{ "cells": [ { "cell_type": "markdown", "id": "001884b6-ff2a-45dc-84a6-a09fe3440b6d", "metadata": {}, "source": [ "# Fence Diagrams" ] }, { "cell_type": "markdown", "id": "1c70388a-62db-43b6-b780-27b3513b7af1", "metadata": {}, "source": [ "This section presents advanced functionality for [`pystrat.Fence`](api/pystrat.rst#pystrat.pystrat.Fence) objects, which permits plotting of fence diagrams with multiple sections.\n", "\n", "The example data utilized here comes from the reference listed at the end of the guide. \n", "\n", "The example data files used in this guide can be found [here](https://github.com/pystrat-maintainers/pystrat/tree/main/docs/example-data)." ] }, { "cell_type": "code", "execution_count": 1, "id": "2ccbe71a-c6b9-4b75-8f24-74bb09babc8c", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import glob\n", "import os\n", "\n", "import pystrat" ] }, { "cell_type": "markdown", "id": "cba7d4f0-841a-4c14-bd3f-a900028973ec", "metadata": {}, "source": [ "First load the example data, which is in the **example-data/Fransfontein-fence** directory.\n", "\n", "To construct a [`pystrat.Fence`](api/pystrat.rst#pystrat.pystrat.Fence) object, it is necessary to provide a list of `pystrat.Section` objects for the sections that constitue the Fence diagram. \n", "\n", "By default, the order of plotting for the sections corresponds to the order in which they are present in the list of sections (`sections` below). In this case, however, that order is incorrect. The proper order can be ensured by providing an array of the one-dimensional coordinates for each section in the same order as they are present in the `sections` list." ] }, { "cell_type": "code", "execution_count": 2, "id": "296f8780-d00f-40f9-82cc-b831c7fa9886", "metadata": {}, "outputs": [], "source": [ "# get section files, in excel spreadsheets\n", "section_files = glob.glob('example-data/Fransfontein-fence/A*.xlsx')\n", "\n", "# read spreadsheet with coordinates for each section\n", "coord_df = pd.read_csv('example-data/Fransfontein-fence/coordinates.csv')\n", "\n", "# list to hold pystrat.Section objects\n", "sections = [] \n", "# list to hold section coordinates\n", "coordinates = np.zeros(len(section_files))\n", "\n", "for ii, section_file in enumerate(section_files):\n", " # section name\n", " section_name = os.path.splitext(os.path.basename(section_file))[0] # just take file name as section name\n", " # read section\n", " section_df = pd.read_excel(section_file, sheet_name='section')\n", " # read annotations\n", " ann_df = pd.read_excel(section_file, sheet_name='annotations')\n", " # make section\n", " section = pystrat.Section(section_df['thickness'], \n", " section_df['facies'], \n", " annotations=ann_df, \n", " name=section_name, \n", " units=section_df['formation abbr'].values)\n", " # add to list of sections\n", " sections.append(section)\n", " # find coordinate for current section, and append to list of coordinates\n", " coordinates[ii] = coord_df.loc[coord_df['section'] == section_name]['coordinate'].squeeze()" ] }, { "cell_type": "markdown", "id": "e4e2ac59-5297-437b-8d2d-87fab8d9a203", "metadata": {}, "source": [ "With the proper section ordering in `coordinates`, it is now possible to construct the `pystrat.Fence` object." ] }, { "cell_type": "code", "execution_count": 3, "id": "7ab2195b-e7c6-4dbc-b9ac-26e639472078", "metadata": {}, "outputs": [], "source": [ "fence_1 = pystrat.Fence(sections, coordinates=coordinates)" ] }, { "cell_type": "markdown", "id": "8a0c3109-2c7f-4671-8b24-5a2727a88003", "metadata": {}, "source": [ "As with `pystrat.Section` objects, it is necessary to specify a `pystrat.Style` to plot the fence diagram." ] }, { "cell_type": "code", "execution_count": 4, "id": "36b8ce2a-90f7-4028-8fd0-c9033d6e7e69", "metadata": {}, "outputs": [], "source": [ "# styling DataFrame for the fence diagram\n", "style_df = pd.read_csv('example-data/Fransfontein-fence/style.csv')\n", "\n", "# create pystrat.Style object\n", "style_1 = pystrat.Style(style_df['lithofacies'], \n", " style_df[['R','G','B']].values/255,\n", " style_df['width'])" ] }, { "cell_type": "markdown", "id": "6d103ed1-cc4a-4f0c-b8e4-de7deb924e1f", "metadata": {}, "source": [ "Plotting `pystrat.Fence` objects involves `matplotlib.pyplot.figure` objects. This behavior differs from the plotting of `pystrat.Section` objects, which go directly into `matplotlib.pyplot.axes` objects." ] }, { "cell_type": "code", "execution_count": 5, "id": "47fe1eac-ee9b-429a-95c1-4818371a7e00", "metadata": {}, "outputs": [ { "data": { "image/png": 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1UzV54nS3ywCywoJkAAAAAJIIBwAAAACGEA4AAAAASCIcAAAAABhCOAAAAAAgiXAAAAAAYAjhAAAAAIAkwgEAAACAIYQDAAAAAJIIBwAAAACGEA4AAAAASCIcAAAAABhCOAAAAAAgiXAAAAAAYAjhAAAAAIAkwgEAAACAIYQDAAAAAJIIBwAAAACGhNwuAAAAoJDs7trmdgk58Xv9yA3hAAAAwAaJREKBQIlWrVnudik5i0Siqqurc7sMuIBwAAAAYINwOCzTHNCcBRcrWt1gaWxvd6fa1q3QypUr1dzc7FCFmaurq1NjY6PbZcAFhAMAAAAb1TfNV039DEtj9uzqUNu6FWpublZLS4tDlQFjY0EyAAAAAEmEAwAAAABDCAcAAAAAJBEOAAAAAAwhHAAAAACQRDgAAAAAMIRwAAAAAEAS4QAAAADAEMIBAAAAAEmEAwAAAABDCAcAAAAAJBEOAAAAAAwhHAAAAACQRDgAAAAAMIRwAAAAAEAS4QAAAADAEMIBAAAAAElSyO0CAAAACsnerlhexgBOIBwAAADYIJVKKVRapg2rl2U13ohEVVdXZ3NVgDWEAwAAABsEg0ElD/Rr5cqVam5utjy+rq5OjY2NDlQGZI5wAAAAYKPm5ma1tLS4XQaQFRYkAwAAAJBEOAAAAAAwhHAAAAAAQBLhAAAAAMAQwgEAAAAASYQDAAAAAEMIBwAAAAAksc8BAMBDYrGY4vG422XkhI2sAPgZ4QAA4AmxWExz5jSrr6/X7VJyEolE1dbWSkAA4EuEAwCAJ8TjcfX19eqLC7+lCbVT3S4nK7u7tmnVmuWKx+OEgyLW2tqa1TjuOsELCAcAAE+ZUDtVkydOd7sMwLJUKqVgKKTFixdnNd6IRNXOXSe4jHAAAABgg2AwqFQyqZazr1FlrbUP+Hu7Ytqwehl3neA6wgEAAICNKmsbVVM/w+0ygKzQyhQAAACAJMIBAAAAgCGEAwAAAACSCAcAAAAAhhAOAAAAAEgiHAAAAAAYQjgAAAAAIIlwAAAAAGAI4QAAAACAJMIBAAAAgCGEAwAAAACSCAcAAAAAhhAOAAAAAEgiHAAAAAAYQjgAAAAAIIlwAAAAAGAI4QAAAACAJMIBAAAAgCGuhoPbbrtN8+fPV2VlpSZOnKgLLrhA7e3tI44xTVNLlizR5MmTFYlE9KlPfUqvvvrqiGMSiYS++c1vqq6uTuXl5frc5z6nbdu25fNUAAAAAN9zNRw888wz+sY3vqEXXnhBTz75pJLJpBYuXKh9+/YNH/ODH/xAP/zhD/XP//zP+p//+R81NDTozDPP1N69e4ePufLKK/Xoo4/q4Ycf1tq1a9XT06PzzjtPqVTKjdMCAAAAfCnk5ouvXr16xNf33XefJk6cqPXr1+uTn/ykTNPUHXfcoe9+97v6/Oc/L0l64IEHVF9frwcffFCXXXaZuru7de+99+qnP/2pzjjjDEnSypUrdcQRR+ipp57SWWedlffzAgAAAPzIU2sOuru7JUm1tbWSpK1bt6qzs1MLFy4cPiYcDuvUU0/V888/L0lav369Dhw4MOKYyZMn6+ijjx4+BgAAAMDYXL1z8EGmaerb3/62Tj75ZB199NGSpM7OTklSfX39iGPr6+v15ptvDh9TVlamcePGHXRMevyHJRIJJRKJ4a/fe+89284DAAAA8CvP3Dm44oor9Morr+ihhx466LFAIDDia9M0D/rehx3umNtuu03V1dXD/zviiCOyLxwAAAAoEJ4IB9/85jf1X//1X3r66ac1derU4e83NDRI0kF3AN5+++3huwkNDQ3q7+/Xu+++O+oxH3bdddepu7t7+H9vvfWWnacDAAAA+JKr4cA0TV1xxRX6xS9+od/+9rdqamoa8XhTU5MaGhr05JNPDn+vv79fzzzzjE466SRJ0nHHHafS0tIRx+zcuVObN28ePubDwuGwqqqqRvwPAAAAKHaurjn4xje+oQcffFD/+Z//qcrKyuE7BNXV1YpEIgoEArryyit16623aubMmZo5c6ZuvfVWRaNRXXTRRcPHXnLJJbrqqqs0fvx41dbW6uqrr9bcuXOHuxcBAAAAGJur4eBHP/qRJOlTn/rUiO/fd999+uu//mtJ0rXXXqu+vj59/etf17vvvqsTTjhBa9asUWVl5fDxt99+u0KhkBYtWqS+vj6dfvrpuv/++xUMBvN1KgAAAIDvuRoOTNMc85hAIKAlS5ZoyZIlox5jGIbuvPNO3XnnnTZWBwAAABQXTyxIBgAAAOA+z+xzAAAAUAj2dsXyMgZwAuEAAADABolEQoFAiTasXpbV+ECgZMQmrYAbCAcAAAA2CIfDMs0BzVlwsaLVDZbG9nZ3qm3dCoXDYYeqAzJDOAAAALBRfdN81dTPsDRmz64Ota1b4VBFQOZYkAwAAABAEuEAAAAAwBDCAQAAAABJhAMAAAAAQwgHAAAAACQRDgAAAAAMIRwAAAAAkEQ4AAAAADCEcAAAAABAEuEAAAAAwBDCAQAAAABJhAMAAAAAQwgHAAAAACQRDgAAAAAMIRwAAAAAkEQ4AAAAADCEcAAAAABAEuEAAAAAwBDCAQAAAABJhAMAAAAAQwgHAAAAACQRDgAAAAAMIRwAAAAAkEQ4AAAAADCEcAAAAABAEuEAAAAAwBDCAQAAAABJUsjtAgAA+KDdXdvcLiFrfq4dACTCAQDAIxKJhAKBEq1as9ztUnISiURVV1fndhkAkBXCAQDAE8LhsExzQMc2nqUKo9a1Onr2d+ml2BNauXKlmpubLY+vq6tTY2OjA5UBgPMIBwAAT5lSO0fjK6a69vrv9GzTS7En1NzcrJaWFtfqAAA3EA4AAJ7S3fu2J16/tbU1q/HcOQDgZ4QDAIAnJBIJBRTQs1secrsUSQEtXrw4q5GRSFRtba0EBAC+RDgAAHhCOByWKVOnn3ihxlVNdLUWI1yuyvJxlsft7tqmVWuWKx6PEw4A+BLhAADgKbOObNHkidPdLgMAihLhAADgKX7eK8DPtQOARDgAAHhEoexzYBgR9jkA4FslbhcAAECaaQ64XULOTNN0uwQAyBp3DgAAnhAOhyWJBckA4CLCAQDAU1iQDADuYVoRAAAAAEmEAwAAAABDmFYEAPAUP7cD9XPtACARDgAAHpFKpVRaWur7VqaRSJRWpgB8i3AAAPCEYDCoAwcOaOXKlWpubna7nKzV1dXRqQiAbxEOAACe0tzcrJaWFrfLAICixIJkAAAAAJK4cwAA8JjW1tasxjGdBwByRzgAAHhCKpVSMBTS4sWLsxpvRKJqb2slIABADggHAABPCAaDSiWTajn7GlXWWvuAv7crpg2rlykejxMOACAHhAMAgKdU1jaqpn6G22UAQFFiQTIAAAAASYQDAAAAAEMIBwAAAAAkEQ4AAAAADCEcAAAAAJBEOAAAAAAwhHAAAAAAQBL7HAAAANhqb1csL2MAJxAOAADIs507d+pf//Vfddlll2nSpElulwObJBIJBQIl2rB6WVbjA4ESJRIJm6sCrCEcAACQZzt37tTSpUs1c+ZMNTc3u13OQerq6tTY2Oh2Gb4TDodlmgOas+BiRasbLI3t7e5U27oVCofDDlUHZIZwAABAnqVSKQWDQS1evNjtUg4pHDa0ZUs7ASFL9U3zVVM/w9KYPbs61LZuhUMVAZljQTIAAHmWTCaVSg24XcaoEomEtm/f7nYZAFzAnQMAAPJscOqIqerIDIWCEbfLGSGZ6lN3XwfTW4AiRTgAACDPBhedBtTd1+F2KaMIsDAWKFKEAwAA8ix956CuYp5KQxVulzPCgWSP4j0buXMAFCnCAQAALqkwpihSOt7tMkboO/CO4j0b3S4DgEtYkAwAAABAEuEAAAAAwBDCAQAAAABJhAMAAAAAQwgHAAAAACQRDgAAAAAMIRwAAAAAkMQ+BwAAuKY/2e12CQdJ19Ta2jrmsXV1dWpsbHS6JAB5RDgAACDPEomEpIB27FnrdimjWrx48ZjHRCJRtbW1EhCAAkI4AAAgz8LhsCRTp594ocZVTXS7nIMY4XJVlo877DG7u7Zp1ZrlisfjhAOggBAOPmDjxo2qqKhwu4yscXsXAPxl1pEtmjxxuttlAMAwwoGkt956S5J06qmnulxJbri9CwAAgFwQDiS98847kqTzP32ZJk/8iMvVZIfbuwAAAMgV4eAD6sZN4fYuAAAAihb7HAAAAACQRDgAAAAAMIRpRR8Qf3e7ykoNt8vIyu6ubW6XAAAAAJ8jHEjq7++XJP3nb//V5UpyE4lEVVdX53YZAAAA8CnCgaSysjJJ0sz5F6pyvLVOP73dnWpbt0IrV65Uc3OzE+VljH0OAAAAkAvCwQdMPLJFdVPnWhqzZ1eH2tatUHNzs1paWhyqDABQiPw8JdTPtQMYHeEAAIA8SyQSCgRKtGrNcrdLyQnTWYHCQzgAACDPwuGwTHNAdRXzVBqqcLucEQ4kexTv2ZjRdFmmswKFh3AAAIBLKowpipSOd7uMEfoOvKN4z0amy+Zgb1csL2MAJxAOAAAAbJCeLrZh9bKsxgcCJUokEjZXBVhDOAAAALBBerrYnAUXK1rdYGlsuvthOBx2qDogM4QDAAAAG9U3zVdN/QxLY9LdDwG3lbhdAAAAAABvIBwAAAAAkMS0IgAAAFvRrQh+RjgAAACwAd2KUAgIBwAAADZIdyuaMWOGIpGopbF9fb3q6OigWxFcRzgAAACwUd2EiaqqqrY05r33utXR0eFQRUDmWJAMAAAAQBLhAAAAAMAQwgEAAAAASYQDAAAAAEMIBwAAAAAkEQ4AAAAADCEcAAAAAJBEOAAAAAAwhHAAAAAAQBLhAAAAAMAQwgEAAAAASYQDAAAAAENCbhcAAABQSPb19ORlDOAEwgEAAC7pT3a7XcJB0jW1traOeWxdXZ0aGxudLsk3UqmUQqGQNm16JavxhmGorq7O5qoAawgHH9Dz7jaFSiOWxuztijlUDQCgUCUSCUkB7diz1u1SRrV48eIxj4lEomprayUgDAkGg0omk1q5cqWam5stjydswQsIB5L6+/slSS8/tTyr8YFAydAbPQAAYwuHw5JMnX7ihRpXNdHtcg5ihMtVWT7usMfs7tqmVWuWKx6P84H2Q5qbm9XS0uJ2GUBWCAeSysrKJEkz51+oyvHW3uB6uzvVtm7F0Bs9AACZm3VkiyZPnO52GQAwjHDwAROPbFHd1LmWxuzZ1aG2dSscqggAAADIH8LBB7DmAAAAAMWMcCDWHAAAAAAS4UASaw4AAAAAiXAwAmsOAAAAUMxK3C4AAAAAgDcQDgAAAABIIhwAAAAAGMKagw+glSkAAACKGeFAtDIFAAAAJMKBJFqZAgAAABLhYARamQIAAKCYEQ4AAHDJ7q5tbpeQNT/XDmB0hIMPYEEyACAfEomEAoESrVqT3Vo3r4hEoqqrq3O7DAA2IhxISqVSkrJfkGzw5ggAsCAcDss0B9R49FkyorWWxu7v7VJs8xO6+eab1dTUdNhja2pqNGnSpFxKPay6ujo1NlpbqwfA2wgHkoLBoCTpu9/9rpqbmy2Pnz59Om+OAICMpe8cxDY/kd0TBAK64YYbxjwsakTU2t7G3ygAGSMc6P07B9///vezGm9Eompva+XNFwCQkfSdg7NKjlFtoMLyeENlqgocfhrs22a3Htr/vJ599lnLF764IwAUL8KB3r9z8LEzvqWaiTMtjd3bFdOG1csUj8d5IwUAZCSRSKhEAT0x8IqjrxNQQIsXL7Y8zjAiaueOA8YQi8UUj8fdLiNnhOGRCAcfUDFuqmrqZ7hdBgCgwIXDYQ3IVF3FPJWGrN85yFQwUKZQ0Fqjjf5kt3bsWctFLxxWLBbTnDnN6uvrdbuUnEUiUbUxA2QY4QAAAJdUGFMUKR3vdhmAZfF4XH19vfriwm9pQu1Ut8vJ2u6ubVq1Zjlh+AMIBwAAADZqbW3Napwfp7dMqJ2qyROnu10GbEQ4+AD2OQAAANlKpVIKBoNZrfOQJMMw1N7e7ruAgMJCOJDU398vKft9DgKBEiUSCTtLAgAAPhMMBpVKpTR37jEqr7C2lmRfT482bXqF6S1wnavh4He/+52WLVum9evXa+fOnXr00Ud1wQUXDD/+13/913rggQdGjDnhhBP0wgsvDH+dSCR09dVX66GHHlJfX59OP/103X333Zo6NfP5b2VlZZKkqc2nK1o50dI5pDejCYfDlsYBAIDCVF5RoaqqarfLALLiajjYt2+fPvaxj+krX/mKvvCFLxzymLPPPlv33Xff8NfpD/JpV155pX75y1/q4Ycf1vjx43XVVVfpvPPO0/r164dblI4lvc/BttbfZHUe7JAMAACAQuBqODjnnHN0zjnnHPaYcDishoaGQz7W3d2te++9Vz/96U91xhlnSJJWrlypI444Qk899ZTOOuusjOpIh4gf//jHOu644yycwSA/LiACALivP9ntdgkH8WJNAPLH82sO/vu//1sTJ05UTU2NTj31VH3/+9/XxImDU3/Wr1+vAwcOaOHChcPHT548WUcffbSef/75jMNB2uzZs9XS0mJr/QAAfNjgOrWAduxZ63Yph2QYEe6IA0XK0+HgnHPO0Z//+Z9r2rRp2rp1q2644QZ9+tOf1vr16xUOh9XZ2amysjKNGzduxLj6+np1dnaO+ryJRGLEAuJ9+/Y5dg4AAHzY4Do1U2eVHKPagDOboHWZPXpi4BXdfPPNampqsjS2pqZG8Xh8zN1vuXMOFB5Ph4O/+Iu/GP7/Rx99tI4//nhNmzZNv/rVr/T5z39+1HGmaSoQCIz6+G233aalS5faWisAAJlKJBIqUUBPDLzi6OsEFNANN9zg2POzsyx2d21zu4Sc+L1+J3g6HHzYpEmTNG3aNL322muSpIaGBvX39+vdd98dcffg7bff1kknnTTq81x33XX69re/Pfz1c889p3PPPde5wgEA+IBwOKwBmTr9xAs1rspalzwrjHC5KsvHjX1gFthZtrilUimVlpZq1Zrs2sB7SYTGMiP4Khy88847euuttzRp0iRJ0nHHHafS0lI9+eSTWrRokSRp586d2rx5s37wgx+M+jzhcHhE69Hy8nJJUnt7uyos9iWWuK0KAMjOrCNb2F0WvhQMBnXgwAGtXLlSzc3NbpeTEz7HjeRqOOjp6VFHR8fw11u3btXGjRtVW1ur2tpaLVmyRF/4whc0adIk/elPf9J3vvMd1dXV6c/+7M8kSdXV1brkkkt01VVXafz48aqtrdXVV1+tuXPnDncvykS6lenXvva1rM7DiETVzm1VAABQZJqbm2nmUmBcDQcvvviiTjvttOGv01N9vvzlL+tHP/qRNm3apBUrVmjPnj2aNGmSTjvtNP3sZz9TZWXl8Jjbb79doVBIixYtGt4E7f777894jwPp/VamHzvjW6qZONPSOeztimnD6mXcVgUAAIDvuRoOPvWpT8k0zVEff+KJJ8Z8DsMwdOedd+rOO+/MuZ6KcVNVUz8j5+cBAAAA/KjE7QIAAAAAeAPhAAAAAIAkwgEAAACAIb5qZQoAAADvaG1tdbuEUdGiNDuEAwAAAFiSSqUUDIa0ePFit0sZlWFE1N7eRkCwiHAAAAAAS4LBoFKppCbXnKyyULXb5RykP9mtHXvW0mo+C4QDAAAAZKUsVK1I6Xi3y4CNWJAMAAAAQBLhAAAAAMAQphV9QM+72xQqjVgas7crJsnZ1fqstgcAAEA+EA4k9ff3S5Jefmp5dk8QCDi6Wt+IRNTexmp7AAAAOItwIKmsrEySNGHBKQrX1lkeHwwbKq2osLssSVKiK663Hn+U1fYAAABwHOFA79852L3uWZcrObSwYaiuznpoAQAAAKxgQbIfmKbbFQAAAKAIcOdA708rmvqZP1N00mTL40PRcpVV19hc1aDendu15Z67mFYEAAA8pz/Z7XYJh+TVuvyAcPAB446aq+pZzW6XAQAA4GmJREJSQDv2rHW7lFEZRoRp2VkgHAAAAMCScDgsydScBRcrWt1gaWxvd6fa1q3QypUr1dzs3EVZWsFnh3AAAACArNQ3zVdN/QxLY/bs6lDbuhVqbm5WS0uLQ5UhW4QDAABcsrtrm9slZM3PtQMYHeEAAIA8SyQSCgRKtGpNlptvekQkEmVON1BgCAcAAORZOByWaQ6ormKeSkPObKKZrQPJHsV7NmY0H5w53UDhIRwAAOCSCmOKIqXj3S5jhL4D7yjes5H54ECRIhx8QG/nTgXDhttljNC7c7vbJQAAAKBIEA4k9ff3S5JeX/ETlysZRaBkqJ8wAAD+E4vFFI/H3S4jJ0yhQrEgHCj3HZKdtD++W7HHHhnqJwwAgL/EYjHNmdOsvr5et0vJSSQSVVtbKwEBBY9w8AFe3CG5582tij32iNtlAACQlXg8rr6+Xn1x4bc0oXaq2+VkZXfXNq1as1zxeJxwgIJHOEBBy+VWNreQAcA+E2qnavLE6W6XAWAMhAMUrFgsptlzmrU/y1vZRiSqdm4hAwCAIkI4QMGKx+Pa39erlrOvUWWttQ/4e7ti2rB6GbeQAQBAUSEcoOBV1jaqpn6G22UAAAB4XonbBQAAAADwBsIBAAAAAEmEAwAAAABDCAcAAAAAJBEOAAAAAAyhWxEAAICN9vX05GUM4ATCAQAAgA0SiYQUCGjTpleye4JAYPA5ABcRDgAAAGwQDocl09ScBRcrWt1gaWxvd6fa1q0YfA7ARYQDAAAAG9U3zbe8+eaeXR1qW7fCoYqAzBEOPqC3c6eCYcPtMkbo3bnd7RIAAABQJAgHkvr7+yVJr6/4icuVHJoRiaiurs7tMgAAAFDgCAeSysrKJEkz51+oyvGNlsam5wiuXLlSzc3NTpSnuro6NTZaqwsAAACwinDwAROPbFHd1LmWxqTnCDY3N6ulpcWhygAAgF/s7YrlZQzgBMIBCl4ub9Ktra12l5MV7h4BgPclEgkFAiXasHpZVuMDgRJamcJ1hAMUrFzfpBUIaPHixfYWlaVIJKq2tlYCAgB4WDgclmkO0MoUvkY4QMFKv0mffuKFGlc10fJ4I1yuyvJxDlRmze6ubVq1Zrni8TjhAAB8IFpdr8raIyyOMh2pBbCKcICCN+vIFk2eON3tMgAABY5pRSgEJW4XAAAAUChMM/s7ALmMBezCnQMAAAAbDK4XMDVjxgxFIlFLY/v6etXR0cGaA7iOcAAAAGCjugkTVVVVbWnMe+91q6Ojw6GKgMwxrQgAAACAJMIBAAAAgCFMKwIAwCX9yW63SziIF2sCkD+EAwAA8mywXWVAO/asdbuUUQRoqQkUKcIBAAB5lu5qU1cxT6WhCrfLGeFAskfxno10zQGKFOEAAACXVBhTFCkd73YZI/QdeEfxno1ulwHAJSxIBgAAACCJcAAAAABgCOEAAAAAgCTCAQAAAIAhLEgGAMAlXtxTIF1Ta2vrmMfW1dWpsbHR6ZIA5BHhAACAPPP+PgfS4sWLxzwmEomqra2VgAAUEMIBAAB5lt7n4PQTL9S4qolul3MQI1yuyvJxhz1md9c2rVqzXPF4nHAAFBDCAQAALpl1ZIsmT5zudhkAMIxwAAAAHLe7a5vbJWTNz7UDVhEOAACAYxKJhAKBEq1as9ztUnISiURVV1fndhmA4wgHAADAMeFwWKY5oLqKeSoNVbhdzkEOJHsU79molStXqrm5edTj6MyEYkE4AAAAjqswpihSOt7tMg7Sd+AdxXs2qrm5WS0tLW6XA7iOTdAAAAAASCIcAAAAABjCtCIAAAAb7evpycsYwAmEAwAAABukUimFQiFt2vRKVuMNw6AjElxnORwkEgn94Q9/0J/+9Cf19vZqwoQJOvbYY9XU1OREfQAAAL4QDAaVTCbH7Hw0GjoiwQsyDgfPP/+87rzzTj322GPq7+9XTU2NIpGIurq6lEgkNH36dH3ta1/T5ZdfrsrKSidrBgAA8Cw6H8HPMlqQfP755+uLX/yipkyZoieeeEJ79+7VO++8o23btqm3t1evvfaarr/+ev3mN7/RrFmz9OSTTzpdNwAAAACbZXTnYOHChfr5z3+usrKyQz4+ffp0TZ8+XV/+8pf16quvaseOHbYWCQAAAMB5GYWDb3zjGxk/4VFHHaWjjjoq64IAAAAAuCOnbkU9PT0aGBgY8b2qqqqcCgIAAADgDsuboG3dulWf+cxnVF5erurqao0bN07jxo1TTU2Nxo0b50SNAAAAAPLA8p2Dv/zLv5Qk/du//Zvq6+sVCARsLwoAABSW/mS32yUcklfrAtxiORy88sorWr9+vWbPnu1EPQAAoIAkEglJAe3Ys9btUkZlGBE2HwOGWA4H8+fP11tvvUU4AAAAYwqHw5JMzVlwsaLVDZbG9nZ3qm3diqw3FcsUm48B77McDu655x5dfvnl2r59u44++miVlpaOePyYY46xrTgAAFAY6pvmq6Z+hqUxe3Z1qG3dCjYVA/LIcjjYvXu3Xn/9dX3lK18Z/l4gEJBpmgoEAkqlUrYWCAAAACA/LIeDr371qzr22GP10EMPsSAZAGC7vV2xvIwBABzMcjh488039V//9V+aMcParUEAAA4nkUgoECjRhtXLshofCJQMLX4FAGTLcjj49Kc/rZdffplwAACwVTgclmkO5LRwdXDxKwAgW5bDwWc/+1n93d/9nTZt2qS5c+cetCD5c5/7nG3FAQCKTy4LV+FduUwXa21ttbucEehWBLzPcji4/PLLJUk33XTTQY+xIBletLtrm9sl5MTv9QMobrlOF1MgoMWLF9tb1IcYRkTt7W0EBEBZhIOBgQEn6gBsl/6DtGrNcrdLyVkkEmWDHgC+lJ4uVlcxT6WhCsvjg4EyhYIRByob1J/s1o49axWPx20LB07f6cgFd0kwFsvhAPCL9B+kxqPPkhGttTR2f2+XYpuf0M0336ympiaHKszc9OnTeTMH4GsVxhRFSse7XYajUqmUgqGQ43c6cmFEImpv4y4JRpdROHj44Yd14YUXZvSEb731lmKxmD7xiU/kVBiQq/Sdg9jmJ7J7gkBAN9xwg71FZSkSiaqtrZU3cwDwsGAwqFQyqSPO+zOFa713tzfRFddbjz9q610SFJ6MwsGPfvQjLVmyRF/5ylf0uc997qAtzLu7u/Xcc89p5cqVeuqpp3Tvvfc6UixgRfrOweknXqhxVRMtjzfC5aosH+dAZdbs7tqmVWuW82YOAB6XSCSkQIneevxRt0sZlRGJME0Vh5VROHjmmWf0+OOP684779R3vvMdlZeXq76+XoZh6N1331VnZ6cmTJigr3zlK9q8ebMmTrT+QQxwyqwjWzR54nS3ywAAFLhwOCzl2I535cqVB12EtRNrDjCWjNccnHfeeTrvvPP0zjvvaO3atfrTn/6kvr4+1dXV6dhjj9Wxxx6rkpISJ2sFAADwvFza8TY3N6ulpcWhyoCxWV6QPH78eJ1//vlO1AIAAOB77OkAP6NbEQAAgA18sacD3YowBsIBAACADYZbaF+wSEbdBMvjQ9FylVXX2F/YkN6d27XlnrtocIHDIhwAAADYqHbuPFVMc3+PHCAbrCAGAAAAICmLOwc33XSTrr76akWj0RHf7+vr07Jly3TjjTfaVhwAAIVsd9c2t0vImp9rBzA6y+Fg6dKluvzyyw8KB729vVq6dCnhAACAMaQXrq5as9ztUnISiUTZUAsoMJbDgWmaCgQCB33/5ZdfVm1trS1FAQBQyNILV728WVYmaIsJFJ6Mw8G4ceMUCAQUCAQ0a9asEQEhlUqpp6dHl19+uSNFAgBQiNgsC4DXZBwO7rjjDpmmqa9+9ataunSpqqurhx8rKyvTkUceqQULFjhSJACgeOSygRTgBb07t7tdwiF5tS54S8bh4Mtf/rIkqampSSeddJJKS0sdKwoAUHxSqZRCpWVZbyBl+HD+O0GosCQSCSlQoi333OV2KaMyIhHf/Z4gvyyvOTj11FM1MDCgLVu26O2339bAwMCIxz/5yU/aVhwAoHgEg0ElD/RnPZfeT/Pfc91JNxAoGfwgCk8Jh8OSx9eS+On3BO6wHA5eeOEFXXTRRXrzzTdlmuaIxwKBgFKplG3FAQCKTzHMpbdjQXI4HHaoOuSKtSTwM8vh4PLLL9fxxx+vX/3qV5o0adIhOxcBAICx5fIhEt6Vy3Sx1tZWu8sZgTsHGIvlcPDaa69p1apVmjHD2psZAABAIct1upgCAS1evNjeoj7EiETU3tZGQMCoLIeDE044QR0dHYQDAACAD0hPF2u8YJGMugmWx4ei5SqrrrG/sCG9O7dryz13KR6PEw4wqozCwSuvvDL8/7/5zW/qqquuUmdnp+bOnXtQ16JjjjnG3goBAAB8xKiboOikKW6XAWQlo3Awb948BQKBEQuQv/rVrw7///RjLEgGAADFilamKAQZhYOtW7c6XQcAAICvpVuZTpkyVWUWu0n1JxLavn0brUzhuozCwbRp05yuAwAAwNcG954IaPv2bVk+Q0D9/f12lgRYZnlB8n/9138d8vuBQECGYWjGjBlqamrKuTAAAFA4+pPdbpdwSN6qyxwxbdsJdCvCWCyHgwsuuOCg9QfSyHUHJ598sh577DGNGzfOtkIBAID/pK+m79iz1u1SDiNgy47TgxvTmao/5TSVVtVYHh8MGyqtqMi5jtEkuuJ66/FH6VaEw7IcDp588kl997vf1fe//319/OMflyT94Q9/0PXXX68bbrhB1dXVuuyyy3T11Vfr3nvvtb1gAADgH+kPzHUV81Qacu6Db7YOJHsU79loy47T6QXJu5592obKnMGCZIzFcjj427/9W/34xz/WSSedNPy9008/XYZh6Gtf+5peffVV3XHHHY7fFgMAAP5RYUxRpHS822UcpO/AO4r3bLTluexYkHzzzTePOT27pqZGkyZNyqpGFiRjLJbDweuvv66qqqqDvl9VVaU33nhDkjRz5kzF4/HcqwMAAPCJwR2Sc1mQLN1www1jHhONGmptbedDPhxhORwcd9xxuuaaa7RixQpNmDC4+9/u3bt17bXXav78+ZKk1157TVOnTrW3UgAAAA8b3CHZ1I3XN2jatDLL46trgmqoLz3sMe3t+3XJpTHWDcAxlsPBvffeq/PPP19Tp07VEUccoUAgoFgspunTp+s///M/JUk9PT0ZJV8AAD6stbU1q3FMl4BXTJtWptmzDbfLALJiORzMnj1bra2teuKJJ7RlyxaZpqk5c+bozDPPVElJiaTBjkYAAFiRSqUUDIW0ePHirMYbkaja21oJCHBNKpVSWVlIl1wac/R1olGDRcVwjOVwIA22LT377LN19tln210PAKBIBYNBpZJJtZx9jSprrX3A39sV04bVy5hqAVcFg0H19yfZ5Ri+llE4WL58ub72ta/JMAwtX778sMd+61vfsqUwAEBxqqxtVE39DLfLALLW3NyslpYWt8sAspJROLj99tv1l3/5lzIMQ7fffvuoxwUCAcIBAAA4iLd2In6fV+sC3JJRONi6desh/z8AAMje3i7rc9PTY7JduJ0JO6etFNMOyUAhyGrNgST19/dr69at+shHPqJQKOunAQCg6Az2wy/RhtXLsnuCQCDrhduZMIyI2tvbbAkIxbRDMlAILH+q7+3t1Te/+U098MADkqQtW7Zo+vTp+ta3vqXJkyfr7//+720vEgCAQjLYD38g6w/MwUCZQsGIA5UNTrPZsWet7Yu7i2GHZKAQWA4H1113nV5++WX993//94huRWeccYa+973vEQ4AAMiQVz8wAyhelsPBY489pp/97Gc68cQTFQgEhr//0Y9+VK+//rqtxQEAAADInxKrA3bv3q2JEyce9P19+/aNCAsAAAAA/MXynYP58+frV7/6lb75zW9K0nAg+MlPfqIFCxbYWx0AAIDPONlJKldsoIaxWA4Ht912m84++2z98Y9/VDKZ1P/9v/9Xr776qtatW6dnnnnGiRoBAAA8L5VKKRgKOdpJKldGJKL2Nns6UaEwWQ4HJ510kp577jn90z/9kz7ykY9ozZo1amlp0bp16zR37lwnagQAAPC8YDCoVDKpWX/zDUUnTXG7nIP07tyuLffcZXsnKhSWrDYomDt37nArUwAAALwvOmmKKqY1uV0GkJWMw8F7772X0XFVVVVZFwMAAADAPRmHg5qamsN2IzJNU4FAQKlUypbCAAAAAORXxuHg6aefHv7/pmnq3HPP1T333KMpU7w3pw4AAACAdRmHg1NPPXXE18FgUCeeeKKmT59ue1EAAKCw9Ce73S7hkLxaF+CWrBYkAwAAZCKRSEgKaMeetW6XchiBoToBEA4AAIBjwuGwJFN1FfNUGqpwu5yDHEj2KN6zcahOADmFg8MtUAYAAEirMKYoUjre7TIO0nfgHcV7NrpdBuAZGYeDz3/+8yO+3r9/vy6//HKVl5eP+P4vfvELeyoDAADwod6d290u4ZC8Whe8JeNwUF1dPeJrO7YG/93vfqdly5Zp/fr12rlzpx599FFdcMEFw4+bpqmlS5fqxz/+sd59912dcMIJuuuuu3TUUUcNH5NIJHT11VfroYceUl9fn04//XTdfffdmjp1as71AQAAZCqRSEiBEm255y63SxmVEYmorq7O7TLgYRmHg/vuu8/2F9+3b58+9rGP6Stf+Yq+8IUvHPT4D37wA/3whz/U/fffr1mzZumWW27RmWeeqfb2dlVWVkqSrrzySv3yl7/Uww8/rPHjx+uqq67Seeedp/Xr1ysYDNpeMwAAwKGEw2HJHNCcBRcrWt1gaWxvd6fa1q3QypUr1dzc7FCFUl1dnRobGx17fvifqwuSzznnHJ1zzjmHfMw0Td1xxx367ne/Ozyl6YEHHlB9fb0efPBBXXbZZeru7ta9996rn/70pzrjjDMkSStXrtQRRxyhp556SmeddVbezgXetbtrm9sl5MTv9QNAsYlW16uy9giLo0xHagGs8my3oq1bt6qzs1MLFy4c/l44HNapp56q559/XpdddpnWr1+vAwcOjDhm8uTJOvroo/X888+PGg4SicSIlmX79u1z7kTgmkQioUCgRKvWLHe7lJxFIlFuA39ILBZTPB63PI6rZgCckv67s2H1suyeIBCwZdr24RiRiNrb2ngfxKg8Gw46OzslSfX19SO+X19frzfffHP4mLKyMo0bN+6gY9LjD+W2227T0qVLba4YXmSaA26XMKb77rtPxxxzzGGP4QPtSLFYTLPnNGt/X6/lsUYkqva2Vv57ArBdOByWaQ6o8YJFMuomWB4fiparrLrG/sKG9O7cri333KV4PM57IEbl2XCQ9uF2qaZpjtlCdaxjrrvuOn37298e/vq5557Tueeem1uh8Jx0z+rqyAyFghGXqzlYMtWn7r4OHXPMMWppaXG7HF+Jx+Pa39erlrOvUWVt5n/g9nbFtGH1Mv4wetzerljWY1pbWy2PJXzDbrVz56liWpPbZQBZ8Ww4aGgYXMjT2dmpSZMmDX//7bffHr6b0NDQoP7+fr377rsj7h68/fbbOumkk0Z97nA4PGKzkw+3Y0VhSO/K2d3X4XYph8GunLmorG1UTf0Mt8uATdyakhE1DLW2txMQAEAeDgdNTU1qaGjQk08+qWOPPVaS1N/fr2eeeUb/+I//KEk67rjjVFpaqieffFKLFi2SJO3cuVObN2/WD37wA9dqhzewKyfgL+kpGd+pqlVj0Pqfp+qSEtVbHLcleUCXd+3ibhIADHE1HPT09Kij4/2rulu3btXGjRtVW1urxsZGXXnllbr11ls1c+ZMzZw5U7feequi0aguuugiSYN7L1xyySW66qqrNH78eNXW1urqq6/W3Llzh7sXAezKCfjLGUZUHysz3C4DyJpXNxvzal3wFlfDwYsvvqjTTjtt+Ov0OoAvf/nLuv/++3Xttdeqr69PX//614c3QVuzZs3wHgeSdPvttysUCmnRokXDm6Ddf//97HEAAADyik3QUAhcDQef+tSnZJqj9/UNBAJasmSJlixZMuoxhmHozjvv1J133ulAhQAAAJlJb4LWePRZMqK1lsbu7+1SbPMTbIIG13l2zQEAAICfpFIphUrLFNv8RFbjjUhUp5xyCh/e4SrCAQAAgA2CwaCSB/qzvvrPVX14AeEAAADARs3NzexfA98qcbsAAAAAAN5AOAAAAAAgiWlFAAC4pj/Z7XYJB/FiTQDyh3AAAECeJRIJSQHt2LPW7VIOKRw26IUPFCmmFQEAgA8ZfQ8iAIWNOwcAAORZOByWZKrxgkUy6iZYHh+Klqususb2uiSpd+d2bbnnLsXjcdpqAkWIcICC59X5s+m6WltbxzyW3tdAYaqdO08V05rcLgM2y+R9/VB4r4cXEA5QsLw+pzdt8eLFYx4TiUTV1tbKHw0A8LBUKqVgMJjR+/qhGIah9vZ23uvhKsIBClb6tv3pJ16ocVUT3S7nkIxwuSrLxx32mN1d27RqzXJu8QOAxwWDQaVSKc2de4zKKyosjd3X06NNm17x3Xv93q5YXsYgfwgHKHizjmzR5InT3S4DAA7Su3O72yUcxIs1+U15RYWqqqrdLsNRiURCgUCJNqxeltX4QKBk6A4/vIZwAABAniUSCSlQoi333OV2KYdkRCK0MsVhhcNhmeaA5iy4WNHqBktje7s71bZuxdAdfngN4QAAgDwLh8OSOaAbr2/QtGlljrzGm2/266ZbOrVy5Uo1NzdbGsvCWGSqvmm+aupnWBqzZ1eH2tatcKgi5IpwUIRisZji8bjbZeTEyh+u3V3bHK7GWX6vH8DoFi6s0rx5UUeee+PGXt10S6eam5vV0tLiyGtY4fXOcQAGEQ6KTCwW05w5zerr63W7lJxk0r0nPR9y1ZrleazMGZFIlFv8QAFqb9/vy+e2wg+d4wzD3mlU+3p6sh5DG1S4jXBQZOLxuPr6evXFhd/ShNqpbpeTFSvde0xzIE9VZe++++7TMcccc9hjeNMHCksqlVJZWUiXXOps15Zo1HD9wkK6c1wuc9OzmRplhV3vsYlEQgEFtGnTK1k/R7ZtUKOGoVbaoMIGhIMiNaF2asF38EkvdKo99niFyitdruZgyX171fXSizrmmGM8ccsfQP4Eg0H19yd18803q6nJ+iZoNTU1mjRp0pjHeenCQi5z070yNWos4XBYpkx9p6pWjUHrH7GqS0pUn8W4LckDurxrl+/aoMKbCAcoWOluIF0vveh2KaOiIwhQnFKplIKhkG644YasxhuRqNrZGNGzzjCi+liZ4XYZQFYIByhY6W4gxXArG4C/BINBpZJJzTrhS4pWWtuksXfv29ry+4f07LPPjvn+xHsMAKsIByh4xXArG4C/pBsmbPn9Q9k9QSCQ0dz0aNRQayvz0AFkjnAAwLf2dllbzJk+PttuIHbjqu6hbUkeKMjX+qD0BlLZ7nNQXRNUQ33pYY9pb9+vSy6NMQ/dBfn+d5V+vUze23jfwVgIBwB8J33VdcPqZdYHZ3jFNR8yaclbTBKJhEokXd61K6+vGzXc6+gzbVqZZs9mbnqhcOvfsCSVKLNOR4YRUXt7G+87GBXhoEj5eWMtP9cOe6Svup5+4oUaV2VtvrYRLldl+TiHKsuclZa8xSIcDmtAyvs6ITeupCYSCZWUqChamRaT9L/huop5Kg1V5PW1g4EyhYKRwx7Tn+zWjj1red/BYREOikyhbAzGpmCQpFlHthR8S95iVAzrhMLhsAYGnA9CTCFxR4UxRZHS8W6XAWSFcFBk0ldcGy9YJKNugtvljLA/vluxxx6x/Q+e1Xnp2Y4BAKui1fWqrD3C4igz4yPj8bji8bjF5ydUAMWMcFCkaufOU8U06xvvOKnnza2KPfaIbVf+0vscZDUvXZICJYPPAQA2y2ndjOT42hnmpQPFi3CAgpXe56DhIwtUZlRZGtu//z11vr5ueJdlALBT+i5utnPTM5lfni3mpQPFjXBQpHp3bne7hIPYXVP6ylzn6+uyGh8IlOjll1+2taYP49Y9UNyYmw6/Y+pu4SEcFJn0VJst99zldimHZEQiti40Ns3M5+YePHZAX/3qV22r5VC4dQ8Ut/5kt9slHMSLNcF7cp0aF2DqrmcRDopMeqpNvlsFZsrOK+mDU4JMVUdmZHX7vSRQqmCJc9OKDqR69E7PJm7dA0Vo8ENRQDv2rHW7lEMyDHsv1KDwhEIhlQSDSiUHshpfVlamKVOm2FwV7EA4KFLF0Cow/ce3u6/D7VJGxR9gANkJ6Hvfu1EzZ8505NmnT5/ORQscVjAYVCp5IOsLhkyr9S7CAQpW+s6BV++SSLw5AsUt+2mPkqmlS5faVsmHGZGI2tuY8oix+eWCITJHOEDBK4a7JAD8Jd0JLds9Z0LRcpVV19hc1aDendu15Z67mPIIFCnCQZHKpbtAa2urbXXk48q5V871ULhzABQ3L+45A6C4EQ6KjNc23okYEbU51K3Ha+d6KHQrAopbMbSVTuNCDeAPhIMik95459jGs1Rh1FoeXxYyFCmztqHYaLp739azWx5y7Na1lzcZkthoCBiNkx8ivfIh0Ottpe3cIZ4LNYC/EA6K1JTaORpfMdXtMvKCTYYAf8jHh8ho1FBra7vrHwLTbaWzvXjhpAPJHsV7Ntq2QzwXagpbtnd1vBLUcTDCAQDAE9IfIm+8vkHTppVZHl9dE1RDfemoj7e379cll8Y89SHQixcv+g68o3jPRtuf14vniuylUikFg8Gs7+oYhqH2dveDOg5GOADgW7u7trldQtb8XLvTFi6s0rx5UbfLAHAYwWBQqVRKc+ceo/IKa3eE9vX0aNOmVzwV1PE+wgEA3xmcfhLQqjXL3S4lJwEb53UDXtef7Ha7hEPyal1+UV5RoaqqarfLgI0IBwB8Z3D6ian5cxeqqtzawnojXK5IuNyhyjL37ntv6zcvPGzbvG7Aq9K71e/Ys9btUg4jQFAHhhAOAPjW8UedockTp7tdRlZ2vP2GfvPCw26XATguvVu9FxdfS/YvwAb8jnCAgufVW8ZerQsAnODVBclOLcAG/IpwUKS6e992uwTHa/DDrWzDiKiurs7tMnzLz4t6/Vw7AKBwEQ6KTCKRUEABPbvlIbdLkTS4Q7JTH47Tt7LnLLhY0eoGS2N7uzvVtm6FVq5cqebmZkfqk+jznK10P3y/L0gmHAIAvIZwUGTC4bBMmfpM8FiN1+HnflYEDFXIsPwandqjFclnM/pgnY8Px/VN81VTP8PSmD27OtS2boWam5vV0tLiUGXIhWmabpeQs0I4BwAH8+q0Ua/WBW8hHBSps4Mf08wSa1fTM/XaQKdW6Fk+WMMx6btCp594ocZVTbQ01giXq7J8nDOFWbC7a5tWrVlOn2+ggKRSKYVCpUxnha8RDgD41qwjW3zbrQhA4QkGg0omDzg+JTUXTGfFWAgHAAAANuLOOfyMcADAt/zc8cfPtQMAChfhAIDvpFIplZaW+r5bUSQSZe4vAMBTCAcAfCcYDOrAAW/P680Ec3+BwtTa2prVON4T4AWEAwC+xbxeAF6SSqUUDIW0ePHirMYbkaja21oJCHAV4QAAAJd4se+8F2vyi2AwqFQyqZazr1FlrbUP+Hu7YtqwehntjeE6wgEAAHmWSCQkBTzbD59e+LmprG20vPkm4BWEgyL1lvmONODgcyu7OZfMtwRQDNIb+TUefZaMaK2lsft7uxTb/IRuvvlmNTU1WX7tmpoaTZo06bDH8F4MFC/CQZFJJBIqUUA/OPBLR18noEBWcy6NSETtbW38UQJQ0BKJhAKBEsU2P5HdEwQCuuGGG7IaGjUMtba35/191qvTlbxaF+AWwkGRCYfDGpCpxgsWyaib4NjrhKLlKquusTSmd+d2bbnnLtvnW+7timU9JtuOE5ni6lxuuDsFvwqHwzLNAX2nqlaNQet/iqtLSlSfxbgtyQO6vGtXXue1p1IphUKlnp1CJdk/jYq/O/AzwkGRqp07TxXTrN+O9pP0lbkNq5dl9wSB7O5+WGEYEbW3c6fEqlQqpWAwmN3dKcNQuwtXTYFDOcOI6mNlhttlOCoYDCqZ9HbrYbs+MPvi7w536DEGwkGR6t253e0SDmJ3Tekrc3UV81QaqrA8PhgoUygYsbWmD+pPdmvHnrV0pshCMBhUKpXS3LnHqLwi85/tvp4ebdr0Cv/NARcUQ+vh9N+dbO/OZ3PX3Qqn7tCjsBAOikwikZACJdpyz11ul3JogZKhLh72qTCmKFI63tbnhDeUV1Soqqra7TIAYIRiuDuPwlXidgFwgWm6XcHovFwbAABAgePOQZEZbp/n8ILkbOyP71bssUeGagQAAEC+EQ6KlBdvefa8uVWxxx5xuwwAyJstyQMF/XoA/IdwAABAnqVSKZWFQrq8a1feXztqGK7sfpxti05abwL5RTgAACDPgsGg+pNJV9p75vvDdiqVUjAUyrpFpxGJqr2tlYAA5AnhAAAAlxRDe89gMKhUMqmWs69RZa21D/h7u2LasHqZ71pverFduOTduuAthAMUvP5kt9slHJJX6wIAJ1TWNqqmfobbZTjK8+3CNbgJmhvTyuAfhAMUrFQqpVCoVDv2rHW7lFEZBm/SwIe1t+/31fMCaeFwWDIHNGfBxYpWN1ga29vdqbZ1KxyfasYaDoyFcICCFQwGlUwecGVOb6Z4kwbel0gkVFIiXXJpzLHXiEbdWYyL4hKtrldl7REWRw3u81MMU83gbYQDFDzeaAF/CIfDGhiQo1ddCeRwUiKRUCBQog2rl2U1PhAoGZyaBLiIcICCR/s8wF/qm+Zbnpu+Z1eH2tat4GIAXBUOh2XmOK2IjUDhNsIBChbt8wAAbshlWlG2F7QyxYUvjIVwgIJVjO3zAADuyXVakQKBrC9oZcqIRNTe1sbfNoyKcICCVwzt8wD4k9NXibPlxNXlvV3WF5qnx/hlemh6WlHjBYtk1E2wPD4ULVdZdY39hQ3p3bldW+65iwtfOCzCAQDf2tfT4+jxgFNSqZSCweynPTrNMCJqb7fn6rKbV9OjhqHW9va8fxCunTtPFdOa8vqagF0IBwB8Z3CjoYA2bXrF+uBAgG4gcF0wGFQqldT4irkqDVa4Xc4IB1I9eqdnk21Xl9NX079TVavGoPWPHdUlJarPYtyW5AFd3rWLq+SARYQDAL4zuNGQabkjCN1A4BXpTRrf6dnkdimH5MQGjWcYUX2szLD1OQHYj3AAwLestrxMt7sE3Ob1TRrpaAMUL8IBAAAuYV8GAF5DOADgW1a7n2TTLQUAgGJCOADgO7l0PwkESliQDADAKAgHKHi59NaGN6W7n8yYMUORSDTjcX19vero6GBBMgAAoyAcoGDl2lubK8zeVzdhoqqqqjM+/r33utXR0eFgRQAwuNmYF3m1LngL4QAFK9uryxJXmAEA1g3uwVKiLffc5XYpo+PCV9ZisZji8bjlcX7r/kU4QMGzenVZ4gozAMC6wT1YBtR4wSIZdRPcLucg++O7FXvsEVsvfGWz87wfd6uPxWKaPXuO9u/vszw2HDb0H/+xSpMmTXKgskF2BhDCAQAAgI1q585TxbQmt8s4SM+bWxV77BFbniunneol3+1Wv3379qzrTfQndN5559lc0UiGEVF7e5stAYFwAAAAAEvSO9U3Hn2WjGitpbH7e7sU2/yEr6bupqcq11XMU2mowtLYYKBMoWDEocqk/mS3duxZq3g8TjgAAABA/qWbfsQ2P5HVeL82/agwpihSOt7tMhxFOAAAAIAlxdr0oz/Z7XYJB0nX1NraOuaxmaxNIBwAAAAgK8XS9GPwLkdAO/asdbuUUS1evHjMYyKRqNraWg8bEAgHAAAAwGEM3uUwdfqJF2pc1US3yzmIES5XZfm4wx6zu2ubVq1ZPubaBMIBAN+y2g4vfbxdt14B4FC8utmYV+vyk1lHtmjyxOlul+EowgEA3xlcCJd9C71Mbr1Go4ZaW9sJCAAyxiZoKASEAwC+M7gQztSN1zdo2rQyS2Ora4JqqC897DHt7ft1yaUx29rCASgOxbgJGgoP4QCAby1cWKV586x1yQAApxXDJmgoXCVuFwAAAADAGwgHAAAAACQRDgAAAAAMIRwAAAAAkEQ4AAAAADCEbkUAALgkkw35DoVN+gA4hXBQpLy4S6IXawIAJ6RSKQWDwYw25DsUwzDU3u6vTfq2JA+48nrsiA5YQzgoMl7fvdGIRFRXV+d2GQDgqGAwqFQqpenTPyIjErE0dn9fn95443XfbNKXSCRUIunyrl15f+0SZbYjumFE1N7eZtt/T69e7PJqXfAWwkGRSe/eOGfBxYpWN1ga29vdqbZ1K7Ry5Uo1Nzc7Uh9XbwAUg8ELNQG98cbr2T1BIDD4HD4QDoc1IKmuYp5KQxV5fe1goEyh4OHDV3+yWzv2rLUlbHn9ApzERTiMjXBQpOqb5qumfoalMXt2daht3Qo1NzerpaXFocoAoPANXqgx1Xj0WTKitZbG7u/tUmzzE3rjjTcGn8city7CVBhTFCkdn/fXzSevX4CTuAiHsREOAPhWe/t+Xz0vkJZIJBQIlCi2+YnsniAQyHq9QtQw1Oqz9Qp+wwU4+BnhAIDvJBIJlZRIl1wac+w1olGDW+9wTDgclmkO6DtVtWoMWv9TXF1Sovosxm1JHtDlXbtcWa/Qn+zO6+tlyqt1AW4hHADwnXA4rIEBWb51b+W2PbfekQ+NoVLNCpXm/XXH6uBj57//wbURAe3Ys9aW53OCYTAPH0gjHADwLau37rltD6/wegcfO7v3DK6LMLO+S5KtWCqpW9/r4mIAYBHhAAVvX09PXsYAQKa83MHHzu49H3SGEdXHygzbnm8sL/fv163vdXExALCIcICClW4VuGnTK9k9gY9aBQLwp2Lo4JPm1iZoAKwhHKBgpVsF5tJSLps2gcifvV3WFiSnj2fHVHiFFxfD2l1TKpVSWSjkyhSqqEFjAcAqwgEKXi4t5eBN6TaQG1Yvsz44wxaQ0aih1lbaPcIZXl+ka+cC3WAwqP5k0vH+/YdCyAesIxwA8J10G8gbr2/QtGlllsZW1wTVUH/47jDt7ft1yaUxV9o9ojh4fZGuEx+qmfsP+APhAIBvLVxYpXnzom6XAWSNRbqFyeqUxw+OyWTaYy7sDn40/Sg8hAMAAAAb5DTlUcpp5+tMGZGI2ttyb1NL04/CRTgAAHhKLlddATelpzw2XrBIRt0Ey+ND0XKVVdfYX9iQ3p3bteWeu2yZMplu+tF49FkyorWWxu7v7VJs8xM0/fAowgEAwBNyveoaCJRwJRKeUDt3niqmNbldhqPSv6+xzU9kNZ7fV+8iHAAAPCF91ZX2w4D3pX9fZ8yYoUjE2tqvvr5edXR08PvqUYQDAICn0H4Y8I+6CRNVVVVtacx773Wro6PDoYqQqxK3CwAAAADgDYQDAAAAAJIIBwAAAACGsOYAAADARr07t7tdwiF5tS54C+EAAADABoMbg5Voyz13uV3K6GghijEQDgAAgONaW1vz/pp1dXU5b/ZlxeDGYNlvgua0/fHdij32CC1EcViEAxQ8dlsFAPekUimFgkEtXrw4768dNQy1trfnNSBI3t0ErefNrYo99ojbZcDjCAcoWOy2CgDuCwaDSqZS+pfaes0KlebtdbckD+jyrl2Kx+N5Dwdendvv1brgLYQDFCx2WwUA5JMf1hwYkYjq6urcLgMeRjhAwWO3VQBwTyKRUImky7t25f21o4aR1w/C6TUHuVyUWrlypZqbmx2qMP/rMOA/hAMAAOCYcDisAUmNR58lI1praez+3i7FNj+R9Qdmtz4I53JRqrm5WS0tLQ5VBoyNcAAAAByTSqUUKi1TbPMTWY03IlGdcsopXO0G8oRwAAAAHBMMBpU80O+7q/9AsSIcAAAAxzFdBvAHwgEAAC7ZkjzgyuuNtSEZV+uB4kU4AAAgz9zs4FMijbkhmWFE1N7eRkDIEptvws8IBwAA5Fm6g09dxTyVhiry+trBQJlCwcioj/cnu7Vjz1pXNg/zOzbfRCEgHAAA4JIKY4oipePdLgM2YfNNFALCAQAAcNxY6xxG48f1D2y+CT8jHACAx8ViMcXjccvj/PihCoUnlUopGAqNuc5hNEYkqva2Vv4tA3ni6XCwZMkSLV26dMT36uvr1dnZKUkyTVNLly7Vj3/8Y7377rs64YQTdNddd+moo45yo1wAsF0sFtPsOc3a39dreSwfqryvP9ntdgkHsbumYDCoVDKplrOvUWWttX+Le7ti2rB6GesfgDzydDiQpKOOOkpPPfXU8NfBYHD4///gBz/QD3/4Q91///2aNWuWbrnlFp155plqb29XZWWlG+UCgK3i8bj29/Va/mDFhypvG1x0GtCOPWvdLuWQDCOiuro6W5+zsrbR8lQbAPnn+XAQCoXU0HDwoh7TNHXHHXfou9/9rj7/+c9Lkh544AHV19frwQcf1GWXXZbvUgHAMXywKiyDi07NnBauZrvjcCacmJJGe0/AHzwfDl577TVNnjxZ4XBYJ5xwgm699VZNnz5dW7duVWdnpxYuXDh8bDgc1qmnnqrnn3+ecAAA8LxcFq76ZcfhVCqlUGlZ1u09jUjU9rsYAEbn6XBwwgknaMWKFZo1a5Z27dqlW265RSeddJJeffXV4XUH9fX1I8bU19frzTffPOzzJhKJEX2E9+3bZ3/x8AyuVgGAe4LBoJIH+rO+08HCeiC/PB0OzjnnnOH/P3fuXC1YsEAf+chH9MADD+jEE0+UJAUCgRFjTNM86Hsfdttttx200BmFh81oAHhdMV288MudDqDYeTocfFh5ebnmzp2r1157TRdccIEkqbOzU5MmTRo+5u233z7obsKHXXfddfr2t789/PVzzz2nc88915Ga4R42owHgVVy8AOBVvgoHiURCra2tOuWUU9TU1KSGhgY9+eSTOvbYYyVJ/f39euaZZ/SP//iPh32ecDg84kNfeXm5o3XDXWxGg0Jg9Wpx+vhsN56yG1NDRkpfvJgxY4YikailsX19vero6ODiBQBHeDocXH311frsZz+rxsZGvf3227rlllv03nvv6ctf/rICgYCuvPJK3XrrrZo5c6ZmzpypW2+9VdFoVBdddJHbpQOALXK6whwIZL3xlN0ikaja2HPhIHUTJqqqqtrSmPfe61ZHR4dDFQEodp4OB9u2bdOXvvQlxeNxTZgwQSeeeKJeeOEFTZs2TZJ07bXXqq+vT1//+teHN0Fbs2YNexwAKBjpK8ynn3ihxlVNtDTWCJersnycQ5VlbnfXNq1as5w9Fw5hX09PXsYAQKY8HQ4efvjhwz4eCAS0ZMkSLVmyJD8FAYBLZh3ZoskTp7tdBmySSqUUCoW0adMrWY03DIP2ngAc4elwAABAIQoGg0omk7T3BOA5hAMAvtXevt9XzwvYJR6PKx6PO/b8hA+geBEOAPhOIpFQSYl0yaXO9XsvKRGtIuGYVCqlYDDkmQXjH2YYEbW3txEQgCJEOADgO+FwWAMD0o3XN2jatDLbn//NN/t10y2dtIqEY4LBoFKppCbXnKyykLVuRU7rT3Zrx561LCAHihThAIBvLVxYpXnzrPWIz8TGjb266ZZO258XAAoNHbcKD+EAAIA8G+xWVKode9a6XcohGUaEbkg4rEQiIQUCWXfcUiDA1E2PIhyg4FndWTbbMQCQqcFuRQey7lbkNBYkYyzhcFgyTTUefZaMaK2lsft7uxTb/ITeeOMNR6dv8u84O4QDFKxUKqVQaVl2O8tKMiJRrpwBcFRzc7NaWlrcLgOwLL17e2zzE9k9QR52cGdhfXYIByhYwWBQyQP99BEHAMBm6d3b6yrmqTRUYXl8MFCmUDDiQGWDWFifPcIBCh5X5gAAcEaFMUWR0vFulwEbEQ4+oOfdbQqVWkuxzE0HAABAoSAcSOrv75ckvfzU8qzGBwIlrLiH62KxmKM7pkpMtQIAoNARDiSVlQ1uojRz/oWqHG/tg09vd6fa1q1gsyS4KhaLqXn2HPXu73P0daJGRK0s7gIAFKndXdvcLiFrmdZOOPiAiUe2qG7qXEtj9uzqUNu6FQ5VBGQmHo+rd3+fri39rI4IODP38y3zHf1g/y9Z3AXYqLW1Natx3MUD8ivdnWnVmuxmmXhFJINOjIQDoIAcERivmSUNzjz5gDNPC3xYLnuTjPVh2ysfqlOplIKhUNatHI1IVO1trZ44FxS3/mS32yUckt11pbszzVlwsaLVmf+dTc8w8cqeJpm8BxIOAACekL4yl+3eJJn0TY9GDbW2trv+oToYDCqVTKrl7GtUWWutlr1dMW1YvYy7eHDV4FrLgGd3+Zac2em7vmm+aupnZHx8eoaJnzonEg4AAJ6QvjJ34/UNmjatzPL46pqgGupLR328vX2/Lrk05qkP1ZW1jZY+aABeMbjW0tSMGTMUiUQtje3r61VHR4fjV9O9cqfQbwgHAABPWbiwSvPmWfuwAcAddRMmqqqq2tKY997rVkdHh6+uphcTwgEKHgv+AHiVk+srRsN7G4DDIRygYLHgD4WkGNrnFZN8rK8YTaSsTD//xS80adKkUY8hQADFi3CAgsWCPxSCQmmfx2aRh2Dm0ALMNLMemujv13nnnXfYYwwjonb2NAEOYvVuX653+jJlZ6AnHKDgseAPfpZepHv6iRdqXNVEt8vJyrvvva3fvPAwm0V+QDgclimprmKeSkMVeX3tYKBMoWBk1Mf7k93asWctF0eAD8jpbl8Od/oyZWegJxwAgA/MOrJFkydOd7uMrOx4+w395oWH3S7DkyqMKYqUOrNxIdyTy1oSeFP6Qk02gX6sQJ4ruwM94QAAAJd4cQMpL9bkF7muJWH6nfeVhSpUFrLWnclvCAcAAOSZ1zeQcmLzqGKQvrrcePRZMqK1lsbu7+1SbPMTeuONNxydgsdi8+wU0+8s4QAAgDxLbyA1Z8HFilY3WBrb292ptnUrHN1Aig+Q2UnfOYhtfiK7J8jH3PRIRO1tLDa3Kv07e9GNF6t+2qF/Z3e92akHb3L2d3M0LEgGAKAARKvrVVl7hMVRg52K2EDKe9J3DupPOU2lVTWWxwfDhkornFugnuiK663HH2WxeQ6OWzhfHzn20E1OXn+pQw/etML3v5uEAwAA8iyVSilUWpb13HQjEmXajwclEgkpUKJdzz7tdimjMiJMGcPhEQ4AAMizYDCo5IH+rKcfMO3Hm8LhsGQOeHa6mMS/HYyNcAAAgEv8Pv0Ah1bfNN/y/jp7dnWobZ3/p6TA/wgHAAC4xOldU7PF1WWgeBEOgALylvmONODgc8tfW8ADXpVKpRQMhhzvTJMtO3dbBeAvhAOgACQSCZUooB8c+KWjrxOQ8232IpGo2tpa+VCCghYMBpVKJTW55mTPbahk926rAPyFcPABPe9uU6jU2vbWbHcOLwiHwxqQqdNPvFDjqiY69jpGuFyV5eMce/7dXdu0as1yPpQAAOASwoGk/v5+SdLLTy3PajzbncMrZh3ZoskTp7tdBoAxFNNuq8UomwuHXGyEVxAOJJWVlUmSZs6/UJXjrV2tTLcec3Krc+SGN2kAXhSQObSdWX4ZZWVa9YtfaNKkSaMe48Tan2zXK/lpHVJ6h+Rs96/gYiO8gHDwAROPbFHd1LmWxqRbj8F7eJMG4FXhcFimpBkzZigSiVoa29fXq46ODt/skZBKpRQMZb/42ohE1e6TdUjpHZJz2eeAi41wG+EABYs3aQBeVzdhoqqqrC1Ifu+9bnV0dPimH34wGFQqmVTL2deostbaB/y9XTFtWL3Md+uQctnnAHAb4QAFjzdpAHBfZW2j5fdiAPlHOAAKyO6ubW6XkBO/1w8AgN8RDoACkF5fsWpNdh23vCQSidIlBUVjX09P1mOc3JDQT4uAAdiLcAAUgPT6isYLFsmom+B2OQfZH9+t2GOPZLSAkg8lKAbpVqabNr2S9XM4uSEhOyQDxYtwABSQ2rnzVDGtye0yDtLz5lbFHnvENwsoAacNNjswVVcxT6WhCsvjg4EyhYLWNu3MlFM7JOfSVjqTuyRcWADsQTgAAMAlFcYURUrHu12Go3JtK61AIKO7JNGoodbWdgICkCPCAQAAcEx62uON1zdo2rQyy+Ora4JqqC897DHt7ft1yaUx37U8BbyIcAAAgEv6k91ul3AQp2qaNq1Ms2cbjjw3APsQDlDw7JznypxWAHZIL0jesWet26UckmFEbOsalkqlVFYW0iWXWn8vtiIaNTzT6SyXvzuA2wgHKFhOzHM1Ioba25jT6hXt7fsdfV4WQcIp6QXJuezgnkn3r2zZ+e86GAyqvz+pm2++WU1NzjVMqKmpUTweVzwetzzWrvPN9e9OIFAyFBz9I5d2vPAmwgEKVnqe65zPTldkvPWuHqWRkIzq8PDXPZ37tOH+V5nT6gGJREIlJXL0SmRJSWatIvMVGP28QZyfa3daLju4+6X7VyqVUjAY0g033OB2KaOyq3Xr8N+dHELfYHD0vkQiIQVyaMcbCPguCBULwgEK3sSj6lTTWOV2GbBROBzWwICyDn6Z+HA4PJR8BMZC2eCOze2KVzAYVCqV1OSak1UWqna7nIM40bo1l9DnF+FwWDJzu/vllyBUbAgHAHyreIKfmdlhgcwPzUa4LKz/+MV/aNKkSZbHMv3q0Iqp939ZqLrg27YWo2IIQsWGcAAAHjY4TcHUsY1nqcKoPeyxZSFDkTJnwlJ379t6dstDmjRpki+msngdvf8BeBXhAAB8YErtHI2vmOp2GXnh9EJzL6D3PwCvIhwAADwhHwvNvdTuUpIWLqzSvHlRt8sAsub01LhceGlanZ8QDgAAnjC80NzB9p58WADska+pcbmwqwtVsSEcAAA8pRjaewJ+l54aVx2ZoVDQete4kkCpgiXOdSs6kOrROz2bbJ9Wt6199Dsl6cf8voEq4QAAAACWpHf57u7rcLuUUdm50/fgtMcS3X7J4e+UBEoOtYFqVO1trb4JCIQDAAAAWOL1Xb4le6/YD057HHuDu9JwuYzy9zvL7e2KacPqZb5qDEA4AApI787tbpdwSF6ty0+6e9/2xOv7/XY5AHsV2zTAbM7XbwgHQAEY3Ma+RFvuucvtUkZlROy7vVtMEomEAgro2S0PuV2KpEPcLmfBX06cbK/qpdat0uBOxF7k1boAtxAOgAIwuI392Lc7D8WPt3eLSTgclilTdRXzVBqqcLWWYKBsxMLD/mS3duxZ66vb5V6RSqVUVhZytG2r5I3Wrem56Tv2rHW1jsOxc2464HeEA6CAFNvt3WJSYUxRpHS822XAJsFgUP39yaII5cU2Nx2Fzeq+Dn7c04FwAACAS4oplBfTxYtcNgaDN+W0r4PP9nQgHAAAAMc5vZOuF67+57oxWCBQMjQNC16T3tchmymeH56SaTe7p3gSDgAAgGPytZNuNGqotbXd1YCQ/gCZyxSqwWlY/uF06MuFE4GxGKZ4Eg6AAsKtbABek/7AfOP1DZo2rczy+OqaoBrqSw97THv7fl1yacwzi+NzmULlF/kKfbmgm1p2CAcoeD2d+2x9nmyvdDh5y5tb2QC8buHCKs2bF3W7jLxw42p6vqdV5TLNRvLfVJsPPq/X2F0T4QAFa/ADs7Th/lfte9KAsr7SYUQMtbc5c8u7GG9lA4XAj9MqMDo3r6a7Na2qGKbZSN5vyWtnO17CAQrW4Admac5npysy3p6rE6WRkIxq6x+iezr3acP9rzp+y7sYbmUDhSCVSikUCjo+rcIL8/CLST6mUB2K16ZVFaJsW/L6sR0v4QAFb+JRdapprHK7DAAYFgwGlUymdO9PGjV7tuHIa/CB0T3FNIWq2Fi9COfHdryEA6CAsCAZ8JfZsw0+RALwFMIBUABYkAwAAOxAOAAKAAuSC18xdMgA4D9efR/wal1+QDgACggLkgtPMXXIAOAfg4vqSz373iTx/pQtwgEAeFi6Q8aMGTMUiWQ+N72vr1cdHR2+6pABwD8GF9UfcPw9Jhe8P2WHcAAAPlA3YaKqqqozPv6997rV0dHhqw4ZAAD3EQ4AAABgSSqVUjAYcnyvjlwYRkTt7W3cPbCIcAAUEFqZAgDyIRgMKpVKanLNySoLZX5XM1/6k93asWct+3xkgXAAFABamQIA3FAWqlakdLzbZcBGhAOgANDKFAAA2IFwgILX07nP7RLyVgOtTAEAQC4IByhYg1NtAtpw/6tulyJJMiIG/ZYBAICnEQ5QsAan2pg5TbWxs38z/ZYBAIDXEQ5Q8HKZakOPeAAARtef7Ha7hEPyal1+QDgAAACAJYMd7gLasWet26WMyjAiTOfNAuEAAAAAlgx2uDPVePRZMqK1lsbu7+1SbPMTuvnmm9XU1ORMgZKmT59u+3Req3sDpY9vbW21tY5sZTLFmXAAAAAAS9L768Q2P5HdEwQCuuGGG+wt6kPs3CE5p/2EAgHP7CQdiUTV1tZ62P8mhAMAAOC49vb9vnxuHFp6f526inkqDVVYHh8MlCkUjDhQ2SC7d0hOn+/pJ16ocVUTLY01wuWqLB+Xcw252t21TavWLB/zvwnhAAAAOCaVSqmsLKRLLrU2HcOqaJR20W6oMKYU1Q7Js45s0eSJ090uw1GEAwAAXFIMV9ODwaD6+5O2toY+FNpFA/YgHAAAkGeJREIlJSqqq+m0hgb8gXAAAECehcNhDQzI8U0auZoOwCrCAQDf6uncV9SvD/9jk0b4nVc3G/NqXX5AOADgO4Mt5QLacP+rbpciI+KdaRuAlznd5527JPnFJmiFi3AAwHcGW8qZlqdkWJmOkSk+kACHl0qlFAoFHe/zHo0aam1t5/cxT9KboDk9NS4XvD9nh3AAwLesTslgOgaQf8FgUMlkSvf+pFGzZxuOvEZ7+35dcmnMtp72yBxT4woP4QAAADhu9mxD8+ZF3S4DNtvbZb3jVjZjkD+EAwAAAFiSSqUUKi3ThtXLshpvRKKsB/AowgFQQLiCA8CrimHDt2ISDAaVPNCf9boB1gN4F+EAKACJREIKlGR9BScQKBnqPAEA9kqlUiorCxXVhm/FhHUDhYdwABSAcDgsmQNq+MgClRlVhz02VBZRqDQy/PX+3i7FNj8x1HkCAOwVDAbV35+kMw3gE4QDoAAM9v0vUefr67Iaz50DAE7jCnNhynb/CsKcdxEOgAIw2Pd/IKd+09w5AOAkPkQWllQqpWAw+/0rDMNQezv7UngR4QAoILn0mwaQf7k0Ecjkw7YXPlgPfogMZf0hMhw29B//sUqTJk067HFeONdiEgwGlUqlNHfuMSqvqLA0dl9PjzZteoV9KTyKcAAAQJ6lpwJm20RAgUBGH7a9sGtwMpnUwMBA1uMT/Qmdd955Yx7nhXNNy3f3JDe7NZVXVKiqqtq114f9CAcAAORZeirgjdc3aNq0Msvjq2uCaqgvPewxXtk1uJjONZFIqKREjndmOhS6NcEuhAOggLDPQeHa19Pj6PFwx8KFVUWza3AxnGs4HNbAgHJa/8W+AXAb4QAoALlOUaBbkXcN7mER0KZNr1gfHAjwcwVckMv6L791dcrmQkR6TLaL1DNFYMoO4QAoAOnb9jNmzFAkYu3KXF9frzo6OuhW5FGDe1iYlq9E0oUKgJMGLzxkeeFiSLaL1DNlGBG1t7cRECwiHAAFpG7CRMsLw957r1sdHR0OVQS7WL0SSRcqwD1Od6HKhV1X0wcvPJiqq5in0pC1bkWSFAyUKRSMjH1glvqT3dqxZ63r61D8iHAAAAAc52RHHTe79XxQvrpQ5cKIRNTeZt/V9ApjiiKl4215LngD4QAAADgmXx18vNCtJz3Fs/GCRTLqJlgeH4qWq6y6xv7ChvTu3K4t99zF1XQcFuEABY8OPgDgnnx18PHS4tPaufNUMa3J7TKArBAOULDo4INCYjWwEnDhNcXUwQfwM8IBClb69m4uV6vo9AK35RJyCbgAAKsIByh4uVytAtyWbZtaWtQCALJBOAAAH7DappYWtQCAbJS4XQAAAAAAb+DOAQAAALLSn+x2u4RD8mpdfkA4AAAAgCWDzQ4C2rFnrduljMowIq7vfeFHhAMAAABYMtjswNTiaKXqg8G8ve6uVEore/fq5ptvVlPT4feSmD59umf2vvATwgEAAAAsSSQSKpG0sndv3l+7RNINN9ww5nGGEVF7exsBwSLCAQD4wL6eHkePBwArwuGwBiTVVcxTaagir68dDJQpFIwc9pj+ZLd27FmreDxuazjY3bXNtufKt0xrJxwAgIclEgkpENCmTa9YHxwIsAkaAEeVhSpUFsq8zbJfpTekXLVmudul5CQSiY65DoNwAAAeFg6HJdO0vNM3u3wDcFKxLUhOb0h54/UNmjatzJbnHMubb/brpls6tXLlSjU3N9vynHV1dWPeSSEcAIAPWN3pm12+ATgpvSB5ypSpKrN4EaI/kdD27dsyWlRcU1OjSZMmZVVjJh+ErVq4sErz5mW+W30uNm7s1U23dKq5uVktLS15eU2JcAAAAACLBqfZBLR9e/Zz8DNZVByNGmptbWdRcR4RDgAAAGDJ4DQbM+tpNtU1QTXUlx72mPb2/brk0pjti4pz0d6+vyBf64MIBwAAAMhKPqfZuCmRSKikRLrk0lheX7ekRHlvLEE4AAAAAA4jHA5rYECuLEjOd2MJwgEAAHDc3i7rV1zTY1pbW8c81onFp9nq3bnd7RIOyat1+YkbC5LzjXAAAAAck+4Pv2H1suyeIBDQ4sWLxzzMCwtXB/clKdGWe+5yrYYxBUrY/wSHRTgAAACOybU/vJ8Wrg7uSzKgxgsWyaib4Fodo9kf363YY4+w/wkOi3AAAAAcVywLVyWpdu48VUw7fP9+N/S8uVWxxx5xuwx4XInbBQAAAADwBsIBAAAAAEmEAwAAAABDCAcAAAAAJBEOAAAAAAwhHAAAAACQRCtTAAAAICPt7fsL8rU+iHBQpHLZxt5viulcAQCA/RKJhEpKpEsuze/ng2jUUF1dXV5fk3BQZHLdxj7go23Xi+lcAQCAc8LhsAYGpDkLLla0uiHjcb3dnWpbt0IrV65Uc3Oz5detq6vL+67fhIMik97Gvq76VJWGqi2NPZDsVrz7Gd9su54+V6u/yNL7v8x+OVcAAOC8+qb5qqmfkfHxe3Z1qG3dCjU3N6ulpcXByuxTMOHg7rvv1rJly7Rz504dddRRuuOOO3TKKae4XZZnVUQ+okjZJEtj+vp3Kt79jEMVOcfqL7L0/i8zAABAMSmIbkU/+9nPdOWVV+q73/2uXnrpJZ1yyik655xzFIsxbxwAAADIVEGEgx/+8Ie65JJL9Dd/8zdqbm7WHXfcoSOOOEI/+tGP3C4NAAAA8A3fTyvq7+/X+vXr9fd///cjvr9w4UI9//zzLlWVfwMDA3rllVc0MDBw2ONaW1vzVJGzWltb1dfXN+YxheCNN97Qnj17DntMoZzrjh071NnZOeZxb731Vh6qcVZXV5f+9Kc/jXnc66+/7nwxDuvt7VVbW9uYx7W3t+ehGmclk0lt2rRJpmke9rhC+J01TVObN2/WgQMHDntcIZyrJL322mvau3fvYY8plHN96623tHv37sMeUyjn+vbbb2vbtm1jHpfJ+3Wh8H04iMfjSqVSqq+vH/H9+vr6UT9kJBKJEV1o9u3bJ0nqeXebQqURS6/vlZaX//7v/66LL7444+P7D7xj+TWyGeOE//mf/9HHP/7xjI/3cyvTrq4uzZo1S6lUKqPj9/X0WH6NbMY45fjjj9fOnTvHPC4QCEiy/nPyys9Vkr74xS/q6aefzvh4P5/rVVddpX/5l3/J+Hg//87edddduvLKKzM+3sk+5k73SF+zZo3OPvvsjI/387m+8cYbmjVrVsbH9+7c7mA12cukroGBAc2aNUv792f23/SVV3pzLWtU+ejzf+aZZ+qVV17J+Hg/vxdnKmCOdXnD43bs2KEpU6bo+eef14IFC4a///3vf18//elPD3m1asmSJVq6dKltNRiRqNrbWvPeauqDMr1zsHPnTn3hC19UIpHdL5xhRNTe3ubquUqZ3TnYuXOnvvDFP1di/+GPG40Xfq5SZncOBn+uX8i69aphGGpvb3f9XDO9c7Bv3z4tPOts7e+z/kfJKz/XTO8cdHV16bzPfi6rf8deOddM7xzs2rVLf/b5L/j6dzbTOwc7d+7Un//5F9TX52y75GjUUGurM7/bmd45KIRzlTK7czD4d+eLSmT4wdoNRiSi9rbD/x3P5M7Bzp079cUvfl779/fbXeIITv9cM71z0N3drXM/c56v/+5kyvfhoL+/X9FoVD//+c/1Z3/2Z8Pf/9u//Vtt3LhRzzxzcHedD985ME1Tb7zxhgYGBoavSFrhRg/aXMRiMcXj8azGcq7eVUznKmV/vpyrtxXTv+NczjVTXvlvwrl6h53/nYrp5yoVz3ux78OBJJ1wwgk67rjjdPfddw9/76Mf/ajOP/983XbbbS5WBgAAAPiH79ccSNK3v/1t/dVf/ZWOP/54LViwQD/+8Y8Vi8V0+eWXu10aAAAA4BsFEQ7+4i/+Qu+8845uuukm7dy5U0cffbR+/etfa9q0aW6XBgAAAPhGQUwrAgAAAJC7gtgEDQAAAEDuCAcAAAAAJBEOAAAAAAwhHAAAAACQRDgAAAAAMIRwAAAAAEAS4QAAAADAEMIBAAAAAEmEAwAAAABDCAcAAAAAJBEOAAAAAAwhHAAAAACQJP1/UkcM0XRs7eEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_1.plot(style_1, fig=fig, col_buffer_fac=0.2)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "84f57a06-c98c-43ff-96ec-d88066698bdb", "metadata": {}, "source": [ "The fence diagram generated above demonstrates the minimal, default funcationality of `pystrat.Fence`. For more features, continue through the following sections." ] }, { "cell_type": "markdown", "id": "2b6ee037-2385-4df0-9f6b-bad23a6751ad", "metadata": {}, "source": [ "## Datum and Correlations" ] }, { "cell_type": "markdown", "id": "acbcf090-49b8-41a5-9ae7-97443cd06f26", "metadata": {}, "source": [ "A crucial quantity for fence diagrams is the stratigraphic datum that dictates how sections in the fence diagram should be vertically aligned with respect to each other. \n", "\n", "In `pystrat.Fence`, this quantity is passed as the `datums=` parameter, which specifies the height in each section corresponding to the datum horizon. \n", "\n", "Often, a datum is only one of several correlative horizons. The code below loads in correlative horizons within the sections defined above." ] }, { "cell_type": "code", "execution_count": 6, "id": "6e7eb135-0f30-4756-b5bd-0c965390d9bb", "metadata": {}, "outputs": [], "source": [ "# load all correlative horizons\n", "corr_df = pd.read_csv('example-data/Fransfontein-fence/correlations.csv', index_col=0)\n", "\n", "# ensure that datum is ordered according to section order\n", "section_names = [section.name for section in sections]\n", "corr_df = corr_df.reindex(section_names)\n", "\n", "# define datum\n", "datums = corr_df['Ghaub'].values" ] }, { "cell_type": "markdown", "id": "2d02d0d6-622a-4fde-b187-898ba87b05ce", "metadata": {}, "source": [ "Take care to ensure that the entries in the `datums` object observe the same order as each section in `sections`.