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ipynb for exercise on issues 7
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0cb274cf",
"metadata": {},
"outputs": [],
"source": [
"# Metadata is data about data, in generally has a little value on their own, can be applied to anything,\n",
"# can be created manually to be more accurate, automatically contain about basic information, usually used for tracking,\n",
"# classification, and analysis\n",
"\n",
"# There are 6 types of metadata :\n",
"# Structural Metadata\n",
"# Descriptive metadata\n",
"# Preservation metadata\n",
"# administrative metadata\n",
"# Provenance metadata\n",
"# Definitional metadata"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "43e0c3ca",
"metadata": {},
"outputs": [],
"source": [
"# 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",
"# Data is collection of facts and statistics\n",
"\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",
"\n",
"\n",
"# the four foundational aspects of data science :\n",
"# Mathematics:\n",
"# Mathematics is the foundational element of data science, providing the theoretical basis for various algorithms and statistical methods.\n",
"# Statistics, linear algebra, calculus, and probability theory are essential mathematical concepts in data science. \n",
"# Statistical techniques help in making inferences, testing hypotheses, and understanding the uncertainty associated with data.\n",
"# Linear algebra is fundamental for tasks like matrix operations, which are prevalent in machine learning algorithms.\n",
"# Calculus is often used in optimization problems, such as adjusting model parameters to minimize errors.\n",
"\n",
"# Technology:\n",
"# Technology encompasses the tools, programming languages, and platforms used to process, analyze, and manage data.\n",
"# Programming languages like Python and R are widely used for data manipulation, analysis, and building machine learning models.\n",
"# Big data technologies such as Apache Hadoop and Spark are employed to handle large-scale datasets.\n",
"# Database management systems (e.g., SQL and NoSQL databases) are used for data storage and retrieval.\n",
"# Cloud computing platforms provide scalable and cost-effective infrastructure for data storage and processing.\n",
"\n",
"# Visualization:\n",
"# Visualization is the process of representing data graphically to aid in understanding patterns, trends, and insights.\n",
"# Data visualization tools like Matplotlib, Seaborn, and Tableau help create charts, graphs, and dashboards.\n",
"# Effective visualization allows data scientists to communicate complex findings in a clear and accessible manner to both technical and non-technical stakeholders.\n",
"# Visualization enhances exploratory data analysis and supports the interpretation of results, making it an integral part of the data science workflow.\n",
"\n",
"# Communication:\n",
"# Communication is crucial for translating technical findings into actionable insights that can drive decision-making.\n",
"# Data scientists need to effectively communicate their results to stakeholders, including business leaders, policymakers, or other team members.\n",
"# The ability to convey complex concepts in a clear and concise manner is essential for ensuring that data-driven insights are understood and utilized.\n",
"# Communication skills also facilitate collaboration between data scientists and other professionals who may not have a technical background."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "21c657e0",
"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",
"\n",
"#The purpose of the sep_odd_even_index function is to separate the elements of a list into two sublists based on their indices (even and odd). Heres a breakdown of how it works:\n",
"# 1. Input:\n",
"# The function takes a single argument z, which is the list to be separated.\n",
"# 2. Steps:\n",
"# Calculate list length: The function first calculates the length of the input list z and stores it in the variable N.\n",
"# Generate index range: It creates a range of numbers from 0 to N-1 using range(N). This range represents the indices of the elements in the list.\n",
"# Separate elements based on even/odd indices:\n",
"# The function uses list comprehension to create two sublists:\n",
"# x: This sublist contains elements from the original list z at even indices (0, 2, 4, ...). The condition i % 2 == 0 in the list comprehension filters the indices to select only even numbers.\n",
"# y: This sublist contains elements from the original list z at odd indices (1, 3, 5, ...). The condition i % 2 == 1 selects only odd indices.\n",
"# Return: The function returns a list containing the two sublists x and y.\n",
"# the output will be :\n",
"# ['a', 1, 'b', 2, 'c', 3] \n",
"# ['a', 'b', 'c'] \n",
"# [1, 2, 3]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2174757f",
"metadata": {},
"outputs": [
{
"data": {
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XJhdeeCFmzZqFOXPmwG63Y+LEiQCAlStXYsSIEdBqtYiPj8ejjz4Kn88Xcr/7778fv//972Gz2RAXF4cnnnjijI8XExODSy65BB999JG07ddff0VRUREuv/zykLYbNmzAxRdfDLvdDqvVigsuuACbN28OaSMIAv72t7/h6quvhsFgQHp6Or766qtz+I0QEVFr87h8+OatrcjPcUBrVOGqOYMQlcCLz6jrCJugG6iqQqCqCqIoSttEjye4vUFvqdQ2EKhr6/UGt7vdzWrbGj766CNoNBqsXr0a7777Lo4fP45JkyZh+PDh2Lp1KxYsWICFCxfi6aefbnQ/o9GIdevW4YUXXsBf/vIX/Pjjj2d8vDvvvBOLFi2Sfv7ggw9wyy23QKMJnRy8oqIC06ZNw6pVq7B27Vqkp6dj0qRJqKioCGn35JNP4vrrr8e2bdswadIk3HLLLSgpKTn7XwgREbUar9uPb9/ehpMHy6E1qHDVA4NhTzTLXRZRuwqboLt3yFDsHTIU/tJSaVvxBx9g75ChyH/qqZC2+0afj71DhsJ74qS0rXTxYuwdMhQn//inkLYHxk/A3iFD4Tl4UNpW9vnnrVJzeno6XnjhBfTu3Ru9e/fGO++8g6SkJLz11lvo06cPpkyZgieffBIvv/wyAvWC9sCBA/H4448jPT0dt99+O4YNG4Zly5ad8fGuuOIKOBwO/Pzzz3A6nfj0009x5513Nmo3btw43HrrrejTpw8yMjLw3nvvoaqqCitXrgxpN336dNx0003o2bMnnn32WVRWVmL9+vXn/oshIqJz4vcF8N8F23Bifxk0OiUm3z8I0ckMudT1hE3Q7YyGDh0a8vPu3buRlZUFQRCkbaNHj0ZlZWXI2NqBAweG3C8+Ph4FBQVnfDy1Wo1bb70VH374IT777DP06tWr0b4AID8/H3fffTfS09NhtVphsVhQWVmJo0ePhrSrf1+j0QiLxdKsOoiIqG0plAKik81Qa4MhNzbVIndJRLJQyV1Aa+m9eRMAQNDXTZUSdeedsN1+O6AKfZq9Vq8KttXppG2RN9+MiOuuA5TKkLY9ly1t1Dbi6qtbpWaj8ewuBlCr1SE/C4IQ0uN7OnfeeSdGjhyJHTt2NNmbCwDTpk1DcXExXn/9daSkpECr1SIrK6vRBXPnUgcREbUdQRCQdXUP9B/bDRY7pxCjritsenQVBgMUBkNIb6ig0QS3NxiDKrVV1D19Qa0Obtdqm9W2LWRkZGDNmjUh44xXr14Ns9mMxMTEVnmMfv36oV+/ftixYwduvvnmJtusXr0a999/PyZNmoR+/fpBq9WiqKioybZERNQx+P0BbPr+MHxeP4Bg2GXIpa4ubIJuOJgxYwZyc3Mxe/Zs7NmzB19++SUef/xxzJ07FwpF6/1XLV++HCdPnkRERESTt6enp+Pjjz/G7t27sW7dOtxyyy3Q63mwJCLqyFZ8vAdrvziEH97fGdJhQtSVMeh2IN26dcN///tfrF+/HpmZmbjvvvtw11134U9/+tOZ79wCRqPxlCEXABYuXIjS0lIMGTIEt912G+6//37ExMS0ag1ERNS6+o6Oh86oRv8LuoWc3STqygSxg33sczgcsFqtKC8vh8USOnje5XIhJycHaWlp0NUbM0skJ74uiaij8Lh80OjC5vIboiadLis2xB5dIiKiTkgMiFj1r/0oPl4pbWPIJQrFoEtERNTJiKKIn/5vL7YuzcWXr2fD4/Kd+U5EXRCDLhERUSciiiJ+WbIPu345AUEAzr+2J3tyiU6BQZeIiKiTEEURqz87gO0rjwMCMO72DPQaESd3WUQdFoMuERFRJyCKItZ8fhBbl+cCAC66tQ/6ZMXLXBVRx8agS0RE1Ams/zoHW/4XXIr9gpt7o+/oBJkrIur4GHSJiIg6uA3f5mDjfw8DAMbckI7+Y7vJWxBRJ8GgS0RE1IFt+v4w1n+dAwAYfW1PDLwoSeaKiDoPBl0iIqIOasuPR7H2i0MAgFFTumPQhGSZKyLqXBh0O4iffvoJgiCgrKxM7lKIiKgDOLi5AL/++wAAYMTkNAy9NFXegog6IQbddiAIwmm/nnjiCblLJCKiDia5fxSSMiIxbFIqhl+eJnc5RJ0SZ5huBydPnpS+/+STT/DYY49h79690jaTyYSNGze2yWN7vV6o1eo22TcREbUdtUaJy2dlQqEQ5C6FqNNij247iIuLk76sVisEQQjZZjKZpLabNm3CsGHDYDAYcN5554UEYgBYsGABevToAY1Gg969e+Pjjz8OuV0QBCxYsABXXnkljEYjnnnmmXZ5jkREdO72rDmJtV8ehCiKAAClUgFBYNAlOlthE3T9/qrTfLlb0NbVrLZt5Y9//CNefvllbNy4ESqVCnfeead02+eff44HHngADz30EHbs2IF7770Xd9xxB1asWBGyjyeeeAJXX301tm/fHnJ/IiLquErznFj+993Y9N0R5GwtkrscorAQNkMXflo54JS3RUVdiEGZC6Wff/5lBAKB6ibbRkSMxNAhi6WfV/96Abzekkbtxo87eA7VntozzzyDCy64AADw6KOP4vLLL4fL5YJOp8NLL72E6dOnY8aMGQCAuXPnYu3atXjppZdw0UUXSfu4+eabcccdd7RJfURE1DYi44w4//p0lJysQlqmXe5yiMJC2PTohouBAwdK38fHB5d2LCgoAADs3r0bo0ePDmk/evRo7N69O2TbsGHD2rhKIiJqLWJAlL4feFESLripF4crELWSsOnRvfCC7ae5VRny09gx60/TNjT7jz5v5dkXdRbqXzhWe6ALBAIt2ofRaGzVmoiIqG3kbCvC5u+P4PKZA6EzBo//DLlErSdsenSVSsNpvrQtaKtrVls5ZGRkYPXq1SHbVq9ejb59+8pSDxERnb0jO4rx/XvbkXeoHNlLj8pdDlFYCpse3a7gd7/7Ha6//noMHjwYEyZMwNdff43//Oc/WLp0qdylERFRC+TuKsF3725HwCeix+BojLiC8+QStQUG3U5kypQpeP311/HSSy/hgQceQFpaGj788ENceOGFcpdGRETNdGxvKb5dsA1+XwBpmXZc/Jt+UCjD5gQrUYciiLWT9XUQDocDVqsV5eXlsFgsIbe5XC7k5OQgLS0NOp3uFHsgal98XRJRc53YX4av38yGzxNASv8oXHbvACjVDLlELXG6rNgQ/7qIiIjaQd6hcnzz1lb4PAEk9bXh0nv7M+QStTH+hREREbWx/BwHvn4jG163H916R2LSfQOgUivPfEciOicMukRERG2o8GgFvn4zGx6XHwnpEbh8xkCoNAy5RO2BQZeIiKiNFB2rwJevb4G7yoe47lZcPnMg1FqGXKL2wqBLRETUBkRRxIqP98Dt9CE2zYLJszOh0XGyI6L2xKBLRETUBgRBwMR7+qPHkOhgyNUz5BK1N/7VERERtSK/NyDNpmCJ0uPSewbIXBFR18UeXSIiolZSXliFxU+uxcEtBXKXQkRg0CUiImo12386DkeRCxu+OYyAPyB3OURdHoNuB/HTTz9BEASUlZXJXQoREZ2l867pgSGXpmDy/Zlc1peoA+BfYTsQBOG0X0888YTcJRIR0VlyVXohBkQAgEKpQNaUHjBatTJXRUQAL0ZrFydPnpS+/+STT/DYY49h79690jaTyYSNGzfKURoREZ0DZ7kbX7yyBXFpFlx0ewYUCkHukoioHvbotoO4uDjpy2q1QhCEkG0mk0lqu2nTJgwbNgwGgwHnnXdeSCA+ePAgrrrqKsTGxsJkMmH48OFYunRpyGOlpqbi2WefxZ133gmz2Yzk5GS89957IW22b9+OcePGQa/XIyoqCvfccw8qKyul23/66SeMGDECRqMRERERGD16NI4cOdJGvx0ios6pusKDL1/LRll+FY7tLUV1hUfukoiogbAJul63v8Vf9S8UCPgD8Lr98Hn8zdpvW/njH/+Il19+GRs3boRKpcKdd94p3VZZWYlJkyZh2bJl2LJlCy699FJMnjwZR48eDdnHyy+/jGHDhmHLli2YMWMGfvvb30qB2el0YuLEiYiMjMSGDRvw2WefYenSpZg1axYAwOfzYcqUKbjggguwbds2rFmzBvfccw8Egb0URES1XJVefPlaNkpPOmG0anDVg4M5XIGoAzqnoQvPPfcc5s2bhwceeACvvfYaAMDlcuGhhx7CkiVL4Ha7MXHiRLzzzjuIjY1tjXpP6b0HVrb4PhPv7o+eQ2MAAIeyi/DD+zuQkB6Bqx8aIrX5+x9/havS2+i+M98dd/bFnsYzzzyDCy64AADw6KOP4vLLL4fL5YJOp0NmZiYyMzOltk899RQ+//xzfPXVV1JQBYBJkyZhxowZAIBHHnkEr776KlasWIHevXtj8eLFcLlc+Pvf/w6j0QgAeOuttzB58mQ8//zzUKvVKC8vxxVXXIEePXoAADIyMtrkuRIRdUYupxdfvr4FxccrYbAEQ25EjEHusoioCWfdo7thwwb89a9/xcCBA0O2P/jgg/j666/x2WefYeXKlThx4gSuueaacy60q6j/+4yPjwcAFBQE52OsrKzEww8/jIyMDERERMBkMmH37t2NenTr76N2mETtPnbv3o3MzEwp5ALA6NGjEQgEsHfvXthsNkyfPh0TJ07E5MmT8frrr4eMMSYi6src1T58/UY2inIroTercdWcwYiMM575jkQki7Pq0a2srMQtt9yC999/H08//bS0vby8HAsXLsTixYsxblywx/PDDz9ERkYG1q5di1GjRrVO1U245/ULWnwfparudHz3QXbc8/oFaHiG/vZnzjvX0lpErVZL39cOFwgEgkMsHn74Yfz444946aWX0LNnT+j1elx77bXweDyn3Eftfmr30Rwffvgh7r//fnz//ff45JNP8Kc//Qk//vhjm/7/ERF1dB5XMOQWHKmAzhgMubYEhlyijuysenRnzpyJyy+/HBMmTAjZvmnTJni93pDtffr0QXJyMtasWdPkvtxuNxwOR8jX2VBrlS3+qj/HoUKpgFqrhEqjbNZ+5bB69WpMnz4dV199NQYMGIC4uDgcPny4RfvIyMjA1q1b4XQ6Q/arUCjQu3dvadvgwYMxb948/Prrr+jfvz8WL17cWk+DiKhT2vjtYeTnOKA1qHDlnEGI6mY6852ISFYtDrpLlizB5s2bMX/+/Ea35eXlQaPRICIiImR7bGws8vLymtzf/PnzYbVapa+kpKSWltRlpKen4z//+Q+ys7OxdetW3HzzzS3qqQWAW265BTqdDtOmTcOOHTuwYsUKzJ49G7fddhtiY2ORk5ODefPmYc2aNThy5Aj+97//Yf/+/RynS0RdmiiKOLA5OATsgpt7IzrJLHNFRNQcLQq6ubm5eOCBB/DPf/4TOp2uVQqYN28eysvLpa/c3NxW2W84euWVVxAZGYnzzjsPkydPxsSJEzFkyJAz37Eeg8GAH374ASUlJRg+fDiuvfZajB8/Hm+99ZZ0+549ezB16lT06tUL99xzD2bOnIl77723LZ4SEVGnUHSsEhXFLqjUCqQOtMtdDhE1kyCKotjcxl988QWuvvpqKJV1p+79fj8EQYBCocAPP/yACRMmoLS0NKRXNyUlBXPmzMGDDz54xsdwOBywWq0oLy+HxWIJuc3lciEnJwdpaWmtFrSJzhVfl0Thb93Xh7Dx28NIy7Rj0m8HnvkORNRmTpcVG2rRxWjjx4/H9u3bQ7bdcccd6NOnDx555BEkJSVBrVZj2bJlmDp1KgBg7969OHr0KLKyslr4NIiIiDqG/Jzg9SPdB0XLXAkRtUSLgq7ZbEb//v1DthmNRkRFRUnb77rrLsydOxc2mw0WiwWzZ89GVlYWr9gnIqJOa/LsTBQerYCV8+USdSrntGBEU1599VUoFApMnTo1ZMEIIiKizkoQBMSknP4UKRF1PC0ao9seOEaXOhu+LonCmxgQISi4DDpRR9GSMbpnvTIaERFRuKtyePDhI6uw/O+7EfC3bDpHIpJfpwy6HawTmro4vh6Jwtfh7UWorvCi+HhlyCJDRNQ5tPoY3bZUu7RtVVUV9Hq9zNUQBVVVVQFovPQyEXV+fUbFwWLXQ/TzAy1RZ9Spgq5SqURERAQKCoKr0xgMBggCx02RPERRRFVVFQoKChAREREyvzQRhQeFUoHE3pFyl0FEZ6lTBV0AiIuLAwAp7BLJLSIiQnpdEhERUcfR6YKuIAiIj49HTEwMvF6v3OVQF6dWq9mTSxSmVn26HwFRxMALExERy/lziTqjThd0aymVSgYMIiJqE35vALtWn4DX7UfvETxjQ9RZ8RJSIiKiBnL3lMDr9sMYoUVMilnucojoLDHoEhERNZCTXQgASMu0c7EIok6MQZeIiKieQEBEzrYiAED3QdEyV0NE54JBl4iIqJ68g+WorvBCa1AhoVeE3OUQ0Tlg0CUiIqrnUM2whdQBdii5GhpRp8a/YCIiohqiKCJnazDoctgCUefHoEtERFSj+HglHEUuKNUKJPW1yV0OEZ0jBl0iIqIah7YEe3OT+9qg1nKudqLOjkGXiIioxqFszrZAFE4YdImIiACUF1aj+HglBIWA1AF2ucsholbAoEtERATg2J4SAEBCuhU6k1rmaoioNajkLoCIiKgj6DemGxLSI+B1++UuhYhaCYMuERFRjcg4o9wlEFEr4tAFIiIiIgpL7NElIqIu7/v3dgCiiOFXpCGqm0nucoiolbBHl4iIujRPtQ852wpxcEshBIUgdzlE1IrYo0tERF2aWqfE1N8NxbG9pbDFc4wuUThh0CUioi5NEATEpFgQk2KRuxQiamUcukBEREREYYlBl4iIuqxje0qw7KNdyN1dIncpRNQGOHSBiIi6rP0b8rFnTR5UaiWSMmxyl0NErYw9ukRE1CUFAiJythUBALoPipa5GiJqCwy6RETUJeUdKkd1hRdagwoJvSPkLoeI2gCDLhERdUmHsgsBACkDoqBU8u2QKBzxL5uIiLocURSRUxN0OWyBKHwx6BIRUZdTfLwSjiIXlGoFkvtGyV0OEbURBl0iIupyDm0J9uYmZdig1iplroaI2gqDLhERdTmHsjnbAlFXwKBLRERdSnlhNYqPV0JQCEgbaJe7HCJqQwy6RETUpeRsDQ5bSEi3QmdSy1wNEbUlBl0iIupSDnG2BaIug0GXiIi6DJfTi7xDDgBAWiaDLlG4U8ldABERUXvRGdW4/ZksnDhQBrNNJ3c5RNTG2KNLRERdiilSh17D4+Qug4jaAYMuEREREYUlBl0iIuoSDm4pwFdvZOPApgK5SyGidsKgS0REXcKBTQXI3VWCwqMOuUshonbCi9GIiKhLGDm5O6KTzEjuFyV3KUTUThh0iYioS4iINWDIxBS5yyCidsShC0REREQUlhh0iYgorAUCIpZ9tAt71+XB7w3IXQ4RtSMGXSIiCmt5h8qxZ00efl6yj+96RF0M/+SJiCisHcouBACkDoiCUsm3PaKuhH/xREQUtkRRRE5N0O0+KFrmaoiovTHoEhFR2Co+7oSjyAWlWsFpxYi6IAZdIiIKW7XDFpIybFBrlTJXQ0TtjUGXiIjC1iEOWyDq0hh0iYgoLDmKqlF8rBKCAKQNtMtdDhHJgEGXiIjCUm1vbkJ6BHQmtczVEJEcWhR0FyxYgIEDB8JiscBisSArKwvfffeddLvL5cLMmTMRFRUFk8mEqVOnIj8/v9WLJiIiOpPaoJvGYQtEXVaLgm5iYiKee+45bNq0CRs3bsS4ceNw1VVXYefOnQCABx98EF9//TU+++wzrFy5EidOnMA111zTJoUTERGdSpXDg5MHywFwfC5RVyaIoiieyw5sNhtefPFFXHvttYiOjsbixYtx7bXXAgD27NmDjIwMrFmzBqNGjWrW/hwOB6xWK8rLy2GxWM6lNCIi6qJ2rT6BFR/vQXSyGdf/Ybjc5RBRK2pJVjzrMbp+vx9LliyB0+lEVlYWNm3aBK/XiwkTJkht+vTpg+TkZKxZs+aU+3G73XA4HCFfRERE5yJnaxEA9uYSdXWqlt5h+/btyMrKgsvlgslkwueff46+ffsiOzsbGo0GERERIe1jY2ORl5d3yv3Nnz8fTz75ZIsLJyIiOpXx0zJwZHsR4ntGyF0KEcmoxT26vXv3RnZ2NtatW4ff/va3mDZtGnbt2nXWBcybNw/l5eXSV25u7lnvi4iICAB0RjV6j4qHxa6XuxQiklGLe3Q1Gg169uwJABg6dCg2bNiA119/HTfccAM8Hg/KyspCenXz8/MRFxd3yv1ptVpotdqWV05EREREdBrnPI9uIBCA2+3G0KFDoVarsWzZMum2vXv34ujRo8jKyjrXhyEiIjojvzeAL1/bgs3/OwKf1y93OUQksxb16M6bNw+XXXYZkpOTUVFRgcWLF+Onn37CDz/8AKvVirvuugtz586FzWaDxWLB7NmzkZWV1ewZF4iIiM7Fsb2lOLanFCUnnRg8IVnucohIZi0KugUFBbj99ttx8uRJWK1WDBw4ED/88AMuvvhiAMCrr74KhUKBqVOnwu12Y+LEiXjnnXfapHAiIqKGopPNGHtjL4giICgEucshIpmd8zy6rY3z6BIRERHRqbTLPLpERERERB1Zi2ddICIi6oh2rT6BgC+A7oNjYLBo5C6HiDoABl0iIur0RFHEpu8Ow1Hkgs6kQc+hMXKXREQdAIcuEBFRp1d83AlHkQtKlQLJ/Wxyl0NEHQSDLhERdXqHsgsBAEl9bdDoeLKSiIIYdImIqNPL2RoMut0H2WWuhIg6EgZdIiLq1BxF1SjKrYQgAKkDGXSJqA6DLhERdWq1wxbie0ZAb+JsC0RUh0GXiIg6tdqg231QtMyVEFFHw6BLRESdVpXDg7yD5QCANI7PJaIGGHSJiKjTOry9CKIIRCebYYnSy10OEXUwDLpERNRp1Q5bSMtkby4RNcagS0REnZLH5UPu7hIAHJ9LRE1j0CUiok7p6M4SBHwirNF62BKMcpdDRB0Ql48hIqJOKWVAFC67bwD8vgAEQZC7HCLqgBh0iYioU1JrlByyQESnxaELRERERBSW2KNLRESdzsbvDsPvDaBPVjys0ZxWjIiaxqBLRESdihgQsW3FMVQ7PIjvYWXQJaJTYtAlIqJOJSCKGD21J47sKEa33pFyl0NEHRiDLhERdSpKpQK9R8ah98g4uUshog6OF6MRERERUVhi0CUiok6jLL8Km384grL8KrlLIaJOgEGXiIg6jf0b87Hm84NY/e8DcpdCRJ0Agy4REXUah7ILAQBpmXaZKyGizoBBl4iIOgVHUTWKcishCEDaQAZduXg8RXKXQNRsDLpERNQp5GwNBqz4nhHQmzUyV9M15eV9hdW/Xoji4pVyl0LULAy6RETUKdQOW+g+KFrmSrqm3GN/x85dcxEIVKOg4Hu5yyFqFs6jS0REHV51hQcnD5QBANIGcdhCexJFETk5byDn8BsAgMTE29Ar/TGZqyJqHgZdIiLq8HK2FUEUAXuSCZYoLvnbng4ffksKuWlpc5CWOguCIMhcFVHzcOgCERF1eDkctiCb2NjJ0Ghi0LvXk+ieNpshlzoV9ugSEVGH5nH5kLu7FACDbnsRRVEKtAZDKrJG/QiVyiRzVUQtxx5dIiLq0I7uLIHfF4A1Wg9bglHucsKe11uKTZtvRFHRCmkbQy51Vgy6RETUoUmLRAyK5mnzNuZyncSmzTehvHwj9uz9E/x+t9wlEZ0TDl0gIqIOy+8L4Mj24Py5HLbQtqqqcrBly+1wuU9Aq43DoMwPoVRq5S6L6Jww6BIRUYclKARcet8A5O4sQVyaRe5ywpbDsR3ZW++E11sCgyENgzI/gl7fTe6yiM4Zgy4REXVYCoWApD42JPWxyV1K2CopXYNt2+6D318Js7kfBmV+AI2GcxVTeGDQJSIi6sIKCr6D31+JyIhRGDjwXahUZrlLImo1DLpERNQhFRxxYO+6PPQcEoP4nhFylxO2eqU/Br0+GYndbuOYXAo7nHWBiIg6pP0bC7Bt+TFsX3lc7lLCTkHB9wgEfAAAhUKFlOTfMORSWGKPLhERdUgp/WxwVXjQY2iM3KWEDVEUceDgczh69G+Ij5uKjIznOWUbhTUGXSIi6pAS+9iQyIvQWk0g4MOePX/Aybx/AwCMpl4MuRT2GHSJiIjCnN/vwo6dD6CoaCkEQYmMPvMRHz9V7rKI2hzH6BIRUYezbUUuCo44IIqi3KV0ej5fBbK33omioqVQKDQY0P8dhlzqMhh0iYioQ3EUVeOXT/bjX89thKvSK3c5nZooisje+huUla2DUmnCoMxFiI6eIHdZRO2GQZeIiDqUnK3BJX/je0ZAb9bIXE3nJggC0lJnQquNw9AhixEZOVLukojaFcfoEhFRh3IouxAA0H1QtMyVdF6i6IcgKAEAUVFjkTVqOacPoy6JPbpERNRhVFd4cPJAGQAgLZPL0J6NsvJNWLvuUlRV5UjbGHKpq2LQJSKiDiNnWxFEEbAnmWCx6+Uup9MpKlqBLVtuR1XVIRw69Jrc5RDJjkGXiIg6jNrxuRy20HJ5eV9i2/b7EAi4EBV1ATIynpO7JCLZcYwuERF1CB6XD7m7SgAw6LZUbu4i7Nv/FAAgLvYqZGQ8D4VCLXNVRPJj0CUiog7h6M4S+H0BWKL1sCUY5S6nUxBFEYdyXsPhw28BABITp6FX+p8gCDxhSwQw6BIRUQdRf7YFLk3bPIGAByUlqwEA3dMeRGrqTP7uiOph0CUiItn5fQEc2VEMgMMWWkKp1GJQ5t9QXPwz4uKulLscog6H5zaIiEh2x/eVwlPtg96iQVyaRe5yOjSfz4m8vC+ln9XqCIZcolNgjy4REcnuUHZwtoW0TDsEBU+9n4rXW4rsrb+Bw5ENn9+JxG43y10SUYfWoh7d+fPnY/jw4TCbzYiJicGUKVOwd+/ekDYulwszZ85EVFQUTCYTpk6divz8/FYtmoiIwku/MQkYcmkKeo+Mk7uUDsvlOomNm26Ew5ENlSoCZnM/uUsi6vBaFHRXrlyJmTNnYu3atfjxxx/h9XpxySWXwOl0Sm0efPBBfP311/jss8+wcuVKnDhxAtdcc02rF05EROEjOsmMrCk9kNAzQu5SOiSn8xA2bboeVVUHoNXGYdjQT2C1ZMpdFlGHJ4iiKJ7tnQsLCxETE4OVK1di7NixKC8vR3R0NBYvXoxrr70WALBnzx5kZGRgzZo1GDVq1Bn36XA4YLVaUV5eDouF47SIiKhrczi2I3vrnfB6S2AwdMfgQR9Bp0uQuywi2bQkK57TxWjl5eUAAJvNBgDYtGkTvF4vJkyYILXp06cPkpOTsWbNmib34Xa74XA4Qr6IiKhrEEURv/7nAHK2FcHvC8hdTofj9hRh85Zb4fWWwGwegKFDljDkErXAWQfdQCCAOXPmYPTo0ejfvz8AIC8vDxqNBhERESFtY2NjkZeX1+R+5s+fD6vVKn0lJSWdbUlERNTJlJx0Ysv/juKH93Yw6DZBq7EjLXUGIiOzMGTwP6DRRMldElGnctZBd+bMmdixYweWLFlyTgXMmzcP5eXl0ldubu457Y+IiDoPlVqJARcloveoOGh0nAioViDglr5PSbkXgzIXQaUyyVgRUed0VkeVWbNm4ZtvvsHPP/+MxMREaXtcXBw8Hg/KyspCenXz8/MRF9f0lbRarRZarfZsyiAiok7OGq3H2Bt6yV1GhyGKIo4c+SsKCr/DkMH/gEplBgAoFPwQQHQ2WtSjK4oiZs2ahc8//xzLly9HWlpayO1Dhw6FWq3GsmXLpG179+7F0aNHkZWV1ToVExERhSFRDODAgfk4eOhFVFTsQEHBd3KXRNTptegj4syZM7F48WJ8+eWXMJvN0rhbq9UKvV4Pq9WKu+66C3PnzoXNZoPFYsHs2bORlZXVrBkXiIio6zi+rxSiCCT0tEKh7NoLdQYCXuzeMw95eZ8DANJ7/gEJCdfLXBVR59eioLtgwQIAwIUXXhiy/cMPP8T06dMBAK+++ioUCgWmTp0Kt9uNiRMn4p133mmVYomIKHys/zoHJ/aX4fzr05E5ruteiOz3u7Bjx2wUFS+HICiR0ec5xMdz/nmi1tCioNucKXd1Oh3efvttvP3222ddFBERhbfqCg9OHigDAKQNtMtbjIy8Xge2bbsHZeUboFBo0b//m4i2j5e7LKKwwdHtRETU7g5vL4IoAvYkEyx2vdzlyMbnc6Cq+giUShMyM/+GyIjhcpdEFFYYdImIqN0dyi4CAHQfFC1zJfLS6xMxeNAiiKIfZnNfucshCjsMukRE1K48Lh9yd5UA6JpBt6JyD9yuk7DbLwIAmEy9Za6IKHx17ctciYio3R3dWQK/LwCLXQdbglHuctpVWdlGbN58I7bvmIHy8s1yl0MU9hh0iYioXeVsLQQQ7M0VBEHmatpPUdEKbMmeBp+vAmbzQBgMPeUuiSjscegCERG1G78vgMPbiwF0rWELJ/O+wO7dv4co+hEVdREG9H8TSmXXvQiPqL0w6BIRUbs5vq8Unmof9BYN4rpb5S6nXRzN/RD79z8NAIiLnYKMjOegUKhlroqoa2DQJSKidlM720Japh2CIvyHLRQWLZNCblLSHUjv+QcIAkcNErUXBl0iImoXYkAMGZ/bFdijLkRMzOUwm/ogJeW3XWpMMlFHwKBLRETtIv+wA1XlHmh0SiT2jpS7nDYTCLgBKKBQqCEISvTv9xp7cYlkwqBLRETtwmzTYdSU7vB7A1CqwjP4+XyV2L59BjQaO/r2fQmCoGDIJZIRgy4REbULY4QWQy9NlbuMNuPxlGDr1rvgqNgGpdKAqqpDMBo5hRiRnBh0iYiIzpHLdQJbsqejquog1OpIZGYuZMgl6gAYdImIqM0d3FIAvzeAlAF2aPXh9dbjdB7EluxpcLtPQquNw+BBHzHkEnUQHDhERERtbtN3R/DjB7twcFOB3KW0KodjGzZtvgFu90kYDN0xbOhnDLlEHUh4fawmIqIORwyISO5rg98XQOpAu9zltCqfrwI+nxMW80BkZi6ERmOTuyQiqkcQRVGUu4j6HA4HrFYrysvLYbFY5C6HiIjotEpK18BiHgCVyiR3KURdQkuyIocuEBERtcCJE/+C03lA+tkWmcWQS9RBMegSEVGbcTm9yNlaCJ/HL3cp50wURRw+/A5273kEW7KnweMpkbskIjoDBl0iImozOVsL8d8F2/Hla1vkLuWc+HyV2L379zh46GUAQHz8VKjV4bu6G1G44MVoRETUZg5lFwEAkvpGyVzJ2St3bMXOnXNQXX0UgALp6X9ActIdcpdFRM3AoEtERG3C4/Ihd1fw9H73QdEyV9NyohjAkSPv4lDO6xBFH3TaBPTt9woiI4bLXRoRNRODLhERtYncXSXw+wKw2HWI6maUu5yzIKDcsRWi6ENMzOXo0/tpqNWcDYioM2HQJSKiNnEouxBAsDdXEASZq2m+QMAHhUIFQRCQ0Wc+SkouR2zs5E71HIgoiBejERFRq/P7Aji8vRgAkNZJhi34fE7s2v0Idu1+GLVTzGs0NsTFXcmQS9RJsUeXiIha3fF9pfBU+6A3qxHX3Sp3OWfkcGzDjp1zUF19BICAlOR7YDb3lbssIjpHDLpERNTqcmpmW0jLjIZC0XF7Q0XRjyNH3sehnFchij5otXHo1/cVhlyiMMGgS0RErUoMiDi0tW58bkflcp3Ezl0PoaxsHQAgJmZSzQVnHb8Hmoiah0GXiIhaVf5hB6rKPVDrlEjs3TEXVRDFALK33gmncx+USgN6pT+O+PipHItLFGZ4MRoREbWq2tkWUvpHQanumG8zgqBAr/Q/wWLJxIjhXyEh4VqGXKIwxB5dIiJqNaIohkwr1pE4HNvhdp9EdPQlAACbbTQiI7MgCB0zjBPRuWPQJSKiViOKQOa4JBzeVoSUfh1j2V9RDODo0fdx8NCrUCi0GDG8NwyGFABgyCUKcwy6RETUahQKAQMuTMSACxPlLgUA4HLnYdeuh1FaugYAYLON58VmRF0Igy4REYWlgsIfsHv3H+DzlUGh0KN3r8cQH38dx+ISdSEMukRE1CoqS904vL0IaZl2GK1a2eoQRRF79/4Zx0/8HwDAbO6P/v1eg8GQJltNRCQPDk4iIqJWcSi7ACsX78UP7++QtQ5BEKBUmRBc4exeDBv6GUMuURfFHl0iImoVerMGsWkW9Bgc0+6PLYoB+HzlUKuD8/b26D4X0dEXI8I6tN1rIaKOg0GXiIhaRfqwWKQPi4Uoiu36uMELzn4Hv78KQ4csgUKhhkKhYcglIgZdIiJqXe15sVdh4f+wa/c86YKzysrdsFgGttvjE1HHxqBLRETn7Pi+UtgTTdAa1O3yeH5/FfbtfwYnTiwBAJjN/dCv72swGru3y+MTUefAoEtEROfE6/bj6ze3QvSLuOUvo2Cx69v08SoqdmLHzjmoqjoEAEhOvhs9us+FQqFp08clos6HQZeIiM7J0V3F8HsDsNh1MEfp2vSxglOHPY6qqkPQamLRt++LsNlGt+ljElHnxenFiIjonBzKLgQApA2KbvPxuYIgICPjBcTGTsbIkd8y5BLRaTHoEhHRWfP7AziyvRgA0H1QdJs8RmHRMhw5+r70s9HYHf37vSZNJUZEdCocukBERGftxN4yuKt80JvViOtubdV9+/3V2H9gPo4f/ycABSKsw2G1DmrVxyCi8MagS0REZ+3Q1pphC5nRUChab9hCRcXumgvODgAAkpPugNmc0Wr7J6KugUGXiIjOihgQkVM7PjfT3jr7FAPIzV2EAwdfhCh6oNFEo2/flxBlO79V9k9EXQuDLhERnZX8Iw44yz1Q65RI6mM75/2JoojtO2ahsPAHAIDdPh4ZfeZDo4k6530TUdfEi9GIiOis1PbmpvSPglJ97m8ngiAgyjYWCoUWvXv9BQMH/JUhl4jOCXt0iYioxURRxKHsIgDnNtuC3++Cy3UcRmMPAEBCwg2w2cZAr+/WKnUSUdfGHl0iImqx0pNVKMuvgkIlIKXf2fW6VlTuwYaNU7Alexq83nIAwV5dhlwiai0MukRE1GK1sy0k9rZBo2/ZyUFRFHE090Ns3Hg1nM79EEUfqquPtkWZRNTFcegCERG1WHSSGd0HRaP7oJbNtuD2FGH3rt+huORnAIA9ahwyMp7jWFwiahMMukRE1GIp/aOQ0r9l4bSoaAV27f49vN4SKBRa9Ow5D4ndbm3zZYOJqOti0CUionZx4uS/4PWWwGTsjX79XoPJ1EvukogozDHoEhFRi+zbkIeYFAsiYgwtul9Gn2dgNPZEasoMKJXaNqqOiKhOiy9G+/nnnzF58mQkJCRAEAR88cUXIbeLoojHHnsM8fHx0Ov1mDBhAvbv399a9RIRkYxclV4s/XA3/vnYWlSUuE7ZThRF5OZ+hJ27HoYoigAAtToCPbo/yJBLRO2mxUHX6XQiMzMTb7/9dpO3v/DCC3jjjTfw7rvvYt26dTAajZg4cSJcrlMfEImIqHOorvSgW68IRCebYbbpmmzj8RRh67bfYN/+vyAv73OU1Fx4RkTU3gSx9qP22dxZEPD5559jypQpAIKf4BMSEvDQQw/h4YcfBgCUl5cjNjYWixYtwo033njGfTocDlitVpSXl8NisZxtaURE1IYC/gAUysZ9JUXFP2HXrt/D6y2GQqFBzx6PIjHxdl5wRkStpiVZsVXH6Obk5CAvLw8TJkyQtlmtVowcORJr1qxpMui63W643W7pZ4fD0ZolERFRG2gYcv1+Nw4cfB7Hjn0EADAae6F/v9dgMvWWozwiaiOuvXvhXLMG6m7dYLn4YrnLOaNWXTAiLy8PABAbGxuyPTY2Vrqtofnz58NqtUpfSUlJrVkSERG1kvLCajjL3U3etn3HDCnkJibejuHDPmfIJeokvCdPomLpUlRt2BCyPee667Fv5Ch4jh2TtlVt3IiC556H46uv2rvMsyL7ymjz5s1DeXm59JWbmyt3SURE1IQN3+Rg0SOrkb208Spmycm/gUYTjcyBf0PvXo9DqWx6/C4RtQ9/ZSVcu3bBtW9fyPZjD8zBoWuugff4cWlbxYoVODZrNoo/+ih0H2Vl8JeXw1dQIG3T9e4Ny6TLYBg+vG2fQCtp1aELcXFxAID8/HzEx8dL2/Pz8zFo0KAm76PVaqHV8gpcIqKOzO8P4PD2IgBATIoFHk8xKiv3wGYbDQCwRWbhvKwVUCr1cpZJFNZEUUTA4YDo8UAVHS1tz3/hRXhzjyL2D3+AuiZ/Ob7+GnlP/gWmCeOR9NZbUlvXrl3w5ubCm5cHdbduAABNSgr0mZnQpqWFPF63l1+CQq+HOjlZ2mYYNgyGYcPa8mm2qlbt0U1LS0NcXByWLVsmbXM4HFi3bh2ysrJa86GIiKgdndhXBneVD3qzGuqIrVi3fhK2bb8PVVWHpTYMuURnT/T5Qn4u+fgfyJ//HLz5db2pZZ98in0jR+HkE0+GtK1YuhQVPy4N6aVVxcZBabdDaTSGtI2d9ygS310AbY8e0jbT6NFI/WQJYh56KKStfuBAaNPToejEHZIt7tGtrKzEgQMHpJ9zcnKQnZ0Nm82G5ORkzJkzB08//TTS09ORlpaGP//5z0hISJBmZiAios7nUHYhAMCWegzbtv8JAGA0piMgeuUsi6hTqVi+HN5jx2C5/HKoooJLaJd/+y3yHn8ChhEjkPRO3dStJf/4GN4jR2GeMB7q2BgAgCom2IsbcDpD9hv1m7sg+nxQJyZK28zjLoJ53C+NajCPG9fqz6sja3HQ3bhxIy666CLp57lz5wIApk2bhkWLFuH3v/89nE4n7rnnHpSVleH888/H999/D52O47U6A48vALVS4FRAhEBAhF8UoW5iCinqWsSAiINbTgIABOsnAIDExNvQs8ejHIvbBYmiCK9fhEbFYwNQMxQgLw+GoUOhtFoBAJUrV6Lg5Vegy+iDhOefl9oWPP8CPEeOQJeRIQVdhd6AQGVlyDhYALBedRUCTieUUXZpm+n889F7a3ajHtbI669vq6d3Ri6vH1UeP2xGjWw1nM45zaPbFjiPbtvw+gMorHAj3+FCvsONggoX8h0u5JXXfZ/vcKO82guNSoFYixaxZh1iLTrEWLSIs9R9H1vzvUnLFaQ7I1EUUeH2oaDm/z/f4UJ+hQsFjtrXR91rxOsXEWlQS//nsTX//zEWHWLNWsRZg9ujjBqoGIg7Ja8/gKJKN/Jr/v8LHC7k1bwG8h0ulJW4cF7lfljyu0OhciF+0mP4uehOuJQjQ18X5prXhUULs04t99OisyCKIirdPukYUP/fggoX8sqDPxdWuOHxB6RjQ+3xoP4xovbLbuqcxwZfaSl8+fnQJCVBUXPqv2rTJhT/bSE0ycmInfeo1PbgpZfBc/gwkv/+EYwjRgAAKpavwLEZM6Dr1w9p//6X1DbvqafhKy5G1N2/gb5fPwDBi8Z8BYVQxcRAaQodZiAnnz+AokpPvfeFeq+LCjcKaraVVnkxMs2GT+5tvyGqss2jS+0vEBBR7PTUOxDVHZTqH6iKnW409yONxxdAbkk1ckuqT9vOqFEi1qqrCcT1AlC9YBxt1kKnVrbCM6XmqPb46w5I9Q5EefVCTL7DjWqvv9n7LK3yorTKiz15FadsoxAAu6mpNzptzZtg8HubUcOzBe0kEBBRUuVp/AblqHld1BwvTnVs0AWA4W4VxrlV0KA7AMCbsA2PrX0IDo8FQNNTRgI1x4YGH4xj6n0wCoZiHhvak8vrb/A6cDUIssF/qzyte2wQpGND8H2h/vGgfkdKpEEDhaJtjw2iKCJQWQlBq4VCE+x9dO3Zg7J//Ruq6GjY771Hanvk5lvgyclB8kcfwTgyGF79DgcqV6yArm/fkP1qM/pAYbGEHNv0gzKR9P77UCfEh7SN+/OfGtWlNJmgNJla7XmeSSAgorTKgzxH/Q4Od02HR90H3aLK5ueGEqenbYs+B+zR7aBEUYSj2lfzgnOFHIhqg0uBw4XCCjd8geb9F6qVAmJq3mCkA40UVIM/201aVLp9jYJy/QNjgcONCrfvzA9YI8Kglt7Y4hoGoJrvo03aTvmpv714fAEUVtbrcSsPBtl8R2hPrMPV/P8Xi04lBY8Yc/2AWhdOdGolCivc0uuwwBH6iT6/3IXCSjf8zXwNapQKRJu1IY/R1OvCrFUxEJ9C7bEhv6JBUKn3BlVQc7xo7rFBpRAQYw7+7pONXvQrPQDfwVTAF/ybNCfo0OeCasT1H4nCSm/IB6ja0FxbR0ULXoNWvbrRB6P6r8c4qw52k5bDZ04j9Gxdgw800pm7lh8b6v99xtY7g1N73DaolSHvSU29PxVUNP/Y0Jz3pxiLDhZd08cGURSl7Z6jR1GxbDkUJiMir7tOanPo6mvg3r0byYsWwThqJACg4qefcOy+30LbNwPd//Mfqe2R6XfAvW8f4p99BuYLLwz+rvPzUfnTSmiSEmE877xm/z7biyiKcLh8DY7TLuSX1w+ydWfrmkNZ79hQv9c+xqILOW5b9ep2PWa3JCsy6MrAWe/UUP1hA3kNgoTbF2jW/mo/Mcc10YPWVp+YnW4fCircyCt3hTyH2uBVG4xa+hwangJtOGTC1g6f+tuTPyCi2OlGfr0hBFKPW703jOIWfFrWq5XBN6Sag1L976WDlFkHvaZ1etNqn0P9noG613Ld67yosmXPockAVP8NtxWfQ0dR5fGduset5o0q3+GCy3tuf1exNW9S9f+uAgEncnMXYcVCA6qLUgEAUYkmjJychtSB9ma/iTV8DgUNPhidzXOIMtb/cNT4tVw7fCacjg2BgIiiBn9XDYcQFFQEjw3NfRfXqRVSr2pcE39Xtb/X1vq7as0zjhGuCvQtOQylWoXcPkOlwH31py8j+sgenJz7BKznZSHWooN563oUzJzROLxOm46qdeuQ8PJLsF5+OQDAc+w4yj75BJrUVERMvUZqKwYCEBQd5wNW/bN1eQ3/rs7ybJ3dpAn5UBljbni81SLKqIWyA/5dMejKxO3zS5+W8h3uml630B63lvaGNjkGyhp6UOqoY6BO1fMUMg70LHue6g+ZqD3g1Q/6p/rU315EUURZlTekp6thj1u+w92i3tDaHo9THZRqvzd10N7Qhr3SpzpjcLY9T6G/i7rXRYxZ/h5Bt88fMka+8RCCcztT0vD1X/8MzZmeu6uqAidO/h+OnXgPXm8pHEeHo2TPNRg00YrBYy9utNRva2jY89TojEG94+bZ9Eo3HCcq/WzWwaKX/9hQXu095Qea2iFHZ9Mb2vBMSaxZV3PWpmOeKQk4nXAfPgyfx4uKtN7S70H/9ovQ7tuFny+dju22VOQ7XIjfswWPrvwrDloTMOuiudI+5q96F4OKDuCFoTdhRdJQAEBCZSHu2PcjyqO7IfuiqdLfSDexGvboCERHRyDOqkO0SSv7BXUeX0DKDFLnQBM99Gd7puRUZ+vsHeC5nwsG3Vbm8wdQ7PTUfIoOHftY/2BVWtX8aXZMWlXIgajudE3di7GrjG9t+Km/6QDUsnHGOrVCemOr/8EgpkEoNGhaPky97mKNJnrc6vXKeprZm60QUHM6/9QHpViLDpGG9j01JJdqj7/uw2KDnuHaU6R55a6z7rmo/eAY2qN1dj0X/oBYcyFX0x9oauttyfg1g0YZckqw/tj31h7fuva7/2LrD17Y+nwDW6/lMBjSkJp8P2JiJ0GplP8SjvrjjJs8Y1DR8rGEWpWiUY92/VBQGwzP5thQe7buTGMfW3JsqD/2vf7rtv6Zu/YY39pcoijCX1aGgLMKmsRu0vaid99F9Y4dsN97L/QDBgAAKn/+Gbn33Attnz7o/sXnUtsjd9yBqjVrkfD8c7BedRUAwH3wII7/4Y/wJ6ehdMbvpONv9f79KHJ6cVBhwvFqtPjYEGXU1P191b5fNHg/jjKd3bGhuN5Fng2HENQG2458tq4jY9BtIafbh/WHS3BsdwlKA37ke33Ir3YjvyJ4gC2qdKOZH6yhUSlOOYSg/sGKMxa0XP2rw083ZKK8uvkfOMxSj2Doqd1IgwbFTk+9IQR1b1zOFlysYTNq6h2I6l2MUe/N1X4WB9Gurv7MEafqGa4/c0RzKBUCok3aBmdMgn+vEFFvvHzdkKPCipYdGxrOZtI4cLXvseHXb77Hlm80MEYfxSW/NSMu7iooFJ3v2FR7dfjpxpLnV7hQ1oLOCHNtZ0SDnuFIgwYlTk+TYx8rz/JsXVwTQwjirB1vNpOAxyNdxAUAZf/+D1x79yBi6lToevcGAFT+8gty774H2t690f3LL6S2R++8E85f14SEV9fevcj9zd3Q9uqF5IV/k9o616+H6HIFp+Cqt/pXc9TNHBF60WXDjpQCR3DmiOaQjg0WbWgotgSn1ms47CyvpccGpSLkQ1f9s3V17xkd92ydHBh0W+hocRXGv7ACc8rrVvXxQUSlQkSlEPzXqQAEvRIqkxoGqwbWSB2iYwyIselDDoLtPSCbGnN5/SHjGZu6mC7P0bKrixuqfROMs+oajX2s3yOvVYX/J+uOLBAQUVbtrTeMqOlg3JIPsw019SbY6AONWYcImXvkvV431n//HXQmJYZeNBkA4PP6sGn5jxgybhzU6s678lFzubyhQ0ganTGoCa8t+TDbkEmranIIQTC8BkNMRz5bV7lqNTwHD8A4dqy0HGzVxo3IvedeqJOSGoTXu+D89VfEPzcfETWLQrn27kXOVVOgSUtDj+/+K7V1/PA/+EtLYBg5stEys3IQRRGlVd6Q94X8esH4bD7MNtTU2bqmpursKmfrWhOnF2uhGIsW/aLNqPIEoPWJUHpFqCAgIiAgAgBqj3luAGU+4JgPQBWAEmQ9OBiJvSIBAMf3lmLXjmLE9bCi+6C6T6F+bwBKdcf5VB7udGolkqMMSI4ynLZdpdtXMzbS1WAsrRulVR7YjJomhxDEmLUwske+U1AoBNiMGtiMGvTFqQ+GtcOTmgpAeQ43FAJCelak05rWjnuxRi2f14sNS7/DjmVeeCojoTEVY8BoJzQaI1RqFUZOvEzuEtuNTq1Eks2AJNuZjw2NAlDNv6VVHkQaNTXDzkJDTEc9W+fauw/e3KPQ9e0LdUICAKB6x06cnDcPSqsVKf/4WGpb8sEHwfBqsUqBVGG2IFBVBV9+fsh+zRMnQtevL7Q9ekrbtD17ove2rSE9vwBgmXhJWz29syIIdceGjPhTHxvqD0FoeMYgz+ECgEbj42t/PpshD9T6Ot5fpAx0aiW+eHis9LPP60dVuQfOMjec0r81X2VuOMs8cJa74XX5YbTW/TGfOFCGLT8eRd/qBCnoelw+vD/nZ2iNKpgitDBatTBEaGG0amC0amGMqPmyamGwqNvkwg9qmkmrQs8YE3rGtN/8hdQxqZQK6YNMuPD7fdi07H/YttQJtyO4ApNKV4H0LAECeJw5HZNWBVO0CT2iO+6xwVdaCt/Jk1DFxUFlswEIjmMteOFFCHo9El97VWpb8MILcK5ejfj58xFx9RQAgKBRw71/P5QRESH7NYwcCWWEVVpyFgC0aano8f13jYYRRN7QeDUuQamEoOyYvdVnQ6kQEFPzIXcArHKXQ2eBQbcJKrUSFrseFrv+tO08Lh9U9QZ9x6ZZkDkuCXE96v4YqsqDA83dTh/cTh+Kjzsb7UciAAazBsYILcbdngF7YvAgW5rnRHlhNSLjDLBGn74ngoi6NjEgYtuqtdj431y4yuwAdFBqneh1XjXOm3wZdAaz3CXSKYiiiIDDAUGthsIQPNZ7jh1HyQcfACol4v7wB6ntid/9Hs5VqxD/7LOIuObq4MZAAJUrV0rL0NbS9umNQGWltE8A0CQnI2nh36COiQlpW3/RhFqCRgNNamorPUui9sWgew40utBfX3LfKCT3jQrZZo3R466Xx9T1CpfV6yGu6TGuKg/+KwZEVDk8qHJ4oFTVne7Yv7EAG77JQb8xCbjwlj4AAE+1D1+9kS31BhsjNHXf1/yskXkaHSJqP6IoImdrEdZ/k4PiY9UA7FCoq9AzqxKjr7wMBhN7o+RUf0EDX2Ehyr/6GmLAD/vdd0ttjs2YicoVKxD/zDPSnK5idRVKFy+GwmoNCbqquFgo7XaI/roL4NTduiHuL09CFRMT8nixv/tdo3oUOh1Mo0e3yXMl6kgYdNuYIAjQGdXQGdWI6nbq02CBgAhXpbdmaIQb5qi6U6g6owr2JBMiYus+jTvL3cjPcZz2sVVqBQwR2pohExoYIrQYND4Jpsjgvj0uHwSFAHUXmIqEKFwFAgHsXLsSW3+sRvnJ4N+2RqdEj1HVGDnpPBgtNpkr7Br8Dgecv65BwFUtXZgFACf//Bgc332H2HmPImLq1GDb8nIUvPgiFBZLSNBV2oLXe/jLSqVtqvgERN17L1Qx0SHhNf6ppxp1ZCgMBkRe33g4AVFXxqDbQSgUAgwWDQwWDaKTQ08tDrwoCQMvSgrZZrBqcem9/aXxwlU1vcSVZcEeYneVDz5vAI7CajgKq6X79R9TN6/hlh+PYuO3hzFwXCLGXN8LQDD8bvruSLCHuGYMsaFmPLGyE08uTRRuRFFEaemv+PWrpTiydgwAHVQaAQPHJWPwxcnQGdVyl9jpBdxuuPftR6CyAsasLGl74RtvoGLpMkTdcw+sVwRX2PIVFuL4nDlQWCwhQVcUAwhUVsJXUCBtU8XFwTJ5cjC81luBK/aRRxD32GNQaOtmwFCajIh5cE6j2ni2jqh5GHQ7Ka1ehR6DY055u9fjDw6JqAnCtT3Fxsi6A6irIjinZP03xMoSNzb/cKTJferNahjqDY2ofzFdt14RjYZyEFHbKMxfh6PHX0NZ2XqoY0xQagchcUAFxl5zCSy2Ux8XKLi0q7+sDP6yMmi7d5e2lyxeDOeq1Yi4dirM48YBALzHj+PwdddBYTaj94b1UltfYSHc+/bBc7TuWKmKjYV+yJDgsAGfD4IqeDy033cfou68C+q4WKmt0mRCtxdfaFSbsoMskkQUTphMwpRao4Q1+vQXr429qReyru6B+lMEqrQKDLwosW48cc1sEwGfiOoKL6orvCg+VtloX7f8ZZQUdLf8eBQHNuYjY3QC+o8N9iD7PH4c318mhWSdkfMGErXUycP7sezjdfB6HUi+cD0EQYPUnlNx/tiRMJri5C5PVqIoQqyqgsJolLY5vv8BVRs3wjx+nNQj6zl8BIcmTYLCZELvjRuktu7du1G5fDl0/fpKQVcVEwNVbGwwvHo8EGqmzIq86SaYL5kIbc8e0v2VJhNSF/+zUV2axMQ2eb5E1DwMul2YIAjQ6ENfApYoPcbc0CtkmyiKcDt9NUMjgj3DDXuLjda6nuLSk04UHKlAWmbd0oblRdX45s2t0s8KlQCjpcFFdPXGEhutwbHFap2SgZiohkZnhuNkDETEINJwF/oOugM6XbzcZbWrqg0bUL1jJwyDB0E/aBAAwHPsGA5deRUEQUDvTRults7Vq1H22WdQRkRIQVdVM8uAoNEg4HJBoQuOa7ZcfgV0/QdAPyhTur/SZEL6yp8a1aDr27eNnh0RtTYGXTojQRCgM6mhM53+grpaQyamIG1QNCJi6qZnC/hERCWa4Cxzw1XpRcAnoqLEhYoS12n3detTWbBGB/dzYFMB8g87kNLPhsQ+wQtsAgERAV8gZJo3onBxZO827Nu8DRffdCsAICouDiOu2Y7kjJ6I6daxJuA/F+5Dh+A+cADatDRo09MBAN78fBy96y4EnFVIX7Fcalv+9Tco+/RT2GfNkoKuMiISYlUVRAABp1Pq1TWOHQNlRAQMw4ZJ91eajOizbavUO1vLOGokjKNGtu0TJaJ2x6BLrS4i1hAyQwQARCebceOfRgAIrhTndLjrLcoRuhBH7bRrnmpfyIIcR3YWY8+vJ6E1qKSgW3rSiSVPrYfWoJJ6hOsW5Qj2ChtqxhMbrBoouSAHdQK5B3bi1883oehgIoAEpA1YjZ79g1NBDZtwsbzFNZOvtBTeEyegioyUVuPylZTgxLx5CJQ7kLrk/6S2JR/9HWWffAL7zJmIrgm6CqMJngMHAQD+SieUpmB41Q8ejIDT2WDYgBE9/vcDVNHRUOjrPmBbLr4Ylosb/74ahlwiCl8MutTulGoFLFF6WKJOvyCH1+0P6alN7R8FrUGF+HoLcjjL3AAAd5UP7iofSk6cfkEOvUkNY4QWk2cPgsESfLPLP+xAtcODqEQTzLbwWRmLOp+Th/dh1X/WomBfAoBEAAFEp5+AyZJ1pru2C1EU4S8rg6BQSIsS+B0OFL72GnylpUh8tW41rsLXX0fZkprwOnsWAECh1cK58ufg/SoroTQFzxBpe/aEftAgqKLt0v2VJiOSF31YE17r/i4jrp4ire5VnyY5udWfLxF1fgy61GGptaHDEXoMiUGPIaFXlCf1teE3r4wJXYij4WwT5W5UlXkQCNRdUKetNzZ5x0/HsGdtHkZN6Y6hl6YCAEpOOrHso90wWjU1vcKNZ5vQGrggB7WO4pOF+OnT75C3JwEQgxcvRXU/htFXD0FS+oR2qUH0+6WlWwNVwUUKfMUliPn976TXef5TT6N08WLYZ8xA9P2zAQCCSoXSxcHeWf9TT0nhVR0XH1wytt5ZFIXRiPhnn4XKHhXSq2q77VbYbru1UU3GUaPa5skSUZfBoEudmiAI0BrU0BrUsCUYT9lODIiorvTCWe5GtcMDpbruzddk0yE62RwyQ0VFsQsFh0+/IIdSrQgOlai3It2IK9Ok2SdclV4oVAKnXaNTqihxYeN/D2PPrycRCAQDbmTKcZx39QCk9hnXqo8V8HhQuWwZfIVFiLztVim8Fr75Fko+/BC26dMQff/9wcaCgIKXXgYA2GfOkMKr0h5c+dFfUSHtV2EwwH7/bKhstpAPfvb77oX9vnsb1SEtV0tE1A74DkxdglBvQY6GRl7ZHSOv7B6yLTrZjMvuGyAtz1w7D3Ftb7HL6YXfG4CjyAVHUd0FdVlX140bXPXZfuxdl4fzpvbE4IuDp1UdxdXYsfJ4yBzEteOK64dvCm/FBblY/flqHN8ei4AvOMFfXLqAQZeY0WNA8wOu6PPBtWsXfAUFMI0fLwXNkn/8E2WffALLlZPrVt4KBHD8wbkAAOvVU6A0BxemEVRKBKqq4K23oIFCr0fEddcGhyf4/dL2qOnTEfWb30DRYIxr9IwZLf8lEBG1AwZdoiYYLBp0HxR9ytt9Xn/wYrp6IdhV5Q0Jq+4qr7SvWiUnnNjyv6NN7lNnVDdaiMNo1cBg1SJlQBQvpAsDbk8R9mz/AKs/GAjRHwNARLfekRgxOQ0JPSMA1IyDLS6Gr6AA2owMKbyWf/MtHF9/DdOFFyDyppuCbX0+HL7+BgBAr/XrpAUHApUVcO/fD8/hw9JjK3S64CwEJhNET93UfxHXXgvzpZdCHVu3oAEQXGK2IYXh1PNyExF1RAy6RGdBpVbCYtfDYj/1BXWXz8yEx+WDQlF3OtcUqUPmuKR6Y4mDPcR+XwAupxcupxfFxxtfUHff2xdK3//yyT6cPFiOoZemSGOWqys9yM9xSMMo9CY1BAXHD3cU1VVFOHZiIY4d+zsCARcM0Q9AIUZhUH8BMXt+hX7PYKBncClZ0ePB/vPHAAB6rVsrXfTlPXYMlStXQmmPQmTNfhU6HbTp6RAMegSqqqSga7nsMugGDIAmJTWkjuT33mtUmyo6OjiWlogoDDHoErWhhuNz7YkmnH99esg2URThrvKFDI0IXkAXXKDD7w2E9OYWn3Ci8GgFfN6AtC3/kAPfvrNN+lmhEGCoHT/c8EI6qcdYA42eF9S1turtO1C1fj20PXtAd95oLF38KY5sMSD1kv+DSueC2dAPl94zCDFx56Pk/b+h8J//RKC6GtYrgkFXodVCGRkJKJXwl5dLQdd0wVgobZHQ9ekT8njdv/6qUQ2alBRoUlLa/skSEXVwDLpEMhMEATqjGjpj8xbkGHtDLziKqmFPMtftQyHAnhRckKO6wotAQERlqRuVpe7TPDDw27cuhKAMBt1tK47BUVyN9GGxiE0N9gz6vQEEAmKjGTC6Gk9uLlw7d0EVEwPDkMEAgrMUHLryKvjy89Hjx/9BFRnsZ3X++isKX30V1quvhnHsWOQfVMLnsqBy6xh03/Q/ZDz7EnQJwdUHDcOGIuree6HPzAx5vPRVv0gzINTSZWRAl5HRDs+WiCh8MOgSdTK2BGOjGSZS+kchpX/NFfG+AKocHmlatUppirXa6deC44qVKgUU9XqKD20pwPF9ZYhJNktB9+juEvz3nW3Q6FWhM0xEhE61Zqi9oE7VecYR+8vL4TmaC4VBD22P4EWEYiCA3N/+Fr68/OAcrjXh1fHd9yh85RVYp0yRgq6gVMJfUoJAZSV8hYVQRUai2unAZjGA7lMuhX7IYAiCgPOv7YPyknz06zUP6rkvQaGtWy7bMHQoDEOHNqqtYcglIqKzw6BLFGaUKgXMNt0ZF7/w1xv6AAB9suIRnWJBVGJdr3JVebBH2FPtg6fah9K8qtPuU2dSw2zT4bp5w6QhEbl7SuDzBBCTYobRqj3t/c+VKIrwl5YCfr807lQUReT95S/w5Rcg4dlnoIyIAACUfvopCl9+BdarrkLC888BAASFAq7tO+AvKYGvoFAKutruadAPGQJNSuiiBEnvLoDCbIEYFYkVn32Gvau08Lt7wTdKh0nXXQcA6DEwtLeWiIjaD4MuURfVcDqzPlnxjdr0PT8B6cNiG/QKN710c8AvBucOVgoh4343fnsYJ/aX4ZK7+iF9ePDK/txdJVj75cGQ8cMGa914YlOEFlpj3fhhURQBrzdkkYHiv/0N3rx8RM+eJY1jLfngAxS8+FJoeBUEVPzwP/hLSuDNz5eCrjouHqrYWCiMoTMJxD35BBQ6PdTdEqRt5gkTYJ7QeOEGVZ9eWPPtf7H7FyV81cEedY2pBDGJMY3aEhFR+2PQJaJTEgQBGr0KNr0KtvjTLMghinA5vXCWeeB1+UJusyUY4fP4YbbX9TCXF1ah4EgFcKSi4a4kCpUAo1ULrbcCisO7YImzYuIbd0q3n/j4X0BRPiKunSoF3dpe3EBVaM+zfdZMCAolVPa6JWatk6+AdfIVjR7XcvHFp6yplt8XwNrvvsXOFT54q4K9vmpjGfqPU2L4JZOhVrdtzzURETUPgy4RnTNBEKA3aaA3NV6QY0RfF7xRpTDF1B1uooq2YUjR9wh07wfV+RdLs02UbNwBt9IEr8aMgE9ERbELFVADtkw43KHTru0aMgNF1SZocoHeNRMRVPcdjZK/fAG3TY/qjflSD7Hl2hug0pz7uNeAP4C96/Kw4dvDqCgOBn+1oRwZFwCjLpsEteb0w0WIiKh9MegSUYv5CgvhLSiAtkcPKHTBcFf5yyqU/ONj6DIyEDNnjtQ2d+Ys+IuKkPb5f6RZAwwaPyJ2/AiDqQIpV9YtE3vyz/9CoKoakffeB19UN1SVe1BxsgwVeeVQmlNDi7DHAbmVMKfFSZsKj1Uje/nxJmvWGlSNVqMzRmhhitQiLfP088j6/T5sXPoD9v5iQkVRcKUwvVmFHlkFGDXpcmh1p55PmYiI5MOgW09p6XqYzf2gUp36FC1RuBJFEYHyciiMRghqNQCgOjsb5V99BXVyMqKmT5faHrrmGvgLi5D2n39D17cvAMBfVgbnyp8hukKnNNP36wd/eTnEQN3Fb4aRI5H8wUKou3ULadtwNS5LlB5x3a1N1nvDH0fA6/ZDoaobDxyVaELmhKTQscRlbvi8AbirfHBX+VByIrRnuGHQ/e+CbagocWHM9b0QnapAUdGP+PH9MlScSAPgh86kxpBLUtD/wm5Qt0IvMRERtR0G3Ro+XwW2ZN8GQAGbLQt2+wRE28dDq409432JOjpRFKULu9wHDqDyp5+gtNsRMWWK1ObghIvhPX4cqf/+F/T9+gEAPLnHULr4/2AYMSIk6Krj4iFACBkLqx88GPFPP9VooYKkv77bqB51TAzUMed+wVbD+X0TekZIS+nWEkURnmqfdNFcw4votIbQw2BhbjkqS7zYd+Av2HPsW4iiD4a4C1FVFIueo5wYc/XV0OobD9EgIqKOh0G3RnV1LnS6BFRXH0Vx8UoUF6/E3r1/hsU8EHb7eMTGXg6DIU3uMoma5M3LQ3V2NhQGA0xjx0rbj9x6G1y7diH573+Hvn8wvLr27EXBSy/DMGJESNBVRkTAe/w4/MXF0jZdv76I+u190PbsGfJ4qZ9+0mhFNU1iN2iuvbYNnt25EQQBWoMaWoO60fzDQM2MDvV0H/cZSvKPwCMchFL0wWhMR+r4IYi7aTSM5shG9ycioo6LQbeG2dwXWaOWw1l1AEWFS1FYtAwORzYcFdvgqNgGtTpCCrp+vxuCoIBCoZa5agpn/ooKeHJyAEGAfsAAafvx3/0e7j17kPDC89KY16pNm3DioYdhGD48JOgGXC4EqqrgKygAEAy62vSesFw5Gbo+oatsJb33VyjMZijqTeGl7d4dMQ880Ki2zr5ssN/vRmnZGhQVLkVR8QoMH/Y5tNpgD3Nan5Ew2IoQbZ8Lu308DAYupUtE1Fkx6NYjCAJMxnSYjOlITf0t3O5CFBUvR1HRMtjt46R2J/P+jYMHX4I96kLY7eMRFTUWKpX5NHsmChIDAfhLSyG6XCHjUwteeRXuffsQ89BcaNPTAQDOX37B8bkPwTBsGFL+8bHU1nP4MNz798N78qQUdDXJydAPGwpd39DwGv/MMxA06pDH0vXujW4vvNCoNlVUVKs+147G6y1FUdFPKCxaipKSX+D3143VLSpajm7dbgQAJCbegsTEW+Qqk4iIWhGD7mlotdHolnADuiXcELK9tHQNfL5y5OV/ibz8LyEIakRGjoLdPh7R9vHQ6RJOsUcKV6IoQnS7pRkIAKBk8WJ4Dh6C7bZboUlNBQBUfP89js99CPphQ5H6j39IbZ1r1sC1fTsirrtWCrqquHio4uKgbBBAYx6aC9Hvly4CAwD9gAEh+6ul692rNZ9mp1VcvBJbt90NUfRL27TaOOlvNjJylIzVERFRW2HQPQv9+72G8sRpKCxaiqKipaiqykFJyS8oKfkF+/c/jbFjNkGlMp15R9TpVCxfAU9ODswTJ0KTGOwlrfjpJxyf8yB0/foh9Z91YbP8iy/h2rYNxvOypKCrio0FBAGi1xuyX9v0aQg4ndDWTggLwDBkMNJ/WtGoBuMohrJTEcUAHI6tKCxaBqOhO+LjrwEAWCzBZXhNpoyacDsBZnP/Tj8Eg4iITo9B9ywIghIREcMQETEM6T0fhdN5CEVFS1FYtBRKhS4k5G7fPgsajR326AmIjBgBhYJXa3c01Tt2wnvsGPRDBkszATjXr0feE09C3a0bkt9/T2pb9Nd34dq6DZqUZCnoKi0WiC5XzTjYOtbJk2HMyoI6MUnaps/MRJ9tW6Xpu6S2l1/eVk8v7Pn9LpSUrq4Zb7scHk8RAMBqHSoFXbU6AqNH/wqtxn66XRERUZhh0G0FRmN3GI33ICXlHgQCdcufut2FKCj8HoCIY8c/hlJpQlTUBYi2T0BU1IVQqy3yFR3mfIWF8OblQ5OUCGVEBACgevsOFL7xBlRRUUh4br7UNu+pv8C1dRu6vfkG1DXLvwoqFTyHDkH0eEL2axp9PjRJyVDa6oYT6Pr2RY+lP0rLz9ay3XZro7oEFf/kWtOOnQ+isPB/CARc0rbav7OY6EtC2jLkEhF1PXzXbWUKRd2vVK22IHPgezVDHJbB4ylCQcG3KCj4FoKgQmrqTHRPu1/GajsXURThLy2FQq+HQh9cicp98CBKPv4YSpMJMQ8/LLU9Nms2qrduRbc3XoflkmDgEb1eOH/5BerExJD96vv1g6BQhoyv1fbqjeRFHwaHGtQTff/sRnUpdDpoGuyTWp/TeQhlZevQrdtN0ja/vwqBgAtabTyioyfAbueZEyIiqsOg24YUCi3s9nGw28fVjB3cJo3rdTr3Q6+rC0fV1Udx4uS/6o0dVMhYefsSRREQRQiK4HP2njiB8m++haBWI+qO6VK7I7fdhuqNm9Dt9ddhmRgMr36HA2VLPoG6W7eQoKtKiIcqLw/w1fWwa3t0R/wzz0AdX7dkLADEPfZYo5qUJiPHwspMFP0oL98SMhYeACIjs2AwpAIAuqfdj+5pD8BkyuB4WyIiaoRBt50IggJW6yBYrYPQs8fDqKo6Ao3GJt1eUPgDDh9+G4cPvw2tJhb26PGw28cjMiILSqVWxspbh6+0FFVr1kAMiLBeUTce9fjcuaj4aSUS5s+Xwqs3Px+Fr7wCdUJCSNBV1QwX8JeVSds0KSmwz5gBdbfQmS66vfJKo+CjtFoRMfWaVn5m1Nocju04duxjFBWvgNdbIm2vnd3E769bjc1s7idHiURE1Ekw6Mqk4ST0JmMfREdfipKSn+H25OP48cU4fnwxlEojbLYx6JX+J+h08TJV27RAVRXc+/Yh4HLDOGqktD1//nxUrl6NmLkPwTzuIgCA98gRHJ/7EFQJ8SFBV/QHIEoLGgRpEhNhveqqRuE1/umn0O2lFyHUW9BAZbM1OZyAvXudh9tdCAiCNIbW5T6Bk3n/BgCoVBbYoy6CPXoComxjOF81ERG1CINuBxEVNQZRUWPqVmwqWoaiwmVwe/JRXPwT1H1fktqWlW2ERmOXTt+2JjEQgL+4GP6KCmi7d5e2F//tb3Bu2ADb7bfDNHo0AMC9fz8O33gTVPHxSF+xXGrrzS+A58BBeI8dk7ap4hNgGD4c6oTQ8Brz0FzEzH0Qqri64QSq6GgkPP9co9qUFl68Fw5EUYTTub9mppLgCoSpqbPQo/uDAIAo2xgkJd0Bu308IqzDuAIhERGdNQbdDkap1AZXXIu6EGKvv6CiYjucVYegVOqlNnv2/hlO5z4YjenSnKAWS+Zpx/WKooiAswpKk1HaVv7ll6jeuhWWK66AYcgQAIBrxw4cvv6GRuG1esdOOFf+HAy5NUFXFRsLVUI8NAndIIqi1IsaddediLz+OmnhAwBQx8Yg5eO/N6pLk5x8lr8p6kxE0Y+ysg0oLFqGosKlqHYdDbnd5ar7UKRUGtAr/U/tXSIREYUhBt0OTBAEWCwDYbEMlLb5/dXQaOyoqjoEp3M/nM79OHLk3eBcvVHjYClKhW6vEoasLOj7BccvuvbsweHrb4DSZgtZgKDip59Q8d330KSkSEFXFRMDKBSAgJDwGnHttTCdPxr6mnYAoI6LQ/ryujBcSz9gQJv8PqhzCQR80iwkoihi2/YZ8PnKAQAKhQaRkech2j4Bdvs4aLWxp9sVERHRWWHQ7QRce/fBk3MI2l69oe2ehiGDP4Zz/zYceOe3qOrphLu/CI+nCCdOforK3CSYXspHzKOPQNe3L7zeEigjIyF6PPAVFUEMBKTZDcwTJkCTmgrdwLogrYqNDS5o0GC+V9P5o9v1OVPn5HLnoahwWXCWhOqjyBq1FIIgQKFQIS5uCvy+CtjtE2CznQ+VynjmHRIREZ0DBl2Z+IqK4D1xAqqYGKhrxqd6jx/Hycceh+jzIeWjRVLb4r/+FY7//hcxjz4Cbfc0AIDGEgfNdyXQKJXolb0BZRWbUFS0FLoyJVRXVkCTmoqKyp3YsGEKrJbBiPz0TsQmXymFXKDp1bgEQQC4qAE1kyiKqKzcI60MWFGxI+R2p3MfTKbeAIDevRpP40ZERNSWmGhakRgIwF9aCkGtli6c8hUWovDNtyC6XUh4/nmpbf785+D49lvEPPJI3RRaKjWcq1cDCgVEvx+CUgkA0PbpA31BPlSRkdL9VfYoJH/0EVQx0VAotYiynY8o2/lALwA1M2gdO/YPACLKHZtRjs04XPQuDIY02O0TEG2fAKt1MARB2Q6/GQpXhw69gsNH3qm3RYDVOrjmNTYeBkMP2WojIiISRFEU5S6iPofDAavVivLyclg6yFX2oigCfr90Ot9fVobSTz5FoLISMQ/Nldod/93v4fj6a8T8/veIuvMOAIC3oAAHxl4AKBQhQwIKXn4Z5V9/g6g7psM2bVrwcfx+lH/1NVQx0TCOHNkqy8W6XCdQVLQchUVLUVq6FqLolW4bPPgfsEVmnfNjUPjzeh0oLlmJoqJlSOx2KyIihgEASkpWY+u2e2CznY9o+3hE2cdxqV0iImpTLcmK7NGtEXA6UbHiJ/jLy2C75RZpe/78+Sj95FNEz56NqLvuBBBcSrbw1VcBhQLRD9wvBVJVdDQgCPBXOKT7q6KiYJ85E6rYGCAQkLbHPPQQYh56KKQGQalExNVTWvV56XQJSEy8FYmJt8Lnq0Bx8c8oKlqG8vItiLAOk9odOPACKp37EG2fAJM5A1pNDDSa6JAljalrEMUA3O48uN35cDi2oahoGUrL1kEUg6vMaTTRUtCNiBiJsWM2hswKQkRE1FEwxdQIVFfjxMMPA4KAyBtuqOtNVaogulwhCxoobTZYr74aqpgYiF6v1DZ61kzEPDgHgrpu