{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 13. 넘파이 고급 사용법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.1\t numpy의 고급 수학 연산" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00000000e+00, 3.42020143e-01, 6.42787610e-01, 8.66025404e-01,\n", " 9.84807753e-01, 9.84807753e-01, 8.66025404e-01, 6.42787610e-01,\n", " 3.42020143e-01, 1.22464680e-16])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "A = np.linspace(start=0, stop=np.pi, num=10)\n", "B = np.empty(10)\n", "np.sin(A, out=B)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00000000e+00, 3.42020143e-01, 6.42787610e-01, 8.66025404e-01,\n", " 9.84807753e-01, 9.84807753e-01, 8.66025404e-01, 6.42787610e-01,\n", " 3.42020143e-01, 1.22464680e-16])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00000000e+00, 3.42020143e-01, 6.42787610e-01, 8.66025404e-01,\n", " 9.84807753e-01, 9.84807753e-01, 8.66025404e-01, 6.42787610e-01,\n", " 3.42020143e-01, 1.22464680e-16])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "A = np.linspace(0, np.pi, 10)\n", "B = np.sin(A)\n", "B" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sin(x, /, out=None, *, where=True, casting='same_kind', order='K', dtype=None, subok=True[, signature, extobj])\n", "\n", "Trigonometric sine, element-wise.\n", "\n", "Parameters\n", "----------\n", "x : array_like\n", " Angle, in radians (:math:`2 \\pi` rad equals 360 degrees).\n", "out : ndarray, None, or tuple of ndarray and None, optional\n", " A location into which the result is stored. If provided, it must have\n", " a shape that the inputs broadcast to. If not provided or None,\n", " a freshly-allocated array is returned. A tuple (possible only as a\n", " keyword argument) must have length equal to the number of outputs.\n", "where : array_like, optional\n", " This condition is broadcast over the input. At locations where the\n", " condition is True, the `out` array will be set to the ufunc result.\n", " Elsewhere, the `out` array will retain its original value.\n", " Note that if an uninitialized `out` array is created via the default\n", " ``out=None``, locations within it where the condition is False will\n", " remain uninitialized.\n", "**kwargs\n", " For other keyword-only arguments, see the\n", " :ref:`ufunc docs `.\n", "\n", "Returns\n", "-------\n", "y : array_like\n", " The sine of each element of x.\n", " This is a scalar if `x` is a scalar.\n", "\n", "See Also\n", "--------\n", "arcsin, sinh, cos\n", "\n", "Notes\n", "-----\n", "The sine is one of the fundamental functions of trigonometry (the\n", "mathematical study of triangles). Consider a circle of radius 1\n", "centered on the origin. A ray comes in from the :math:`+x` axis, makes\n", "an angle at the origin (measured counter-clockwise from that axis), and\n", "departs from the origin. The :math:`y` coordinate of the outgoing\n", "ray's intersection with the unit circle is the sine of that angle. It\n", "ranges from -1 for :math:`x=3\\pi / 2` to +1 for :math:`\\pi / 2.` The\n", "function has zeroes where the angle is a multiple of :math:`\\pi`.\n", "Sines of angles between :math:`\\pi` and :math:`2\\pi` are negative.\n", "The numerous properties of the sine and related functions are included\n", "in any standard trigonometry text.\n", "\n", "Examples\n", "--------\n", "Print sine of one angle:\n", "\n", ">>> np.sin(np.pi/2.)