\n", "\n", "In this case, the datum is defined to be the base of the Ghaub Formation in each section. With the datum so defined, reconstruct the fence object." ] }, { "cell_type": "code", "execution_count": 7, "id": "2d406f8c-b0ad-4a30-b0fd-81da5d24e1b2", "metadata": {}, "outputs": [], "source": [ "fence_2 = pystrat.Fence(sections, coordinates=coordinates, datums=datums)" ] }, { "cell_type": "markdown", "id": "8512286d-c89b-4d9c-a6a5-06e7e91c7f2b", "metadata": {}, "source": [ "Now when plotting, the vertical arrangement of the sections will ensure that the datum horizon occurs at the same height for all sections across the fence." ] }, { "cell_type": "code", "execution_count": 8, "id": "b66ddac3-2d67-4c9f-b6f0-c44e03ea66f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_2.plot(style_1, fig=fig)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "836d6bf1-1358-4703-82fb-8260ffa042ac", "metadata": {}, "source": [ "### Correlations" ] }, { "cell_type": "markdown", "id": "91508503-3c19-4ce2-a14b-a07b8970b4df", "metadata": {}, "source": [ "Correlative horizons are often visually shown by drawing lines between the relevant heights for all the sections in a fence diagram. This effect can be achieved in `pystrat` by defining correlative heights in sections similarly as to how the datums are defined above. \n", "\n", "Unlike datums, for which the same horizon must be present in all sections, correlations need not be present in all sections to be drawn. Only correlative horizons present in neighboring sections, however, will be illustrated." ] }, { "cell_type": "code", "execution_count": 9, "id": "54f3654e-4bc2-41fe-b81f-114aa6b696e2", "metadata": {}, "outputs": [], "source": [ "correlations = corr_df[['Franni-aus', 'Narachaams', 'Okonguarri', 'Berg Aukas']].values" ] }, { "cell_type": "code", "execution_count": 10, "id": "b77930b9-57eb-4775-bcbe-1ce39d81ff95", "metadata": {}, "outputs": [], "source": [ "fence_3 = pystrat.Fence(sections, coordinates=coordinates, \n", " datums=datums, correlations=correlations)" ] }, { "cell_type": "code", "execution_count": 11, "id": "4357f9fd-b0ba-4cd2-9ed7-74d223cf5130", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_1, fig=fig, col_buffer_fac=0.4)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9909cb1d-7da3-4e95-b47e-0e62f10e9e38", "metadata": {}, "source": [ "```{note}\n", "The `col_buffer_frac` parameter allows the user to specify the minimum spacing between adjacent sections in the fence diagram. The spacing is set by the value of `col_buffer_frac` times section width in the fence. For example, a value of `col_buffer_frac=0.5` means that the minimum spacing between sections in the fence will be half of the width of a plotted section.\n", "```" ] }, { "cell_type": "markdown", "id": "b2cadae5-1a16-4625-9722-eb5e3d0bd0ac", "metadata": {}, "source": [ "## Section Distances" ] }, { "cell_type": "markdown", "id": "554e00f4-e3b9-4ffd-95d9-684666511c16", "metadata": {}, "source": [ "Often, sections in a fence diagram will be spaced to reflect true geographic distances between sections. This effect can be achieved in `pystrat` using the `distance_spacing=True` parameter during plotting." ] }, { "cell_type": "code", "execution_count": 12, "id": "10fbfb7f-2f9b-49bd-b83a-070916bee2f2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_1, fig=fig, distance_spacing=True)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "09882b19-d289-4ac2-8dc3-17638a97b55c", "metadata": {}, "source": [ "### Schematic Distances" ] }, { "cell_type": "markdown", "id": "6bb22de5-a798-489b-9f5f-52a98569d18d", "metadata": {}, "source": [ "In some cases, realistic distance scaling would result in excessive blank space between distant sections, and the user might instead want to schematically represent relative spacing. \n", "\n", "This result can be achieved in `pystrat` by specifying `plot_distances=` when plotting. `plot_distances` expects an array of distances between sections (with length equal to the number of sections minus 1). \n", "\n", "**Importantly**, the entries of `plot_distances=` must be ordered according to the geographically ordered sections; i.e., according to how the sections are ordered *after* sorting according to `coordinates`. " ] }, { "cell_type": "code", "execution_count": 13, "id": "b1171d2e-133b-4c37-8943-d4dd3341227d", "metadata": {}, "outputs": [], "source": [ "plot_distances = [5, 1.5, 1, 1, 1, 1.5, 1, 1, 1, 1, 1]" ] }, { "cell_type": "code", "execution_count": 14, "id": "b280e049-92a7-4a8e-a3f1-877d3e025005", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_1, fig=fig, distance_spacing=True, plot_distances=plot_distances)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "357f0b1d-88e4-4ce7-80d4-43b0c5834d5e", "metadata": {}, "source": [ "### Distance Labels" ] }, { "cell_type": "markdown", "id": "17fcdc68-11d4-4e78-b23d-e11a95ee7f39", "metadata": {}, "source": [ "Distances between sections in the fence diagram can be labeled by setting the `distance_labels=True` parameter when plotting. Labels appear at the top of the fence diagram in between the section names.\n", "\n", "Styling for the distance labels can be passed as a dictionary to the `distance_labels_style=` parameter. The dictionary should contain valid keyword arguments for `matplotlib.pyplot.annotate`." ] }, { "cell_type": "code", "execution_count": 15, "id": "754c9a60-acae-48be-8b5f-acfac0304100", "metadata": {}, "outputs": [], "source": [ "distance_labels_style = {'fontstyle': 'italic', 'color': 'gray'}" ] }, { "cell_type": "code", "execution_count": 16, "id": "c5fc3ecd-60ef-46ad-abf3-c202a0d71728", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_1, fig=fig, col_buffer_fac=0.3,\n", " distance_spacing=True, distance_labels=True, distance_labels_style=distance_labels_style)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "58e7f673-caeb-4369-a290-c2586112cc68", "metadata": {}, "source": [ "To customize the strings that are plotted as the distance label, the user can instead provide a list or array of strings correponding to each distance." ] }, { "cell_type": "code", "execution_count": 17, "id": "67f88a6c-5047-41e5-9463-d98768c0679b", "metadata": {}, "outputs": [], "source": [ "distances = np.diff(fence_3.coordinates)\n", "distance_labels = [f'{distance:1.0f} km' for distance in distances]" ] }, { "cell_type": "code", "execution_count": 18, "id": "2e415088-c31d-4f69-830b-b13d006c78de", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_1, fig=fig, col_buffer_fac=0.3,\n", " distance_spacing=True, distance_labels=distance_labels, distance_labels_style=distance_labels_style)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f2d2c03f-8a87-4fe4-884c-099b44eea387", "metadata": {}, "source": [ "## Section Plotting Options" ] }, { "cell_type": "markdown", "id": "e5c450b9-36af-47a4-a59d-03f8c8eddf96", "metadata": {}, "source": [ "Section plotting options can also be specified when plotting fence diagrams. These parameters are passed as a dictionary to the `section_plot_style=` parameter during plotting.\n", "\n", "For example, to plot annotations and label units:" ] }, { "cell_type": "code", "execution_count": 19, "id": "a6cb3f47-9231-4424-90aa-9e6395131874", "metadata": {}, "outputs": [], "source": [ "# create pystrat.Style object with annotations\n", "style_2 = pystrat.Style(style_df['lithofacies'], \n", " style_df[['R','G','B']].values/255,\n", " style_df['width'],\n", " annotations=['dropstone', 'geochron'])" ] }, { "cell_type": "code", "execution_count": 20, "id": "f38eae83-c6ab-4fd5-a569-8da2906eef34", "metadata": {}, "outputs": [], "source": [ "section_plot_style = {'label_units': True, \n", " 'unit_label_wid_tot': 0.5,\n", " 'annotation_height': 0.08,\n", " 'unit_fontsize': 7}" ] }, { "cell_type": "code", "execution_count": 21, "id": "7ca138bb-11ea-44fc-ace8-baf9b8248ab2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_3.plot(style_2, fig=fig, section_plot_style=section_plot_style, col_buffer_fac=0.5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2120612d-5e92-49f8-ae19-29abdbadc989", "metadata": {}, "source": [ "## Stratigraphic Data" ] }, { "cell_type": "markdown", "id": "7c6c5e49-badc-4118-a100-1aadaa0059b1", "metadata": {}, "source": [ "It is common to plot stratigraphic datasets within fence diagrams to show how measurements are do or do not covary across the fence. In `pystrat`, plotting stratigraphic data in a fence diagram is straightforward.\n", "\n", "Below, $\\delta^{13}$C and $\\delta^{18}$O measurements from carbonates in the sections shown above are added to each section as data attributes; see [`pystrat.Section` data attributes](sections.ipynb#data-attributes) in the tutorial on section objects." ] }, { "cell_type": "code", "execution_count": 22, "id": "3c1b838e-e0c0-49cc-9547-24f48a12ea9b", "metadata": {}, "outputs": [], "source": [ "# load the chemostratigraphic data\n", "chemostrat_df = pd.read_csv('example-data/Fransfontein-fence/chemostratigraphy.csv')\n", "\n", "for ii, section_file in enumerate(section_files):\n", " # section name\n", " section_name = os.path.splitext(os.path.basename(section_file))[0] # just take file name as section name\n", "\n", " # filter data for current section\n", " cur_chemostrat_df = chemostrat_df[chemostrat_df['section'] == section_name]\n", "\n", " # add the data to the current section\n", " sections[ii].add_data_attribute('d13C', \n", " cur_chemostrat_df['height'].values, \n", " cur_chemostrat_df['d13C'].values)\n", " sections[ii].add_data_attribute('d18O', \n", " cur_chemostrat_df['height'].values, \n", " cur_chemostrat_df['d18O'].values)" ] }, { "cell_type": "markdown", "id": "12efcd9b-f565-40c6-a94f-25fa5029d388", "metadata": {}, "source": [ "The original section objects are updated by the code above, but note that they are *not* updated in the `fence_1` object. Whenever `pystrat.Section` objects are updated, a new `pystrat.Fence` object must be constructed to incorporate the updates." ] }, { "cell_type": "code", "execution_count": 23, "id": "0d86b258-0f36-4489-a716-88f36a66033f", "metadata": {}, "outputs": [], "source": [ "fence_4 = pystrat.Fence(sections, coordinates=coordinates, datums=datums)" ] }, { "cell_type": "markdown", "id": "02dd0147-6cc7-4fea-a411-67c7b463d494", "metadata": {}, "source": [ "The plotting style for data attributes can be controlled with the `data_attribute_styles=` parameter, which accepts dictionaries with parameters for `matplotlib.pyplot.plot`. If a single dictionary is provided, the same style is used for all data attributes. Alternatively, each data attribute can be styled differently by providing a list with as many dictionaries as there are data attributes." ] }, { "cell_type": "code", "execution_count": 24, "id": "bb44ac0d-c854-4385-b19a-39e0a8c4333c", "metadata": {}, "outputs": [], "source": [ "d13C_style = {'marker': '.', 'color': 'k', 'markersize': 4, 'linestyle':''}" ] }, { "cell_type": "code", "execution_count": 25, "id": "7289b2ae-f5a4-4b6f-8e7f-9beaa0095a3a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 5))\n", "\n", "# plot fence with data d13C data attribute\n", "axes, axes_dat = fence_4.plot(style_1, fig=fig,\n", " data_attributes=['d13C'],\n", " data_attribute_styles=[d13C_style])\n", "\n", "# adjust the x-axes for the data attribute plots\n", "for ax in axes_dat:\n", " ax[0].set_xlim([-10.5, 10.5])\n", " ax[0].tick_params(axis='x', labelsize=5)\n", " ax[0].set_xlabel('$\\\\delta^{13}$C', fontsize=7)\n", " ax[0].grid(axis='x', which='major', linewidth=1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6d16d246-364b-4a40-a84b-9d215eaad11c", "metadata": {}, "source": [ "```{note}\n", "The `pystrat.Fence.plot` function returns handles to both the section and data attribute axes, `axes` and `axes_dat` above. Customization of axes parameters such as grids, labels, limits, etc. can be accomplished through those handles.\n", "```" ] }, { "cell_type": "code", "execution_count": 26, "id": "7185a821-3675-43d8-a55e-02ae3f30d8ea", "metadata": {}, "outputs": [], "source": [ "fence_5 = pystrat.Fence(sections[0:5], coordinates=coordinates[0:5], datums=datums[0:5])" ] }, { "cell_type": "markdown", "id": "2beb80cd-a418-4b09-90b6-382c994b9b30", "metadata": {}, "source": [ "The plotting style for data attributes can be controlled with the `data_attribute_styles=` parameter, which accepts dictionaries with parameters for `matplotlib.pyplot.plot`. If a single dictionary is provided, the same style is used for all data attributes. Alternatively, each data attribute can be styled differently by providing a list with as many dictionaries as there are data attributes." ] }, { "cell_type": "code", "execution_count": 27, "id": "ccb7abb2-90d7-43f8-952a-84a454edafdd", "metadata": {}, "outputs": [], "source": [ "d13C_style = {'marker': '.', 'color': 'k', 'markersize': 4, 'linestyle':''}\n", "d18O_style = {'marker': 's', 'color': 'r', 'markersize': 3, 'linestyle':''}" ] }, { "cell_type": "code", "execution_count": 28, "id": "278fab1f-f4de-4248-941b-078cf4229149", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "# plot fence with data d13C data attribute\n", "axes, axes_dat = fence_5.plot(style_1, fig=fig,\n", " data_attributes=['d13C', 'd18O'],\n", " data_attribute_styles=[d13C_style, d18O_style],\n", " sec_wid=1)\n", "\n", "# adjust the x-axes for the data attribute plots\n", "for axs in axes_dat:\n", " axs[0].set_xlim([-10.5, 10.5])\n", " axs[1].set_xlim([-17, 1])\n", " axs[0].set_xlabel('$\\\\delta^{13}$C', fontsize=7)\n", " axs[1].set_xlabel('$\\\\delta^{18}$O', fontsize=7)\n", " for ax in axs:\n", " ax.tick_params(axis='x', labelsize=6)\n", " ax.grid(axis='x', which='major', linewidth=1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "91e76402", "metadata": {}, "source": [ "If desired, the data attribute axes can extend the full vertical length of the figure by changing the `attribute_axis_full=True` parameter." ] }, { "cell_type": "code", "execution_count": 29, "id": "28b31ff1", "metadata": {}, "outputs": [ { "data": { "image/png": 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rAwDyJhSSWlrkOXRIA99+W67Ro6WqKqujAgAAKBokEzl45ZVXNGDAAKvDSMnn88nv9+ft9YPBoBoaGlRTU6NAIJC3n5O1UEgaO1Y6flwVkqolRbxe6c03pTz+vQAAAPQlJBNZ2Lt3ryRp9uzZFkfSvbKycu3atTMvCUUwGNT8+fPl8Xi0bNkyrVy50n4JRUuLdPx4wiFXOBw9TjIBAABgiqJKJu6//349++yz2rVrl8rKynTRRRfpRz/6kcaOHRs754YbbtDjjz+e8Lzp06frD3/4Q9o/56OPPpIkzb/k73Ta0DPNCd5E+1vf09Mv/FQtLS15SSYaGhrk8XjU0dEhj8ejdevW2S+Z6M2nS6BifD6SDAAAgAwVVTKxfv16ff3rX9fUqVP1ySef6K677tKcOXP0xhtvqH///rHz5s6dq0cffTT2fUlJSVY/zzfoMzpt6Oic43aampoaLVu2LJZQVFdXSzq59Gnq1KkJf9+2E7cEKqa0VGpqIqEAAADIQFElE2vWrEn4/tFHH9XQoUO1ZcsWzZo1K3bc6/Vq+PDhhQ6vaAQCAa1cuVLr1q1TdXW1AoFAwtKnjo4O1dXVWbsMzOeLJghxCUPE65XL50u5BErHj7MECgAAIENFlUwkO3DggCRp8ODBCcfXrVunoUOHqqqqSrNnz9Z9992noUOHdvs64XBY4XA49v2RI0fyE7CDBAKBhKVNyUufduzYYWF0iiYFTU1SS4sOHTqkLVu26ILLLtNAvz9xeRMAAACyVrT7TEQiEd1+++26+OKLNWHChNjxyy+/XPX19XrppZf0k5/8RJs3b9Yll1ySkCwku//++zVw4MDYV21tbSF+BUepqamJJRIdHR0Jf+eW8fulSZPUcd55OnDmmYqMHNnz+Tt3RpdAAQAAIC1FOzNx66236rXXXtOGDRsSjl9zzTWxP0+YMEFTpkzR6aefrt/85je66qqrUr7WnXfeqdtvvz32fWNjo2pra9Xy8Z9V0q80P79ADva3vlfwn2ksfXrkkUfU3t5e8J+fkRRLoCRJCxdSOwEAAJCBokwmvvGNbygYDOp//ud/9NnPfrbHc0eMGKHTTz9db731VrfneL1eeb3e2Pf9+vWTJK186T/NCTgPysrK5fP5Cv5zg8GgPB6P1qxZo/Hjx2vBggUFj6FXxhKo3/8+mkDEo3YCAAAgbUWVTEQiEX3jG9/Q//t//0/r1q3TqFGjen3ORx99pL1792rEiBFp/xyj+9NZU69Vxam9f+g8emCfdm18QitWrNC4cePS/jm5yPemdanE10243W41NjbaM5mQoslCd/8vdu6kVSwAAEAaiiqZ+PrXv65f/vKXWrlypSoqKrRv3z5J0sCBA1VWVqbDhw/r7rvv1tVXX60RI0bo3XffVV1dnXw+n770pS9l/POGnjFJvs9O7PW8tg92a9fGJzRu3DhNmjQp45/jFMktY9955x0Fg0Hn7UHBcicAAIC0FFUB9kMPPaQDBw6ourpaI0aMiH099dRTkiSPx6Pt27dr/vz5Ovvss3X99dfr7LPP1saNG1VRUWFx9M5n1E3MmTNHkvTiiy9q/vz5CgaDFkfWDaN2IhVjuRMAAAC6VVQzE5FIpMfHy8rKtHbt2gJF0zcFAgGtWbNGbrfb/jtk91Q7AQAAgF4V1cwE7OHiiy9WZ2dnlx2ybScUYvYBAAAgB0U1MwHrBINBNTQ0qKamRrW1taqrq1NbW5u++MUv2nNWIhSSxo7t2h7WUFoaXQYFAEAfEAqF1JLBDTYrGr3AnkgmkLNgMKj58+fL4/Fo2bJlqq+v17Rp0zR79mxVVVVZHV5qLS2pE4kVK6JdnujmBADoI0KhkMaeM07Hjx1N+zmlZeVq2rWThAIkE8hdfEtYj8ejxsbGWBG244wbJxVxxy0AAJK1tLTo+LGjmjT3W6oY3HtycKg1pK1rHlBLSwvJBEgmkDujJazL5VJHR4dmzpxpdUi9a27O7DgAAEWuYrBfVcPGWB0GHIYCbAAAAABZIZlAzoxlTpFIJLbMyfa62/E8g53QAQAA+jqSCeSspqYmVi/hmGVO3dm5M9rpCQAAAL0imYAp5s2bpyuuuEIrV65UbW2t1eH0rrvdrxcujLaMJaEAAADoFckEcmK0hV29erWCwaDV4aTP2P16xYqujx0/zmZ2AAAAaaCbE3KS3BZ23bp1mjVrltVhpcfvj7aCBQAAOtSa3qy8cd7OnTvzGU4CNsmzL5IJ5MRoC2skFNXV1VaHBAAAMhAOh+VyubV1zQPpP8nl0sKFC/MXVJKysnLtYpM8WyKZQE4CgYBWrlypdevWqbq6WoFAQG1tbVaHlT6jdiJ+N+zS0uhxAAD6AK/Xq0ikU5deeK0GVQ5N6zml3v6q6D8oz5FF7W99T0+/8FM2ybMpkgnkLBAIKBAIWB1GdozaifgaCZ8vehwAHCgUCqklw7ovlpBAks4+Y5JOGzra6jDgMCQT6FtCodSJA2+iAIpAKBTS2HPG6fixoxk9r7SsXE0sIQGQBZIJmG716tV68skndeTIES1YsMDqcGJce/dK06Z1XdLU1EQyAaAotLS06Pixo5o091uqGJzede1Qa0hb1zzAEhIAWSGZgKmCwaCuu+46ud1urVq1SgMGDLDNEih3a2tiIiGdbAPLGyiAIlIx2K+qYWOsDgNAH8A+EzCV0Sq2s7Mz1ioWAAAAxYmZCZjKaBXrdrud0yo2vk82xdcAADvorsYPsBmSCZgqEAiovr5eTz31lMaMGaOGhobYcat1Dh7ctQ2sJMX3yaaGAjaTTWeentC1B4havXq1Nm/erJqaGlu8RyUIhaSxY6nxgyOQTMB0tbW1ev3117VkyRJ5PB4tW7ZMK1eutPxiHRk5MrEN7M6diYmERA0FbCUUCmnc2HN09Pgx016zvLRMO5t2kVCgT9u0aZPt3qMStLRQ4wfHIJlAXmzfvj22K7ZRO2Hlhbps/355Xn1VqqiIHvD5pHHjLIsHSEdLS4uOHj+mb/ebp5GuU3N+vb2Rj/Svx1fRtQd9nt3eowAnI5lAXkycOFGrVq2Sy+WyvHbCtXevLr3lFnlOnDh5sLRUevppy2ICMjHSdarOcg/P/YU6c38J5IA18LZhvEcZCYUj6vsAmyKZQNFzt7YmJhLSyenj5BqK0tLoGzwAR7DrvjZdsAbeVqZNm6b6+nr98Y9/VHV1tf1mJXw+3p/gGCQTyAtHTCGPGJFYQyFxpxBwEDvva9MFa+Btp7a21r4JqN/P+xMcg30mkBcTJ06MJRK2nUJubo5emCdNOvnFhRpwDPa1QdFiSRwchJkJ5CQYDKqhoaFLaz07TSF3Dh6sjlNOkeeTTxIfuPpq6c03uUADDmXsa2OH2qxeNTdndhx5Z9vWsCyJg8MwM4GsBYNBzZ8/X8uXL9f8+fMVDAYTHq+trdXSpUstv0hHRo7Upn/+564PhMOJd34AOFIkErE6BDjMpk2bdN1113X7/mWpnpbEATZEMpGDwx+/p7YPdvf6dag1ZHWoeWEsMYivi7Cr8KBBVocAwGTGNUiS7a9BGjEis+PIq1R1fQCywzKnLLS3t0uSXv3tT9N+jsvlVjgczldIljCWGNi6LgJA0TKuQW63m2sQMuLI1rA7d578MzUUsBGSiSyUlJRIks6aeq0qTu39H/PRA/u0a+MT8nq9+Q6toAKBgFauXKl169ZZXhfRm/bKSkW8XrniEzoL2uztb32voD8vE3aODUglEAiovr5eTz31lK655hpbX4No9Wkv06ZN0+23366GhgZdfvnl9ho7qcaKJC1cePLP1FDARkgmcjD0jEnyfXZir+e1fbBbuzY+UYCICi8QCNjrImwwOmE0N6vf+++rIhTSkSee0ID+/U8uKyjgnZ1wOCyXy62nX0h/NssKZWXl8vHhBg5SW1ur/v37a/bs2VaH0jNafdrKpk2btHTpUnk8Hm3btk3Tp0+3z3tZ8ljZuTMxkZBoKwxbIZmAKYyuTuXl5fr44481aNAg697ckzph9Jc0w3jMors5Xq9XkUinBpaN0SmesoL+bMMnHcd04NhurVixQuPGjUt5js/nk583JyA//P7ol3Gzw/giqSg42++FZIwVwAFIJnJw+OP3dEq/3j8YFmsBtsHo6uR2u9XZ2Rn77/jx463ZEChVJwyDRXdzovUyLh04trugP7crl0aPHq1JkyZZHAdgDsfsgG2g7actOLJmArApkoksUICdKL6rk6RYQtHY2OiMN/cCiNbLRGwxM1FstTvouxy1A7aBnbBtwU57IfWKehvYHMlEFijAThTfUSV+ZmLmzJlWh2YbdpqZKNakFn1PqvbUtv5QCFupra11xg0v6m1gcyQTOaAAOyq+q1NZWZna2tpUVVWl2tpaawLqrhOGZNndHGNmwjfgfPU7ZUDBf74knfjksFoOv1K0SS36HlrDAuaya1c/u8aFKJIJmCK+q1NbW5vWr19vXTDxd3Gam3Xk/ff1WiikCV/4gipGjbL0bs6A0s+orN+plvzsYyc+UsvhVyz52UA+OKo1rIElKwVnNAipqalxxhhJVoA6Gyd0HCzm5eJORzKB4hTXCeNEW5s+XL9eHeedJ1VVWRsXAFM5pjWsgSUrBWU0CPF4PFq2bJlWrlypWbNmWR1WZgpQZ2N0HLz0wms1qHKoKa9ppo8Pfqjf/eFJZtZtimQCAIBCou1nwaSqq3FcMlFAZ58xSacNHW11GF28/+E7+t0fnrQ6DHTDbXUAAAAA+VBTUxNLJBxbV9PcbHUEQI+YmcgB+0wAKIS9kY+kTpNeR9LOnTtzf7FPsdEh7Cy+QYjRAratrS32uO3rKUIh6eqrux73eqmzgW2QTGSBfSYAFEI4HJZbLv3riVWmvaZLLi1cuNC01ysrK9euXTtJKCQpFJJnzx4NfPtteaqqpFQNH0Ih6aWXpPc+7U5TUSFNmybNmFHwcPuK+AYh8VavXq3rrrsuoZ7CdglFS4uU6rPDM8+wVA62QTKRBfaZcCbX3r3SO++cPEDRI2zO6/WqUxFTiyJLvf1V0X+QKa+1v/U9Pf3CT9XS0lLQZCIYDOrhhx+WJJ111ln6/e9/r5/97Gf6+7//e+s+DH7acafi+HFVG8eSO+6EQtJZZ0mf3pBK8PLLJBQFtmHDBtvsU1K2f788r74aTS6l3t+fRowoTGBAGkgmctBX95mw/bRwCmX796vymmsS7/CY3FoPyBe7FkVawejOk8qaNWusu7ucTsedlpbUiYQUvdFBMlFQF198sR566CG5XC5L6ylce/fq0ltukefEiZMHjfcnwAEowEZGjDfy5cuXa/78+QoGg1aHlJaSgwflSp4qNt7oAThGQ0ODXC5XysdcLpfWrVtX2IAyQSEtUnC3tiYmEtLJ9ydjX5J47EsCmyGZQEZStdkDgEKpqalRJBJJ+VgkErFvt55QSPrSl6yOAnGMZU6RSMS+72fGviRbtpz8YkYdNsMypxz0xW5ONTU1WrZsmbPb7AFwrEAgoLq6Oi1ZsiTh+KRJk/T973/fuqWXve1s3dIiJd99jjfa3GVsmbzvGOea2eWrN3boAmYsc7L9+xn7ksDmSCay0NHRISmzbk6lZeXyFcG0ZKo2e07QXlmpiNebuNSJqWLAkY4ePSqXyxWboXC5XLrwwgutvR59egf50J492rJliyZPnqyKVN2cUvnFL0yrlwiHw3K53Nq65oHMnugyt8tXb+zQBay2ttYW72edgwero1+/rjUTvD/BIUgmsuDxeCRJd911l8aNG5fWc0aPHm35XRizdNdmz86ODRmig5s3a2D8xdrolhEKJdZO0OUJsDVjhtQQiUQ0c+ZM6wIy+P3qqKzUgbY2dZx3nlRVld7zzjvPtBC8Xq8ikc6MO4CZ2eWrN1Z1AUvFDu9nkZEj9bsHH9SMs85SRbrdnAAbIZnIgjEzcd9996X9nNKycjUVcS/2+A5Ps2bNsjqclCIjR3Z9c/+0nWOXpQmsSYWN7G99z+oQUrIyrnnz5umDDz7QqaeeqgsuuEC1tbWWxZKW7vYZKinJyx1oOoA5y7EhQ1InoMbNruZmqa0t2g2spCR63ogRJB2wBZKJLBgzE+d94TZVDT2r1/MPtYa0dc0DtrgLkw9Ghydj45/6+nr179/f6rDSk047RxO1f3LA9NfM9Gf3tC7aDuuYcZKxZOXpF9JfUlloZQVewhl/veno6HDO9aa7fYaefZYPgzZx11136Ve/+pV8Pp++853vWD5jkfJmVzJufsEGSCZyMGDQZ1U1bIzVYVguucNTY2Oj5syZY3VYthLd/dyl99s2WB1Kj+ui7bCOGScZS1b8f/FXKvUNKfjPP96yX6Ff/7dWrFjR7ZLOQiegjrveGHeWu0vi2XzMFu66665YUf+ePXs0f/5863fETnWzK1keb34B6SKZQM6SOzzZYu2yzUR3Pzd3J+Ns9LQu2k7rmJFo8MTzNeD0UQX/uYf/tEehX/+3xo0bp0mTJhX856faINO43rjdbnV0dKg0uQe/naRzZ5m9J2zh+eef73LMyh2xASchmUDOkjs8zZo1S+vXr7c6rPT01s7RZKxjBtKTvHzSuEsc3xrW7XZr6dKlKi0t1ezZs60Ouat07izDFi6//HJt27Yt4ZhtW8UCNkMykYO+uM9Ed+I7YrS1tVkbTG+Suze99FLiemYK2tATun8VRKoNMo1rzNGjRxMe27Fjh8XR5oBlTrYwffp0TZ06VaFQSKeffrruuusu62cluivaj0cLWdgAyUQW2tvbJWW2z4TL5f503XxxSbUMwdbo3mQLjhs3BsZPwfS0QWbyYxMmTLAu0FyxzMlyyUX9P//5z+1xXequaP8HP5AuuIBuTrANkokslJSUSJLOmnqtKk7t/R/x0QP7tGvjE5+umy8e3S1DsLUCd29KZtcWn1LhYnPkuDFYPH76kt42yJw3b55cLpeuueYa+3ZzSrWMMtnVV0tvvsn4sVBPs2B5FwrJs2ePBr79tjxVVVI6Gx3W1koW1DAB3SGZyMHQMybJ99mJvZ7X9sFu7dr4RAEiKixLL8AO44QWn1Jh2nwybpCuVBuKJd9FvuaaayyKLg2f7oodWxb3+99L//iPieeEwySjFti0aZPWrl2ruXPn9jgLllefznRWHD+u2E9kphMORDKRg75eM2HZBdiBjBafA8vG6BRP72MmHz7pOKYDx3Zb3uaTcYNcOK41rN/PB0ObWb16tZYsWSKPx6OHHnpIK1eu7HEWLG96m+kscIMQIFskE1kwdsDOpGaitMAbOxVCb8sQbMmii7Oxz8SBY7vz+nN659Lo0aMtafNpMMbNI488okgkYlkcWemu7qkI66HsilbUyNWGDRtirYWN2dGlS5fa7z0seWZLokYCtkQykQVjB+yf//znmjx5clrPKdadhVMtQ7A1iy7Oxj4Tgy+YolP6V+T1Z3XnkyOH1Lrtj7ap3QkGg/J4PFq1apVWrlypWbNmWR1S77r7u7PJ32lfQCtq5Oriiy/WQw895IzZ0eSZrVBI2rr15PckF7ABkokcjB071tI7vMiSBcsOwuGw5HKrddsfC/pzk5WWldlihixV3YQjkgnYgqNaUcfjTrMt1NbWqq6uTm1tbfriF7+YcEOsoJ3mMk0u6SYHmyKZAArA6/VKkU6dM+MrKh84vNfzjQ5gPdU3ZMMuM2TUTaDPoobCFqZNm6bZs2erqqoqdqzgneY+TS4P7dmjLVu2aPLkyaroqZsT3eRgUyQTQAENGzVVVcPG9Hqe0QFs3LhxRTn75di6CWomgKJlSac5v18dlZU60NamjvPOk6qqEjfGNPYhGTFC2rkzv7EAWSKZAGCZ+LqJ+vp6++4XYKBmAihKwWBQjY2N6ujoiBVnWzJjunGjVF0tfbo5LuAEJBM5aGpq0oABA9I61y7LSwC7cEqLT9fevdI770S/4c4gUFSCwaAefvhhrVq1Knass7NTdXV1BW8u4tq7N/NEggJ+2ADJRBaM1rA33XRT2s8pLStX066dJBTAp5LrJkpLS/XII4/oyJEjWrBggdXhSZLK9u9X5TXXsIwJjlOoHe2zYZfYVq9ereuuu04ulyvhuMvl0rFjxwoej7u1Nb1EYsUKyailo4AfNkAykQWjNex5X7hNVUPP6vX8Q60hbV3zgFpaWkgmrBa/FlXiQmyh+BafZWVlWrJkidxut1atWqUBAwbYouVwycGDcvWWSHBnEDYSDoflcrn19Avp74NkhdJS6zvLbdiwIXYzI14kErF3U4hx46RUtXSp3t8qKwsXF+wrz599SCZyMGDQZ9Mqpi12BW2llwPX3r3StGm01bMRo8Xn4sWLC1/4mAvuDCIbBbqZ4YSmBnaIMXm/ibPOOksHDx5URUWFHn74YUnq9jpkvO9NnTq1y8xGXnm9qW9edNM21rVpU+Fi64Mc8fmnAC2FSSaQk1St9Oy6X4C7tdXytnqHWkOmnlcsjCVPlhY+ZqK7O4MoiPg3cLteb7oo0B4BxgaZl154rQZVDk37eaXe/qroP8i0OHqyv/U9Pf3CTy2fra+tre0yOypJH3zwgXbv3h3bUDP5Q2L8+15HR4e++c1vmhJP5+DBUr9+0okT3Z/0zDOpx0s3bWPdra0ZxWCXJWjJ7BhXwVsJZ6sALYVJJpATNh9Lj7H0YOuaB9J+jsvljm521wcEAgHV19frqaee0jXXXGObC3J7ZaUiXm/iUieWNVkq+Q3cEV3ApILvEXD2GZN02tDRpr9usYmfHXW5XAkzJi6XK+UsafL73htvvJFTDK69ezXw7bflrqqSbrtN+slPuj95xIicflZ3ou9RLlsvjysrK7d8aVw8S1oJZ+O11/L+I0gmkBM2H0tfJNKZ1/Odrra2Vv3799fs2bOtDiXm2JAhOhQMqnL//pMHR48u+LKmo81/LujPs/rn9qShoSE2g+V2u23bBawLY7+AdI+joIz3snjd1U4kv++de+65ev7557P7waGQKqdOVXW6N47yNF68Xq8ikYjGDp+h8pLUdRb9TimT95QyU37e4eOt2hZam9HGrFZ2xQwGg3rooYf00UcfxZqElJeXW99KuDcbN0p/+7epHzNxLJFMICfxRbTV1dUKBAJqa2uzOqyUOgcPjt5Vjr87WFJSkE493k/3IfBP+KJKywf3ev7xo60K7Vgbe16xCwaDWrNmjQYNGmSrZKJs/35V3Hpr4hgpYJ1NOByWXG69+fB/5P1ndae0zPpC2Xjl5eXq7Iwm2p2dnSotLbU4ojR1d13M0/XSjstCDHaNberUqdq8eXPs++T2sPHL64z3vSlTpuRWM9HS0nuTh3hXXy29+WbX64/P1/X9rbQ0+r6XwRg7a/g0nTrgs+nHk6WPDr+nbaG1jtiY1ZgNNVx33XV6/fXXY01DrGolnBajrXmekUzAFHYoputNZORI6aWXEvt4t7dLl1yS9w+HxjKn0I61aT/H5XLr1VdfNTUOO+53krz+ePz48bZpDZuym1MB62y8Xq8U6dQ5M76i8oHDez3/6IF92rXxiYzu9vXGbmPm6NGjsTdwt9ut48lLh+yqqiqz41lySjcnOy1ZMa5B8UmBx+NJaA+ban380qVL1dbWlv2sRG8WLow2e4gXDqe+/vj90fexpAL/SGVlwT5QFquGhoaEJXAul0vPP/98whInK1oJ58zEJXMkE8iJkwqwJUU7YST38S7Qh8NME65IpFNf/epXTY2htLRMTU27bPXhMH7dqbFsxS7JhF0MGzU1rc5xbR/s1q6NTzjibl+2kpeYzJw50+qQemZ0cOru7rDJa+Cjy1U6054FlU7OhP7gBz/QqFGjTI2nO6NHj7bNdSj+GiRFPywmL1uxZH383Lldk4me+P1d38dsulLASZKXwEUiEV1++eXatm0bS7w/RTKBnFCAnR6jw8rAsjE6xZPemlO3q588bvOWOZ3oOKyPDm+3vINKMsd9OITl5s2bJ5fLpUWLFmnWrFlav3691SGllqqDU7w8FPNnMwsqSXK59N3vftfUWHpSVlauXTbZyDX5GjRv3jwtWrQoIVnIW32gz6dISYlcmex6jYIylnP/7Gc/00cffaR/+Id/iN3wev7553X55Zfbc4mTJJWXpz7er5+p1x6SCeTEcQXYFhU7RrsyuXTg2G5Lfr7BDhtFJTMu1GvXrlVVVZVqa2utDimGbk72krwkbtGiRVaH1LNUHZykk/uU5GGfCWNmgtaw6UtV+5fNOVnx+3Vo1Sr1v+IKeT755OTxkhLpyJHof+MTjZKS6PvY1q3scVNAgUAgduNi9uzZCgaDWrJkiTwej7Zt26bp06fbJ6EwZkNfe03qbp+R//xPNq0zw4MPPqgHHnhAzc3NGj9+vJYtW6bPf/7zVoflOMm7GDc0NOjw4cO2bNXo2rs3WryWrLtNgExkzExYufZdst/6d0P8hdpOjg0ZooObN2tgfN933sAtUzQzoQXYp4TWsD3btGmT1q5dq7lz50pSl43HUm1GZrSRNVvntGlq/OEP9fnvflcu41rT3i793d91Pbm9Xbryyuif2XQ1b+L//0uKbVDYv39/rV69Wj/+8Y9jXZw8Ho8eeeQRe2xe19tsqOHmm6VLL2WfiVw89dRT+sd//Ec9+OCDmjlzpv7zP/9Tl19+ud544w1bftCyO+MfTvwdw7q6Olt15ZE+3bQuVdeM7jYBygPWvjtPZORI04tkkR3HzYTCllavXh27q/zQQw9JUkLdn6SCb0bW2a/fyUQiXQXedLWvSK4FlRRr+nDRRRfp5ZdfTmgC0dHRoWAwaI/N67qbDU3W3s6mdblaunSpFi1apK997WuSpGXLlmnt2rV66KGHdP/993c5PxwOJ2weduTIEUnS4Y/f0yn9el//buxmvHPnTjPCl9TzHeYjR47o9ddfT/u1jN9n9+7d2rJliyoqKjKO51e/+lVC7/ff//73uuSSS7J6rWSHDh3S7t3R5UFbtmzJeNbj0KFDevPNN1VZUaGUz/zoo+6nAtN87QEDBvT4u+7atSt6foY7YJs5ZqSex827776rDz/8MO3XMmPcxEv37zLd18plzJgdT7av+9Zbb0WfY9Od0zs7O7Vt27ZY4Wpvch0zw4cP1wMPPKCtW7dq0qRJGj58uLZs2WLfcdPdMpX33pPil7Rk+rppXGvs2n5Vkt7bFx3XO3bs0Cdp/D2Yfa155plnYkXWBuO968knn1QkEkl4P3vyySc1fHjqGWXTxkwopG5Wt/dsx44ex1Km4+bA0fTfA3Jh/Jz49zi7zJzHz4AaXZyMdtTJicT555+vz3zmM1q9erX9N6/Lp0gfEw6HIx6PJ/Lss88mHL/tttsis2bNSvmc73//+xFJuX25XLm/RtxXaVlZ5E9/+lPKeL/xjW+Y+rP4sujL5DEjKVJa2v246d+/v/W/M18pvjIbBy6XO/Lyyy/ndqFM01NPPWWDvx+++OLLmV+J17ae3p+yceDAgYikyC9/+cvIxx9/nPbzVq5cGZEU8Xg83cZuPLZy5cou569cubLXn/Hxxx9HfvnLX0YkRQ4cOJDV7/fxxx9Hfv3rXyf+blu2RCJSel9