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@CriticalOlymp
Created February 29, 2024 08:44
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{
"cells": [
{
"cell_type": "markdown",
"id": "63724a83",
"metadata": {},
"source": [
"# Resume Materi Bab 1-7"
]
},
{
"cell_type": "markdown",
"id": "612fe227",
"metadata": {},
"source": [
"# 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b84b74f",
"metadata": {},
"outputs": [],
"source": [
"\n",
"Metadata is \"data about data\". metadata is defined as the data providing information about one or more aspects of the data, it is used to summerarize basicc information about sata that can make tracking and working with specific data easier. some examples include; means of creation of the data. purpose of data"
]
},
{
"cell_type": "markdown",
"id": "d5fa83ce",
"metadata": {},
"source": [
"# 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "976ad90e",
"metadata": {},
"outputs": [],
"source": [
"Data science is the study of data to extract meaningful insights for business. It is a multidisciplinary approach that combines principles and practices from the fields of mathematics, statistics, artificial intelligence, and computer engineering to analyze large amounts of data. fundational aspects of data science are mathematics, technoligy, visualization, and communication \n",
"A virtual environment is a tool that helps to keep dependencies required by different projects separate by creating isolated Python virtual environments for them. This is one of the most important tools that most Python developers use. Imagine a scenario where you are working on two web-based Python projects one of them uses Django 4.0 and the other uses Django 4.1 (check for the latest Django versions and so on). In such situations, we need to create a virtual environment in Python that can be really useful to maintain the dependencies of both projects."
]
},
{
"cell_type": "markdown",
"id": "74a8c7f3",
"metadata": {},
"source": [
"# 3 create notebook_on_gist"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2948af0c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.linspace(0, 1, 10)\n",
"y = np.linspace(0, 1, 10)\n",
"\n",
"X, Y = np.meshgrid (x, y)\n",
"Z = np.sqrt(X**2 + Y**2)\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"plt.contourf( X, Y, Z)\n",
"plt.grid()\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ca5925ed",
"metadata": {},
"outputs": [],
"source": [
"after this, you can save this project and close your notebook. open the project with notepad++ and copy all the element on that page. copy it on gist github and give the title use .ipynb \n",
" the Python Notebook is created as a rendered notebook as you have while the Jupyterserver running. With this way you can share not only the code but also the rendered results"
]
},
{
"cell_type": "markdown",
"id": "3b69f71e",
"metadata": {},
"source": [
"# python_list"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "6fef123d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"original\n",
"[1, 5, 2, 4, 3] \n",
"\n",
"after modified bubble sort\n",
"[5, 1, 2, 3, 4]\n"
]
}
],
"source": [
"x = [1, 5, 2, 4, 3]\n",
"\n",
"print('original')\n",
"print(x, '\\n')\n",
"\n",
"N = len(x)\n",
"\n",
"for i in range(N):\n",
" for j in range(1, N):\n",
" if x[i] < x[j]:\n",
" x[i], x[j] = x[j], x[i]\n",
"\n",
"print('after modified bubble sort')\n",
"print(x)"
]
},
{
"cell_type": "markdown",
"id": "66113f3f",
"metadata": {},
"source": [
"# 4 plot and dim"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4ed5f6e3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Zg+PHj+P48eNYsmQJ/vnPf+Luu+9u9Jo4o0tERNTM1VgdeHPDMTicIoL9NHKXQy2UwWDA2LFj8e2332LMmDHSuNPpxJNPPomMjAyoVCq0adMGr7zyCu6///5Gr4lBl4iIqJn7cFsGCswWRAfocE+feLnLoRYsLy8PkyZNglarlcZmzZqFWbNmyVIPgy4REVEzVlplxXubXK1+/z4iEVqV8jJnEDW80tJSrF+/Hhs3bsTbb78tdzkSBl0iIqJm7O2NJ1BhsSM50oBbO0fLXQ61UN26dUNZWRleffVVtG/fXu5yJAy6REREzdSZkmp8siMTADB3VAcoFGz1S/LIzMyUu4SLYtAlIiJqpo4VVMBHpUTvhAAMSAyVuxwij8OgS0RE1EwNTQ7HlscHo9Jy6QYBRC0Zgy4REVEzFuinQSC3FCO6KDaMICIiamZ2ZZbi56OFEEVR7lKIPBqDLhERUTPidIr4x6p03LtkFz7ZcVrucog8GoMuERFRM7IyLQeH88zQ+6gwulOU3OUQeTQGXSIiomai1ubAG+uPAQAeHNSWa3OJLoNBl4iIqJlY+msmcsprEGn0wb3Xt5K7HKJ627ZtG1QqFbp06dIkz8egS0RE1AyYqm1452dXq99HhiXCR81Wv9S8mEwmTJ48GUOGDGmy52TQJSIiagbe3XQCphob2ofrMbZbjNzlEEmWLl2K4OBgWCwWt/GxY8di8uTJ0u37778fEydORJ8+fZqsNgZdIiKiZqBHqyC0DvXDE6PaQ8lWvy2O0+qo95foqNt+TnSIrjGb44oetz7Gjx8Ph8OB1atXS2PFxcVYu3Yt7r33XgDAkiVLcPLkSTz33HPX8FOov3o1jFiwYAG+/vprHDlyBDqdDn379sWrr76K9u3bS8eIoojnn38eixcvRllZGXr37o133nkHKSkpDV48ERFRSzEsORyD24cy5LZQuf/YXu9zgiZ2gG8nV2vomvRilC4/Ak2CEWH3d5KOyX/1NzirLuysF/NK/yt+Hp1Oh4kTJ2LJkiUYP348AGDZsmWIiYnBoEGDcPz4ccydOxe//PILVKqm7VVWrxndzZs3Y+bMmdixYwc2bNgAu92O4cOHo6qqSjrmtddew5tvvom3334bu3btQkREBIYNG4aKiooGL56IiKglUSkVEAQGXfI8M2bMwPr165GTkwPANYM7depUOJ1OTJw4Ec8//zwSExObvC5BvIa2KkVFRQgLC8PmzZsxYMAAiKKIqKgozJ49G0888QQAwGKxIDw8HK+++iruv//+yz6m2WyG0WiEyWSCwWC42tKIiIi8wiMr0tAx2ohJ18VBq+IFaN6strYWGRkZSEhIgI+Pj9t99V1OAACCUgFB6XpjJDpEiA4nBAEQzruQ8VKPq9DU/7XWvXt3jBs3DiNGjEDPnj2RmZkJvV6PwMBAKJXnPafTCVEUoVQqsX79etxwww0XfbxL/TzqkxWvaf7YZDIBAIKCggAAGRkZyM/Px/Dhw6VjtFotBg4ciO3bt1806FosFrfFy2az+VpKIiIi8hrbTxTjm705WLMvF0OSwhAf7Cd3SSSTqwme5xOUAgTlhY9xrY97vunTp2PhwoXIycnB0KFDERsbC6fTiQMHDrgd9+6772Ljxo343//+h4SEhAZ7/ou56ovRRFHEnDlz0K9fP6SmpgIA8vPzAQDh4eFux4aHh0v3/dGCBQtgNBqlr9jY2KstiYiIyGs4nSIWfH8EADCpdxxDLnm8SZMmIScnB++//z6mTZsGAFAoFEhNTXX7CgsLg4+PD1JTU+Hn17iv66sOug899BD279+Pzz777IL7/rh+SBTFS64pevLJJ2EymaSvrKysqy2JiIjIa6w9kIcDOSb4a1WYNaSd3OUQXZbBYMDYsWPh7++PMWPGyF0OgKsMurNmzcLq1avx888/Iyambi+/iIgIALhg9rawsPCCWd5ztFotDAaD2xcREVFLZrE78PoPrtnc+we0Roi/VuaKiK5MXl4eJk2aBK320q/ZefPmIS0trUnqqVfQFUURDz30EL7++mts3LjxgnUVCQkJiIiIwIYNG6Qxq9WKzZs3o2/fvg1TMRERkZdbtuMMskprEKbX4i/9G3cNI1FDKC0txeeff46NGzdi5syZcpcjqdfFaDNnzsTy5cuxatUq6PV6aebWaDRCp9NBEATMnj0b8+fPR7t27dCuXTvMnz8fvr6+mDhxYqN8A0RERN7EYnfg3U0nAACzhybCV9O0+44SXY1u3bqhrKzsgv4KcqvXv55FixYBAAYNGuQ2fm6vNAB4/PHHUVNTgwcffFBqGLF+/Xro9foGKZiIiMibaVVKfDq9Nz759TTu6MFWv9Q8ZGZmyl3CRV3TPrqNgfvoEhERUUv0Z/votkQNsY/uVe+6QERERA2rpNJy+YOI6Iox6BIREXmA4wUV6PPKRjyz8gAcTo/6sJWamId92C6bhvg5MOgSERF5gFfXHYHV7kRRhQVKxcX3nifvplarAQDV1dUyV+IZzv0czv1crgYv5SQiIpLZzlMl+PFwIZQKAY+P7CB3OSQTpVKJgIAAFBYWAgB8fX0v2XDLm4miiOrqahQWFiIgIADKi7QuvlIMukRERDISxbpWv3f2jEWbUH+ZKyI5nWu+dS7stmQBAQHSz+NqMegSERHJ6PuD+UjLKodOrcRstvpt8QRBQGRkJMLCwmCz2eQuRzZqtfqaZnLPYdAlIiKSic3hxOs/HAUAzOifgDADt5QiF6VS2SBBr6XjxWhEREQyOZpfgeIKC4L9NLhvYBu5yyHyOpzRJSIikklqtBGbHx+ME4WV8NfyTzJRQ+OMLhERkYyC/DTolRAkdxlEXolBl4iIqIkVVtRi09FCNgYgamQMukRERE3sXz8ex9Qlu/Di2sNyl0Lk1Rh0iYiImtDJokp8visLADA8JVzmaoi8G4MuERFRE3p93VE4nCKGdAjDda2D5S6HyKsx6BIRETWR3afLsC49HwoBeGIUW/0SNTYGXSIioiYgiiJe+d61Jnd891gkhutlrojI+zHoEhERNYEfDxdiV2YZfNQKPDIsUe5yiFoE7k5NRETUBHzUCiSE+GFUagQijGz1S9QUGHSJiIiaQP92oVj/yADYHdw7l6ipMOgSERE1EbVSAbVS7iqIWg4GXSIiokb08fZMOEURk3rHQ6PipTFETYlBl4iIqJGUVFrw+g9HUWmxI9zggxs7RspdElGLwreWREREjeTfG0+g0mJHarQBI1Mi5C6HqMVh0CUiImoEp0uqsGznaQDAk6OSoFAIMldE1PIw6BIRETWC1384CptDxIDEUFzfNkTucohaJAZdIiKiBrYvqxxr9+dBEIC5I9nql0guDLpEREQN7LUfjgAAbusSjeQog8zVELVcDLpEREQN7OkbkzE0KQxzhrPVL5GcuL0YERFRA0uOMuCDKT3lLoOoxeOMLhERUQOptTnkLoGIzsOgS0RE1ABqbQ4MW7gZz648CHOtTe5yiAgMukRERA3io+2ZyCqtwU+HC6BR8s8rkSfgv0QiIqJrVF5txbs/nwAAzBneHj5qpcwVERHAoEtERHTN3vn5BMy1dnSI0OO2rtFyl0NEZzHoEhERXYPssmp8vN3V6nfuqA5QstUvkcdg0CUiIroGb64/BqvDib5tgjEwMVTucojoPAy6REREV6m82oofDxcAAJ4clQRB4GwukSdhwwgiIqKrFOCrwabHBmPjkUJ0jDHKXQ4R/QFndImIiK5BkJ8G47rHyF0GEV0Egy4REVE9OZ0idp4qkbsMIroMBl0iIqJ6WrM/F3cu3oG/frpb7lKI6E8w6BIREdWDxe7A6z8cBQCkRBlkroaI/gyDLhERUT188utpZJfVINygxV/6tZa7HCL6Ewy6REREV8hUY8PbZ1v9PjI0EToNW/0SeTIGXSIioiv03uaTKK+2oW2YP3daIGoGGHSJiIiuQJ6pBh9uzQAAPDGyA1RK/gkl8nRsGEFERHQFKmrtiA7QIcRfi6FJYXKXQ0RXgEGXiIjoCiSG67H24X4orbKy1S9RM8GgS0RE9CecThEKhSvY+mpU8NXwTydRc8EFRkRERJdgczhx5+Jf8cEvp+B0inKXQ0T1xKBLRER0Cf/eeAK7Msvwfz8dR3GVRe5yiKieGHSJiIguYs+ZMrxzds/cl2/riDC9j8wVEVF9MegSERH9QZXFjkdWpMHhFDGmSxRGd46SuyQiugoMukRERH/w0reHcLqkGlFGHzx/a6rc5RDRVWLQJSIiOs+GQwX47LcsCALwzzs6w6hTy10SEV0l7pFCRER0nnxTDdRKAVP7tkLfNiFyl0NE16DeM7pbtmzB6NGjERUVBUEQsHLlSrf7p06dCkEQ3L6uu+66hqqXiIioUd3TpxVWP9QPfx/RXu5SiOga1TvoVlVVoXPnznj77bcveczIkSORl5cnfX333XfXVCQREVFjE8W6fXKTIg3QqpQyVkNEDaHeSxdGjRqFUaNG/ekxWq0WERERV10UERFRU8oorsLsz/fi5ds6IjXaKHc5RNRAGuVitE2bNiEsLAyJiYmYMWMGCgsLL3msxWKB2Wx2+yIiImoqdocTj6xIw75sE1774ajc5RBRA2rwoDtq1CgsW7YMGzduxBtvvIFdu3bhhhtugMVy8Y4yCxYsgNFolL5iY2MbuiQiIqJLevvnE0jLKofeR4VXbu8odzlE1IAE8fxFSfU9WRDwzTffYMyYMZc8Ji8vD/Hx8fj8889x++23X3C/xWJxC8FmsxmxsbEwmUwwGAxXWxoREdFlpWWVY+yi7XA4Rfzrri64tUu03CUR0WWYzWYYjcYryoqNvr1YZGQk4uPjcfz48Yver9VqodVqG7sMIiIiN9XWuu5noztHMeQSeaFGbxhRUlKCrKwsREZGNvZTERERXbGXvz2MjOIqRBp98BK7nxF5pXrP6FZWVuLEiRPS7YyMDKSlpSEoKAhBQUGYN28exo4di8jISGRmZuKpp55CSEgIbrvttgYtnIiI6GpZ7U5kFFcBAP45vjOMvux+RuSN6r1Gd9OmTRg8ePAF41OmTMGiRYswZswY7N27F+Xl5YiMjMTgwYPx4osvXvFFZvVZd0FERHS1nE4ROzNK0adNsNylEFE91CcrXtPFaI2BQZeIiIiILqU+WbHR1+gSERF5ihW7zuCZlQdQY3XIXQoRNYFG33WBiIjIE5wuqcLzaw6h2upAhwgD7r4uXu6SiKiRcUaXiIi83rnuZ9VWB3onBGFCrzi5SyKiJsCgS0REXm/RppPYc6Yceq0Kb9zRGUqFIHdJRNQEGHSJiMir7c8ux79+cjUtev7WFMQE+spcERE1FQZdIiLyWjVWB2avSIPdKeKmjpG4rSu7nxG1JAy6RETktU4UVqK0yopwgxYv35YKQeCSBaKWhLsuEBGR1+oYY8QPswcgz1SLAF+N3OUQURNj0CUiIq8WbvBBuMFH7jKISAZcukBERF5FFEU8+fV+/JCeL3cpRCQzBl0iIvIqX+7Oxme/ZeGh5XuQU14jdzlEJCMGXSIi8hpnSqrx/Op0AMAjwxIRHaCTuSIikhODLhEReQWHU8ScL9JQZXWgV6sg3D+gjdwlEZHMGHSJiMgrvLf5JH4/XQZ/dj8jorMYdImIqNk7kG3Cwg3HAADPjU5GbBC7nxERgy4REXmBTUcLYXeKGJkSgXHdY+Quh4g8BPfRJSKiZm/WkHZIjjKga1wgu58RkYRBl4iIvMKQpHC5SyAiD8OlC0RE1CyVV1sx+/O9yDfVyl0KEXkoBl0iImp2RFHEU98cwMq0XMxcvgeiKMpdEhF5IAZdIiJqdr7ek4PvDuRDpRAwb3QK1+US0UUx6BIRUbOSVVqN5852P5s9tB06xhhlroiIPBWDLhERNRsOp4hHv9iHSosd3eMD8cBAdj8joktj0CUiomZj8ZZT+C2zFH4aJRbe0QUqJf+MEdGl8TcEERE1C3aHE6vScgAAz41OQVwwu58R0Z/jPrpERNQsqJQKfPPg9fhmbw7G92D3MyK6PAZdIiJqNnQaJSb2jpO7DCJqJrh0gYiIPNq2E8VYvOUknE7ulUtE9cMZXSIi8ljl1VY8+sU+5JtroRAETO/fWu6SiKgZ4YwuERF5JFEU8czKg8g316J1iB8m9Y6XuyQiamYYdImIyCOtSsvF2v15UCkELLyzC3QapdwlEVEzw6BLREQeJ6e8Bs+uOggAeHhIO3SODZC3ICJqlhh0iYjIozidIh79Ig0VtXZ0jQvAg4PY/YyIrg6DLhEReZQDOSbsPl0GX40Sb93J7mdEdPW46wIREXmUzrEBWDWzH86UViE+2E/ucoioGWPQJSIij5McZUBylEHuMoiomePnQURE5BE++OUUDmSb5C6DiLwIgy4REclu+4livPTtYdy+aBvOlFTLXQ4ReQkGXSIikpWp2oZHv9wHABjXPRZxwb4yV0RE3oJBl4iIZPXsqoPIM9WiVbAvnrkpSe5yiMiLMOgSEZFsVqXlYPW+XCjPdj/z0/IaaSJqOAy6REQki9zyGjyz0tX97KHBbdE1LlDmiojI2zDoEhGRLD7dcRoVtXZ0jg3AQze0lbscIvJC/IyIiIhk8ffh7RHir8XgDmFQs/sZETUCBl0iIpKFQiFgWr8EucsgIi/Gt9BERNRkLHYH/vXjcVRb7XKXQkQtAIMuERE1mTfXH8PCH4/hnv/+BlEU5S6HiLwcgy4RETWJHadKsPiXUwCA+we0hiAIMldERN6OQZeIiBqdudaGR7/YB1EE7uwRi+EpEXKXREQtAIMuERE1uudWpSOnvAZxQb54dnSy3OUQUQvBoEtERI1q7f5cfLM3BwoBWHhnF/iz+xkRNREGXSIiajQOp4g31h8DAMwc3Bbd49n9jIiaDoMuERE1GqVCwIr7rsP0fgl4eEg7ucshohaGnx8REVGjCjP44JmbuS6XiJoeZ3SJiKjBHS+owLqDeXKXQUQtHIMuERE1KKvdib99noYHPt2Dj7ZlyF0OEbVg9Q66W7ZswejRoxEVFQVBELBy5Uq3+0VRxLx58xAVFQWdTodBgwYhPT29oeolIiIPt/DHYziUZ0agrxo3doyUuxwiasHqHXSrqqrQuXNnvP322xe9/7XXXsObb76Jt99+G7t27UJERASGDRuGioqKay6WiIg8228ZpXhv80kAwILbOyHM4CNzRUTUktX7YrRRo0Zh1KhRF71PFEW89dZbePrpp3H77bcDAD7++GOEh4dj+fLluP/++6+tWiIi8lgVtTY8siINogiM7x6DkansfkZE8mrQNboZGRnIz8/H8OHDpTGtVouBAwdi+/btFz3HYrHAbDa7fRERUfMzb/Uh5JTXICZQh3+w+xmRV/sl+xfM/GkmFu1bJHcpf6pBg25+fj4AIDw83G08PDxcuu+PFixYAKPRKH3FxsY2ZElERNQEDuaY8NWebKn7md5HLXdJRNRAPjr4Ef628W/IrcyVxsot5diSvQU7cnfIWNnlNco+uoIguN0WRfGCsXOefPJJzJkzR7ptNpsZdomImpnUaCP+O6UHjhdWomerILnLIaKrkF+Vj+8zvodTdOIvHf8ijX+f+T0OlRzCja1vRJR/FACgZ0RPPNnrSXQO7SxXuVekQYNuRIRrPVZ+fj4iI+uutC0sLLxglvccrVYLrVbbkGUQEZEMhiSFY0jSxX/XE5FnOVRyCHsK9qBXZC8kBiYCcAXdN3e/iRBdCKalTpMmKe9qfxcqrBVIDqpbkhThF4GJSRNlqb0+GnTpQkJCAiIiIrBhwwZpzGq1YvPmzejbt29DPhUREXmADYcKkGeqkbsMIroEm9OGg8UHsfbUWrfxJQeX4NVdr2JL9hZprH1QewyLH4a7k+6GQ3RI47e1uw2TUyYj1tD8PnGv94xuZWUlTpw4Id3OyMhAWloagoKCEBcXh9mzZ2P+/Plo164d2rVrh/nz58PX1xcTJ3p+6icioit3orACDy3fA61KgZUzr0frUH+5SyJq0WxOG06Wn4RGoUHrgNYAAJPFhAnfToAAAYNjB8NP7QcAuC7yOtQ6ahGnj5PO16l0eHPQm7LU3ljqHXR///13DB48WLp9bn3tlClT8NFHH+Hxxx9HTU0NHnzwQZSVlaF3795Yv3499Hp9w1VNRESystqdmL0iDRa7E70SgtAq2E/ukohaFIfTgUxzJuIN8VApXHHuvX3vYfH+xbit7W144foXAAAhuhAkBSUhSBcEk8UkBd2xiWMxNnGsbPU3lXoH3UGDBkEUxUveLwgC5s2bh3nz5l1LXURE5MH+9dMxHMwxI8BXjX+O7wyF4uIXHBPRtRNFEWarGUatUbo9/KvhKKwuxP9G/w/tg9oDAJKDk6FX66Xge84Xo79o8po9RaPsukBERN7r98xSLNrk6n42/7aOCGf3M6IGI4oinKITSoUSALA1Zyse3/I42ge2x5KRSwC4JhVbGVqhwlqBvKo8KegOjBmIrRO2QiE06CVYzRqDLhERXbGKWhse+SINThG4vVs0buwYefmTiOiKvPLbK/g+43s8e92zGBo/FAAQ7huOCmsFTplOuW3X+vrA12HUGKVADOCCmVxq4F0XiIjIu/1n8ylkldYgOkCHebekyF0OUbOUX5WPWRtnYcLaCW7jtfZalNaWIr0kXRprbWyNL0d/iR/H/+jWkyDIJ8gt5NLFMfoTEdEVe+iGtqi02DEqNQIGdj8juqyNZzZi7am16BfdD7e3ux0AYNAYsDlrM0SIKK4pRoguBABwd9LdGNtuLBKDEqXzlQolOgR1kKV2b8CgS0REV8xHreRMLtFFOJwOLDu8DOkl6Xiuz3PwVfsCADJMGdhwegMUgkIKur5qX7xw/QuI08fBqDFKj9E2sK0stXszBl0iIvpTTqeI7w7mYVRqJJTcXYEIOZU52Jy1Gb5qX4xpOwaAa+b14/SPUVhTiLs63IWuYV0BAP1j+kMhKNAtvJvbY5w7jxoXgy4REV2SKIp4dtVBLNt5Bv3bZWHptF5u6wSJvN3R0qPYX7wf/aP7I8IvAgCQXpyOBb8tQFJQkltgnZA0AU7RiTDfMGksMTBRarFLTY9Bl4iILkoURTy/5hCW7TwDQQDGdY9hyCWv5XA6cMp0CgXVBegX3U8an79zPvYU7sFL17+EW9veCgDoGNIR/aP7o3NoZ7fHmN5xepPWTJfHoEtERBcQRREvf3sYH23PBAC8NrYTbu0SLW9RRA3EKTpx2nwaOpVOmqU9Xn4c49eMh16tx7YJ26Q3db0je0Or1MKgMUjnR/pH4t2h78pSO9UPgy4REbkRRRGv/XAUH2zNAAAsuL0jxveIlbkqoqsjiiLyqvIQ5R8ljb204yV8eexL3NfpPszqOgsA0CagDYJ8gtDa2NqtC9mDXR6UpW5qGAy6RETk5u2NJ6TOZy/emoIJveJkrojoyoiiCKvTCq1SCwCwOCwY9uUwlFnKsPnOzQjyCQLgWjerVWpRbauWzlUr1Nh0xyYuz/EyDLpEROSma1wgfNQKPDaiA+7p00rucogu6fxOYesy1uHVXa+iZ0RPvDbgNQCAVqmFUWtEha0CmaZMKeiOaTsG4xLHXdBJjCHX+zDoEhGRm37tQvDz3wch0qiTuxSii3r+1+exLWcbXh/4unRBmEFjQHFNMQ6XHHY79r1h7yFUFwqNUiON+ah8mrRekg9bABMRET7dcRrHCyqk2wy55AkyTBl4fPPjmLNpjtt4QVUB8qrykF5c1yq3S1gXfDLqE3wx+gu3Y6P9o91CLrUsnNElImrhPtqWgXlrDiHYT4MfHhmAEH+t3CVRC7Th9Ab8fOZnjEwYiQExAwAAKkGF7zO/h1qhhs1hg1rpajt9X6f7cG/qvUgOTpbO91X7oktYFzlKJw/GoEtE1IJ9uuM05q05BACY0CsOwX6c+aLGVWOvwZqTa3C87Die6v2UtC52d8FurDm1BkatUQq6MfoYzOk+B+2D2gPnLZ9loKUrxaBLRNRCfbErC8+sPAgAuH9Aazw6PJEX41CDyqnMwW95vyFYFyyFV6WgxCu/vQKb04YpKVMQo48BANwQewOMGiP6RPWRzhcEAfem3itL7eQdGHSJiFqgr3Zn44mv9wMApl2fgLmjOjDk0jU5ZTqF9OJ0DIodBL1GDwDYlLUJr/z2CgbGDJSCrkapwbjEcfBX+0OtUEvn94rshV6RveQonbwYg+55RKcIQcFf9ETk3X4+UojH/rcPogjcc108nr05iSGXrpgoisiuyEappdStBe5DPz2ErIos/GfYf9A3qi8AoHNoZ/SM6HlBq9ynej/VpDVTy8Wge56Cf+2BoBCgjvaHJkYPTYw/1BF+EFTcnIKIvEf3VoHoHBuADhF6PH9LCkMuXZIoiiioLoBOpZM6hW3N2YoHf3oQrY2tsWrMKunY7uHdEaILcTs/NSQVH474sElrJjofg+5Zzlo77AWuDim2vCpU/17gukMpQB3pB83Z8KuO0UMd5gtByT8MRNQ8GXzUWDa9N3xUSij4KRadx2QxSYEWAB7b8hh+yPwBz173LO5ofwcAIDk4GRqFBv5qf9iddqnpwovXvyhLzUR/hkH3LEGrRMSTvWDLroA1uxLW7ArYcirhrLbDll0JW3Ylqnbmu45VK1zhN0YP/37RUAVx42ki8mw/HS5ARnEVpvdvDQDw1fDXf0vnFJ1QCK5PLIuqizDh2wkot5Rjx8QdUniN08dBKShRVFMknResC8aOiTukrb6IPBl/050lCAJURi1URi10Ka6PXkRRhKPMAuvZ8GvLroA1pxKixQHrmQpYz1TAr0+k9BjV+4tgzaqALiUY2lbGSz0VEVGT2nysCH/9dA+sDidig3wxIiVC7pJIRt8c/wb/2f8fDIsfhkd7PArAFV6rbFWwOqw4Yz6D1gGuN0RTU6fivk73XdBJjCGXmgsG3T8hCAJUQT5QBfnAt1MoANcFa/aSGtiyK2HNrYQquK57UE16CWr2FUHhq5KCrsNkQeWvea71vjF6KI0arocjoiaz7UQx7lv6O6wOJ0alRuCGDmFyl0RNRBRFPLvtWewr2ofFwxYj0t81MSMIAnIqc3Cg+IB0rEJQ4KORHyFGHwM/tZ80btAYmrxuoobEoFtPgkKAOtQX6lBf+HZ1/4Ph2zEECp0K2jYB0pjljBkVm7Kk2wp/tWutb7Q/NLF6aKL9odRzg3Yiang7TpXgLx/vgsXuxNCkcPzrrq5QK3lxrTc6WnoUnx7+FHqNHo/3fByAK9AeLTuKTHMm0kvSpaDbL7ofFg9b7NZVDICrKQORl2HQbUC61BDoUt2vOFUatfDrGeFa81tQBWelDbVHSlF7pPS8YzRQn93lQRPt+l+FLz8WIqKrtyuzFNM+2oVamxOD24finUldoeEOMl5hfeZ6/Jr3K8a2G4vUkFQAQKWtEitPrESYb5gUdAHgoS4PQSEo0DmsbnuvEF3IBbsjEHkrBt1Gpo0zQBvn+uhHtDlgzauCLcu11teaXQl7UTUcJiscphLUppcAAJQBWkTOrds025pbCVWQDxQ+/M9FRJdXaK7FvUt2odrqQP92IVh0d3doVUq5y6J6qrRW4qczPyG/Kh/3d75fGl+XuQ4bTm9ArD5WCrpJQUm4r9N9SAlOgSiK0hK5gbEDZamdyFMwOTUhQa10C74A4LTYYcupgjWn7oI3dZS/dL8oiij+4ACc1XaEz+4GdYRr7ZSj0gpBo4RCwz9eROQuzOCDvw1ph5+PFuL9yT3go+bvCU+XV5mHvYV7Ea2PlporVNur8cy2Z6AQFLgn+R74qn0BAMPjhyNGH4NuYd2k833VvpjVdZYstRN5MgZdmSm0KmhbG6FtXbdLg+gQpf/vrLJB0CgBiwOqkLoL38w/nEbV7/lQh/tCHa2HJta17EEdyQYXRATMGNAa917fCiquyfUooigiryoP6SXpuCH2BigVrjchnx/9HB8e/BDjEsdJQTfMNww3xN6AaH00LA6LFHRHJozEyISRsn0PRM0Jg64HOr8ZhdJfg8i5veCssbsFWHtZLSACtvxq2PKrUb37vAYXEX7Sel91jD/U4b4Q+MeOyKsdzjPj9R+O4q27usDg41rjz5Arv8LqQlRaK6XtupyiE2NWjUGNvQbf3PIN2ga2BQB0Ce2CTiGdEKePczv/Xzf8q8lrJvImDLrNhELn/p8qdHpHOEwWV3OL85Y9OKvtsOVUwpZTiSq4GlxApYAmyg/+10fDt3OoDNUTUWM6XlCBuz/YiZIqKxZ8dwQLbu8od0ktUlltGXxUPtCpXJ++rTm5Bk9tfQq9I3vjg+EfAACUCiU6hXSC2WpGpa1SOndw3GAMjhssS91E3oxBtxlTGrXQGbXQpQQDOK/BxXnB15pd1+BC7OGQzrXmVKJ8zUn4tAuEYUjcpZ6CiDzcyaJKTHjfFXJTow2YO6qD3CW1CBaHBVqlVrr9wI8PYFvONvzf4P+TAmtiYCIUggI2h83t3PeHv8/91ImaCIOuF3FrcNHxvAYXpbWwZVdA06ruIjhrlhnWTLNr/e95Sj47AlWgVlr3qzRq+QuZyENlFldh4vs7UFxpQVKkAZ/+pTeMOm5N2JhOlZ/Cwz8/DLvTjnVj10njoTrX79wzFWeksbYBbfHrhF+ltbXn8HcqUdNh0PVygkKAOkQH9XkXsgGAT4cgBI5XQuFb9xJwVFhRs6/I7TiFn1rq6qaJ9ocmRg+lgQ0uiOSWVVqNCe/vQIHZgvbheiyb3hsBvvy32ZCWH16OL499ibHtxuLu5LsBuC4QO20+DQAory1HgE8AAGBW11l4vOfj0Gv00vlKhRK+Ct8LHpeImg6DbgulCvCBqrt773JBrUDAbW1hy6l0NbjIr4azyobao2WoPVomHac0aOqCb6we2gQDBG5fRNRkRFHErM/2Is9Uizahfvh0em8E+THkXi2Lw4IFOxfgcOlhfDzyY/ioXL8bq2xVOFF+AvuL90vH+mv88eGID9E2oK0UcgFXACYizyOIoihe/rCmYzabYTQaYTKZYDCwx7acRJsTtvwqWM+u9bVmV8BeWA384RUTMbcXVAGutWqW02aINqeruxsbXBA1mhOFlXhm5QH8311dEWbwufwJBAA4WHwQK0+sRIx/DKamTgXgeuMw6ItBKK0txac3fipt73XafBoZpgykhqSykxiRB6lPVmQSoUsS1ApoYvXQxNZ9FOe0OmDLrZQudrOXWaA01s0kVWzKQu3hUhhvbg19v2gAruYW9qIaqKP8odBy5pfoajmdIhQK1/rOtmH++Py+PjJX5NnWZ67H3sK9mJQ0CTH6GABAdkU2VhxdgdTgVCnoCoKAR7o/An+1PxKMCdL58YZ4xBvi5SidiBoIgy7Vi0KjhLaVEdpWxoverzRqoQzUQhNT192t9mgZyr48BgiAKsxXWvKgjvaHJtIfgpp7fRJdTlGFBfd+9BvmjkxCv3acXTyf2WrGr7m/otJaibGJY6XxTw59grSiNCQHJ0tBt0tYF0xJnoLOYZ3dHmNM2zFNWTIRNREuXaBGV/lbHip+PAOH2XrhnQoB6ghfaGJczS000XqoI9jgguh8JZUWTHh/B44VVKJ1iB/WPzKgxTaDKKouwoHiA2hlbIXWRlcThvSSdNy19i4YtUb8cucv0q4Gnx76FFkVWbi59c3oGMq9hYm8BZcukEfx7xUJ/16RcJitrvW+OXV7/DqrbLDlVsGWWwX8dvYElQBdSgiCJ9TtByqKIrfkoRaprMqKSR/sxLGCSoQbtPhwas8WE3JLakpwovwEekf2lsYW7l6INafW4MHOD+KvXf4KAEgMSESnkE5oH9QetY5aqWHDuZ0SiKjlYtClJqM0aKBLDoYu+bwGFyYLbGcvdHNd8FYJsdYOQVEXakWHiLwFO6EK0SH47iQo/Xl1ObUMpmob7vlwJ47kVyBUr8XyGdehVYif3GU1CpPFhBp7DSL8IgC4liMM+mIQAGDrXVth1LqWS3UO7YyjZUdh0NbN4qiVaiy7aVmT10xEno9Bl2QjCIJrm7MAH+hSXWsORVGEo7QW5y+osRdVw1lpg83qhMK3bjP8spUnYC+shjr2vD1+A9nggryDudaGyR/uxMEcM4L9NFg+vTfahPpf/sRmoMpWBa1SC5XC9Sfo00Of4tVdr+Lm1jdjQf8FAACDxoB4QzwUggKF1YVS0L2zw524s8OdstVORM0Lgy55FEEQoAp2b26hCvNF+JzucJTVus30Wk6Uw15cA8spkzSm8FW5NbfQxLi6uxE1N//9JQP7sk0I9FVj2YzeaBeuv/xJHsgpOqEQ6pZaTPl+CvYW7sVnN32GlJAUAJB2NiitLXU795tbvoFayU5vRHT1GHTJ4wkKAeowX6jD3DsMBU3sIDW3sGZXwpZfBWe1HZZjZbAcq2twodBroInxhybaH7qOIVCHe+dHv+RdHrqhLQorLJjUOw4dIprfhbn7i/bjhV9fgJ/aDx+P+lga16l0ECHiWNkxKej2iuzltjzhHIZcIrpWDLrUbGmi/KGJ8odfT9eaPtHuhC2vCtacs8E3uxK2wio4K6yoPVyK2sOlUAXrpKBry69CzZFSaFsZLrldGlFTqrU5oFEqoFAIUCsVWHB789gp4OP0j7EuYx2mdZyGYfHDALiWHhwtOwqtUgub0wa1whVa5/aaC3+Nv1sDBq1SC62Sn7wQUcNj0CWvIagu0eAiz9XdzZZdCU1c3X21x8pgXpcJXUqwFHRFUUTl9lxoIv2gjvaHQst/ItQ0am0OzFj6O2ICdXh5TEepMYQnMVlMWLRvEc6Yz+CdIe9I6+GzK7JxsOQg9hXuk4JunCEObw1+CynBKVAJdf+OWhlbyVE6EbVQ/CtOXk2hUUIbb4A2/sKPflWhOug6hUDbJkAac5RZYFpzynVDcB2jObvmVx2jhybKD4Ka3d2oYVnsDjzw6W78crwYvhol/tKvNdqGyXvhWVphGn468xPaB7XHza1vBgD4qHyw4sgK2EU78qvyEekfCQC4te2t6B7RHV1Cu0jnKwQFhsQNkaN0IiIJgy61WLqkYOiSgt3GRLsTPinBsGVXwGGywl5YA3thDar3FLoOUADqcNdsr+bsbg/qCD8Iqpaxryk1PKvdiZnL9mDT0SL4qBX4cGrPJg25oihi45mNSC9Jx72p90KvcX3qsb9oPz5K/wiDYwdLQVer1GJWt1kI1YXCX1NXY2pIKlJDUpusZiKiK8XOaESX4KiwujW3sGZXwFlpu/BAlYCoZ66Dwsf1vtFRaYVCp4ag9LyPnsmz2BxOzFq+F+vS86FVuULu9W0br72v2WpGWmEabE6b22zryK9GIqcyBx8M/0BqznC45DC+Ov4VekX0wvBWwxutJiKi+mJnNKIGoNRroOsQBF2HIABn9/g1W92Cry2nEoJWKYVcAChdcRTWTDOC7mxftz+w3QkoBLft0ahlszuceGRFGtal50OjVGDx5B4NGnLLa8txqOQQ2ga2RZhvGABgT8EezNo4C20D2roF3eGthsNsMbvtepAUnIRngp9psHqIiOTAoEt0hQRBgMqohcqohS6lrsGFs8p9ltdeXAPR5oQy0Ecaq9pdANN3GWfX+vpDE312j98gHza4aKEO5Jiw7mA+1EoB793TDQMTQ6/6sSqtlThTcQbJwcnS2GNbHsOOvB14rs9zGJc4DgCQEpyCNsY2SA1JdWurPaf7nGv7ZoiIPBSDLtE1EAThgpbEEY/1hL2kBqqguqBry62EaHHAcsrk1uBC0Klce/yed8Gb0qhh+G0BusYF4t1J3SACuKFD+BWfV2OvgdVhlWZfT5tP4+ZvboZOpcOvE36FUuG6WDI1JBW5lbkQUPdaCvUNxcoxKxvy2yAi8mhco0vUBESHCHtRtdTcwppdAVteFeC48J+fwl8NTYweuuRg+PWKkKFaaixOp4iyaiuC/a9sz1irwwqNsu6N1KJ9i/DevvcwJWWKNAvrcDrQ97O+CNAG4ONRHyPCz/Wa+WNHMiIib8E1ukQeRlAKUEf4QR3hB78erjHR7oStoFra49eaXQFbQRWclTbUHimF0qCRgq5od6L0syNQx/hD3z+Guzw0Q6Io4rnV6fj5aCE+m3EdYoN8L3msw+nAPd/fg8Olh/HD2B+kNbZhujA4RSeyK7KlY5UKJX4c/6O0W8I5DLlERAy6RLIRVApool2tieG60B2izQFrXhVs2ZVQR9QFIVteFWrSS2DJNEE/KFYar9iSDYg4u+7X3+2iOPIcoijihbWH8MmO0xAEYF92uRR0d+TtwNt730aMPgav9H8FgCu81jpqYXfacajkkBR0h7Uahv4x/aXb5/wx5BIRkQv/KhJ5EEGthDbOAG2c+0cxSoMGxpsSIDpEt/W7ldty4DBZpdvnGlyoo/2hifGHOsofCg0bXMhJFEUs+P4IlmzLBAAkJu5CTEQ0gCgAgFJQYl/RPhRWF7qd92LfFxHgE4AovyhpzKAxwKDhki4ioivV4EF33rx5eP75593GwsPDkZ+f39BPRdRiKI1a6PvHuI2JThF+faKk7c4c5RbYi2pgL6oB9p4NTQKgDveFOloPTaxrtwd1JBtcNLbC6kIsP7wcJosZOvMdWLzF1W2vS/IhnBS/wr6iBHQJ6wLAtRPCK/1fQUpwittjpISk/PFhiYionhplRjclJQU//vijdFup5IwSUUMTFAIM5y1jcFSea3BRefaitwo4K2yw5VfDll+N6t0FAIDgu5Ok/X3t5RY4q21Qh/tCUDL8Xo20wjRsy92GrmFd0TeqLwDXhWD/PfhfWIuGwVJ8EgDwwq0paBMXgOKaRPSM6Cmd76v2xU2tb5KldiIib9coQVelUiEiovlcLS6KIsSaGrnLILomggLQxvpAG+sDwBVkHRVW2HKrYc2tgi23GrbcKqiCVXBWVwMAqnbkoWJTLnSdghA4JgGAa6bYXlILVbAPG1ycx+60Y2fh7zhSdgT3dpgsXez148l1+PjYMtzRZiyuC+gCAAiFHncmTMSa3BQUAHh6eFvc3TkMQBgQ6Hq8c/8NiIi8gaDTeeTWmI0SdI8fP46oqChotVr07t0b8+fPR+vWrS96rMVigcVikW6bzebGKOlPiTU1ONqte5M/L5EcTJ/V/X9N0i3QtB6CsmWLUPjCTwAAhT4SfkOeh2irhcN0Bs7yTDjKTsNRngmxqkimqptWtQY4FSlA4RSRnOUacwjA7EeVsKoFJMz6N6JLXeMxCQIGJQuI+foLHD26QnqMsQCGaPzwW0Qy+q3chaNN/20QETWZ9nt2Q/C99G4ycmnwoNu7d28sXboUiYmJKCgowEsvvYS+ffsiPT0dwcHBFxy/YMGCC9b0ElHTsB5eDevhNYCibnmR4BsM0W6BoPaBKiQRCEmU7hOtVXCUn4aj/DSc5afhKMuEWFMqR+kNplYNZIYDcUWA79n33NuSBbw/SonOp5xIXuEEAChFoNcxEfjD1uOdM0R0zqgbO+MfhrhK1xrpAGsVhp/Z1TTfCBERXaDRG0ZUVVWhTZs2ePzxxzFnzoVtJi82oxsbG9ukDSO4dIHInegUYS+uhS23Cta8ateyh/zqize48FVBHe2HoDvbePxSB4vDgsKaIsT6113YN/aHiThhPol/93sDAyL7AQAOlR3G3399CteF9cQ/ejx1xY+/dFc2nv/+OF6+uT3u6hZ1+ROIiLxEUy5d8KiGEX5+fujYsSOOHz9+0fu1Wi202ivrEtRYBEHwyOl2Ijkp/f2gbVX3KYzocMKWXw1rznkNLvKr4ay2w2GyQenvJx1b8ukhiE7AODwe6gi/iz18o7M5bbA77dCpdABcF43du+5eRPhF4Pux30vHJYemwGyvQLVgh+Ls74FU3+5YN+6Hej3f8p1nMO971++57Mq6xyIiIvk0etC1WCw4fPgw+vfv39hPRUSNSFCe1+Cil2vsXIML0eKQjhMdImqPlkG0OWEc2Uoar9pdgNojpa79faP10MQ0XIOLP7a7feP3N7D88HI80v0R3J18NwAgwZgAu2hHtb0a1bZq+KpdQfS5Ps+5tdm9Gl/8noWnvjkAAJjRPwGPjWh/TY9HREQNo8GD7t///neMHj0acXFxKCwsxEsvvQSz2YwpU6Y09FMRkczONbhwHwRC/pIKa3YlVCE6abj2eBlqDhSj5kCxNKYK0Z3t6uba57e+DS4qrBV46KeHcKL8BH6+42cpsPqqfWF1WnG8vO6TJKPWiB/H/Ygw3zC3j9euNeR+szcbT3y1HwAwtW8rPHVjkkdeeUxE1BI1eNDNzs7GhAkTUFxcjNDQUFx33XXYsWMH4uPjG/qpiMgDCQoB2lZGaFsZ3cb9+0ZBE+kH69llD44yC+zFNbAX16Am7exuDgKgCvOFJsY146ttbYQ63LX0YXPWZnxy6BN0Cu2Eh7s97HpMtT9OmU7BbDXjWNkxpIakAgDGthuLmxJuQqw+1q2GcL/wBv1e1+zLxaNf7IMoAndfF4fnRicz5BIReZAGD7qff/55Qz8kEXmBP7Y2dlTZpK5u1hxX+HWarbAXVMNe4GpwIfYyIPb2zgCA6upKBB5WIdt0EmJXVytkQRDw2oDXEO4bjnhD3ZvpMN+wJvmejuZXwCkCd/WMxQu3pDLkEhF5mEZfo0tEdDFKPzUKomuxqvZbIBj46+S/wmG2wJpdiRU/L4Wx1AehAW1wbk62qyMFHfMNcFYp3AJl16oOUCo1UKDpO7s9OjwRqdFGDE8Oh8LDd5wgImqJGHSJqEmkFabh94Lf0TeqL5KDkwEAJTUleDftXQT5BOGBzg9AadBCl6xFiE87VFmrkBCTIp0fqAuEuW0FlMa6XVpEUUTpZ0fgrLZD0CigjvKXlj2oo/2hCtY1+JZnu0+XISXKAB+1EoIgYGRq8+kCSUTU0jDoElGDsjls2Fe0D5nmTIxLHCeNf3bkM3yX8R0cTocUdBODEjG69WikhKTALtqhFtQAgJtb33zB42oTjAid3tFtTLQ4oAr3hS2nCqLVAWumGdbMuu6Kgo8Smmh/qGP0rh0jYvRQBmqveonBlmNFmL70d/RsFYgPJveErh4XzhERUdNj0CWiq1Zrr8WR0iPQqXRoH+TaUqvSVol7f7gXADC81XAYNK51uddHXw+n6ETbwLbS+VqlFvP7z7/q51f4qBB2f+ezDS5qYM2qgO3sel9rbhXEWgcsJ02wnDTVneOrQsi0VGhi9ABc+wMLyssve9h+ohgzlv4Oq90Jf60KKiWXKhAReToGXSK6IjaHDcfKjyExMBFqhWvm9b8H/4v39r2HW9vcipf6vQQACPQJRLewbgj0CUSltVIKure0uQW3tLmlUWoTFALUYb5Qh/kC3V07K4gOJ2wF1a7mFjmui95s+VVwVtuhDPSRzjVvOIOq3QUwDI6Ff9+LdzPbeaoEf/n4d1jsTgzpEIZ/T+gG9RWEYyIikheD7nlqbQ74qPlRJJHdaUe5pRwhuhAArrWww78ajuKaYnxx8xdICk4CAKQEpyDIJ0hqvnDOx6M+bvKa/0hQKqCJ8ocmyh9+cK2jFW1O2AqrofRTS8dZcyrgrLAC583QWrMrUPLpYWhi/FHop8ScPZmosTkwMDEU797dDRoVQy4RUXPAoHuWwynijv/8irZh/njqxiSE+MvblpioqThFJxyiQ5ql3ZK9BY9uehTJwclSYBUEAW0D2sLqsKKopghJcAXdATEDsOmOTc1mWy1B7erudr7ge5Jhy6uCKqhulteaUwlHuQU15RboAYhwoF/bEPznnu7QqvhmmIiouWDQPeu3jFIcyDFhf7YJPx0uxOMj22NCzzhuGURe7aUdL2HtqbV4vu/zGNFqBAAg2j8atY5anKk4A1EUpRD75qA34a/2dwu157fdba4UGiW08e7d3Xy7hEIVokPhsVJs2JKJTklhWHhXV37iQ0TUzDT/v1INpE+bYHz1175IjjTAVGPD098cxO2LtiM913T5k4k8XH5VPu7fcD9uW3Wb27goiqiyVeFQySFprJWhFVaPWY2fxv/kFmr1Gn2zmbm9Wtll1fhkx2kotCr4tAlA3KjWGPr33nhvcg/usEBE1AwJoiiKchdxPrPZDKPRCJPJBIPBcPkTGpjd4cTSX0/jzQ3HUGmxQyEAU/q2whMjO3A2h5qFDac3YOWJlegf3R93dbgLAFBjr0Gf5X3gEB34cdyPUivcTFMmrE4rWhtbQ6VouR/wWO1O/HdrBv7vp+OosTnwvwf6oEerILnLIiKii6hPVmy5f9kuQaVUYFq/BNzYMRIvfnsI3+7PQ1pWOTS8wpo8jMPpwIcHP0R6STpe7vcy/NR+AICcihxsyd4CrVIrBV2dSodX+r+CWEMsgnR1Aa6VsZUcpXuUnadK8MzKgzheWAkA6JUQhABfjcxVERFRQ2DQvYQIow/emdgNd/QoQpheK63VrbbaUVRhQXywn8wVUkuSZc7CT2d+gp/GD+MTxwMAlAolVhxdgYLqAkwqmYSeET0BAP1j+kOtVKNrWFe3xxiZMLLJ6/ZkJZUWzP/uCL7akw0ACPLT4Okbk3B7t2ivX6JBRNRSMOhexsDEULfb//fTCXy4LQMzB7XF/QNbczkDNbiDxQeRVpiGwXGDEe0fDQA4Vn4Mb+x+A+0D20tBFwAmJ0+GCBEx/jHSWJuANmgT0KbJ625OnGd3WTlZVAVBACb0isPjI9pzJpeIyMsw6NaD0yniWEEFrHYnFv54DCvTcvDCrSno3y708icT/YHNYcPRsqMoqCrAkPgh0vibu9/Ervxd8FP74bZ2rovHUoNTMSx+GDqFdHJ7jMkpk5u0Zm+hUAh4cFBb/HdrBl66LRXd4gLlLomIiBoBL0arJ1EUsXZ/Hl5cewiFFRYAwM2dIvHszckIN/hc5mxqqWxOG06Vn4K/xr9ulrbsGMauHgtflS9+nfirtFXXBwc+wL7CfRjffjwGxAyQs2yvUVFrw5sbjqFHfBBu6hQJwPVv2eEUoeL6eyKiZqU+WZG/4etJEASM7hyFnx4diKl9W0EhAGv352HIG5vx85FCucsjD+BwOpBhynAbm79zPsatGYevjn0ljbU2tkakXyS6hnVFhbVCGp/ecTr+PeTfDLkNwPXGNBdD39yMJdsy8cLadNTaHABc/5YZcomIvBuXLlwlvY8a825JwbjuMXh65UGcKKhAh0i93GVRExNFEdX2amnHA6vDikErBqHCVoGf7/hZaqGbFJQEf7U/7KJdOlelUGH9uPWy1N0SZBZX4R+r07HlWBEAID7YFy/emsp19URELQiD7jVKjTbi67/2xbGCCkQaddL4F79nYURyBIy+ahmro4Z0bpXPuSvyvzv1HV7a+RL6RvXFPwf+EwCgUWoQ5hsGe5UdWRVZUtC9re1tGJc4zis6iXm6WpsD/9l8Cu9sOgGr3QmNUoG/DmqDvw5qw5BLRNTCMOg2AKVCQFJk3RqRrceL8fj/9uM1/yN4+qYkjOnC7Yqau6e3Po2tOVvx1uC3pG27gnRBqLBW4FjZMbdjFw9fjGCfYCgVdaFKreQbnqayL6scC390/Tfp3y4EL9yaioQQbgdIRNQSMeg2Ap1GgbZh/jhRWIlHVuzDil1ZeGlMKtqGcWmDpztlOoW3dr8Fh+jAO0PekcbNFjNKa0uRXpwuBd1OIZ2w4uYVaBfQzu0xwnzDmrRmcnU206hcs+W9WwfjL/0S0DUuADd1jOSbTCKiFoy7LjQSq92J9385hX9vPI5amxNqpYAZ/Vtj1g3toNPw41NP8H3G99hwegNuan0ThsS5tvfKrczFiK9GQKVQYefEndAoXfuqHiw+CKfoRGJgInxU3F3DUzicIj75NROLNp/ENw9ej6gA3eVPIiKiZo27LngAjUqBmYPbYsMjAzGkQxhsDhHvbjqJyR/uhIe9t/B6NfYaLE1fime3Pev2sz9QfAAbTm/Ab3m/SWORfpGY22suPhj+gdt62tSQVHQK7cSQ60HSsspxy9tbMW/NIRSYLfhkx2m5SyIiIg/DpQuNLDbIFx9M6YH1hwrw/Op0TO2bwI9SG9EZ8xlsy92GMF2Y1IRBpVDhX3v+BavTiukdpyPeEA8AGBo3FME+wbgu8jrpfEEQMClpkiy105UxVdvw2g9HsPy3MxBFwOCjwhOjOmBCzzi5SyMiIg/DoNsEBEHAiJQIDGgXCh913SzhqrQc5JtqMa1fAtTcz7PejpQewYHiAxgePxxGrREAsD13O+bvnI9+0f2koKtWqDExaSL81f7Qqeo+2u4W3g3dwrvJUjtdnVVpOXhx7SEUV1oBALd3i8ZTNyYhxF8rc2VEROSJGHSb0Plrc001Njy/5hBKq6z4ek8OXrotFT1bBclYnedyOB04ZTqFcks5ekb0lMYf2/wYMs2ZiPSLRL/ofgCAzqGd0S+6n9ssLQA82uPRJq2ZGsfhvAoUV1rRNswfL96aij5tguUuiYiIPBiDrkz0WhXmjuqABd8dxtGCCox/71eM7x6DJ29MQpCfRu7yZOMUnThjPgOD1oAgH1fw35G3Aw/8+ADiDfFYe9ta6djekb0R7hcOtaJu666k4CQsGrqoyeumxlFjdaCkyoKYQF8AwMND2iJMr8Xd18VLuywQERFdCnddkFlZlRWvrjuCz3dlAQACfNWYO7ID7ugRC4XCu9fyiqKI4ppihPqGSmOP/PwIfjzzI57s9SQmJk0EAJTVlmHkVyORHJyMxcMXuwVb8l4/HS7Ac6vTEeyvxdd/7Qull/97ICKiK1OfrMgZXZkF+mnwythOGN8jBk9/cxBH8isw9+sDSI02IjXaKHd5DcrmsEmNE4prinHbqttQbavGjok7pPG2gW3xS84vMFlN0nmBPoH4deKv7CrWQuSU1+D51elYf6gAAOB0isgtr0FskK/MlRERUXPDoOshuscHYe2sfvhoeybyTLVuIdfpFJv17O6Xx77EorRFGNFqBJ7o9QQAINgnGE7RCSecyKrIQuuA1gCAqSlTcV+n+y6YtWXI9X42hxMfbs3AWz8eR43NAZVCwF/6J+BvQ9rBV8NfVUREVH/86+FBVEoFpvdv7TZ2uqQKUz78DU+M7ICRqREevTWZKIp44pcnkFaYhg9HfIgYfQwAwEfpg6KaIhwqOSQdKwgCPr3xU0T5R0GrrLti3k/NVq0tUYG5FpP/+xuOFlQAAHq1CsKLY1LRPoLdBImI6Oox6Hq4RZtOIrOkGn9dtgeD2ofihVtSERcs/0e4h0sOY8nBJdBr9Hi2z7MAXOH1tPk08qrykF6SLgXd66Ovx9JRS9EhqIPbYyQYE5q8bvJMIf5aaNUKBPlp8OSoDhjXPcaj39QREVHzwIvRPFytzYF3fz6B9zafgtXhhPZsx7X7B7aGVtU0rYTXnlqLX3N/xfjE8egS1gUAkFaYhnu+vwchuhBsHL9RCiXbc7dDrVAjJTgFvmr5Azl5JqdTxMq0HIxKjZS23cssroJRp0ZgC951hIiILo8Xo3kRH7USc4a3x61do/GPVQex7UQJ3txwDCv35uClMano2zakwZ7LbDVjXcY65Ffl4+FuD0vjm7M2Y13mOiQYE6Sg2z6oPR7u+jBSglPcHqNvVN8Gq4e806FcM55ZeQB7zpTjZFElHhvhmulvFcJlK0RE1LAYdJuJNqH++PQvvbF6Xy5e+vYwThVXYVdm2VUH3SxzFn4v+B2x+lj0iOgBALA6rHhxx4sQIOAvHf8irZcd2WokEowJ6BPZRzpfp9JhRqcZ1/6NUYtRabFj4YZj+Gh7JhxOEX4aJcL0PnKXRUREXoxBtxkRBAG3donG4A5h+O8vGXhgUN2FawXmWoT4ay/Ya1QURWSYM5BenI5RCaOgUrj+k39z4hu8f+B93N7udinohuhCMCphFKL9o2Fz2ICzGx8MiR8itdMlqi9RFPH9wXy8sOYQ8s21AIAbO0bg2ZuTEWnUXeZsIiKiq8eg2wwZfNR4ZFiidNvucGLKh79BrRTw8PAwxIW6lhYAgAgRk76dhEpbJRIDE6XxrmFd0TOiJ9oFtHN77NcGvNZ03wi1CO/8fAL/XH8MABAX5IsXbk3BoPZhMldFREQtAYNuMyWKIgqqC2DQGJBZZEdOeQ0qau2YsaQc0VGn8N2M1jDq1FAICnQL7wazxYxaR610fv+Y/ugf01/G74Baitu6xeD9XzIwpU88HhzcFj7qprmIkoiIiLsuNBNVtiq3PWanr5+OnXk7sXDQQgyNH4rCilrM/eY3bDzk2oc0xF+LZ25Kwq1dogCAWzVRk9l2ohg7TpXg0eHtpbFKix3+Wr6vJiKia1efrMh2Ux7o/Pcep8pPYeiXQ3Hrylvdjonxj4FSUCKvKg8AEKb3wQf39MPH07qjdagfiistmL0iDZM+2Alzjb1J66eWqbCiFg9/theTPtiJf288gR2nSqT7GHKJiEgODLoe5JNDn+DGr2/ER+kfSWMRfhEoqilCYXUhymrLpPGHuz2MHRN34J7ke6QxhaDAwMQIfP+3/nhsRHtoVQrYHE7ofRgyqPE4nCI+3p6JIf/cjNX7cqEQgCl94pEcxU9kiIhIXkxAMrA6rHhu+3M4XHIYy29aLjVWsDqsyKrIQnpJunSsr9oXn476FK0DWrstXQjyCbrk42tVSswc3Ba3dI6C3SlCcXYnhkqLHbtPl2FgYmgjfWfU0uzPLsfT3xzEgRwTAKBTjBEvj+mIjjFGmSsjIiJi0G10+4r24atjXyFGH4P7Ot0HANAoNdiZtxNFNUU4UnoE3cK7AQBGtBqB5OBkJAcnuz1Gx9COV/XcsUHunckWbjiG/27NwMiUCDx3C7d2omtjtTtx39LdyDfXQu+jwuMjO2Bir7gLtrgjIiKSC4NuA1p7ai32FuzFlJQpiDPEAQAKqgrwzYlvkBSUJAVdAPh7j7/DX+OPxMC6bcJi9DGI0cc0Sm2iKEKjUkCpELAuPR9bjhfhkaGJmHp9K6iVXMFCV+bc+nFBEKBRKfDUTUn4+UghnroxCaF6rczVERERueOuC1ehvLYcW3K2oNJaiYlJE6XxKd9PwZ7CPXi538u4pc0tAIDC6kJ8fuRzdA7tjIGxA+UqWXI4z4xnVh7E7tOu9b4dIvR4aUwqerS69FIIIgA4UViJf6w6iDt6xGJM12i5yyEiohaqPlmRQfcycipzsL9oP9oGtEW7QFdzhSOlRzB+zXjo1XpsnbAVCsE1I/rF0S+QXZmNka1GXrD8wJM4nSK+3J2FBd8fQXm1DQDwyu0dcVevOJkrI09Ua3Pg7Y0n8J8tJ2FziIgJ1GHT3wdBxU8CiIhIBvXJily6cJYoisivysfx8uMYEDNAGl+UtgirTq7C/Z3ul4Jum4A26BnRE+0D26PWXitdTHZH+ztkqb2+FAoBd/aMw7DkCLzy/WGsO5iPG5LYqYou9PORQvxj9UFkldYAAAa3D8Xzt6Qy5BIRUbPAoHtWla0Kw78aDgDYfOdmaVeDrmFdccp0CqG6up0K1Ao1PhzxoSx1NqQgPw1eG9cZT4zsgGB/1/pKURRx87+3IipAh84xRnSMCUCnaCMC/TQyV0tNafvJYjz19QFkllQDACKNPnhudApGpISz+QgRETUbDLpn+Wv80TagLdQKNUprSqWgOzZxLMYmjpW5usZ1LuQCQK6pFum5ZqTnmrHhUIE0HhukQ6eYAIxMicDozlFylEkNqNbmQHquGQeyy7E/24T9OSZM6dsK91wXDwAI0GmQWVINlULAtH4J+NuQdvBj0wciImpm+JfrPP8b/T8oFUq5y5BViL8GX9zfB/vPBqADOSZkFFchq7QGWaU1iDL6SEHXXGvDP1YedM36xhiREmWAr4YvKU9VWFGLN344hv05JhwrqIDD6b48f19WuRR0E8P9sXRaL3SOCYDRVy1HuURERNeMqeQ8LT3kAq5mE70SgtAroW4XBlONDQdzTNifbUKPVoHS+MFsE1am5WJlWi4AQCEA7cL06BRjRKcYIwYkhiI+2O+C56DGY3c4cbywEgeyTdifU47WIf6Y1i8BAKBTK/HF7iycu/w0xF+DTmffpLi+AqTHUSkVGMDGIkRE1Mxx1wW6aqdLqrAqLffszG85CswWt/tfHJMqzRBml1Vj6/FidIwxIjFcz717G4jDKWJVWo40+56ea0KtzSnd36tVEL54oI90+/0tpxAb5IvOsUZEGHy43paIiJod7rpATSI+2A8PD2kn3S4w17oCV3Y59ueY0C0uQLrvl+PFePLrAwAArUqB5CgDOkUbpRnF1qH+7Kj1J0RRxJnSauzPNqHG6sAdPWMBuGbR5393BMWVdW8y/LUqpEYb0CkmAN3jA90eZ8aA1k1aNxERkZwYdKnBhBt8MCzZB8OSwy+4L9BXg+vbBmN/tgkVtXbsPVOOvWfKAZwGACyd1kv6qDy3vAZWuxPxwb4tdsYxz1SDfVkm7M8ux4Gzy0ZMNa49j8P0WinoCoKAcd1jYLE70CnGiI7RAWgd4gcF3zQQEREx6FLTGJkagZGpEXA6RZwurXYFuGxXgEvPNaFTjFE69uNfM/Gfzadg8FGh49m1o52ijegYY0R0gM7rwm9RhQXHCyrQt22INDZr+V78frZ73TkapQJJkXp0jDHCYndAq3KtKZ87qkOT1ktERNRcMOhSk1IoBCSE+CEhxA+3dnG1kXU6RbcZyFqrAxqVAuZaO7adKMG2EyXSfcF+GqybPQCheteWaLU2B3zUzeciwrIq69kZ2rpdLfJMtRAE4MC8EfA/u4VXt/hAVFkdZ/cyNqJTdADaR+ihUXFtMxER0ZXixWjkkWwOJ44VVOBAtgn7zl7sdiSvAv4+Kux9dpg0q/vXT3djz5kydIwOqAuFMQEI8oAGFxW1NvhqVNLa45fWHsIHWzMuOE4QgLah/njvnu5oE+oPwLUm19tmromIiBqCR1yM9u677+L1119HXl4eUlJS8NZbb6F///6N9XTkZdRKBVKijEiJMuKuXq6xWpsDOeU1bgEwPdeMArMFBeYC/Hi4rsFFTKAOPeIDsfDOLk0SGKutdhzKNbuaL5y9GO9UURXWze6PDhGuf4SxQa5W0a2CfdEx5mwwjzYiJdoozeSew5BLRER07Rol6K5YsQKzZ8/Gu+++i+uvvx7/+c9/MGrUKBw6dAhxcXGN8ZTUAvioldKM5znrZvfHoVyza9b3vICZXVaDYD+NW2C8/5Pf4aNWouPZ3R5SogzX3O3rx0MF+Of6ozhWUAHnRT4bOZpfIQXd27pFY0yXaDZgICIiaiKNsnShd+/e6NatGxYtWiSNJSUlYcyYMViwYMGfnsulC3StzLWuBhcOp4j+7Vw7OdTaHEh57ge3bmAKAWgb5o+O0QEYkBgirRk+3/lLKPafXVs7e0gihp7dWWLT0UJMXbILABCq156dpQ1Ap1jXbG3Iee2ViYiI6NrJunTBarVi9+7dmDt3rtv48OHDsX379guOt1gssFjq9gA1m80NXRK1MAYfNfq2CXEbUwgClkztecFFYMcKKnGsoBI2h9Pt4ri//28fMoqrcCjXDIvd6fZYe7PKpKDbLT4Qi+/pjs6xAQg3+DTNN0hERERXpMGDbnFxMRwOB8LD3fdSDQ8PR35+/gXHL1iwAM8//3xDl0HkRqNytbQ9v61tYUWttMVZclTdO8KMkip8vSdHuq3XurY5O7f7wflNGAw+agxPiWiab4KIiIjqpdEuRvvjxTSXuor8ySefxJw5c6TbZrMZsbGxjVUWkSRM74MhST4YkuT+psxHrcTfhyciNsgXHaONaBXMBgxERETNUYMH3ZCQECiVygtmbwsLCy+Y5QUArVYLrZbrGMlzRAfo8NAN7S5/IBEREXm0Bt99XqPRoHv37tiwYYPb+IYNG9C3b9+GfjoiIiIiootqlKULc+bMwT333IMePXqgT58+WLx4Mc6cOYMHHnigMZ6OiIiIiOgCjRJ077zzTpSUlOCFF15AXl4eUlNT8d133yE+Pr4xno6IiIiI6AJsAUxEREREzUZ9smKDr9ElIiIiIvIEDLpERERE5JUYdImIiIjIKzHoEhEREZFXYtAlIiIiIq/EoEtEREREXolBl4iIiIi8EoMuEREREXklBl0iIiIi8kqN0gL4Wpxr1GY2m2WuhIiIiIg8zbmMeCXNfT0u6FZUVAAAYmNjZa6EiIiIiDxVRUUFjEbjnx4jiFcSh5uQ0+lEbm4u9Ho9BEFosuc1m82IjY1FVlbWZfsmk/fj64HO4WuBzsfXA53D14J8RFFERUUFoqKioFD8+Spcj5vRVSgUiImJke35DQYDX7Ak4euBzuFrgc7H1wOdw9eCPC43k3sOL0YjIiIiIq/EoEtEREREXolB9yytVovnnnsOWq1W7lLIA/D1QOfwtUDn4+uBzuFroXnwuIvRiIiIiIgaAmd0iYiIiMgrMegSERERkVdi0CUiIiIir8SgS