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@CyberianRonin
Created March 4, 2024 12:51
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3988e39d",
"metadata": {},
"outputs": [],
"source": [
"# METADATA \n",
"\n",
"# Metadata is data about data.Metadata are pieces of information that have some meaning in relation to another piece of information, that can be created, managed, stored, and preserved like any other data.\n",
"# Six types of metadata :\n",
"#• Structural metadata (Structural metadata provides valuable information that helps to establish the relationship between objects.)\n",
"#• Descriptive metadata (Descriptive metadata provides helpful information for discovering and identifying a data resource.)\n",
"#• Preservation metadata (Preservation metadata refers to the information related to the preservation management of collections and information resources.)\n",
"#• Administrative metadata (Administrative metadata provides information that is useful in managing resources.)\n",
"#• Provenance metadata (Provenance metadata provides helpful information on the origins of a data resource.)\n",
"#• Definitional metadata (Definitional metadata refers to the metadata that provides a common vocabulary that facilitates a shared understanding of the meaning of the data.)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b5c2a1a4",
"metadata": {},
"outputs": [],
"source": [
"# DATA SCIENCE\n",
"\n",
"# Data Science is scientific process of transforming data into insight for making better decisions,\n",
"# that the goal is to turn data into actionable value\n",
"\n",
"# Data :\n",
"# Data refers to raw facts, figures, and statistics that are collected\n",
"# and stored for analysis. It can be in various forms, such as numbers, text, images,\n",
"# or any other format that represents information.\n",
"\n",
"# Data Science:\n",
"# Data science is a multidisciplinary field that uses scientific methods, processes, algorithms,\n",
"# and systems to extract insights and knowledge from structured and unstructured data.\n",
"# It involves a combination of skills from statistics, mathematics, computer science,\n",
"# and domain-specific knowledge to analyze and interpret complex data sets. The goal of data science is to uncover patterns,\n",
"# trends, and valuable insights from data that can be used to inform business decisions, solve problems, or gain a competitive advantage.\n",
"\n",
"# Data Scientist:\n",
"# A data scientist is a professional who possesses a combination of skills in statistics, mathematics, programming, and domain expertise.\n",
"# Data scientists use their skills to analyze large and complex data sets, develop algorithms, and create predictive models to extract meaningful insights.\n",
"# They work on identifying patterns, trends, and correlations in data to help organizations make data-driven decisions.\n",
"# Data scientists also play a crucial role in designing and implementing machine learning models, building data pipelines, and communicating findings to non-technical stakeholders.\n",
"\n",
"# Foundational aspects of data science\n",
"#• Mathematics : \n",
" #• It will cover foundational mathematical concepts, such as functions, relations, assumptions, conclusions, and abstraction, so that the concepts can be used to define and understand many aspects of data manipulation. \n",
" #• Other mathematics and statistics courses have also connections to data science, including graphs for social network analysis, matrices for finding themes in relations, and supervised machine learning.\n",
"\n",
"#• Technology : \n",
" #Python knowledge will be extended from the prerequisite with more advanced table manipulation functions, extended practice with data cleaning and manipulation tasks, computational notebooks (such as Jupyter), and GitHub for version control and project publishing.\n",
" \n",
"#• Visualization :\n",
" #• New types of plots will be learnt for a wide variety of data types and what you intend to communicate about them.\n",
" #• The general principles that govern when and how to use visualizations will be studied.\n",
" #• How to build and publish interactive online visualizations (dashboards) will also be learnt.\n",
"\n",
"#• Communication :\n",
" #• How to write comments in code, documentation for code, motivations in computational notebooks, interpretation of results in computational notebooks, and technical reports about the results of analyses.\n",
" #• Clarity, brevity (concise), and knowing the target audience will be prioritized.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b0f44397",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#fff\n",
"4\n",
"1\n",
"4\n",
"5\n",
"1\n",
" 2\n",
" 3\n",
" 4\n",
" 5\n",
" 6\n",
" 7\n",
"8\n",
"[1, 3, 4, 5]\n",
"['a', 2, 'b', 'c']\n",
"[1, 3, 4, 5, 'a', 2, 'b', 'c']\n",
"['a', 2000, 'i', 'o', 'u']\n",
"['a', 'e', 'i', 'o', 'u']\n",
"[0, 1, 2, 3, 4, 5]\n",
"[2, 4, 3, 1, 0, 5]\n",
"[5, 4, 3, 2, 1, 0]\n",
"[5, 4, 3, 2, 1, 0]\n",
"count of 1: 4\n",
"\n",
"1st index of 1: 1\n",
"\n",
"2nd index of 1: 4\n",
"\n",
"[0, 2, 4]\n",
"[1, 3, 5]\n",
"[1, 3, 5, 3, 5, 7, 5, 7, 9]\n",
"original\n",
"[1, 5, 2, 4, 3] \n",
"\n",
"after modified descending bubble sort\n",
"[5, 4, 3, 2, 1]\n",
"['a', 1, 'b', 2, 'c', 3] \n",
"\n",
"['a', 'b', 'c'] \n",
"\n",
"[1, 2, 3]\n"
]
}
],
"source": [
"#EXERCISE_1\n",
"x = [1, 'Hello', True, 1.093E-3, '#fff']\n",
"print(x[-1])\n",
"\n",
"#EXERCISE_2\n",
"x = [9, 3, 4, 1, 4, 5, 6, 3, 7, 8]\n",
"for i in x[2:6]:\n",
" print(i)\n",
" \n",
"#EXERCISE_3\n",
"x = [1, [2, [3], 4,[5]], [[[6]]], [7], 8]\n",
"for i in x:\n",
" if isinstance(i, list):\n",
" for j in i:\n",
" if isinstance(j, list):\n",
" for k in j:\n",
" if isinstance(k, list):\n",
" for y in k:\n",
" print(' ', y)\n",
" else:\n",
" print(' ', k)\n",
" else:\n",
" print(' ', j)\n",
" else:\n",
" print(i)\n",
" \n",
"#EXERCISE_4\n",
"x = [1, 2, 3, 4, 5]\n",
"y = ['a', 'b', 'c']\n",
"z = x.pop(1)\n",
"y.insert(1, z)\n",
"z = x + y\n",
"\n",
"print(x)\n",
"print(y)\n",
"print(z)\n",
"\n",
"#EXERCISE_5\n",
"a = 'aeiou'\n",
"b = tuple(a)\n",
"c = list(b)\n",
"d = c\n",
"e = list(d)\n",
"\n",
"c[1] = 2000\n",
"print(d)\n",
"print(e)\n",
"\n",
"#EXERCISE_6\n",
"#To get [0, 1, 2, 3, 4, 5]\n",
"x = sorted ([5, 0, 1, 3, 4, 2])\n",
"print(x)\n",
"\n",
"#To get [2, 4, 3, 1, 0, 5]\n",
"y = [5, 0, 1, 3, 4, 2][::-1]\n",
"print(y)\n",
"\n",
"#To get [5, 4, 3, 2, 1, 0]\n",
"z = sorted([5, 0, 1, 3, 4, 2], reverse=True)\n",
"print(z)\n",
"\n",
"#To get [5, 4, 3, 2, 1, 0] in two lines\n",
"zz = [5, 0, 1, 3, 4, 2]\n",
"yz = list(reversed(sorted(zz)))\n",
"print(yz)\n",
"\n",
"#EXERCISE_7\n",
"x = [0, 1, 2, 3, 1, 4, 5, 6, 1, 9, 9, 1]\n",
"\n",
"print('count of 1:', x.count(1))\n",
"print()\n",
"\n",
"c0 = x.index(1)\n",
"print('1st index of 1:', c0)\n",
"print()\n",
"\n",
"#wrongsyntax=c1 = x[c0 + 1:].index(1)\n",
"#correction=\n",
"c1 = x.index(1,c0 + 1)\n",
"print('2nd index of 1:', c1)\n",
"print()\n",
"\n",
"#EXERCISE_8\n",
"x = [i for i in range (0,5,2)]\n",
"y = [i for i in range (1,6,2)]\n",
"z = [i+j for i in x for j in y]\n",
"\n",
"print(x)\n",
"print(y)\n",
"print(z)\n",
"\n",
"#EXERCISE_9\n",
"x = [1, 5, 2, 4, 3]\n",
"\n",
"print('original'); print(x, '\\n')\n",
"\n",
"N = len(x)\n",
"\n",
"for i in range(N):\n",
" for j in range(i+1, N):\n",
" if x[i] < x[j]:\n",
" x[i], x[j] = x[j], x[i]\n",
"\n",
"print('after modified descending bubble sort'); print(x)\n",
"\n",
"#EXERCISE_10\n",
"def sep_odd_even_index(z):\n",
" N = len(z)\n",
" r = range(N)\n",
" x = [z[i] for i in r if i % 2 == 0]\n",
" y = [z[i] for i in r if i % 2 == 1]\n",
" return [x, y]\n",
"\n",
"mix = ['a', 1, 'b', 2, 'c', 3]\n",
"x, y = sep_odd_even_index(mix)\n",
"print(mix, '\\n')\n",
"print(x, '\\n')\n",
"print(y)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7689ea22",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3JMyiTe4yfIrBmYiIiIhaJf9EFR74cBuueHMtasyi3OX4DIMzEREREbVKRX0DEiN06J8SjXCdWu5yfIbB+SKcqDQh/0RVi18nKk1ee+3JkydDEATXV2xsLK6++mrs3r3bdUzj+8PCwnDJJZdg8eLFAICTJ09CrVZjyZIlzT7/Qw89hD59+nitfiIiIgpcI9I7YPX0UZhxfabcpfgULw68QCcqTRjzxhpYrPYWj9GqFFg9fZTXtp28+uqrsWjRIgCA0WjE888/j+uuuw7Hjh1zHbNo0SJcffXVqKurw/Lly3HvvfciMTERV111Fa699losWrQId911l9vzmkwmLFu2DK+88opX6iYiIqLAp1MroVMr5S7DpzjifIEq6hrOGZoBwGK1o6KuwWs1aLVaGAwGGAwG9O3bF08//TSKiopw6tQp1zFRUVEwGAzo1q0b/vrXvyImJgarVq0CANx///34+eefceTIEbfn/fTTT2E2m5sEaiIiIgpua/aXYv3BMrnLkA2DcwvqG6yob7BCkiRXW4PVjvoGKyxWz68gPftY5/Pa7VILj7gwtbW1+Pjjj5GWlobY2Ngm99tsNvzvf/9DeXk51GrHXKRrrrkGBoPBNX3D6T//+Q8mTJjQ7PMQERFRcLJYbXjui3zc9e/N+HLnCbnLkQWDcwsyXvwBGS/+gPJGI8bvr/sNGS/+gJe+KvD4ed7+yX37yeGv/YyMF3/AoVO1F13jN998g7CwMISFhSE8PBwrVqzA8uXLoVCc+d96xx13ICwsDFqtFrfddhtiYmLwwAMPAACUSiXuueceLF682PULQmFhIdauXYv777//ousjIiKi9kO0SRibkYBO0XpclWmQuxxZMDgHsNGjRyM3Nxe5ubnYvHkzsrOzMW7cOBw9etR1zFtvvYXc3Fzk5OSgb9++eOutt5CWlua6//7778fRo0exevVqAI7R5k6dOuHKK6/0+fshIiIi/xWmVWHG9Zn4cdpI6DXBNbfZiRcHtmDPK1cBAPSNJr3/8fJuuG94KpQKAQdPejZi/MQV6W631z89GgCgU118hwsNDXULwf3790dkZCT+9a9/4e9//zsAwGAwIC0tDWlpafjkk0/Qr18/DBgwABkZGQCA9PR0jBgxAosWLcLo0aPxwQcf4N5773UbtSYiIiJyCrYLAhtjOmpBiEaFEI0KgiC42jQqBUI0KmhbEXrPPtb5vAqF0MIjLpwgCFAoFDCZml8GLy0tDTfffDOeffZZt/b7778fn3/+OT777DMcP34c9957b5vXRkRERIGppMqEZz/PQ0mV95bZDRQMzgHMYrHAaDTCaDRi7969ePzxx1FbW4vx48e3+Jg//elP+Prrr7Ft2zZX2y233AK1Wo2HHnoIV1xxBbp06eKD6omIiCgQzFl1AP/dcgx/+XT3+Q9u5xicL1B0qAZa1blPn1alQHSoxms1fP/990hMTERiYiIGDRqErVu34pNPPsGoUaNafEzv3r1x5ZVX4sUXX3S1hYSE4Pbbb0dFRQXuu+8+r9VLREREgef2yzpjYJdoPDW2u9ylyI5znC9Qxyg9Vk8fdc51mqNDNV7b/GTx4sVNlpE7W+Ol9BpzruPc2HvvvYf33nuvLUojIiKidqR/SjT+99AQt+mrwYrB+SJ0jNJ7LRgTERER+QuGZgdO1SAiIiIiN5Ik4f7FW/HRxiMQbefeKTmYMDgTERERkZtVe07ip32lmPXdPlTWi3KX4zc4VYOIiIiI3IzpGY+/3ZAJ0SahQ7hW7nL8BoMzEREREblRKxW4e0gXucvwO5yqQUREREQAANFmb3FVLmJwJiIiIqLfzf/pIG59byN2H6+UuxS/xOBMRERERDCLNizZfAxbj1TgRAW3124O5zgTEREREXRqJVY+MRyfbT+Oq7MMcpfjlxiciYiIiAgAkBipx2Nj0uUuw29xqkaAmjx5MiZMmNCkfcaMGRAEocWvl19+GYBjy+7G7QkJCRg/fjwKCgp8/E6IiIhIbqdqLHKXEBAYnNuIKS8fRydNhikvX9Y6pk+fjpKSkiZfkydPRlRUFO68807XsRERESgpKUFxcTFWrlyJuro6XHvttWhoaJDxHRAREZEvbTtSjqH/+Al//2YPV9Q4D07VaCNVX32F+s2bUbViBfS9s2SrIywsDGFhYW5tH3/8MT766COsXLkS6eln/vwiCAIMBsccpsTERDz11FO4/vrrsX//fvTu3dundRMREZE8cvachGiTUNdghSAIcpfj1xicW2Cvrz/vMWJxCWyVlYAAVK9cCcDxb+SEGwCrFYrQMKg7dYRCpzvn8ypCQtqs7rNt374dDz74IP7xj3/gqquuavG4yspKLF26FACgVqu9Vg8RERH5l2ev6YUR6R2QnhB2/oODnKzBedasWfj888+xb98+6PV6DB06FK+99hp69OjhOkaSJLz88st4//33UVFRgUGDBuGf//wnMjMzvVrb/kv7X9DjbOXlOHLzRNftkIEDkfLRh67bh664EraKCrfH9Nq398KKPI/S0lLceOONuOmmmzB9+vQm91dVVSEsLAySJKH+90B//fXXo2fPnl6ph4iIiPzT8PQ4uUsICLLOcV67di2mTJmCTZs2IScnB1arFdnZ2airq3MdM3v2bMyZMwcLFizA1q1bYTAYMHbsWNTU1MhYuQcU8k4fF0UREydOREJCAv7v//6v2WPCw8ORm5uL7du3491330W3bt3w7rvv+rhSIiIiksOe4mqYRZvcZQQUWUecv//+e7fbixYtQnx8PLZv347LL78ckiRh7ty5eO6553DTTTcBAD744AMkJCRg6dKleOihh5o8p8VigcVy5srQ6upqAI4gKYqi27GiKEKSJNjtdtjtdrf70rdt9eg9mPftQ9Fddzdp77x0KbRp3QCFwu25u+asanLs2a/tCUmSXLU35/HHH8eBAwewZcsWaDSaJsfZ7XYoFAp07doVANC9e3eUlJTgtttuw5o1a8752na7YztOURShVCpbPM55vs8+7xSc2B/IiX2BGmN/kEd9gxWT/rMZaqUC/5nUH906hMpdkmx9oTWv51dznKuqqgAAMTExAIDCwkIYjUZkZ2e7jtFqtRg5ciQ2bNjQbHCeNWuWa8m1xlatWoWQs+YSq1QqGAwG1NbWXvBKEqL199/UBAGQJNe/9WYzRKvVcd/5nvv3cN+q1xVFWK1W1y8GjS1evBiLFi3CihUrEBER0ewxZrMZkiS53Xffffdhzpw5WLp0Ka677roWX7uhoQEmkwnr1q2D1fkezyEnJ8fDd0XBgP2BnNgXqDH2B986XgeIDUrYBaBg81rs96N11nzdF+o9uK7NyW+CsyRJmDZtGoYPH46sLMeqFEajEQCQkJDgdmxCQgKOHj3a7PM8++yzmDZtmut2dXU1kpOTkZ2djYiICLdjzWYzioqKEBYWBl2jC/haQ+ycjIq4OKgMBkTdfDMqP/sMVqMREZ2ToT7r9dqSWq1GfX09Dh8+7NZeVVWFp59+Gi+88AJ69+7dpDPo9XpERkZCp9NBEAS3cxIREYEHHngAs2fPxh133NHilbVmsxl6vR6XX375Oc+bKIrIycnB2LFjecEhsT+QC/sCNcb+IJ97RBuKKkxIj/ePiwLl6gvNDTC2xG+C82OPPYbdu3dj/fr1Te47O8BJktRiqNNqtdBqtU3a1Wp1k/8JNpsNgiBAoVBAcYFzkrVJSUhb/RMEtRqCICD69tsgiSIUGs0FPZ+nBEHAmjVr0L+/+0WMo0aNQkNDA1544QW88MILTR43adIkLF682PV+z37fU6dOxfz58/HZZ5/h1ltvbfa1FQoFBEFo9pw2x9PjKDiwP5AT+wI1xv7ge2q1GhkhFzZw6E2+7guteS2/CM6PP/44VqxYgXXr1qFTp06uducaw0ajEYmJia720tLSJqPQcmockgVBgODl0Aw4pmMsXrz4gh8/efJkTJ48uUl7586dOc+MiIionTp2uh7HK+oxNI2raFwIWWe0SJKExx57DJ9//jlWr16N1NRUt/tTU1NhMBjc5ro0NDRg7dq1GDp0qK/LJSIiIgpor32/D3f+32bM/fGA3KUEJFlHnKdMmYKlS5fiq6++Qnh4uGtOc2RkJPR6PQRBwNSpUzFz5kykp6cjPT0dM2fOREhIiNvW0URERER0bna7hA7hWmhUClyVaZC7nIAka3BeuHAhAMe83MYWLVrkmkbwl7/8BSaTCY8++qhrA5RVq1YhPDzcx9USERERBS6FQsCM6zPxxBXpiAn1/rTS9kjW4CxJ0nmPEQQBM2bMwIwZM7xfEBEREVE7x9B84fxo1T75eBLg6QyeLyIiosBhs0uYs2o/Tlab5S4l4AV1cHYuP9Kaha/pzPniskFERET+77Ptx/H26kOY8M9fYbW1frdiOsMvlqOTi1KpRFRUFEpLSwEAISEhLa4PTY6R5vr6epSWliIqKuqc220TERGRf0hPCEP/lGhcnWmAShnUY6YXLaiDM3BmrWhneKbzi4qKcp03IiIi8m/9Okfj04eHwM6Zlhct6IOzIAhITExEfHw8N/7wgFqt5kgzERFRgBEEAUr+Uf2iBX1wdlIqlQyERERE1G4sWH0QkSEa3D4wGWpO0WgTDM5ERERE7UxReT3m/XQQok1Ctw6hGNqNW2y3BQZnIiIionYmIUKH56/NwPajFQzNbYjBmYiIiKid0agUmDS0CyYN7SJ3Ke0KJ7wQERERtSPcqMx7GJyJiIiI2ol1B07htvc2YeexCrlLaZcYnImIiIjaibk/HsCWI+X4ZneJ3KW0SwzORERERO3EgjsvxR8GdcZjo9PkLqVd4sWBRERERO1EUpQer97YW+4y2i2OOBMREREFOLNok7uEoMDgTERERBTAqupFjJj9M175eg9MDQzQ3sTgTERERBTAVuaV4FSNBesPnYJGxWjnTZzjTERERBTA7hzUGckxeqiVCigVgtzltGsMzkREREQBbkR6B7lLCAoczyciIiIKQKU1Zl4U6GMMzkREREQB6C+f7sYVb67FpsOn5S4laHCqBhEREVGAOV1rwb6SGpTVWmCI0MldTtBgcCYiIiIKMLFhWvw8fRS2HilHl7hQucsJGpyqQURERBSA9BolLu/OiwJ9icGZiIiIKEA0WO3YzDnNsmFwJiIiIgoQH28+itve34Q/f7JL7lKCEoMzERERUYCoqGuASiGgb+couUsJSrw4kIiIiChATMvugZsu7YRO0Xq5SwlKDM5EREREAYSraMiHUzWIiIiI/NwXO4+jtNosdxlBj8GZiIiIyI8dKq3Bn/63CyNfXwNjFcOznDhVg4iIiMiPiTYJfZOj0CFcC0MkdwmUE4MzERERkR/rlRiBzx4ZiroGm9ylBD1O1SAiIiLyc4IgIEzL8U65MTgTERER+aGf95diyaajEG12uUuh3/FXFyIiIiI/I9rs+NvXe3C4rA6mBhsevLyr3CUROOJMRERE5JfuGZKC9Pgw3DGos9yl0O844kxERETkZ9RKBSYPS8U9Q7pAoRDkLod+xxFnIiIiIj/F0OxfGJyJiIiI/MSpGgsmL9qC3KJKuUuhZjA4ExEREfmJBasPYs3+U5ixogCSJMldDp2Fc5yJiIiIZHCi0oSKuga3tpE94lFUYcLYjAQUV5nRMUovU3XUHAZnIiIiIh87UWnCmDfWwGJtfo3m1ftKoVUpsHr6KIZnP8KpGkREREQ+VlHX0GJodrJY7U1GpEleDM5ERERERB5gcCYiIiIi8gCDMxERERGRBxiciYiIiIg8wOBMREREROQBBmciIiIiHzt2uk7uEugCMDgTERER+ZhGpTzvMVqVAtGhGh9UQ57iBihEREREPnZlRgJWTR2B0hoLokKaD8fRoRpufuJnGJyJiIiIfESSJAiCAADobohAd4PMBVGrcKoGERERkQ/UmEXcvHADft5fKncpdIEYnImIiIh84L21h7HjWCVe/CofFqtN7nLoAnCqBhEREZEPPDYmDXUNVozLSoTWg4sDyf/IOuK8bt06jB8/HklJSRAEAV9++aXb/ZMnT4YgCG5fgwcPlqdYIiIioougUyvx0vhMXJYaI3cpdIFkDc51dXW45JJLsGDBghaPufrqq1FSUuL6+vbbb31YIREREdGFkyQJGw6VyV0GtRFZp2qMGzcO48aNO+cxWq0WBoPnl5xaLBZYLBbX7erqagCAKIoQRfHCCqUL4jzfPO8EsD/QGewL1Fh77w8fbz6GGd/sw8RLO2LWjZlyl+PX5OoLrXk9v5/jvGbNGsTHxyMqKgojR47Eq6++ivj4+BaPnzVrFl5++eUm7atWrUJISIg3S6UW5OTkyF0C+RH2B3JiX6DG2mt/2HZCgAIK2MqP4dtvj8pdTkDwdV+or6/3+FhBkiTJi7V4TBAEfPHFF5gwYYKrbfny5QgLC0NKSgoKCwvxwgsvwGq1Yvv27dBqtc0+T3MjzsnJySgrK0NERIS33wY1IooicnJyMHbsWKjVarnLIZmxP5AT+wI1Fgz9Yb+xBunxYVAoBLlL8Wty9YXq6mrExcWhqqrqvFnRr0ecb7vtNtd/Z2VlYcCAAUhJScHKlStx0003NfsYrVbbbKhWq9Xt9hvS3/HcU2PsD+TEvkCNtef+kJXMiwFbw9d9oTWvFVDrOCcmJiIlJQUHDx6UuxQiIiKiZm0/WoEHPtiGUzWW8x9MASWggvPp06dRVFSExMREuUshIiIiasJul/DMZ7vx496TePsnDvS1N7IG59raWuTm5iI3NxcAUFhYiNzcXBw7dgy1tbWYPn06Nm7ciCNHjmDNmjUYP3484uLicOONN8pZNhEREVGzFAoBC+68FFf0jMefr+4hdznUxmSd47xt2zaMHj3adXvatGkAgEmTJmHhwoXIy8vDhx9+iMrKSiQmJmL06NFYvnw5wsPD5SqZiIiI6Jx6GMLx78kD5S6DvEDW4Dxq1Cica1GPH374wYfVEBEREV2YUzUWmEUbkmO49G17FlBznImIiIj8jSRJePqz3bhm3i/4cc9JucshL2JwJiIiIroINRYrqk0iLDY7R5zbOb9ex5mIiIjI30Xo1Fj+0BDknahCDwOvw2rPOOJMREREdJGUCgF9k6PkLoO8jMGZiIiI6AL88+dDWPxrIez2lhc6oPaFUzWIiIiIWunAyRrMyTkAm11CWnw4hqfHyV0S+QCDMxEREVErpceH4aXxGSg4Uc3QHEQYnImIiIhaSRAE3DOki9xlkI9xjjMRERGRh347VQurzS53GSQTBmciIiIiD5TVWnDbextx63sbUVptlrsckgGDMxEREZEHDpysgUW0o77Bhgi9Wu5ySAac40xERETkgaHd4vDd1BEwizbo1Eq5yyEZMDgTEREReahTNLfUDmacqkFERETUAqvNjr98ugt7S6rlLoX8AIMzERERUQv+b30h/rftOO7+92aYRZvc5ZDMOFWDiIiIqAUT+3fCtiPluK5PEuc1E4MzERERUUviwrT41z0D5C6D/ASnahARERGdpai83vXfgiBAEAQZqyF/weBMRERE1MjqfScx6o01mLNqPyRJkrsc8iMMzkRERESN/HroNGx2CTUWK0eayQ3nOBMRERE18sJ1GRjcNRYj0uPkLoX8DIMzERER0VnGZiTIXQL5IU7VICIioqB37HQ9Xl25h2s10zlxxJmIiIiCmiRJmPa/XGw7WoEqk4jZEy+RuyTyU60ecZ48eTLWrVvnjVqIiIiIfE4QBDw2Jg3dOoTiiSvS5S6H/Firg3NNTQ2ys7ORnp6OmTNn4sSJE96oi4iIiMhnRvWIR85TI9EpOkTuUsiPtTo4f/bZZzhx4gQee+wxfPLJJ+jSpQvGjRuHTz/9FKIoeqNGIiIiojZnarCh2nwmuygUXHqOzu2CLg6MjY3Fk08+iZ07d2LLli1IS0vD3XffjaSkJDz11FM4ePBgW9dJRERE1KZmfbcX4+b+gm1HyuUuhQLERa2qUVJSglWrVmHVqlVQKpW45pprUFBQgIyMDLz11lttVSMRERFRm6q1WLFm/ymcqDShvoEraZBnWr2qhiiKWLFiBRYtWoRVq1ahT58+eOqpp/CHP/wB4eHhAIBly5bhkUcewVNPPdXmBRMRERFdrDCtCt8+OQI/7T2Jy7t3kLscChCtDs6JiYmw2+244447sGXLFvTt27fJMVdddRWioqLaoDwiIiIi7wjTqnBD345yl0EBpNXB+a233sItt9wCnU7X4jHR0dEoLCy8qMKIiIiI2to3u4sRolFiTE/uDEit1+rgfPfdd3ujDiIiIiKvOl5Rj2c+y0OtxYrF9w7EqB7xcpdEAYY7BxIREVFQiAvT4vaBydh9ogoj0jmvmVqPwZmIiIiCgk6txPPXZUC02aHkms10AS5qOToiIiIif1dlct+gTa1k/KELw55DRERE7ZZZtOHmhRvw+H93oqqeOxzTxeFUDSIiImq3NheWo7CsDlUmETZJkrscCnAMzkRERNRujezeAZ89MhT1DVbEhGrkLocCHIMzERERtWt9k6PkLoHaCc5xJiIionZFkiS8t/Y3lNaY5S6F2hkGZyIiImpXvth5ArO+24fr3l6P+gar3OVQO8KpGkRERNSuZHWMREZiBMZlGRCiYdShtsPeRERERO1K94RwfDllGLjHCbU1TtUgIiKidqHxtAyNSgEVNzqhNsYeRURERAFvT3E1hv1jNT7ZVgSJ6zWTlzA4ExERUcD7cOMRVNSLyNlzUu5SqB3jHGciIiIKeK/e2Btp8WG4sV9HCAInN5N3MDgTERFRwFMqBDwwoqvcZVA7x6kaREREFJCq6kUs2XQUdjvnNJNvcMSZiIiIAtLzX+Xj613FKCiuwqyb+shdDgUBjjgTERFRwJEkCYNSYxCuVeG2gZ3lLoeCBEeciYiIKOAIgoC7Bqfg+r5JiNCp5S6HggRHnImIiChg2O0SrDa76zZDM/kSgzMREREFjH+vL8TEdzeisKxO7lIoCDE4ExERUUCob7DivXWHkVtUiU2HT8tdDgUhWYPzunXrMH78eCQlJUEQBHz55Zdu90uShBkzZiApKQl6vR6jRo1CQUGBPMUSERGRrEI0Kqx4bBievCIdtw9MlrscamObjZsxr3oeNhs3y11Ki2QNznV1dbjkkkuwYMGCZu+fPXs25syZgwULFmDr1q0wGAwYO3YsampqfFwpERER+YOkKD2eGtuduwO2M5IkYX7ufJyyn8L83PmQJP9cm1vWVTXGjRuHcePGNXufJEmYO3cunnvuOdx0000AgA8++AAJCQlYunQpHnroIV+WSkRERDLZfrQcerUKGUkRcpdCXrKheAP2lO8BAOwp34MNxRswrOMwmatqym+XoyssLITRaER2drarTavVYuTIkdiwYUOLwdliscBisbhuV1dXAwBEUYQoit4tmtw4zzfPOwHsD3QG+wI1dr7+UG0S8djSnSirteC9u/phRFqcL8sjH5AkCW/veBsKQQG7ZIdCUODtHW9jYIeBPvnLQms+i/w2OBuNRgBAQkKCW3tCQgKOHj3a4uNmzZqFl19+uUn7qlWrEBIS0rZFkkdycnLkLoH8CPsDObEvUGMt9Yc6EYhTKCCqBZTt3YJvD/i4MPK6g+JB7Knb47ptl+zYU74Hb694G+nqdK+/fn19vcfH+m1wdjr7Nw1Jks7528ezzz6LadOmuW5XV1cjOTkZ2dnZiIjgn3h8SRRF5OTkYOzYsVCruc5msGN/ICf2BWrMk/4wUZJQXteA2DCtj6sjb5MkCUt/WApFvWO02UkhKLBVuxVPXPWE10ednbMTPOG3wdlgMABwjDwnJia62ktLS5uMQjem1Wqh1Tb9xlKr1fyAlgnPPTXG/kBO7AvU2Nn9wWaXoFScCUwGjUaOssjLfj3xq2tuc2POUeetp7Z6fa5zaz6H/HYd59TUVBgMBrc/3TQ0NGDt2rUYOnSojJURERGRN9ntEu5dvBWv/7APDVb7+R9AAUmSJMzfOR8Cmh9RFiBg/k7/WmFD1hHn2tpaHDp0yHW7sLAQubm5iImJQefOnTF16lTMnDkT6enpSE9Px8yZMxESEoI777xTxqqJiIjIm9YdPIV1B05ha2E5bumfjC5xoXKXRF4g2kUY64yQ0HwwliDBWGeEaBehUfrHXxxkDc7btm3D6NGjXbedc5MnTZqExYsX4y9/+QtMJhMeffRRVFRUYNCgQVi1ahXCw8PlKpmIiIi8bFSPeLzzh0tR32BjaG7HNEoNll23DOXmcgCA1WrFr+t/xbDhw6BSOSJqjC7Gb0IzIHNwHjVq1DmH3wVBwIwZMzBjxgzfFUVERESyu6Z34vkPooBnCDXAEOq4rk0URRSqCtErppffXv/gt3OciYiIKLisKjDC1GCTuwyiFvntqhpERETUPp2oNKGirgGA48/zRbXAsq1FeGHFXnSM0mHR5IHobuASsuR/GJyJiIjIZ05UmjDmjTWwuK2WoQLy9v5+vxnjF/yK1dNHoWOUXp4iZbCxeCP+seUfeOayZzAkaYjc5VALOFWDiIiIfKairuGs0NyUxWp3jUgHA0mSMG/HPByuOox5O+b51fJr5I7BmYiIiEhGG4o3oOB0AQCg4HQBNhRvkLkiagmDMxEREZFMnJuAKARHJFMICr/b9IPOYHAmIiIikolztNkuOaav2CU7R539GIMzERERkQzOHm124qiz/2JwJiIiIp+xWLlOs9PZo81OHHX2XwzORERE5BNF5fV49OMdcpfhF5yjzQKEZu8XIHDU2Q8xOBMREZFPfLKtCCerLS1ExTO0KgWiQzU+qUkuol2Esc4ICc0HYwkSjHVGiHbRx5XRuXADFCIiIvKJqVd2h0qpwMjuHaBUOOKz1WrF+vXrMXz4cKhUjlgSHapp95ufaJQaLLtuGcrN5S0eE6OLgUbZvn+BCDQMzkREROQ1NWYRYVoVBEGAQiHgiSvS3e4XRRFHw4DMpAio1WqZqpSHIdQAQ6hB7jKoFThVg4iIiLyirNaCG9/ZgJnf7uVcXWoXGJyJiIjIK349VIZDpbX4elcJTgfRFtrUfnGqBpGXmfLyUfrGG4ifPh363llyl0NE5DM39O0Iq01Cv85RiAvTNnvMZuNmzKueh1hjLIYnD/dxhUStwxFnIi+r+uor1G/ejKoVK+QuhYjI66rNottazTf374SuHcKaPVaSJMzPnY9T9lOYn8ul18j/MTgTeYF44gRM+QUwFRSg+ttvAQDVK1fCVFAAU34BxBMnZK6QiKjt1ZhFTPrPFvzxw+0wi+ff6GRD8QbsKd8DANhTvocbfpDf41QNIi84dMWVTdps5eU4cvNE1+1e+/b6siQiIq87WFqLvSXV0KmVOF5hQlp88yPNgPt203bJ7tpmemjSUAjC+VZ6JpIHR5yJvCDp9dmAUtni/eqUFBhfnYmqr76C5fBhSHZ7i8cSEQWKSztHY/G9l2HJ/YPOGZqBpttNc5tpCgQccSbygsjx46Hp2tVthLkx8ehRVHz0ESp+v60IDYUuIwO63r2hz8qELisL6uRkjroQkd8zizbUWayI/f3iv8FdY8/7mLNHm5046kz+jsGZyNsEAZAk178d334bksUMU14ezPkFMO/ZA3tdHeq3bkX91q2uh3X65wKEX3EFAMBaVgZJFKEyGPjDhIj8hlm04Y8fbceJinr898HBiI/QefQ452jz2RqPOg/rOKytyyW6aAzORF6iio2FMi4OaoMBURMnovLTTyEajdD36Q21wYDI8eMBAJLVCstvh2HOz4e5IB+mvHxY9u2DLjPT9VwVy5ejbP4CRN1+GxJnzHA8zmaDraICqrg4Od4eERFO1zXg0MkaVNSLKKqo9yg4O0ebBQiQ0HQVDQECR53JbzE4E3mJ2mBA2uqfIKjVEAQBUbfdCkkUodBo3I4TVCroenSHrkd34OabAABSQwPQaOtZW2UVoFRC27Wrq63h8GEcHn89VAYDdFmZ0Gf1hi4rC7rMDKiio33zJokoqHWM0mP5Q0NwotKE/ikxHj1GtIsw1hmbDc0AIEGCsc4I0S5Co9Q0ewyRXBicibyocUgWBAGCxrMfAmcfZ3jur4j/0zTAdmZ5J0thISAIsBqNqDUaUfvjT6771J06Qdc7C/qsLOgys6DLyoQy7NwX6hARecJqs+N4hQld4kIBAMkxIUiOCfH48RqlBsuuW4Zyc7nj+axW/Lr+VwwbPgwqlSOWxOhiGJrJLzE4EwUIhc79T6AR2dkI27YV5r17YcrLd0z1yM9Hw9GjEI8fh3j8OGq++951vCY1Ffo+vZE4axYEBRfUIaLWs9kl/OmTXViz/xSW3D8IvTtFXtDzGEINMIQaAACiKKJQVYheMb2gbvSXNiJ/xOBMFMAUoaEIGTAAIQMGuNpsVVUw79kDU34+zL8HarG4GA2FhYBS4Raai595FlAoEPvgA9CmpsrxFogogJhFG4rK61FnseJktRm9cWHBmShQMTgTtTPKyEiEDhmC0CFDXG3W8nKY8/Mdc6d/J1mtqP7+e0hmM2IfeMDVXvXNStRv3fr7vOksaNPSIHAUiIgAhGpV+PD+QdhVVIlhabwwmYIPgzNREFDFxCDs8svdGyUJHee8CXPBHmi6pLiaa3/+GdUrVwLLHbcFrRa6nj0dFx5mZUHfOwua1FQI59jghYjaD0mSUFBcjayOjtHlMK2KoZmCFoMzUZAS1GqEjxmD8DFj3Nojb7wR6qREx1SP/ALYa2pg2rULpl27zjw2JAS6jF7QZ2ZB17s3Qvr1hbpjx3O+nrmgAJ3efx/mlBSo+/b1xlsiCigbizfiH1v+gWcuewZDkoac/wEykCQJM1YUYMnmY5h7W1+MvyRJ7pKIZMXgTERuwoYPQ9hwx8YDkt0O8dgxmPILYM7Lg6kgH+Y9eyHV18O0bTtM27YDAGImTULCs88AAOx1daj9ZT30vbPcwnTNiq8R8tth1Hz9NcIZnCnISZKEeTvm4XDVYczbMQ+DEwf75ZrFdgmotdhgs0swibbzP4ConWNwJqIWCQoFNF26QNOlCyKvuxaAY+OVhsOHHWE6Px+m/Dzo+/VzPcaUX4ATU6dCnZSElI8+hLWiEhCAmm++AQDUfvc9TDfdBEiAKjrqvCPVRO1R453z/HmnPKVCwOsT++CWAZ082kqbqL1jcCaiVhGUSmjT06FNTwdunNDkfkkUoc3oBW2XVBy64som99vKy3Hk5omu2+kbfoUqxrONE4jaA+fOeQpBAbtkh0JQ+N1OeRt+K8OQrrEQBAEKhcDQTPQ7BmcialPOqR6SJCFs9CjHkne2lv/Ee3DoMKiTkqDr3du1kocuMxPKiAjfFU3kQ41HmwHALtn9atR5/k8H8WbOATw2Og3Tr+ohdzlEfoXBmYi8QhAERI4fD03Xrm4jzE6hI0ZALCpCw5EjEIuLIRYXo+aHH1z3a1JS0PHtedD1cPzgliTJb0bjiC7U2aPNTv406qzXOFbMidAzIhCdjd8VROQbggBIkuvfDlOfhD4zE7aaGpgL9sCcn+eaNy0eP46Go0ehio93PfzUvHmo/eknxNx7H6JuulHGN0J04c4ebXbyp1HnB0Z0xaDU2AveFZCoPWNwJiKvUsXGQhkXB1VCAo51747OBw7AevIkVLGOOZPK8HCEDh6E0MGDXI+xVlTAsv8AVNHRrjbz7t2wHDwEySq62kwFBSh5/gXH9I6sLOiyMqFLT4eg0fjuDRJ5yDnaLECABKnJ/QIE2UadV+87iRHpHaBWOnYWZWgmah6DMxF5ldpgQNrqn2AFkPfdd+j08gyoACjOEW5V0dFQNQrSAJD02msw5eVDl9HL1WbevRuWvXth2bsX+OQTAICg0UDbsyf0WZnQZTnmTWu7deOGLSQ70S7CWGdsNjQDgAQJxjojRLsIjdJ3v/x9vPkonvsiH1f2SsC7d10K1e/hmYiaYnAmIq9TaDQQRMdIsSAIUFzAFt6qDh0QPma0W1t4djaUsbEw5xe4pnrYq6th3r0b5t27AfzX8Zp6PXS9ekHfOwv6vn0RMW7cRb8notbSKDVYdt0ylJvLWzwmRhfj09AMAB2j9NCoFOjWIRRKBa8jIDoXBmciCliq2FhEZGcjIjsbgONP4WJREUx5eb+H6XyYCwpgr6+HaccOmHbsgG77DrfgfHrxYqgNBoQOHwFlWKhcb4WChCHUAEOoQe4y3IzqEY/vnhyBrnGhsl+YSOTvGJyJqN0QBAGazp2h6dwZkdc22rDlyBHHZi15+VAnndky2G42o/SNNwGrFWmrf3IF57rNW2CvqYaud2+o4uMZJqjd+WnvSfTrHI2YUMfodrcOYTJXRBQYGJyJqF0TlEpou3WDtls3RN5wg9t9dpMJUTffjIZjR6FKTHS1l3/0IWp//AkAoOwQB31WozWms7JcFzYSBaLv842YsnQH0jqE4X8PD0GkvvVTp4iCFYMzEQUtVXQ0El+e0aRdm5oKsXt3WA4dgu1UGWp//hm1P/985nFJidBnZkHXu7fjIsTMTCgjPVuFwJSXj9I33kD89OnQ985qq7cSUDYbN2Ne9TzEGmMxPHm43OUEnbT4MMSGatCnUyTCtYwBRK3B7xgiorPE/+lPiP/Tn2A3mWDeu88xzSPfMW+6obAQ1uIS1BSXoCYn58xj/jwdsfffDwCwNzRAahCbnTNd9dVXqN+8GVUrVgRlcJYkCfNz5+OU/RTm587HsE7DOBXGx9Liw/DVY8MQH66DghcDErUKgzMRUQsUej1CLu2HkEv7udpstbW/b9iSD3OBY960WFQETUqK65j6jRtR9PAjCBs5EsnvLoR44gSsFZWAzYrqb78FAFSvXInICTcAEqCKjoK6Y0dfvz1ZbCjegD3lewAAe8r3+MWGH8Hgl4OnEB+uQw9DOAAgMVIvc0VEgYnBmYioFZRhYQgddBlCB13marNVVkLQ6Vy3Lb8dBiQJighHSDl0xZVNnsdWXu62FXmvfXu9WLV/OHu7aX/aZro923akHA98sA2hWhU+e2QoUuO4egzRheIq50REF0kZFQVFo+Ace9+9SF//Czo88SQAIOn12cA5NmBRd+qEkpdfRuVnn8G8fz8kq9XrNcvBud20XbIDcN9mmrwnLT4MPQzhuLRzFDpGcaSZ6GJwxJmIyAtUcXGu/44cPx6a1K44MnFis8eKx4+j8r/LUPn7bUGng65XL+h6ZyHu4YehionxfsFedvZosxNHnb0vKkSDJQ8MglalgEbF8TKii8HgTETkC85MKAiAJLn+7fTOPyFZLDDl58Oc9/uGLXV1MO3cCdOuXYh/8knXU5R//DHE4ycQcd210GdmyvM+LpBztPlsjUedOde57ew4VoGKugZc0SsBABCh45JzRG2BwZmIyAdUsbFQxsVBbTAgauJEVH76KUSjEbqMDKgNBtduhpLdjoYjR2EuyId4ohiK0DPzUau/WQnTzp3QZfRyBWfz/v2oXvktdL2zoM/Kgspg8LuRW+doswABEqQm9wsQOOrchn47VYtJ/94Cs9WGD+8bhCHduO44UVthcCYi8gG1wYC01T9BUKshCAKibrsVkihCodG4HScoFNB2TYW2a2qT54i+805oe/aAvm9fV1vdho04/f77rtvKuDjoMzOhy8pybNrSu7fbtBE5iHYRxjpjs6EZACRIMNYZIdpFaJSaZo8hz6XEhGBUz3icrDbjkmTP1hcnIs8wOBMR+UjjkCwIAgRN60Ji5PjrEDn+Orc2Xc8eiLplIkx5+bAcPAhbWRlq165F7dq1rmNUBgP0vbOgy3TsfKjPyoQyKuqi3ktraJQaLLtuGcrN5QAAq9WKX9f/imHDh0GlcvwYitHFMDS3EZVSgbm39YXFakOIhj/midoSv6OIiAJY6JAhCB0yBABgN5th2bcPprx8x6YtBflo+O0wrEYjaoxG1OT8CADQD+iPLkuWuJ7DlJsLTVoalGFhXqvTEGqAIdQAABBFEYWqQvSK6QW1mnNv28LBkzX45WAZ7hvu+EuFUiEwNBN5Ab+riIjaCYVOB33fvm5TOWy1dbDs3QNTfoFj05b8fOh792l0fy2O3H4HIAjovnGDayRaLCmBMjISipAQH78Laq2Kugbc8a/NKKu1QK9R4o7LOstdElG7xeBMRNSOKcNCETJwIEIGDnS1SfYzy8FZS0qgTkpyHNto+kbJc8+jbtMmaNPSHNM7ejumeWh79GgyL5vkFR2qwb3DuuCb3SUYl2WQuxyido3B2QskuwRLYRXsNQ1QhGugTY2EoAiuK8Ulu4SGwipEl2nQUFgFVVps0J0DgH3Bif3BwV/6g6A4s5avNj0daat/gr2uzu0Y66lSwG6H5cABWA4cQNXnnzvuUKuh697d7eJDbbduEDyccsG+4NDWfWHK6DTcPzwVOnXLG+34I/YHB3/5bJBToPQFQZKk5i9z9gMzZszAyy+/7NaWkJAAo9Ho8XNUV1cjMjISVVVViIiIaOsSmzDll6Hy699gq2pwtSkjNYga3w36LHmvbPcVngMHngcHngcH53nYJu7GQsP/8IjxVgxQ9/Hr8yCePOmYK52fD3N+Acx5ebBVVjY5TtBqoevZE3GPP46w4S2vxew8Bw1HDsBS8Bm0mTdD06W7X58Db2iL74njFfVY/OsRPDOuJ1TKwNzUhJ8NDjwP8p+D1mRFv/9uy8zMRElJiesrLy9P7pJaZMovw+kle93+xwOAraoBp5fshSm/TKbKfIfnwIHnwYHnwcF5HqxVFiyK/wpFWiMWxX8Fa5XFr8+DOiEB4Vdcgfgnn0Tnf72P9I0b0O3HH9Fx7lzEPvgAQgYPhiI83LGBy65dbo+t+flnHL3rbpR/+CEA974gFm2CrWy/498g7QsX8z0h2uyY9J8t+L/1hXjt+33eKtWr+NngwPMQeOfA76dqqFQqGAz+P2dLskuo/Pq3cx5TseI3aNKi/PJPD21BskuoWBHc5wDgeXDieXBofB52hO7FQf1RAMBB/VHsCN2L/nUZAXUeVPEGhI0xIGzMlQAc86XFoiKYCwqg7ZUJe4MNAFC/bTvqt22DuksqbGYrTi/dDOvpU7Dk/w/26hMAAPH4ZqiSh0AQgNNLq5H44lUBcQ4uVFt9TygBPD22B17POYB7B6W4znmg4GeDA8+DZ+eg8uvD0GX4z7QNv5+q8frrryMyMhJarRaDBg3CzJkz0bVr1xYfY7FYYLFYXLerq6uRnJyMsrIyr07VaCisQsV/9nrt+YkosEmQ8GSX2fhNdwx2QYJCEtDN3BnzjvwFAvzjB0Jbstedgu30QQih8VDFpqHmyz+e9zH6QVOgiE6BQhfl/QLbASskqNph3yE6W/R9vaBJ9d5mPtXV1YiLi/NoqoZfjzgPGjQIH374Ibp3746TJ0/i73//O4YOHYqCggLExja/heisWbOazIsGgFWrViHEi8sqRZdp0BXeWwOViAJb49FmALALktuoc3ujCO0ARWgH121d//th3rEIkOwtPsa0+Z8AAEEXBWVUChTRXaCM6gJlhx4QFH7948rrKmDHAljwJHSI+D0sMzRTsNj+y1ZU7G04/4EXqL6+3uNj/XrE+Wx1dXXo1q0b/vKXv2DatGnNHuPvI85Rd/eApov3L1KUQ8ORalR+tP+8x7XncwDwPDjxPDg0HKlGxUf73EabnRqPOkff3bPdngdnX7BVHkX9mleb3K9OuxpSQzUElEA8fhRotFwe1Gp0Xbfetcti/YZfAZUausxMKEJDffUW2sTFfE9MXrITGwrLMTo9Du/dfom3SvQJfjY48Dx4fg444nyBQkND0bt3bxw8eLDFY7RaLbRabZN2tVrt1R2qVGmxqI7UNJnc3pgyUovQXh38Zp5OW1P30qImsjCozwHA8+DE8+Cg7qXFz/Ffu402OzlHnXPjD+G6XiPa7Xlw9YVKZ4sAQHL9q+7UH5qU7jA8PRCS2QTz3r2/r+ZRAEkUoY0+84Ps+MJ/wrJnLzq+PQ8R2dkAgIbjx2E1GqHr1cuvw/TFfE+8dEMWpi7PxfPXZ0ITqvN2qV7FzwYHngfPz0GIl5ema00+9PtVNRqzWCzYu3cvEhMT5S6lCUEhIGp8t3MeEzW+a7vt/ADPgRPPgwPPw+8E4KPk7yBIzb9PQRLwUfK3aM9/dXf2BUEbAUEbAUVUZ2gv+QMUUZ1dbc6+oAgJQUj//oiZNAkdX5+NTnPfcj2PJEnQdu0GdadO0Gdludqrv/4aR++6G/sHXobD48ej+JlnUf7xxzDt2gV7o79Ayu1ivid6GMKx8vHh6NYh8KcE8rPBgechMM+BX0/VmD59OsaPH4/OnTujtLQUf//737F27Vrk5eUhJSXFo+fwj3WctYga3zXI12MMrnMA8Dw4Bft5aLA1IPvTbJw2n27xmFhdLFZNXAWNsn3vyGfKL0PFl/tgq7FDEARIkgRluBLRE3pcVF8oe+99VCxdCuvJk03vVKmg7Z4OfWaWawdEbXq6xxu2eIMn3xO1Fiv+/Mku/Cm7B9LiAz8sNyfYPxuceB7kPwetyYp+HZxvv/12rFu3DmVlZejQoQMGDx6Mv/3tb8jI8PxCGl8HZ4A7AAGOc1B/6DS2/7IV/UcM9PqfWfwV+4JDsPcHY50R5eZySHYJYnEt7HUiFKFqqJPCICgExOhiYAj1/2U324I3+4JYWurYqCU/H6aCfJjz8mErL29ynKDRIOr222D461/P1GWzQVD6bte98302PPv5bvx3SxHS4sPww9TLoWyn3y/B/tngxJ8V8vaF1mRFv57jvGzZMrlLuCCCQoCuW5TcZchKUAjQpEaiYm8DNEH4AeDEvuAQ7P3BEGo4E4w7nPvY9s6bfUEdHw/1mHiEjxkNwDG1w1pS4tj5MC8f5gLHvGl7dbXbXGhrWRkOZV8FfUYGOi9eBEHl/R+N5/tsmJ7dA4dP1eH5azPabWgG+NngxJ8VgdMX/Do4ExERXShBEKBOSoI6Kcl1IaEkSRCLilyrdACAuaAAUn09rOXlbqG56KGHYTebocvKhL53b+iysqDu2BGC4P0f6LFhWiz742CfvBYReY7BmcgLTlSaUFHX8lXC0aEadIzS+7AiIgIcYVrTubNbW+jw4ei68hvYKitdbZLNhrotWyCZTKjfvNnVroyKgi4ryz1MJyR4/PotfTY02Gx444cDmNi/E266tJOrViLyLwzORG3sRKUJY95YA4u15Y0etCoFVk8fFVThebNxM+ZVz0OsMRbDk4fLXQ6Ri6BUQtvtrCv7BQFd/rv092Xxfp/qceAAbJWVqFu/HnXr17sOVXXo4ArTkddfD01ycrOvc/ZnQ3pFEe4r+Ab/ybwOB6Mdj9nw22lkJUWgu6F9rttLFOgYnInaWEVdwzlDMwBYrHZU1DUETXCWJAnzc+fjlP0U5ufOx7BOwziaRn5NUCig69kTup49ETVxIgDA3tAAy/4DMOfnOcJ0fgEshw7BeuoUan/+GbU//4zQQYNcwbluyxaYcnchdMhg6Hv3bvLZcEXRdvQt+w1jira7gjMANNj89pp9oqDH4ExEXreheAP2lO8BAOwp34MNxRswrOMwmasiah2FRgN9b8eSdtG/t9lNJpj37vt9ZDoPul69XMfX5PyIio8+gvWeu6Hv3RsAkFxtxLgjm3AswoCRx3cCAEYez8WPnQdAAFCtCfHxuyKi1mBwJiKvkiQJ83fOh0JQwC7ZoRAUmL9zPoYmDeWoMwU8hV6PkEv7IeTSfk3u0/e9BLbTZQgdPMTV9v7qN1z/7RxXjmqoxYI1c13ttqev91a5RHSRAmrnQCIKPBuKN6DgdAHskuNP1HbJjoLTBdhQvEHmyoi8K/Laa9FxzhzX8ngA8FGPbDgnawhn/WsVFJjd/05flkhErcTgTERe03i0uTHnqLMf779E1ObMog1Le2XjiVFTm71/6sgn8HPypb4tiohahcGZSCZv/3QQ+4zVcpfhVWePNjtx1JmCSY1ZxHNf5OGx/+50a7f/PtZsB6csEQUKBmcimazacxJ3/d9mmEWb3KV4hXO0WWghFAgQOOpMQUEhCFi9rxTGKjMAoEobhnJtOA5GdcLbl9yMg1GdUK4NR5U2TOZKieh8eHEgURuLDtVAq1Kcc0k6jVKBIV1jMa63ATq10ofV+Y5oF2GsM0JC88FYggRjnRGiXYRGqWn2GKJAZawywxCpAwCEalWYPbEPKutFTP9kF8r0UZic/RxEhRIQBHzXZTDUdhtEpQpalQLRofx+IPJXDM5EbaxjlB6rp4/yaOfAxqOtu49X4u2fDuKl8ZlIjgn8Jak0Sg2WXbcM5eZyAIDVasWv63/FsOHDoPp9W+MYXQxDM7UrkiRhTs4BvLv2NyyafBmGp8cBAEakdwAAXJoSzV1FiQIYgzORF3SM0nv0w6/xcmyvfL0H245WIFKvwZu3XuLN8nzGEGqAIdQAABBFEYWqQvSK6QW1Wi1zZUTeIQgCasxWiDYJP+496QrOTp5+NhCRf2JwJvITr03sg9e+24enx/VwtdntEhQKXjhE5M9OVJqgUykQG6YFAEzL7o7haXG4MiNB5sqIqK3x4kAiP9GtQxjev2cA4sN1rraZ3+7FU8tzcarGImNlRNSSL3eewJVvrsWr3+51tUXo1AzNRO0UgzORnyqtNuODjUfwxc4TKCiukrscImpGSmwIzFYbjleYYLG2zxVyiOgMBmciL9tYvBE3fHkDNhZvbNXj4iN0+PThoXh8TBpG9Yh3tZsa+MOZSC7ldQ3YUljuut2vczQ+fXgolv9xMLSq9rlCDhGdweBM5EWSJGHejnk4XHUY83bMa/WaxZckR+FP2WfmPNc3WJE9dy1e+ioftRZrW5dLROewt6QaY95cg4eXbHdbGaN/SrTbhb5E1H4xOBN5kXPnPABtslNezp6TKCo34ce9peA1g0S+lRYfhoRwHRIidDh9jiXliKj94qoaRF7i3DlPIShgl+xQCArM3zkfQ5OGXvDo1A19OyI21HHlfojmzLfvyWozEiJ0LT2MiC5ArcWKz3ccx92DUyAIAtRKBRbdOxDx4VqolBx3IgpG/M4n8hLnaLNdcuwgaJfsbTLqPDw9zm1t2DX7SzHitZ8x78eDF/W8RHSGaLPjurd/wYtfFeCr3GJXe1KUnqGZKIjxu5/ICxqPNjfmHHVu7Vznc8nZcxINNjuqzWKbPSdRsFMrFZjYvxM6x4SgQ7hW7nKIyE9wqgaRFzSe29xY41HnYR2Htclr/X1CFkakd3AbhS6rtUC02ZEYyR3KiDxhsdrw/trDuL5vElJiQwEAf7y8Gx4Y0RU6NVfLICIHjjgTtTHnaLOA5ucxCxDadNRZEARcnWVAmPbM78F/+2YPrnxzLVbsKj7HI4nI6cUvC/BmzgG8+FWB63tTo1IwNBORGwZnojYm2kUY64yQ0HwwliDBWGeEaPfO1Aqz6NiMoV60oUtsiFdeg6i9eWhkV3SM0uOmSzvKXQoR+TFO1SBqYxqlBsuuW4Zyc3mLx8ToYqBRarzy+jq1Ep88NAQ7iyrQp1OUq31LYTm6J4QhKsQ7r0sUKGx2CUs2HQUATBraBQDQtUMY1v55FC/8I6JzYnAm8gJDqAGGUINsr69QCOifEuO6fbrWggc/3AalQsCyPw5G94Rw2WojktuPe0/ipRUF0KkVGJuRgKQox7UADM1EdD4MzkRBoLyuAYYIHRQKAV3jQuUuh0hW2RkJyM5IwIjuHbj+ORG1CoMzURBITwjHN08Mx6kai2tUTZIkfLTpKCb27+S2mQpReyJJEr7KLcZnO45j0eSBUCkVEAQB798zQO7SiCgA8e9S5DWbjZsxr3oeNhs3y10KwbEurfNP0gDw2Y4TePGrAly/4FdYbXYZKyPynmqTFTO+LsAvB8vwyfbjcpdDRAGOw0zkFZIkYX7ufJyyn8L83PkY1mnYBW8zTd7RIVyLTtF6TOzfiXM7qV2x2SUoFY7Pm8gQNV64NgPGajNuvrSTzJURUaDjT0vyig3FG7CnfA8AYE/5noveZpra3sjuHZDz1EjcNyzV1fbbqVq8s+YQGqwcgabAtHrfSYx5cw12FVW62m7u3wlTRqdBo+KPPCK6OPwUoTZ39nbT3thmmtqGXqN0hQlJkvDiV/mY/f1+vPJN010PiQLBitxiHD1dj/mrD8ldChG1Q5yqQW3u7O2mvbHNNHnHzZd2wpGyevxxRDe5SyHyiGizw2qToNc4dvh77toMJEXpMWV0msyVEVF7xBFnalNnjzY7cdTZ/wmCgJsu7YS1fx6Fzo12HPz3+kIs2XQUdjv/35F/yS2qxPj56/H6D/tdbR3CtfjL1T0RquW4EBG1PQZnalPO0Wa75D5HtvGoM/m3xhcKFpXXY/b3+/D8l/lYc6BUxqqImqoyidhnrMGKXcWotVjlLoeIggCDM7UZ52izgOZXzxAgcNQ5wCRG6vDsuJ64OtOA0T3i5S6HgpzdLuFEpcl1e2T3Dnj1xizkPHU5wjjCTEQ+wOBMbUa0izDWGSGh+WAsQYKxzgjRLvq4MrpQKqUCk4el4t27+7uWE2yw2nH3vzfj613F/CWIfKa40oRb39uIW9/diPqGM6PLfxiUguhQjYyVEVEw4a/o1GY0Sg2WXbcM5eZyAIDVasWv63/FsOHDoFI5ulqMLgYaJX/IBbLlW4/hl4NlKCiuxsgeHRChU8tdEgWB6BANSqrMqKhvQN7xKgzqGit3SUQUhBicqU0ZQg0whBoAAKIoolBViF4xvaBWM1y1F7cMSEZ5nYiU2BC30Nx40wmiiyVJEnYcq0T/lGgAjqUTF9zZDwkROrcdMImIfIlTNYioVXRqJZ68Mh0T+nV0tW0/WoGxc9Zi7YFTMlZG7YXdLuGPH23HzQs34Of9Zy5K7dc5mqGZiGTFEWciumjzVx/E4bI6fL2rGCO7d3C1n6g0oaKuAYBj6k5RLVBQXO2auhMdqkFHBqGg0Jq+oFAISIkJgVop4GhZHdBDtrKJiNwwOHvJxuKN+MeWf+CZy57BkKQhcpdD5FXz7+iHf/78Gx4c0Wj77tJaXPP2L7C4bd+twht5m1y3tCoFVk8fxfDczp2oNGHMG2vO2RfUSgGfPTwUfZKjAABPje2O2y/rjLT4MN8WS0R0Dpyq4QWSJGHejnk4XHUY83bM48oD1O6F69R4ZlxPxIZpXW1zcvafFZSasljtrlFIar8q6hrO2xdEm4Q3Vp3ZyCRUq2JoJiK/w+DsBY23nOamHxSMqs0ifjlYJncZFGDCdSrYuEMlEfkxBuc2dvaW09xqmoJRhE6Nd/5wqdxlUIB5ZFQaV2YhIr/G4NzGzt5ymltNU7CKCvFsve4TlSZsPVLutqkFtQ+HT9Xif9uKUHi6Tu5SiIjaBINzGzp7tNmJo85ELftxz0nc8u5GvPL1Hrf2vONVMIs2maqi1rDbJfx2qhbf55e4tS9YfQh/+XQ3Nh7itB0iah8YnNvQ2aPNThx1JmqZSiEgPlyLPp2iXG2l1WaMX7Ael7y8yi08l9c1QLSd+yIz8i5JklBUXo8jZWdGkWvMVlzx5lo8vGQHqupFV/vA1BhclhqDuEYXjRIRBTIG5zbiHG0W0Pz8PAECR52JmvGHwSnY8tyVuG1gsqvtRKUJMaEapMSGQKdWutpf+DIfmS/9gE+2FbnabHaJF5R5iSRJMFaZ3X5ZeWfNbxgx+2e8/dNBV1tkiBo9DeG4tHMUyuosrvY7LuuM/z00BNmZBp/WTUTkLVzHuY2IdhHGOiMkNP8DXIIEY50Rol2ERunZ3E+iQBYdqoFWpTjnMmRalQLRoY7vh8YXhfXrHI3tz1+JapP7vOfDZXVosNrddo/beawC9/xnC0b16IB3/tC/jd9FcDGLNrdfVK6e+wv2n6zBiseGuf4ikJEYAbVSaPL/9bsnR0AQmh84aG1fICLyVwzObUSj1GDZdctQbi5v8ZgYXQxDMwWNjlF6rJ4+ym23uPXr12P48OEe7RwoCAIiQ9RubSsfH46j5fVIjNS52vJOVKG+wYYGq/svrXf+y7G5xkvjM9HDEN5m76u9kCTJFXQ3Hz6Np5bnwhCpw+ePDnMdEx+hxaFTtSgsq3MF52Fpcch/+SpoVUq352spNAMX3xeIiPwFg3MbMoQaYAjlnySJnDpG6V1hSBRFHA0DMpMioFarz/PI5ikUAlLjQt3a7hnSBcPS4mC1nQnOZtGGrUfKIdokhGrPBLxv80qwfGsRru2diFsbTQ0JJnNW7cdXu4oxPbsHxl+SBACIC9eiuMqMinoRNrvkGv1/7eY+iA7RQK85cw41qgub4dfWfYGISA4MzkQU0JQKAd0T3EeU1UoFvpwyDAXF1W6jmJsOn8baA6fcdqSz2yU8vmwneiSE4/7hqQjVto+PxbJaC2au3Itj5fX45OEhrhHhinoRR0/XY/fxSldwTo0NxX8fHIysjhFuU2aSOAJMROSmffyEICJqRKkQkJkUicykSLf2PwxKQXp8GDI7nmk/Wl6PlbtL8KPqJB4Z1c3V/vWuYhRV1OPKXglNgrm/+fVQGVbkFqN/SrRrJD1Mq8KKXcWw2iUUV5ldv0DcOagzsjMT0LvROVAoBAzpFitL7UREgYTBmYiCRg9DeJP5zuE6FV64LgNVJhFq5ZlpCJ9uP461B04hXKtyBefK+gZ8uv04LkmOwsAuMR6/7olKk2t+b3M8nd8rSRI+2XYcu45X4ulxPRGhc0xz2FtSjeXbilBe3+AKzjq1Ei+Nz0DHaD2iG80V75UY4XHdRETkLiCC8zvvvIPXX38dJSUlyMzMxNy5czFixAi5yyKidiAuTIv7h6c2aR+bkYAwrQr9U84E5NyiSvx95V507RCK1X8a5Wpfe+AUwnUqZCRGuK1KAThC85g31px3RYnV00e5hefSGjPWHyyDQhAwoV9HAI4L8N5efRDHK0y4tk8ihnaLA+C4YG/K6G4YlOo+anz3kC4enwciIjo/vw/Oy5cvx9SpU/HOO+9g2LBheO+99zBu3Djs2bMHnTt3lrs8Imqn7hqcgrsGp7i1hWpVyM5IQHJMiFv7S1/l48jpenxw32UY2b0DAEfwPVllgdVuP2doBgCL1Y6vdp7ADf06usLzrqIqTPvfLvRICHcFZwCY2L8T6htsiA8/s6lIr8QIjiQTEfmA3wfnOXPm4P7778cDDzwAAJg7dy5++OEHLFy4ELNmzZK5OiIKJgO7xDSZomG12dG1QxhqLVb0aTRv+Ls8I15aUYDLukR79Nyzf9iP6FAN7rjMMSBwSadIDEiJRt/kKLel46Ze2b2N3g0REbWWXwfnhoYGbN++Hc8884xbe3Z2NjZsaH77aovFAovlzM5V1dXVABzLH4mi2OxjyDuc55vnnYD23R/e+0NfV7h1vr86SwMi9SqkxoVgy5GK8z5HWodQaBRnzk+0Xon/PjAQgGPd4/akPfcFaj32B3KSqy+05vX8OjiXlZXBZrMhISHBrT0hIQFGo7HZx8yaNQsvv/xyk/ZVq1YhJCSkmUeQt+Xk5MhdAvmRYOkPHQG8fAlwpPYoPPmonWCogurETnx7YqfXa/MXwdIXyDPsD+Tk675QX1/v8bF+HZydzt6RqvGfLc/27LPPYtq0aa7b1dXVSE5ORnZ2NiIiOAfQl0RRRE5ODsaOHctNDiho+0NBcTXm5m8673HDhw9HZlJwfEYFa1+g5rE/kJNcfcE5O8ETfh2c4+LioFQqm4wul5aWNhmFdtJqtdBqtU3a1Wo1vyFlwnNPjQVbf3BuKe3JccF0XoDg6wt0buwP5OTrvtCa17qwvVN9RKPRoH///k2G7HNycjB06FCZqiIiIiKiYOTXI84AMG3aNNx9990YMGAAhgwZgvfffx/Hjh3Dww8/LHdpRETnFR2qgValOO86ztGhGh9WRUREF8Lvg/Ntt92G06dP45VXXkFJSQmysrLw7bffIiUl5fwPJiKSWccoPVZPH9UmOwcSEZG8/D44A8Cjjz6KRx99VO4yiIguSMcoPYMxEVE74NdznImIiIiI/AWDMxERERGRBxiciYiIiIg8wOBMREREROQBBmciIiIiIg8wOBMREREReYDBmYiIiIjIAwzOREREREQeYHAmIiIiIvJAQOwceDEkSQIAVFdXy1xJ8BFFEfX19aiuroZarZa7HJIZ+wM5sS9QY+wP5CRXX3BmRGdmPJd2H5xramoAAMnJyTJXQkRERET+qqamBpGRkec8RpA8idcBzG63o7i4GOHh4RAEQe5ygkp1dTWSk5NRVFSEiIgIucshmbE/kBP7AjXG/kBOcvUFSZJQU1ODpKQkKBTnnsXc7kecFQoFOnXqJHcZQS0iIoIfhuTC/kBO7AvUGPsDOcnRF8430uzEiwOJiIiIiDzA4ExERERE5AEGZ/IarVaLl156CVqtVu5SyA+wP5AT+wI1xv5AToHQF9r9xYFERERERG2BI85ERERERB5gcCYiIiIi8gCDMxERERGRBxiciYiIiIg8wOBMbW7WrFkYOHAgwsPDER8fjwkTJmD//v1yl0V+YNasWRAEAVOnTpW7FJLJiRMncNdddyE2NhYhISHo27cvtm/fLndZ5GNWqxXPP/88UlNTodfr0bVrV7zyyiuw2+1yl0Y+sG7dOowfPx5JSUkQBAFffvml2/2SJGHGjBlISkqCXq/HqFGjUFBQIE+xZ2Fwpja3du1aTJkyBZs2bUJOTg6sViuys7NRV1cnd2kko61bt+L9999Hnz595C6FZFJRUYFhw4ZBrVbju+++w549e/Dmm28iKipK7tLIx1577TW8++67WLBgAfbu3YvZs2fj9ddfx/z58+UujXygrq4Ol1xyCRYsWNDs/bNnz8acOXOwYMECbN26FQaDAWPHjkVNTY2PK22Ky9GR1506dQrx8fFYu3YtLr/8crnLIRnU1tbi0ksvxTvvvIO///3v6Nu3L+bOnSt3WeRjzzzzDH799Vf88ssvcpdCMrvuuuuQkJCAf//73662m2++GSEhIfjoo49krIx8TRAEfPHFF5gwYQIAx2hzUlISpk6diqeffhoAYLFYkJCQgNdeew0PPfSQjNVyxJl8oKqqCgAQExMjcyUklylTpuDaa6/FlVdeKXcpJKMVK1ZgwIABuOWWWxAfH49+/frhX//6l9xlkQyGDx+On376CQcOHAAA7Nq1C+vXr8c111wjc2Ukt8LCQhiNRmRnZ7vatFotRo4ciQ0bNshYmYNK7gKofZMkCdOmTcPw4cORlZUldzkkg2XLlmHHjh3YunWr3KWQzA4fPoyFCxdi2rRp+Otf/4otW7bgiSeegFarxT333CN3eeRDTz/9NKqqqtCzZ08olUrYbDa8+uqruOOOO+QujWRmNBoBAAkJCW7tCQkJOHr0qBwluWFwJq967LHHsHv3bqxfv17uUkgGRUVFePLJJ7Fq1SrodDq5yyGZ2e12DBgwADNnzgQA9OvXDwUFBVi4cCGDc5BZvnw5lixZgqVLlyIzMxO5ubmYOnUqkpKSMGnSJLnLIz8gCILbbUmSmrTJgcGZvObxxx/HihUrsG7dOnTq1EnuckgG27dvR2lpKfr37+9qs9lsWLduHRYsWACLxQKlUiljheRLiYmJyMjIcGvr1asXPvvsM5kqIrn8+c9/xjPPPIPbb78dANC7d28cPXoUs2bNYnAOcgaDAYBj5DkxMdHVXlpa2mQUWg6c40xtTpIkPPbYY/j888+xevVqpKamyl0SyeSKK65AXl4ecnNzXV8DBgzAH/7wB+Tm5jI0B5lhw4Y1WZrywIEDSElJkakikkt9fT0UCvcIolQquRwdITU1FQaDATk5Oa62hoYGrF27FkOHDpWxMgeOOFObmzJlCpYuXYqvvvoK4eHhrvlKkZGR0Ov1MldHvhQeHt5kbntoaChiY2M55z0IPfXUUxg6dChmzpyJW2+9FVu2bMH777+P999/X+7SyMfGjx+PV199FZ07d0ZmZiZ27tyJOXPm4L777pO7NPKB2tpaHDp0yHW7sLAQubm5iImJQefOnTF16lTMnDkT6enpSE9Px8yZMxESEoI777xTxqoduBwdtbmW5iAtWrQIkydP9m0x5HdGjRrF5eiC2DfffINnn30WBw8eRGpqKqZNm4YHH3xQ7rLIx2pqavDCCy/giy++QGlpKZKSknDHHXfgxRdfhEajkbs88rI1a9Zg9OjRTdonTZqExYsXQ5IkvPzyy3jvvfdQUVGBQYMG4Z///KdfDLgwOBMREREReYBznImIiIiIPMDgTERERETkAQZnIiIiIiIPMDgTEREREXmAwZmIiIiIyAMMzkREREREHmBwJiIiIiLyAIMzEREREZEHGJyJiIiIiDzA4ExERERE5AEGZyIiIiIiDzA4ExEFgVOnTsFgMGDmzJmuts2bN0Oj0WDVqlUyVkZEFDgESZIkuYsgIiLv+/bbbzFhwgRs2LABPXv2RL9+/XDttddi7ty5cpdGRBQQGJyJiILIlClT8OOPP2LgwIHYtWsXtm7dCp1OJ3dZREQBgcGZiCiImEwmZGVloaioCNu2bUOfPn3kLomIKGBwjjMRURA5fPgwiouLYbfbcfToUbnLISIKKBxxJiIKEg0NDbjsssvQt29f9OzZE3PmzEFeXh4SEhLkLo2IKCAwOBMRBYk///nP+PTTT7Fr1y6EhYVh9OjRCA8PxzfffCN3aUREAYFTNYiIgsCaNWswd+5cfPTRR4iIiIBCocBHH32E9evXY+HChXKXR0QUEDjiTERERETkAY44ExERERF5gMGZiIiIiMgDDM5ERERERB5gcCYiIiIi8gCDMxERERGRBxiciYiIiIg8wOBMREREROQBBmciIiIiIg8wOBMREREReYDBmYiIiIjIAwzOREREREQe+H+VLjMbw+SVnwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib import cm\n",
"\n",
"Ex_Aid = [8, 9, 8, 9, 8, 9, 8, 9, 8, 9]\n",
"Brave = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Snipe = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"Lazer = [8, 7, 6, 5, 4, 9, 40, 50]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(Ex_Aid, '-', color='tab:red', label='Ex Aid')\n",
"plt.plot(Brave, ':', color='tab:olive', label='Brave')\n",
"plt.plot(Snipe, '--', color='tab:blue', label='Snipe')\n",
"plt.plot(Lazer, '-.', color='tab:purple', label='Lazer')\n",
"\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"EX1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"EX2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"SNP1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"SNP2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"BRV1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"BRV2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"LZR1 = [3, 4, 5, 6, 7]\n",
"LZR2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.scatter(EX1, EX2, marker='o', color='tab:pink', label='EX')\n",
"plt.scatter(SNP1, SNP2, marker='^', color='tab:green', label='SNIPE')\n",
"plt.scatter(BRV1, BRV2, marker='s', color='tab:blue', label='BRV')\n",
"plt.scatter(LZR1, LZR2, marker='*', color='tab:red', label='LZR')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"EX1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"EX2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"SNP1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"SNP2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"BRV1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"BRV2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"LZR1 = [3, 4, 5, 6, 7]\n",
"LZR2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.plot(EX1, EX2, 'o-', color='tab:pink', label='EX')\n",
"plt.plot(SNP1, SNP2, '^', color='tab:green', label='SNP')\n",
"plt.plot(BRV1, BRV2, 's:', color='tab:blue', label='BRV')\n",
"plt.plot(LZR1, LZR2, '*-.', color='tab:red', label='LZR')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"EX = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"BRV = [99, 96, 91, 84, 75, 64, 51, 64, 75, 84]\n",
"s = [50*(1+i) for i in range(10)]\n",
"\n",
"c = []\n",
"for i in range(10):\n",
" r = 0.1 * i\n",
" g = 0.5\n",
" b = 1 - 0.1 * i\n",
" c.append([r, g, b])\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"\n",
"plt.scatter(EX, BRV, s=s, c=c)\n",
"plt.colorbar(label='Intensity')\n",
"plt.show()\n",
"\n",
"EX = np.linspace(0, 20, 20)\n",
"BRV = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(EX, BRV)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(X, Y, Z)\n",
"plt.clabel(contour)\n",
"plt.show()\n",
"\n",
"EX = np.linspace(0, 20, 20)\n",
"BRV = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(EX, BRV)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"EX_sub = X[4:13, 2:8]\n",
"BRV_sub = Y[4:13, 2:8]\n",
"Z_sub = Z[4:13, 2:8]\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(EX_sub, BRV_sub, Z_sub)\n",
"plt.clabel(contour)\n",
"plt.show()\n",
"\n",
"\n",
"x = np.linspace(1, 4, 20)\n",
"y = np.linspace(1, 4, 20)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = np.sqrt((X - 2.5)**2 + (Y - 2.5)**2)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"plt.subplot(2, 3, 1)\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.jet')\n",
"plt.contourf(X, Y, Z, cmap=cm.jet)\n",
"\n",
"plt.subplot(2, 3, 2)\n",
"plt.grid()\n",
"plt.title('cm.gray')\n",
"plt.contourf(X, Y, Z, cmap=cm.gray)\n",
"\n",
"plt.subplot(2, 3, 3)\n",
"plt.grid()\n",
"plt.title('cm.viridis')\n",
"plt.contourf(X, Y, Z, cmap=cm.viridis)\n",
"\n",
"plt.subplot(2, 3, 4)\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.winter')\n",
"plt.contourf(X, Y, Z, cmap=cm.winter)\n",
"\n",
"plt.subplot(2, 3, 5)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.seismic')\n",
"plt.contourf(X, Y, Z, cmap=cm.seismic)\n",
"\n",
"plt.subplot(2, 3, 6)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.Set3')\n",
"plt.contourf(X, Y, Z, cmap=cm.Set3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3de2bc2c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" t x y\n",
"0 0.0 2.000000 0.000000\n",
"1 0.2 1.984229 0.250666\n",
"2 0.4 1.937166 0.497380\n",
"3 0.6 1.859553 0.736249\n",
"4 0.8 1.752613 0.963507\n",
".. ... ... ...\n",
"95 19.0 1.618034 -1.175571\n",
"96 19.2 1.752613 -0.963507\n",
"97 19.4 1.859553 -0.736249\n",
"98 19.6 1.937166 -0.497380\n",
"99 19.8 1.984229 -0.250666\n",
"\n",
"[100 rows x 3 columns]\n"
]
},
{
"data": {
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222/Xddddp+TkZB07dky5ubl64YUX1KVLF9fjf8cdd2jBggV64IEHlJ+fr4EDB6qqqkqffvqpunTpolGjRjXo8e/atauWLFmiefPmqWfPnmrRooUrxLdr107Lly/Xtddeq9atWysmJkbt27fXCy+8oKuvvlr9+vXTgw8+qPbt2+vo0aP65ptv9O677zZofG1jeeSRR7Rw4UJdf/31evLJJ9WuXTutWLFCc+fO1YMPPqiOHTtKUq37JUlVVVX617/+pbvvvtvn+wAEFX990g5A4Kq+2oO3n4KCghpXeygtLTUPPPCA6datm4mKijIRERGmU6dOZvr06eb48ePGGGN27Nhh7rjjDnPhhReaiIgIEx0dbXr37m2ysrLctv/uu++ayy67zISHh5ukpCTz61//2rz//vs1rl4wduxY0759e7d1f/75ZzN58mTTrl07Y7fbTUJCgnnwwQfNkSNH3JYrKyszkyZNMsnJySYiIsL079/f5OXlefwkfq9evcx5551nHA6H6dChg3nkkUfMDz/8UK9e7tq1y4wbN85cdNFFxuFwmIiICHPJJZeYiRMnmoKCArd98XS1h4ceesjj/W7fvt3cfvvtpk2bNiYsLMy0bdvWZGRkmNLSUmOM56s9GGPMF198YX7xi1+Y2NhYY7fbTXx8vBk0aJCZP39+nfvy2muvmZCQELNv3z7XvLKyMvPcc8+ZYcOGmbZt2xqHw2HCw8NNly5dzKRJk8zhw4fd7uPnn382TzzxhLn44otNWFiYadOmjRk0aJBZv369a5n6Pv4//vij+a//+i/TqlUrY7PZzKkvaf/4xz9Mjx49jMPhMJLcHtOCggLzy1/+0iQlJRm73W7OP/9807dvX/P73//etUx1//72t7/V2ZdqtT1epzr9GDPGmD179pjRo0ebNm3aGLvdbjp16mT+3//7fzWuwFHbfn344YdGkvnss8/qXTNgRTZj/v0xXAAIMrfeeqv27t2rTZs2+bsUSygtLVXbtm316KOPavLkyf4uB6cZM2aMvv32W3388cf+LgUIaIz5BRB0CgsL9fbbb2vNmjVKS0vzdzmWER4erhkzZri+vQ6BY9euXVq8eLFmzpzp71KAgMeYXwBB5/XXX9fs2bM1aNCgGt/IhaZ133336aefftK3336rrl27+rsc/FthYaHmzJmjq6++2t+lAAGPYQ8AAACwDIY9AAAAwDIIvwAAALAMwi8AAAAsgw+81aGqqkr79u1Ty5YtG/w1lwAAAGh6xhgdPXpUiYmJXr8+vRrhtw779u1TcnKyv8sAAABAHfbu3asLLrig1mUIv3Wo/prQvXv3Kioqqsm353Q6tXr1aqWnp8tutzf59oIJvfGMvnhHbzyjL57RF+/ojWf0xTtf96akpETJyclev979VITfOlQPdYiKivJZ+I2MjFRUVBS/SKehN57RF+/ojWf0xTP64h298Yy+eOev3tRniCofeAMAAIBlEH4BAABgGYRfAAAAWAZjfgEAQIMZY1RRUaHKykp/l+I3TqdToaGhKi0ttXQfPGns3oSEhCg0NLRRLjtL+AUAAA1SXl6u/fv368SJE/4uxa+MMYqPj9fevXv5LoDTNEVvIiMjlZCQoLCwsLO6H8IvAACot6qqKhUUFCgkJESJiYkKCwuzbPCrqqrSsWPHdO6559b5xQpW05i9McaovLxchw4dUkFBgS6++OKzuk/CLwAAqLfy8nJVVVUpOTlZkZGR/i7Hr6qqqlReXq7w8HDC72kauzcRERGy2+3as2eP637PFI8UAABoMMIefK2xjjmOXAAAAFgG4RcAAACWQfgFAACWZ7PZtGzZsibfzu7du2Wz2ZSXl9fk22osjVFzIO034RcAAFhCRkaGbrnlFo+37d+/X8OGDWvyGpKTk7V//36lpqY2+bbq65tvvtF///d/64ILLpDD4VBKSoruuOMObdq0SVJg1nw2CL8AAMDy4uPj5XA4mnw7ISEhio+PV2hoYFxwa9OmTerZs6e+/vprvfzyy9q+fbuWLl2qzp0769FHH5VUd83VX3gSLIIm/D7zzDO64oor1LJlS8XGxuqWW25Rfn5+neutXbtWPXv2VHh4uDp06KD58+f7oFoAABBMTh32UF5ervHjxyshIUHh4eFq3769nnnmGdeymZmZatu2rSIiItSlSxf9z//8j+u2t956S7169VLLli0VHx+v0aNH6+DBg67bPf35f+3aterdu7ccDocSEhI0ZcoUtzDZvn17zZ49263e7t27KzMzs0ZNDodDiYmJevjhh+vcZ2OMMjIydPHFF+ujjz7S9ddfrwsvvFDdu3fX9OnTtXz5co815+bmymaz6YMPPlCvXr3kcDj00UcfqaqqSjNnztRFF12kiIgIpaam6umnn/a6/e3bt2v48OE699xzFRcXpzFjxuiHH36os+6zFTThd+3atXrooYf0ySefKCcnRxUVFUpPT9fx48e9rlNQUKDhw4erX79+2rx5s6ZNm6aHH35Y2dnZPqwcAAAEkxdffFHvvPOO/vd//1f5+fl666231L59e0nS3//+d82aNUsvv/yy67ZThwOUl5frd7/7nb744gstW7ZMBQUFysjI8LqtoqIiDR8+XFdccYW++OILzZs3T6+99pp+//vf17veU2vauXOnli1bpq5du9a5Xl5enr788ks9+uijHi8j1qpVq1rXnzRpkp555hl99dVX6tatm6ZOnaqZM2fq8ccf17Zt2/Tqq68qNjbW47r79+9X//791b17d23atEmrVq3S999/r1/84hf12uezERjn3Oth1apVbtMLFixQbGysPvvsM11zzTUe15k/f77atm3rerfUpUsXbdq0Sc8995xGjBjR1CUDAIBaVFYZ/e+mvfqyqFiXJkXrF72SFdLC/98WV1hYqIsvvlhXX321bDab2rVr53ZbfHy8rrvuOoWEhKhVq1YaOHCg6/Zf/vKXrv936NBBL774onr37u36trPTzZ07V8nJyZozZ45sNps6d+6sffv2afLkyXriiSfqdW3bU2uy2+1q27atevfuXed6O3fulCR17ty5zmU9efLJJzV48GBJ0tGjR/XCCy9ozpw5Gjt2rKqqqnT++edryJAhHtedN2+eLr/8crczw6+//rqSk5P19ddfq2PHjmdUU30ETfg9XXFxsSSpdevWXpfZsGGD0tPT3eYNGTJEr732mpxOp+x2e411ysrKVFZW5pouKSmRJDmdTjmdzsYovVbV2/DFtoINvfGMvnjXnHpTXlGl6e98qe37SnRJYpRm3HSpwkLP7I93jdGXxqwnUDSn46WxndqbyspKGWNUVVWlqqqqs7rfxRv36oUPd8pZWaWcr76XMUajrkhujJI9Msa4avekep/uuusuDRkyRJ06ddKQIUN0/fXXu/LEiBEjNHv2bHXo0EFDhgzRgAEDdPvtt7syxebNmzVjxgx98cUX+vHHH13b2r17ty655BLXdPW2tm/frj59+rhqk6S0tDQdO3ZMhYWFatu2rav20+uunnd6TcOGDdONN95Y57jiyspKr/d9el9Orbl6+vLLL3f9/8svv1RZWZkGDhyoqqoq176cfqxU/3/Tpk1as2aNxzcEO3fu1EUXXeSxDmOMnE6nQkJC3G5ryO9tUIZfY4wmTpyoq6++utZPHh44cEBxcXFu8+Li4lRRUaEffvhBCQkJNdZ55plnNGPGjBrzV69e7dOvcczJyfHZtoINvfGMvnjXXHrTL1zq10GSivWP1XvP+v7Oti+NXU+gaC7HS1PIyclRaGio4uPjdezYMZWXl5/V/W3e/YPKKyqVEOXQ/pIybd79g4Z3im6kamtyOp2qqKhwndg63c8//6ySkhJddNFF2rx5s/7xj39o7dq1GjlypAYMGKA33nhD0dHR+vTTT7VmzRqtXbtWjz32mF588UWtWLFC5eXlGjJkiAYOHKh58+YpJiZG3333nUaMGKEjR46opKREx44dkyQdP35cJSUlHmuqXubYsWOu+dW1Vas+WVdSUlKjpoceekgzZ87UihUrPJ7oq5aUlCRJ+vzzz9WhQwevy51e84kTJySdDKPVNVUH6VNrlk6eEfZ0H+Xl5Ro6dKjbuOVqcXFxHh+j8vJy/fzzz1q3bl2ND9hV11QfQRl+x48fry1btuj//u//6lzWZnP/80n1O5HT51ebOnWqJk6c6JouKSlRcnKy0tPTFRUVdRZV14/T6VROTo4GDx5c6wFrRfTGM/riXXPqzc1zPta3PxxTeGiISisq1SHmXC0ff9UZ3Vdj9KUx6wkUzel4aWyn9qayslJ79+7Vueeeq/Dw8LO63x7tY7Ru1xEdOFqusNAQ9Wgf06SvtXa7XaGhoV63ERER4botKipKGRkZysjI0KhRozR8+HBVVFSodevWioqK0qhRozRy5Ejdc8896t27t/bs2SNjjA4fPqznnntOycknz2Dv2LFDknTOOecoKirKdaazerpbt25asmSJWrZs6comW7ZsUcuWLdW5c2e1aNFCcXFxOnLkiKu2kpIS7dmzRw6Hw63eUaNGadSoUZowYYIuueQS7dmzR5dffrnXflx11VW65JJLNH/+fGVkZNQYYvHTTz+pVatWNWquPhnYsmVL1/Z79OihiIgIffrpp+ratauMMTp69Khrv06/j969e2vJkiVKTU2t95UvSktLFRERoWuuuabGseftDY0nQRd+f/WrX+mdd97RunXrdMEFF9S6bHx8vA4cOOA27+DBgwoNDVWbNm08ruNwODxe6sRut/v0ydDX2wsm9MYz+uLdmfamvKJKk7O3aFtRsVKTojVzRDe//Wm/U2Ir7Th4XGVlVbLZbOqU2OqsH++zOWaaop4z1diPE79L3tntdrVo0UI2m00tWrSo13jU2oy8oq1sNpvbmN8WTTjm12azqaSkRFu2bHGbXz2EsnqfZs2apYSEBHXv3l0tWrRQdna24uPj1bp1ay1cuFCVlZW68sorFR4ersWLFysiIkIpKSmqqqpSWFiYXnrpJT3wwAPatm2bnnrqKbf7ru5Z9f8feughvfDCC/qf//kfjR8/Xvn5+crMzNTEiRNdoXDQoEHKysrSTTfdpPPOO0+PP/64QkJCXI9DVlaWq6bIyEj95S9/cdVU12O0YMECXXfddRowYICmTZumzp0769ixY3r33Xe1evVqrV27tkbNp09LUmRkpCZPnqwpU6YoPDxcaWlp2r17t3bv3q177723xjrjx4/Xn//8Z91555369a9/rZiYGH3zzTd6++239eqrr9YY1lC9rs1m8/g72pDf2aAJv8YY/epXv9LSpUuVm5urlJSUOtdJS0vTu+++6zZv9erV6tWrF09sAOo0OXuLlucVyRhp16GTf7KbNbK7X2qZOaKbJLkFPH8KpHoC6XFCw4S0sOmO3m19us3c3Fz16NHDbd7YsWPdps8991zNnDlTO3fuVEhIiK644gqtXLlSLVq0UKtWrfSHP/xBEydOVGVlpS655BItX77cdVItKytL06ZN04svvqjLL79czz33nG666Sav9SQlJWnlypX69a9/rcsuu0ytW7fW3Xffrd/+9reuZaZOnapvv/1WN9xwg6Kjo/W73/1OBQUFrttPr6lr16569913vZ7oO1Xv3r21adMmPfXUU7r33ntdw0L79u1b4/JqdXn88ccVGhqqJ554Qvv27VNcXJwefPBBj8smJibq448/1uTJkzVkyBCVlZWpXbt2Gjp06Fm/qaqLzVSPAwhw48aN06JFi7R8+XJ16tTJNT86OloRERGSTh4cRUVFWrhwoaSTlzpLTU3V/fffr3vvvVcbNmzQAw88oL/+9a/1vtpD9Via4uJinw17WLlypYYPH05APw298Yy+eHe2vRn8/Fp9c/CYwu0hKnVW6qLYc5UzsX8TVOpbze2YaazHqbn1pTGd2pvKykoVFBQoJSXlrIc9BLvqMa9RUVH1Dmz5+fnq3Lmz1w91NRdn0pu6lJaWej32GpLXguajufPmzVNxcbEGDBighIQE18/ixYtdy+zfv1+FhYWu6ZSUFK1cuVK5ubnq3r27fve73+nFF1/kMmcA6iU1KVo2m1TqrJTNdnIagYfHCcHixx9/1N///ndFRUW5xgTD94Jq2ENdsrKyaszr37+/Pv/88yaoCEBzF0h/2od3PE4IFnfffbc+++wzzZs3zydfpfzRRx9p2LBhXm+vvgKD1QRN+AUAXwsLbcHY0SDA44RgsXTpUp9ur1evXm5fo4yTCL8AAADNUERERLMeV3ymCL8AAk4gXWIMqC+rHbdB8nl5NCONdcwRfgEEHC5dhWBkleO2+koYJ06ccF1tCfCF6m9xO9ursRB+AQScbUXFMkauS1dtKyr2d0lAnaxy3IaEhKhVq1Y6ePCgpJNfbuDtW1Obu6qqKpWXl6u0tLTJr00bbBqzN8YYnThxQgcPHlSrVq08fgFGQxB+AQSc1KRo7Tp0jEtXIahY6biNj4+XJFcAtipjjH7++WdFRERY9g2AN03Rm1atWrmOvbNB+AUQcLh0FYKRlY5bm82mhIQExcbGyul0+rscv3E6nVq3bp2uueYavhjlNI3dG7vdftZnfKsRfgEEHC5dhWBkxeM2JCSk0QJJMAoJCVFFRYXCw8MJv6cJ5N4wQAUAAACWQfgFAACAZRB+AQAAYBmM+QXgxmoX6geaE35/gboRfgG4scqF+oHmiN9foG68HQTg5tQL9RujZnuhfqA54vcXqBvhF4Cb1KRo2WyyxIX6geaG31+gbgx7AODGShfqB5obfn+BuhF+Abix4oX6geaC31+gbgx7AAAAgGUQfgEAAGAZhF8AAABYBuEXAAAAlkH4BQAAgGUQfgEAAGAZhF8AAABYBtf5BQJQeUWVJmdvcbtQfVgo71UBBC6etxAsCL9AAJqcvUXL84pkjLTr0DFJ4sL1AAIaz1sIFrwlAwLQtqJiGSOF20NkzMlpAAhkPG8hWBB+gQCUmhQtm00qdVbKZjs5DQCBjOctBAuGPQABaOaIbpLkNnYOAAIZz1sIFoRfIACFhbZgrByAoMLzFoIFwx4AAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAZfbwzUobyiSpOzt7h9X31YKO8bAcDfeH7GmSD8AnWYnL1Fy/OKZIy069AxSeL76wEgAPD8jDMRVG+P1q1bpxtvvFGJiYmy2WxatmxZrcvn5ubKZrPV+NmxY4dvCkazsK2oWMZI4fYQGXNyGgDgfzw/40wEVfg9fvy4LrvsMs2ZM6dB6+Xn52v//v2un4svvriJKkRzlJoULZtNKnVWymY7OQ0A8D+en3EmgmrYw7BhwzRs2LAGrxcbG6tWrVo1fkGwhJkjukmS25gyAID/8fyMMxFU4fdM9ejRQ6Wlpbrkkkv029/+VgMHDvS6bFlZmcrKylzTJSUlkiSn0ymn09nktVZvwxfbCjb+6o1N0rO3XfqfGaZSTmelT2uoDceMd/TGM/riGX3xLlB74+/n50DtSyDwdW8ash2bMcY0YS1NxmazaenSpbrlllu8LpOfn69169apZ8+eKisr05tvvqn58+crNzdX11xzjcd1MjMzNWPGjBrzFy1apMjIyMYqHwAAAI3kxIkTGj16tIqLixUVFVXrss06/Hpy4403ymaz6Z133vF4u6czv8nJyfrhhx/qbGZjcDqdysnJ0eDBg2W325t8e8GE3nhGX7yjN57RF8/oi3f0xjP64p2ve1NSUqKYmJh6hV9LDHs4VZ8+ffTWW295vd3hcMjhcNSYb7fbfXpg+3p7wYTeeEZfvKM3ntEXz+iLd/TGM/rina9605BtBNXVHhrD5s2blZCQ4O8yAAAA4AdBdeb32LFj+uabb1zTBQUFysvLU+vWrdW2bVtNnTpVRUVFWrhwoSRp9uzZat++vS699FKVl5frrbfeUnZ2trKzs/21CwAAAPCjoAq/mzZtcrtSw8SJEyVJY8eOVVZWlvbv36/CwkLX7eXl5XrsscdUVFSkiIgIXXrppVqxYoWGDx/u89oBAADgf0EVfgcMGKDaPp+XlZXlNj1p0iRNmjSpiasCAABAsLDcmF8AAABYF+EXAAAAlkH4BQAAgGUQfgEAAGAZhF8AAABYRlBd7QE4XXlFlSZnb9G2omKlJkVr5ohuCgvlPR0AoHHwOtP8EH4R1CZnb9HyvCIZI+06dEySNGtkd/8WBQBoNnidaX5464Kgtq2oWMZI4fYQGXNyGgCAxsLrTPND+EVQS02Kls0mlTorZbOdnAYAoLHwOtP8MOwBQW3miG6S5DYWCwCAxsLrTPND+EVQCwttwdgrAECT4XWm+WHYAwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLCPV3AWj+yiuqNDl7i7YVFSs1KVozR3RTWCjvuwAA1sbro38QftHkJmdv0fK8Ihkj7Tp0TJI0a2R3/xYFAICf8froH7y9QJPbVlQsY6Rwe4iMOTkNAIDV8froH4RfNLnUpGjZbFKps1I228lpAACsjtdH/2DYA5rczBHdJMltTBMAAFbH66N/EH7R5MJCWzCGCQCA0/D66B8MewAAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWEZQhd9169bpxhtvVGJiomw2m5YtW1bnOmvXrlXPnj0VHh6uDh06aP78+U1fKAAAAAJSUIXf48eP67LLLtOcOXPqtXxBQYGGDx+ufv36afPmzZo2bZoefvhhZWdnN3GlAAAACESh/i6gIYYNG6Zhw4bVe/n58+erbdu2mj17tiSpS5cu2rRpk5577jmNGDGiiaoEAABAoAqq8NtQGzZsUHp6utu8IUOG6LXXXpPT6ZTdbq+xTllZmcrKylzTJSUlkiSn0ymn09m0Bf97O6f+i/+gN57RF+/ojWf0xTP64h298Yy+eOfr3jRkOzZjjGnCWpqMzWbT0qVLdcstt3hdpmPHjsrIyNC0adNc89avX6+rrrpK+/btU0JCQo11MjMzNWPGjBrzFy1apMjIyEapHQAAAI3nxIkTGj16tIqLixUVFVXrss36zK90MiSfqjrrnz6/2tSpUzVx4kTXdElJiZKTk5Wenl5nMxuD0+lUTk6OBg8e7PHMtK+UV1Rp+jtfavu+El2SGKUZN12qsFD/DhEPlN4EGvriHb3xjL54Rl+8ozeeBVJfAu1129e9qf5LfX006/AbHx+vAwcOuM07ePCgQkND1aZNG4/rOBwOORyOGvPtdrtPD2xfb+90k5bkaXnefhkj7Th4XJVqoVkju/utnlP5uzeBir54R288oy+e0Rfv6I1ngdCXQH3d9lVvGrKNoLraQ0OlpaUpJyfHbd7q1avVq1cvvx+kgW5bUbGMkcLtITLm5DQAAAhMvG7XX1CF32PHjikvL095eXmSTl7KLC8vT4WFhZJODlm46667XMs/8MAD2rNnjyZOnKivvvpKr7/+ul577TU99thj/ig/qKQmRctmk0qdlbLZTk4DAIDAxOt2/QXVsIdNmzZp4MCBrunqsbljx45VVlaW9u/f7wrCkpSSkqKVK1fqkUce0UsvvaTExES9+OKLXOasHmaO6Cbp5DvH1KRo1zQAAAg8vG7XX1CF3wEDBqi2i1NkZWXVmNe/f399/vnnTVhV8xQWGhhjhQAAQN143a6/oBr2AAAAAJwNwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsI9TfBaDplFdUaXL2Fm0rKlZqUrRmjuimsFDe7wAAgP+wWl4g/DZjk7O3aHlekYyRdh06JkmaNbK7f4sCAAABxWp5ofnGemhbUbGMkcLtITLm5DQAAMCprJYXCL/NWGpStGw2qdRZKZvt5DQAAMCprJYXGPbQjM0c0U2S3MbwAAAAnMpqeYHw24yFhbZo1mN2AADA2bNaXmDYAwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACwj6MLv3LlzlZKSovDwcPXs2VMfffSR12Vzc3Nls9lq/OzYscOHFQMAACBQBFX4Xbx4sSZMmKDf/OY32rx5s/r166dhw4apsLCw1vXy8/O1f/9+18/FF1/so4oBAAAQSIIq/D7//PO6++67dc8996hLly6aPXu2kpOTNW/evFrXi42NVXx8vOsnJCTERxU3vvKKKj2yOE+Dn1+rRxbnqbyiyt8lAQAAi2gOOSTU3wXUV3l5uT777DNNmTLFbX56errWr19f67o9evRQaWmpLrnkEv32t7/VwIEDvS5bVlamsrIy13RJSYkkyel0yul0nsUe1E/1Nrxta9qSrVq1dZ+Mkb778ahCVKVnbuva5HUFgrp6Y1X0xTt64xl98Yy+eEdvPLNiX+qbQ3zdm4Zsx2aMMU1YS6PZt2+fkpKS9PHHH6tv376u+U8//bTeeOMN5efn11gnPz9f69atU8+ePVVWVqY333xT8+fPV25urq655hqP28nMzNSMGTNqzF+0aJEiIyMbb4cAAADQKE6cOKHRo0eruLhYUVFRtS4bNGd+q9lsNrdpY0yNedU6deqkTp06uabT0tK0d+9ePffcc17D79SpUzVx4kTXdElJiZKTk5Wenl5nMxuD0+lUTk6OBg8eLLvdXrO+JVu14t/vuGw26fquiZY681tbb6yKvnhHbzyjL57RF+/ojWdW7Et9c4ive1P9l/r6CJrwGxMTo5CQEB04cMBt/sGDBxUXF1fv++nTp4/eeustr7c7HA45HI4a8+12u08PbG/be3pEd1WqhbYVFSs1KVpPj+gme2hQDd0+a75+LIIFffGO3nhGXzyjL97RG8+s1JeG5hBf9aYh2wia8BsWFqaePXsqJydHt956q2t+Tk6Obr755nrfz+bNm5WQkNAUJfpEWGgLzRrZ3d9lAAAAC2oOOSRowq8kTZw4UWPGjFGvXr2UlpamV155RYWFhXrggQcknRyyUFRUpIULF0qSZs+erfbt2+vSSy9VeXm53nrrLWVnZys7O9ufuwEAAAA/CarwO3LkSB0+fFhPPvmk9u/fr9TUVK1cuVLt2rWTJO3fv9/tmr/l5eV67LHHVFRUpIiICF166aVasWKFhg8f7q9dAAAAgB8FVfiVpHHjxmncuHEeb8vKynKbnjRpkiZNmuSDqgAAABAMrPVJKQAAAFga4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFhGqL8LgGdTl2zVF0VHlZoUrZkjuikslPcpAAAgcJVXVGly9hZtKyrWZUkt1S/c3xV5RvgNUCu27lNphU27Dh2TJM0a2d2/BQEAANRicvYWLc8rkjHSdz8eVb8r/F2RZ5xODFDGSOH2EBkjbSsq9nc5AAAAtdpWVOyWXwIV4TdA2WxSqbNSNpuUmhTt73IAAABqlZoU7ZZfAhXDHgLU9V0T3cb8AgAABLLqvFI95lfa69+CvCD8Bqhnbusqu93u7zIAAADqJSy0heszSk6nUytXBmb4ZdgDAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAy6h1+v/vuu6aso97mzp2rlJQUhYeHq2fPnvroo49qXX7t2rXq2bOnwsPD1aFDB82fP99HlQIAACDQ1Dv8pqam6s0332zKWuq0ePFiTZgwQb/5zW+0efNm9evXT8OGDVNhYaHH5QsKCjR8+HD169dPmzdv1rRp0/Twww8rOzvbx5UDAAAgENQ7/D799NN66KGHNGLECB0+fLgpa/Lq+eef191336177rlHXbp00ezZs5WcnKx58+Z5XH7+/Plq27atZs+erS5duuiee+7RL3/5Sz333HM+rrx+yiuqNHXJVknS1CVbVV5R5eeKAAAAGibQ80xofRccN26chg0bprvvvluXXnqpXnnlFd10001NWZub8vJyffbZZ5oyZYrb/PT0dK1fv97jOhs2bFB6errbvCFDhui1116T0+mU3W6vsU5ZWZnKyspc0yUlJZIkp9Mpp9N5trtRq2lLtuofXxapX0/pH18WSZKeua1rk24zmFT3v6kfh2BDX7yjN57RF8/oi3f0xjP64pk/8kxDHgObMcY0dANz5szRI488oi5duig01D0/f/755w29u3rZt2+fkpKS9PHHH6tv376u+U8//bTeeOMN5efn11inY8eOysjI0LRp01zz1q9fr6uuukr79u1TQkJCjXUyMzM1Y8aMGvMXLVqkyMjIRtobAAAANJYTJ05o9OjRKi4uVlRUVK3L1vvMb7U9e/YoOztbrVu31s0331wj/DY1m83mNm2MqTGvruU9za82depUTZw40TVdUlKi5ORkpaen19nMszX13++UZvSs0vTPWui6S5M483sKp9OpnJwcDR482ONZe6uiL97RG8/oi2f0xTt64xl98cwfeab6L/X10aDk+uqrr+rRRx/Vddddp23btun8889vcHFnKiYmRiEhITpw4IDb/IMHDyouLs7jOvHx8R6XDw0NVZs2bTyu43A45HA4asy32+1NfmA/PaL7v/+3V9ddmqSnR3SXPZSr0Z3OF49FMKIv3tEbz+iLZ/TFO3rjGX1x548805D+17uSoUOHavLkyZozZ46WLFni0+ArSWFhYerZs6dycnLc5ufk5LgNgzhVWlpajeVXr16tXr16BeRBGhbawvXO6JnbuiqM4AsAAIJMoOeZep/5rays1JYtW3TBBRc0ZT21mjhxosaMGaNevXopLS1Nr7zyigoLC/XAAw9IOjlkoaioSAsXLpQkPfDAA5ozZ44mTpyoe++9Vxs2bNBrr72mv/71r37bBwAAAPhPvcPv6WdQ/WHkyJE6fPiwnnzySe3fv1+pqalauXKl2rVrJ0nav3+/2zV/U1JStHLlSj3yyCN66aWXlJiYqBdffFEjRozw1y4AAADAj3z7abVGMG7cOI0bN87jbVlZWTXm9e/fv8muQAEAAIDgEliDMAAAAIAmRPgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWEervAuDZ1CVb9UXRUaUmRWvmiG4KC+V9CgAACFzlFVWanL1F24qKdVlSS/UL93dFnhF+A9SKrftUWmHTrkPHJEmzRnb3b0EAAAC1mJy9RcvzimSM9N2PR9XvCn9X5BmnEwOUMVK4PUTGSNuKiv1dDgAAQK22FRW75ZdARfgNUDabVOqslM0mpSZF+7scAACAWqUmRbvll0DFsIcAdX3XRLcxvwAAAIGsOq9Uj/mV9vq3IC8IvwHqmdu6ym63+7sMAACAegkLbeH6jJLT6dTKlYEZfhn2AAAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAygib8HjlyRGPGjFF0dLSio6M1ZswY/fTTT7Wuk5GRIZvN5vbTp08f3xQMAACAgBPq7wLqa/To0fruu++0atUqSdJ9992nMWPG6N133611vaFDh2rBggWu6bCwsCatEwAAAIErKMLvV199pVWrVumTTz7RlVdeKUl69dVXlZaWpvz8fHXq1Mnrug6HQ/Hx8b4qtcmVV1RpcvYWbSsqVmpStGaO6Kaw0KA5gQ8AAIJYc8ghQRF+N2zYoOjoaFfwlaQ+ffooOjpa69evrzX85ubmKjY2Vq1atVL//v311FNPKTY21uvyZWVlKisrc02XlJRIkpxOp5xOZyPsTe2qt+FtW9OWbNWqrftkjPTdj0cVoio9c1vXJq8rENTVG6uiL97RG8/oi2f0xTt645kV+1LfHOLr3jRkOzZjjGnCWhrF008/raysLH399ddu8zt27Kj//u//1tSpUz2ut3jxYp177rlq166dCgoK9Pjjj6uiokKfffaZHA6Hx3UyMzM1Y8aMGvMXLVqkyMjIs98ZAAAANKoTJ05o9OjRKi4uVlRUVK3L+vXMr7egeaqNGzdKkmw2W43bjDEe51cbOXKk6/+pqanq1auX2rVrpxUrVui2227zuM7UqVM1ceJE13RJSYmSk5OVnp5eZzMbg9PpVE5OjgYPHiy73V6zviVbteLf77hsNun6romWOvNbW2+sir54R288oy+e0Rfv6I1nVuxLfXOIr3tT/Zf6+vBr+B0/frxGjRpV6zLt27fXli1b9P3339e47dChQ4qLi6v39hISEtSuXTvt3LnT6zIOh8PjWWG73e7TA9vb9p4e0V2VauEaa/P0iG6yB9lYm7Pl68ciWNAX7+iNZ/TFM/riHb3xzEp9aWgO8VVvGrINv4bfmJgYxcTE1LlcWlqaiouL9a9//Uu9e/eWJH366acqLi5W37596729w4cPa+/evUpISDjjmv0tLLSFZo3s7u8yAACABTWHHBIUpwy7dOmioUOH6t5779Unn3yiTz75RPfee69uuOEGtw+7de7cWUuXLpUkHTt2TI899pg2bNig3bt3Kzc3VzfeeKNiYmJ06623+mtXAAAA4EdBEX4l6S9/+Yu6du2q9PR0paenq1u3bnrzzTfdlsnPz1dxcbEkKSQkRFu3btXNN9+sjh07auzYserYsaM2bNigli1b+mMXAAAA4GdBcakzSWrdurXeeuutWpc59cIVERER+uCDD5q6LAAAAASRoDnzCwAAAJwtwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDJC/V0Amk55RZUmZ2/RtqJipSZFa+aIbgoL5f0OAAD4D6vlBcJvMzY5e4uW5xXJGGnXoWOSpFkju/u3KAAAEFCslheab6yHthUVyxgp3B4iY05OAwAAnMpqeYHw24ylJkXLZpNKnZWy2U5OAwAAnMpqeYFhD83YzBHdJMltDA8AAMCprJYXCL/NWFhoi2Y9ZgcAAJw9q+UFhj0AAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsIxQfxeAwFReUaXJ2Vu0rahYqUnRmjmim8JCea8EAEAg4nW7/gi/8Ghy9hYtzyuSMdKuQ8ckSbNGdvdvUQAAwCNet+svaN4SPPXUU+rbt68iIyPVqlWreq1jjFFmZqYSExMVERGhAQMG6Msvv2zaQpuJbUXFMkYKt4fImJPTAAAgMPG6XX9BE37Ly8t1++2368EHH6z3Os8++6yef/55zZkzRxs3blR8fLwGDx6so0ePNmGlzUNqUrRsNqnUWSmb7eQ0AAAITLxu11/QDHuYMWOGJCkrK6teyxtjNHv2bP3mN7/RbbfdJkl64403FBcXp0WLFun+++9vqlKbhZkjukmS29ghAAAQmHjdrr+gCb8NVVBQoAMHDig9Pd01z+FwqH///lq/fr3X8FtWVqaysjLXdElJiSTJ6XTK6XQ2bdH/3s6p//qLTdKzt136nxmmUk5npd/qkQKnN4GGvnhHbzyjL57RF+/ojWeB1JdAe932dW8asp1mG34PHDggSYqLi3ObHxcXpz179nhd75lnnnGdZT7V6tWrFRkZ2bhF1iInJ8dn2wo29MYz+uIdvfGMvnhGX7yjN57RF+981ZsTJ07Ue1m/ht/MzEyPQfNUGzduVK9evc54GzabzW3aGFNj3qmmTp2qiRMnuqZLSkqUnJys9PR0RUVFnXEd9eV0OpWTk6PBgwfLbrc3+faCCb3xjL54R288oy+e0Rfv6I1n9MU7X/em+i/19eHX8Dt+/HiNGjWq1mXat29/RvcdHx8v6eQZ4ISEBNf8gwcP1jgbfCqHwyGHw1Fjvt1u9+mB7evtBRN64xl98Y7eeEZfPKMv3tEbz+iLd77qTUO24dfwGxMTo5iYmCa575SUFMXHxysnJ0c9evSQdPKKEWvXrtXMmTObZJsAAAAIbEFzqbPCwkLl5eWpsLBQlZWVysvLU15eno4dO+ZapnPnzlq6dKmkk8MdJkyYoKefflpLly7Vtm3blJGRocjISI0ePdpfuwEAAAA/CpoPvD3xxBN64403XNPVZ3PXrFmjAQMGSJLy8/NVXPyfizpPmjRJP//8s8aNG6cjR47oyiuv1OrVq9WyZUuf1g4AAIDAEDThNysrq85r/Bpj3KZtNpsyMzOVmZnZdIUBAAAgaATNsAcAAADgbBF+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZRB+AQAAYBmEXwAAAFgG4RcAAACWQfgFAACAZQTNN7wheJVXVGly9hZtKypWalK0Zo7oprBQ3ncBAKyN10f/IPyiyU3O3qLleUUyRtp16JgkadbI7v4tCgAAP+P10T94e4Emt62oWMZI4fYQGXNyGgAAq+P10T8Iv2hyqUnRstmkUmelbLaT0wAAWB2vj/7BsAc0uZkjukmS25gmAACsjtdH/yD8osmFhbZgDBMAAKfh9dE/GPYAAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALCMUH8XAJyN8ooqTc7eom1FxUpNitbMEd0UFsp7OgBA4+B1pvkh/CKoTc7eouV5RTJG2nXomCRp1sju/i0KANBs8DrT/PDWBUFtW1GxjJHC7SEy5uQ0AACNhdeZ5ofwi6CWmhQtm00qdVbKZjs5DQBAY+F1pvlh2AOC2swR3STJbSwWAACNhdeZ5ofwi6AWFtqCsVcAgCbD60zzw7AHAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJYRNOH3qaeeUt++fRUZGalWrVrVa52MjAzZbDa3nz59+jRtoQAAAAhYQRN+y8vLdfvtt+vBBx9s0HpDhw7V/v37XT8rV65sogoBAAAQ6ILmSy5mzJghScrKymrQeg6HQ/Hx8U1QEQAAAIJN0ITfM5Wbm6vY2Fi1atVK/fv311NPPaXY2Fivy5eVlamsrMw1XVJSIklyOp1yOp1NXm/1NnyxrWBDbzyjL97RG8/oi2f0xTt64xl98c7XvWnIdmzGGNOEtTS6rKwsTZgwQT/99FOdyy5evFjnnnuu2rVrp4KCAj3++OOqqKjQZ599JofD4XGdzMxM11nmUy1atEiRkZFnWz4AAAAa2YkTJzR69GgVFxcrKiqq1mX9Gn69Bc1Tbdy4Ub169XJNNyT8nm7//v1q166d3n77bd12220el/F05jc5OVk//PBDnc1sDE6nUzk5ORo8eLDsdnuTby+Y0BvP6It39MYz+uIZffGO3nhGX7zzdW9KSkoUExNTr/Dr12EP48eP16hRo2pdpn379o22vYSEBLVr1047d+70uozD4fB4Vthut/v0wPb19oKJr3tTXlGlydlbtK2oWKlJ0Zo5opvCQgPvs6IcM97RG8/oi2f0xbtA602gPD8HWl8Cia9605Bt+DX8xsTEKCYmxmfbO3z4sPbu3auEhASfbRPBb3L2Fi3PK5Ix0q5DxyRJs0Z2929RAACen3FGAu/0lReFhYXKy8tTYWGhKisrlZeXp7y8PB07dsy1TOfOnbV06VJJ0rFjx/TYY49pw4YN2r17t3Jzc3XjjTcqJiZGt956q792A0FoW1GxjJHC7SEy5uQ0AMD/eH7GmQiaqz088cQTeuONN1zTPXr0kCStWbNGAwYMkCTl5+eruPjkgR8SEqKtW7dq4cKF+umnn5SQkKCBAwdq8eLFatmypc/rR/BKTYrWrkPHVOqslM12choA4H88P+NMBE34zcrKqvMav6d+di8iIkIffPBBE1cFK5g5opskuY0pAwD4H8/POBNBE34BfwkLbcEYMgAIQDw/40wEzZhfAAAA4GwRfgEAAGAZhF8AAABYBuEXAAAAlkH4BQAAgGUQfgEAAGAZhF8AAABYBuEXAAAAlkH4BQAAgGXwDW9AACqvqNLk7C1uX9kZFsp7VQCBi+ctBAvCLxCAJmdv0fK8Ihkj7Tp0TJL4Ck8AAY3nLQQL3pIBAWhbUbGMkcLtITLm5DQABDKetxAsCL9AAEpNipbNJpU6K2WznZwGgEDG8xaCBcMegAA0c0Q3SXIbOwcAgYznLQQLwi8QgMJCWzBWDkBQ4XkLwYJhDwAAALAMwi8AAAAsg/ALAAAAyyD8AgAAwDIIvwAAALAMwi8AAAAsg/ALAAAAy+A6vwDclFdUaXL2FrcL1YeF8j4ZCAb8/gJ1I/wCcDM5e4uW5xXJGGnXoWOSxIXrgSDB7y9QN94OAnCzrahYxkjh9hAZc3IaQHDg9xeoG+EXgJvUpGjZbFKps1I228lpAMGB31+gbgx7AOBm5ohukuQ2ZhBAcOD3F6gb4ReAm7DQFowRBIIUv79A3Rj2AAAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIMPvAEIOHxLFYIRxy0QHAi/AAIO31KFYMRxCwQH3pICCDh8SxWCEcctEBwIvwACDt9ShWDEcQsEB4Y9AAg4fEsVghHHLRAcCL8AAg7fUoVgxHELBAfCLwB4waf3gwOPE4CGIPwCgBd8ej848DgBaIigeGu8e/du3X333UpJSVFERIQuvPBCTZ8+XeXl5bWuZ4xRZmamEhMTFRERoQEDBujLL7/0UdUAgh2f3g8OPE4AGiIowu+OHTtUVVWll19+WV9++aVmzZql+fPna9q0abWu9+yzz+r555/XnDlztHHjRsXHx2vw4ME6evSojyoHEMz49H5w4HEC0BBBMexh6NChGjp0qGu6Q4cOys/P17x58/Tcc895XMcYo9mzZ+s3v/mNbrvtNknSG2+8obi4OC1atEj333+/T2oHELwC6dP7gTauNZDqCaTHCUDgC4rw60lxcbFat27t9faCggIdOHBA6enprnkOh0P9+/fX+vXrvYbfsrIylZWVuaZLSkokSU6nU06ns5Gq9656G77YVrChN57RF+/Otjc2Sc/edul/ZphKOZ2VjVBZw01bslWrtu6TMdJ3Px5ViKr0zG1dz+i+GuOYacx6zlZjPU78LnlHbzyjL975ujcN2Y7NGGOasJYmsWvXLl1++eX64x//qHvuucfjMuvXr9dVV12loqIiJSYmuubfd9992rNnjz744AOP62VmZmrGjBk15i9atEiRkZGNswMAAABoNCdOnNDo0aNVXFysqKioWpf165lfb0HzVBs3blSvXr1c0/v27dPQoUN1++23ew2+p7LZbG7Txpga8041depUTZw40TVdUlKi5ORkpaen19nMxuB0OpWTk6PBgwfLbrc3+faCCb3xjL5415x6M3XJVq3495lWm026vmviWZ35Pdu+NGY9gaI5HS+Njd54Rl+883Vvqv9SXx9+Db/jx4/XqFGjal2mffv2rv/v27dPAwcOVFpaml555ZVa14uPj5ckHThwQAkJCa75Bw8eVFxcnNf1HA6HHA5Hjfl2u92nB7avtxdM6I1n9MW75tCbp0d0V6VauMa1Pj2im+xnOcb2bPrSFPUEiuZwvDQVeuMZffHOV71pyDb8Gn5jYmIUExNTr2WLioo0cOBA9ezZUwsWLFCLFrU/yaakpCg+Pl45OTnq0aOHJKm8vFxr167VzJkzz7p2APClQPv2sECrBwDqKyjepu/bt08DBgxQcnKynnvuOR06dEgHDhzQgQMH3Jbr3Lmzli5dKunkcIcJEybo6aef1tKlS7Vt2zZlZGQoMjJSo0eP9sduAAAAwM+C4moPq1ev1jfffKNvvvlGF1xwgdttp35eLz8/X8XF/7m4+aRJk/Tzzz9r3LhxOnLkiK688kqtXr1aLVu29FntAAAACBxBEX4zMjKUkZFR53KnX7jCZrMpMzNTmZmZTVMYAAAAgkpQDHsAAAAAGgPhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWAbhFwAAAJZB+AUAAIBlEH4BAABgGYRfAAAAWEaovwsIdMYYSVJJSYlPtud0OnXixAmVlJTIbrf7ZJvBgt54Rl+8ozee0RfP6It39MYz+uKdr3tTndOqc1ttCL91OHr0qCQpOTnZz5UAAACgNkePHlV0dHSty9hMfSKyhVVVVWnfvn1q2bKlbDZbk2+vpKREycnJ2rt3r6Kiopp8e8GE3nhGX7yjN57RF8/oi3f0xjP64p2ve2OM0dGjR5WYmKgWLWof1cuZ3zq0aNFCF1xwgc+3GxUVxS+SF/TGM/riHb3xjL54Rl+8ozee0RfvfNmbus74VuMDbwAAALAMwi8AAAAsg/AbYBwOh6ZPny6Hw+HvUgIOvfGMvnhHbzyjL57RF+/ojWf0xbtA7g0feAMAAIBlcOYXAAAAlkH4BQAAgGUQfgEAAGAZhF8AAABYBuHXz3bv3q27775bKSkpioiI0IUXXqjp06ervLy81vWMMcrMzFRiYqIiIiI0YMAAffnllz6q2jeeeuop9e3bV5GRkWrVqlW91snIyJDNZnP76dOnT9MW6gdn0hsrHDNHjhzRmDFjFB0drejoaI0ZM0Y//fRTres012Nm7ty5SklJUXh4uHr27KmPPvqo1uXXrl2rnj17Kjw8XB06dND8+fN9VKlvNaQvubm5NY4Nm82mHTt2+LDiprdu3TrdeOONSkxMlM1m07Jly+pcxyrHS0N7Y5Vj5plnntEVV1yhli1bKjY2Vrfccovy8/PrXC9QjhvCr5/t2LFDVVVVevnll/Xll19q1qxZmj9/vqZNm1bres8++6yef/55zZkzRxs3blR8fLwGDx6so0eP+qjypldeXq7bb79dDz74YIPWGzp0qPbv3+/6WblyZRNV6D9n0hsrHDOjR49WXl6eVq1apVWrVikvL09jxoypc73mdswsXrxYEyZM0G9+8xtt3rxZ/fr107Bhw1RYWOhx+YKCAg0fPlz9+vXT5s2bNW3aND388MPKzs72ceVNq6F9qZafn+92fFx88cU+qtg3jh8/rssuu0xz5syp1/JWOV6khvemWnM/ZtauXauHHnpIn3zyiXJyclRRUaH09HQdP37c6zoBddwYBJxnn33WpKSkeL29qqrKxMfHmz/84Q+ueaWlpSY6OtrMnz/fFyX61IIFC0x0dHS9lh07dqy5+eabm7SeQFLf3ljhmNm+fbuRZD755BPXvA0bNhhJZseOHV7Xa47HTO/evc0DDzzgNq9z585mypQpHpefNGmS6dy5s9u8+++/3/Tp06fJavSHhvZlzZo1RpI5cuSID6oLDJLM0qVLa13GKsfL6erTGyseM8YYc/DgQSPJrF271usygXTccOY3ABUXF6t169Zeby8oKNCBAweUnp7umudwONS/f3+tX7/eFyUGtNzcXMXGxqpjx4669957dfDgQX+X5HdWOGY2bNig6OhoXXnlla55ffr0UXR0dJ372JyOmfLycn322Wduj7Ukpaene+3Dhg0baiw/ZMgQbdq0SU6ns8lq9aUz6Uu1Hj16KCEhQddee63WrFnTlGUGBSscL2fLasdMcXGxJNWaXQLpuCH8Bphdu3bpT3/6kx544AGvyxw4cECSFBcX5zY/Li7OdZtVDRs2TH/5y1/0z3/+U3/84x+1ceNGDRo0SGVlZf4uza+scMwcOHBAsbGxNebHxsbWuo/N7Zj54YcfVFlZ2aDH+sCBAx6Xr6io0A8//NBktfrSmfQlISFBr7zyirKzs7VkyRJ16tRJ1157rdatW+eLkgOWFY6XM2XFY8YYo4kTJ+rqq69Wamqq1+UC6bgh/DaRzMxMj4PeT/3ZtGmT2zr79u3T0KFDdfvtt+uee+6pcxs2m81t2hhTY16gOZO+NMTIkSN1/fXXKzU1VTfeeKPef/99ff3111qxYkUj7kXTaOreSM3/mPG0L3XtYzAfM7Vp6GPtaXlP84NdQ/rSqVMn3Xvvvbr88suVlpamuXPn6vrrr9dzzz3ni1IDmlWOl4ay4jEzfvx4bdmyRX/961/rXDZQjptQn27NQsaPH69Ro0bVukz79u1d/9+3b58GDhyotLQ0vfLKK7WuFx8fL+nku6iEhATX/IMHD9Z4VxVoGtqXs5WQkKB27dpp586djXafTaUpe2OFY2bLli36/vvva9x26NChBu1jMB0znsTExCgkJKTG2czaHuv4+HiPy4eGhqpNmzZNVqsvnUlfPOnTp4/eeuutxi4vqFjheGlMzfmY+dWvfqV33nlH69at0wUXXFDrsoF03BB+m0hMTIxiYmLqtWxRUZEGDhyonj17asGCBWrRovYT8ikpKYqPj1dOTo569Ogh6eR4trVr12rmzJlnXXtTakhfGsPhw4e1d+9et8AXqJqyN1Y4ZtLS0lRcXKx//etf6t27tyTp008/VXFxsfr27Vvv7QXTMeNJWFiYevbsqZycHN16662u+Tk5Obr55ps9rpOWlqZ3333Xbd7q1avVq1cv2e32Jq3XV86kL55s3rw5aI+NxmKF46UxNcdjxhijX/3qV1q6dKlyc3OVkpJS5zoBddz4/CN2cFNUVGQuuugiM2jQIPPdd9+Z/fv3u35O1alTJ7NkyRLX9B/+8AcTHR1tlixZYrZu3WruuOMOk5CQYEpKSny9C01mz549ZvPmzWbGjBnm3HPPNZs3bzabN282R48edS1zal+OHj1qHn30UbN+/XpTUFBg1qxZY9LS0kxSUlKz6osxDe+NMdY4ZoYOHWq6detmNmzYYDZs2GC6du1qbrjhBrdlrHDMvP3228Zut5vXXnvNbN++3UyYMMGcc845Zvfu3cYYY6ZMmWLGjBnjWv7bb781kZGR5pFHHjHbt283r732mrHb7ebvf/+7v3ahSTS0L7NmzTJLly41X3/9tdm2bZuZMmWKkWSys7P9tQtN4ujRo67nEEnm+eefN5s3bzZ79uwxxlj3eDGm4b2xyjHz4IMPmujoaJObm+uWW06cOOFaJpCPG8Kvny1YsMBI8vhzKklmwYIFrumqqiozffp0Ex8fbxwOh7nmmmvM1q1bfVx90xo7dqzHvqxZs8a1zKl9OXHihElPTzfnn3++sdvtpm3btmbs2LGmsLDQPzvQhBraG2OsccwcPnzY3HnnnaZly5amZcuW5s4776xxySGrHDMvvfSSadeunQkLCzOXX3652yWIxo4da/r37++2fG5urunRo4cJCwsz7du3N/PmzfNxxb7RkL7MnDnTXHjhhSY8PNycd9555uqrrzYrVqzwQ9VNq/ryXKf/jB071hhj7eOlob2xyjHjLbec+poTyMeNzZh/jzYGAAAAmjmu9gAAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCgAVUVlaqb9++GjFihNv84uJiJScn67e//a2fKgMA3+LrjQHAInbu3Knu3bvrlVde0Z133ilJuuuuu/TFF19o48aNCgsL83OFAND0CL8AYCEvvviiMjMztW3bNm3cuFG33367/vWvf6l79+7+Lg0AfILwCwAWYozRoEGDFBISoq1bt+pXv/oVQx4AWArhFwAsZseOHerSpYu6du2qzz//XKGhof4uCQB8hg+8AYDFvP7664qMjFRBQYG+++47f5cDAD7FmV8AsJANGzbommuu0fvvv69nn31WlZWV+sc//iGbzebv0gDAJzjzCwAW8fPPP2vs2LG6//77dd111+nPf/6zNm7cqJdfftnfpQGAzxB+AcAipkyZoqqqKs2cOVOS1LZtW/3xj3/Ur3/9a+3evdu/xQGAjzDsAQAsYO3atbr22muVm5urq6++2u22IUOGqKKiguEPACyB8AsAAADLYNgDAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/AIAAMAy/n+JpeZdvFuo/QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" t x y\n",
"0 0.0 2.000000 0.000000\n",
"1 0.2 1.996053 0.250666\n",
"2 0.4 1.984229 0.497380\n",
"3 0.6 1.964575 0.736249\n",
"4 0.8 1.937166 0.963507\n",
".. ... ... ...\n",
"95 19.0 1.902113 -1.175571\n",
"96 19.2 1.937166 -0.963507\n",
"97 19.4 1.964575 -0.736249\n",
"98 19.6 1.984229 -0.497380\n",
"99 19.8 1.996053 -0.250666\n",
"\n",
"[100 rows x 3 columns]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" x\n",
"0 36\n",
"1 31\n",
"2 34\n",
"3 29\n",
"4 5\n",
"... ...\n",
"249995 997\n",
"249996 997\n",
"249997 998\n",
"249998 998\n",
"249999 999\n",
"\n",
"[250000 rows x 1 columns]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" fruit amount\n",
"0 tomato 18\n",
"1 orange 12\n",
"2 apple 13\n",
"3 banana 20\n",
"4 kiwi 14\n",
"5 durian 15\n",
"6 manggo 5\n",
"7 strawberry 15\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" x y z\n",
"0 0 0 82.462113\n",
"1 5 0 77.620873\n",
"2 10 0 72.801099\n",
"3 15 0 68.007353\n",
"4 20 0 63.245553\n",
".. ... ... ...\n",
"436 80 100 80.000000\n",
"437 85 100 80.156098\n",
"438 90 100 80.622577\n",
"439 95 100 81.394103\n",
"440 100 100 82.462113\n",
"\n",
"[441 rows x 3 columns]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data_circle = pd.read_excel(\"lissajous_circle.xlsx\")\n",
"data_butterfly = pd.read_excel(\"lissajous_butterfly.xlsx\")\n",
"data_distribution = pd.read_excel(\"distribution.xlsx\")\n",
"data_fruit = pd.read_excel(\"fruit_pie_chart.xlsx\")\n",
"data_contour = pd.read_excel(\"contour.xlsx\")\n",
"df4 = pd.read_excel(\"lissajous_circle.xlsx\")\n",
"print(df4)\n",
"\n",
"plt.figure(figsize=(8, 6)) \n",
"\n",
"plt.scatter(data_circle[\"x\"], data_circle[\"y\"], s=5, alpha=0.8, label=\"Lissajous_Circle\")\n",
"\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Lissajous Circle (Scatter Plot)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"df5 = pd.read_excel(\"lissajous_butterfly.xlsx\")\n",
"print(df5)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(data_butterfly[\"x\"], data_butterfly[\"y\"], s=5, alpha=0.8, label=\"Lissajous_Butterfly\")\n",
"\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Lissajous Butterfly (Scatter Plot)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"df6 = pd.read_excel(\"distribution.xlsx\")\n",
"print(df6)\n",
"\n",
"import seaborn as sns\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.countplot(x='x', data=data_distribution, color='olive')\n",
"plt.xlabel('x')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Count Plot of x Values')\n",
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
"plt.show()\n",
"\n",
"df7 = pd.read_excel(\"fruit_pie_chart.xlsx\")\n",
"print(df7)\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(data_fruit['amount'], labels=data_fruit['fruit'], autopct='%1.1f%%', startangle=140)\n",
"plt.title('Pie Chart of Fruit Distribution')\n",
"plt.show()\n",
"\n",
"df8 = pd.read_excel(\"contour.xlsx\")\n",
"print(df8)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.tricontourf(data_contour['x'], data_contour['y'], data_contour['z'], cmap='cividis')\n",
"plt.colorbar(label='z')\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.title('Contour Plot')\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cfb12d06",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[35, 44, 41, 48, 37, 31, 44, 55, 37, 18, 19, 14, 69, 27, 52, 23, 59, 41, 41, 63, 28, 53, 66, 10, 57, 76, 70, 58, 47, 28, 61, 71, 30, 29, 60, 79, 21, 44, 42, 64, 73, 41, 64, 53, 54, 44, 48, 74, 18, 74, 71, 40, 77, 34, 36, 57, 52, 68, 13, 76, 65, 16, 74, 17, 72, 14, 13, 19, 21, 61, 32, 63, 77, 59, 22, 32, 55, 62, 17, 28, 79, 54, 68, 65, 50, 25, 26, 26, 43, 31, 12, 55, 48, 13, 71, 33, 40, 53, 40, 41]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#EXERCISE_1\n",
"# 1.Explain the difference between median and middle value?\n",
"# 2.Are mean and mode values always the same for unsorted and sorted dataset? Why?\n",
"# 3.If range is caculate with last datapoint – first datapoint, should the dataset is sorted first or not? Why?\n",
"\n",
"\n",
"# 1.The median is a measure of central tendency that represents the middle value of a dataset when it is ordered from smallest to largest. If the dataset has an odd number of observations, the median is the middle value. If the dataset has an even number of observations, the median is the average of the two middle values.\n",
"# The middle value is simply the value that occupies the middle position in a dataset. It does not necessarily have to be the median. For example, in the dataset [1, 3, 5, 7, 9], the median is 5, while the middle value is also 5 because it occupies the middle position. However, in the dataset [1, 2, 3, 4, 5, 6], the median is (3 + 4) / 2 = 3.5, but the middle value is 4.\n",
"\n",
"# 2.The mean (average) and mode (most frequent value) may or may not be the same for unsorted and sorted datasets.\n",
"# For the mean, sorting the dataset does not change the sum of the values, so the mean remains the same whether the dataset is sorted or not.\n",
"# For the mode, sorting the dataset may change the frequency distribution of the values, potentially affecting which value appears most frequently and thus changing the mode. However, if there is a single mode (one value that appears most frequently), it will remain the same regardless of sorting.\n",
"\n",
"# 3.It doesn't matter whether the dataset is sorted or not when calculating the range. The range is simply the difference between the maximum and minimum values in the dataset.\n",
"# Sorting the dataset does not change the maximum and minimum values, so whether the dataset is sorted or not, the range will be the same.\n",
"# Therefore, sorting the dataset is unnecessary and does not affect the calculation of the range.\n",
"\n",
"#EXERCISE_2\n",
"import random as rnd\n",
"x = [\n",
" rnd.randint(10, 80)\n",
" for i in range(0, 100)\n",
"]\n",
"print(x)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.hist(x, bins=25, color='black', edgecolor='purple')\n",
"plt.xlabel('Value')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Histogram of Random Data by Resna Febrianto')\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n",
"# In this example, I've chosen bins=25 to divide the data into 25 equally spaced bins.\n",
"# Because to make the histogram look didn't worst and the detailed information is easy to read.\n",
"# You can adjust the number of bins based on your preference and the distribution of your data.\n",
"# If you have more data points or if you want more detailed information about the distribution, you may consider increasing the number of bins.\n",
"# Conversely, if you have fewer data points or if you want a broader overview of the distribution, you may consider decreasing the number of bins.\n",
"\n",
"#EXERCISE_3\n",
"import numpy as np\n",
"import statistics as stat\n",
"N = 1000; a = 20; b = 60; x = []\n",
"for i in range(N):\n",
" xi = rnd.randint(a, b)\n",
" x.append(xi)\n",
"plt.hist(x, bins=10)\n",
"plt.xticks(np.arange(20, 64, 4))\n",
"plt.xlim([20, 60])\n",
"plt.grid()\n",
"plt.show()\n",
"\n",
"# n = b - a + 1 = 60 - 20 + 1 = 41\n",
"# Average Value = N * 1/n * the width of the bins = 1000 * 1/41 * 4 = 97,5609\n",
"\n",
"#EXERCISE_4\n",
"N = 6000; a=1; b=6; dice = []\n",
"for i in range(N):\n",
" xi = rnd.randint(a, b)\n",
" dice.append(xi)\n",
"plt.hist(dice, bins=6)\n",
"plt.grid()\n",
"plt.show()\n",
"\n",
"# if we choose bin = 6, The value is 1000\n",
"\n",
"#EXERCISE_5\n",
"mu = 100\n",
"si = 10\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,1)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"mu = 100\")\n",
"\n",
"mu = 200\n",
"si = 10\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,4)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"mu = 200\")\n",
"\n",
"mu = 300\n",
"si = 10\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,7)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"mu = 300\")\n",
"\n",
"mu = 100\n",
"si = 5\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,3)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"si = 5\")\n",
"\n",
"mu = 100\n",
"si = 10\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,6)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"si = 10\")\n",
"\n",
"mu = 100\n",
"si = 20\n",
"N = 100000\n",
"values = np.random.normal(mu, si, N)\n",
"\n",
"plt.subplot(3,3,9)\n",
"plt.hist(values, 100)\n",
"plt.axvline(values.mean(), color='r')\n",
"plt.xlim([60,340])\n",
"plt.title(\"si = 20\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ece1cc57",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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