btqT/ur3oczMTLS0t6ujo0LBhwxKODxs2TPv27Uv5nDvvvFO333577PvGxkbV1tbqs1d8SeUjTkvr555S3l8lA6uyjjve0eY/682H/6Pb4rV//dd/jc26pOPw4cOaOXOm/uVf/kUzZ85UZWXq3S97s27dOm3evFnjx49XWVmZJk+enPVrxTt48KAaGxv1z//8z2psbNSAAQPSf3Jzs478+c964403NH7YMJXfdZcUP5VcUiIFg1m3Zzx48KC2bNnS6++6c+dOXXvttfINOF/9Tkkvfo+rJO3OT+lo/+SA3m/b0O24efPNN9US36O8F2aNG0O6f5fpvlbWYyYP8WT7um+++aa+/OUvZ1xrU6jNDr/85S9r/Pjxac9MmHmt2bRpk6ZNm6ZJkyY5a9w0N0uBQNfZil6uQ5lea8yutzLToUOHdPz4cY1I87qbj2vN448/roMHD8a6x23evFlTp06NLZ0z3s/ij3X3WmaMmR2//a1mLFmS2VKnPIybTN6jchX/Htfb+1MhJRfb/+///m/CBnW33357bHd0YwYiL8X52QiHo52aehtHJjcS6XPJhCF5x8pIJNLtLpZerzfhzdmYxvSe6lP5iM/kL8gslZaW6nOf+1za5x88eFCS5Pf7NWHCBFVluT783Xff1Z49e+T3+9W/f/+cXiteW1ub9u7dK0maMGFC+m8koZA0fbp0/LhmGMe8XunRR6P/2KToWvhx47JeN9jW1qaPPvqo19/VmMofUPoZlfU7NauflW+nnXaaTjstveRYMm/cGNL9u0z3tbIaM3mKJ9vXNcZNprU2heJyuTR+/Pi0zzdjzASDQf3DP/yDPB6P6uvrVV9frzPOOMM54+aTT7ruddPeLg0ZIvVw3c70WlNM9Vb5uNZceeWVmj17drevle57qJlj5owtWxKbPYTD0fes7r5PoxlEMb1HFVJ8sb3x3+eee05nn322vvvd73b5u8xXcX5GQqHoJrypEgmPR/qXf4k+LpneSKTPJRM+n08ej6fLLMSHH37YZbaiO+2fvhG8/cR/mR5furylpbZq8Rm/g2gkErFHAXaqQqRwONohI/7NnI4YgGMkd3RqbGzUnDlzrA4rfRa1p4b90ezBnuLbwL722mv60pe+ZM+NVXtqRf35z+f1M447b69sUyUlJZo8ebJefPHFhOMvvviiLrroIouiykKGuynn28MPPyxJsV2ef/vb31oZTs+62wEbsKlDrSG1fbC7169CF2Bboby8PFYY67hNDkMh6aqrrI4CQAbib2C43W41NjZaHVJmclh9ka4+NzMhSbfffrv+5m/+RlOmTNGMGTP085//XKFQSDfffHNazy8pKZEk29ZMACgOxm7GW9c8kPZzXC53Qve5YmLcITTWLtfV1am2ttZ2+5N0q6Wl680MKbr23UYzzQBOSm5JbdsbGBbOevbJZOKaa67RRx99pHvvvVfNzc2aMGGCVq9erdNPPz2j1xk0fqIGnm3PArdC+9rXvqZVq1bFljl94QtfsDqk6JtzaWnitF9ym0bAxozdjO1agF1oyUucjh07ZnVI5nj2WZZZAjY2b948ffLJJ7rgggtUW1trdThdhUKWbcor9dFkQpJuueUW3XLLLVaHUTTiux9MmTLFHjtg+/1SU5MO7dkT62ZRUVISLUCKTzCSuxoYW9Eb2PEYFrNrAXahOXrTulBI6m7fmCy7yQHIr/gN7Do6OnTBBRdYHVJqLS2WbsrbZ5MJmM/oZLBmzRoNGjTI+gJsSfL71VFZqQNtbeo477xocVtTU/fJQqqt6CnQBmwhEAiorq5Ozz//vC6//HIFAgG1tbVZHVbvUl1XDCa3aDRkuuGlXTYMA+wkeTZ0x44dVoeUWndLnAp0o4JkAqZJzuDHjx9vz44Hfn/3iUGqbghGgTZvtICl4ruqbNu2TdOnT9esWbOsDqt3BeyyYnzoWbhwYUbPKy0tVVNTEwkFECe54cOECROsDqkL1969ljd2IJmAaVJ1PLBlMmGh9k8O9MmfDZgh+S7hunXrnJFMFJDx9zNx4ufUP80N1I4cPqzt21+jqQcQJ7nhw+23365p06ZZHVYX7tZWyxs7kEzANI7peGCBaHcdl95v22BpHKWlZbbanwTIRPI1Zvfu3Vq9erU9arSysXBh3pZR9h8wQJWVA019TaAvSb55cTzV7KKdFbCxA8kETGMUYa9du1ZVVVX27HjQm1QdoExY0xztrhPJuCvPihUrNG6ceR3DWBcNJzOuMY888oiCwaBWr16tVatW2WOTzJ6kuq4YWEYJ2JItbpDm0hCmgI0dSCZgqkAgoFmzZtmu73vZ/v3yvPqqVFERPdDdP8hPO0Dlq5tTpl15xo0bp0mTJpnys+Fc6W5G1xc2rQsEAs4pijQY15Xf/z46GwHAEebNmyeXy6VFixYV/rNNmg1hOgcPzstN0EyQTOTg6L5mebylhf+5zX8u+M9MRzAYVENDg6ZOnWqrZQeuvXt16S23yHPixMmDPS0t6KlAGyggNq1LLfmOoS2KIj+9g+g5dEgD335brtGjo93jDH5/dCdaALaX3FBm0aJFhQ8izYYwkZEj83oTNB0kE1lo/7TQ5e0n/su6IGz2gSH5H56dlh24W1sTEwmJpQVwBDatO3mToqamJtZ+2nb72sTdQayQVC0p4vVKb76ZeI3J0zJKwCxWNeqwW4MQxzV7sPgmKMlEFkpKSiRJn73iSyofcVrBf/7xlv0K/fq/bfWBwXHLDnrCpnWwmb66aV38TYply5Zp5cqVCQmFsc+E5csqU9xBdIXDXW9Y5HkZJZAtOzQJsVODEEdvkGkBkokcDBo/UQPPLvy09eE/7VHo1/9d8J/bE+MfntGL2Ui4HIdN6wDbSHV30EgmHIUbFLA5o0nImDFjVFZW3uv5x44d1e7du01tEmKnBiHxs5/V1dXWbJCZ6UymhdcZkgmYwtiZ1ujJ/PTTT+tLX/qSLfaZ6Bw8WB39+nWtmUj1D5JN6wDbSL47WFZWpsWLFycsebI9blDAQXxDhqbVUvjgwQPavXu3o5uEpFpCGc+Y/bRMJjOZFl9nSCZgmqNHj9py07rIyJH63YMPasZZZ6mit25OAGwj/u5gWVlZbPfr5CVPlktxBzHi9crl83GDArChnpZQ2kq6tRAWX2fcef8J6DNqampiyxE6OztttWndsSFD1HHeedKkSdEv3sQBRwgEAlq6dGnCzQpjyZNtGHcQt2zRoXXrtO4nP9HBzZu5zgA2lWoJJbJHMgHTGHcR/+7v/k51dXXO3rQuHt1WAMvF36ywZUGk3y9NmqSO887TgTPPjLZr7Elzc2HiAtCF7a8nDsMyJ5iKTesA5EP87teRSMTqcNLn80ler5Tcyvvqq7u2jgVQEKkKrB3N4rbTJBMwRXwhk916MbNpHVA8gsGgPB6PVq1apZUrV9ruetOF3y8984x05ZWJx1O1jgVQMJYXWJvJ4huhJBPIWXIhU319vfWbSMVh0zqgODhuIynDiBFWRwCg2Fl4I5SaCeQs+Q2+sbHR6pAAFCFjnbPL5XLWOufu6iOomwBQBEgmkLPkQiY7dXECAABA/rDMCTlLLmSyWwF2r5vWFXDXyEOtoYzO27lzp6k/3047jAKZKrplTix/AlAESCZgCqOIqaGhQYcPH7ZVzUSPm9YVaNfIcDgsl8utrWseSP9JLpcWLlxoWgySVFpapqamXSQUcKTkHbELssypgDcbAMCJSCZgivgi7I6ODtXV1Wn27NlWhxUT27SuqirxgQLtGun1ehWJdMo34Hz1O2VAWs/xuEp0iqfMtBjaPzmg99s2qKWlhWQCthXfGS6500qqdo5tbW35C8asmw0Wt22Ew5DAwmFIJmCK5OUHO3bssDokWxpQ+hmV9TvV6jAAW0ruDLdy5cqUCUXB2jmadbPBgraNRw4fzsu5xaqnJLagCjRbDpiJZAKmSF5+MGHCBKtDAuAwqWoiLPtg98or0t695r1egdo2hsNhyeXS9u2vZfZElyv63D4onSS2YLpLYLdvJ5mAbZFMwBTxyw+mTJliq5qJlIxp5OZmqaREam8/+RjLDwBLlJeXq6OjQ26327LWr6XG7IGNlmlmwuv1SpGIzpnxFZUPHJ7Wc44e2KddG5+IPrcPik9iXS6XHnnkEfttZnbVVdJbb5FQwJZIJmCK5B2w7dTNqYtU08glJdKzz0a7q7A+FSi4YDCoJUuWyO12q7OzU3V1dZZ8oCs5dKjnExxys2HYqKmqGjYmrXPbPtitXRufyHNE9mXMrEtSJBJRMBhUMBi0V0LR3s7sBGyLZCIHR/c1y+MtLfzPbf5zwX9mT+y+A3YXqaaR29ujicSkSdbEBPRxyUucjh07ZnVIiVaskMaN42ZDkRo9erTeeecdSbJ2iZ3P13W23MDsBGyKZCIL7Z/+I3/7if+yLIbSsjL5bHJ3LNUO2HPmzLE6LAAOYknb10yMG+eomw3p7mmT6bnFxrgZ5nZH9/C1comdpGii8Oyz0pVXdn2svd30ToOAGUgmslBSUiJJOmvqtao4tfd/1MZ61BUrVmjcuHGmxGCnzceSPwSwAzaATBl1V4888ogikYhlcbjjN7eM55Di5Kz2tJHkcrn7ZAF2/M0wt9ut888/X9///vetXeI0cWL3sxOADZFM5GDoGZPk++zEXs8z1qOOGzdOkxx0Zytddt8Bu4tser7T9xsWynTndCcLBoPyeDxatWqVJV11Ovv1S/1AtsXJBb52GHvajBkzRmVl5Wk959ixo9q9e3efLMBOvhlmeSIh9Tw7AdgQyQRMEd/7/Ze//KWefPJJHTlyRAsWLLA4shQy7fneU9/vysqMfnT7JweyCNgcVv5sZCfa5jOzu8xOvsPcW2tY2+wFkC4L9wzwDRmqysqBaZ178OAB7d69O6/x2FWqjRBtYeJENjqEY5BMwFTBYFDXXXed3G63Vq1apQEDBtjn4hwvk57vPW1clWYy0dHRoVNO6af32zZkGKi5SkvtU2vjSBbcZVakU2dMvEKlA1JvdtivdID6eaO7qju9xWdPdRO22gsgXWZteoe8KuhGiOmyYKNDIFskEzCVrTadshGPx6NPPjlhat1MNqyutXHcneV4Ft5lHvyZc1UxOJ2fYV2tgRl6uktcqGtLe0VF14Pxd4RZ8ohCib/pZYw7Y+wx7mAjJBMwlXFn0fKOGDZVrHUz6XDkneV4FtxlzqaY1snLnCTFxkRDQ0PC94Xq9nTcSBrWr5cGRGd8Yh/cLEwokX+2vdnBuIPNkUzAVIFAQPX19Xrqqad0zTXX2OuCnK1sCrbRBbNWmTOKadPdzdjpy5yk7pPOgq9tP//8rssYM00ouXY4hq1vdrBcDjZHMgHT1dbWqn///po9e7bVoaRv40bp0w2LJEmjR0szZkT/3NPa1ba2jH7Mzp070z7X6iVJZrP9PgI2lu5uxsWwk3FPSact17b3hHXvjuHImx3NzVZHAEgimYBJ7rrrLj3//PO6/PLL9a1vfcvqcDKzcaN00UVdj7/8cmJCkcMHgI6ODnlOOUULFy5M+zmlZeVq2rWzaBIK23ZNSRd3mQuiWJJO1969iTcoSCJsLXnc7d69W8Fg0N7XKXbEhk2QTCBnd911l5YsWSJJ2rZtm44fP65Zs2ZZHFUG4t/wk48byUSOPB6POj75RJPmfiutQtpDrSFtXfOAWlpaiiaZkBx4Zzked5kLoqek0/I17WkmlGX796vymmsSN7pjjbutxW+aGAwGtXr1asv2OunC50u9iR07YqM3BWoYQTKBnD3//PMJ3//ud79zVjJRQBWD/WktV4FN5ThDla2+tGmdlDrptMWa9jQTypKDB+VKLoJnjbvtBQIBey53YhM7S1h+8yJXBSzcJ5lAzi6//HJt27Yt9v2ll15qYTRA8eiL3Zy6Y9mHvFR39vpoR7a+oFiW2SE3qW5eOO4maQEL90kmkLP77rtPkrRmzRrNnTtX3/rWt7R+/XqLo8rA6NGpj7e3S1u3spQFljG6OY0ZM0ZlZeW9nn/s2FHt3r3bkd2cersLaMmHPFpy9knz5s2Ty+XSokWL7HFHOhSSrr6663Gvl5qtPEl188JxyUQBkUzAFNOnT9fRo0c1ffp0q0PJ3IwZ0WLrd96JZux33CF98on01a9GH+fDAyzmGzJUlZUDez3v4MED2r17dwEiMlc6S5gsKeDP8s5ee2WlIl5v4lKnAhfrHzl8OONze+o2V2zd5VKJH4cdHR1atGiR1SFFtbQk1t8YnnmG96U8YYYqMyQTyFnyB4H6+nr179/f6rAyM2NG9Gvr1mgiEY+1zkBepbuEySkF/MeGDNHBzZs18MSJkwcLNMMZXRrn0vbtr2X83J66zZWXl2rnzqaiTihsWS/RkxEjrI6gaKW6edGWYSt4yxWwAyHJBHKWfAFubGzUnDlzrA4LgEMU413AyMiRUlVVwX9udGlcRN/7znCdfnpJ2s8bWOXR8GH9Uj7W1HRci24MFV13uWSOG4fxM0ksxzWdU25edKuAHQhJJpCz5AvwzJkzrQ4JgIPYdg8SB+8tMmdOpc4/v/c6G5wU3x42EolYHc5JqcahJMXPJLEcF6kUqAMhyQRylvxBYNasWbYqwHbt3auBb78tT1WVVFHRc2bu4A8PgJPZ8i5grnf2CtTjHeYKBoPyeDz22WcieRzu3JmYSEgsx4WlSCZgGlvdyTGEQqqcOlXV6W4excZkgO1Y2u89yzt7rr17pWnT6ATlMLatm0hnHO7cyfsVepanGxwkE8iZrQuwW1oy3zzKoo3JAHRli83qsuBubS1Yj3eYx1i263K5nFE3EW/hwpwT1nS7gGXSLczJ4m9kOL41bB5bXZNMIGcUYKevr+1kDOTKtneKAat0V0MhZZ2whsNhKdMuYC5XUW6QabD1jdJs5HETO5IJ5IwC7N6xkzGQHcd12IGjOSJ5NZbj/v73XWsnsuT1eqVIROfM+IrKBw7v9fyjB/Zp18YnHLlBZrq4UZo+kgnkzNYF2D6f5ZtHSX1rJ2PATLbt9NSLzsGDaebgQI5IXpPXvZto2Kipqho2ptfz2j7YrV0bn8hLDHbBjdL0kUzAFPGdWGy1sYvfr4ObN2vbiy9q8uTJqkju5lTgbivFvpMxkA+27PTUi8jIkTRzcBhjfXxdXZ2OHTtmz+Q11br3eCSsprH1jdJs5LFbJckETGHnIqXIyJE6cOaZ6jjvvMRNpPJYjAQANHNwjvj18R0dHfYt9E+17l2SVqyQxo0jYTWZbW+UZiOP3SpJJpAzxxYp5bEYCQDgHI6olUiH8UGR9zCkkqcbHCQTyBlFSgAAJ0teH797924Fg0HnJBQm7YZNx0Fkg2QCOaNICQDgZMb6+EceeUTBYFCrV6+2zw7Y8XpqC2vIYoadjoPIBckEcubYIqV0ipEKXKANALBGIBCw/3Kn5HXvO3ea0h6WjoPIBckETBOJRKwOITO9FSNRoI10kXTCZpqaerhzbeFr2Z0jWsPGr3tvbjb1pek4iGyQTCBnji3AlnouRqJA23TxXb9sdbcvFySdsJFwOCy3W1p0o7lr2svLS+XrAy1HA4GA6urq9Pzzz+vyyy+393UqFJKuvrrrca+X9rAoKJIJ5IwCbKQjOem03VrkbJF0wka8Xq86O5X2TsbSyd2MV6xYoXHjxqU8x+fzyd8HxnMwGNSSJUvk8Xi0bds2TZ8+3b7XqZYWKVXNwjPPcO1BQZFMIGcUYCMdtl+LDBSRdHcylk7uZjxu3DhNmjQpz5HZW1Fcp0aMsDoC9DFuqwOA8xkF2LfddptWrlyp2tpaq0Myh1GgHY/dRbNWU1MTe4O27VpkAH1aeXm5Ojo65Ha77X+d6q5ewuQ6CqA3zEzAFEW1S6Qhj7tF9kXxrRcdV6zfk+5aI9IyEXAUY4mT2+1WZ2en6urqnDcrAViAZALoSZ52i+zLgsGgPB6PPXu4Z6O71oi0TAQcJXmJ07Fjx6wOqWfdLWdimRMKjGQCQMEUxXpkwAEy2aHYOHfnzp3dntMXCrAd0RYWyFUeWpmTTAAomKJ8s2Z9Mmwkm52MJUkulxb2sPlZeXmpdu5sKuqEwnFLMfOwxPLI4cOmntcXOKrleZ5amZNMACiY+N3Sy8rK1NDQEDvuSPR5h80YOxl/7zvDdfrpJWk/b2CVR8OH9Uv5WFPTcS26MaSWlpaiTiYMjlmKaeISy3A4LLlc2r79tfSf5HJFn9eHOa7leZ5amZNMoO9ht2JLGRfa5AvwrFmzLI4sC/R5h03NmVOp888vtzoMx3HEUkzjPayHZWmZ8nq9UiSS9v4kxt4k3j5eG+aI8VIAJBPIGVN8yFSqC7Ajk4nuUABZ/LgpUXSCwaDefvtte7ewTvUeZqJ09ycx9ibp61It3bX1Z6I8tRMmmUBOUk3x2fpDIbsV20JR1k4gY7Z+0+1JTzclKiutiwtZi38vk6QrrrhCixYtst+4TPUeFo+9kAoqfumu8T7mqGVPJmHTOuQk1R1moDfJGx069mLLxoZZW716tebPn6/ly5dr/vz5CgaDVoeUvp5uSsCRkt/LzjzzTGddl1askLZsYZbdAoFAQEuXLlUgELD/Z6I8tRMmmUBO2NUY2Yq/ADuWsbHhli0nv3gzT8uGDRvs/aaLPoX3MpjB1uMoFDK1ziYey5yQk+QpvkAgYO8dsI07ycnLE3q6k8zaaPSEjQ2zcvHFF+uhhx6y55su+hzHtIVN9R4mSUZbX2oALWMs26yrq9OxY8din4lsoadaGxNm00kmkLNAIKBAIKBgMKjFixdr6tSp6t+/v9VhpWbcSU43OaBgGz0h0cxabW1tlxsRjpHNTQk4gu3bwsa/h+3ceTKJMFADaIn4mpuOjg77jZ3uam1WrJA+/3k2rYM9JP9Dqqur0+zZs60OK7VM7iRTsF1wq1ev1ubNm+1flEuimTPjRoTj9HRTws4zs+iR7dt8Jt+8qKqyLBQksu3Y6a2N8LhxprxfkUzAFMn/kHbs2GF1SHCgTZs2acmSJc7ohEGi2bexvK3oGF3mXC6X/Zbepbp5UZL+poQwX3w3Olt2KMxzG+F4FGDDFMlFRxMmTLA6JDjQ9u3bKcoFgGSpbl60t3dNKFhuVxDGagyjG50k+3UoLGAb4aJJJt59910tWrRIo0aNUllZmc4880x9//vfV3t7e8J5Lpery9fPfvYzi6IuHvGtPuvr6zVt2jSrQzIHrT8LauLEifbthAGgqBkz7JFIxDk3M559lm5yFuhuWZMjOhTmoY1w0Sxz2rVrlzo7O/Wf//mfGjNmjHbs2KEbb7xRR44c0Y9//OOEcx999FHNnTs39v3AgQMLHW5RMtY/t7W1af369VaHY45MC7aRk2nTpqm+vl5//OMf7V+USxEuUFRss1QlVWOH7owYIU2alP+YkMA2Y8UmiiaZmDt3bkKCMHr0aDU1Nemhhx7qkkxUVVVp+PDhhQ4RTsXa6IKqra3VggULrA6jdySagKMlN3tI1eq84Lpr7PDSS9y8sJH4sVJWVqaGhobYcdsoYBvhokkmUjlw4IAGDx7c5fitt96qr33taxo1apQWLVqkm266SW539yu+wuGwwuFw7PsjR47kJV4UvyOHD5t6HvLPtXev9M47Jw/EJwwkmoAjddfswfIOY901dvB6uXlhM8Y4MTpZ2q5pSAHbCBdtMvH2229r+fLl+slPfpJw/Ac/+IEuvfRSlZWV6Xe/+52++c1vqqWlRd/5zne6fa37779f99xzT75DRhELh8OSy6Xt219L/0kuV0ISW8yCwaDWrFmjQYMG2aqlcNn+/aq85hop/v8D7V8Bx0vV7ME2HwK7k+rmBXvdWMq2LWENvd3wim8Zm8PYsX0ycffdd/f6QX7z5s2aMmVK7Pv3339fc+fO1Ze//GV97WtfSzg3Pmk4//zzJUn33ntvj8nEnXfeqdtvvz32fWNjo2prazP5NdDHeb1eKRLROTO+ovKBvS+xO3pgn3ZtfCL6vCKXvEfJ+PHjbbPMqeTgQbmSEzravwKON3HiRK1atSphzXt8q09bfSDsDnvdWC5V7YSjxlH8bIUxdiorM34Z2ycTt956q6699toezznjjDNif37//fdVU1OjGTNm6Oc//3mvr3/hhRfq4MGD+uCDDzRs2LCU53i93oQPdbbd3RnpsfBOzrBRU1U1bEyv57V9sFu7Nj5RgIisF39nx+12q7Gx0TbJBIDilNzsQbLJcpVMGjuw143lkutsJJuMo2Td1U/EM8ZOMSYTPp9PvjQLjP785z+rpqZGkydP1qOPPtpjHYRh27ZtKi0tVRU7SeYkPhOfNWuW1eF0jzs5tpN8Z2fmzJlWh9Q7Y2qYJQWAY8U3e1i8eLE9lqvQ2MFx4utsbDOOkiWPq1Q1FDmwfTKRrvfff1/V1dXy+/368Y9/rP3798ceMzo3rVq1Svv27dOMGTNi1fd33XWXbrrppj6xnCRf4pepLFu2TPX19fadveFOju0Yd3Z+9rOfqSX+DdQG2isrFfF6uy51ykM3DADWsVWrz1wbO+zcSQJiEVuNo2TGuAqFTH/pokkmXnjhBe3evVu7d+/WZz/72YTHIpGIJKlfv3568MEHdfvtt6uzs1OjR4/Wvffeq69//etWhFw0kguQGhsbNWfOHKvDgsM8//zzcrvduu666zRgwABb3M05NmSIDm7erIEnTuS9G0ZP6AIG5Feq5SqLFy+297r3nlp/5rD+HZmLX51heXvhnqRanWHIodVw0SQTN9xwg2644YYez0neiwLmcOQyFdiKnTtiREaOlCxaBunz+VRaWppRF7DS0tK0l4YCOMlYrpI8226bde/JjKUrv/999zc6SCbyLtV4Wbp0qdVhpZZqdYYU3RX785+Pjqm2toxftmiSCVgn+Y7OrFmz7LsDdk/FbbTYs4yRkLrdbvtNDfemuTlvL+33+9XU1JTR8i+fzyc/4xbImp1vbnTh90vjxlkdRZ/mqPHSnXHjcvq8QzIB0xjLyWytu+I2icJsCwUCAdXX1+vf//3fU240aQs+X3TjqOT6iauvlt58M2/jxO/3kxwABWTpunduajmOreskCoRkAjlzVAG2lLq4betWCrNtYNOmTfJ4PFqzZo39lhb4/dIzz0hXXpl4PBxmnAAOlWpPgOTZ9kJdh1x790rTpmV+UyuTdrLIi3nz5snlcmnRokX2et9K1t1GuDlukEsygZxRgA0zbNiwIbbMybZTxSNGWB0BAJOsXr1a1113XcraiPh2n4Xibm3N7qZWT+1ks1j/jvQlb7q6aNEiq0PqWXedS3PsaNr7RgxAL2pqamIfACnARrYuvvhidXZ2xhKKsrIyq0Pqqrv6iDzWTQDIjw0bNnRZ6+5ILI2yTKp6CVsKhaIrMIw9kkxGMoGcGVPCt912m1auXKna2lqrQ8pcOCyVlCQeY5q4oGpra/WXf/mXsYRiyZIlCgaDVocFoEhdfPHFCTfCjLXuwWBQixcvdsb1x2j1OXnyya+xY/OylwC6Ki8vV0dHh72bh8SPERM3qovHMieYwpgObmho0OHDh+1dM5EsFJIuuURqbz95rKREeukl7u4UWDgctndXjO6WObH8CXCc2traLrURVraF7Rw8OPPaB5M3Yj3Uml4Sku55xSwYDGrJkiVyu93q7OxUXV2dvd6vDN21gzWYcOOUZAKmSF43WFdXp9mzZ1sdVnpS/UNrb895DSEyN3HiRK1atcp5XTGam6NTyAaWGQCOkFwbYWWbz8jIkd3XPuSZz+dTaVm5tq55IO3nlJaV9+k9bZLHyrFjx6wOKTMrVkRbwpowxkgmYIrkf1Q7duywOiQ40LRp01RfX68//vGPCV1UUnVcsUSqrileb7Q9bHw3DNoKA45kVZvPsv375Xn1VamiInqgwDck/H6/mnbtZE+bDDi+Jey4cdKkSaa8FMkETJH8j2rChAlWhwSHqq2t1YIFC2Lf22o32lRdU5qbu7aLpa0wYHurV6/W5s2bLW8L69q7V5fecos8J06cPJjuDQkT28Kyp01mrGohnLECtA4mmYAp4v9RTZkyxVk1E6n+oZWUnFy6wpIVS9lud9HkfUrilzfFi++awRgCbGXTpk1asmSJLdrCultbExMJKf0bEj21hUXeWdFCOGMFGCMkE8hZ/BKUpUuXqq2tTevXr7c6rPTF/0NrbpauuipaM2HcbTZxyQrFbZkzZr1cLpezppLju2aw7Amwle3bt9vrJkUqxg2J3j74pdqIFYiX5zFCMoGcpFqCMmvWLKvDypzxD23r1sSuTpIpS1bC4bBcLndGxW0ul1vhHHelRAGkmtlKxrInwFaMZg+2vklh3JDgZgRsjmQCOUm1BMWRyUSeeb1eRSKdOmfGV1Q+cHiv5x89sE+7Nj4hLx2l7LfMKVnyFPLOnXnr5Q2g+HQOHqyOfv26LnUycDMCNkcygZw4vptBgQ0bNVVVw8b0el7bB7u1a+MTBYjI/hwxxtKZQmaXbMA27LTMKTJypH734IOacdZZqnjvPW5GwHHYARs5Sd792lZ3jLNhLFmJx07YlgoEAqqrq9PnPvc5+24KFM/nS71HydVXsystYBMTJ05Mufu1VY4NGaKO886LtutMhZsRsDFmJpAzR3QzSJffH935+p13Th4bPZrpZQsZu4x6PB5t27ZN06dPt/d48/ulZ57p2i42HI4uVaistCYuADHGnjZPPfWUIpGI1eGcZNyMSK6Xu/pq6c03eS+CLZFMIGe22VDMDKGQdMklXfsxU/xmGdvXTKQyYoTVEQBIQzAYlMfj0apVq+wxu97bzQjeh2BDLHNCToxuTsuXL9f8+fMVDAatDik3LS1du/IYxW+wRE1NjTo6OuzddSVZd0sSWKoA2MaGDRu63KgomFAo2j1w61Z5Xn1VZfv3n3yMmxFwGGYmkBO6OQEAnGbTpk3as2ePNXUToZA0dmzsxlWFpEv79dPh6dOlqqrCxACYiJkJ5MS4a2yXIjYUHyNhjUQihb97mK3u7ixyxxGw3OrVq7VkyRK9+OKLkqQrrriisEucUsyAe06ckLu1NfoNjUDgMMxMICdGN6d169apurpagUBAbW1tVoeVvVQbkJWUdC2GQ8E4ojVsMpYzAba1YcMGud3u2I2wM8880/paiXjJe9dIve+CDViIZAKmsFU3jFwY3Zyqq0/uhN3eHi3KpgjbMvPmzZPL5dKiRYvs9aafSigU7bySzOvlziIKpqmphx3ZLXwtO7j44ov10EMP2fsGhbF3TSgUTSqML5IK2BDJBHJiFGB7PB4tW7ZMK1eudH7NhNd7MpEwsAOpJeLHV0dHhxYtWmR1SL1raUk9k/XMM9Hx4+SZO9heOByW2y0tutHcPU3c7uhrF4Pa2