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Created May 15, 2024 00:54
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{
"cells": [
{
"cell_type": "markdown",
"id": "5704c515",
"metadata": {},
"source": [
"# # BAB 1"
]
},
{
"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": "markdown",
"id": "fce8bc0a",
"metadata": {},
"source": [
"# # BAB 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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",
"\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": "markdown",
"id": "4bb09936",
"metadata": {},
"source": [
"# # BAB 3"
]
},
{
"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": "markdown",
"id": "fc0c9631",
"metadata": {},
"source": [
"# # BAB 4"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2174757f",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Spaqvr9eOHTt0++2369ixY/rrX/8a1C43N1dLly7V9773vcC1d999VxUVFUpNTQ1LrQAAANGI4HyO6srKtGf8hLO267N2TVjCs9PplMvlkiT16NFDU6ZMaXH2+Oabb9YTTzyh8vJy5ebmSpKeeeYZ3Xzzzfrzn/8c8joBAACiFUs1ztGZZprPpV17Kikp0dq1a5WQkNDssaysLI0bN07Lli2TJJ04cUIrV67U7bffHu4yAQAAogrBuYN49dVX1alTJyUnJ6tPnz7asWOH7r///hbb3n777Xr22WdlmqZeeOEF9enTR0OGDAlvwQAAAFGG4NxBjB49Wlu3btV7772nmTNnaty4cZo5c2aLba+77jodP35cGzdu1DPPPMNsMwAAgAUE5w4iNTVVffv21aBBg/Rf//Vf8ng8mj9/fott4+Pjdeutt2ru3Ll67733dPPNN4e5WgAAgOhDcO6g5s6dq//8z//U/v37W3z89ttv14YNG3TDDTeoS5cuYa4OAAAg+hCcO6hRo0Zp4MCBKiwsbPHxiy++WIcOHdLSpUvDXBkAAEB0Ijh3YLNmzdKf/vQnlZeXt/h4t27dlJycHOaqAAAAohP7OJ+jOIuHhVht11ZN92hu7bS/qVOnaurUqYH7ZWVlZ3zNY8eOnX9hAAAAHRTB+Rwl9uqlPmvXRMzJgQAAAAgtgvN5IBQDAADEDtY4AwAAABYQnAEAAAALCM4AAACABQRnAAAAwAKCMwAAAGABwRkAAACwgOAMAAAAWEBwBgAAACwgOEcZwzDO+DVt2rRAu6SkJO3duzfo+ZMmTQq0kaTKykrdeeed6tmzp5xOp1wul8aNG6d33nknjD8VAABA5OPkwHZimqb2//uYci7qLMMwQvZ9Dhw4EPjzypUr9dBDD+nTTz8NXEtOTg782TAMPfTQQ1q2bFmrrzd58mR5vV4tW7ZMvXv31sGDB/X666/ryJEjofkBAAAAohTBuZ18tv2IXl30oa6fOVh5A7uF7Pu4XK7AnzMyMmQYRtC1pmbOnKnHHntM99xzjy655JJmjx87dkxvvvmm1q9fr6uvvlqSlJeXp+HDh4emeAAAgCjGUo12suf9yqDbSHDllVfq+uuv1+zZs1t8vFOnTurUqZNWrVolj8cT5uoAAACii63BecGCBbrsssuUlpamzMxMTZo0KWjZgdS4BGLevHnKyclRcnKyRo0ape3bt9tUcZO6fKa2rf9cxavLVLy6TLv9wXlLZeDatvWfy/SZtta5YMECrV27Vv/617+aPRYfH69nn31Wy5YtU+fOnXXVVVdpzpw5+uijj2yoFAAAILLZGpw3bNig6dOn691331VRUZHq6+s1duxY1dTUBNo8+uijevzxx7Vo0SJt3rxZLpdLY8aMUXV1tY2VS966Br33ckngq76uocXr3lPX7TJgwAB9//vf1/3339/i45MnT9b+/fv18ssva9y4cVq/fr2GDRumZ599NryFAgAARDhb1zivXbs26P7SpUuVmZmpLVu2aOTIkTJNUwsXLtQDDzygG2+8UZK0bNkyZWVlacWKFbrzzjubvabH4wladuB2uyVJXq9XXq83qK3X65VpmvL5fPL5fG2qPT7Roe/MuVRFz+zQwRK3zFNP99+6eqdrzO0DFJ/oaPNrW+V/3dZe3/9zzZ07V/3799eLL74o0zQDP7NfYmKirrnmGl1zzTV68MEHdccdd2ju3Ln6/ve/f171maYZuDVNU16vV3Fxcef1mohe/t+/L/8eIvYwFtAU4wF+do2Ftny/iPpwYFVVlSSpa9eukqTS0lJVVFRo7NixgTZOp1NXX3213n777RaD84IFCzR//vxm19etW6eUlJSga/Hx8XK5XDp+/Ljq6uraXnC8NPr23nrh4Y9UX3c6iMYnOjT6B33ki6uT230Or2tRbW2tTNMM/OPgy06ePCm3262MjAz98Ic/1Jw5c9SrVy95vd5WnyNJvXv31vHjx8/Ypi1qamp08uRJbdy4UfX19e3ymoheRUVFdpeACMFYQFOMB/iFeyycOHHCctuICc6maWrWrFn62te+poKCAklSRUWFJCkrKyuobVZWVrP9if1mz56tWbNmBe673W7l5uZq7NixSk9PD2pbW1ur8vJyderUSUlJSedU94Hdx4JCsyTV1/l08oiU3Se9lWe1j6SkJBmG0ezn8ktOTg48NnfuXD333HPau3evvvvd7yo9PV2HDx/WlClTNG3aNA0aNEhpaWkqLi7Wk08+qRtuuKHV17XKNE1VV1crNTVVycnJGjly5Dn3M6Kf1+tVUVGRxowZo4SEBLvLgY0YC2iK8QA/u8ZCWyYKIyY4z5gxQx999JHefPPNZo99eV9k0zRb3SvZ6XTK6XQ2u56QkNDsP0JDQ4MMw5DD4ZDDcW7Lvfd+3Ljfcf6Q7rpqcl+99cJulX54SHu3HdaF/bqc02ta5a+5tdqb/lzdu3fX/fffrzlz5gR+5vT0dF1++eX6wx/+oD179sjr9So3N1d33HGH5syZc8594udfDuI/nKWl/waIPYwD+DEW0BTjAX7hHgtt+V4REZxnzpypl19+WRs3blSPHj0C1/37E1dUVCg7OztwvbKystkstF3yB3VX9x6d1O+yLBmGoQk/vkS7Nh9UWtfQz6xOmzYt6BTApvzri5uaPXt20NZ0TqdTCxYs0IIFC0JVIgAAQIdh664apmlqxowZevHFF/XGG28oPz8/6PH8/Hy5XK6gtS51dXXasGGDrrzyynCX26Lsvp110XBXYAbcMAxdNNyl7L6d7S0MAAAA7crWGefp06drxYoVeumll5SWlhZY05yRkaHk5GQZhqG7775bhYWF6tevn/r166fCwkKlpKRo6tSpdpYOAACAGGNrcF6yZIkkadSoUUHXly5dGliCcN999+nkyZO66667dPToUV1++eVat26d0tLSwlwtAAAAYpmtwbmldbhfZhiG5s2bp3nz5oW+IAAAAKAVtq5xjhRWAjzOHf0LAAA6gpgOzv7tR9qy8TXazt+/bDMEAACiWURsR2eXuLg4de7cWZWVlZKklJSUVveHRts1NDSourpa1dXV6tKlC8dtAwCAqBbTwVk6vVe0Pzyj/ZimqZqaGmVnZwf6GQAAIFrFfHA2DEPZ2dnKzMyU1+u1u5wOpb6+Xm+88YaGDBnCTD4AAIh6MR+c/eLi4lhK0M68Xi8fDAQAAB1GTH84EAAAALCK4AwAAABYQHAGAAAALCA4AwAAABYQnAEAAAALCM4AAACABQRnAAAAwAKCMwAAAGABwRkAAACwgOAMAAAAWEBwBgAAACwgOAMAAAAWEJwBAAAACwjOAAAAgAUEZwAAAMACgjMAAABgAcEZAAAAsIDgDAAAAFhAcAYAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFBGcAAADAAoIzAAAAYAHBGQAAALCA4AwAAABYQHAGAAAALCA4AwAAABYQnAEAAAALCM4AAACABQRnAAAAwAKCMwAAAGABwRkAAACwgOAMAAAAWEBwBgAAACyIt7sAAACAWFRXVqaGmppWH49LTVVir17hKwhnRXAGAAAIs7qyMu0ZP+Gs7fqsXUN4jiAs1QAAAAizM800n0s7hAfBGQAAALCA4AwAAABYQHAGAAAALCA4AwAAABYQnAEAAAALCM4AAACABQRnAACAMItLTW3XdggPDkABAAAIs8RevdRn7RpODowyBGcAAAAbEIqjD0s1AAAAAAsIzgAAAIAFBGcAAADAAluD88aNGzVx4kTl5OTIMAytWrUq6PFp06bJMIygrxEjRthTLAAAAGKarcG5pqZGgwcP1qJFi1ptM378eB04cCDwtXr16jBWCAAAADSydVeNCRMmaMKECWds43Q65XK5LL+mx+ORx+MJ3He73ZIkr9crr9d7boXinPj7m36HxHjAaYwFNMV4gJ9dY6Et3y/it6Nbv369MjMz1blzZ1199dV65JFHlJmZ2Wr7BQsWaP78+c2ur1u3TikpKaEsFa0oKiqyuwREEMYD/BgLaIrxAL9wj4UTJ05YbmuYpmmGsBbLDMPQP/7xD02aNClwbeXKlerUqZPy8vJUWlqqX/3qV6qvr9eWLVvkdDpbfJ2WZpxzc3N16NAhpaenh/rHQBNer1dFRUUaM2aMEhIS7C4HNmM8wI+xgKYYD/Czayy43W51795dVVVVZ82KET3jPGXKlMCfCwoKdOmllyovL0+vvfaabrzxxhaf43Q6WwzVCQkJ/ELahL5HU4wH+DEW0BTjAX7hHgtt+V5RtR1ddna28vLytGvXLrtLAQAAQIyJquB8+PBhlZeXKzs72+5SAAAAEGNsXapx/Phx7d69O3C/tLRUW7duVdeuXdW1a1fNmzdPkydPVnZ2tsrKyjRnzhx1795d3/rWt2ysGgAAALHI1uBcXFys0aNHB+7PmjVLknTbbbdpyZIl2rZtm/785z/r2LFjys7O1ujRo7Vy5UqlpaXZVTIAAABilK3BedSoUTrTph7//Oc/w1gNAAAA0LqoWuMMAAAA2IXgDAAAAFhAcAYAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFBGcAAADAAoIzAAAAYAHBGQAAALCA4AwAAABYQHAGAAAALCA4AwAAABYQnAEAAAALCM4AAACABQRnAAAAwAKCMwAAAGABwRkAAACwgOAMAAAAWEBwBgAAACwgOAMAAAAWEJwBAAAACwjOAAAAgAUEZwAAAMACgjMAAABgQZuD87Rp07Rx48ZQ1AIAAABErDYH5+rqao0dO1b9+vVTYWGh9u3bF4q6AAAAgIjS5uD897//Xfv27dOMGTP0t7/9Tb169dKECRP0wgsvyOv1hqJGAAAAwHbntMa5W7du+tnPfqYPPvhAmzZtUt++fXXrrbcqJydHP//5z7Vr1672rhMAAACw1Xl9OPDAgQNat26d1q1bp7i4OF177bXavn27BgwYoCeeeKK9agQAAABs1+bg7PV69fe//13XX3+98vLy9Le//U0///nPdeDAAS1btkzr1q3Tc889p4cffjgU9QIAAAC2iG/rE7Kzs+Xz+XTTTTdp06ZNGjJkSLM248aNU+fOnduhPAAAACAytDk4P/HEE/rOd76jpKSkVtt06dJFpaWl51UYAAAAEEnaHJxvvfXWUNQBAAAARDRODgQAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFBGcAAADAAoIzAAAAYAHBGQAAALCA4AwAAABYQHAGAAAALCA4AwAAABYQnAEAAAALCM4AAACABQRnAAAAwAKCMwAAAGABwRkAAACwgOAMAAAAWEBwBgAAACwgOAMAAAAWEJwBAAAACwjOAAAAgAUEZwAAAMACgjMAAABgAcEZAAAAtjNNM+g2EtkanDdu3KiJEycqJydHhmFo1apVQY+bpql58+YpJydHycnJGjVqlLZv325PsQAAAAiZysrXTt2utrmS1tkanGtqajR48GAtWrSoxccfffRRPf7441q0aJE2b94sl8ulMWPGqLq6OsyVAgAAIFR8vnqVli2WJJWWLZbPV29zRS2Lt/ObT5gwQRMmTGjxMdM0tXDhQj3wwAO68cYbJUnLli1TVlaWVqxYoTvvvDOcpQIAACBEDh58RR7PPkmSx/O5Dla+qmzXJHuLaoGtwflMSktLVVFRobFjxwauOZ1OXX311Xr77bdbDc4ej0cejydw3+12S5K8Xq+8Xm9oi0YQf3/T75AYDziNsYCmGA/w+eq1e89imWaSJMk0k7R792J17TJODkfoo2pbxl7EBueKigpJUlZWVtD1rKws7d27t9XnLViwQPPnz292fd26dUpJSWnfImFJUVGR3SUggjAe4MdYQFOMh1g3I/CnEzVzdaJGWrt2XVi+84kTJyy3jdjg7GcYRtB90zSbXWtq9uzZmjVrVuC+2+1Wbm6uxo4dq/T09JDViea8Xq+Kioo0ZswYJSQk2F0ObMZ4gB9jAU0xHmKbz1evTZu/KY9nv0wzUSdq5ikldZ4Mo05O54UaftlLIZ919q9OsCJig7PL5ZLUOPOcnZ0duF5ZWdlsFropp9Mpp9PZ7HpCQgK/kDah79EU4wF+jAU0xXiITQcOvKq6uhI1zok2bkNnGB4Zhkd1dXt05Og/Q77WuS3jLmL3cc7Pz5fL5Qr6Xzd1dXXasGGDrrzyShsrAwAAwPny+epVUrpQUmsrCQyVlCyMqB02bJ1xPn78uHbv3h24X1paqq1bt6pr167q2bOn7r77bhUWFqpfv37q16+fCgsLlZKSoqlTp9pYNQAAAM5XVVWxams/P0MLU7W15aqqKlaXLiPCVteZ2Bqci4uLNXr06MB9/9rk2267Tc8++6zuu+8+nTx5UnfddZeOHj2qyy+/XOvWrVNaWppdJQMAAKAdZGQMVUHBk/L56iRJDfXSli1S/68UKu5UQnU4EpWRMdTGKoPZGpxHjRp1xmMVDcPQvHnzNG/evPAVBQAAgJBzOJzKyrw2cL9xW7jVysq6LmLXu0fsGmcAAAAgkkTsrhoAAKBjqisrU0NNjSSp3ueTJNXu3Kl6R+N8XlxqqhJ79bKrPFuYpqnq6m1KS7vkjNvuwl4EZwAAEDZ1ZWXaM35C4H6D0yk9PF97b7lVcU1O/u2zdk1MheeKilXa8ck9GjDgsYg8ahqNWKoBAADCxj/T3F7tOoLT27Ip4rZfQzCCMwAAgI0OHnwlsC1bbW25Dla+anNFaA3BGQAAwCbNDwGJvEM/cBrBGQAAwCanZ5v92/OazDpHMIIzAACADVo/cppZ50hFcAYAALBB89lmP2adIxXBGQAAIMxan232Y9Y5EhGcAQBA2MSlprZru2hVVVXcymyzX+Osc1VVcTjLwllwAAoAAAibxF691GftmqCTA/eUlChv+XOKj6GTAzMyhqqg4En5fHWttnE4EpWRMTSMVeFsCM4AACCsmoZir9crlZQoqX9/JSQk2FdUmDkcTmVlXmt3GWgjlmoAAAAAFhCcgRAzTVP7Pj0q02xtHRsAxC7/eyPvkYgGBGcgxD7bfkSrnvhAn+04YncpABBxKitfO3W72uZKgLMjOAMhtuf9yqBbAEAjn69epWWLJUmlZYvZeg0Rjw8HAu3M9Jn6eOM+eU40/gWw2x+ct1QqvVuyJMmZEq+CkRfKcLS2fycAdHwHD74ij2efJMnj+VwHK19VtmuSvUUBZ0BwBtqZt65B771cEgjOhiP4utQYnL8ywqXEJH4FAcSm5geANB74kZV5vRwO3hsRmViqAbSzxKR4TXlwuFy90yVJpk9Bt67e6Zry4HBCM4CY1vy4aY6ZRuQjOAMhkNY1SZNmDVN8YvCvWHyiQ5N+MUxpXZNsqgwA7Nf6cdMcM43IRnAGQuRgmVv1db6ga/V1PlWWum2qCAAiQ/PZZj9mnRHZCM5AiJR9dEiSlD+ku2759QjlD+4uSSo9dR0AYlHrs81+zDojcrHIEgiR/EHd1b1HJ/W7LEuGYWjCjy/Rrs0HWaYBIKZVVRWfmm1uTeOsc1VVsbp0GRG2ugArCM5AiGT37azsJvcNw9BFw1221QMAkSAjY6gKCp6Uz1cnSWqol7Zskfp/pVBxp1KJw5GojIyhNlYJtIzgDAAAwsbhcCor89rAfa/XK2m1srKuU0JCgn2FARawxhkAAACwgOAMAAAAWEBwBhAWpmkG3QKxzjRNud0f8TsBRBGCM4Cw+Hzn0cbbT4/aXAkQGSoqVmlz8bdUcfAlu0sBYBHBGUBYlG79IugWiGWn9zIWexYDUYRdNQCEhOkz9fHGffKcaAwEJR8eUuZIqXTrIRV3K5MkOVPiVTDyQhmO1g5CADqm0yfnKXBSXrZrkr1FATgrgjOAkPDWNei9l0sCwdmRYAZdlxqD81dGuJSYxFsRYkfwyXmm/CflZWVeL4eD3wUgkrFUA0BIJCbFa8qDw+XqnS5J8n/+yX/r6p2uKQ8OJzQj5pyebfZ/KNAMzDoDiGwEZwAhk9Y1SZNmDVN8YvBbTXyiQ5N+MYzjxxFzgmebmzJY6wxEAYIzgJA6WOZWfZ0v6Fp9nU+VpW6bKgLs03y22Y9ZZyAaEJwBhFTZR4ckSXmXdGu8LWi8LT11HYgVrc82+zHrDEQ6FhcCCKn8Qd3VvUcn9RrSVWvW7NWY2weobOsRlmkg5lRVFQd20mhZ46xzVVWxunQZEba6AFhHcAYQUtl9OytbktfrlSQZhqGLhrvsLQqwQUbGUBUUPCmfr67VNg5HojIyhoaxKgBtQXAGACAMHA6nsjKvtbsMAOeBNc4AAACABQRnAAgj0zS179OjMs0v76oQO/w/eyz3AYDoRHAGgDD6bPsRrXriA32244jdpdimsvK1U7erba4EANqG4AwAYbTn/cqg21jj89WrtGyxJKm0bDFbrwGIKnw4EABCyPSZ+njjPnlONAbE3f7gvKVS6d2SJUnOlHgVjLxQhqO1/X07joMHX5HHs0+S5PF8roOVryrbNcneogDAIoIzAISQt65B771cEgjOhiP4utQYnL8ywqXEpI79ltz8AJDGAz+yMq+Xw9Gxf3YAHQNLNQAghBKT4jXlweFy9U6XJJmnTh/337p6p2vKg8M7fGiWWjpummOmAUQXgjMAhFha1yRNmjVM8YnBb7nxiQ5N+sWwmDhFsfXjpjlmGkD0IDgDQBgcLHOrvs4XdK2+zqfKUrdNFYVX89lmP2adAUQPgjMAhEHZR4ckSflDuuuWX49Q/uDukqTSU9c7stZnm/2YdQYQHTr+ojoAiAD5g7qre49O6ndZlgzD0IQfX6Jdmw/GxDKNqqriU7PNrWmcda6qKlaXLiPCVhcAtBXBGQDCILtvZ2U3uW8Yhi4a7rKtnnDKyBiqgoIn5fPVSZIa6qUtW6T+XylU3Km/hRyORGVkDLWxSgA4O4IzACCkHA6nsjKvDdz3er2SVisr6zolJCTYVxgAtBFrnAEAAAALCM4AAACABQTnEGjwmXpnz2G9tHWf3tlzWA2+L2+/1PE1+ExtKj0iSdpUeiQm+0BiLPgxHho1+Ey9vfuQXin+P729+1BM9kODz9R7JYclSe+VxPbvBO8NvDf4MR6iZywYpmlGZmWS5s2bp/nz5wddy8rKUkVFheXXcLvdysjIUFVVldLT09u7xGbWfnxA81/ZoQNVtYFr2RlJmjtxgMYXZJ/hmR2Hvw+OHD+pR4c36L5NceraKTmm+kBiLPgxHhr5+6FXykb98JLl+tO2W7X3xNdjqh/8fZB+1KO7rvLqj28lqLqLM6b6QOK9wY/3hkaMB/vHQluyYsTPOA8cOFAHDhwIfG3bts3uklq19uMD+sny94MGvyRVVNXqJ8vf19qPD9hUWfjQB43oh0b0QyN/Pxx01+iGPmskSTf0Wa1Kd03M9EPTsdDXGydJ6ueNi9mxwO8E/SDRD1L09UHEB+f4+Hi5XK7A1wUXXGB3SS1q8Jma/8qOZmdiSafPyZr/yo6I/V8P7YE+aEQ/NKIfGjXth8tdW3RBSuMyhcyUw7rM9b6kjt8P9fU+/XXFDl1eG68RtfGB4NzXG6fLa+N1eW28/rpih+rrfWd5pejG70Qj+qER/RCdfRDx29Ht2rVLOTk5cjqduvzyy1VYWKjevXu32t7j8cjj8QTuu92Nx9l6vd5TWyCFxqbSIzpy/KScca23OXL8pN7dXanh+V1DVoedvtwHTocZdCt1/D6QGAt+jIdG/n5Ijm/QDb1fV4PPKYch+UxDN/T+P334xdAO3w/vfPqFBrtNJSlepkwprnEMJMaZ+np9nAwZqnWbentnha74SmROjrQH3hsa8d7QiPEQOWOhLfkwotc4r1mzRidOnNBFF12kgwcP6je/+Y127typ7du3q1u3bi0+p6V10ZK0YsUKpaSkhLpkAAAARJETJ05o6tSpltY4R3Rw/rKamhr16dNH9913n2bNmtVim5ZmnHNzc3Xo0KGQfjhwU+kR3b5s81nbPXPbZR36X45N+8DpMPXrS336VbFDHp8RuN6R+0BiLPgxHhptKj2iH/75Xc29/PfqmnxEjtM/unymocMnu+jh9+7V///9ER22H/xjwWFKd7qT5IyTcv6/Gu1/I1WeBul/0mvlM2JjLPDewHuDH+MhcsaC2+1W9+7dLQXniF+q0VRqaqouueQS7dq1q9U2TqdTTqez2fWEhISQnlA1om+munZKVkVVbYtrdQxJrowkjeibqbimf3N2IK31gcdnyNNgxEQfSIwFP8ZDoxF9MzUqb5suSG3+AZc4Q8pMPaCre36sEX2/2WH7wT8W4g7XKaHe0bhcQ5LZYCih3lDXujj5uiXGxFjgvYH3Bj/GQ+SMhbbkw4j/cGBTHo9Hn3zyibKzI297ljiHobkTB0hqHOxN+e/PnTigww5+iT7wox8a0Q+NDDVocr+1au2zLT7T0LcvWitDDeEtLIz8Y6GPt/GvnN1xjT/rnlO3fb2OmBgL/E40oh8a0Q/R2QcRHZzvuecebdiwQaWlpXrvvff07W9/W263W7fddpvdpbVofEG2ltwyTK6MpKDrrowkLbllWEzsx0gfNKIfGtEPUlVVsQzfAbX2vu8wTBm+/aqqKg5vYWE2viBbk67vqze7m3ottU6S9Gpqnd7sbmrS9X1jYixI/E740Q+N6Ifo64OIXuP8ve99Txs3btShQ4d0wQUXaMSIEfr1r3+tAQMGWH6NcB+AIp0+/aayulaZaUkant81ov61FA4NPlPv7q7UoU/eVfeLR3To/9V0JoyFRrE8Hnw+j7449Lp8vjr5fKZKvqiRu9ar9KQE9b4gVQ6HIYcjURd0v0YOR/NlZh1NLI+FpnhvaMR4aMR4sHcstCUrRvQa5+eff97uEs5JnMPQFX1a3vUjVsQ5DA3P76rVnygm3wD8GAuNYnk8OBxOZWVeG7h/YY6NxUSAWB4LTfHe0Ijx0IjxED1jIaKXagAAAACRIqJnnIFoVVdWpoaamlYfj0tNVWKvXuErKAL4V4VF8OowIOSavjeYpqmKfV65LkyQYTTOrsXiewMQTQjOQDurKyvTnvETztquz9o1MfUXZGXla5IcqqxcrR49JtldDhB2X35vONx1gD4cNF2DP/qjuh3ZEbgea+8NQDRhqQbQzs4003wu7ToCn69epWWLJUmlZYvl89XbXBEQfl/+na+8YOip2yFnbAcgcjDjDCDkDh58RR7PPkmSx/O5Dla+qmzXJHuLAsLMNE19njNS9fHJkpoG52FKPnlYkhRff1J5LGcCIhbBGUBI+Xz1KildqNPb2RsqKVmorMzr5XDwFoTYUe81VZJ/veoTUiXTlEyfJKnBkaiS/ImSYSjeW6PLvQRnIFKxVANASB08+Ipqaz+XAgeqmqqtLdfBylftLAsIu4REh4YXL1B61Z7GC464oNv0qj0aXlyohET+agYiFb+dAEKm+WyzX+OsM2udEWuSPEc1bOsf5PDVBV13+Oo0bOtCJXmO2VMYAEsIzgBCpvlssx+zzohd7vRe8sUFnxLpi3PKndbLnoIAWEZwBhASrc82+zHrjNh0qFuBJKn7F1s14t256v7Fh43Xu19iZ1kALOCTOUA7i0tNbdd20aqqqvjUbHNrGmedq6qK1aXLiLDVBdjF/zvf/dA2dTq+T1mVxTIkXbL9KR3MvFRJtUeC2gGIPARnoJ0l9uqlPmvXxPzJgRkZQ1VQ8KR8p9ZyNtRLW7ZI/b9SqLhT7zwOR6IyMobaWCUQPmd6b8g/dRsL7w1ANCM4AyHAX3ySw+FUVua1gfter1fSamVlXaeEhAT7CgNsxHsDEN1Y4wwAAABYQHAGAAAALCA4AyFmmqbc7o9kcowuAABRjeAMhFhFxSptLv6WKg6+ZHcpAADgPBCcgRA6vZex2LMYAIAoR3AGQuj0yXnipDwAAKIcwRkIkeYn53FSHgAA0YzgDITI6dlm/4cCTWadAQCIYgRnIASazzb7MesMAEC0IjgDIdB8ttmPWWcAAKIVwRloZ63PNvsx6wwAQDQiOAPtrKqquJXZZr/GWeeqquJwlgUAAM5TvN0FAB1NRsZQFRQ8KZ+vrtU2DkeiMjKGhrEqAABwvgjOQDtzOJzKyrzW7jIAAEA7Y6kGAAAAYAHBGSFjmmbQLQAAQDQjOCNkKitfO3W72uZKAAAAzh/BGSHh89WrtGyxJKm0bDFbrwEAgKhHcEZIHDz4ijyefZIkj+dzDvwAAABRj+CMdtf8ABAO/AAAANGP4Ix21/y4aY6ZBgAA0Y/gjHbV+nHTzDoDAIDoRnBGu2o+2+zHrDMAAIhuBGe0m9Znm/2YdQYAANGL4Ix2U1VV3Mpss1/jrHNVVXE4ywIAAGgX8XYXgI4jI2OoCgqelM9XJ0lqqJe2bJH6f6VQcadGmsORqIyMoTZWCQAAcG4Izmg3DodTWZnXBu57vV5Jq5WVdZ0SEhLsKwwAAKAdsFQDAAAAsIAZ5xAxTVPV1duUlnaJDKO1D8sBHVtdWZkaamokSfU+nySpdudO1Tsa/80el5qqxF697CoPYcRYANAREJxDpKJilXZ8co8GDHhM2a5JdpcDhF1dWZn2jJ8QuN/gdEoPz9feW25VnMcTuN5n7RoCUwfHWADQUbBUIwROb8smtl9DzPLPLrZXO0QvxgKAjoLgHAKnDwERh34AAAB0EATndtb8EBAO/QAAAOgICM7trPmR0xw1DQAA0BEQnNtR60dOM+sMAAAQ7QjO7aj5bLMfs84AAADRjuDcTlqfbfZj1hkAACCaEZzbSVVVcSuzzX6Ns85VVcXhLAuwTVxqaru2Q/RiLADoKDgApZ1kZAxVQcGT8vnqWm3jcCQqI2NoGKsC7JPYq5f6rF0TdFrcnpIS5S1/TvGcFhdTGAsAOgqCcztxOJzKyrzW7jKAiNI0CHm9XqmkREn9+yshIcG+omALxgKAjoClGgAAAIAFBGcAAADAApZqAECI1ZWVBdb3toT1vQAQHaIiOC9evFi///3vdeDAAQ0cOFALFy7U17/+dbvLAoCzqisr057xE87ars/aNYRnAIhwEb9UY+XKlbr77rv1wAMP6IMPPtDXv/51TZgwQZ999pndpQHAWZ1ppvlc2gEA7BPxwfnxxx/XD37wA/3whz/UxRdfrIULFyo3N1dLliyxuzQAAADEkIheqlFXV6ctW7bol7/8ZdD1sWPH6u23327xOR6PRx6PJ3Df7XZLatz+yOv1hq5YNOPvb/odUuyOh3qfTw1Op6V2sdI3sToW0DLGA/zsGgtt+X6GaZqtHXVnu/379+vCCy/UW2+9pSuvvDJwvbCwUMuWLdOnn37a7Dnz5s3T/Pnzm11fsWKFUlJSQlovAAAAosuJEyc0depUVVVVKT09/YxtI3rG2c8wjKD7pmk2u+Y3e/ZszZo1K3Df7XYrNzdXY8eOPWtnoH15vV4VFRVpzJgxHHKAmB0PtTt3au8tt561Xd7y55TUv38YKrJfrI4FtIzxAD+7xoJ/dYIVER2cu3fvrri4OFVUVARdr6ysVFZWVovPcTqdcrbwv0UTEhL4hbQJfY+mYm081DscimuyfKw18Q5HTPWLFHtjAWfGeIBfuMdCW75XRH84MDExUV/96ldVVFQUdL2oqCho6QYAAAAQahE94yxJs2bN0q233qpLL71UV1xxhZ566il99tln+vGPf2x3aQBwVnGpqe3aDgBgn4gPzlOmTNHhw4f18MMP68CBAyooKNDq1auVl5dnd2kAcFaJvXqpz9o1nBwIAB1AxAdnSbrrrrt011132V0GAJwTQjEAdAwRvcYZAAAAiBQEZwAAAMACgjMAAABgAcEZAAAAsIDgDAAAAFhAcAYAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFUXFy4PkwTVOS5Ha7ba4k9ni9Xp04cUJut1sJCQl2lwObMR7gx1hAU4wH+Nk1FvwZ0Z8Zz6TDB+fq6mpJUm5urs2VAAAAIFJVV1crIyPjjG0M00q8jmI+n0/79+9XWlqaDMOwu5yY4na7lZubq/LycqWnp9tdDmzGeIAfYwFNMR7gZ9dYME1T1dXVysnJkcNx5lXMHX7G2eFwqEePHnaXEdPS09N5M0QA4wF+jAU0xXiAnx1j4WwzzX58OBAAAACwgOAMAAAAWEBwRsg4nU7NnTtXTqfT7lIQARgP8GMsoCnGA/yiYSx0+A8HAgAAAO2BGWcAAADAAoIzAAAAYAHBGQAAALCA4AwAAABYQHBGu1uwYIEuu+wypaWlKTMzU5MmTdKnn35qd1mIAAsWLJBhGLr77rvtLgU22bdvn2655RZ169ZNKSkpGjJkiLZs2WJ3WQiz+vp6Pfjgg8rPz1dycrJ69+6thx9+WD6fz+7SEAYbN27UxIkTlZOTI8MwtGrVqqDHTdPUvHnzlJOTo+TkZI0aNUrbt2+3p9gvITij3W3YsEHTp0/Xu+++q6KiItXX12vs2LGqqamxuzTYaPPmzXrqqac0aNAgu0uBTY4ePaqrrrpKCQkJWrNmjXbs2KHHHntMnTt3trs0hNnvfvc7/fd//7cWLVqkTz75RI8++qh+//vf68knn7S7NIRBTU2NBg8erEWLFrX4+KOPPqrHH39cixYt0ubNm+VyuTRmzBhVV1eHudLm2I4OIffFF18oMzNTGzZs0MiRI+0uBzY4fvy4hg0bpsWLF+s3v/mNhgwZooULF9pdFsLsl7/8pd566y3961//srsU2Oz6669XVlaWnn766cC1yZMnKyUlRc8995yNlSHcDMPQP/7xD02aNElS42xzTk6O7r77bt1///2SJI/Ho6ysLP3ud7/TnXfeaWO1zDgjDKqqqiRJXbt2tbkS2GX69Om67rrr9I1vfMPuUmCjl19+WZdeeqm+853vKDMzU0OHDtWf/vQnu8uCDb72ta/p9ddf17///W9J0ocffqg333xT1157rc2VwW6lpaWqqKjQ2LFjA9ecTqeuvvpqvf322zZW1ije7gLQsZmmqVmzZulrX/uaCgoK7C4HNnj++ef1/vvva/PmzXaXApuVlJRoyZIlmjVrlubMmaNNmzbppz/9qZxOp77//e/bXR7C6P7771dVVZX69++vuLg4NTQ06JFHHtFNN91kd2mwWUVFhSQpKysr6HpWVpb27t1rR0lBCM4IqRkzZuijjz7Sm2++aXcpsEF5ebl+9rOfad26dUpKSrK7HNjM5/Pp0ksvVWFhoSRp6NCh2r59u5YsWUJwjjErV67U8uXLtWLFCg0cOFBbt27V3XffrZycHN122212l4cIYBhG0H3TNJtdswPBGSEzc+ZMvfzyy9q4caN69OhhdzmwwZYtW1RZWamvfvWrgWsNDQ3auHGjFi1aJI/Ho7i4OBsrRDhlZ2drwIABQdcuvvhi/f3vf7epItjl3nvv1S9/+Ut973vfkyRdcskl2rt3rxYsWEBwjnEul0tS48xzdnZ24HplZWWzWWg7sMYZ7c40Tc2YMUMvvvii3njjDeXn59tdEmxyzTXXaNu2bdq6dWvg69JLL9XNN9+srVu3EppjzFVXXdVsa8p///vfysvLs6ki2OXEiRNyOIIjSFxcHNvRQfn5+XK5XCoqKgpcq6ur04YNG3TllVfaWFkjZpzR7qZPn64VK1bopZdeUlpaWmC9UkZGhpKTk22uDuGUlpbWbG17amqqunXrxpr3GPTzn/9cV155pQoLC/Xd735XmzZt0lNPPaWnnnrK7tIQZhMnTtQjjzyinj17auDAgfrggw/0+OOP6/bbb7e7NITB8ePHtXv37sD90tJSbd26VV27dlXPnj119913q7CwUP369VO/fv1UWFiolJQUTZ061caqG7EdHdpda2uQli5dqmnTpoW3GEScUaNGsR1dDHv11Vc1e/Zs7dq1S/n5+Zo1a5buuOMOu8tCmFVXV+tXv/qV/vGPf6iyslI5OTm66aab9NBDDykxMdHu8hBi69ev1+jRo5tdv+222/Tss8/KNE3Nnz9f//M//6OjR4/q8ssv1x//+MeImHAhOAMAAAAWsMYZAAAAsIDgDAAAAFhAcAYAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFBGcAAADAAoIzAAAAYAHBGQAAALCA4AwAAABYQHAGAAAALCA4A0AM+OKLL+RyuVRYWBi49t577ykxMVHr1q2zsTIAiB6GaZqm3UUAAEJv9erVmjRpkt5++231799fQ4cO1XXXXaeFCxfaXRoARAWCMwDEkOnTp+v//u//dNlll+nDDz/U5s2blZSUZHdZABAVCM4AEENOnjypgoIClZeXq7i4WIMGDbK7JACIGqxxBoAYUlJSov3798vn82nv3r12lwMAUYUZZwCIEXV1dRo+fLiGDBmi/v376/HHH9e2bduUlZVld2kAEBUIzgAQI+6991698MIL+vDDD9WpUyeNHj1aaWlpevXVV+0uDQCiAks1ACAGrF+/XgsXLtRzzz2n9PR0ORwOPffcc3rzzTe1ZMkSu8sDgKjAjDMAAABgATPOAAAAgAUEZwAAAMACgjMAAABgAcEZAAAAsIDgDAAAAFhAcAYAAAAsIDgDAAAAFhCcAQAAAAsIzgAAAIAFBGcAAADAAoIzAAAAYMH/A2T8A/Q/9+5kAAAAAElFTkSuQmCC",
"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": "markdown",
"id": "7a8b5812",
"metadata": {},
"source": [
"# # BAB 5"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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": {
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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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LxaImTZq4hM4DBw547LmnfktV34v+/fsrNjZWX375pdt+p6amqkmTJh5r84amTZuqd+/eWrNmjUu95eXlWrZsmdq2bauOHTtKqn6MSVJZWZny8/N18cUXe79wIEBw5RcwiQ8++MDt7ayuuuqqKsuKioo0ZMgQjR8/Xp07d1ZUVJS2bt2q9957TzfccIOks3NPFy1apFGjRun888+XYRhas2aNjh07pqFDh0qShg4dqiZNmmjcuHG6//77dfr0ab3wwgv68ccfa6x36NChGjZsmB544AEVFxerf//+zrs99OjRQxMmTHCuO2HCBD300EN6+OGHNWjQIH355ZdauHChYmJiXF6zd+/euuaaa9S9e3c1b95cu3bt0uuvv66+ffvWeC9WSfrmm2/00UcfOXu0YcMGLVmyRKmpqRowYICks0Hs17/+tV555RVdcMEFuuSSS/TJJ59o+fLlVV6vW7dukqS//OUvmjhxosLCwtSpUydFRUU5r6q/8cYbOv/88xUeHq5u3bpp+vTpWr16tQYOHKh7771X3bt3V3l5ufbu3av169fr97//vXr37l3jvtTV7373O+frLl26tFbP6d27tyIiIvTRRx/p2muvdS7fuHGjfve73+lXv/qV+vXrp/POO0+HDh3SihUr9N577+mWW25xTnX405/+pHfffVcDBw7U7Nmz1a1bNx07dkzvvfeeZsyYoc6dO+uaa67RmjVrNHXqVI0ePVr5+fl65JFHFB8fX2VKS7du3ZSVlaW3335b8fHxioqKUqdOndS1a1dJ0ksvvaSoqCiFh4crOTlZ5513np577jlNnDhRR48e1ejRo9W6dWsdPnxYn3/+uQ4fPqwXXnihIVpcJ/Pnz9fQoUM1ZMgQ3XfffWrSpIkWLVqkL774QitWrHD+IFDdfknSjh07VFJSoiFDhvh8HwC/8d9n7QD4QsWn9T392717d5VPk58+fdqYMmWK0b17dyM6OtqIiIgwOnXqZMyZM8c4efKkYRiG8dVXXxnjxo0zLrjgAiMiIsKIiYkxevXqZWRkZLhs/+233zYuueQSIzw83EhMTDT+8Ic/GO+++26VT6BPnDjR6NChg8tzT506ZTzwwANG+/btjbCwMCM+Pt648847jR9//NFlvdLSUuP+++83kpKSjIiICGPQoEHG9u3bq9ztYebMmUZqaqrRvHlzw2azGeeff75x7733Gj/88EO1PXR3t4emTZsaF198sTFnzhyjqKjIZf2ioiJj8uTJRps2bYymTZsaI0eONPbs2eP2rhSzZs0yEhISjJCQEJee7Nmzx0hLSzOioqIMSS53wjhx4oTxxz/+0ejUqZPRpEkTIyYmxujWrZtx7733GgcOHHCuJ8m466673O5Tbe/2UFmHDh2MLl26VNurn5swYYJx8cUXuyzLz883/vjHPxr9+/c34uLijNDQUCMqKsro3bu38dxzzxllZWVV1r/11luNuLg4IywszEhISDDGjh1rHDx40LnOY489ZnTo0MGw2WxGly5djJdfftl594XKtm/fbvTv39+IjIw0JLncUWPBggVGcnKyYbVaq/Rh06ZNxtVXX220aNHCCAsLMxITE42rr77aePPNN53rVGzv8OHDtepNxbiq/BrueHpfPvzwQ+OKK64wmjZtakRERBh9+vQx3n777SrPr26/HnroIaNly5bG6dOna1Uz0BhYDMMwfJa0AcCD66+/Xvn5+crJyfF3KXBjx44duuSSS/T8889r6tSptX5eTk6OLr/8cn300UdeuSKN+nM4HLrwwgs1fvx4zZs3z9/lAD7DnF8AfrV37179/e9/18aNG9W3b19/l4Of+e677/TBBx/ot7/9reLj46vceq4mqampGjt2rB555BHvFIh6W7ZsmU6cOOHTW/UBgYDwC8CvXnnlFU2ZMkVXXHGF5syZ4+9y8DOPPPKIhg4dqhMnTujNN9+s1dzon3vqqad0+eWXu/zlP/hfeXm5/va3v7n86WnADJj2AAAAANPgyi8AAABMg/ALAAAA0yD8AgAAwDT4Ixc1KC8vV2FhoaKiohrkz4QCAACgYRmGoePHjyshIUEhIdVf2yX81qCwsFBJSUn+LgMAAAA1yM/Pd/6FSE8IvzWIioqSdLaZ0dHRXt+e3W7X+vXrlZaWprCwMK9vL5jQG/foi2f0xj364h598YzeuEdfPPN1b4qLi5WUlOTMbdUh/NagYqpDdHS0z8JvZGSkoqOjOZB+ht64R188ozfu0Rf36Itn9MY9+uKZv3pTmymqfOANAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAAAAphE04Xf+/Pm6/PLLFRUVpdatW2vUqFHKy8ur8XmbNm1Sz549FR4ervPPP1+LFy/2QbUAAAAIREETfjdt2qS77rpLH330kTIzM1VWVqa0tDSdPHnS43N2796tq666SgMGDNC2bds0e/Zs3XPPPVq9erUPKwcAAECgCPV3AbX13nvvuTxeunSpWrdurU8//VQDBw50+5zFixerXbt2WrBggSSpS5cuysnJ0ZNPPqkbb7zR2yUDAAAgwARN+P25oqIiSVKLFi08rpOdna20tDSXZcOGDdOSJUtkt9sVFhZW5TmlpaUqLS11Pi4uLpYk2e122e32hii9WhXb8MW2go273jjKDa3dVqBd+4vVJT5a1/dIlDXE4vE16rp+MGDMeEZv3KMv7tEXzxpTbxry+0Zj6ktD83Vv6rIdi2EYhhdr8QrDMHTdddfpxx9/1IcffuhxvY4dO2rSpEmaPXu2c9mWLVvUv39/FRYWKj4+vspz0tPTNXfu3CrLly9frsjIyIbZAQAAADSYkpISjR8/XkVFRYqOjq523aC88jtt2jTt2LFD//d//1fjuhaL609zFVn/58srzJo1SzNmzHA+Li4uVlJSktLS0mpsZkOw2+3KzMzU0KFD3V6ZNjN3vXnkX18q88uDio8J1/6i0xp6cRs9dM3FHl+jrusHA8aMZ/TGPfriHn3xrDH1piG/bzSmvjQ0X/em4jf1tRF04ffuu+/WP//5T23evFlt27atdt24uDgdOHDAZdmhQ4cUGhqq8847z+1zbDabbDZbleVhYWE+Hdi+3l6gcJQbWpmTr9yCIqUkxmhsalKVX0dV7k2XxOZ6f9dhff9jqUKtIeqS2LzavtV1/drWFAjMOmZqg964R1/coy+eBVpv6nN+9sb3jcp9CZbvGb7iqzFTl20ETfg1DEN333231q5dq6ysLCUnJ9f4nL59++rtt992WbZ+/XqlpqYG1MGLn6zMydeCDV+rzGEoc9dBSdK4Xu08rj82NUmSXE4y1anr+vWpCQDgG/U5P3v7+wbfMwJf0ITfu+66S8uXL9c//vEPRUVFOa/oxsTEKCIiQtLZKQsFBQV67bXXJElTpkzRwoULNWPGDN1+++3Kzs7WkiVLtGLFCr/tB6qXW1CkMoehhNgIFR47pdyComrXt4ZY6nRSqev69akJAOAb9Tk/e/v7Bt8zAl/Q3Of3hRdeUFFRkQYPHqz4+HjnvzfeeMO5zv79+7V3717n4+TkZK1bt05ZWVm69NJL9cgjj+jZZ5/lNmcBLCUxRqFWiwqPnVKo1aKUxBh/lxSQNQEAAvP8HIg1wVXQXPmtzU0pMjIyqiwbNGiQPvvsMy9UBG+oz7QEbwvEmgAAgXl+DsSa4Cpowi/MoT7TErwtEGsCAATm+TkQa4KroJn2AAAAAJwrrvzC68x62xez7jcA1JVZz5dm3W9/I/zC68x62xez7jcA1JVZz5dm3W9/Y9oDvK7ybV/KHIZpbvti1v0GgLoy6/nSrPvtb4RfeJ1Zb/ti1v0GgLoy6/nSrPvtb0x7gNeZ9bYvZt1vAKgrs54vzbrf/kb4hdeZ9bYvZt1vAKgrs54vzbrf/sa0BwAAAJgG4RcAAACmQfgFAACAaTDnF/XGzbm9h94CCDact7yH3jYswi/qjZtzew+9BRBsOG95D71tWEx7QL1xc27vobcAgg3nLe+htw2L8It64+bc3kNvAQQbzlveQ28bFtMeUG/cnNt76C2AYMN5y3vobcMi/KLeuDm399BbAMGG85b30NuGxbQHAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpcJ9fuOUoN7QyJ9/lhtrWEIu/y0It8N4BqC/OH8GL9672CL9wa2VOvhZs+FplDkOZuw5KEjfYDhK8dwDqi/NH8OK9qz2mPcCt3IIilTkMJcRGqMxhKLegyN8loZZ47wDUF+eP4MV7V3uEX7iVkhijUKtFhcdOKdRqUUpijL9LQi3x3gGoL84fwYv3rvaY9gC3xqYmSZLL3CEEB947APXF+SN48d7VHuEXbllDLMwVClK8dwDqi/NH8OK9qz2mPQAAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDf68sUk5yg2tzMl3+Rvg1hCLv8tCAGBsAMGL4xeeMDZ+Qvg1qZU5+Vqw4WuVOQxl7jooSfxNcEhibADBjOMXnjA2fhJU0x42b96skSNHKiEhQRaLRW+99Va162dlZclisVT599VXX/mm4ACWW1CkMoehhNgIlTkM5RYU+bskBAjGBhC8OH7hCWPjJ0EVfk+ePKlLLrlECxcurNPz8vLytH//fue/iy66yEsVBo+UxBiFWi0qPHZKoVaLUhJj/F0SAgRjAwheHL/whLHxk6Ca9jBixAiNGDGizs9r3bq1YmNjG76gIDY2NUmSXOb+ABJjAwhmHL/whLHxk6AKv/XVo0cPnT59WhdffLH++Mc/asiQIR7XLS0tVWlpqfNxcXGxJMlut8tut3u91opt+GJbo3vEa3SPeElSuaNM5Q6vb/Kc+LI3wcQbfQm2seEJY8Y9+uJeY+mLN47fxtKbhhZsffHlud3XvanLdiyGYRherMVrLBaL1q5dq1GjRnlcJy8vT5s3b1bPnj1VWlqq119/XYsXL1ZWVpYGDhzo9jnp6emaO3duleXLly9XZGRkQ5UPAACABlJSUqLx48erqKhI0dHR1a7bqMOvOyNHjpTFYtE///lPt193d+U3KSlJP/zwQ43NbAh2u12ZmZkaOnSowsLCvL69YEJv3KMvntEb9+iLe/TFM3rjHn3xzNe9KS4uVsuWLWsVfk0x7aGyPn36aNmyZR6/brPZZLPZqiwPCwvz6cD29faCCb1xj754Rm/coy/u0RfP6I179MUzX/WmLtsIqrs9NIRt27YpPj7e32UAAADAD4Lqyu+JEyf07bffOh/v3r1b27dvV4sWLdSuXTvNmjVLBQUFeu211yRJCxYsUIcOHZSSkqIzZ85o2bJlWr16tVavXu2vXQAAAIAfBVX4zcnJcblTw4wZMyRJEydOVEZGhvbv36+9e/c6v37mzBndd999KigoUEREhFJSUvTOO+/oqquu8nntAAAA8L+gCr+DBw9WdZ/Py8jIcHl8//336/777/dyVQAAAAgWppvzCwAAAPMi/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMIqrs9oG4c5YZW5uQrt6BIKYkxGpuaJGuIxd9loZFj3AH1x/EDfzDbuCP8NmIrc/K1YMPXKnMYytx1UJI0rlc7P1eFxo5xB9Qfxw/8wWzjjmkPjVhuQZHKHIYSYiNU5jCUW1Dk75JgAow7oP44fuAPZht3hN9GLCUxRqFWiwqPnVKo1aKUxBh/lwQTYNwB9cfxA38w27hj2kMjNjY1SZJc5vAA3sa4A+qP4wf+YLZxR/htxKwhlkY9ZweBiXEH1B/HD/zBbOOOaQ8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATCPU3wXg3DnKDa3MyVduQZFSEmM0NjVJ1hCLv8sC6o0xjWDEuEVj01jHNOG3EViZk68FG75WmcNQ5q6DkqRxvdr5uSqg/hjTCEaMWzQ2jXVMM+2hEcgtKFKZw1BCbITKHIZyC4r8XRJwThjTCEaMWzQ2jXVME34bgZTEGIVaLSo8dkqhVotSEmP8XRJwThjTCEaMWzQ2jXVMM+2hERibmiRJLnNygGDGmEYwYtyisWmsY5rw2whYQyyNYg4OUIExjWDEuEVj01jHNNMeAAAAYBqEXwAAAJgG4RcAAACmQfgFAACAaRB+AQAAYBqEXwAAAJgG4RcAAACmQfgFAACAaRB+AQAAYBqEXwAAAJgG4RcAAACmEVThd/PmzRo5cqQSEhJksVj01ltv1ficTZs2qWfPngoPD9f555+vxYsXe79QAAAABKSgCr8nT57UJZdcooULF9Zq/d27d+uqq67SgAEDtG3bNs2ePVv33HOPVq9e7eVKAQAAEIhC/V1AXYwYMUIjRoyo9fqLFy9Wu3bttGDBAklSly5dlJOToyeffFI33nijl6oEAABAoAqq8FtX2dnZSktLc1k2bNgwLVmyRHa7XWFhYVWeU1paqtLSUufj4uJiSZLdbpfdbvduwf/bTuX/4if0xj364hm9cY++uEdfPKM37tEXz3zdm7psx2IYhuHFWrzGYrFo7dq1GjVqlMd1OnbsqEmTJmn27NnOZVu2bFH//v1VWFio+Pj4Ks9JT0/X3Llzqyxfvny5IiMjG6R2AAAANJySkhKNHz9eRUVFio6OrnbdRn3lVzobkiuryPo/X15h1qxZmjFjhvNxcXGxkpKSlJaWVmMzG4LdbldmZqaGDh3q9sq0o9zQ2m0F2rW/WF3io3V9j0RZQ9zvS2NTU2/Mir645yg3tPbTvYo8nKuSVim6vmc70xwrNWHMVMV4qR5jxj0z9qW2OcTXvan4TX1tNOrwGxcXpwMHDrgsO3TokEJDQ3Xeeee5fY7NZpPNZquyPCwszKcD29P2Vn2yVws++E5lDkPv7zoshVg1rlc7n9UVCHz9XgQL+uJq1Sd7tWjzbt3XRVq0ebcU2sR0x0pNGDM/YbzUDmPGPTP1pa45xFe9qcs2gupuD3XVt29fZWZmuixbv369UlNTg3aQ5hYUqcxhKCE2QmUOQ7kFRf4uCQhIFceKJI4V1IjxAtROY8ghQRV+T5w4oe3bt2v79u2Szt7KbPv27dq7d6+ks1MWbrnlFuf6U6ZM0ffff68ZM2Zo165deuWVV7RkyRLdd999/ii/QaQkxijUalHhsVMKtVqUkhjj75KAgFRxrEjiWEGNGC9A7TSGHBJU0x5ycnI0ZMgQ5+OKubkTJ05URkaG9u/f7wzCkpScnKx169bp3nvv1fPPP6+EhAQ9++yzQX2bs7GpSZLO/uSVkhjjfAzA1djUJKncIR3coamDL+RYQbUYL0DtNIYcElThd/Dgwaru5hQZGRlVlg0aNEifffaZF6vyLWuIhXloQC1YQywa3bOt1q3bodE92/LhJVSL8QLUTmPIIUE17QEAAAA4F4RfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmEaovwtA9Rzlhlbm5Cu3oEgpiTEam5oka4jF32UBpsDxFxx4nwD/Ccbjj/Ab4Fbm5GvBhq9V5jCUueugJGlcr3Z+rgowB46/4MD7BPhPMB5/THsIcLkFRSpzGEqIjVCZw1BuQZG/SwJMg+MvOPA+Af4TjMcf4TfApSTGKNRqUeGxUwq1WpSSGOPvkgDT4PgLDrxPgP8E4/HHtIcANzY1SZJc5tIA8A2Ov+DA+wT4TzAef4TfAGcNsQT83BmgseL4Cw68T4D/BOPxx7QHAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmEbQhd9FixYpOTlZ4eHh6tmzpz788EOP62ZlZclisVT599VXX/mwYgAAAASKoAq/b7zxhqZPn64HH3xQ27Zt04ABAzRixAjt3bu32ufl5eVp//79zn8XXXSRjyoGAABAIAn1dwF18fTTT+u2227T5MmTJUkLFizQ+++/rxdeeEHz58/3+LzWrVsrNjbWR1U2jFWf7lPu/hNKSYzR2NQkWUMs/i4JQD05yg2tzMlXbkERx3Ql9AVoXFyO6fhmivR3QR4ETfg9c+aMPv30U82cOdNleVpamrZs2VLtc3v06KHTp0/r4osv1h//+EcNGTLE47qlpaUqLS11Pi4uLpYk2e122e32c9iD2qnYxl83f6MSu7Qp74BU7tDonm29vu1AV9EbX7wPwYS+eBYovVn16T4tyvpWZQ4jII5p+uJeoPQlENEb9+iLq8rHdPY30j2dfNebumzHYhiG4cVaGkxhYaESExP1n//8R/369XMuf/TRR/Xqq68qLy+vynPy8vK0efNm9ezZU6WlpXr99de1ePFiZWVlaeDAgW63k56errlz51ZZvnz5ckVGBurPMAAAAOZVUlKi8ePHq6ioSNHR0dWuGzRXfitYLK6/EjMMo8qyCp06dVKnTp2cj/v27av8/Hw9+eSTHsPvrFmzNGPGDOfj4uJiJSUlKS0trcZmNgS73a7MzEw9mxehErsUarVo6uALufKrn3ozdOhQhYWF+bucgEFfPAuU3lS+GhIIxzR9cS9Q+hKI6I179MVV5WM6Mky6p9Mpn/Wm4jf1tRE04bdly5ayWq06cOCAy/JDhw6pTZs2tX6dPn36aNmyZR6/brPZZLPZqiwPCwvz6cCePPAi5vx64Ov3IljQF8/83ZuxvTpIIdaAm9tKX9zzd18CGb1xj76c5XJMxzeTDu7wWW/qso2gCb9NmjRRz549lZmZqeuvv965PDMzU9ddd12tX2fbtm2Kj4/3RokNanTPthrHgQQ0CtYQi8b1aufvMgIOfQEal8rHtN1u17p1O/xckXtBE34lacaMGZowYYJSU1PVt29fvfTSS9q7d6+mTJki6eyUhYKCAr322muSzt4NokOHDkpJSdGZM2e0bNkyrV69WqtXr/bnbgAAAMBPgir83nTTTTpy5Ij+9Kc/af/+/eratavWrVun9u3bS5L279/vcs/fM2fO6L777lNBQYEiIiKUkpKid955R1dddZW/dgEAAAB+FFThV5KmTp2qqVOnuv1aRkaGy+P7779f999/vw+qAgAAQDAIqr/wBgAAAJwLwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADCNUH8XAFeOckOS9Mi/vlSXxOYam5oka4jFz1UB8DdHuaGVOfnKLShSSmKM388NgVYPgMBQcW7YVfCjeoacfRzm76J+hvAbYNZuK1CkpMwvD+r9XYclSeN6tfNvUQD8bmVOvhZs+FplDkOZuw5K8u+5IdDqARAYKs4NIUa5enY9m2vG9Un2d1kumPYQYHbtL5YkxceEq8xhKLegyM8VAQgEuQVFKnMYSoiNCIhzQ6DVAyAwVJwb4mPCJf2UawIJ4TfAdImPliTtLzqtUKtFKYkxfq4IQCBISYxRqNWiwmOnAuLcEGj1AAgMFeeG/UWnJf2UawIJ0x4CzPU9EvX+ezs09OI2zjm/AFBxLqg8x5Z6AASainPBroIfJe3R9T0S/VuQG4TfAFPxgZGHrrlYYWGBNkUcgL9YQywBNac20OoBEBgqzg12e7zWrdsTkB+EZdoDAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0ah1+9+3b5806am3RokVKTk5WeHi4evbsqQ8//LDa9Tdt2qSePXsqPDxc559/vhYvXuyjSgEAABBoah1+u3btqtdff92btdTojTfe0PTp0/Xggw9q27ZtGjBggEaMGKG9e/e6XX/37t266qqrNGDAAG3btk2zZ8/WPffco9WrV/u4cgAAAASCWoffRx99VHfddZduvPFGHTlyxJs1efT000/rtttu0+TJk9WlSxctWLBASUlJeuGFF9yuv3jxYrVr104LFixQly5dNHnyZN1666168sknfVx57TjKDa369OwV9lWf7pOj3PBzRQAamzNl5Zq1ZqckadaanTpTVu7nigA0NoGeZ0Jru+LUqVM1YsQI3XbbbUpJSdFLL72ka6+91pu1uThz5ow+/fRTzZw502V5WlqatmzZ4vY52dnZSktLc1k2bNgwLVmyRHa7XWFhYVWeU1paqtLSUufj4uJiSZLdbpfdbj/X3ajWqk/36a+bv9E9naS/bv5GkjS6Z1uvbjOYVPTf2+9DsKEvntGbqmav2akNuQUa0FPakFsgSZp/Qzc/VxUYGC+e0Rv36It7/sgzdXkPLIZh1DmOL1y4UPfee6+6dOmi0FDX/PzZZ5/V9eVqpbCwUImJifrPf/6jfv36OZc/+uijevXVV5WXl1flOR07dtSkSZM0e/Zs57ItW7aof//+KiwsVHx8fJXnpKena+7cuVWWL1++XJGRkQ20NwAAAGgoJSUlGj9+vIqKihQdHV3turW+8lvh+++/1+rVq9WiRQtdd911VcKvt1ksFpfHhmFUWVbT+u6WV5g1a5ZmzJjhfFxcXKykpCSlpaXV2Mxz9dNPSqf0bF6EJg+8iCu/ldjtdmVmZmro0KFur9qbFX3xjN5UNet/V37n9izXnE9D9MuURK78/g/jxTN64x59cc8feabiN/W1Uafk+vLLL+v3v/+9fvnLX+qLL75Qq1at6lxcfbVs2VJWq1UHDhxwWX7o0CG1adPG7XPi4uLcrh8aGqrzzjvP7XNsNptsNluV5WFhYV4f2GN7dTj7Pwd3aPLAizS2VwdZQzwHe7PyxXsRjOiLZ/TmJ4/eeOn//i9fv0xJ1KM3XqqwUO56WRnjxTN64x59ceWPPFOX/tf6jDd8+HA98MADWrhwodasWePT4CtJTZo0Uc+ePZWZmemyPDMz02UaRGV9+/atsv769euVmpoakIPUGmJx/mQ0umdbgi+ABtckNMR5pXf+Dd3UhOALoIEFep6p9ZVfh8OhHTt2qG1b//0afsaMGZowYYJSU1PVt29fvfTSS9q7d6+mTJki6eyUhYKCAr322muSpClTpmjhwoWaMWOGbr/9dmVnZ2vJkiVasWKF3/YBAAAA/lPr8PvzK6j+cNNNN+nIkSP605/+pP3796tr165at26d2rdvL0nav3+/yz1/k5OTtW7dOt177716/vnnlZCQoGeffVY33nijv3YBAAAAfuTbT6s1gKlTp2rq1Kluv5aRkVFl2aBBg7x2BwoAAAAEFyZ7AQAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDRC/V0AXDnKDUnSI//6Ul0Sm2tsapKsIRY/VwXA3xzlhlbm5Cu3oEgpiTF+PzcEWj0AAkPFuWFXwY/qGXL2cZi/i/oZwm+AWbutQJGSMr88qPd3HZYkjevVzr9FAfC7lTn5WrDha5U5DGXuOijJv+eGQKsHQGCoODeEGOXq2fVsrhnXJ9nfZblg2kOA2bW/WJIUHxOuMoeh3IIiP1cEIBDkFhSpzGEoITYiIM4NgVYPgMBQcW6IjwmX9FOuCSSE3wDTJT5akrS/6LRCrRalJMb4uSIAgSAlMUahVosKj50KiHNDoNUDIDBUnBv2F52W9FOuCSRMewgw1/dI1Pvv7dDQi9s45/wCQMW5oPIcW+oBEGgqzgW7Cn6UtEfX90j0b0FuEH4DTMUHRh665mKFhQXaFHEA/mINsQTUnNpAqwdAYKg4N9jt8Vq3bk9AfhCWaQ8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATCNowu+PP/6oCRMmKCYmRjExMZowYYKOHTtW7XMmTZoki8Xi8q9Pnz6+KRgAAAABJ9TfBdTW+PHjtW/fPr333nuSpN/+9reaMGGC3n777WqfN3z4cC1dutT5uEmTJl6tEwAAAIErKMLvrl279N577+mjjz5S7969JUkvv/yy+vbtq7y8PHXq1Mnjc202m+Li4nxVaoNZ9ek+5e4/oZTEGI1NTZI1xOLvkgDUk6Pc0MqcfOUWFHFMV0JfgMbF5ZiOb6ZIfxfkQVCE3+zsbMXExDiDryT16dNHMTEx2rJlS7XhNysrS61bt1ZsbKwGDRqkefPmqXXr1h7XLy0tVWlpqfNxcXGxJMlut8tutzfA3lSvYht/3fyNSuzSprwDUrlDo3u29fq2A11Fb3zxPgQT+uJZoPRm1af7tCjrW5U5jIA4pumLe4HSl0BEb9yjL64qH9PZ30j3dPJdb+qyHYthGIYXa2kQjz76qDIyMvT111+7LO/YsaN+85vfaNasWW6f98Ybb6hZs2Zq3769du/erYceekhlZWX69NNPZbPZ3D4nPT1dc+fOrbJ8+fLliowM1J9hAAAAzKukpETjx49XUVGRoqOjq13Xr1d+PQXNyrZu3SpJsliq/irMMAy3yyvcdNNNzv/v2rWrUlNT1b59e73zzju64YYb3D5n1qxZmjFjhvNxcXGxkpKSlJaWVmMzG4LdbldmZqaezYtQiV0KtVo0dfCFXPnVT70ZOnSowsLC/F1OwKAvngVKbypfDQmEY5q+uBcofQlE9MY9+uKq8jEdGSbd0+mUz3pT8Zv62vBr+J02bZpuvvnmatfp0KGDduzYoYMHD1b52uHDh9WmTZtaby8+Pl7t27fXN99843Edm83m9qpwWFiYTwf25IEXMefXA1+/F8GCvnjm796M7dVBCrEG3NxW+uKev/sSyOiNe/TlLJdjOr6ZdHCHz3pTl234Nfy2bNlSLVu2rHG9vn37qqioSJ988ol69eolSfr4449VVFSkfv361Xp7R44cUX5+vuLj4+tds6+M7tlW4ziQgEbBGmLRuF7t/F1GwKEvQONS+Zi22+1at26HnytyLyju89ulSxcNHz5ct99+uz766CN99NFHuv3223XNNde4fNitc+fOWrt2rSTpxIkTuu+++5Sdna09e/YoKytLI0eOVMuWLXX99df7a1cAAADgR0ERfiXpb3/7m7p166a0tDSlpaWpe/fuev31113WycvLU1FRkSTJarVq586duu6669SxY0dNnDhRHTt2VHZ2tqKiovyxCwAAAPCzoLjVmSS1aNFCy5Ytq3adyjeuiIiI0Pvvv+/tsgAAABBEgubKLwAAAHCuCL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMI9XcBqJ6j3NDKnHzlFhQpJTFGY1OTZA2x+LsswBQ4/oID7xPgP8F4/BF+A9zKnHwt2PC1yhyGMncdlCSN69XOz1UB5sDxFxx4nwD/Ccbjj2kPAS63oEhlDkMJsREqcxjKLSjyd0mAaXD8BQfeJ8B/gvH4I/wGuJTEGIVaLSo8dkqhVotSEmP8XRJgGhx/wYH3CfCfYDz+mPYQ4MamJkmSy1waAL7B8RcceJ8A/wnG44/wG+CsIZaAnzsDNFYcf8GB9wnwn2A8/pj2AAAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL9BxlFuaMUne/XHtTu14pO9cpQb/i4JCEiOckOrPt0nSVr16T6OFVSL8QLUTmPIIaH+LgB1szInXws2fK0yh6HMXQclSeN6tfNzVUDgWZmTr0VZ3+q+LtKirG+lECvHCjxivAC10xhySNBc+Z03b5769eunyMhIxcbG1uo5hmEoPT1dCQkJioiI0ODBg5Wbm+vdQr0st6BIZQ5DCbERKnMYyi0o8ndJQECqOFYkcaygRowXoHYaQw4JmvB75swZjRkzRnfeeWetn/PEE0/o6aef1sKFC7V161bFxcVp6NChOn78uBcr9a6UxBiFWi0qPHZKoVaLUhJj/F0SEJAqjhVJHCuoEeMFqJ3GkEOCZtrD3LlzJUkZGRm1Wt8wDC1YsEAPPvigbrjhBknSq6++qjZt2mj58uW64447vFWqV41NTZJ09ievlMQY52MArsamJknlDungDk0dfCHHCqrFeAFqpzHkkKAJv3W1e/duHThwQGlpac5lNptNgwYN0pYtWzyG39LSUpWWljofFxcXS5Lsdrvsdrt3i/7fdir/153RPeI1uke8JKncUaZyh9fLCgi16Y0Z0RfPruveRpmZZ/9rpmOlJowZ9xgvnjFm3DNrX2qTQ3zdm7psp9GG3wMHDkiS2rRp47K8TZs2+v777z0+b/78+c6rzJWtX79ekZGRDVtkNTIzM322rWBDb9yjL57RG/foi3v0xTN64x598cxXvSkpKan1un4Nv+np6W6DZmVbt25VampqvbdhsVhcHhuGUWVZZbNmzdKMGTOcj4uLi5WUlKS0tDRFR0fXu47astvtyszM1NChQxUWFub17QUTeuMeffGM3rhHX9yjL57RG/foi2e+7k3Fb+prw6/hd9q0abr55purXadDhw71eu24uDhJZ68Ax8fHO5cfOnSoytXgymw2m2w2W5XlYWFhPh3Yvt5eMKE37tEXz+iNe/TFPfriGb1xj7545qve1GUbfg2/LVu2VMuWLb3y2snJyYqLi1NmZqZ69Ogh6ewdIzZt2qTHH3/cK9sEAABAYAuaW53t3btX27dv1969e+VwOLR9+3Zt375dJ06ccK7TuXNnrV27VtLZ6Q7Tp0/Xo48+qrVr1+qLL77QpEmTFBkZqfHjx/trNwAAAOBHQfOBt4cfflivvvqq83HF1dyNGzdq8ODBkqS8vDwVFf10s+X7779fp06d0tSpU/Xjjz+qd+/eWr9+vaKionxaOwAAAAJD0ITfjIyMGu/xaxiuf1/aYrEoPT1d6enp3isMAAAAQSNopj0AAAAA54rwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATCNo/sIbPHOUG1qZk6/cgiKlJMZobGqSrCEWf5cF1BtjGsGIcYvGprGOacJvI7AyJ18LNnytMoehzF0HJUnjerXzc1VA/TGmEYwYt2hsGuuYZtpDI5BbUKQyh6GE2AiVOQzlFhT5uyTgnDCmEYwYt2hsGuuYJvw2AimJMQq1WlR47JRCrRalJMb4uyTgnDCmEYwYt2hsGuuYZtpDIzA2NUmSXObkAMGMMY1gxLhFY9NYxzThtxGwhlgaxRwcoAJjGsGIcYvGprGOaaY9AAAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMg/ALAAAA0yD8AgAAwDQIvwAAADANwi8AAABMI9TfBcB7HOWGVubkK7egSCmJMRqbmiRriMXfZaGRY9wB9cfxA38w27gj/DZiK3PytWDD1ypzGMrcdVCSNK5XOz9XhcaOcQfUH8cP/MFs445pD41YbkGRyhyGEmIjVOYwlFtQ5O+SYAKMO6D+OH7gD2Ybd4TfRiwlMUahVosKj51SqNWilMQYf5cEE2DcAfXH8QN/MNu4Y9pDIzY2NUmSXObwAN7GuAPqj+MH/mC2cUf4bcSsIZZGPWcHgYlxB9Qfxw/8wWzjjmkPAAAAMA3CLwAAAEyD8AsAAADTIPwCAADANAi/AAAAMA3CLwAAAEwjaMLvvHnz1K9fP0VGRio2NrZWz5k0aZIsFovLvz59+ni3UAAAAASsoAm/Z86c0ZgxY3TnnXfW6XnDhw/X/v37nf/WrVvnpQoBAAAQ6ILmj1zMnTtXkpSRkVGn59lsNsXFxXmhIgAAAASboAm/9ZWVlaXWrVsrNjZWgwYN0rx589S6dWuP65eWlqq0tNT5uLi4WJJkt9tlt9u9Xm/FNnyxrWBDb9yjL57RG/foi3v0xTN64x598czXvanLdiyGYRherKXBZWRkaPr06Tp27FiN677xxhtq1qyZ2rdvr927d+uhhx5SWVmZPv30U9lsNrfPSU9Pd15lrmz58uWKjIw81/IBAADQwEpKSjR+/HgVFRUpOjq62nX9Gn49Bc3Ktm7dqtTUVOfjuoTfn9u/f7/at2+vv//977rhhhvcruPuym9SUpJ++OGHGpvZEOx2uzIzMzV06FCFhYV5fXvBhN64R188ozfu0Rf36Itn9MY9+uKZr3tTXFysli1b1ir8+nXaw7Rp03TzzTdXu06HDh0abHvx8fFq3769vvnmG4/r2Gw2t1eFw8LCfDqwvb09R7mhlTn5yi0oUkpijMamJskaYvHa9hqSr9+LYNFQfQnmseEJY8Y9+uJeMPfF28dvMPfGm4KhL/46t/uqN3XZhl/Db8uWLdWyZUufbe/IkSPKz89XfHy8z7YZqFbm5GvBhq9V5jCUueugJGlcr3Z+rgqBgLEBBC+OX3jC2PhJ0NzqbO/evdq+fbv27t0rh8Oh7du3a/v27Tpx4oRznc6dO2vt2rWSpBMnTui+++5Tdna29uzZo6ysLI0cOVItW7bU9ddf76/dCBi5BUUqcxhKiI1QmcNQbkGRv0tCgGBsAMGL4xeeMDZ+EjTh9+GHH1aPHj00Z84cnThxQj169FCPHj2Uk5PjXCcvL09FRWffTKvVqp07d+q6665Tx44dNXHiRHXs2FHZ2dmKiory124EjJTEGIVaLSo8dkqhVotSEmP8XRICBGMDCF4cv/CEsfGToLnVWUZGRo33+K382b2IiAi9//77Xq4qeI1NTZIkl7k/gMTYAIIZxy88YWz8JGjCLxqWNcRi2rk+qB5jAwheHL/whLHxk6CZ9gAAAACcK8IvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDcIvAAAATIPwCwAAANMg/AIAAMA0CL8AAAAwDf7CG9xylBtamZPv8mcQrSEWf5eFWuC9A1BfnD+CF+9d7RF+4dbKnHwt2PC1yhyGMncdlCT+LGKQ4L0DUF+cP4IX713tMe0BbuUWFKnMYSghNkJlDkO5BUX+Lgm1xHsHoL44fwQv3rvaI/zCrZTEGIVaLSo8dkqhVotSEmP8XRJqifcOQH1x/ghevHe1x7QHuDU2NUmSXOYOITjw3gGoL84fwYv3rvYIv3DLGmJhrlCQ4r0DUF+cP4IX713tMe0BAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAAAApkH4BQAAgGkQfgEAAGAa3OcX9eYoN7QyJ9/lhtrWEIu/y2oU6C2AYMN5y3vobcMi/KLeVubka8GGr1XmMJS566AkcYPtBkJvAQQbzlveQ28bFtMeUG+5BUUqcxhKiI1QmcNQbkGRv0tqNOgtgGDDect76G3DIvyi3lISYxRqtajw2CmFWi1KSYzxd0mNBr0FEGw4b3kPvW1YTHtAvY1NTZIklzlIaBj0FkCw4bzlPfS2YRF+UW/WEAtzjryE3gIINpy3vIfeNiymPQAAAMA0CL8AAAAwDcIvAAAATIPwCwAAANPgA2/wOrP+ZRqz7ndDcDgcstvt5/w6drtdoaGhOn36tBwORwNU1jjQF/caui9hYWGyWq0NUFnjZ9bzpVn3298Iv/A6s/5lGrPu97k6ceKE9u3bJ8Mwzvm1DMNQXFyc8vPzZbHwDaUCfXGvoftisVjUtm1bNWvWrAGqa9zMer406377G+EXXlf5L9MUHjtlmr9MY9b9PhcOh0P79u1TZGSkWrVqdc4BpLy8XCdOnFCzZs0UEsIsrwr0xb2G7IthGDp8+LD27duniy66iCvANTDr+dKs++1vhF94XUpijDJ3HTTdX6Yx636fC7vdLsMw1KpVK0VERJzz65WXl+vMmTMKDw8n5FVCX9xr6L60atVKe/bskd1uJ/zWwKznS7Put78RfuF1Zv3LNGbd74bAr+LRGDCOa8+s50uz7re/EX7hdWb9yzRm3W8AqCuzni/Nut/+RvhFQAnET74GYk0AgMA8PwdiTXDFZC8ElIpPvr77xQEt2PC1Vubk+7ukgKwJwcViseitt97y+nb27Nkji8Wi7du3e31bjdF//vMf9evXTzabTaNGjVJWVpYsFouOHTvm79LgQSCenwOxJrgKivC7Z88e3XbbbUpOTlZERIQuuOACzZkzR2fOnKn2eYZhKD09XQkJCYqIiNDgwYOVm5vro6pRH5U/+VrmMALik6+BWBMCz6RJkzRq1Ci3X9u/f79GjBjh9RqSkpK0f/9+de3a1evbqo3BgwfLYrHIYrEoJCREbdq00ZgxY/T999/X6XXS09N16aWXVlne0D9U3HffferWrZu+++47ZWRkNNjrwnsC8fwciDXBVVCE36+++krl5eV68cUXlZubq2eeeUaLFy/W7Nmzq33eE088oaeffloLFy7U1q1bFRcXp6FDh+r48eM+qhx1lZIYo1CrJaA++RqINSG4xMXFyWazeX07VqtVcXFxCg0NnBltt99+u/bv36+CggL94x//UH5+vn7961/7uywXFX9Q5bvvvtPAgQPVtm1bxcbG+rco1Eognp8DsSa4CorwO3z4cC1dulRpaWk6//zzde211+q+++7TmjVrPD7HMAwtWLBADz74oG644QZ17dpVr776qkpKSrR8+XIfVo+6GJuapOm/7KgRXeM0/Zcda/zkq6Pc0IpP9uqPa3dqxSd75Siv/g8j1HX9+tQE/FzlK5RnzpzRtGnTFB8fr/DwcHXo0EHz5893rpuenq527drJZrMpISFB99xzj/Nry5YtU2pqqqKiohQXF6fx48fr0KFDzq+7m/awadMm9erVSzabTfHx8Zo5c6bKysqcX+/QoYMWLFjgUu+ll16q9PT0WtVUk8jISMXFxSk+Pl59+vTRXXfdpc8++8z59YyMjCpB86233nLeKSEjI0Nz587V559/7ryKnJGRoQ4dOkiSrr/+elksFudjSXr77bfVs2dPhYeH6/zzz9fcuXNd9tlisWjx4sW67rrr1LRpU02ePFkWi0VHjhzRtGnTZLVaq1z5PXnypKKjo7Vq1SqX5W+//baaNm3KRRU/qc/52dvfN/ieEfgC5/JAHRUVFalFixYev757924dOHBAaWlpzmU2m02DBg3Sli1bdMcdd7h9XmlpqUpLS52Pi4uLJZ29MtAQf261JhXb8MW2AtXoHvEa3SNeklTuKFP5//7KqLverPp0nxZlfasyh6FNeQekcodG92zr8bXrun5NNQWCxjRmKu7zW15ervLy8nq/jqPc0Juf7lNuQZHOb9FEE/o38/rJzjAMZ+3uVOzTX/7yF/3zn//U3//+d7Vr1075+fnKz89XeXm5Vq1apWeeeUbLly9XSkqKDhw4oM8//9z5mqdPn9bcuXPVqVMnHTp0SL///e81ceJEvfPOO85tVN5WQUGBrrrqKk2cOFEZGRn66quvdMcdd6hJkyaaMWOG86/ouau7YllNNdWmLxXrHj16VCtXrlTv3r1daq38358vGzNmjHbu3Kn3339f69evlyTFxMRoxIgRiouL05IlSzR8+HBZrVaVl5fr/fff169//WstWLBAAwYM0HfffacpU6bIMAw9/PDDzm3MmTNH8+bN01NPPSWr1ar58+erS5cumjVrliZMmKDY2Fh9/PHHzjoiIiJ000036ZVXXtENN9zgfJ1XXnlFN954o5o2bVqlJ+Xl5TIMo1Hc5zeQzzN1PT835PcNT30J5O8ZvuLrMVOX7QRl+P3uu+/03HPP6amnnvK4zoEDByRJbdq0cVnepk2bauebzZ8/X3Pnzq2yfP369YqMjKxnxXWXmZnps20Fm8q9iZR0X5dKXzy4Q+vW7fD43LquH0waw5gJDQ1VXFycTpw4UeOc/uqs3n5Ai/8vX2Xl5Qr93x8ruPHSuIYq0y273a6ysjLnD8w/d+rUKRUXF+vbb79VcnKyunfvLovFoubNm6t79+4qLi7WN998o9atW6tXr14KCwtTbGysOnfu7HzN0aNHO1+vZcuWmjdvnq688koVFhaqWbNmOnHihKSzVymLi4u1YMECJSYmat68ebJYLEpISNADDzyguXPnavr06Tp+/LjKy8t1+vRpl7odDodKS0trVVN1ysrK9MILL2jJkiUyDEMlJSW68MILtXr1aufzT58+LcMwXF7v1KlTkn66+BAWFiaLxeI8B9vtduc0EpvN5lxeXFysRx55RL/73e90/fXXO/s0c+ZMpaena/r06c5t3HjjjS79rBAdHa2mTZvKbrerpKREknT8+HGFhITo5ptv1rBhw5SXl6f4+HgdOXJE77zzjtauXeu2H2fOnNGpU6e0efNmlyvPwawxnGe88X2jMfTFW3zVm4rjtTb8Gn7T09PdBs3Ktm7dqtTUVOfjwsJCDR8+XGPGjNHkyZNr3MbPbzJuGEa1Nx6fNWuWZsyY4XxcXFyspKQkpaWlKTo6usbtnSu73a7MzEwNHTpUYWFhXt9eMHHXm8o/kYdaLZo6+MJa/wRfm/WDQWMaM6dPn1Z+fr6aNWum8PDwer/Of3/cK4dhKDE2UgXHSvTfo2e8fvyGhYUpNDTU43YiIiIUHR2t22+/XcOGDVPv3r01bNgwXX311c7fUP3617/Wiy++qMsuu0zDhg3TiBEjNHLkSOcc3m3btjmnABw9etR5pfHYsWNKSEhQs2bNJElNmzZVdHS0/vvf/6pfv36KiflpzuGVV16pP/zhDyooKNDFF1+skJAQhYeHu9RttVpls9kUHR1dY03VCQ0N1fjx452fzzh48KDmz5+v0aNHa+vWrYqKilJ4eLgsFovL9iv+ul/FMpvNJqvV6ra3FX2t8Pnnn2vbtm16+umnncscDodOnz6t0NBQZ1Du27dvlder+N4QFRXlErajoqIUHR2tIUOGKCUlRW+99ZYeeOABvfLKK2rXrp2GDx/u9vvK6dOnFRERoYEDB57TeA4Ejek805DfNxpTXxqar3tTmx/IK/g1/E6bNk0333xztetUnsdVWFioIUOGqG/fvnrppZeqfV5c3NmrPAcOHFB8fLxz+aFDh6pcDa7MZrO5/WBKWFiYTwe2r7cXTCr3ZmyvDlKItdb3U6zr+sGkMYwZh8PhvDPAufx52a6Jsdqw65AKi04pNCREKYkxXv8zvpXvauBOxT6lpqZq9+7devfdd7VhwwbdfPPN+uUvf6lVq1apffv2ysvLU2ZmpjZs2KBp06bpqaee0qZNm3TmzBkNHz5caWlpWrZsmVq1aqW9e/dq2LBhKisrc+mZp/+vqNNdvZXXsdvtzq9VV1NtxltsbKw6duwoSerYsaMuuugixcfH680339TkyZMVGhoqwzBctu9wOFxqqqjZXW9/vn/l5eWaO3euy9SECpGRkc51o6KiPL5XPx+Dlf9/8uTJWrhwoWbNmqWMjAz95je/8TilISQkRBaLpVEcmxUaw7544/tGY+iLt/iqN3XZhl/Db8uWLdWyZctarVtQUKAhQ4aoZ8+eWrp0aY3fyJKTkxUXF6fMzEz16NFD0tlfQW3atEmPP/74OdeOwFDXv47DX9Mxh4oPmHxRcEznN2+iMQF2dT86Olo33XSTbrrpJo0ePVrDhw/X0aNH1aJFC0VEROjaa6/Vtddeq7vuukudO3fWzp07ZRiGfvjhBz322GNKSjq7fzk5OdVu5+KLL9bq1atdfuO1ZcsWRUVFKSEhQZLUqlUr7d+/3/mc4uJi7d692+V1PNV02WWX1XnfK4JixdSGVq1a6fjx4zp58qSaNm0qSVXuU9ykSRNnIK4sLCysyvLLLrtMeXl5uvDCC+tcW238+te/1v33369nn31Wubm5mjhxole2A+/h+waCYs5vYWGhBg8erHbt2unJJ5/U4cOHnV+ruMIrSZ07d9b8+fOdn/6dPn26Hn30UV100UW66KKL9OijjyoyMlLjx4/3x24A8JGKb1bl5W1VXFzss6v7RUVFVYLbzz+Y+8wzzyg+Pl6XXnqpQkJC9OabbyouLk6xsbHKyMiQw+FQ7969FRkZqddff10RERFq3769ysvL1aRJEz333HOaMmWKvvjiCz3yyCPV1jN16lQtWLBAd999t6ZNm6a8vDzNmTNH9957r/MCwhVXXKGMjAyNHDlSzZs310MPPeRyJbO6mmqjpKTE+RmMgwcP6s9//rPCw8OdUz0qXnf27Nm6++679cknn1S500KHDh20e/dubd++XW3btlVUVJRsNps6dOigf//73+rfv79sNpuaN2+uhx9+WNdcc42SkpI0ZswYhYSEaMeOHdq5c6f+/Oc/16rm6jRv3lw33HCD/vCHPygtLU1t2wbWD1YAahYUtzpbv369vv32W33wwQdq27at4uPjnf8qy8vLU1HRTzeTvv/++zV9+nRNnTpVqampKigo0Pr16xUVFeXrXQBgAllZWerRo4fLv8p3GJCkZs2a6fHHH1dqaqouv/xy7dmzR+vWrVNISIhiY2P18ssvq3///urevbv+/e9/6+2339Z5552nVq1aKSMjQ2+++aYuvvhiPfbYY3ryySerrScxMVHr1q3TJ598oksuuURTpkzRbbfdpgcffNC5zqxZszRw4EBdc801uuqqqzRq1ChdcMEFzq9XV1NtvPzyy87z9ZAhQ3T48GGtW7dOnTp1knT2h4Nly5Zp3bp16tatm1asWOFymzXp7IfThg8friFDhqhVq1ZasWKFJOmpp55SZmamkpKSnL/hGzZsmP71r38pMzNTl19+ufr06aOnn3661mG9Nm677TadOXNGt956a4O9JgDfsRgV97qBW8XFxYqJiVFRUZHPPvC2bt06XXXVVcwf+hl6415j6svp06e1e/duJScnN8gHhMrLy1VcXKzo6Givz/kNBHl5eercubO++eaban/tb7a+1FZt+/K3v/1Nv/vd71RYWKgmTZp4XK+hx7M/NabzTEOiL575ujd1yWtBMe0BAFC9o0ePatWqVYqOjnbOCUbDKikp0e7duzV//nzn/ZIBBB9+5AeARuC2227Tiy++qBdeeMEnf0r5ww8/VLNmzTz+a4yeeOIJXXrppWrTpo1mzZrl73IA1BNXfgGgEVi7dq1Pt5eamlrlw32NXXp6epX5yACCD+EXAFBnERERXrudGAB4E9MeAAQcPoeLxoBxDAQmwi+AgFFxf9kzZ874uRLg3FWMY09/AQ6AfzDtAUDACA0NVWRkpA4fPqywsLBzvg1XeXm5zpw5o9OnT3NLr0roi3sN2Zfy8nIdPnxYkZGRCg3lWy0QSDgiAQQMi8Wi+Ph47d69W99///05v55hGDp16pQiIiKcf94X9MWThu5LSEiI2rVrR4+BAEP4BRBQmjRpoosuuqhBpj7Y7XZt3rxZAwcO5Ab0ldAX9xq6L02aNOHKOhCACL8AAk5ISEiD/EUsq9WqsrIyhYeHE/IqoS/u0RfAHPiRFAAAAKZB+AUAAIBpEH4BAABgGsz5rUHFTcqLi4t9sj273a6SkhIVFxcz5+xn6I179MUzeuMefXGPvnhGb9yjL575ujcVOa02f1yG8FuD48ePS5KSkpL8XAkAAACqc/z4ccXExFS7jsXg7y9Wq7y8XIWFhYqKivLJvRqLi4uVlJSk/Px8RUdHe317wYTeuEdfPKM37tEX9+iLZ/TGPfrima97YxiGjh8/roSEhBpvMciV3xqEhISobdu2Pt9udHQ0B5IH9MY9+uIZvXGPvrhHXzyjN+7RF8982ZuarvhW4ANvAAAAMA3CLwAAAEyD8BtgbDab5syZI5vN5u9SAg69cY++eEZv3KMv7tEXz+iNe/TFs0DuDR94AwAAgGlw5RcAAACmQfgFAACAaRB+AQAAYBqEXwAAAJgG4dfP9uzZo9tuu03JycmKiIjQBRdcoDlz5ujMmTPVPs8wDKWnpyshIUEREREaPHiwcnNzfVS1b8ybN0/9+vVTZGSkYmNja/WcSZMmyWKxuPzr06ePdwv1g/r0xgxj5scff9SECRMUExOjmJgYTZgwQceOHav2OY11zCxatEjJyckKDw9Xz5499eGHH1a7/qZNm9SzZ0+Fh4fr/PPP1+LFi31UqW/VpS9ZWVlVxobFYtFXX33lw4q9b/PmzRo5cqQSEhJksVj01ltv1fgcs4yXuvbGLGNm/vz5uvzyyxUVFaXWrVtr1KhRysvLq/F5gTJuCL9+9tVXX6m8vFwvvviicnNz9cwzz2jx4sWaPXt2tc974okn9PTTT2vhwoXaunWr4uLiNHToUB0/ftxHlXvfmTNnNGbMGN155511et7w4cO1f/9+579169Z5qUL/qU9vzDBmxo8fr+3bt+u9997Te++9p+3bt2vChAk1Pq+xjZk33nhD06dP14MPPqht27ZpwIABGjFihPbu3et2/d27d+uqq67SgAEDtG3bNs2ePVv33HOPVq9e7ePKvauufamQl5fnMj4uuugiH1XsGydPntQll1yihQsX1mp9s4wXqe69qdDYx8ymTZt011136aOPPlJmZqbKysqUlpamkydPenxOQI0bAwHniSeeMJKTkz1+vby83IiLizMee+wx57LTp08bMTExxuLFi31Rok8tXbrUiImJqdW6EydONK677jqv1hNIatsbM4yZL7/80pBkfPTRR85l2dnZhiTjq6++8vi8xjhmevXqZUyZMsVlWefOnY2ZM2e6Xf/+++83Onfu7LLsjjvuMPr06eO1Gv2hrn3ZuHGjIcn48ccffVBdYJBkrF27ttp1zDJefq42vTHjmDEMwzh06JAhydi0aZPHdQJp3HDlNwAVFRWpRYsWHr++e/duHThwQGlpac5lNptNgwYN0pYtW3xRYkDLyspS69at1bFjR91+++06dOiQv0vyOzOMmezsbMXExKh3797OZX369FFMTEyN+9iYxsyZM2f06aefurzXkpSWluaxD9nZ2VXWHzZsmHJycmS3271Wqy/Vpy8VevToofj4eF155ZXauHGjN8sMCmYYL+fKbGOmqKhIkqrNLoE0bgi/Aea7777Tc889pylTpnhc58CBA5KkNm3auCxv06aN82tmNWLECP3tb3/TBx98oKeeekpbt27VFVdcodLSUn+X5ldmGDMHDhxQ69atqyxv3bp1tfvY2MbMDz/8IIfDUaf3+sCBA27XLysr0w8//OC1Wn2pPn2Jj4/XSy+9pNWrV2vNmjXq1KmTrrzySm3evNkXJQcsM4yX+jLjmDEMQzNmzNAvfvELde3a1eN6gTRuCL9ekp6e7nbSe+V/OTk5Ls8pLCzU8OHDNWbMGE2ePLnGbVgsFpfHhmFUWRZo6tOXurjpppt09dVXq2vXrho5cqTeffddff3113rnnXcacC+8w9u9kRr/mHG3LzXtYzCPmerU9b12t7675cGuLn3p1KmTbr/9dl122WXq27evFi1apKuvvlpPPvmkL0oNaGYZL3VlxjEzbdo07dixQytWrKhx3UAZN6E+3ZqJTJs2TTfffHO163To0MH5/4WFhRoyZIj69u2rl156qdrnxcXFSTr7U1R8fLxz+aFDh6r8VBVo6tqXcxUfH6/27dvrm2++abDX9BZv9sYMY2bHjh06ePBgla8dPny4TvsYTGPGnZYtW8pqtVa5mlndex0XF+d2/dDQUJ133nleq9WX6tMXd/r06aNly5Y1dHlBxQzjpSE15jFz991365///Kc2b96stm3bVrtuII0bwq+XtGzZUi1btqzVugUFBRoyZIh69uyppUuXKiSk+gvyycnJiouLU2Zmpnr06CHp7Hy2TZs26fHHHz/n2r2pLn1pCEeOHFF+fr5L4AtU3uyNGcZM3759VVRUpE8++US9evWSJH388ccqKipSv379ar29YBoz7jRp0kQ9e/ZUZmamrr/+eufyzMxMXXfddW6f07dvX7399tsuy9avX6/U1FSFhYV5tV5fqU9f3Nm2bVvQjo2GYobx0pAa45gxDEN333231q5dq6ysLCUnJ9f4nIAaNz7/iB1cFBQUGBdeeKFxxRVXGPv27TP279/v/FdZp06djDVr1jgfP/bYY0ZMTIyxZs0aY+fOnca4ceOM+Ph4o7i42Ne74DXff/+9sW3bNmPu3LlGs2bNjG3bthnbtm0zjh8/7lyncl+OHz9u/P73vze2bNli7N6929i4caPRt29fIzExsVH1xTDq3hvDMMeYGT58uNG9e3cjOzvbyM7ONrp162Zcc801LuuYYcz8/e9/N8LCwowlS5YYX375pTF9+nSjadOmxp49ewzDMIyZM2caEyZMcK7/3//+14iMjDTuvfde48svvzSWLFlihIWFGatWrfLXLnhFXfvyzDPPGGvXrjW+/vpr44svvjBmzpxpSDJWr17tr13wiuPHjzvPIZKMp59+2ti2bZvx/fffG4Zh3vFiGHXvjVnGzJ133mnExMQYWVlZLrmlpKTEuU4gjxvCr58tXbrUkOT2X2WSjKVLlzofl5eXG3PmzDHi4uIMm81mDBw40Ni5c6ePq/euiRMnuu3Lxo0bnetU7ktJSYmRlpZmtGrVyggLCzPatWtnTJw40di7d69/dsCL6tobwzDHmDly5Ijxq1/9yoiKijKioqKMX/3qV1VuOWSWMfP8888b7du3N5o0aWJcdtllLrcgmjhxojFo0CCX9bOysowePXoYTZo0MTp06GC88MILPq7YN+rSl8cff9y44IILjPDwcKN58+bGL37xC+Odd97xQ9XeVXF7rp//mzhxomEY5h4vde2NWcaMp9xS+XtOII8bi2H8b7YxAAAA0MhxtwcAAACYBuEXAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAAAApkH4BQAAgGkQfgEAAGAahF8AAACYBuEXAEzA4XCoX79+uvHGG12WFxUVKSkpSX/84x/9VBkA+BZ/3hgATOKbb77RpZdeqpdeekm/+tWvJEm33HKLPv/8c23dulVNmjTxc4UA4H2EXwAwkWeffVbp6en64osvtHXrVo0ZM0affPKJLr30Un+XBgA+QfgFABMxDENXXHGFrFardu7cqbvvvpspDwBMhfALACbz1VdfqUuXLurWrZs+++wzhYaG+rskAPAZPvAGACbzyiuvKDIyUrt379a+ffv8XQ4A+BRXfgHARLKzszVw4EC9++67euKJJ+RwOLRhwwZZLBZ/lwYAPsGVXwAwiVOnTmnixIm644479Mtf/lJ//etftXXrVr344ov+Lg0AfIbwCwAmMXPmTJWXl+vxxx+XJLVr105PPfWU/vCHP2jPnj3+LQ4AfIRpDwBgAps2bdKVV16prKws/eIXv3D52rBhw1RWVsb0BwCmQPgFAACAaTDtAQAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGoRfAAAAmAbhFwAAAKZB+AUAAIBpEH4BAABgGv8f0+Elu+VomecAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" x\n",
"0 36\n",
"1 31\n",
"2 34\n",
"3 29\n",
"4 5\n",
"... ...\n",
"249995 997\n",
"249996 997\n",
"249997 998\n",
"249998 998\n",
"249999 999\n",
"\n",
"[250000 rows x 1 columns]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" fruit amount\n",
"0 tomato 18\n",
"1 orange 12\n",
"2 apple 13\n",
"3 banana 20\n",
"4 kiwi 14\n",
"5 durian 15\n",
"6 manggo 5\n",
"7 strawberry 15\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" x y z\n",
"0 0 0 82.462113\n",
"1 5 0 77.620873\n",
"2 10 0 72.801099\n",
"3 15 0 68.007353\n",
"4 20 0 63.245553\n",
".. ... ... ...\n",
"436 80 100 80.000000\n",
"437 85 100 80.156098\n",
"438 90 100 80.622577\n",
"439 95 100 81.394103\n",
"440 100 100 82.462113\n",
"\n",
"[441 rows x 3 columns]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data_circle = pd.read_excel(\"lissajous_circle.xlsx\")\n",
"data_butterfly = pd.read_excel(\"lissajous_butterfly.xlsx\")\n",
"data_distribution = pd.read_excel(\"distribution.xlsx\")\n",
"data_fruit = pd.read_excel(\"fruit_pie_chart.xlsx\")\n",
"data_contour = pd.read_excel(\"contour.xlsx\")\n",
"df4 = pd.read_excel(\"lissajous_circle.xlsx\")\n",
"print(df4)\n",
"\n",
"plt.figure(figsize=(8, 6)) \n",
"\n",
"plt.scatter(data_circle[\"x\"], data_circle[\"y\"], s=5, alpha=0.8, label=\"Lissajous_Circle\")\n",
"\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Lissajous Circle (Scatter Plot)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"df5 = pd.read_excel(\"lissajous_butterfly.xlsx\")\n",
"print(df5)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(data_butterfly[\"x\"], data_butterfly[\"y\"], s=5, alpha=0.8, label=\"Lissajous_Butterfly\")\n",
"\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Lissajous Butterfly (Scatter Plot)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"df6 = pd.read_excel(\"distribution.xlsx\")\n",
"print(df6)\n",
"\n",
"import seaborn as sns\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.countplot(x='x', data=data_distribution, color='olive')\n",
"plt.xlabel('x')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Count Plot of x Values')\n",
"plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
"plt.show()\n",
"\n",
"df7 = pd.read_excel(\"fruit_pie_chart.xlsx\")\n",
"print(df7)\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(data_fruit['amount'], labels=data_fruit['fruit'], autopct='%1.1f%%', startangle=140)\n",
"plt.title('Pie Chart of Fruit Distribution')\n",
"plt.show()\n",
"\n",
"df8 = pd.read_excel(\"contour.xlsx\")\n",
"print(df8)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.tricontourf(data_contour['x'], data_contour['y'], data_contour['z'], cmap='cividis')\n",
"plt.colorbar(label='z')\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.title('Contour Plot')\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "fef95dcc",
"metadata": {},
"source": [
"# # BAB 6"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f553ba6a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[15, 20, 34, 28, 51, 11, 29, 54, 61, 29, 23, 45, 73, 27, 79, 19, 33, 27, 38, 60, 59, 23, 25, 20, 72, 62, 10, 63, 14, 72, 64, 36, 29, 10, 51, 63, 76, 13, 68, 66, 11, 31, 56, 55, 64, 68, 20, 17, 77, 79, 72, 30, 16, 50, 12, 28, 69, 74, 45, 50, 75, 14, 52, 79, 14, 22, 72, 77, 24, 50, 17, 62, 31, 36, 73, 68, 67, 78, 26, 68, 36, 14, 39, 22, 44, 31, 53, 63, 35, 30, 20, 68, 63, 64, 34, 73, 58, 15, 57, 16]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#EXERCISE_1\n",
"# 1.Explain the difference between median and middle value?\n",
"# 2.Are mean and mode values always the same for unsorted and sorted dataset? Why?\n",
"# 3.If range is caculate with last datapoint – first datapoint, should the dataset is sorted first or not? Why?\n",
"\n",
"\n",
"# 1.The median is a measure of central tendency that represents the middle value of a dataset when it is ordered from smallest to largest. If the dataset has an odd number of observations, the median is the middle value. If the dataset has an even number of observations, the median is the average of the two middle values.\n",
"# The middle value is simply the value that occupies the middle position in a dataset. It does not necessarily have to be the median. For example, in the dataset [1, 3, 5, 7, 9], the median is 5, while the middle value is also 5 because it occupies the middle position. However, in the dataset [1, 2, 3, 4, 5, 6], the median is (3 + 4) / 2 = 3.5, but the middle value is 4.\n",
"\n",
"# 2.The mean (average) and mode (most frequent value) may or may not be the same for unsorted and sorted datasets.\n",
"# For the mean, sorting the dataset does not change the sum of the values, so the mean remains the same whether the dataset is sorted or not.\n",
"# For the mode, sorting the dataset may change the frequency distribution of the values, potentially affecting which value appears most frequently and thus changing the mode. However, if there is a single mode (one value that appears most frequently), it will remain the same regardless of sorting.\n",
"\n",
"# 3.It doesn't matter whether the dataset is sorted or not when calculating the range. The range is simply the difference between the maximum and minimum values in the dataset.\n",
"# Sorting the dataset does not change the maximum and minimum values, so whether the dataset is sorted or not, the range will be the same.\n",
"# Therefore, sorting the dataset is unnecessary and does not affect the calculation of the range.\n",
"\n",
"#EXERCISE_2\n",
"import random as rnd\n",
"x = [\n",
" rnd.randint(10, 80)\n",
" for i in range(0, 100)\n",
"]\n",
"print(x)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.hist(x, bins=25, color='red', edgecolor='black')\n",
"plt.xlabel('Value')\n",
"plt.ylabel('Frequency')\n",
"plt.title('Histogram of Random Data by zafran marvis')\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"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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