3k9BqUT07Fnt+lxORaUyIzb2csTGXh4yo4Ioisgv+AYu13EUF6+odw8BGo0dRmM6hgz+WNpaVPwTIIrQamOh1cZArbZ1qSWLOytR9MPjKYbbnQ+3pwBudz487uC/JnNfJCXeBgDw+51Y/euYRvc3GHoi2j4eMbGTpG3BD0I8jBARUcfEd6gaSpsNhlGjoLLbEXC5oTQFfzW2adMQedONwWm3aghKJRLmP9toHwqDod3qPVcNVw7LHPg+CouWorj4Z7hcx+DxFNYEo0Ko1ZEhbQ8ceB5O5756+1JDq4mGRhsLo7EH+mbUjUV2VOyAQqGFVhMLlcrMFcvagCiK8PnK4K4JrW53AdyefOh1SYiLuxIA4PNV4udfhkAU/U3uw+4dLwVdpdIElcoKlcoEvT4ZUVEX1oy3TWu350RERNQaGHRrCAoFUhZ92Gi7OjamidbhRRAEmEy9YTL1RlrqTADB09cebwk87nwEAt6Q9iZTHygENdyefHg8xRBFL1zuE3C5TyDgrwppu2vXw3A69wMAFAodtNoYaDWx0GhjYDT0QPfuD0ht3e58qFRmKJWd5wNDW/P5KmsCbB7cngJo1DZERY0FAPj9LqxdNxFudwFE0dPovvaocVLQVSqNUCi08Ptd0Gjswf8HbWzwSxMDk6mPdD9BEDB2zCZ+KCEiok6vzYLu22+/jRdffBF5eXnIzMzEm2++iREjRrTVw1ErEwQFtBp7kxcW9e/3qvR9IOCFx1NUczo8HwJCZ3FQqSxQqazw+coRCLhQXX0U1dXBVbFMpj4hQXdL9jQ4nfuhUpmh0cTWhLEYaLVxMOhTkZBwndRWFP2desYIv98NT83wAYVCC4sluMhGIOBBdvYdcHuCPbN+vzPkfvaocVLQVSp18HpLpZCrVttqPkjEQKONDVloRBAEZGWtgFoV0axx1wy5REQUDtok6H7yySeYO3cu3n33XYwcORKvvfYaJk6ciL179yImJvx7SLsShUINnS4eOl18k7cPG/opgGDvYzDY1fROugsa9dz6fBXSvz5fBaqqDki3mUx9QoLuuvWXw+MploKdVhsHTU0vpV6XhKioxmNM20Nt8BdFP/T6xJptPuzZ8wdpXKzbXQCfr0y6T1TURRiU+TcAwRXDHBXbQwKuUmmSxkObzH1DHm/I4H9CrY6EVhsNhUJ72to4GwIREXU1bTK92MiRIzF8+HC89dZbAIBAIICkpCTMnj0bjz766Gnv2xGnF6P2IYoi/P7KurGmngJ4aoKhRhOF1NQZUtuVPw+SgnFDJlMGRo74Rvp50+ab4fdXSWGxNhhrtTHQ6hJgMqY3o7YA/P5qaTUvUQwg5/BbdRd0efKD33uKAYiIiroQgzIXSvf/aWUm/P7KkH0qFFpotbGIiBiJvhnPSdsLi5ZBpTRBq42BRhPDFcSIiIjqkXV6MY/Hg02bNmHevHnSNoVCgQkTJmDNmjWN2rvdbrjdbulnh8PRqA11DYIgQKUyQ6Uyw2g8/UIDWaOWhwTh+jMJ6HWJIW0rKnbC769ERcX2Rvsxmfpi5IivpZ937JwDMeCDSm2F11si7dvjKYTNNhqDMj+oqVWBo0cXNgqvwduUjS766tnzESgVWmhqxsRqtbFQqSxNDhGIto8/7XMnIiKi5mn1oFtUVAS/34/Y2NiQ7bGxsdizZ0+j9vPnz8eTTz7Z2mVQmNNobNBobEC9i6iaIooihgz+R6PptGrHwDbszS0qWtFkeAUAt7sg5OekpOkQBKUUXLXa4NhYTRPTrSV2u/ksniURERGdC9lnXZg3bx7mzq1bXczhcCApKUnGiiicCIIgXeh1JqIoom/G83C78+H1lkGtsUkXwwUX0Agd49qj+4NtUTIRERG1klYPuna7HUqlEvn5+SHb8/PzERcX16i9VquFVnv6i2iI2oMgCIiJuVTuMoiIiKiVtPpyVhqNBkOHDsWyZcukbYFAAMuWLUNWVlZrPxwRERERUZPaZOjC3LlzMW3aNAwbNgwjRozAa6+9BqfTiTvuuKMtHo6IiIiIqJE2Cbo33HADCgsL8dhjjyEvLw+DBg3C999/3+gCNSIiIiKittIm8+ieC86jS0RERESn0pKs2OpjdImIiIiIOgIGXSIiIiIKSwy6RERERBSWGHSJiIiIKCwx6BIRERFRWGLQJSIiIqKwxKBLRERERGGJQZeIiIiIwhKDLhERERGFpTZZAvhc1C7U5nA4ZK6EiIiIiDqa2ozYnMV9O1zQraioAAAkJSXJXAkRERERdVQVFRWwWq2nbSOIzYnD7SgQCODEiRMwm80QBKHdHtfhcCApKQm5ublnXDeZwhtfC1QfXw9Ui68Fqo+vB/mIooiKigokJCRAoTj9KNwO16OrUCiQmJgo2+NbLBa+YAkAXwsUiq8HqsXXAtXH14M8ztSTW4sXoxERERFRWGLQJSIiIqKwxKBbQ6vV4vHHH4dWq5W7FJIZXwtUH18PVIuvBaqPr4fOocNdjEZERERE1BrYo0tEREREYYlBl4iIiIjCEoMuEREREYUlBl0iIiIiCksMugDefvttpKamQqfTYeTIkVi/fr3cJZEM5s+fj+HDh8NsNiMmJgZTpkzB3r175S6LOoDnnnsOgiBgzpw5cpdCMjl+/DhuvfVWREVFQa/XY8CAAdi4caPcZZEM/H4//vznPyMtLQ16vR49evTAU089BV7b3zF1+aD7ySefYO7cuXj88cexefNmZGZmYuLEiSgoKJC7NGpnK1euxMyZM7F27Vr8+OOP8Hq9uOSSS+B0OuUujWS0YcMG/PWvf8XAgQPlLoVkUlpaitGjR0OtVuO7777Drl278PLLLyMyMlLu0kgGzz//PBYsWIC33noLu3fvxvPPP48XXngBb775ptylURO6/PRiI0eOxPDhw/HWW28BAAKBAJKSkjB79mw8+uijMldHciosLERMTAxWrlyJsWPHyl0OyaCyshJDhgzBO++8g6effhqDBg3Ca6+9JndZ1M4effRRrF69Gr/88ovcpVAHcMUVVyA2NhYLFy6Utk2dOhV6vR7/+Mc/ZKyMmtKle3Q9Hg82bdqECRMmSNsUCgUmTJiANWvWyFgZdQTl5eUAAJvNJnMlJJeZM2fi8ssvDzlGUNfz1VdfYdiwYbjuuusQExODwYMH4/3335e7LJLJeeedh2XLlmHfvn0AgK1bt2LVqlW47LLLZK6MmqKSuwA5FRUVwe/3IzY2NmR7bGws9uzZI1NV1BEEAgHMmTMHo0ePRv/+/eUuh2SwZMkSbN68GRs2bJC7FJLZoUOHsGDBAsydOxd/+MMfsGHDBtx///3QaDSYNm2a3OVRO3v00UfhcDjQp08fKJVK+P1+PPPMM7jlllvkLo2a0KWDLtGpzJw5Ezt27MCqVavkLoVkkJubiwceeAA//vgjdDqd3OWQzAKBAIYNG4Znn30WADB48GDs2LED7777LoNuF/Tpp5/in//8JxYvXox+/fohOzsbc+bMQUJCAl8PHVCXDrp2ux1KpRL5+fkh2/Pz8xEXFydTVSS3WbNm4ZtvvsHPP/+MxMREucshGWzatAkFBQUYMmSItM3v9+Pnn3/GW2+9BbfbDaVSKWOF1J7i4+PRt2/fkG0ZGRn497//LVNFJKff/e53ePTRR3HjjTcCAAYMGIAjR45g/vz5DLodUJceo6vRaDB06FAsW7ZM2hYIBLBs2TJkZWXJWBnJQRRFzJo1C59//jmWL1+OtLQ0uUsimYwfPx7bt29Hdna29DVs2DDccsstyM7OZsjtYkaPHt1oqsF9+/YhJSVFpopITlVVVVAoQuOTUqlEIBCQqSI6nS7dowsAc+fOxbRp0zBs2DCMGDECr732GpxOJ+644w65S6N2NnPmTCxevBhffvklzGYz8vLyAABWqxV6vV7m6qg9mc3mRmOzjUYjoqKiOGa7C3rwwQdx3nnn4dlnn8X111+P9evX47333sN7770nd2kkg8mTJ+OZZ55BcnIy+vXrhy1btuCVV17BnXfeKXdp1IQuP70YALz11lt48cUXkZeXh0GDBuGNN97AyJEj5S6L2pkgCE1u//DDDzF9+vT2LYY6nAsvvJDTi3Vh33zzDebNm4f9+/cjLS0Nc+fOxd133y13WSSDiooK/PnPf8bnn3+OgoICJCQk4KabbsJjjz0GjUYjd3nUAIMuEREREYWlLj1Gl4iIiIjCF4MuEREREYUlBl0iIiIiCksMukREREQUlhh0iYiIiCgsMegSERERUVhi0CUiIiKisMSgS0RERERhiUGXiIiIiMISgy4RERERhSUGXSIiIiIKSwy6RERERBSW/h/As18D54fipwAAAABJRU5ErkJggg==",
"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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",
"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",
"Captain_America = [8, 9, 8, 9, 8, 9, 8, 9, 8, 9]\n",
"Iron_Man = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Thor = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"Thanos = [8, 7, 6, 5, 4, 9, 40, 50]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(Captain_America, '-', color='tab:blue', label='Captain America')\n",
"plt.plot(Iron_Man, ':', color='tab:red', label='Iron Man')\n",
"plt.plot(Thor, '--', color='tab:olive', label='Thor')\n",
"plt.plot(Thanos, '-.', color='tab:purple', label='Thanos')\n",
"\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"CAP1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"CAP2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"THOR1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"THOR2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"IRM1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"IRM2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"TNS1 = [3, 4, 5, 6, 7]\n",
"TNS2 = [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(CAP1, CAP2, marker='o', color='tab:blue', label='CAP')\n",
"plt.scatter(THOR1, THOR2, marker='^', color='tab:olive', label='THOR')\n",
"plt.scatter(IRM1, IRM2, marker='s', color='tab:red', label='IRM')\n",
"plt.scatter(TNS1, TNS2, marker='*', color='tab:purple', label='TNS')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"CAP1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"CAP2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"THR1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"THR2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"IRM1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"IRM2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"TNS1 = [3, 4, 5, 6, 7]\n",
"TNS2 = [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(CAP1, CAP2, 'o-', color='tab:blue', label='CAP')\n",
"plt.plot(THR1, THR2, '^', color='tab:olive', label='THR')\n",
"plt.plot(IRM1, IRM2, 's:', color='tab:red', label='IRM')\n",
"plt.plot(TNS1, TNS2, '*-.', color='tab:purple', label='TNS')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"CAP = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"IRM = [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('CAP')\n",
"plt.ylabel('IRM')\n",
"\n",
"plt.scatter(CAP, IRM, s=s, c=c)\n",
"plt.colorbar(label='Intensity')\n",
"plt.show()\n",
"\n",
"CAP = np.linspace(0, 20, 20)\n",
"IRM = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(CAP, IRM)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('CAP')\n",
"plt.ylabel('IRM')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(X, Y, Z)\n",
"plt.clabel(contour)\n",
"plt.show()\n",
"\n",
"CAP = np.linspace(0, 20, 20)\n",
"IRM = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(CAP, IRM)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"CAP_sub = X[4:13, 2:8]\n",
"IRM_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('CAP')\n",
"plt.ylabel('IRM')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(CAP_sub, IRM_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()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ccbd6686",
"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": {
"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": [
" 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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BRqgAAIBQIFociFhBsBErAAAglIgWhyFYEEzECgAAMAPR4iAEC4KFWAEAAGYiWhyAWEGwECsAAMAKiBabI1gQDMQKAACwEqLFpogVBAOxAgAArIhosSGCBYFEqAAAAKsjWmyGYEGgECsAAMAuiBabIFYQKMQKADvZWxTV4G2esHD1SJD2lUTJqK2pc3tXb1UQRwYglIgWGyBYEAjECoDWaiwgrMiM8RJKQHAQLRZHsKC1iBUA9bFbgNhFS76vhA5wekSLRRErCASCBXAHAsTeCB3g9IgWCyJY0FrECuAsRAlOdbrXBFEDpyFaLIZgQWsQK4A9ESUINKIGTkO0WASxgtYgVgBrI0pgNUQN7IZosQCCBS1FrADWQZjASRp7PRM0MAPRYjKCBS1BrADmIU7gdg39DBAzCCaixSTEClqCWAFChzgBmoeYQTARLSYgWNASBAsQPAQKEDzEDAKBaAkxggXNRawAgUOcANZR388jIYOGEC0hQqyguYgVoHUIFMB+CBk0hGgJAYIFzUGsAM13YkfHExauHgnSvpIoSTWmjglAYJz4+a6sCjN5JDAT0RJkBAuailgBmo5ZFABwF6IliAgWNAWxAjSOQAEAEC1BQKygKYgVoH5ECgDgVERLgBEsaAqCBfgvIgUAcDpESwARLDgdYgUgUgAAzUe0BAjBgsYQK3AzIgUA0FpESysRK2gMsQI3IlIAAIFGtLQCwYLGECxwCyIFABBsREsLESxoCLECNyBUAAChRLS0AMGC+hArcDIiBQBgJqKlmQgW1IdggRMRKgAAqyBamoFgwamIFTgJkQIAsCqipQmIFdSHYIETECoAADsgWk6DYMGpiBXYHaECALAboqURBAtORqzArogUAIDdES0NIFhwMoIFdkOoAACchGipB8GCE4gV2A2xAgBwojCzB2A1BAtOIFhgF3uLonwXAIC7bdiwQddee62Sk5Pl8Xi0cuVKv9sNw9C0adOUlJSk2NhYZWRkaOfOnX7rdOvWTR6Px+/yxBNPhPCrqItoOcmeA2eZPQRYwJf74wkWWB6hAgCoT3l5uc4//3wtWLCg3tvnzJmj+fPna9GiRcrPz1fbtm01atQoVVRU+K2Xm5urr7/+2nf59a9/HYrhN4jDw4CTECuwMgIFANyrrKzM73p0dLSio6PrrDd69GiNHj263scwDEPz5s3TlClTNGbMGEnSiy++qMTERK1cuVLjx4/3rdu+fXt5vd4AfgWtQ7QAIlZgbcQKAFhfwVdnqV3bwP97faS8SpKUkuJ/CsP06dM1Y8aMZj1WQUGBioqKlJGR4VsWHx+vtLQ05eXl+UXLE088oUcffVRdunTRz372M02aNEkREealA9ECVyNWYFWECgDgZIWFhYqLi/Ndr2+W5XSKiookSYmJiX7LExMTfbdJ0n333afBgwerY8eO+vDDDzV58mR9/fXXmjt3bgtH33pEC1xrz4E4STVmDwPwIVQAAA2Ji4vzi5ZgysnJ8f19wIABioqK0i9+8QvNnj27RbEUCJyID9c5HiuANXBCPQAgVE6co1JcXOy3vLi4uNHzV9LS0nTs2DHt2bMnmMNrFNECV+FwMFgBoQIAMENqaqq8Xq/Wrl3rW1ZWVqb8/Hylp6c3eL/t27crLCxMnTt3DsUw68XhYXAFYgVWQKQAAILtyJEj2rVrl+96QUGBtm/fro4dO6pLly7Kzs7WrFmz1KtXL6Wmpmrq1KlKTk7W2LFjJUl5eXnKz8/XZZddpvbt2ysvL0+TJk3SLbfcog4dOpj0VREtcAGCBWYiVAAAobRlyxZddtllvusnzk/JzMzUCy+8oAcffFDl5eWaOHGiSktLdfHFF2v16tWKiYmRdPwE/9dee00zZsxQZWWlUlNTNWnSJL/zXMxAtMCxiBWYhVABAJhlxIgRMgyjwds9Ho9yc3OVm5tb7+2DBw/Wxo0bgzW8FiNa4EgEC8xArAAAEBxECxyFWEGoESoAAAQf0QLHIFgQSsQKAAChQ7TAEQgWhAqxAgBA6BEtsDViBaFAqAAAYC6iBbZFsCDYiBUAAKyBaIEtESwIJmIFAABrIVpgK8QKgolYAQDAmogW2AbBgmAgVAAAsD6iBbZAsCDQiBUAAOyDaIGlESsINGIFAAD7IVpgWQQLAmlfSZSM2hqzhwEAAFogzOwBAPUhWBAo+0qYWQEAwO6YaYGlECsIlBOHgXn41QwAALZHtMAyCBYEAuesAADgPEQLLIFgQWsRKwAAOBfRAlMRK2gtYgUAAOcjWmAaggWtQawAAOAeRAtMQbCgpYgVAADch2hBSBEraCliBQAA9yJaEDIEC1qCWAEAAEQLQoJgQXMRKwAA4ASiBUFHsKA5iBUAAHAqS39WdE1NjaZOnarU1FTFxsaqR48eevTRR2UYhm8dwzA0bdo0JSUlKTY2VhkZGdq5c6eJo8YJX+6PJ1jQZHuLoggWAABQL0tHy5NPPqmFCxfq2Wef1b/+9S89+eSTmjNnjp555hnfOnPmzNH8+fO1aNEi5efnq23btho1apQqKipMHDmIFTQVsQIAAE7H0oeHffjhhxozZoyuvvpqSVK3bt306quvatOmTZKOz7LMmzdPU6ZM0ZgxYyRJL774ohITE7Vy5UqNHz/etLG7GcGCpiBUAABAU1k6Wi666CItXrxYX3zxhc455xx99NFH+uCDDzR37lxJUkFBgYqKipSRkeG7T3x8vNLS0pSXl9dgtFRWVqqystJ3vaysTJJUa0So1rD05JPl7TkQZ/YQmiD8lD8RSvtKjseKJ0Q/ap6wML8/4Wxsb3dhe7uLJ6zW7CHARJaOlocfflhlZWXq3bu3wsPDVVNTo8cee0wTJkyQJBUVFUmSEhMT/e6XmJjou60+s2fP1syZM+ssL664TIfD2gTwK3CfyASzR9B0kQkXmj0EV+qRYM7zdu85xJwnhinY3u7C9naHo0ePmj0EmMjS0fLnP/9Zr7zyipYtW6bzzjtP27dvV3Z2tpKTk5WZmdnix508ebJycnJ818vKypSSkqLEmPcU14bf1jSXPWZXThauyIQLVV26UVKN2YNxhROzK2bwhIWpe88h+nLXVhm1/JbO6dje5tpfXB3S5wsPD9fwi9L0fx/mq6YmNP+en5UYGZLnQV2VVaF9fcFaLB0tDzzwgB5++GHfYV79+/fX3r17NXv2bGVmZsrr9UqSiouLlZSU5LtfcXGxBg4c2ODjRkdHKzo6us7yMM8xhYXqmBWHOH7+il13/Gtk37Hbw3/PWzH/+2zU1sqoNX8cCA22d2AUFtljJ7GmpiZk0bLvQPOeJ8VL5AQKv4hwN0tHy9GjRxV2ynGq4eHhqv3hRZuamiqv16u1a9f6IqWsrEz5+fm65557Qj1c1+GEezSEk+wB67JLiDhFc77fBA7QMEtHy7XXXqvHHntMXbp00Xnnnad//vOfmjt3ru644w5JksfjUXZ2tmbNmqVevXopNTVVU6dOVXJyssaOHWvu4B2OYEFDCBbAHMSI/TV1GxI3cCNLR8szzzyjqVOn6le/+pVKSkqUnJysX/ziF5o2bZpvnQcffFDl5eWaOHGiSktLdfHFF2v16tWKiYkxceTORrCgPsQKEBrECRp6DRAzcDJLR0v79u01b948zZs3r8F1PB6PcnNzlZubG7qBuRjBglMRK0BwECdorsZeMwQN7M7S0QLrIFZQH4IFaB3CBKHC7AzsjmjBaREsOBWxAjQPcQKrImZgF0QLGkWw4FQEC9Aw4gROwaFmsBqiBQ0iWHAyYgXwR6DArU597RMxCAWiBfUiWHACsQIcR6QA9avvZ4OQQaARLaiDYMEJBAvcjEgBWo6QQaARLfBDsEAiVuBORAoQXBxWhtYgWiCJWMFxxArcgkABzEfEoDmIFhAskESwwLkIFMAeiBg0hmhxOYIFxAqcaH9xtWpqasweBoBWODVijh07ZtJIYAVEi4sRLO5GrMApTt6xCQ+vVY9zTBwMACAoiBaXIljcjWCB3XHIFwC4S5jZA0DoESzutbcoimCBbRUWVfsuAID6HT58WNnZ2eratatiY2N10UUXafPmzb7bDcPQtGnTlJSUpNjYWGVkZGjnzp0mjrhpiBaXIVjci1iB3ZwcKYQKADTNXXfdpTVr1uill17SJ598oiuuuEIZGRnav3+/JGnOnDmaP3++Fi1apPz8fLVt21ajRo1SRUWFySNvHNHiIgSLOzG7AjshUgCg5b7//nv95S9/0Zw5c3TJJZeoZ8+emjFjhnr27KmFCxfKMAzNmzdPU6ZM0ZgxYzRgwAC9+OKLOnDggFauXGn28BtFtLgEweJOxArsgFABgNMrKyvzu1RWVtZZ59ixY6qpqVFMTIzf8tjYWH3wwQcqKChQUVGRMjIyfLfFx8crLS1NeXl5Qf8aWoMT8V2AYHEfYgVWR6AAcJo9X8epTWx0wB/36PfH4yQlJcVv+fTp0zVjxgy/Ze3bt1d6eroeffRR9enTR4mJiXr11VeVl5ennj17qqioSJKUmJjod7/ExETfbVZFtDgcweI+BAusiEgBgNYpLCxUXFyc73p0dP2B9NJLL+mOO+7QWWedpfDwcA0ePFg333yztm7dGqqhBgWHhzkYweI+BAushMO+ACBw4uLi/C4NRUuPHj20fv