lrV1dVp27ZtOuUUCz4GpZgB7+jXT52DByeel1RbIYnugrAlkgnkhAJs5JOj2sIadxB37kz9OPUSKACv16vOTul73xmu008vMeU1//Sndt37w33yptqM0cGef/55a9rCJi1jOnTokDa+9ZamjRyZeF5P3QVJJmAjJBPIiSPXs8MRgsGg3n77bWcU+Ke6gwhYaM6cSp1/frkpr/XKK0d17w/3mfJadrF9+3Zrb1QYy5gkdbS16VimM5bGzQsDy59gIZIJ5KToCrCl1EXYdNIoqPjlTVK024qt6yVS3UGMx/gBbGXixIlatWpVlxsVjtiEtblZmjmT5U+wDZIJ5CwQCNj3opsNOmlYLnl5k+26raRrxQpp3DjGD2Az06ZNU319vf74xz/GboSlqgG09LrT3Y0tieVPsBWSCSAV44JsJBTGf7lQFwTL5wDkW21trRYsWBD73nY1Wt3d2Ir/HrABkgmYKhgMas2aNRo0aJBmz55tdTjZo4uGpeKXz5WVlamhoSF23JZS3UGUpIULo/9l7AC2Z8ubGHG1FTHdJRPNzdLWrSe/9/mkysr8xQZ8imQCpklu4zl+/PiEuz6OQhcNyxmJg62WHXQn/g7izp0nkwgDYwewvVQ1gLasoUh188Lrje5vE9++t7RUrk2bCh8f+hySCZgmforY7XarsbHRuclEnhxqTa/3e7rnFTvbLTvoSao7iPHYFRuwvfgaQNvVUBhSLX9qbpauvDLxvOPH5W5tLWxs6JMyTibC4bA2bdqkd999V0ePHtWQIUN0wQUXaNSoUfmIDw6SPEU8c+ZMq0OyjXA4LJfLra1rHkj7OS6Xu2g2icqWMaZcLpd9lh1k66qrpLfeYtkB4BCW38zoqf1r8s2L+OVNQIGlnUy8/PLLWr58uX7961+rvb1dVVVVKisrU2trq8LhsEaPHq2bbrpJN998syoqKvIZM2zKmCJeu3atqqqqVFtba3VImYm/cDc3R6eNk6aMs23v6fV6FYl06pwZX1H5wOG9nn/0wD7t2vhE0W0S1Sf4fFJJSddd1Nvbo+OLZAKwnVTLmSytoaBuDw6SVjIxf/58bd68WQsWLNDatWs1ZcoUlZef3AznnXfe0e9//3v96le/0tKlS/XEE0/osssuy1vQsJ/4C/F9992n9evXWx1SZlJduL1e6bnnTu5cbEJ7z2Gjpqpq2Jhez2v7YLd2bXwip59VDCy/M5gNv1969tmuSw4A2FJ3y5lS1VAUTKZ1e920ke0cPFhy+t5PsL20kok5c+bo//7f/6uSkpKUj48ePVqjR4/W9ddfr9dff13vv/++qUHC3pIvxPX19erfv7/VYWUm1YU7HI4mEpMmWRMT7NldJR1GAgrA9nq6aeGYfZS6aSMbqayU3nnHurjQJ7jTOenrX/96t4lEsvHjxzMr0cckX4gbGxutDglFwrgzeMUVV2jevHlWh5O+7mpd+ngNDGBHNTU1sfcvR920iNdTfQWQZzl1czp8+LA6OzsTjlWyHrjPofAa+RYMBuXxeLRq1Sr7dFTpSXe1LtTAALaTvJxJkhYvXmxtO9judr9OVbfXU30Fn8lQAGnNTMTbs2ePrrjiCvXv318DBw7UoEGDNGjQIFVVVWnQoEH5iBE2Z1yIb7vtNq1cudJ5hdfSyQt3vBwKrmGeVEsQAMBMgUBAS5culRStE12+fLnmz5+vYDBoTUDGsqUtW05+dVd83VN9BVAAGc9MXHfddZKkX/ziFxo2bJhcLpfpQcF54teVtjmx2Ct5vamxJ0BLS/SLKWPLOLZuAoDj2KrpQ2971wA2kXEy8dprr2nLli0aO3ZsPuKBQ8V3c5o1a5bV4WTHuHCHQtLMmbTkswlLO6pkK5MlCgBsg5sXQOYyTiamTp2qvXv3kkwgpii6OcXLtCUf8s4xHVUM3XRWkd9Pm0bAxmxZP9EbGj7AYhknEw8//LBuvvlm/fnPf9aECRPUr1+/hMc/97nPmRYcnCFVN6c5c+ZYHRZgLZYoAI5k3Lzobv8J26HhAyyWcTKxf/9+vf322/rbv/3b2DGXy6VIJCKXy6WOjg5TA4T90c0JAFBsbFU/kY2dO+VKuuEL5EPG3Zy++tWv6oILLtDGjRv1zjvvaM+ePQn/Rd9TFN2c4tHZCQD6PGP/CbfbrY6ODpWVlVkdUmYWLlTl1Kkq27/f6khQ5DKemfjTn/6kYDCoMWPG5CMeOJTjuznF62m9OwCgTwgEAqqrq9OSJUvkdru1ZMkSTZ8+3X6zE6kaPnzKFQ6r5OBBC4JCX5JxMnHJJZfo1VdfJZlAccvTevdDrSFTzwMA5EcwGNTzzz8vt9utzs5O+y518vull16SZs2SPvnE6mjQB2WcTMybN0+LFy/W9u3bNXHixC4F2Lb7RwbYQEdHh07pV6Ktax5I+zmlZeXysbQKAArOKL42EgljqZNtW8V6vSQSsEzGycTNN98sSbr33nu7PEYBNopOKGTKciePx6NPTrRrxYoVGjduXFrP8fl88rO0CgAKLr742u126/zzz9f3v/99x90wjfTrp/bKSqvDQJHLOJno7OzMRxxwqPjN6px2ke1VKCSNHWvq5nXjxo3TpEmTTAoQAJAPyV0KnZhISNLh/+//07HkhiKAyTJOJgCDY3pwZ4vN6wCgT0revM72720+X3SpU/xGdV6vOs89V6LTJvIsrdawTz75ZNovuHfvXjU2NmYdEJwjVQ9uAACKRSQSsToEwPbSSiYeeughnXPOOfrRj36knTt3dnn8wIEDWr16tRYsWKDJkyertbXV9EBhP0YPbiOhsG1hGgAAGTBm3pcvX6758+crGAxaHVLPWloSZyUkKRyWm89jKIC0ljmtX79ezz33nJYvX666ujr1799fw4YNU2lpqT7++GPt27dPQ4YM0d/+7d9qx44dGjp0aL7jhg04aRq4bP9+eV59VaqoiB5Ip5A6Ve9uNq9Db0wq2gdgHcfvfg0UUNo1E1deeaWuvPJKffTRR9qwYYPeffddHTt2TD6fTxdccIEuuOACud0Zb6gNB0ouurb7Bda1d68uveUWeU6cOHkwnUJqNq+znOMK/PNQtA+g8JILsB07875vX/QaBORRxgXYp556qubPn5+PWOAATiy6dre2JiYSUvqF1HnavA69c+JYo2gfKA7xM+9lZWVqaGiIHbelVAXYkgZ85Ssq+4//sCgo9BVMJSAjFF2jUBhrAKwUCARUXV2tJUuW2L92wu+Xnnmmy2FXe7tKDh60ICD0JSQTyAhF1ygUR4615marIwBgIkfd1BgxIuXhAe+9F60ZDIUKHBD6CvaZQEacVHRt6Bw8WB39+nWtmeiukJoCWssZtRJ1dXU6duyYM8ZaKCRdfXXX414vRfuAQxm1Ey6Xyzk3NZJM+bd/k/7t36jfQt6QTCBj8UXXTiiQjYwcqd89+KBmnHWWKnrr5kQBreVWr16t6667LnY30BG1ElLq1oxSdOkBYwdAvqXqQBiP+i3kScbLnO69914dPXq0y/Fjx47p3nvvNSUoOIOT+nAfGzJEHeedJ02aFP3q7mLaUwEtCmLDhg3OWVaQjm6WHgCwP2OZUyQSsf/1yOhAuGWLtGKF1dGgD8l4ZuKee+7RzTffrPLy8oTjR48e1T333KPvfe97pgUHe6MPd+ZSbfrYHZ/PJ38fvIN08cUX66GHHnJWrQSAomT7FrGpluVOmmRdPOiTMk4mIpGIXC5Xl+OvvvqqBg8ebEpQcAbbX2RtpKOjQ55TTtHChQvTfk5pWbmadu3scwlFbW2t4+pyJLHJIVAkkpfv2vZ61NOyXK5HKKC0k4lBgwbJ5XLJ5XLp7LPPTkgoOjo6dPjwYd188815CRL2ZOuLbDpS3dHJ0wXY4/Go45NPNGnut1QxuPfk4FBrSFvXPKCWlpY+l0xIcsRmiF2wySHgeN3tb2PL61FPy3InTZKamnRozx5t2bJFkydPVsWoUVyPkBdpJxPLli1TJBLRV7/6Vd1zzz0aOHBg7LGSkhKdccYZmjFjRl6ChH0ZF9lgMKjFixerpqZGs2bNsjqs3vV0RyePHwgrBvtVNWyMKa8FG2KTQ8DRWL4LZC7tZOL666+XJI0aNUoXXXSR+vXrl7eg4CzJd3Lq6+vVv39/q8PqWW93dPhACAB9TnfLd53QuTDBpzfMKo4fV7VxjM6EyJOMayZmz56tzs5Ovfnmm/rwww/V2dmZ8Lgj7krDVMl3chobGzVnzhyrwwIAICOplu92t/TJcj0ty+3phhnJBEyWcTLxhz/8QQsWLNCf/vQnRSKRhMeMTV3QtyTfyZk5c6bVIQEAkJXkGgnbLn3qqU6LduYooIz3mbj55ps1ZcoU7dixQ62trfr4449jX62trfmIETZn3Mm57bbbtHLlStXW1lodUu+MOzrx6HQBAEhSU1MTSyRs17nQ7z+5f5IxI7F1q5RBG3IgVxnPTLz11lt6+umnNWYMRaQ4Kf5OTltbm7XBpMO4o7N9u2TEW1VlZUQAABtIro9wROfCVE1FknHDDHmScTIxffp07d69m2QCCeIvvo6qm/nLv0zd0Yk1pQDQ5/TUGtaWSYQhVY2EpCM//7k2HzpEa1jkVVrJxGuvvRb78ze+8Q1985vf1L59+zRx4sQuXZ0+97nPmRshbM+R3ZwkCtQAAAlsWx/Rm+bmlIc7zz5bB9ra1HHeecy+I2/SSibOP/98uVyuhILrr371q7E/G49RgN030c0JAFAMkhuKlJWVxfZQsm1SEQpJV11ldRTow9JKJvbs2ZPvOOBgdHMCPpVqV3VmuQDHiK+PKCsr05IlS+zXEjZZS4vU3t71eEmJOgcPPlkXCORJWsnE6aefnu844GDJxWmzZs3S+vXrrQ6rd9316A6Ho90w4s/jA6ElHLVRVE+7qjN+AMcw6iMWL17szCVPhmefVWTkSOmdd6yOBEUu4wLsYDCY8rjL5VJpaanGjBmjUaNG5RwYnCd53xHbS9WjOxyWLrmED4Q2YNuNorpDDQ5spKmph64+Wb7Wzh7ajfp8PvmLbJx3txu2Y4wYYXUE6CMyTib+4i/+okv9hJRYN3HxxRfr17/+tQYNGmRaoLAvxxZgS9EPefFvgFu38oHQJhxbCAlYKBwOy+2WFt0YMvV13W5p4cKF3T5eWlaqpl1NRZVQOKIlrNTzTthAAWScTLz44ou66667dN9992natGmSpE2bNuk73/mOvvvd72rgwIH6u7/7O91xxx165JFHTA8Y9kMBNvLBEXcF42sk2CQKNuD1etXZKZ0zb7TKTi0z7XX7lZ2i0oHelI8d3ndEWx97XS0tLUWVTEhdd8O2pZ52wqZeAgWQcTLxD//wD/r5z3+uiy66KHbs0ksvVWlpqW666Sa9/vrrWrZsWUK3p0I544wz9Kc//Snh2D/90z/pX/7lX2Lfh0Ihff3rX9dLL72ksrIyLViwQD/+8Y9VUlJS6HCLBgXYyIdAIKC6ujo9//zzuvzyy+33hs4mUbCxoeN9qvJXWh0GCiV5lh0ooIyTibfffluVlV0vUJWVlXrn0yKfs846Sy3xGXIB3Xvvvbrxxhtj3w8YMCD2546ODl1xxRUaMmSINmzYoI8++kjXX3+9IpGIli9fbkW4RcGxBdiG+LvLzc2S1xutnTDwgdASwWAw1kll27Ztmj59ur0Sim42idKKFdK4cdE/U7wPAChyGScTkydP1re+9S098cQTGjJkiCRp//79+va3v62pU6dKkt566y199rOfNTfSNFVUVGj48OEpH3vhhRf0xhtvaO/evTrttNMkST/5yU90ww036L777kuZJEnRNajhuA+XR44cMT9wB0vuuNPmpGnVVHeXvV7puedOFq+Z+IHwUGt665jTPa+YObZmYtw4adIkq6MAAKAgMk4mHnnkEc2fP1+f/exnNXLkSLlcLoVCIY0ePVorV66UJB0+fFjf/e53TQ82HT/60Y/0gx/8QCNHjtSXv/xlfetb34otYdq4caMmTJgQSyQk6Ytf/KLC4bC2bNmimpqalK95//3365577ilI/E6TquPOrFmzrA4rfanuLofD0UTCxA+E4XBYLpdbW9c8kPZzXC53QhLb1ziiZqIn7DkBAOgDMk4mxo4dq507d2rt2rV68803FYlEdM455+iyyy6T2+2WFO34ZIV/+Id/0KRJkzRo0CBt2rRJd955p/bs2aOHH35YkrRv3z4NGzYs4TmDBg1SSUmJ9u3b1+3r3nnnnbr99ttj3zc2Nqq2tjY/v4TDpLp77KhkokC8Xq8ikU6dM+MrKh+YeuYs3tED+7Rr4xPyelMXPBaz1atXa/PmzaqpqbF3J5WeOqj0tOdENzOgAAA4UcbJhBRtAzt37lzNnTvX7Hi6uPvuu3udFdi8ebOmTJmixYsXx4597nOf06BBg/SXf/mX+tGPfqRTTz1VUjT2ZEZL2+54vd6ED3WOaXtaAI6/e1xgw0ZNVdWwMb2e1/bBbu3a+EQBIrKXTZs2ddlxdunSpVaHlVpPHVR6ajFMMgEAKCJpJRM//elPddNNN6m0tFQ//elPezz3tttuMyUww6233qprr722x3POOOOMlMcvvPBCSdLu3bt16qmnavjw4frf//3fhHM+/vhjnThxosuMBdKTqg+3o2om6M9tK9u3b3dWnQQdVAAAfVxaycS//du/6brrrlNpaan+7d/+rdvzXC6X6cmEz+eTL8sPdtu2bZMkjfi0kHbGjBm677771NzcHDv2wgsvyOv1avLkyeYE3Ac5og93d/x+6aWXpE87kUmSRo/mA6JFJk6cqFWrVjHTBQCAQ6SVTOzZsyfln+1k48aN+sMf/qCamhoNHDhQmzdv1uLFixUIBGKb6MyZM0fnnnuu/uZv/kYPPPCAWltbdccdd+jGG2/stpMT0hPf0clRNROhkHTJJanXtpNQFNy0adNUX1+vP/7xj/ask0gXM14AgD4iq5oJSWpvb9eePXt05pln6pRTsn4Z03i9Xj311FO65557FA6Hdfrpp+vGG2/Ut7/97dg5Ho9Hv/nNb3TLLbdo5syZCZvWIXvJHZ3q6+udU1eSqpuTsbadZMIStbW1WrBggdVh5IYdaQEAfUTGWcDRo0f1jW98Q48//rgk6c0339To0aN122236bTTTtM///M/mx5kOiZNmqQ//OEPvZ7n9/v13HPPFSCiviO5o1NjY6PmzJljdViAtainAAD0Ae5Mn3DnnXfq1Vdf1bp161RaWho7/oUvfEFPPfWUqcHBGWpqamKJREdHh2bOnGl1SAAAACiAjGcmfv3rX+upp57ShRdemNBO9dxzz9Xbb79tanBwhuSOTrNmzdL69eutDis9rG0HAADIWsbJxP79+zV06NAux48cOdLjXg0obvEdnRzVGrante0AAADoUcbJxNSpU/Wb3/xG3/jGNySd3ATuv/7rvzRjxgxzowMKoYBr2w+1hjI6b+fOnbFjPp8v1pkMAADADjJOJu6//37NnTtXb7zxhj755BP9+7//u15//XVt3LjROUtbgAILh8NyudzauuaB9J/kcmnhwoWxb0vLStW0q4mEAgAA2EbGycRFF12kxsZG/fjHP9aZZ56pF154QZMmTdLGjRs1ceLEfMQIOJ7X61Uk0qlz5o1W2allaT2nX9kpKh3olSQd3ndEWx97XS0tLSQTAADANrLaIGLixImx1rCAE5Tt3y/Pq69KFRXRAxbVRQwd71OVnw0SAQBAcUg7mTh48GBa57GTdN8Tv/u1HXcsdu3dq0tvuUWeEydOHmSXawAAgJylnUxUVVX12K0pEonI5XKpo6PDlMDgDMm7X69cuVKzZs2yOqwE7tbWxERCYpdrAAAAE6SdTDQ0NMT+HIlEVFtbq4cfflif+cxn8hIYnCF59+t169bZLpkAAABAfqSdTMyePTvhe4/HowsvvFCjR482PSg4R01NjZYtWxZLKKqrq60OCQAAAAWSVQE2YEje/ToQCNhu07rOwYPV0a9f15oJdrkGAADICckEcha/+7Vdbfqnf9Ln/H71Ly+XqqqkiROplwAAAMhRTslETwXZKH527+IkSQqFVDl1qmaEwyePGZ2cAAAAkJO0k4mrrroq4fvjx4/r5ptvVv/+/ROOP/vss+ZEBltL1cXJlglFS4tc8YmERCcnAAAAk6SdTAwcODDh+4ULF5oeDJwjVRcnWyYTAAAAyJu0k4lHH300n3HAYejiBAAAAAqwkZVUXZxsyedTxOtNXOrUXSenUCi6/CnuuSyFAgAA6B7JBLIW38UpvhjbVpvW+f06uHmztr34oiZPnqyKiorUSUIoJI0dG62nMBiF2iQUAAAAKZFMIGfJxdj19fVdCvOtFBk5UgfOPFMd550XbQubSktLYiIhUagNAADQC7fVAcD5kouxGxsbrQ4JAAAABUAygZzV1NTEEomOjg7NnDnT6pAAAABQACxzQs6Si7FnzZql9evXWx1WZny+aI1Ecs2Ez0dhNgAAQDdIJpCT+MLrpUuXSpLa2tqsDSobfn+02Do5aZAozAYAAOgGyQSy5phdsNPl93dNELZupTAbAACgG9RMIGupdsEGAABA38HMBLLGLtiZO7zvSE7P27lzZ9rP8fl88jN7AgAA8ohkAllzzC7YueipMDsD4XBYLpe09bHXs4/FJS1cuDDt00vLStW0q4mEAgAA5A3JBHISvwu2o3XXsam7wuwMP6B7vV5FItI580ar7NSyrELsV3aKSgd60zr38L4j2vrY62ppaSGZAAAAeUMyAdMYnZ2mTp1qqx2wexUK9dyxKVVhdpaGjvepyl9pymsBAABYjWQCpojv7NTR0aG6ujrNnj3b6rDS09JCxyYAAIAs0M0Jpkju7LRjxw6rQwIAAECekUzAFDU1NbFEoqOjQxMmTLA6JAAAAOQZy5xgivjOTlOmTHFWzUSqjk0lJVJzc7SegqVOAAAAKTEzAdMEAgFVV1drw4YN2rRpk9XhpM/o2PTcc9EkQpLa26Urr4wWZodC1sYHAABgU8xMwDTJRdjjx4/XggULrA4rPX5/tOC6vT3xOIXYAAAA3WJmAqaJL8J2u91qbGy0OiQAAADkETMTME1NTY2WLVsWSyhmzpxpdUgA0Ccd3nekKH8WAPshmYBpjCLstWvXqqqqSrW1tVaH1Lv4na+bmyWvVwqHTz5eWhot0AYABwiHw3K5XNr62OsF/bmlZaXyca0E+iSSCZjC2P26pqZG9913n9avX291SL1LtfO11xstxB4xIvq9z0e9BADH8Hq9ikQiOmfGV1Q+cHhazzl6YJ92bXxCK1as0Lhx47L6uT6fT36ulUCfRDKBnMUXXi9btkz19fXOaA2baufrcDiaSEyaZE1MAGCCYaOmqmrYmLTObftgt3ZtfELjxo3TJK59ADJEATZylrz7NYXXAAAAfQMzE8gZhdfpK1ShIgWRAACgEEgmkLP43a+rq6s1a9YsZ9RMpNr5Ok8F11YURVIQCQAA8o1kAqYIBAIKBAKSpLa2NmuDSZex83VLS7STU1ubVFV1sruTicWEmRZFUhAJAACcgGQCpojv5jRr1iyrw0mf8WF75syuMxRNTaZ3ckq3KJKCSAAA4AQkE8iZY7s5GVJ1dTp+PHqcO/sAAADdopsTckY3JwAAgL6JZAI5q6mpiSUSdHMCAADoO1jmhJw5tpuTIRyWSkqk9vaTx/LU1QkAAKCYkEzAFEYnp4aGBh0+fNg5NROhkHTJJYmJREmJ9NJL1EsAAAD0gmQCpogvwu7o6FBdXZ1mz55tdVi9S1V83d4ueb3WxAMAAOAg1EzAFMlF2Dt27LA6JAAAAOQZyQRMkVyEPWHCBKtDAgAAQJ6xzAmmiC/CnjJlinNqJny+aLF1/FKnkpLojthbt0Yfp3YCAAAgJZIJmCoSiVgdQmb8/uhO1y0t0QTiqquiNRNXXhl9PE87YQMAABQDkgmYwrEF2FI0UfD7ozMR8V2dJHbCBgAA6AE1EzAFBdgAAAB9D8kETEEBNgAAQN/DMieYwrEF2PFSFWOzEzYAAEC3SCZgmkAgoEAgoLa2Nq1fv97qcLLz9NNSW1v0z1VV0sSJ1EsAAAB0g2QCpgkGg2poaNDUqVOdNzMRCkljx3adlWhqsi4mAAAAmyOZgCkc3c1JinZsik8kJDo5AQAA9IICbJiCbk4AAAB9D8kETEE3JwAAgL6HZU4wheO7OaXq5FRSEt0Ve+vW6OMsdwIAAEhAMgHTBAIBSdKaNWs0aNAgZ9VM+P3RYuuWlmgCcdVV0d2wr7wy+rhRjE1CAQAAEEMyAdMkF2GPHz9eCxYssDqs9Pn90a+tW6OJRDyKsQEAALqgZgKmiS/CdrvdamxstDokAAAA5BHJBEwTX4Td2dmpmTNnWh0SAAAA8ohlTjCNUYS9du1aVVVVqba21uqQshMOR4uv45c6lZZGi7ABAAAQQzIB0xg7YM+cOdN53ZwMoZB0ySWJiURJifTSS9RLAAAAJCGZgCkcvwO2IdVO2O3tktdrTTwAAAA2Rs0ETMEO2AAAAH0PyQRMwQ7YAAAAfQ/LnGAKx++AHQqd3LCO4msAAIC0kEzAVJFIxOoQMhcKSWPHJtZKlJRIzz4rjRgRTSQovgYAAOiiaJY5rVu3Ti6XK+XX5s2bY+elevxnP/uZhZEXB6MAe/ny5bruuuu0adMmq0NKX3dF1yNGSJMmkUgAAAB0o2hmJi666CI1NzcnHPvud7+r3/72t5oyZUrC8UcffVRz586NfT9w4MCCxFjMKMBOz6HWkKnnAQAAWKlokomSkhINHz489v2JEycUDAZ16623yuVyJZxbVVWVcC5yV1NTo2XLllGA3Y1wOCyXy62tax5I+zkul1vhcDiPUQEAAOSmaJKJZMFgUC0tLbrhhhu6PHbrrbfqa1/7mkaNGqVFixbppptuktvd/YqvcDic8KHuyJEj+QjZ0RxdgO3zRYus45c6mVx07fV6FYl06pwZX1H5wN4T2aMH9mnXxifkZX8LAABgY0WbTDzyyCP64he/qJEjRyYc/8EPfqBLL71UZWVl+t3vfqdvfvObamlp0Xe+851uX+v+++/XPffck++QHS8QCCgQCKitrU3r16+3Opz0+f1SU1O0dsIQDke/N46ZVIQ9bNRUVQ0b0+t5bR/s1q6NT+T88wAAAPLJ9snE3Xff3esH+c2bNyfURbz33ntau3at/vu//7vLufFJw/nnny9Juvfee3tMJu68807dfvvtse8bGxtVW1ub7q/QZwSDQTU0NGjq1KnOmpmQoomCkSyk6u5UWhpNOCjGBgAAiLF9MnHrrbfq2muv7fGcM844I+H7Rx99VKeeeqoCgUCvr3/hhRfq4MGD+uCDDzRs2LCU53i93oTlJo77oFwARjcno2airq5Os2fPtjqs7KTq7nT8ePQ4yQQAAECM7ZMJn88nXwZr1yORiB599FF95StfUb9+/Xo9f9u2bSotLVVVVVUOUYJuTgAAAH2P7ZOJTL300kvas2ePFi1a1OWxVatWad++fZoxY4bKysrU0NCgu+66SzfddBOFrjmimxMAAEDfU3TJxCOPPKKLLrpI48aN6/JYv3799OCDD+r2229XZ2enRo8erXvvvVdf//rXLYi0uDi6m1OyVN2dSkqiRdkAAACIKbpk4pe//GW3j82dOzdhszqYLxKJWB1C7vx+6aWXpOrq6E7YUvS/l1xCETYAAECcoksmYI2iKsCWJK/3ZCJhoAgbAAAgQfc7tQEZoAAbAACg7yGZgClqampiiQQF2AAAAH0Dy5xgiqIqwJYowgYAAEgDMxMwTSAQUHV1tTZs2KBNmzZZHU5ujCLskpKTx4wi7FDIurgAAABshJkJmCa5CHv8+PFasGCB1WFljyJsAACAHjEzAdPEF2G73W41NjZaHRIAAADyiGQCpokvwu7s7NTMmTOtDgkAAAB5xDInmMYowl67dq2qqqpUW1trdUi5SVWEXVoaPQ4AAACSCZgrEAho1qxZWr9+vdWhZCYUitZCGHy+aF1EU1Pq4wAAACCZgHmCwaAaGho0depUZ7WGDYWksWO7zkA0NUUTB5IHAACAlEgmYIrkTk51dXWaPXu21WGlp6UlMZGQ6NoEAACQBgqwYYr4Tk4ej0c7duywOiQAAADkGTMTMEVNTY2WLVsWSygmTJhgdUgA0Gcdak1/c81MzgWAZCQTMIXRyWndunWaMmWKs2omfL7oBnXh8MljXi9dmwA4js/nU2lZubaueSCj55WWlcvHNQ9AFkgmYAqj+LqmpsaZ3ZwAoAj4/X417dqplvgudGnw+XzyUyMGIAskE8hZfPH1smXLVF9f76yZiZaWxFkJKfo9BdgAHMjv95MYACgYCrCRs+Ti68bGRqtDAgAAQAGQTCBnNTU1sUSio6NDM2fOtDokAAAAFADLnJCz+OLr6upq59VM+HzRTeqSN62jGBEAAKBHJBMwRSAQUCAQkCS1tbVZG0ym/P7obtfxBYs+H/USAAAAvSCZAKRo4kDyAAAAkBFqJgAAAABkhZkJIJVQiGVPAAAAvSCZgGmMjeumTp3qrH0mkoVC0tixXQuym5pyTigOtYZMPQ8AAMBKJBMwRfzGdR0dHaqrq9Ps2bOtDis7LS2JiYQU/T6HTezC4bBcLre2rnkg7ee4XG6FkzfTAwAAsBGSCZgieeO6HTt2WB2SrXi9XkUinTpnxldUPnB4r+cfPbBPuzY+Ia/XW4DoAAAAskMyAVPU1NRo2bJlsYRiwoQJVodkS8NGTVXVsDG9ntf2wW7t2vhEASICAADIHskETBG/cd2UKVOcVzMRX3Dd3Cx5vVL8EiM2sQMAAOiCZAKmikQiVoeQuVQF116v9Nxz0ogR0e/p5gQAANAFyQRM4egC7FQF1+FwNJGYNMmamAAAAByATetgCgqwAQAA+h5mJmAKCrDTwz4TAACgmJBMwBSOLsD2+boWXHu9phZc+3w+lZaVZ7TPRGlZuXwUfQMAABsjmYApjN2va2pqNGvWLK1fv97qkGzF7/eraddOtRgdo9Lg8/nkp+gbAADYGMkEchZffL1s2TLV19c7a2aipSVxVkKKfp/Djtep+P1+kgMAAFBUKMBGzpKLrxsbG60OCQAAAAVAMoGc1dTUxBKJjo4OzZw50+qQAAAAUAAsc0LO4ouvq6urnVcz4fNFd7iO32uCHa8BAAB6RTIBUwQCAQUCAUlSW1ubtcFkyu+XmpqiNRIGI5HYujXxGDUPAAAAMSQTMI3R0Wnq1KnOKsCWoklCfKIQCkljx3adrWhqIqEAAAD4FMkETBHf0amjo0N1dXWaPXu21WFlr6UlMZGQot+b3OEJAADAySjAhimSOzrt2LHD6pAAAACQZyQTMEVyR6cJEyZYHRIAAADyjGVOMEV8R6cpU6Y4r2YiWaoOTyUlUnNztJ6CpU4AAADMTMAcRvF1dXW1amtrrQ4nd0aHp+eeiyYRktTeLl15ZbQwOxSyNj4AAAAbYGYCOYsvvl62bJnq6+udPzMhRROKlpZoEhGPQmwAAABJzEzABMnF142NjVaHBAAAgAIgmUDOkouvZ86caXVIAAAAKACWOSFn8cXX1dXVmjVrltavX291WOYIh6M1E/FLnUpLT+6QDQAA0IeRTMAUgUBAUnTJ0+HDh4ujZiIUki65JDGRKCmRXnqJegkAAACRTMAkRbcDtpR6F+z2dsnrtSYeAAAAm6FmAqZgB2wAAIC+h2QCpmAHbAAAgL6HZU4wRdHtgC2l3gWb4msAAIAYkgmYJhAIKBAIqK2tzfndnEKhaM3E009LbW1SVZU0YkQ0kaD4GgAAQBLJBEwUDAbV0NCgqVOnOntmIhSSxo7tOiPR1EQiAQAAEIdkAqYoqm5Oqbo4HT8ePU4yAQAAEEMBNkxBNycAAIC+h2QCpqCbEwAAQN/DMieYwvHdnIyCa0lqbo5uTBcOn3ycLk4AAABdkEzAVJFIxOoQMpeq4NrrlZ57LtrBSaKLEwAAQAokEzCFowuwUxVch8PRRGLSJGtiAgAAcABqJmAKCrABAAD6HpIJmIICbAAAgL6HZU4whaMLsH2+rgXXXi8F1wAAAL1gZgKmcmQBNgAAALLCzARM4fgC7PhZCSn6PTteAwAA9IiZCZiCAmwAAIC+h2QCpqAAGwAAoO9hmRNM4fgC7NLSxL0m2PEaAACgVyQTME0gEFAgEFBbW5vWr19vdTjp8/ulpqZojYTBSCS2bk08Rg0FAABADMkETBEMBtXQ0KCamhrNmjXL6nAy5/cnJgqhkDR2bNfZiqYmEgoAAIBPkUwgZ/GdnJYtW6b6+npnLXNKpaUlMZGQot/T4QkAACCGAmzkLLmTU2Njo9UhAQAAoABIJpCz5E5OM2fOtDokAAAAFADLnJCz+E5O1dXVmjVrlrMKsOOFQtGlTM3NUkmJ1N5+8jE6PAEAACQgmYBpIpGI1SHkJlXRdUmJ9Oyz0ogRdHMCAABI4phlTvfdd58uuugilZeXq6qqKuU5oVBI8+bNU//+/eXz+XTbbbepPf7OsqTt27dr9uzZKisr02c+8xnde++9zv8QbDGjAHv58uWaP3++Vq9ebXVI2UlVdN3eHk0kJk0ikQAAAEjimGSivb1dX/7yl/X3f//3KR/v6OjQFVdcoSNHjmjDhg168skn9cwzz+ib3/xm7JyDBw/qsssu02mnnabNmzdr+fLl+vGPf6ylS5cW6tcoShRgAwAA9E2OWeZ0zz33SJIee+yxlI+/8MILeuONN7R3716ddtppkqSf/OQnuuGGG3TfffepsrJS9fX1On78uB577DF5vV5NmDBBb775ppYuXarbb79dLpcr5WuHw2GFw+HY90eOHDH3l3O4mpoaLVu2jAJsAACAPsYxMxO92bhxoyZMmBBLJCTpi1/8osLhsLZs2RI7Z/bs2fJ6vQnnvP/++3r33Xe7fe37779fAwcOjH3V1tbm7fdwIqMA+7bbbtPKlSud+/fj80WLrOOVlESLsUMha2ICAACwMcfMTPRm3759GjZsWMKxQYMGqaSkRPv27Yudc8YZZyScYzxn3759GjVqVMrXvvPOO3X77bfHvm9sbFRtba0Of/yeTulX1mtsh1r7xgdRx9ee+P3RHa63b5euuipaL9HeLl15JbtfAwAApGBpMnH33XfHli91Z/PmzZoyZUpar5dqmVIkEkk4nnyO8QG4uyVOkuT1ehNmM/r16ydJevW3P00rrujruxOWShWTotoB2++PFmInFe6z+zUAAEBXliYTt956q6699toez0meSejO8OHD9b//+78Jxz7++GOdOHEiNvswfPjw2CyF4cMPP5SkLrMaPSkpKZEknTX1WlWc2vuHy6MH9mnXxicSEpJikqoAe86cOVaHBQAAgDyzNJnw+XzymbQJ2IwZM3TfffepublZI0aMkBQtyvZ6vZo8eXLsnLq6OrW3t8cSghdeeEGnnXZa2klLvKFnTJLvsxN7Pa/tg93atfGJjF/fKSjABgAA6JscU4AdCoX0yiuvKBQKqaOjQ6+88opeeeUVHT58WJI0Z84cnXvuufqbv/kbbdu2Tb/73e90xx136MYbb1RlZaUkacGCBfJ6vbrhhhu0Y8cO/b//9/+0ZMmSHjs5oXdFU4BtSFWIze7XAAAAXTimAPt73/ueHn/88dj3F1xwgaToEpvq6mp5PB795je/0S233KKZM2eqrKxMCxYs0I9//OPYcwYOHKgXX3xRX//61zVlyhQNGjRIt99+e0JxNbITCAQUCAQkSW1tbdYGk4lQKFoLYTB2uW5qSn0cAAAAMY5JJh577LFu95gw+P1+Pffccz2eM3HiRP3P//yPiZH1bcFgUA0NDaqpqYklE44RCkljxybueh3ftYnkAQAAoEeOWeYE+zG6OC1fvlzz589XMBi0OqTMtLQkJhLSya5NAAAA6BXJBLKW3MVp3bp1VocEAACAAiKZQNZqampiiURHR4eqq6utDgkAAAAF5JiaCdiP0cVp3bp1qq6udl7NhM8neb1S/GaCXi9dmwAAANLEzARyZuwiDgAAgL6FZAJZK4oC7PhZCSn6PQXYAAAAaSGZQNYowAYAAOjbSCaQNQqwAQAA+jYKsJE1CrABAAD6NmYmkDMKsAEAAPomkglkjQJsAACAvo1kAlmjABsAAKBvI5lA1ijABgAA6NsowEbWiqIAu7RUOn785LGSEqm5WQqFJL/futgAAAAcgJkJZC0YDKqhocGZiYQUTRaamqTnnosmEZLU3i5deaU0dmw0oQAAAEC3SCaQFccXXxv8fmnEiGgSEe/4cQqxAQAAekEygaxQfA0AAACSCWSF4msAAABQgI2sOL74Ol6qQuzSUnbCBgAA6AXJRA4Of/yeTulX1ut5h1qLs5A3EAg4O4kwGIXY8TUSPh/dnAAAAHpBMpGF9k+LdV/97U/Tfo7L5VY4ebdl2IffT/IAAACQIZKJLJR82kb0rKnXquLU3j+AHj2wT7s2PiGv15vv0AAAAICCIZnIwdAzJsn32Ym9ntf2wW7t2vhEASICAAAACoduTgAAAACywswE+pZQiEJrAAAAk5BMIC3BYFANDQ2qqalxbAcn19690rRpXVvANjWRUAAAAGSBZU7oVTAY1Pz587V8+XLNnz9fwWDQ6pCy4m5tTUwkpOj38TMVAAAASBvJBHrV0NAQ2+na4/Fo3bp1VocEAAAAGyCZQK9qampiiURHR4eqq6utDgkAAAA2QM0EehUIBLRy5UqtW7dO1dXVjq2Z6Bw8OFojEb/UqaREam6OFmZTNwEAAJARkgmkxUggGhoaEr53ksjIkdFi6+3bpauuktrbo19XXkkhNgAAQBZY5oS0FEsRtvx+acSIaBIRj0JsAACAjJFMIC0UYQMAACAZyQTSQhE2AAAAklEzgbQUSxG2pOiu18mF2KWl0eMAAABIG8kE0hYIBJydREjRrk0tLdLTT0ttbVJVVbSGwuej+BoAACBDJBPoVTAYVENDg2pqahydTLj27pWmTes6I0EXJwAAgKxQM4EeFU0XJ0nu1tbEREKiixMAAEAOSCbQI7o4AQAAoDskE+gRXZwAAADQHWom0KNi6uLUOXhw1y5OJSVSc3O0MJu6CQAAgIyQTKBXRgLR0NCQ8L3TREaOjBZbb98uXXVVdBfs9nbpyispxAYAAMgCy5zQq2IqwpbfH20F296eeJxCbAAAgIyRTKBXFGEDAAAgFZIJ9IoibAAAAKRCzQR6VUxF2JKiu117vVI4fPKY1xs9DgAAgLSRTCAtxVKEDQAAAPOwzAlpKaoi7JaWxFkJKfo9BdgAAAAZIZlAWijCBgAAQDKSCaSlTxRhNzdbHQEAAICjkEwgLYFAQHV1dfrc5z6nuro6Z9dMGAXYya6+OroTNgAAANJCMoG0BINBLVmyRK+99pqWLFni7JoJv1965pmux6mbAAAAyAjJBNJSdDUTI0ZYHQEAAIDjkUwgLX2iZgIAAAAZYZ8JpKUoN64rLZWOHz95rLSUjesAAAAyQDKBtAUCAecnEQa/X2pqSqyR8PmixwEAAJAWkgn0LaEQCQQAAIBJSCbQo2AwqIaGBtXU1Dh+VsK1d680bVrXpU1NTSQUAAAAWaAAG90KBoOaP3++li9frvnz5zu7Hawkd2trYiIhRb+nHSwAAEBWSCbQraJrBwsAAABTkUygW7SDBQAAQE+omUC3iq0dbOfgwZLXG93p2uD10g4WAAAgSyQT6JGRQDQ0NCR8DwAAALDMCT0qpiJsd2tr4qyEFP2eAmwAAICskEygRxRhAwAAoDskE+gRRdgAAADoDjUT6FExFWF3Dh4c3aQuedM6CrABAACyQjKBXgUCAUcnEZJUtn+/3FVV0tNPS21tUlWVNGJENJFg92sAAICskEygV8FgUA0NDaqpqXFkUuHau1eX3nKLPCdOnDxYWio1NZFIAAAA5ICaCfSoGLo5uVtbExMJKbrUiS5OAAAAOSGZQI/o5gQAAIDukEygR3RzAgAAQHeomUCPiqGbU+fgwero169rzUQ4LG3devIYxdgAAAAZIZlAr4xuTsFgUIsXL3ZcIXZk5Ej97sEHNeOss1RRURE9GA5Ll1zStU0sRdkAAABpI5lAWoxCbI/Ho2XLlmnlypWOSiiODRmijvPOi7aElaIzEvGJhHSyKJtkAgAAIC3UTCAtFGIDAAAgGckE0kIhNgAAAJI5Jpm47777dNFFF6m8vFxVxlKVOK+++qr++q//WiNHjlRZWZnGjRunf//3f084591335XL5erytWbNmgL9Fs5lFGLfdtttjlvilFI4LJWUJB4rLY0WYQMAACAtjqmZaG9v15e//GXNmDFDjzzySJfHt2zZoiFDhmjFihUaOXKkXn75Zd10003yeDy69dZbE8797W9/q/Hjx8e+Hzx4cN7jd7L4HbCXLl1qdTi5C4Wixdft7SePlZRIL71EvQQAAEAGHJNM3HPPPZKkxx57LOXjX/3qVxO+Hz16tDZu3Khnn322SzJx6qmnavjw4XmJs9g4vfA6pZaWrsXX7e2S12tNPAAAAA7lmGVO2Thw4EDKWYdAIKChQ4dq5syZevrpp3t9nXA4rIMHD8a+jhw5ko9wbYnCawAAAHSnaJOJjRs36r//+7/1d3/3d7FjAwYM0NKlS/X0009r9erVuvTSS3XNNddoxYoVPb7W/fffr4EDB8a+amtr8x2+bVB4DQAAgO5YmkzcfffdKQui47/++Mc/Zvy6r7/+uubPn6/vfe97uuyyy2LHfT6fFi9erGnTpmnKlCm69957dcstt+hf//Vfe3y9O++8UwcOHIh9rV69OuOYnKroCq+laJF18pImr5fiawAAgAxZWjNx66236tprr+3xnDPOOCOj13zjjTd0ySWX6MYbb9R3vvOdXs+/8MIL9fDDD/d4jtfrlTfuw2f//v0ziqkYRCIRq0MAAACAzViaTPh8PvlMvBv8+uuv65JLLtH111+v++67L63nbNu2TSNGjDAthmJTtAXY4XDisXCY3a8BAAAy5JhuTqFQSK2trQqFQuro6NArr7wiSRozZowGDBig119/XTU1NZozZ45uv/127du3T5Lk8Xg0ZMgQSdLjjz+ufv366YILLpDb7daqVav005/+VD/60Y+s+rVsL1UBtuOTCQAAAJjCMcnE9773PT3++OOx7y+44AJJ0Q+71dXV+r//9/9q//79qq+vV319fey8008/Xe+++27s+x/+8If605/+JI/Ho7PPPlu/+MUvtHDhwoL9Hk5TU1OjZcuWUYANAACALhyTTDz22GPd7jEhRYu577777h5f4/rrr9f1119vbmBFzijAXrdunaqrq4tjVsLni+52Hb/XBLtfAwAAZMwxyQSsEwgEiiOJkKK7X7e0SE8/LbW1SVVV0ogR0USCegkAAICMkEygV8FgUA0NDaqpqXF0UuHau1eaNq3rjERTE4kEAABAFop20zqYw+jmtHz5cs2fP1/BYNDqkLLmbm1NTCSk6PctLdYEBAAA4HAkE+hRqm5OAAAAgEQygV7U1NTEEgm6OQEAACAeNRPoUTF1c+ocPLhrF6eSEqm5OVqYTd0EAABARpiZQI+M4munJxKSFBk5Mlps/dxz0SRCktrbpSuvlMaOjSYUAAAASBvJBLpVTMXXMX5/tBVse3vicQqxAQAAMkYygW5RfA0AAICekEygWxRfAwAAoCcUYKNbxVR8ncDn61qIXVoaPQ4AAIC0kUygR4FAoHiSCIPfHy3Ejq+R8Pno5gQAAJAhkgn0TX4/yQMAAECOqJkAAAAAkBWSCQAAAABZIZkAAAAAkBWSCQAAAABZoQAbfU8oRCcnAAAAE5BMoEfBYFANDQ2qqakpjhaxoZA0dmzXPSaamkgoAAAAMsQyJ3QrGAxq/vz5Wr58uebPn69gMGh1SLlraUlMJKTo9/EzFQAAAEgLyQS61dDQII/Ho46ODnk8Hq1bt87qkAAAAGAjJBPoVk1NTSyR6OjoUHV1tdUhAQAAwEaomUC3AoGAVq5cqXXr1qm6uro4aiZ8vmiNRHLNhM9nXUwAAAAORTKBHgUCAWcmEXEdmzyHDqls//7ocb8/WmxNNycAAICckUwgJUd3cUrq2FQh6dJ+/XR4+nSpqiqaOJA8AAAA5IyaCXTh+C5OKTo2eU6ckLu11aKAAAAAihPJBLqgixMAAADSQTKBLujiBAAAgHRQM4EuHN/FKUXHpo5+/dQ5ePDJc+IKtGPPoY4CAAAgIyQTSMno4hQMBrV48WJnFWIndWw6dOiQNr71lqaNHBl9PKlAW1I0+WhqIqEAAADIAMkEumUUYns8Hi1btkwrV650VkLxaWLQ0damY21tJx9LUaCt48ejx0kmAAAA0kbNBLpFITYAAAB6QjKBblGIDQAAgJ6wzAndcnwhdiqhkNTcLJWUSO3tJ4+XlkaLsAEAAJA2kgn0KhKJWB2CKVx790rTpiXWS5SUSM8+K02cSL0EAABAhljmhG45fifsJO7W1q6F1+3t0ogRJBIAAABZIJlAtyjABgAAQE9IJtAtCrABAADQE2om0K1iK8DuHDy4y87YFF4DAABkj2QCPTJ2wnaMUCi287WkaKJQWSlJiowcmbAzduxx6iUAAACyQjKBLoLBoBoaGlRTU+O8RGLs2C4zD65Nm05+H7czNgAAAHJDzQQSrF692rkdnFpaunZrOn482sUJAAAApiOZQIINGzbQwQkAAABpIZlAgosvvrhoOzi59u6Vtm49+RUKWR0SAACAo1EzgQS1tbUJHZwkafHixc6on/D5UnZr6hw8WGVvvaXKa66RwuGEx9TURA0FAABAlkgm0IXRwcnYAdvj8WjZsmVauXKlvRMKvz9lt6ZIZaVKXnxRrvhEQoomHS0tJBMAAABZIplAt1LtgG3rZEJK3a2prc2SUAAAAIodNRPoFjtgAwAAoCfMTKBbxbQDdntlpSJeb+JSJ3a/BgAAyAnJBHrkuB2we3DkiSc04MSJ6DdVVdLEidRLAAAA5IBkAt1y7E7YSVx79+rSW26Rx0gkpJOdnAAAAJA1aiaQktHJyZE7YSdxt7YmJhLSyU5OAAAAyBrJBFJK1ckJAAAAiEcygZTo5AQAAIDeUDOBlIqpk1Pn4MHq6Neva80EnZwAAAByQjKBbhVTJ6dN//RP+pzfr/7l5XRyAgAAMAnJBLpVFN2cQiFVTp2qGcn7S9DJCQAAIGfUTCClounm1NKSuFGdRCcnAAAAk5BMICW6OQEAAKA3JBNIiW5OAAAA6A01E0ipaLo5+XyKeL2JS528Xqm5Wdq6NXYOxdgAAACZY2YC3QoEAlq6dKkkafHixc6sm/D7dXDzZq37yU90aN066bnnosevvFKaPDn6NXasFApZGiYAAIATMTORg8Mfv6dT+pX1et6hVnt/UI1EIpKko0eP6uDBg3K7T+aYq1ev1l//9V/L7XZr2bJl+tWvfqXa2toeX+/gwYMpXytbBw8e1JEjR2J/ztSBgQPVPGKEPh41SpF335VSFWS/+260ZWwWscX/rhUVFXK5XBm/jhP1NG6yYea4yXXMmB1Pb6/bV8aN2WNG6rvjpq+MGYlrTS4YN4wbM163t3Hjihh/20jb66+/rgkTJmT0nNKycjXt2im/DZfTvPfeexo5cqTVYRSFAwcOqLKy0uowCoJxY56+Mm4YM+bpK2NGYtyYiXGDbPQ2bkgmshCJRPTGG2/o+PHjaWf4Pp/PlomEJHV2dqqpqUnnnnuu9u7dmzBg4mcmOjs7056ZGDlyZJfXypbxeps2bdJZZ52VcQaeEM8770izZ3c9af166fzzs47N+F370l2fnsZNNswcN7mOGbPj6e11+8q4MXvMSH133PSVMSNxrTEjPsYN4yaX1+1t3LDMKQsul0vjx4+3OgzTuN1ufeYzn5EkVVZWJgzKa6+9VuXl5VkVYie/Vq7Gjh2b0+tVVlaq8owzopvWHT9+8oHSUumMM6RcX7uP3O0x9DRucmHma+U6ZsyOpxCva2f5GjNmvx7jxl641uSOccO4yefrkkygV4FAwLndnJL5/dHdr+M3raObEwAAQFZIJtD3+P0kDwAAACagNSwkSV6vV9///vfl9Xpt9VpmvJ7Z8RTqtZ3AruPGjNfK1/9bxoy9rg9mvxbjJj/s9v/ZzNfiPSp/7Pb/2szXstO1hgJsAAAAAFlhZgIAAABAVkgmAAAAAGSFZAIAAABAVkgmoEOHDmn69OkaMGCAduzYETv+1FNPacaMGbrkkku0d+/etF/vjjvu0Oc//3ldd911am9vNyWebGMx+3dLluvv6mSMm+zGDWPGPmOmu5gYN/Zit3HjlDEjMW4YN5nL6veMoM87ceJE5MMPP4xcf/31ke3bt0cikUikvb09Mm3atEg4HI5s2LAhcuONN6b1Wlu3bo1cd911kUgkEvnhD38Yqa+vzzmebGMx+3dLZsbv6mSMm8zHDWPGXmMmVUyMG/ux27hxwpiJRBg3jJvCXWuYmYBOOeUUDRkyJOHYW2+9pfHjx6ukpEQzZ87U9u3b03qtjRs3as6cOZKkuXPn6uWXX845nmxjSfVaub5ePDN+Vydj3GQ+bhgz9hozqWJi3NiP3caNE8aMxLhh3BTuWkMygZTa2toStlHv6OjI+HkDBw5Ua2urZbHk+/Xy8bs6HeMm/ddgzETZaczkEk8+X49x05Wdxo0dx0zy6zBuohg36b9GJr8nO2D3Ifv27dNf/uVfdjkeDAY1ePDghGODBg3SwYMHY997PJ60fkb889ra2rq8bjbSiaUQv1tPcZn1u9oR4yb918skJsZMlJ3GTLrxMG7yw6njxo5jJvl1GDdRjJv0Y8rk9ySZ6EOGDx+uDRs2pHXumDFj9MYbb6i9vV2bN2/W5z73ubSed+GFF+onP/mJvvKVr2jt2rWaOXNmLiGnHUshfrdk+fhd7Yhxk/7r9YYx05Wdxky68TBu8sOp48aOY0Zi3KTCuOlZ1r9nxtUZKEqXX355ZMSIEZELL7ww8uijj0YikUjkV7/6VeTCCy+MVFdXR0KhUNqv9c1vfjNy8cUXR/7/9u0nFLY/DuP4R/1Wdqwshan5k8wgCzaImGImUqNBys7WQsmslJUkWdjcLPwNZYPILOwsxExqDBFix2ImFkqz+Px2U+51y/nOyFzzfu3O6ZzTc+rZPM2cYDCob29vWcljmuWjZ6mav9vvsvGu/zJ6Yx2dya3OfJSJ3uSeXOvNv9AZVXpDb6wzec8CVVXL0wUAAABA3uMDbAAAAABGGBMAAAAAjDAmAAAAABhhTAAAAAAwwpgAAAAAYIQxAQAAAMAIYwIAAACAEcYEAAAAACOMCQAAAABGGBPIWDQalUAgIKFQKH3u9PRUhoeHxefzyc7Ozjem+zjf/f29+P1+GRgYkF+/fn1juvxFb2CC3sAqOgMT9MYCBSx4enrS9vZ2ra6uVpfLpeFwWFVV7+7udHx8/I/rE4mEjo6Oqqrqw8OD+v1+LSsrU4fDocFgUBOJxLfk29/f18XFRU2lUhoMBtPXtLW1qc1mU5vNpjMzM1nNls/oDUzQG1hFZ2CC3mSGXyZgydramjgcDjk9PZVYLCYNDQ1/vXZ1dVV8Pp90dHSIqkpXV5d0d3fLzc2NxONxGRwclGQy+S35amtrZWlpSbxer/T29qbzDQ0NydXVlZycnMj6+rpsbW1lNV++ojcwQW9gFZ2BCXqToazPE/xoR0dHWlpaqnV1dTo3N5c+/7f1nkqlNBAIaDgc1sbGxpzJNzU1pcfHx6qq2tvbqwcHB3/kOzw81Pr6+i/PnA/oDUzQG1hFZ2CC3mTmv+xOE/xkyWRSJicn5fz8XEREPB6PNDU1SWFhoYRCIbm8vBS73S79/f2yt7cnu7u78vr6Kj09PRKPx8XtdudMvra2NpmYmJCioiKpqqqSeDwuHo/n3fM8Ho9cXFx8aeZ8QG9ggt7AKjoDE/Qmc4wJfNr8/Lz4fD4pLCwUERG32y2Pj4/S3NwsKysr7671er3i9XrTx7Ozs1JQUJAz+SorK2Vzc/Ndvt99dd58QW9ggt7AKjoDE/Qmc3wzgU+LRqNit9vTx7FYTJxO56fudTqdEo1GvyqaiGSWz+FwSCQSeXcuEomIw+HIasZ8RG9ggt7AKjoDE/Qmc4wJfFpxcbGcnZ2JiMjCwoK4XC4pKSn51L0tLS3y/Pwsy8vL6XPb29tye3ubM/mSyaRsbGyIiMjLy4uMjY3JyMhI1vLlK3oDE/QGVtEZmKA3WZDVLzDwo11fX2tNTY1WVVVpX1+fJpNJS/ff399rZ2enlpeXq9Pp1P7+fsvP+Mp8Nzc32traqjabTSsqKnR6ejpr2fIZvYEJegOr6AxM0JvMFaiqZneeAAAAAMgH/M0JAAAAgBHGBAAAAAAjjAkAAAAARhgTAAAAAIwwJgAAAAAYYUwAAAAAMMKYAAAAAGCEMQEAAADACGMCAAAAgBHGBAAAAAAjjAkAAAAARv4HoGL6nMzgw7IAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "# plot fence with data d13C data attribute\n", "axes, axes_dat = fence_5.plot(style_1, fig=fig,\n", " data_attributes=['d13C', 'd18O'],\n", " data_attribute_styles=[d13C_style, d18O_style],\n", " sec_wid=1,\n", " attribute_axis_full=True)\n", "\n", "# adjust the x-axes for the data attribute plots\n", "for axs in axes_dat:\n", " axs[0].set_xlim([-10.5, 10.5])\n", " axs[1].set_xlim([-17, 1])\n", " axs[0].set_xlabel('$\\\\delta^{13}$C', fontsize=7)\n", " axs[1].set_xlabel('$\\\\delta^{18}$O', fontsize=7)\n", " for ax in axs:\n", " ax.tick_params(axis='x', labelsize=6)\n", " ax.grid(axis='x', which='major', linewidth=1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d933df71-aa43-4efd-b766-aad2d23bdd2e", "metadata": {}, "source": [ "## Plotting Options" ] }, { "cell_type": "markdown", "id": "0c642283-b133-455e-b4f5-917107643cd4", "metadata": {}, "source": [ "Other plotting options can be specified for `pystrat.Fence.plot`." ] }, { "cell_type": "markdown", "id": "6cb35485-b9db-4854-ae97-3af14db5810b", "metadata": {}, "source": [ "### Section Title Rotation" ] }, { "cell_type": "markdown", "id": "3b826c90-cc91-4a67-8281-8cd102e635ec", "metadata": {}, "source": [ "Section names rotated vertically by default to accommodate potentially long names and facilitate labeling of distances between sections.\n", "\n", "The names can easily be rotated to horizontal, however, by setting `sec_names_rotate=False` when plotting." ] }, { "cell_type": "code", "execution_count": 30, "id": "d9f26c27-f957-4188-8e22-5bc9f897c346", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "\n", "fence_2.plot(style_1, fig=fig, sec_names_rotate=False)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b3acf858-1fd6-42ac-90c4-ee74a34646b7", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "id": "1926dedb", "metadata": {}, "source": [ "> Tasistro-Hart, A.R., Macdonald, F.A., Crowley, J.L., and Schmitz, M.D., 2025, Four-million-year Marinoan snowball shows multiple routes to deglaciation: Proceedings of the National Academy of Sciences, v. 122, p. e2418281122, doi:[10.1073/pnas.2418281122](https://doi.org/10.1073/pnas.2418281122)." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }