREREpCwGKkRERKQsBipERESkLAYqREREpKz/D7MKpfgYGCMeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.slice(global_path + '3d/velocity-.plt', 'xz', 10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}