16HTlyRIWFhdq0aZOqq6vVvXt3eb1eSVJxcbHffYqLi323WRXR4lAEi7twsj2sglABAGto27atkpKSdPDgQb399tsaM2aMUlNT5fV6tXbtWt96ZWVlys/PV3p6uomjPT0OD3MggsVdiBVYAZECANbw9ttvyzAMnXvuudq1a5ceeOAB9e7dW7fffrs8Ho+ys7M1a9Ys9erVS6mpqZo6daqSk5M1duxYs4feKKLFYQgWdyFYYCZCBQCs59ChQ5o8ebK++uordezYUePGjdNjjz2myMhISdKDDz6o8vJyTZw4UaWlpbr44ou1evXqOu84ZjVEi4MQLO5BrMAshAoAWNtNN92km266qcHbPR6PcnNzlZubG8JRtR7R4hAEi3sQLAg1QgUAYDaixQEIFvcgWBBKxAoAwCqIFpsjWNyBWEGoECoAACsiWmyMYHEHggXBRqgAAKyOaLEpgsUdCBYEE7ECALALosWGCBbnI1YQTMQKAMBuiBabIVicj2BBMBAqAAA7I1pshGBxPoIFgUasAACcgGixCYLF2YgVBBKhAgBwGqLFBggWZyNYECjECgDAqYgWiyNYnI1gQSAQKwAApyNaLIxgcS5iBYFArAAA3IJosSiCxbkIFrQWsQIAcBuixYIIFuciWNAaxAoAwK2IFoshWJyJWEFrECsAALcjWiyEYHEmggUtQagAAPBfRItFECzORLCguYgVAADqIlqAICFY0BzECgAADSNaLIBZFuchWNBUxAoAAKdHtJiMYHEWYgVNRawAANB0RIuJCBZnIVjQFMQKAADNF2b2ANyKYHEWggVNQbAAANAyzLSYgGBxFoIFp0OsAADQOkRLiBEszkKwoDHECgAAgUG0AC1EsKAhxAoAAIFFtIQQsyzOQKygIcQKAADBQbSECMHiDAQL6kOsAAAQXERLCBAszkCw4FTECgAAocFbHgcZweIMBAtORbAAABA6zLQEEcHiDAQLTkasAAAQekRLkBAszkCw4ARiBQAA83B4GNAAggUnECwAAJiLmZYgYJbF/ggWSMQKAABWQbQEGMFifwQLiBUAAKyFw8MCiGCxP4IFBAsAANbDTEuAECz2R7C4G7ECAIB1MdMCiGBxO4IFAABrY6YlAJhlsTeCxb2IFQAA7IFoaSWCxd4IFnciVgAAsBcOD2sFgsXe9pUQLG5EsAAAYD/MtLQQwQLYy/7iatXU1Jg9DAAN+Kqkqtn3iYwIlyQd+KZK1cea9/N9dmd+cQXYCdEC19lXEqUeCWaPAgDsryWhYRWBHDsBBAQf0dICzLLY196iKHk4KNI1CouqFR5eqx7nmD0SwH7sHCShdrrvFVEDtB7R0kwEi31x0r27cO4K0DiiJHSIGqD1iBa4AsHiHsQKcBxRYh9EDXB6REszMMtiTwSLexAscCPixPka2sbEDNyEaGkigsWeCBb3IFjgFkQKTjj1tUDEwMk4JbkJCBZ7IljcobCommCBo31VUuV3ARpy6muF14v7dOvWTR6Pp84lKytLkjRixIg6t/3yl780edRNw0wLHIlgcQdiBU7DTiYCjdkYd9m8ebPfZ5J9+umn+vGPf6wbb7zRt+zuu+9Wbm6u73qbNm1COsaWIlpOg1kW+yFYnI9YgRMQKDBDfa87QsY5zjzzTL/rTzzxhHr06KFLL73Ut6xNmzbyer2hHlqrES2NIFjsh2BxPoIFdkSgwMoIGXsoKyvzux4dHa3o6OgG16+qqtLLL7+snJwceTwe3/JXXnlFL7/8srxer6699lpNnTrVFrMtREsDCBb7IVicjViBnRApsDtCpvkKi6MUExP471FFhSFJSklJ8Vs+ffp0zZgxo8H7rVy5UqWlpbrtttt8y372s5+pa9euSk5O1scff6yHHnpIO3bs0F//+teAjzvQiBY4AsHibAQLrI5IgRuc/DonYEKvsLBQcXFxvuuNzbJI0pIlSzR69GglJyf7lk2cONH39/79+yspKUkjR47U7t271aNHj8APOoCIlnowywJYB8ECKyJS4Hac4B96cXFxftHSmL179+qdd9457QxKWlqaJGnXrl1Ei90QLPbDLItzESywEkIFaBizMNaydOlSde7cWVdffXWj623fvl2SlJSUFIJRtQ7RAlsjWJyJWIEVEClAyxAw5qqtrdXSpUuVmZmpiIj/7urv3r1by5Yt01VXXaVOnTrp448/1qRJk3TJJZdowIABJo64aYiWk+wraq82sWaPAk1FsDgTwQIzESpAYBEwoffOO+9o3759uuOOO/yWR0VF6Z133tG8efNUXl6ulJQUjRs3TlOmTDFppM1DtMCWCBZnIlhgBkIFCA0CJjSuuOIKGYZRZ3lKSorWr19vwogCg2iB7RAszkSwIJQIFcBcBAyaK8zsAZzO/v37dcstt6hTp06KjY1V//79tWXLFt/thmFo2rRpSkpKUmxsrDIyMrRz504TR4xgIlicp7CommBBSHxVUuW7ALAOfjbRFJaOloMHD2r48OGKjIzUW2+9pc8//1xPPfWUOnTo4Ftnzpw5mj9/vhYtWqT8/Hy1bdtWo0aNUkVFhYkjRzAQLM5DrCDY2BkC7OXkn1l+bnEySx8e9uSTTyolJUVLly71LUtNTfX93TAMzZs3T1OmTNGYMWMkSS+++KISExO1cuVKjR8/PuRjRnAQLM5DsCCYDnxTpepjNWYPA0ArnRwu3o6W/l07gszS0fLGG29o1KhRuvHGG7V+/XqdddZZ+tWvfqW7775bklRQUKCioiJlZGT47hMfH6+0tDTl5eU1GC2VlZWqrKz0XS8rK/vhb+E/XGAl+0qi5Angv1OesDC/PxFa+4uPx0p4eGh+1k48T6ieD+Y58E2VTry7Z0QE29sNTmxntrc7fFN6zOwhwESWjpYvv/xSCxcuVE5Ojh555BFt3rxZ9913n6KiopSZmamioiJJUmJiot/9EhMTfbfVZ/bs2Zo5c2ad5ZHxFyiyTZvAfhFotR4JwXnc7j2HBOeB0age55jzvMMvSjPniWGKG677kdlDQAixvd3h6NGj+vPLz5o9DJjE0tFSW1uroUOH6vHHH5ckDRo0SJ9++qkWLVqkzMzMFj/u5MmTlZOT47teVlamlJQUVR/arOoqS39LXGdfSeAPC/OEhal7zyH6ctdWGbW1AX981O/EDEuohYeHa/hFafq/D/NVU8PhQk5x4Jv6j3WPiAjXDdf9SK+/8b6OcXiY47G93aW2lpkWN7P0HnpSUpL69u3rt6xPnz76y1/+Iknyer2SpOLiYiUlJfnWKS4u1sCBAxt83OjoaEVHR9dzS40kT2uHjQA5fh5L8P4TMmprZdTyn1woWOH8lZqaGqLFAZp6Yu6xYzWc0+IibG+X4P9sV7P0Qf3Dhw/Xjh07/JZ98cUX6tq1q6TjJ+V7vV6tXbvWd3tZWZny8/OVnp4e0rEisDjx3jmsECywP95JCADczdIzLZMmTdJFF12kxx9/XDfddJM2bdqkxYsXa/HixZIkj8ej7OxszZo1S7169VJqaqqmTp2q5ORkjR071tzBo8UIFucgWNAaRAoA4ARLR8sFF1ygFStWaPLkycrNzVVqaqrmzZunCRMm+NZ58MEHVV5erokTJ6q0tFQXX3yxVq9erZiYGBNHjpYiWJyDYEFLESsAgFNZOlok6ZprrtE111zT4O0ej0e5ubnKzc0N4agANIRYQUsRKwCAhlg+WuAezLLYH8GC5iJUAABNQbTAEggW+yNY0BzECgCgOYgWmI5gsT+CBU1FrAAAWoJogakIFvsjWNAUxAoAoDWIFgAtRrCgMYQKACBQiBaYhlkWeyNY0BBiBQAQaEQLTEGw2BvBgvoQKwCAYCFaEHIEi70RLDgVsQIACDaiBUCTESw4GbECAAgVogUhxSyLfREsOIFYAQCEWpjZA4B7ECz2RbDgBIIFAGAGZloQEgSLfREskIgVAIC5iBYADSJYQKwAAKyAw8MQdMyy2BPBAoIFAGAVzLQgqAgWeyJY3I1YAQBYDdGCoCFY7IlgcS9iBQBgVUQLAB+CxZ2IFQCA1XFOC4KCWRb7IVjciWABANgBMy0IOILFfggW9yFWAAB2QrQALkewuAuxAgCwIw4PQ0Axy2IvBIu7ECwAALtipgUBQ7DYC8HiHsQKAMDumGkBXIhgcQ+CBQDgBMy0ICCYZbEPgsUdiBUAgJMw0wK4CMHiDgQLAMBpmGlBqzHLAlgDsQIAcCpmWtAqBIt9MMvibAQLAMDJiBbABQgWZyNYAABOx+FhaDFmWeyBYHEuYgUA4BbMtKBFCBZ7IFici2ABALgJMy2AQxEszkSsAADciJkWNBuzLNZHsDgTwQIAcCuiBc1CsADmIFgAAG7G4WGAwzDL4izECgAAzLSgGZhlsT6CxVkIFgAAjiNa0CQEi/URLM5CsAAAWmL//v265ZZb1KlTJ8XGxqp///7asmWL73bDMDRt2jQlJSUpNjZWGRkZ2rlzp4kjbppmR0tmZqY2bNgQjLEAaCGCxVkIFgBASxw8eFDDhw9XZGSk3nrrLX3++ed66qmn1KFDB986c+bM0fz587Vo0SLl5+erbdu2GjVqlCoqKkwc+ek1O1oOHTqkjIwM9erVS48//rj2798fjHHBQphlsTaCxTm+KqkiWAAALfbkk08qJSVFS5cu1bBhw5SamqorrrhCPXr0kHR8lmXevHmaMmWKxowZowEDBujFF1/UgQMHtHLlyoCN4/LLL9fMmTPrLD948KAuv/zyFj1ms6Nl5cqV2r9/v+655x796U9/Urdu3TR69Gi9/vrrqq5m58lpCBYgNIgVAEBjysrK/C6VlZV11nnjjTc0dOhQ3XjjjercubMGDRqk559/3nd7QUGBioqKlJGR4VsWHx+vtLQ05eXlBWys69at07PPPquxY8eqvLzct7yqqkrr169v0WO26JyWM888Uzk5Ofroo4+Un5+vnj176uc//7mSk5M1adIkWxwXBzgBsyzOQLAATVNQ7H/ZU3J8+Z6S/y4DzPJVcbUKiwJ/+ar4+P/1KSkpio+P911mz55dZwxffvmlFi5cqF69euntt9/WPffco/vuu09//OMfJUlFRUWSpMTERL/7JSYm+m4LlHfeeUdFRUW68MILtWfPnlY/Xqve8vjrr7/WmjVrtGbNGoWHh+uqq67SJ598or59+2rOnDmaNGlSqwcI8zDLYm0EizMQLHCTUERFa58jNfH06wBmKCwsVFxcnO96dHR0nXVqa2s1dOhQPf7445KkQYMG6dNPP9WiRYuUmZkZsrFKUlJSktavX6/bb79dF1xwgZYvX64+ffq0+PGaHS3V1dV64403tHTpUv3v//6vBgwYoOzsbP3sZz/zfSNXrFihO+64g2gBgoRgcQaCBXbnxJmN5n5NRA5CJS4uzi9a6pOUlKS+ffv6LevTp4/+8pe/SJK8Xq8kqbi4WElJSb51iouLNXDgwICN1ePxSDoeVsuWLdOsWbN05ZVX6qGHHmrxYzY7WpKSklRbW6ubb75ZmzZtqvcLvOyyy5SQkNDiQcF8zLIAwUWwwG6cGCiB0ND3hZiBGYYPH64dO3b4Lfviiy/UtWtXSVJqaqq8Xq/Wrl3r24cvKytTfn6+7rnnnoCNwzAMv+tTpkxRnz59WjXb0+xoefrpp3XjjTcqJiamwXUSEhJUUFDQ4kEBaBizLPZGrMDqiJPAqO/7SMgg2CZNmqSLLrpIjz/+uG666SZt2rRJixcv1uLFiyUdnwHJzs7WrFmz1KtXL6Wmpmrq1KlKTk7W2LFjAzaOgoICnXnmmX7Lxo0bp969e/t9ZkxzNDtafv7zn7foiWAfzLJYF8FibwQLrIZACS1mZRBsF1xwgVasWKHJkycrNzdXqampmjdvniZMmOBb58EHH1R5ebkmTpyo0tJSXXzxxVq9enWjExLNdWJm51TnnXeezjvvvBY9ZqtOxIfzECzWRbDYG8ECMxEn1sasDALpmmuu0TXXXNPg7R6PR7m5ucrNzQ3hqFqPaAGAICNYEGpEiv2dug2JGLgd0QIfZlmsi1kW+yJYEApEivMRMXA7ogWwOILFvggWBBOh4m4nb38CBm5AtEASsyxWRbDYF8GCYCFWcCoCBm5AtABAgBEsCDRCBU1FwMCpiBYwy2JRzLLYE8GCQCFU0FonXkPEC5yAaAEsiGCxJ4IFrUWoIBiYfYETEC0uxywLEBgEC1qKUEEoETCwK6IFsBhmWeyHYEFzESqwAgIGdkK0uBizLNZDsNgPwYKmIlRgZQQMrI5oAYAWIlhwOoQK7IiAgRURLS7FLIv1MMtiLwQLGkKowEkIGFgF0QJYAMFiLwQL6kOswOkIGJiJaHEhZlmAliNYcDJCBW7FZ8Ag1IgWwGTMstgHwYITiBXgOOIFoUK0uAyzLNZCsNgHwQKJWAEaQrwg2MLMHgAAWB3BAolgAZqioJifFQQHMy0uwiyLtTDLYg8EC9gBA5qPmRcEGtECAA0gWNyNWAFaj3hBoBAtLsEsi7Uwy2J9BIt7EStA4BEvaC2iBQAAEStAKBAvaCmixQWYZbEWZlmsj1kWdyFWgNAjXtBcvHsYEEIEi/URLO7BuxwB5uNnEE3FTAsA/IBgcQd2kgBrYdYFTcFMi8NxaJh1MMtibQSLOxAsgHUx+4nGEC0AXI9gcT52hgD74GcV9SFaHIxZFutglgUwDztAgP3wiwacimgB4GrMsjgXOz2A/fEzjBM4Ed+hmGWxDmZZrItgca49JWaPAECg+E7UP9PcccBczLQAAByDWAGca+9/zB4BzMRMCxBEzLJYF7MsznLiN7FRkeaOAwAQHMy0OBCHhgGNI1ichWPeAcD5mGkBgoRZFmsiWJyDWAEA92CmxWGYZQHgBgQLALgL0QIEAbMs1sQsizMQLADgPraKlieeeEIej0fZ2dm+ZRUVFcrKylKnTp3Url07jRs3TsXF/I8GwN+BbwgWJyBYAMCdbBMtmzdv1u9//3sNGDDAb/mkSZP05ptvavny5Vq/fr0OHDig66+/3qRRmotDw6yBWRYg8PigSABwN1tEy5EjRzRhwgQ9//zz6tChg2/5oUOHtGTJEs2dO1eXX365hgwZoqVLl+rDDz/Uxo0bTRwx3IpgAQKPWAEA2OLdw7KysnT11VcrIyNDs2bN8i3funWrqqurlZGR4VvWu3dvdenSRXl5ebrwwgvrfbzKykpVVlb6rpeVlf3wt/AfLvazryRKHlskqPk8YWF+fwZSeHhtwB8TrVNysEaSFBFhz59tt9tT0rzPXomKDPf7E87G9naXMBlmDwEmsny0vPbaa9q2bZs2b95c57aioiJFRUUpISHBb3liYqKKiooafMzZs2dr5syZdZZHxl+gyDZtWj1mM/RIMHsE9tO955CAP2aPcwL+kAiQG677kdlDQAjl3Mn2dhO2tzscPXpUH65+1uxhwCSWjpbCwkLdf//9WrNmjWJiYgL2uJMnT1ZOTo7vellZmVJSUlR9aLOqqyz9LWnQvhLOZ2kqT1iYuvccoi93bZVRG7iZkf3FHBpmNQe+qVJERLhuuO5Hev2N93XsWI3ZQ0IT7Slp2f2iIsOVc+ePNHfJ+6qqZns7HdvbXcJ0zOwhwESW3kPfunWrSkpKNHjwYN+ympoabdiwQc8++6zefvttVVVVqbS01G+2pbi4WF6vt8HHjY6OVnR0dD231EjyBO4LCJHjJ+Dzj3VzGbW1MmoD932rqWEbWMmpb2987FiNqokWywvU+StV1TXsxLoI29sdwjxsYzezdLSMHDlSn3zyid+y22+/Xb1799ZDDz2klJQURUZGau3atRo3bpwkaceOHdq3b5/S09PNGDJcihPwrYXPY7EnTrgHADTE0tHSvn179evXz29Z27Zt1alTJ9/yO++8Uzk5OerYsaPi4uL061//Wunp6Q2ehA8AsB6CBQDQGEtHS1M8/fTTCgsL07hx41RZWalRo0bpueeeM3tYIcNns5iPWRZrYZbFfggWAMDp2C5a1q1b53c9JiZGCxYs0IIFC8wZEACgxQgWAEBT8MkeAByDWRZ7IVgAAE1FtNgYh4aZj0PDrINgsReCBQCC74knnpDH41F2drZv2YgRI+TxePwuv/zlL80bZBPZ7vAwAIC9ESwAEHybN2/W73//ew0YMKDObXfffbdyc3N919vY4MPVmWkBWohZFutglsU+CBYAaJmysjK/S2VlZYPrHjlyRBMmTNDzzz+vDh061Lm9TZs28nq9vktcXFwwhx4QzLTYFIeGAbAbggWAkx34T7UiIwP/IeXV1cd/SZqSkuK3fPr06ZoxY0a998nKytLVV1+tjIwMzZo1q87tr7zyil5++WV5vV5de+21mjp1quVnW4gWALbGLIs9ECwA0DqFhYV+MyLR0dH1rvfaa69p27Zt2rx5c723/+xnP1PXrl2VnJysjz/+WA899JB27Nihv/71r0EZd6AQLUALcGiYNRAs9kCwAEDrxcXFnfYwrsLCQt1///1as2aNYmJi6l1n4sSJvr/3799fSUlJGjlypHbv3q0ePXoEdMyBxDktAICgIVgAIHS2bt2qkpISDR48WBEREYqIiND69es1f/58RUREqKamps590tLSJEm7du0K9XCbhZkWG+J8FnMxy2INzLJYH8ECAKE1cuRIffLJJ37Lbr/9dvXu3VsPPfSQwsPD69xn+/btkqSkpKRQDLHFiBYAQMARLAAQeu3bt1e/fv38lrVt21adOnVSv379tHv3bi1btkxXXXWVOnXqpI8//liTJk3SJZdcUu9bI1sJ0QI0A7Ms1sAsi7URLABgTVFRUXrnnXc0b948lZeXKyUlRePGjdOUKVPMHtppES02w6FhAKyMYAEAa1m3bp3v7ykpKVq/fr15g2kFTsQHYCvMsgAA4D5EC9BEHBoGNI5ZFgBAsBAtNsKhYXA7Zlmsi2ABAAQT0QI0AbMsQMMIFgBAsBEtAGyBWRZrIlgAAKHAu4fZBIeGAbAaggWhsO2bup/gfUJs9PE/P/q2Rt9X1l1v8Jl1P0gPgD0RLcBpcGiY+ZhlAZytsTAJ5uMSNYB9EC0AgGZjlgXNEawoaa3GxkXQANZCtACwNGZZrIdgwamsGiWtwSwNYC1Eiw1wPot5ODQMABrmxFhpqhNfO/EChAbRAgBoMmZZILk7Vk5FvAChQbQAsCwODbMWggXESsOIFyC4iBYAANAoYqXpTv5eETBA4BAtFsf5LObhfBZzMctiLcyyuBOx0jrMvgCBQ7QAABpFsLgPsRJYxAvQekQLAAAgVEKAeAFajmgB6sGhYebi0DDrYJbF+YiV0CNegOYjWgAA9SJYnI1YMR/xAjQd0WJhnIQPN2KWBQgeQsWaeMcx4PSIFgBAHcyyOAuxYh/MvgD1I1qAU3A+CwCnIFbsi9kXwB/RAsAyODTMGphlsTdCxXmYfQGIFsvifBYAQHMQK85HvMDNwsweAGAlHBoGt2OWxZ4IFnfZ9k0N2xyuQ7QAsAQODQOaj51Xd2Pbw02IFgCAJGZZ7IYdVki8DuAeRAsAgGCxGXZUcTJm3OAGRIsFcRK+OTifxTwcGgY0DTunaAyvDTgZ0QIAAOAQhAucimgBAJfj0DB7YGcUTcVrBU5EtAAwFYeGAafHTiiai9cMnIZoAQAXY5bF+tj5REvx2oGTEC2AOAkfgDWx04nW4jUEpyBaLIZ3DgMAAIFEuMAJiBYAcCkODbM2djQRSLyeYHdECwDTcBI+UD92MBEMvK5gZ0QLAAAWwo4lgonXF+yKaAEAF+LQMMC9CBfYEdEC1+OdwwBYBTuTCBVea7AbogWAKTifBfDHTiRCjdcc7IRoAQCX4dAw62HnEQAaR7RYCJ/RAgDuQ7DATLz+YBdECwAAgIsRLrADogUAXIRDw6yFnUUAaBqiBa7GO4eZg5PwAYIF1sLrEVZHtAAAEGLsIAJA8xAtAOASHBpmDQQLrIrXpv0tXLhQAwYMUFxcnOLi4pSenq633nrLd3tFRYWysrLUqVMntWvXTuPGjVNxsT3+cyBaAAAIEXYKYXW8Ru3t7LPP1hNPPKGtW7dqy5YtuvzyyzVmzBh99tlnkqRJkybpzTff1PLly7V+/XodOHBA119/vcmjbpoIsweA43i7Y7gF57PArdgZBBBs1157rd/1xx57TAsXLtTGjRt19tlna8mSJVq2bJkuv/xySdLSpUvVp08fbdy4URdeeKEZQ24yZloAwAU4NAxAUxHY1lRWVuZ3qaysbHT9mpoavfbaayovL1d6erq2bt2q6upqZWRk+Nbp3bu3unTpory8vGAPv9WYaYFr7S/mncMAhAY7gbCbbd/UaPCZ4WYPw1b2lkjhQdizrjl2/M+UlBS/5dOnT9eMGTPqrP/JJ58oPT1dFRUVateunVasWKG+fftq+/btioqKUkJCgt/6iYmJKioqCvzAA4xoAQAgiAgWAIFQWFiouLg43/Xo6Oh61zv33HO1fft2HTp0SK+//royMzO1fv36UA0zaIgWAAAAwOJOvCPY6URFRalnz56SpCFDhmjz5s363e9+p5/+9KeqqqpSaWmp32xLcXGxvF5vsIYdMJzTAgAOx/ksAFqCWUJnqK2tVWVlpYYMGaLIyEitXbvWd9uOHTu0b98+paenmzjCpmGmBQCAIGGnD0AoTZ48WaNHj1aXLl10+PBhLVu2TOvWrdPbb7+t+Ph43XnnncrJyVHHjh0VFxenX//610pPT7f8O4dJRAuAEOLtjgEACJ6SkhLdeuut+vrrrxUfH68BAwbo7bff1o9//GNJ0tNPP62wsDCNGzdOlZWVGjVqlJ577jmTR900RAsAAADgAEuWLGn09piYGC1YsEALFiwI0YgCh3NaAAAAUC8OcYRVEC0AAAQBO3sAEDhECwAAAABLI1oAAAAAWBrRAgAAgAZxqCOsgGgBAAfjgyUBAE5AtAAAEGD8ZhoAAotoAQAAAGBpRAsAAAAASyNaLGBvUZTZQwAAAGgQhzzCbEQLAAABxM4dAAQe0QIAAADA0iwdLbNnz9YFF1yg9u3bq3Pnzho7dqx27Njht05FRYWysrLUqVMntWvXTuPGjVNxMe/xCVjNVyVVZg8BAADYlKWjZf369crKytLGjRu1Zs0aVVdX64orrlB5eblvnUmTJunNN9/U8uXLtX79eh04cEDXX3+9iaMGAGvgM1oAAE4RYfYAGrN69Wq/6y+88II6d+6srVu36pJLLtGhQ4e0ZMkSLVu2TJdffrkkaenSperTp482btyoCy+80IxhAwAAOM62b2o0+Mxws4cBl7J0tJzq0KFDkqSOHTtKkrZu3arq6mplZGT41undu7e6dOmivLy8BqOlsrJSlZWVvutlZWU//C38h0toecL4ByCUPGHHJxjDw/m+h1JkhDnf74gfnjfCpOc3U1Sk2SMIvajIcL8/Q+2jb2sUG+2+15pZYqPC/f5E8Jn1syVJYTJMe26YzzbRUltbq+zsbA0fPlz9+vWTJBUVFSkqKkoJCQl+6yYmJqqoqKjBx5o9e7ZmzpxZZ3lk/AWKbNMmoONuih4JIX9KSBp+UZrZQ0AI3XDdj8weAkIo5062t5v84YERZg8BIXD06FF9uPpZs4cBk9gmWrKysvTpp5/qgw8+aPVjTZ48WTk5Ob7rZWVlSklJUfWhzaquCv23ZF8Jn9MSSp6wMHXvOUT/92G+amp4a9JQOfCNOSfiR0SE64brfqTX33hfx465a3vvKTF7BKEXFRmunDt/pLlL3ldVdei390ffuus1ZrbYqHD94YERuuN/1un7Kr73oXB+JzNnWo6Z9twwny2i5d5779WqVau0YcMGnX322b7lXq9XVVVVKi0t9ZttKS4ultfrbfDxoqOjFR0dXc8tNZI8gRt4Exm1/ENrhpqaGqIlhKpNDoZjx2pMH0OoVVWbPQLzVFXXmBItfeL4nBYzfF9Vo+8r+b6Hgpn/roR52MZuZul3DzMMQ/fee69WrFihd999V6mpqX63DxkyRJGRkVq7dq1v2Y4dO7Rv3z6lp6eHergAYCmpiWaPAICTcBI+zGTpmZasrCwtW7ZMf/vb39S+fXvfeSrx8fGKjY1VfHy87rzzTuXk5Khjx46Ki4vTr3/9a6Wnp/POYQAAAIBDWDpaFi5cKEkaMWKE3/KlS5fqtttukyQ9/fTTCgsL07hx41RZWalRo0bpueeeC/FIAZzO2Z2j+IBJAADQIpaOFsM4/VvbxcTEaMGCBVqwYEEIRgQAQOMGnxnOeS0AEGCWPqcFAAAAAIgWC+jq5ZAZAABgXZyED7MRLQAAAAAsjWgBAAAAYGlECwAAAcahNAAQWEQLADgYHzAJoLWIcFgB0QIAAADA0ogWAAAAAJZGtAAAEAQcUgMAgUO0AAAAALA0ogUAAAD1YsYQVkG0AAiZsztHmT0EAABgQ0QLAAAAAEsjWgAACBIOrQGAwCBaAMDh+IBJAC1BdMNKiBYAAAAAlka0wLXOSow0ewgAXIDfVsOOeN3CaogWAACCjB1A2AmvV1gR0QIALsB5LQAAOyNaLKKrt8rsIQAhwWe1wK347TXsgNcprIpoAQAAAMECSyNaAMAlOETMfOwUwqp4bcLqiBa4WoqXdxADEFrsHMJqeE3CDogWACHHeS0AYA0EC+yCaAEAF+EQMWtgRxFWwOvQmTZs2KBrr71WycnJ8ng8Wrlypd/tt912mzwej9/lyiuvNGewzUC0AABgAnYYAQRDeXm5zj//fC1YsKDBda688kp9/fXXvsurr74awhG2TITZA8B/dfVWaW8Rh80AAIDgIpqda/To0Ro9enSj60RHR8vr9YZoRIHBTAsAuAyHiFkHO44wA687eyorK/O7VFZWtvix1q1bp86dO+vcc8/VPffco2+//TaAIw0OZlrgeineSBUWVZs9DNc5u3OUvirhQ1WBwWeGa9s3NWYPAy5BsATPR/+pkcKD8LNcc/wxU1JS/BZPnz5dM2bMaPbDXXnllbr++uuVmpqq3bt365FHHtHo0aOVl5en8HDrvj6IFgBwodREqaDY7FEACCWCxd4KCwsVFxfnux4dHd2ixxk/frzv7/3799eAAQPUo0cPrVu3TiNHjmz1OIOFw8MAADAZO5MATicuLs7v0tJoOVX37t11xhlnaNeuXQF5vGAhWgAAsIDBZ4YTLwgaXltoyFdffaVvv/1WSUlJZg+lUUQLANPwIZPm4oR8a2LnEoHGa8pdjhw5ou3bt2v79u2SpIKCAm3fvl379u3TkSNH9MADD2jjxo3as2eP1q5dqzFjxqhnz54aNWqUuQM/DaLFYrp6OTEZANyOnUwECq8l99myZYsGDRqkQYMGSZJycnI0aNAgTZs2TeHh4fr444913XXX6ZxzztGdd96pIUOG6P333w/Y4WbBwon4gHgHMQDWw7uKAWiJESNGyDCMBm9/++23QziawGGmBQBcjEPErI3fkqM1eP3ASYgWAAAsjB1PtASvGzgN0QLAVJyMD5weO6BoDl4vcCKiBQBcjkPE7IEdUTQFrxM4FdECAIBNsEMKwK2IFgvibY/NkeKNNHsIrsUhYuZjtsU+CBfUhw8nhdMRLQAA2Aw7qDgZrwW4AdECwBKYbTEfsy32w84qeA3ALYgW4CQcIga3I1zsh51Wd2K2DW4TYfYAAABA65zYed32TY3JI0GwESpwK2ZaLIqT8eFGHCJmDcy22Bc7tM7FzArcjmgBTsEhYgDhYmfs3DoL2xM4jsPDAFjK2Z2j9FUJM41Aa3HImH0RKUBdRAsAoF6piVJBsdmjQGsRL/ZBrAANI1osrKu3SnuLOMYfANB6xIt1ESvA6XFOC1APzmsxFyfkWwfntjgPO8jWcOJcFbYH0DTMtAAAGsVhYs7DrIt5iBSgZYgWAABcingJHWIFaB0ODwMawCFi5uIQMWvhMDFn41Cl4OH7CgQGMy0Wx8n4AKyCw8Tc4eQdbGZgWo5QAQKLaAFgWXxmC2AuAqb5iBUgOIgWAECTMdviXgRM44gVILiIFqARKd5IFRZVmz0MALAUTuA/jlABQodosQHOa4GbcYiY9TDbghPq22l3csgQKYB5iBYAQLMRLmjI6XbsrRw1RAlgXUQLAAAImcbCIBRBQ5gA9kS0AKfBeS3m4xAxa2K2BYEWiFkaogRwJqLFJjivBQDgdqcGSVTk8evndwpXFb9bAhwtzOwBAEBTnN2ZaLei1ESzRwAAcAOiBWiCFG+k2UMALItwAQAEG9FiI129HNMPd2O2xboIFwBAMBEtQBMx2wI0jnABAAQL0QLAVphtsTbCBQAQDESLzXCIGACrI1wAAIFGtADNwCFi1sBsi/URLgCAQCJaAABBQbgAAAKFaLEhDhEzF7Mt1sBsiz0QLgCAQCBaANgW4WIPhAsAoLWIFgBA0BEuAIDWIFpsikPEzMUhYtbBbIt9EC4AgJYiWgAAIUO4AABagmgBWojZFutgtsVeCBcAQHMRLTbGIWLAfxEu9kK4AACag2gBWoHZFqDlCBcAQFMRLQAcg9kW+yFcAABNQbQAAExFuAAATodosTnOazEfh4hZC7Mt9kS4AAAa45hoWbBggbp166aYmBilpaVp06ZNZg8JgEkIF3siXAAgMJy4X+yIaPnTn/6knJwcTZ8+Xdu2bdP555+vUaNGqaSkxOyhwSWYbQECg3ABgNZx6n6xI6Jl7ty5uvvuu3X77berb9++WrRokdq0aaM//OEPZg8tJDhEDKiL2Rb7IlwAoOWcul8cYfYAWquqqkpbt27V5MmTfcvCwsKUkZGhvLy8eu9TWVmpyspK3/VDhw5Jkr7//lhwBxtElVWO6M+Q8ITV6ujRo6qsqpZRWxuwxz12zL6vH8eqPabaWkNHjx5Vbe0xqbbG7BGhiVLPlPb+p/n3C9Px7R2mYwrzsL2dju3tLmE6vo0NwzB5JA2oCdIvkX943LKyMr/F0dHRio6O9lvWkv1iu7B9tPznP/9RTU2NEhP9fzWXmJiof//73/XeZ/bs2Zo5c2ad5b/MeS4oYwRgrj+//KzZQ0AIfbia7e0mbG/3+fbbbxUfH2/2MHyioqLk9XpV9O8Xg/Yc7dq1U0pKit+y6dOna8aMGX7LWrJfbBe2j5aWmDx5snJycnzXS0tL1bVrV+3bt89SPwQIjrKyMqWkpKiwsFBxcXFmDwdBxvZ2F7a3u7C93eXQoUPq0qWLOnbsaPZQ/MTExKigoEBVVcE7XN8wDHk8Hr9lp86yOJ3to+WMM85QeHi4iouL/ZYXFxfL6/XWe5/6ptMkKT4+nn/0XCQuLo7t7SJsb3dhe7sL29tdwsKsd0h8TEyMYmJizB5Gi/aL7cJ6W72ZoqKiNGTIEK1du9a3rLa2VmvXrlV6erqJIwMAAABCx8n7xbafaZGknJwcZWZmaujQoRo2bJjmzZun8vJy3X777WYPDQAAAAgZp+4XOyJafvrTn+qbb77RtGnTVFRUpIEDB2r16tV1TkJqSHR0tKZPn+66YwPdiu3tLmxvd2F7uwvb213Y3k3T2v1iq/IYln3fOAAAAABwwDktAAAAAJyNaAEAAABgaUQLAAAAAEsjWgAAAABYmuujZcGCBerWrZtiYmKUlpamTZs2mT0kBMDs2bN1wQUXqH379urcubPGjh2rHTt2+K1TUVGhrKwsderUSe3atdO4cePqfBgT7OmJJ56Qx+NRdna2bxnb21n279+vW265RZ06dVJsbKz69++vLVu2+G43DEPTpk1TUlKSYmNjlZGRoZ07d5o4YrRUTU2Npk6dqtTUVMXGxqpHjx569NFHdfL7CLG97WvDhg269tprlZycLI/Ho5UrV/rd3pRt+91332nChAmKi4tTQkKC7rzzTh05ciSEXwVCwdXR8qc//Uk5OTmaPn26tm3bpvPPP1+jRo1SSUmJ2UNDK61fv15ZWVnauHGj1qxZo+rqal1xxRUqLy/3rTNp0iS9+eabWr58udavX68DBw7o+uuvN3HUCITNmzfr97//vQYMGOC3nO3tHAcPHtTw4cMVGRmpt956S59//rmeeuopdejQwbfOnDlzNH/+fC1atEj5+flq27atRo0apYqKChNHjpZ48skntXDhQj377LP617/+pSeffFJz5szRM88841uH7W1f5eXlOv/887VgwYJ6b2/Ktp0wYYI+++wzrVmzRqtWrdKGDRs0ceLEUH0JCBXDxYYNG2ZkZWX5rtfU1BjJycnG7NmzTRwVgqGkpMSQZKxfv94wDMMoLS01IiMjjeXLl/vW+de//mVIMvLy8swaJlrp8OHDRq9evYw1a9YYl156qXH//fcbhsH2dpqHHnrIuPjiixu8vba21vB6vcb//M//+JaVlpYa0dHRxquvvhqKISKArr76auOOO+7wW3b99dcbEyZMMAyD7e0kkowVK1b4rjdl237++eeGJGPz5s2+dd566y3D4/EY+/fvD9nYEXyunWmpqqrS1q1blZGR4VsWFhamjIwM5eXlmTgyBMOhQ4ckSR07dpQkbd26VdXV1X7bv3fv3urSpQvb38aysrJ09dVX+21Xie3tNG+88YaGDh2qG2+8UZ07d9agQYP0/PPP+24vKChQUVGR3/aOj49XWloa29uGLrroIq1du1ZffPGFJOmjjz7SBx98oNGjR0tieztZU7ZtXl6eEhISNHToUN86GRkZCgsLU35+fsjHjOCJMHsAZvnPf/6jmpqaOp8OmpiYqH//+98mjQrBUFtbq+zsbA0fPlz9+vWTJBUVFSkqKkoJCQl+6yYmJqqoqMiEUaK1XnvtNW3btk2bN2+ucxvb21m+/PJLLVy4UDk5OXrkkUe0efNm3XfffYqKilJmZqZvm9b37zvb234efvhhlZWVqXfv3goPD1dNTY0ee+wxTZgwQZLY3g7WlG1bVFSkzp07+90eERGhjh07sv0dxrXRAvfIysrSp59+qg8++MDsoSBICgsLdf/992vNmjWKiYkxezgIstraWg0dOlSPP/64JGnQoEH69NNPtWjRImVmZpo8OgTan//8Z73yyitatmyZzjvvPG3fvl3Z2dlKTk5mewMu4trDw8444wyFh4fXefeg4uJieb1ek0aFQLv33nu1atUqvffeezr77LN9y71er6qqqlRaWuq3PtvfnrZu3aqSkhINHjxYERERioiI0Pr16zV//nxFREQoMTGR7e0gSUlJ6tu3r9+yPn36aN++fZLk26b8++4MDzzwgB5++GGNHz9e/fv3189//nNNmjRJs2fPlsT2drKmbFuv11vnDZSOHTum7777ju3vMK6NlqioKA0ZMkRr1671LautrdXatWuVnp5u4sgQCIZh6N5779WKFSv07rvvKjU11e/2IUOGKDIy0m/779ixQ/v27WP729DIkSP1ySefaPv27b7L0KFDNWHCBN/f2d7OMXz48DpvYf7FF1+oa9eukqTU1FR5vV6/7V1WVqb8/Hy2tw0dPXpUYWH+uyvh4eGqra2VxPZ2sqZs2/T0dJWWlmrr1q2+dd59913V1tYqLS0t5GNGEJn9TgBmeu2114zo6GjjhRdeMD7//HNj4sSJRkJCglFUVGT20NBK99xzjxEfH2+sW7fO+Prrr32Xo0eP+tb55S9/aXTp0sV49913jS1bthjp6elGenq6iaNGIJ387mGGwfZ2kk2bNhkRERHGY489ZuzcudN45ZVXjDZt2hgvv/yyb50nnnjCSEhIMP72t78ZH3/8sTFmzBgjNTXV+P77700cOVoiMzPTOOuss4xVq1YZBQUFxl//+lfjjDPOMB588EHfOmxv+zp8+LDxz3/+0/jnP/9pSDLmzp1r/POf/zT27t1rGEbTtu2VV15pDBo0yMjPzzc++OADo1evXsbNN99s1peEIHF1tBiGYTzzzDNGly5djKioKGPYsGHGxo0bzR4SAkBSvZelS5f61vn++++NX/3qV0aHDh2MNm3aGD/5yU+Mr7/+2rxBI6BOjRa2t7O8+eabRr9+/Yzo6Gijd+/exuLFi/1ur62tNaZOnWokJiYa0dHRxsiRI40dO3aYNFq0RllZmXH//fcbXbp0MWJiYozu3bsb/+///T+jsrLStw7b277ee++9ev+/zszMNAyjadv222+/NW6++WajXbt2RlxcnHH77bcbhw8fNuGrQTB5DOOkj5QFAAAAAItx7TktAAAAAOyBaAEAAABgaUQLAAAAAEsjWgAAAABYGtECAAAAwNKIFgAAAACWRrQAAAAAsDSiBQAAAIClES0AAAAALI1oAQAAAGBpRAsAAAAASyNaAMAhvvnmG3m9Xj3++OO+ZR9++KGioqK0du1aE0cGAEDreAzDMMweBAAgMP7xj39o7Nix+vDDD3Xuuedq4MCBGjNmjObOnWv20AAAaDGiBQAcJisrS++8846GDh2qTz75RJs3b1Z0dLTZwwIAoMWIFgBwmO+//179+vVTYWGhtm7dqv79+5s9JAAAWoVzWgDAYXbv3q0DBw6otrZWe/bsMXs4AAC0GjMtAOAgVVVVGjZsmAYOHKhzzz1X8+bN0yeffKLOnTubPTQAAFqMaAEAB3nggQf0+uuv66OPPlK7du106aWXKj4+XqtWrTJ7aAAAtBiHhwGAQ6xbt07z5s3TSy+9pLi4OIWFhemll17S+++/r4ULF5o9PAAAWoyZFgAAAACWxkwLAAAAAEsjWgAAAABYGtECAAAAwNKIFgAAAACWRrQAAAAAsDSiBQAAAIClES0AAAAALI1oAQAAAGBpRAsAAAAASyNaAAAAAFga0QIAAADA0v4/y04eBT1r0loAAAAASUVORK5CYII=",
"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",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f553ba6a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79, 47, 68, 31, 61, 56, 12, 79, 18, 61, 31, 26, 50, 13, 55, 11, 47, 34, 38, 18, 16, 25, 61, 25, 68, 74, 54, 16, 72, 30, 12, 22, 32, 40, 10, 60, 40, 21, 71, 18, 69, 77, 68, 39, 77, 25, 37, 13, 65, 26, 78, 67, 60, 37, 43, 19, 23, 32, 36, 27, 54, 28, 77, 22, 19, 52, 39, 40, 67, 58, 18, 53, 34, 21, 75, 50, 67, 72, 17, 45, 34, 55, 34, 74, 68, 30, 79, 80, 62, 24, 21, 34, 34, 19, 42, 49, 80, 26, 44, 61]\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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wTwEAuN5wBgYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDq8jRohYfNbwSXeDg4AtuEMDAAAsA4FBgAAWIenkIDvsPmpMJ4GA3A94QwMAACwDmdgAKAVcVYPaB2cgQEAANahwAAAAOtQYAAAgHUoMAAAwDpWv4g3c1mRLkTFhnuMq8YL5AAAuDqcgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgnZB/GnVdXZ0WLVqk3//+96qoqFBKSop+/vOfa968eXK5XJIkY4wWLlyoV155RdXV1Ro4cKDWrl2rHj16hHocAJa6ddF78ta5wj3GVePT5oHWFfIzMMuXL9fatWv1wgsv6PDhw1q+fLlWrFih1atXB7ZZsWKFVq1apXXr1qmkpESxsbHKzc3VuXPnQj0OAABwoJCfgfnoo480atQojRgxQpJ088036/XXX9fevXslfXv2paCgQPPmzdOoUaMkSa+99pqSkpK0ZcsWjR8/PtQjAQAAhwn5GZg777xTRUVFOnr0qCTp448/1ocffqjhw4dLksrLy1VRUaGcnJzAfeLj45WZmani4uJQjwMAABwo5Gdg5s6dK4/Ho549eyoyMlJ1dXV65plnNHHiRElSRUWFJCkpKSnofklJSYHbLub1euX1egPXPR6PJMkdYRQZaUId4ZpxR5igP23khAySM3I4IYNEjrbECRkkZ+RwQgZJivKHbv6QF5i33npLGzZs0MaNG3XLLbfo4MGDmj17tlJSUjR58uSr2ueyZcu0ePHiBuvz+vkVE1PX0pHD7ukMf7hHaDEnZJCckcMJGSRytCVOyCA5I4ftGWpr/ZoQon2FvMA8+eSTmjt3buC1LL1799bf//53LVu2TJMnT1ZycrIkqbKyUl27dg3cr7KyUn379m10n/n5+crLywtc93g8Sk1N1dIDEboQHRnqCNeMO8Lo6Qy/5pdGyOu3890WTsggOSOHEzJI5GhLnJBBckYOJ2SQpChf6F65EvICU1tbq4iI4AEjIyPl93/bGtPT05WcnKyioqJAYfF4PCopKdEjjzzS6D7dbrfcbneDda/fpQsWv82yntfvsvrtopIzMkjOyOGEDBI52hInZJCckcP2DHUhLF8hLzAjR47UM888o7S0NN1yyy06cOCAnnvuOf3iF7+QJLlcLs2ePVtLly5Vjx49lJ6ervnz5yslJUWjR48O9TgAAMCBQl5gVq9erfnz5+vRRx9VVVWVUlJS9NBDD2nBggWBbZ566inV1NRo+vTpqq6u1qBBg7R9+3a1b98+1OMAAAAHCnmB6dixowoKClRQUHDJbVwul5YsWaIlS5aE+uEBAMB1gM9CAgAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGAdCgwAALAOBQYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6rVJgvvzyS/30pz9V586d1aFDB/Xu3VulpaWB240xWrBggbp27aoOHTooJydHx44da41RAACAA4W8wJw+fVoDBw5UdHS03n33Xf3lL3/Rr3/9a3Xq1CmwzYoVK7Rq1SqtW7dOJSUlio2NVW5urs6dOxfqcQAAgANFhXqHy5cvV2pqqtavXx9YS09PD/y3MUYFBQWaN2+eRo0aJUl67bXXlJSUpC1btmj8+PGhHgkAADhMyAvM1q1blZubqwceeEC7du3STTfdpEcffVTTpk2TJJWXl6uiokI5OTmB+8THxyszM1PFxcWNFhiv1yuv1xu47vF4JEnuCKPISBPqCNeMO8IE/WkjJ2SQnJHDCRkkcrQlTsggOSOHEzJIUpQ/dPO7jDEh/b/Rvn17SVJeXp4eeOAB7du3T48//rjWrVunyZMn66OPPtLAgQN18uRJde3aNXC/cePGyeVy6c0332ywz0WLFmnx4sUN1jdu3KiYmJhQjg8AAFpJbW2tJkyYoDNnziguLq5F+wr5GRi/36+MjAz96le/kiT169dPn332WaDAXI38/Hzl5eUFrns8HqWmpmrpgQhdiI4Mydzh4I4wejrDr/mlEfL6XeEe56o4IYPkjBxOyCCRoy1xQgbJGTmckEGSonyhe+ltyAtM165d9YMf/CBorVevXvrDH/4gSUpOTpYkVVZWBp2BqaysVN++fRvdp9vtltvtbrDu9bt0oc7eL2Q9r98lr+U5nJBBckYOJ2SQyNGWOCGD5IwctmeoC2H5Cvm7kAYOHKgjR44ErR09elTdu3eX9O0LepOTk1VUVBS43ePxqKSkRFlZWaEeBwAAOFDIz8A88cQTuvPOO/WrX/1K48aN0969e/Xyyy/r5ZdfliS5XC7Nnj1bS5cuVY8ePZSenq758+crJSVFo0ePDvU4AADAgUJeYG6//XZt3rxZ+fn5WrJkidLT01VQUKCJEycGtnnqqadUU1Oj6dOnq7q6WoMGDdL27dsDLwAGAAC4nJAXGEn60Y9+pB/96EeXvN3lcmnJkiVasmRJazw8AABwOD4LCQAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGAdCgwAALAOBQYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrtHqBefbZZ+VyuTR79uzA2rlz5zRjxgx17txZN9xwg8aOHavKysrWHgUAADhEqxaYffv26aWXXtJtt90WtP7EE0/onXfe0aZNm7Rr1y6dPHlSY8aMac1RAACAg7RagTl79qwmTpyoV155RZ06dQqsnzlzRr/5zW/03HPP6Z577lH//v21fv16ffTRR9qzZ09rjQMAABwkqrV2PGPGDI0YMUI5OTlaunRpYL2srEw+n085OTmBtZ49eyotLU3FxcW64447GuzL6/XK6/UGrns8HkmSO8IoMtK0VoRW544wQX/ayAkZJGfkcEIGiRxtiRMySM7I4YQMkhTlD938rVJg3njjDe3fv1/79u1rcFtFRYXatWunhISEoPWkpCRVVFQ0ur9ly5Zp8eLFDdbn9fMrJqYuJDOH09MZ/nCP0GJOyCA5I4cTMkjkaEuckEFyRg7bM9TW+jUhRPsKeYH54osv9Pjjj6uwsFDt27cPyT7z8/OVl5cXuO7xeJSamqqlByJ0IToyJI8RDu4Io6cz/JpfGiGv3xXuca6KEzJIzsjhhAwSOdoSJ2SQnJHDCRkkKcoXuleuhLzAlJWVqaqqSj/84Q8Da3V1ddq9e7deeOEFvffeezp//ryqq6uDzsJUVlYqOTm50X263W653e4G616/Sxfq7P1C1vP6XfJansMJGSRn5HBCBokcbYkTMkjOyGF7hroQlq+QF5js7Gx9+umnQWtTpkxRz549NWfOHKWmpio6OlpFRUUaO3asJOnIkSM6ceKEsrKyQj0OAABwoJAXmI4dO+rWW28NWouNjVXnzp0D61OnTlVeXp4SExMVFxenWbNmKSsrq9EX8AIAAFys1d6FdDnPP/+8IiIiNHbsWHm9XuXm5urFF18MxygAAMBC16TAfPDBB0HX27dvrzVr1mjNmjXX4uEBAIDD8FlIAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGAdCgwAALAOBQYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGAdCgwAALAOBQYAAFgn5AVm2bJluv3229WxY0d16dJFo0eP1pEjR4K2OXfunGbMmKHOnTvrhhtu0NixY1VZWRnqUQAAgEOFvMDs2rVLM2bM0J49e1RYWCifz6ehQ4eqpqYmsM0TTzyhd955R5s2bdKuXbt08uRJjRkzJtSjAAAAh4oK9Q63b98edP3VV19Vly5dVFZWprvuuktnzpzRb37zG23cuFH33HOPJGn9+vXq1auX9uzZozvuuCPUIwEAAIcJeYG52JkzZyRJiYmJkqSysjL5fD7l5OQEtunZs6fS0tJUXFzcaIHxer3yer2B6x6PR5LkjjCKjDStOX6rckeYoD9t5IQMkjNyOCGDRI62xAkZJGfkcEIGSYryh25+lzGm1f5v+P1+/fjHP1Z1dbU+/PBDSdLGjRs1ZcqUoEIiSQMGDNCQIUO0fPnyBvtZtGiRFi9e3GB948aNiomJaZ3hAQBASNXW1mrChAk6c+aM4uLiWrSvVj0DM2PGDH322WeB8nK18vPzlZeXF7ju8XiUmpqqpQcidCE6sqVjho07wujpDL/ml0bI63eFe5yr4oQMkjNyOCGDRI62xAkZJGfkcEIGSYryhe6lt61WYGbOnKlt27Zp9+7d6tatW2A9OTlZ58+fV3V1tRISEgLrlZWVSk5ObnRfbrdbbre7wbrX79KFOnu/kPW8fpe8ludwQgbJGTmckEEiR1vihAySM3LYnqEuhOUr5O9CMsZo5syZ2rx5s3bs2KH09PSg2/v376/o6GgVFRUF1o4cOaITJ04oKysr1OMAAAAHCvkZmBkzZmjjxo16++231bFjR1VUVEiS4uPj1aFDB8XHx2vq1KnKy8tTYmKi4uLiNGvWLGVlZfEOJAAA0CQhLzBr166VJA0ePDhoff369fr5z38uSXr++ecVERGhsWPHyuv1Kjc3Vy+++GKoRwEAAA4V8gLTlDc1tW/fXmvWrNGaNWtC/fAAAOA6wGchAQAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGAdCgwAALAOBQYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1qHAAAAA61BgAACAdSgwAADAOhQYAABgHQoMAACwDgUGAABYhwIDAACsQ4EBAADWocAAAADrUGAAAIB1KDAAAMA6FBgAAGCdsBaYNWvW6Oabb1b79u2VmZmpvXv3hnMcAABgibAVmDfffFN5eXlauHCh9u/frz59+ig3N1dVVVXhGgkAAFgibAXmueee07Rp0zRlyhT94Ac/0Lp16xQTE6Pf/va34RoJAABYIiocD3r+/HmVlZUpPz8/sBYREaGcnBwVFxc32N7r9crr9QaunzlzRpIU5atp/WFbUZTfqLbWryhfhOr8rnCPc1WckEFyRg4nZJDI0ZY4IYPkjBxOyCD9389tY0zLd2bC4MsvvzSSzEcffRS0/uSTT5oBAwY02H7hwoVGEhcuXLhw4cLFAZfPP/+8xV0iLGdgmis/P195eXmB69XV1erevbtOnDih+Pj4ME7WMh6PR6mpqfriiy8UFxcX7nGuihMySM7I4YQMEjnaEidkkJyRwwkZpG+fQUlLS1NiYmKL9xWWAnPjjTcqMjJSlZWVQeuVlZVKTk5usL3b7Zbb7W6wHh8fb/UXsl5cXJz1OZyQQXJGDidkkMjRljghg+SMHE7IIH37spEW7yMEczRbu3bt1L9/fxUVFQXW/H6/ioqKlJWVFY6RAACARcL2FFJeXp4mT56sjIwMDRgwQAUFBaqpqdGUKVPCNRIAALBE2ArMgw8+qH/84x9asGCBKioq1LdvX23fvl1JSUlXvK/b7dbChQsbfVrJJk7I4YQMkjNyOCGDRI62xAkZJGfkcEIGKbQ5XMaE4r1MAAAA1w6fhQQAAKxDgQEAANahwAAAAOtQYAAAgHXabIFZtmyZbr/9dnXs2FFdunTR6NGjdeTIkaBtzp07pxkzZqhz58664YYbNHbs2Aa/HC/cmpKjnjFGw4cPl8vl0pYtW67toJfRlAwVFRWaNGmSkpOTFRsbqx/+8If6wx/+EKaJG7d27VrddtttgV8ElZWVpXfffVeSdOrUKc2aNUvf//731aFDB6Wlpemxxx4LfO5WW3K5HPWKi4t1zz33KDY2VnFxcbrrrrv0zTffhGniK3v22Wflcrk0e/bswJoNx/fFGstRr60e3xdrLIMNx/eiRYvkcrmCLj179pRk1/F9uRz1bDi+v/zyS/30pz9V586d1aFDB/Xu3VulpaWB240xWrBggbp27aoOHTooJydHx44da9ZjtNkCs2vXLs2YMUN79uxRYWGhfD6fhg4dqpqa//sAxyeeeELvvPOONm3apF27dunkyZMaM2ZMGKduqCk56hUUFMjlansf0tWUDD/72c905MgRbd26VZ9++qnGjBmjcePG6cCBA2GcPFi3bt307LPPqqysTKWlpbrnnns0atQoHTp0SCdPntTJkye1cuVKffbZZ3r11Ve1fft2TZ06NdxjN3C5HNK3f7kNGzZMQ4cO1d69e7Vv3z7NnDkzJL/5sjXs27dPL730km677bagdRuO7++6VI56bfX4/q5LZbDh+JakW265RV999VXg8uGHH0qSVce3dOkckh3H9+nTpzVw4EBFR0fr3Xff1V/+8hf9+te/VqdOnQLbrFixQqtWrdK6detUUlKi2NhY5ebm6ty5c01/oBZ/mtI1UlVVZSSZXbt2GWOMqa6uNtHR0WbTpk2BbQ4fPmwkmeLi4nCNeUUX56h34MABc9NNN5mvvvrKSDKbN28Oz4BN0FiG2NhY89prrwVtl5iYaF555ZVrPV6zdOrUyfzXf/1Xo7e99dZbpl27dsbn813jqZrvuzkyMzPNvHnzwjxR03z99demR48eprCw0Nx9993m8ccfN8bYd3xfKkc9G47vy2Ww4fheuHCh6dOnT5O3b6vH95Vy2HB8z5kzxwwaNOiSt/v9fpOcnGz+4z/+I7BWXV1t3G63ef3115v8OG2nsl1B/am++g+AKisrk8/nU05OTmCbnj17Ki0tTcXFxWGZsSkuziFJtbW1mjBhgtasWdPoZ0G1NY1luPPOO/Xmm2/q1KlT8vv9euONN3Tu3DkNHjw4TFNeXl1dnd544w3V1NRc8uMrzpw5o7i4OEVFtd3PPL04R1VVlUpKStSlSxfdeeedSkpK0t133x30L7i2ZMaMGRoxYkTQcSzZd3xfKodkz/F9uQy2HN/Hjh1TSkqK/vmf/1kTJ07UiRMnLrltWz6+L5XDluN769atysjI0AMPPKAuXbqoX79+euWVVwK3l5eXq6KiIuh7LT4+XpmZmc07vltUs66Ruro6M2LECDNw4MDA2oYNG0y7du0abHv77bebp5566lqO12SN5TDGmOnTp5upU6cGrquN/gvNmEtnOH36tBk6dKiRZKKiokxcXJx57733wjTlpX3yyScmNjbWREZGmvj4ePM///M/jW73j3/8w6SlpZl///d/v8YTNs2lchQXFxtJJjEx0fz2t781+/fvN7Nnzzbt2rUzR48eDfPUwV5//XVz6623mm+++cYYY4L+1W/T8X25HMbYcXxfKYMNx/f//u//mrfeest8/PHHZvv27SYrK8ukpaUZj8fTYNu2fHxfLoctx7fb7TZut9vk5+eb/fv3m5deesm0b9/evPrqq8YYY/785z8bSebkyZNB93vggQfMuHHjmvw4VhSYhx9+2HTv3t188cUXgTWb/oKr11iOt99+23zve98zX3/9dWCtLf4FV6+xDMYYM3PmTDNgwADz/vvvm4MHD5pFixaZ+Ph488knn4Rp0sZ5vV5z7NgxU1paaubOnWtuvPFGc+jQoaBtzpw5YwYMGGCGDRtmzp8/H6ZJL+9SOer/YsjPzw/avnfv3mbu3LlhmrahEydOmC5dupiPP/44sGZjgblSDhuO7ytlMMae4/u7Tp8+beLi4ho8RWzD8f1d381hy/EdHR1tsrKygtZmzZpl7rjjDmPMdVRgZsyYYbp162b++te/Bq0XFRUZSeb06dNB62lpaea55567hhM2zaVyPP7448blcpnIyMjARZKJiIgwd999d3iGvYRLZTh+/LiRZD777LOg9ezsbPPQQw9dyxGbLTs720yfPj1w3ePxmKysLJOdnR3416gN6nP89a9/NZLM7373u6Dbx40bZyZMmBCm6RravHmzkdTg+77+WHj//fetOL6vlGPmzJlt/vi+Ugabj++MjIygH+y2Ht/1OWw5vtPS0oLOOhpjzIsvvmhSUlKMMcZ8/vnnRpI5cOBA0DZ33XWXeeyxx5r8OG3vyb//zxijWbNmafPmzfrggw+Unp4edHv//v0VHR2toqIijR07VpJ05MgRnThx4pKvaQiHK+WYO3eu/u3f/i1orXfv3nr++ec1cuTIaznqJV0pQ21trSQ1eBV8ZGSk/H7/NZvzavj9fnm9XkmSx+NRbm6u3G63tm7dqvbt24d5uqarz3HzzTcrJSWlwdvcjx49quHDh4dpuoays7P16aefBq1NmTJFPXv21Jw5c5SammrF8X2lHDfeeKMeeuihoNvb2vF9pQy2Ht9nz57V559/rkmTJkmy9/j+bg5bju+BAwc2OmP37t0lSenp6UpOTlZRUZH69u0r6duvT0lJiR555JGmP1DLelbreeSRR0x8fLz54IMPzFdffRW41NbWBrZ5+OGHTVpamtmxY4cpLS01WVlZDU5bhVtTclxMbewU85UynD9/3nzve98z//Iv/2JKSkrM8ePHzcqVK43L5brka0zCYe7cuWbXrl2mvLzcfPLJJ2bu3LnG5XKZP/7xj+bMmTMmMzPT9O7d2xw/fjwo54ULF8I9epDL5TDGmOeff97ExcWZTZs2mWPHjpl58+aZ9u3bm+PHj4d58su7+GkLG47vxjT2LqTvamvHd2O+m8GW4/uXv/yl+eCDD0x5ebn585//bHJycsyNN95oqqqqrDq+L5fDGDuO771795qoqCjzzDPPmGPHjpkNGzaYmJgY8/vf/z6wzbPPPmsSEhLM22+/bT755BMzatQok56e3qwzY222wEhq9LJ+/frANt9884159NFHTadOnUxMTIy5//77zVdffRW+oRvRlByN3act/QXXlAxHjx41Y8aMMV26dDExMTHmtttua/C2y3D7xS9+Ybp3727atWtn/umf/slkZ2cHfujv3LnzkjnLy8vDO/hFLpej3rJly0y3bt1MTEyMycrKMn/605/CNG3TXfyD34bjuzFOKzDG2HF8P/jgg6Zr166mXbt25qabbjIPPvhg4Ie6Tcf35XLUs+H4fuedd8ytt95q3G636dmzp3n55ZeDbvf7/Wb+/PkmKSnJuN1uk52dbY4cOdKsx3AZY0zTz9cAAACEnzW/BwYAAKAeBQYAAFiHAgMAAKxDgQEAANahwAAAAOtQYAAAgHUoMAAAwDoUGAAAYB0KDAAAsA4FBgAAWIcCAwAArEOBAQAA1vl/9TNVbT2TzUMAAAAASUVORK5CYII=",
"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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cuRIrV66ss0+nTp2wbdu2evczePBg5OfnN2V4REQuR0QwZcoUpKenY/fu3fWeuk9KSgJQ+6n7hQsXoqSkBMHBwQBqP3V/Y13mqXtyZs2+C4mIiFqewWDAhg0b8MUXXyin7oFrp+y9vb2tTt0HBARAp9NhypQpdZ66X7x4MYxGY62n7t9++23MmjULEyZMQGZmJjZu3IitW7nCTM6JP+ZIROTEeOqeqHZcgSEicmI8dU9UO67A1IIX5RIRETk3BhgiIiJSHQYYIiJyKlwFp8ZggCEiIiLVYYAhIiIi1WGAISIiItVhgCEiIiLVYYAhIiIi1WGAISIiItVhgLER3vZHRERkPwwwN2AQISIicn4MMERERKQ6DDBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDoMMNfhLdRERM6NdZosGGCIiIhIdRhgbIhHBkRERPbBAENERESqwwBDREROgyvZ1FgMMERERKQ6DDBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwNsYr6ImIiFoeAwwRERGpDgMMERERqQ4DzP/HUz9ERETqwQBDRESqwgNOAhhgiIiISIUYYFoAjw6IiIhaFgMMERERqQ4DDLhiQkREpDYMMERERKQ6DDBERESkOgwwRETkFHg6n5qi1QcYfmCIiIjUp9UHmJbCYERERNRyGGCIiIhIdRhgiIhIdbjKTa06wLT0B4AfMCIiopbRqgMMERERqRMDTAvjKgwRUcNYK6mpGGCIiIhIdZw6wKxcuRKdO3eGl5cX+vfvj++++85m+7Zn2ueRBRGpRUvWXVtjbW3dnDbAfPrpp5g+fToWLFiAgwcPIiYmBgkJCSgpKbnpffMfPRFRTS1Zd4lsTSMi4uhB1KZ///6Ii4vD22+/DQAwm82IiIjAlClTMGfOnBr9KyoqUFFRoTw3mUyIjIxEUVERdDodAKDXgh3NHo9X5RXkrhoHAOg7+d+44unVrP0ceTmh2WMg+ystLUVERAQuXLgAPz8/Rw+HqEW1RN1tjLpqc2PrLuuqa2l03RUnVFFRIe7u7pKenm7VPm7cOBk5cmStr1mwYIEA4IOPFnkUFRXZ4V8+keOw7vLhbI+G6m4bOKE///wT1dXVCAkJsWoPCQnBTz/9VOtr5s6di+nTpyvPzWYzzp8/j8DAQGg0GpuMy5IKm3p04ayaMp/jx4/jww8/RFZWFk6cOIF27dohJiYGc+fOxR133FGjf3FxMebOnYusrCyYzWbceeedeP311xEVFVWj77///W+sWLECJ0+exC233IJJkybhqaeeatH5NJaIoKysDOHh4TbZH5GzYt2t29NPP42cnBwcPnz4pvfV2Pn8/PPPeP/995Gbm4sffvgBFRUVOHToEDp16lRr/23btiE1NRWFhYUICgrCI488glmzZqFNm5b937wj665TBpjm0Gq10Gq1Vm3+/v4t8l46nc4lAoxFY+bzySef4N///jeSkpKQkpICk8mENWvWID4+Htu3b0d8fLzS9+LFixg5ciRMJhPmzZsHDw8PLF++HCNGjEBBQQECAwOVvmvWrMGUKVOQlJSEGTNmYO/evZg1axbMZjNmz57dYvNpCp46Iqpda6m769evh9lsrjHXm9HQfA4fPozVq1cjOjoaPXv2REFBAXx9fWt9zddff42HH34YgwcPxooVK3D48GEsWbIEJpMJaWlpNhtzfRxSd22z+GhbzVnKtAeTySQAxGQyOWwMttSU+eTm5kpZWZlV259//ilBQUEycOBAq/Y33nhDAMh3332ntB07dkzc3d1l7ty5Stvly5clMDBQEhMTrV7/yCOPSLt27eT8+fMtNh8issa6ax+Nnc+5c+ektLRURESWLFkiAOTEiRO19o2OjpaYmBipqqpS2p5//nnRaDRy7Ngxm429No78+3HKu5A8PT0RGxuLXbt2KW1msxm7du2CXq934Mia5qWXXoJGo8Hx48cxduxY+Pn5ISgoCPPnz4eIoKioCKNGjYJOp0NoaCiWLl1q9fr169dDo9Hgt99+s2rfvXs3NBoNdu/ebbe5xMbGwsfHx6otMDAQd955J44dO2bVvmnTJsTFxSEuLk5p69GjB4YOHYqNGzcqbVlZWTh37hwmT55s9XqDwYBLly5h61beLUZkL65Sd5uqrKwMU6dORefOnaHVahEcHIx77rkHBw8eVPo89thj6Ny5s13HFRAQAF9f3wb7HT16FEePHsWTTz5pdbpo8uTJEBFs2rSpJYfpUE57Cmn69OlITk5G37590a9fP7z55pu4dOkSxo8f77AxabVaLFiwoMnLiA899BB69uyJRYsWYevWrXjttdcQEBCANWvWYMiQIXjjjTfwn//8BzNmzEBcXBwGDRpkk/FWVVXBZDLVub2iogIzZ85EWVkZfHx84ObW9DxrNBrRoUMH5bnZbMahQ4cwYcKEGn379euHnTt3oqysDL6+vsjPzwcA9O3b16pfbGws3NzckJ+fj7FjxzZ6LM39+yGia1yp7jbWpEmTsGnTJqSkpCA6Ohrnzp1DTk4Ojh07Vuv1ffW5ePEirly5Um+fiooKzJ4922bzqauOhoeHo2PHjsr2luLQumv3NZ8mWLFihURGRoqnp6f069dP9u/f7+ghNYnlCv0nn3xSabt69ap07NhRNBqNLFq0SGn/66+/xNvbW5KTk5W2devW1bpsmJWVJQAkKyur3ve39GvMo66lyfrs2bNHNBqNzJ8/X2k7e/asAJBXXnmlRv+VK1cKAPnpp59ERMRgMIi7u3ut+w4KCpJ//etfTR4TEd0ctdfdpvLz8xODwVBvn+TkZOnUqVOD+0pOTm5Uvb3rrruaNMb6TiFZtp06darGtri4OBkwYECT3ktNnHYFBgBSUlKQkpLi6GHctMcff1z5s7u7O/r27Yvff/8dEydOVNr9/f3RvXt3/PrrrzZ735iYGGRkZDSqb2hoaJP2XVJSgocffhhRUVGYNWuW0l5eXg4AtaZxLy8vqz7l5eXw9PSsdf9eXl5KPyKyH1epu43l7++PAwcOoLi4+KbvNpw1a1ajVo3bt29/U+9zvYZqbmlpqc3ey9k4dYBxFZGRkVbP/fz84OXlZXXqxdJ+7tw5m71v+/btre4OspVLly5hxIgRKCsrQ05OjtW1Md7e3gBg9eVWFpalVUsfb29vVFZW1voeV65cUfoREbWUxYsXIzk5GREREYiNjcXw4cMxbtw4dOnSpcn7io6ORnR0dAuMsm4N1VxXrqMMMHbg7u7eqDbg2v3vFnV9j0J1dXWj3reyshLnz59vVN+goKA6x3TjPh944AEcOnQIO3bsQK9evay2BwQEQKvV4vTp0zVea2mzHOWEhYWhuroaJSUlCA4OtnqPc+fO8btXiKjFPfjgg7jzzjuRnp6OnTt3YsmSJXjjjTewefNm3HfffU3al8lkatTKsaenJwICApo7ZCthYWEArtXXiIgIq22nT59Gv379bPI+zsgp70KiayzLjBcuXLBqP3nyZKNe/+233yIsLKxRj6Kiogb3ZzabMW7cOOzatQsbNmzAXXfdVaOPm5sbevfujdzc3BrbDhw4gC5duihX1vfp0wcAavTNzc2F2WxWthMRtaSwsDBMnjwZn3/+OU6cOIHAwEAsXLiwyft59tlnG1VvH3jgAZuNva46WlxcjN9//92l6yhXYJxY165dAQB79uxR/hFWV1dj7dq1jXq9ra+BmTJlCj799FOsWbOm3g/g6NGjMWfOHOTm5ipXxhcWFiIzMxMzZsxQ+g0ZMgQBAQFIS0vD8OHDlfa0tDS0bdsWiYmJjRo7EVFzVFdX4+LFi1ZfmhYcHIzw8PBaT8k0xBHXwNx2223o0aMH1q5di6eeekpZSU9LS4NGo8Ho0aNt9l5Ox9FXETtadna2jBgxQsLCwgRAjS9xMpvNMn/+fAkNDRUvLy8ZOnSoHD9+3KrPuXPn5OGHHxZfX1/x8/OTCRMmSFlZmXIX0tmzZ636JycnS7t27WqM5a677pLbbrvNqm3AgAHStm1bWbBggbz11lui1+slNja2zruQXn/9denbt6/4+PhIUFCQjBo1Srnrx6K8vFwmT54sAQEB0q5dO3nggQfEaDRa9Tl58qQMHz5cvL29JSgoSO6++24BIHq9Xj788MMaj4sXLyqvLS0tla5du0pwcLAsXrxYli9fLhERERIeHi4lJSVW72O5M2n06NHyzjvvyLhx4wSALFy4UEREVq1aJb179xZfX1/x9fWVAQMGyLZt225qLjNmzLD6wicisq+WrLtN8ddff0m7du0kOTlZli1bJmvXrpUHH3xQAMjSpUuVfg3dhdQSdTcwMFAGDhwoL7/8stx7770CQJ577jl59dVXZcWKFVav++qrr0Sj0ciQIUNk7dq18swzz4ibm5s88cQTTfrvYaGWutvqA8y2bdvk+eefl82bN9f6QVq0aJH4+fnJ559/Lj/88IOMHDlSoqKipLy8XOlz7733SkxMjOzfv1/27t0r3bp1kzFjxtgkwPzyyy8SHx8vWq1WQkJCZN68eZKRkVFngElISJB169bJkSNHpKCgQIYPHy6RkZFWAWPSpEkSEREhu3btktzcXBkwYID87W9/U7ZfvXpVevXqJfHx8ZKfny/btm0TrVbbpNuwi4qKZPTo0aLT6cTHx0dGjBghP//8c61/B2vXrpXu3buLp6endO3aVZYvXy5ms1lERL788kvZunWrHD9+XAoLC2XevHni4eEhR44cafZcOnToYPWNwERkXy1Zd5uioqJCZs6cKTExMeLr6yvt2rWTmJgYWbVqlVW/hgJMS9Rdy9do1PaobSzp6enSp08f0Wq10rFjR3nhhReksrKySf89LNRSd1t9gLnejR8ks9ksoaGhsmTJEqXtwoULotVq5eOPPxYRkaNHjwoA+f7775U+X3/9tWg0Gvnjjz/sNva6lJSUCADJzs4WkWvj9/DwkM8++0zpc+zYMQEg+/btE5FrxcXNzc0qUaelpYlOp5OKigr7TqAW7du3l3fffdcl5kLU2rHuqqNWOWPd5UW89Thx4gSMRqPVrch+fn7o378/9u3bBwDYt28f/P39rb4FMT4+Hm5ubjhw4IDdx3wjyzfxWq54z8vLQ1VVldWcevTogcjISKs59e7d2+pXaRMSElBaWooff/zRjqO3Vl1djU8++QSXLl2CXq9X9VyIqHasu85Vq5y57vIi3noYjUYAqPXn5S3bjEaj1S3AANCmTRsEBAQofRzFbDZj6tSpGDhwoHK7s9FohKenZ41fjL1xTrXN2bLN3g4fPgy9Xo8rV67Ax8cH6enpiI6ORkFBgermQkT1Y9213m7ZZm9qqLsMMC7MYDDgyJEjyMnJcfRQbkr37t1RUFAAk8mETZs2ITk5GdnZ2Y4eFhFRDay79sNTSPWw3Fp85swZq/YzZ84o20JDQ1FSUmK1/erVqzh//nyTv57fllJSUrBlyxZkZWWhY8eOSntoaCgqKytrfLfMjXOqbc6Wbfbm6emJbt26ITY2FqmpqYiJicFbb72lyrkQUf1Yd623W7bZmxrqLgNMPaKiohAaGmr18/KlpaU4cOCA8vPyer0eFy5cQF5entInMzMTZrMZ/fv3t/uYRQQpKSlIT09HZmYmoqKirLbHxsbCw8PDak6FhYU4deqU1ZwOHz5sVSAyMjKg0+ns/jXZtTGbzaioqHCJuRCRNdZd56xVTll3bXY5sEqVlZVJfn6+5OfnCwBZtmyZ5Ofny8mTJ0Xk2u18/v7+8sUXX8ihQ4dk1KhRtd7Od/vtt8uBAwckJydHbr311ibfzmcrTz/9tPj5+cnu3bvl9OnTyuPy5ctKn0mTJklkZKRkZmZKbm6u6PV60ev1ynbLLXDDhg2TgoIC2b59uwQFBTnk1uM5c+ZIdna2nDhxQg4dOiRz5swRjUYjO3fuVN1ciOga1l3nrlVqqbsaket+fMeFmM1mFBcXw9fXt87fFAKAvXv3YsSIETXax4wZg9WrV0NE8Prrr2PdunUwmUzQ6/VYtmwZunXrpvQ9f/48Zs6cia+//hpubm4YOXIkFi9ebPUjh/Zy/TdKXm/VqlV45JFHAFz7ga/nn38emzZtQkVFBYYOHYply5ZZXXR16tQpTJs2DTk5OWjbti0efvhhvPzyy2jTxr6XTRkMBmRnZ8NoNEKn06FXr16YOnUqhgwZYpe5iAjKysoQHh4ONzcuWBLVh3XXGutuy9Zdlw0wv//+e40ftiJqrqKiIqtz2kRUE+su2VJDdddl70Ky/GBgUVERdDqdg0fjhC5dAiy/9lxcDLRr59jxOKnS0lJEREQo/56IqG42r7usU61SY+uuywYYy/KlTqdjgKnN///BLwCATsfC0ID6lsOJ6Bqb113WqVatobrLk/pERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDoMMK1Uz/nbHT0EIqJ6sU5RfRhgiIjI6THM0I0YYIiIyOl0nrPV0UMgJ8cA0wrdWBh4ZENERGrDAENERESqwwBDRESqwNNKdD0GGCIiIlIdBhgiIiJSHQYYIiIiUh0GGCIiIlIdBhgCwIvjiIhIXRhgiIiISHUYYFoZrrQQEZErYIAhIiKnwgMtagwGGCIiIlIdBhgiIiJSHQYYUnDZloiI1IIBhoiIiFSHAYaIiIhUhwGGiIiIVIcBhoiIiFSHAYaIiJxGQzcT8GYDsmCAISIiItVhgCEiIiLVYYBpRbj0SkREroIBhoiIiFSHAYaIiIhUhwGGiIiIVIcBhoiIiFSHAYaIiIhUhwGGiIiIVIcBhoiInEJjv+qBXwlBAAMM3YCFgYiI1IABhoiIiFSHAYaIyImlpqYiLi4Ovr6+CA4Oxv3334/CwkKrPleuXIHBYEBgYCB8fHyQlJSEM2fOWPU5deoUEhMT0bZtWwQHB2PmzJm4evWqVZ/du3fjjjvugFarRbdu3bB+/fqWnh5RszHAtBI8NUSkTtnZ2TAYDNi/fz8yMjJQVVWFYcOG4dKlS0qfadOm4auvvsJnn32G7OxsFBcX44EHHlC2V1dXIzExEZWVlfj222/xwQcfYP369XjxxReVPidOnEBiYiLuvvtuFBQUYOrUqXj88cexY8cOu86XqLGaFGB4JEBEZF/bt2/HY489httuuw0xMTFYv349Tp06hby8PACAyWTCe++9h2XLlmHIkCGIjY3FunXr8O2332L//v0AgJ07d+Lo0aP46KOP0KdPH9x333149dVXsXLlSlRWVgIAVq9ejaioKCxduhQ9e/ZESkoKRo8ejeXLlzts7kT1aVKA4ZEAEZFjmUwmAEBAQAAAIC8vD1VVVYiPj1f69OjRA5GRkdi3bx8AYN++fejduzdCQkKUPgkJCSgtLcWPP/6o9Ll+H5Y+ln3UpqKiAqWlpVYPIntp05TO27dvt3q+fv16BAcHIy8vD4MGDVKOBDZs2IAhQ4YAANatW4eePXti//79GDBggHIk8M033yAkJAR9+vTBq6++itmzZ+Oll16Cp6en1ZEAAPTs2RM5OTlYvnw5EhISbDR1IiJ1MZvNmDp1KgYOHIhevXoBAIxGIzw9PeHv72/VNyQkBEajUelzfXixbLdsq69PaWkpysvL4e3tXWM8qampePnll20yN6KmuqlrYHgkQERkPwaDAUeOHMEnn3zi6KEAAObOnQuTyaQ8ioqKHD0kakWaHWAceSRQm9TUVPj5+SmPiIiI5k6NiMjppKSkYMuWLcjKykLHjh2V9tDQUFRWVuLChQtW/c+cOYPQ0FClz43XIlqeN9RHp9PVuvoCAFqtFjqdzupBZC/NDjA8EiAiankigpSUFKSnpyMzMxNRUVFW22NjY+Hh4YFdu3YpbYWFhTh16hT0ej0AQK/X4/DhwygpKVH6ZGRkQKfTITo6Wulz/T4sfSz7IHI2zQowPBIgIrIPg8GAjz76CBs2bICvry+MRiOMRqOyGu3n54eJEydi+vTpyMrKQl5eHsaPHw+9Xo8BAwYAAIYNG4bo6Gg8+uij+OGHH7Bjxw688MILMBgM0Gq1AIBJkybh119/xaxZs/DTTz9h1apV2LhxI6ZNm+awudeHXw1BTQowPBJQJ37QidQrLS0NJpMJgwcPRlhYmPL49NNPlT7Lly/HiBEjkJSUhEGDBiE0NBSbN29Wtru7u2PLli1wd3eHXq/H2LFjMW7cOLzyyitKn6ioKGzduhUZGRmIiYnB0qVL8e677/LGCXJaTboLyWAwYMOGDfjiiy+UIwHg2hGAt7e31ZFAQEAAdDodpkyZUueRwOLFi2E0Gms9Enj77bcxa9YsTJgwAZmZmdi4cSO2buX/iO2h85yt+G1RoqOHQUS4duDYEC8vL6xcuRIrV66ss0+nTp2wbdu2evczePBg5OfnN3mMRI7QpBUYHgkQERGRM2jSCgyPBIiIiMgZ8LeQiIiISHUYYIiIiEh1GGCIiIhIdRhgiIjI4fh1D9RUDDBERESkOgwwREREpDoMMEREpEo87dS6McAQERGR6jDAEBERkeowwBARkUPxVBA