0REREReiUH3rHfffRcJCQnw8fFB9+7d8csvv8hdEjWxBQsWoGfPntDr9QgLC8OYMWNw9OhRucsiD7BgwQIIgoDZs2fLXQrJJCcnB3fffTeCg4Ph6+uLLl26YPfu3XKXRTKw2+145plnkJCQAJ1Oh9atW+OFF16A0+mUuzS6CAZdACtWrMDs2bPx9NNPY+/evejfvz9GjRqFM2fOyF0aNaHNmzdj5syZ2LFjBzZs2AC73Y7hw4ejqqpK7tJIRrt27cLixYvRqVMnuUshmZSVleH666+HWq3G999/j0OHDuGNN95AQECA3KWRDF599VW89957ePvtt3H48GG89tpreP311/Hvf/9b7tLoIri9GIDevXujW7duWLRokTSWlJSEMWPGYMGCBTJWRnIqKipCWFgYNm/ejAEDBshdDsmgsrIS3bp1w7vvvouXXnoJXbp0wVtvvSV3WdTE5s6di23btvGTPgIA3HzzzQgPD8d///tfaWzs2LHw9fXFJ598ImNldDEtfkbXarVi9+7dGD58uNv48OHDsX37dpmqIk9gMpkAAEFBQTJXQnKZOXMmbrrpJgwdOlTuUkhGq1evRo8ePTB+/HiEhYWha9eueP/99+Uui2TSr18//PTTTzh27BgAYN++fdi6dStuvPFGmSuji1HJXYDciouL4XA4EB4e7jYeHh6O/Px8maoiuYmiiDlz5qBfv35ITU2VuxySweeff449e/Zg165dcpdCMjt16hQWLVqEOXPm4KmnnsJvv/2Ghx9+GFqtFpMnT5a7PGpiTzzxBEwmEzp06AClUgmHw4GXX34ZEyZMkLs0uogWH3TPEQTB7bYoiheMUcvx0EMPYf/+/di6davcpZAMsrKy8Le//Q3r16+Hj4+P3OWQzJxOJ3r06IH58+cDALp27Yr09HQsWrSIQbcFWrFiBT799FMsX74cKSkpSEtLw+zZsxEVFYUpU6bIXR79QYsPuiEhIVAqlRfM3hYWFl4wy0stw6xZs7B69Wps2bIFMTExcpdDMti9ezcKCwvRvXt3aczhcGDLli14++23YbFYoFQqZayQmlJkZCSSk5PdxpKSkvDVV1/JVBHJ6bHHHsPcuXNx1113AQA6duyI06dPY8GCBQy6HqjFr9HVaDTo3r07NmzY4Da+YcMG9O3bV6aqSA6iKOKhhx7C119/jY0bNyIhIUHukkgmQ4YMwYEDB5CWliZ99ejRA5MmTUJaWhpDbgtz/fXXX7DV4LFjxxAfHy9TRSSn6upqKBTu8UmpVHJ7MQ/V4md0AWDOnDm455570KNHD/Tp0weLFy/GmTNn8MADD8hdGjWhmTNnYvny5Vi1ahX0er00y280GqHT6WSujpqSXq+/YG22n58fgoODuWa7BXrkkUfQt29fzJ8/H3fccQd+++03LF68GIsXL5a7NJLB6NGj8fLLLyMuLg4pKSnYu3cv3nzzTUybNk3u0ugiuL3YWe+++y5ee+015OXlITU1FQsXLuSWUi3MpdZkL1myBFOnTm3aYsjjDBo0iNuLtWBr167Fk08+iePHjyMhIQFz5szBjBkz5C6LZFBRUYFnn30W33zzDQoLCxEVFYUJEybgH//4BzQajdzl0R8w6BIRERGRV2rxa3SJiIiIyDsx6BIRERGRV2LQJSIiIiKvxKBLRERERF6JQZeIiIiIvBKDLhERERF5JQZdIiIiIvJKDLpERERE5JUYdImIiIjIKzHoEhEREZFXYtAlIiIiIq/EoEtEREREXun/AWlLvmeBGSq5AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y1 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"y2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"y3 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"y4 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(y1, '-', color='tab:red', label='y1')\n",
"plt.plot(y2, ':', color='tab:green', label='y2')\n",
"plt.plot(y3, '--', color='tab:blue', label='y3')\n",
"plt.plot(y4, '-.', color='tab:pink', label='y4')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4783f84c",
"metadata": {},
"source": [
"# plot with matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c3593416",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X2 = X[4:13,2:8]\n",
"Y2 = Y[4:13,2:8]\n",
"Z2 = Z[4:13,2:8]\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.contour(X2, Y2, Z2).clabel()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "a473e484",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'month': [1, 2, 3, 4, 5], 'weather': ['rainy', 'sunny', 'cloudy', 'windy', 'cloudy']}\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"month\": [1,2,3,4,5],\n",
" \"weather\": [\"rainy\", \"sunny\", \"cloudy\", \"windy\", \"cloudy\"]\n",
"}\n",
"print (data)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "a0c6f698",
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(data)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "d8b37d19",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1, 2, 3, 4, 5]\n"
]
}
],
"source": [
"m = list(df['month'])\n",
"print(m)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "60773b17",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[10, 10, 11, 12, 14, 15, 15, 16, 16, 18, 20, 20, 21, 21, 22, 23, 23, 24, 26, 26, 27, 29, 29, 32, 32, 32, 33, 33, 34, 35, 37, 37, 37, 38, 38, 38, 39, 40, 41, 42, 42, 42, 42, 43, 43, 44, 44, 44, 45, 45, 45, 45, 46, 47, 48, 49, 49, 50, 50, 50, 52, 52, 52, 52, 52, 53, 53, 53, 54, 55, 56, 57, 57, 58, 58, 58, 58, 59, 59, 60, 63, 66, 66, 67, 67, 69, 69, 70, 70, 72, 75, 75, 76, 77, 78, 80, 80, 80, 80, 80]\n"
]
}
],
"source": [
"x = [12,78,35,52,58,50,40,26,39,42,54,80,21,45,23,14,23,42,38,29,18,48,27,42,20,16,42,34,70,41,52,58,67,57,16,75,80,44,45,47,24,32,15,22,69,44,38,59,44,59,38,75,53,32,52,46,58,15,66,43,37,33,37,66,50,57,80,56,43,49,80,50,72,60,37,80,21,70,67,55,69,10,45,32,33,26,45,52,76,20,53,53,11,77,63,49,52,10,58,29]\n",
"y = sorted(x)\n",
"print(y)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "24ed10ee",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(x, bins=7, range=[10, 80])\n",
"plt.yticks(range(0, 25, 5))\n",
"plt.xticks(range(10, 90, 10))\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4dbca86b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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