1BwMM1YoFhYiInBkDDBEREakOAwwRERGpDgOMi+OpICIickUMMERERKQ6DDBERESkOgwwREREpDoMMFQnXj9DRETOigGGiIiIVIcBhoiIHIYrvdRcDDBERKRaDECtFwMMERERqQ4DjAvjkQkREbkqBhgiIiJSHQYYIiIiUh0GGCIiIlIdBhgiIiJSHQYYqhcvBCYiZ8c61ToxwBARkUMweNDNYIBxUSwMRETkyhhgiIiISHUYYIiIiEh1GGCIiIhIdRhgiIiISHUYYKhBvCCYiJwd61TrwwDjgvhBJiIiV8cAQ0RERKrDAENERHbHlWK6WQww1CgsNkTk7FinWhcGGCIiIlIdBhgXwyMQIiJqDRhgiIjIrnigRbbAAENERESqwwDjQnhUQ0StHetg68EAQ43GwkBEN4t1hGyFAYaIiIhUhwGGmoRHT0RE5AycOsCsXLkSnTt3hpeXF/r374/vvvvO0UNyWgwWRGQLLVl37VWnWA9bB6cNMJ9++immT5+OBQsW4ODBg4iJiUFCQgJKSkocPTSnY+8PK4sDkWtqybrLOkW25rQBZtmyZXjiiScwfvx4REdHY/Xq1Wjbti3ef/99Rw/NqfBDSkS24mp1l/XRtbVx9ABqU1lZiby8PMydO1dpc3NzQ3x8PPbt21frayoqKlBRUaE8N5lMAIDS0tKWHayD9Fqw46ZeX115BZb/MtUVl2EWc5NeHzntM6vnR15OuKnxOCvLvx8RcfBIiFpWS9RdR9cp4L+16sjLCei1YIfL1ipX0ti665QB5s8//0R1dTVCQkKs2kNCQvDTTz/V+prU1FS8/PLLNdojIiJaZIyuwM/yh1Xjbn5fb970LpxaWVkZ/Pz8Gu5IpFLOWndtVacsNcrVa5UraajuOmWAaY65c+di+vTpynOz2Yzz588jMDAQGo3GJu9RWlqKiIgIFBUVQafT2WSfjtSU+Zw+fRovvvgiDh48CKPRCHd3d3Tt2hVPPPEExowZU+O/cXFxMebOnYusrCyYzWbceeedeP311xEVFVVj3//+97+xYsUKnDx5ErfccgsmTZqEp556qkXn01gigrKyMoSHh9tkf0SupLXU3aeffho5OTk4fPjwTe+rsfP58ssvsXnzZhw8eBAlJSW45ZZbcO+992LmzJnw9/ev0X/btm1ITU1FYWEhgoKC8Mgjj2DWrFlo06Zl/zfvyLrrlAGmQ4cOcHd3x5kzZ6zaz5w5g9DQ0Fpfo9VqodVqrdpq+0u2BZ1O5xIBxqIx8/ntt99w5swZPPjgg4iMjERVVRUyMjLw9NNP49SpU3j99deVvhcvXsTIkSNhMpkwb948eHh4YPny5RgxYgQKCgoQGBio9F2zZg2mTJmCpKQkzJgxA3v37sWsWbNgNpsxe/bsFptPU3DlhVoD1t26rV+/HmazucZcb0ZD85k6dSrCw8Mxbtw4REZG4vDhw1i9ejW++eYbHDx4EN7e3krfr7/+Gg8//DAGDx6MFStW4PDhw1iyZAlMJhPS0tJsNub6OKTuipPq16+fpKSkKM+rq6vllltukdTUVIeNyWQyCQAxmUwOG4Mt2WI+I0aMkHbt2snVq1eVtjfeeEMAyHfffae0HTt2TNzd3WXu3LlK2+XLlyUwMFASExOt9vnII49Iu3bt5Pz5800ai6v9/RDZG+tuy2vsfLKysmq0ffDBBwJA3nnnHav26OhoiYmJkaqqKqXt+eefF41GI8eOHbPJuOviyL8fp70Lafr06XjnnXfwwQcf4NixY3j66adx6dIljB8/3tFDa7SXXnoJGo0Gx48fx9ixY+Hn54egoCDMnz8fIoKioiKMGjUKOp0OoaGhWLp0qdXr169fD41Gg99++82qfffu3dBoNNi9e7f9JlOHzp074/Lly6isrFTaNm3ahLi4OMTFxSltPXr0wNChQ7Fx40alLSsrC+fOncPkyZOt9mkwGHDp0iVs3co7CIjsyRXqblOVlZVh6tSp6Ny5M7RaLYKDg3HPPffg4MGDSp/HHnsMnTt3tuu4Bg8eXKPtH//4BwDg2LFjStvRo0dx9OhRPPnkk1aniyZPngwRwaZNm1p8rI7ilKeQAOChhx7C2bNn8eKLL8JoNKJPnz7Yvn17jQvM7Emr1WLBggVNXkZ86KGH0LNnTyxatAhbt27Fa6+9hoCAAKxZswZDhgzBG2+8gf/85z+YMWMG4uLiMGjQIJuMt6qqSrkroDYVFRWYOXMmysrK4OPjAze3hvNseXk5Ll26hIsXLyI7Oxvr1q2DXq9XljPNZjMOHTqECRMm1Hhtv379sHPnTpSVlcHX1xf5+fkAgL59+1r1i42NhZubG/Lz8zF27NhGz7e5fz9EdI0r1d3GmjRpEjZt2oSUlBRER0fj3LlzyMnJwbFjx3DHHXc0aV8XL17ElStX6u1TUVGB2bNnN2s+RqMRwLXTfRZ11dHw8HB07NhR2d5SHFp37b7m04osWLBAAMiTTz6ptF29elU6duwoGo1GFi1apLT/9ddf4u3tLcnJyUrbunXrBICcOHHCar9ZWVkCoNYlxtr6NeZx43vUJTU11ep1Q4cOlVOnTinbz549KwDklVdeqfHalStXCgD56aefRETEYDCIu7t7re8TFBQk//rXvxo1JiKi5vLz8xODwVBvn+TkZOnUqVOD+0pOTm5Uvb3rrruaNdaJEyeKu7u7HD9+XGlbsmSJALCqwxZxcXEyYMCAZr2XGjjtCowrefzxx5U/u7u7o2/fvvj9998xceJEpd3f3x/du3fHr7/+arP3jYmJQUZGRqP61nWR3o3GjBmDvn374uzZs9iyZQvOnDmD8vJyZbvlz7WlcS8vL6s+5eXl8PT0rPV9vLy8rPZLRNQS/P39ceDAARQXF9/03YazZs1q1Kpx+/btm7zvDRs24L333sOsWbNw6623Ku0N1VxX/S40wIlPIbmSyMhIq+d+fn7w8vKyWga0tJ87d85m79u+fXvEx8fbbH8A0KlTJ3Tq1AnAtTDz5JNPIj4+HoWFhfD29lZOJV3/5VYWlqVVSx9vb2+ra2du7Hv9VfZERC1h8eLFSE5ORkREBGJjYzF8+HCMGzcOXbp0afK+oqOjER0dbfMx7t27FxMnTkRCQgIWLlxota2hmuvKddRpL+J1Je7u7o1qA6y/ebCu71Gorq5u1PtWVlbCaDQ26tHYfd5o9OjRKCoqwp49ewAAAQEB0Gq1OH36dI2+ljbLUU5YWBiqq6tr/M5KZWUlzp07x+9eIaIW9+CDD+LXX3/FihUrEB4ejiVLluC2227D119/3eR9mUymRtXb8+fPN3qfP/zwA0aOHIlevXph06ZNNb7XJSwsDADqrLmuXEcZYJyYZZnxwoULVu0nT55s1Ou//fZbhIWFNepRVFTUrDFali8tFwu7ubmhd+/eyM3NrdH3wIED6NKlC3x9fQEAffr0AYAafXNzc2E2m5XtREQtKSwsDJMnT8bnn3+OEydOIDAwsMZKR2M8++yzjaq3DzzwQKP298svv+Dee+9FcHAwtm3bBh8fnxp96qqjxcXF+P333126jrb6ALNnzx78/e9/R3h4ODQaDT7//HOr7SKCF198EWFhYfD29kZ8fDx+/vlnqz7nz5/HI488Ap1OB39/f0ycOBEXL1686bF17dpVGaNFdXU11q5dW+drUlNTERcXB19fX4wePRp6vR7vv/8+MjIylMfWrVvx97//Hb6+vvDy8sL//u//1ljtOXXqFBITE9G2bVsEBwfDYDDg6tWrNd7vvffeg0ajsbpaf/To0fj++++tPlCFhYXIzMzEP//5T6VtyJAhCAgIqPFFS2lpaWjbti0SExORlpaG//mf/1G+JEmv11sdGV25cgUGgwGBgYHw8fFBUlJSjS/iunEuM2fOrHUuRGQfzlJ3q6ura9ypGRwcjPDw8FpPydTFUnc/++wz+Pn5NVh3Dxw40GCt6tChg3JH5o4dOxAUFFTre992223o0aMH1q5da7WSnpaWBo1Gg9GjRzfhv8h/X6uKuuvgi4gdbtu2bfL888/L5s2bBYCkp6dbbV+0aJH4+fnJ559/Lj/88IOMHDlSoqKipLy8XOlz7733SkxMjOzfv1/27t0r3bp1kzFjxih3IZ09e9Zqn8nJydKuXbsaY7nrrrvktttus2obMGCAtG3bVhYsWCBvvfWW6PV6iY2NrfMupISEBFm3bp0cOXJECgoKZPjw4RIZGSkXL15U+kyaNEkiIiJk165dkpubKwMGDJC//e1vyvarV69Kr169JD4+XvLz82Xbtm3i5eUloaGh8sILL8jatWtl0aJFEhcXJwBkypQpVmMoLS2Vrl27SnBwsCxevFiWL18uEREREh4eLiUlJVZ9LXcmjR49Wt555x0ZN26cAJCFCxeKiMiXX34pW7dulePHj0thYaHMmzdPPDw85MiRI82eS4cOHay+UI+I7Ksl625T/PXXX9KuXTtJTk6WZcuWydq1a+XBBx8UALJ06VKlX0N3IbVE3e3SpYsAkAEDBsiHH35o9di5c6fV+3/11Vei0WhkyJAhsnbtWnnmmWfEzc1NnnjiiSb997BQS91t9QHmejd+kMxms4SGhsqSJUuUtgsXLohWq5WPP/5YRESOHj0qAOT7779X+nz99dei0Whk+vTpNx1gfvnlF4mPjxetVishISEyb948ycjIaNRt1CIiJSUlAkCys7OV8Xt4eMhnn32m9Dl27JgAkH379onIteLi5uYmRqNR6fPMM89ImzZtJDw8XDw8PMTX11cGDhwo69atE7PZXON9i4qKZPTo0aLT6cTHx0dGjBghP//8c61jXLt2rXTv3l08PT2la9eusnz58lr3adG+fXt59913mz2XtLQ00el0UlFR0eB/PyJqWbauu3/88Uej37uiokJmzpwpMTEx4uvrK+3atZOYmBhZtWqVVb/G3kZtYYu6iybehp2eni59+vQRrVYrHTt2lBdeeEEqKysbPeaGOGPdZYC5zo0fpF9++UUASH5+vlW/QYMGyTPPPCMiIu+99574+/tbba+qqhJ3d3fZvHlzSw+5QT///LMAkMOHD4uIyK5duwSA/PXXX1b9IiMjZdmyZSIiMn/+fImJibHa/uuvvwoAOXjwoD2GXaurV6/Kxx9/LJ6envLjjz+qei5EdA3rrnPXKmeuu7yNuh6Wbz2s7eflLduMRiOCg4Ottrdp0wYBAQFKH0cxm82YOnUqBg4ciF69egG4Nl5PT88aP7h245xqm7Nlm70dPnwYer0eV65cgY+PD9LT0xEdHY2CggLVzYWI6se6a73dss3e1FB3GWBcmMFgwJEjR5CTk+PoodyU7t27o6CgACaTCZs2bUJycjKys7MdPSwiohpYd+2n1d+FVB/Lt9PW9/PyoaGhNb7H5OrVqzh//nyjv922JaSkpGDLli3IyspCx44dlfbQ0FBUVlbWuDX7xjnVNmfLNnvz9PREt27dEBsbi9TUVMTExOCtt95S5VyIqH6su9bbLdvsTQ11lwGmHlFRUQgNDcWuXbuUttLSUhw4cAB6vR4AoNfrceHCBeTl5Sl9MjMzYTab0b9/f7uPWUSQkpKC9PR0ZGZmIioqymp7bGwsPDw8rOZUWFiIU6dOWc3p8OHDVgUiIyMDOp2uRb5lsqnMZjMqKipcYi5EZI111zlrlVPWXZtdTaNSZWVlkp+fL/n5+QJAli1bJvn5+XLy5EkRuXY7n7+/v3zxxRdy6NAhGTVqVK23891+++1y4MABycnJkVtvvbXJt/PZytNPPy1+fn6ye/duOX36tPK4fPmy0mfSpEkSGRkpmZmZkpubK3q9XvR6vbLdcgvcsGHDpKCgQLZv3y5BQUEOufV4zpw5kp2dLSdOnJBDhw7JnDlzRKPRKLcRqmkuRHQN665z1yq11N1WH2Dq+sVmy69Cm81mmT9/voSEhIhWq5WhQ4dKYWGh1T7OnTsnY8aMER8fH9HpdDJ+/HgpKytzwGzqvvVu3bp1Sp/y8nKZPHmytG/fXtq2bSv/+Mc/5PTp01b7+e233+S+++4Tb29v6dChgzz33HNSVVVl59mITJgwQTp16iSenp4SFBQkQ4cOtfoOBDXNhYiuYd117lqllrqrEbnux3dciNlsRnFxMXx9fev8TSGihogIysrKEB4eDjc3nnElqg/rLtlCY+uuy96FVFxcjIiICEcPg1xEUVGR1UV5RFQT6y7ZUkN112UDjOUHA4uKiqDT6Rw8Gmpxly4Bll9dLS4G2rWzyW5LS0sRERGh/HsiorrZvO620OeanFtj667LBhjL8qXlx6jIxbm7//fPOp3NCx2Xw4kaZvO628Kfa3JuDdVdntQnIiIi1WGAISIiItVhgCEiIqfTec5Wq+c952930EjIWTHAEBGRU2JoofowwBARkSrcuCpDrRsDDLkEHqkREbUuDDBERKQaXIUhCwYYIiIiUh0GGHI5PJ1EpG5cZaHGYIAhIiKnwfBCjcUAQ0REqsKQQwADDBEREakQAwwRERGpDgMMERE5BZ4aoqZggCHVY9Ejan34uScGGCIiIlIdBhgiIiJSHQYYcklcXiYicm0MMERERKQ6DDBERESkOgwwpGo8VURE1DoxwBARkcPxYISaigGGiIgciuGFmoMBhoiIiFSHAYaIiFSJKzetGwMMERERqQ4DDBEREakOAwwRERGpDgMMuSyeHydyfvycUnMxwBARkWoxALVeDDCkWixcREStFwMMERERqQ4DDBEREakOAwwREakaTye3TgwwRETkEAwedDMYYIiIiEh1GGDIpfEIj4jINTHAEBERkeowwBARkepxtbX1YYAhIiK7Y+Cgm8UAQ0RERKrDAENE5MRSU1MRFxcHX19fBAcH4/7770dhYaFVnytXrsBgMCAwMBA+Pj5ISkrCmTNnrPqcOnUKiYmJaNu2LYKDgzFz5kxcvXrVqs/u3btxxx13QKvVolu3bli/fn1LT4+o2RhgiIicWHZ2NgwGA/bv34+MjAxUVVVh2LBhuHTpktJn2rRp+Oqrr/DZZ58hOzsbxcXFeOCBB5Tt1dXVSExMRGVlJb799lt88MEHWL9+PV588UWlz4kTJ5CYmIi7774bBQUFmDp1Kh5//HHs2LHDrvMlaqw2jh4AUXPw/Dm1Ftu3b7d6vn79egQHByMvLw+DBg2CyWTCe++9hw0bNmDIkCEAgHXr1qFnz57Yv38/BgwYgJ07d+Lo0aP45ptvEBISgj59+uDVV1/F7Nmz8dJLL8HT0xOrV69GVFQUli5dCgDo2bMncnJysHz5ciQkJNh93kQNadIKDJcyiYgcy2QyAQACAgIAAHl5eaiqqkJ8fLzSp0ePHoiMjMS+ffsAAPv27UPv3r0REhKi9ElISEBpaSl+/PFHpc/1+7D0seyjNhUVFSgtLbV6ENlLkwIMlzKJiBzHbDZj6tSpGDhwIHr16gUAMBqN8PT0hL+/v1XfkJAQGI1Gpc/14cWy3bKtvj6lpaUoLy+vdTypqanw8/NTHhEREY2aR0utoHJltnVp0ikkLmUSETmOwWDAkSNHkJOT4+ihAADmzp2L6dOnK89LS0sbHWKIbtZNXcTLpUxSAx6VkStISUnBli1bkJWVhY4dOyrtoaGhqKysxIULF6z6nzlzBqGhoUqfG0/lW5431Een08Hb27vWMWm1Wuh0OqsHkb00O8C4ylImEZEzExGkpKQgPT0dmZmZiIqKstoeGxsLDw8P7Nq1S2krLCzEqVOnoNfrAQB6vR6HDx9GSUmJ0icjIwM6nQ7R0dFKn+v3Yelj2Yda8ICl9Wh2gLEsZX7yySe2HE+zzZ07FyaTSXkUFRU5ekhERDfNYDDgo48+woYNG+Dr6wuj0Qij0agczPn5+WHixImYPn06srKykJeXh/Hjx0Ov12PAgAEAgGHDhiE6OhqPPvoofvjhB+zYsQMvvPACDAYDtFotAGDSpEn49ddfMWvWLPz0009YtWoVNm7ciGnTpjls7kT1adZt1JalzD179tS5lHn9KsyNS5nfffed1f5stZRp+SASEbmKtLQ0AMDgwYOt2tetW4fHHnsMALB8+XK4ubkhKSkJFRUVSEhIwKpVq5S+7u7u2LJlC55++mno9Xq0a9cOycnJeOWVV5Q+UVFR2Lp1K6ZNm4a33noLHTt2xLvvvsvrDslpNSnAiAimTJmC9PR07N69u96lzKSkJAC1L2UuXLgQJSUlCA4OBlD7Uua2bdus9q3GpUwiopslIg328fLywsqVK7Fy5co6+3Tq1KlGXb3R4MGDkZ+f3+QxEjlCkwKMwWDAhg0b8MUXXyhLmcC1JUxvb2+rpcyAgADodDpMmTKlzqXMxYsXw2g01rqU+fbbb2PWrFmYMGECMjMzsXHjRmzdynObRERE1MRrYNLS0mAymTB48GCEhYUpj08//VTps3z5cowYMQJJSUkYNGgQQkNDsXnzZmW7ZSnT3d0der0eY8eOxbhx42pdyszIyEBMTAyWLl3KpUwiIiJSNPkUUkO4lElEREQtjT/mSERELoW3UrcODDBERGQ3DBdkKwwwREREpDoMMERERKQ6DDDUKnDZmojItTDAkOowjBCpkz0/u6wTro8BhoiIiFSHAYaIiIhUhwGGiIiIVIcBhoiIiFSHAYaIiFqcIy6q5YW8ro0BhoiIiFSHAYaIiIhUhwGGiIiIVIcBhlSF57SJiAhggCEiohbGAw9qCQwwREREpDoMMNRq8CiQiMh1MMAQERGR6jDAEBGRy+LKq+tigCEiohbDAEEthQGGiIiIVIcBhlSDR3JE6sLPLLUkBhgiIiJSHQYYIiJyaVwJck0MMERERKQ6DDDUqvBIjIjINTDAEBGRy+PBi+thgCEiIptjYKCWxgBDqsBiSERE12OAISIiItVhgCEiIpvqtWCHo4dQK67kuhYGGCIiIlIdBhhqdXgURtR68fPvOhhgiIiISHUYYMjp8YiJiGyJNcU1MMAQERGR6jDAEBFRq8NVGPVjgKFWicWLiEjdGGCIiIhIdRhgyKlxpYSIWgrri7oxwBAREZHqMMBQq8WjLyJiHVAvBhhyWiwsRERUFwYYIiIiUh0GGGrVuMpDRKwD6uTUAWblypXo3LkzvLy80L9/f3z33XeOHhLZCQsKkWO01rrLmqM+ThtgPv30U0yfPh0LFizAwYMHERMTg4SEBJSUlDh6aORiWLiIrmntdbfznK2sByritAFm2bJleOKJJzB+/HhER0dj9erVaNu2Ld5//31HD41amCMKCIsWEeuuBYOMOrRx9ABqU1lZiby8PMydO1dpc3NzQ3x8PPbt21frayoqKlBRUaE8N5lMAIDS0tKWHSzZTK8FO5r92urKK7D8TVdXXIZZzE3eR+S0z3Dk5QSrNsu/HxFp9tiI1MCWdddccdkmY7LF5/pm1FYTqOU1tu46ZYD5888/UV1djZCQEKv2kJAQ/PTTT7W+JjU1FS+//HKN9oiIiBYZIzkfP8sfVo1r/j7erL29rKwMfn5+tW8kcgG2rLt/pD1ms3HZ4nN9U+//pkPeltBw3XXKANMcc+fOxfTp05XnZrMZ58+fR2BgIDQajU3eo7S0FBERESgqKoJOp7PJPh2J82mYiKCsrAzh4eE22R+RK2HdbTrOp2GNrbtOGWA6dOgAd3d3nDlzxqr9zJkzCA0NrfU1Wq0WWq3Wqs3f379FxqfT6VziH54F51M/rrxQa8C6a1+cT/0aU3ed8iJeT09PxMbGYteuXUqb2WzGrl27oNfrHTgyIiLXxLpLauOUKzAAMH36dCQnJ6Nv377o168f3nzzTVy6dAnjx4939NCIiFwS6y6pidMGmIceeghnz57Fiy++CKPRiD59+mD79u01LjCzJ61WiwULFtRYMlUrzoeIrse62/I4H9vRCO8PJSIiIpVxymtgiIiIiOrDAENERESqwwBDREREqsMAQ0RERKrDAENERESq0+oDzJ49e/D3v/8d4eHh0Gg0+Pzzz622iwhefPFFhIWFwdvbG/Hx8fj555+t+pw/fx6PPPIIdDod/P39MXHiRFy8eNGOs/iv1NRUxMXFwdfXF8HBwbj//vtRWFho1efKlSswGAwIDAyEj48PkpKSanz75qlTp5CYmIi2bdsiODgYM2fOxNWrV+05FQBAWloa/ud//kf5lke9Xo+vv/5a2a6muRDRNay7zl2rVFN3pZXbtm2bPP/887J582YBIOnp6VbbFy1aJH5+fvL555/LDz/8ICNHjpSoqCgpLy9X+tx7770SExMj+/fvl71790q3bt1kzJgxdp7JNQkJCbJu3To5cuSIFBQUyPDhwyUyMlIuXryo9Jk0aZJERETIrl27JDc3VwYMGCB/+9vflO1Xr16VXr16SXx8vOTn58u2bdukQ4cOMnfuXLvP58svv5StW7fK8ePHpbCwUObNmyceHh5y5MgR1c2FiK5h3XXuWqWWutvqA8z1bvwgmc1mCQ0NlSVLlihtFy5cEK1WKx9//LGIiBw9elQAyPfff6/0+frrr0Wj0cgff/xht7HXpaSkRABIdna2iFwbv4eHh3z22WdKn2PHjgkA2bdvn4hcKy5ubm5iNBqVPmlpaaLT6aSiosK+E6hF+/bt5d1333WJuRC1dqy76qhVzlh3W/0ppPqcOHECRqMR8fHxSpufnx/69++Pffv2AQD27dsHf39/9O3bV+kTHx8PNzc3HDhwwO5jvpHJZAIABAQEAADy8vJQVVVlNacePXogMjLSak69e/e2+vbNhIQElJaW4scff7Tj6K1VV1fjk08+waVLl6DX61U9FyKqHeuuc9UqZ667TvtTAs7AaDQCQI2v0Q4JCVG2GY1GBAcHW21v06YNAgIClD6OYjabMXXqVAwcOBC9evUCcG28np6eNX4x9sY51TZnyzZ7O3z4MPR6Pa5cuQIfHx+kp6cjOjoaBQUFqpsLEdWPddd6u2Wbvamh7jLAuDCDwYAjR44gJyfH0UO5Kd27d0dBQQFMJhM2bdqE5ORkZGdnO3pYREQ1sO7aD08h1SM0NBQAalxdfebMGWVbaGgoSkpKrLZfvXoV58+fV/o4QkpKCrZs2YKsrCx07NhRaQ8NDUVlZSUuXLhg1f/GOdU2Z8s2e/P09ES3bt0QGxuL1NRUxMTE4K233lLlXIiofqy71tst2+xNDXWXAaYeUVFRCA0Nxa5du5S20tJSHDhwAHq9HgCg1+tx4cIF5OXlKX0yMzNhNpvRv39/u49ZRJCSkoL09HRkZmYiKirKantsbCw8PDys5lRYWIhTp05Zzenw4cNWBSIjIwM6nQ7R0dH2mUg9zGYzKioqXGIuRGSNddc5a5VT1l2bXQ6sUmVlZZKfny/5+fkCQJYtWyb5+fly8uRJEbl2O5+/v7988cUXcujQIRk1alStt/PdfvvtcuDAAcnJyZFbb73VYbfzPf300+Ln5ye7d++W06dPK4/Lly8rfSZNmiSRkZGSmZkpubm5otfrRa/XK9stt8ANGzZMCgoKZPv27RIUFOSQ2/nmzJkj2dnZcuLECTl06JDMmTNHNBqN7Ny5U3VzIaJrWHedu1appe62+gCTlZUlAGo8kpOTReTaLX3z58+XkJAQ0Wq1MnToUCksLLTax7lz52TMmDHi4+MjOp1Oxo8fL2VlZQ6YjdQ6FwCybt06pU95eblMnjxZ2rdvL23btpV//OMfcvr0aav9/Pbbb3LfffeJt7e3dOjQQZ577jmpqqqy82xEJkyYIJ06dRJPT08JCgqSoUOHKh8iEXXNhYiuYd117lqllrqrERGx3XoOERERUcvjNTBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDoMMERERKQ6DDBERESkOgwwREREpDr/Dx7MSB0BDkbQAAAAAElFTkSuQmCC",
"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='red', edgecolor='black')\n",
"plt.xlabel('Value')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Firman Andrian Histogram of Random Data')\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": "4f2bc7e9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
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"name": "ipython",
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"file_extension": ".py",
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"name": "python",
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