\n", "1.0\n", "\n", "Print sines of an array of angles given in degrees:\n", "\n", ">>> np.sin(np.array((0., 30., 45., 60., 90.)) * np.pi / 180. )\n", "array([ 0. , 0.5 , 0.70710678, 0.8660254 , 1. ])\n", "\n", "Plot the sine function:\n", "\n", ">>> import matplotlib.pylab as plt\n", ">>> x = np.linspace(-np.pi, np.pi, 201)\n", ">>> plt.plot(x, np.sin(x))\n", ">>> plt.xlabel('Angle [rad]')\n", ">>> plt.ylabel('sin(x)')\n", ">>> plt.axis('tight')\n", ">>> plt.show()\n" ] } ], "source": [ "import numpy as np\n", "np.info(np.sin)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5]\n", "[ 0 1 4 9 16 25]\n" ] } ], "source": [ "import numpy as np\n", "A = np.arange(6)\n", "print(A)\n", "print(np.power(A, 2))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.000 0.342 0.643 0.866 0.985 0.985 0.866 0.643 0.342 0.001]\n" ] } ], "source": [ "A = np.linspace(0, np.pi, 10)\n", "B = np.sin(A, dtype='float16')\n", "print(B)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.000 0.342 0.643 0.866 0.985 0.985 0.866 0.643 0.342 0.000\n" ] } ], "source": [ "B = np.sin(A)\n", "print(' '.join(format(x, '5.3f') for x in B))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 발생자는 곧 반복자이다!!!\n", " - 즉, 발생자에게 next() 호출이 가능하다." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0.000', '0.342', '0.643', '0.866', '0.985', '0.985', '0.866', '0.643', '0.342', '0.000']\n" ] } ], "source": [ "B = np.sin(A)\n", "C = (format(x, '5.3f') for x in B)\n", "print(list(C))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "np.set_printoptions(formatter={'float': '{: 0.3f}'.format})" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.000 0.342 0.643 0.866 0.985 0.985 0.866 0.643 0.342 0.001]\n" ] } ], "source": [ "A = np.linspace(0, np.pi, 10)\n", "B = np.sin(A, dtype='float16')\n", "print(B)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.2 matplotlib 내려받기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pip install matplotlib`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.3 numpy와 matplotlib으로 그래프 선 그리기" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50\n" ] } ], "source": [ "A = np.linspace(0, 2 * np.pi)\n", "print(len(A))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "A = np.linspace(0, 2 * np.pi)\n", "plt.plot(A, np.sin(A))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "A = np.linspace(0, 2 * np.pi)\n", "plt.plot(A, np.cos(A))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50\n" ] }, { "data": { "text/plain": [ "array([ 0.100, 0.302, 0.504, 0.706, 0.908, 1.110, 1.312, 1.514,\n", " 1.716, 1.918, 2.120, 2.322, 2.524, 2.727, 2.929, 3.131,\n", " 3.333, 3.535, 3.737, 3.939, 4.141, 4.343, 4.545, 4.747,\n", " 4.949, 5.151, 5.353, 5.555, 5.757, 5.959, 6.161, 6.363,\n", " 6.565, 6.767, 6.969, 7.171, 7.373, 7.576, 7.778, 7.980,\n", " 8.182, 8.384, 8.586, 8.788, 8.990, 9.192, 9.394, 9.596,\n", " 9.798, 10.000])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = np.linspace(0.1, 10)\n", "print(len(A))\n", "A" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAF7ZJREFUeJzt3X2MHHd9x/HPd2d29273/HT2BWwn9uWBGgfTEriUkEBFSVNCoARVrZSqtClCiqpSCIiCAqjQVmrFH5RCJdTWDaFRQYEqSUug0FKlDQltSXNOiOLgJAYn+CHn+BInZ/ue9unbP2b3bm/vMbd7uzez75e02p3Z2Z3vxs5nvv7tb2fM3QUAiL9UpwsAALQGgQ4ACUGgA0BCEOgAkBAEOgAkBIEOAAlBoANAQhDoAJAQBDoAJETYzp1t27bNBwcH27lLAIi9AwcOPO/uA8tt19ZAHxwc1PDwcDt3CQCxZ2Y/W8l2DLkAQEIQ6ACQEAQ6ACQEgQ4ACUGgA0BCLBvoZnabmZ0ys4N16/rN7D/M7HD1fsvalgkAWM5KOvR/kHRtw7pbJN3r7q+SdG91GQDQQcsGurvfL+l0w+rrJd1efXy7pPe0uK45/vmR4/rqD1c0DRMAutZqx9Bf4e4jklS9P2+xDc3sJjMbNrPh0dHRVe3s24+O6I7/O7q6SgGgS6z5l6Luvt/dh9x9aGBg2V+uLiiXDTVRKLe4MgBIltUG+nNmtl2SqvenWlfSfPlMoPHp0lruAgBib7WBfo+kG6uPb5T0zdaUs7Bchg4dAJazkmmLd0j6X0l7zOy4mb1f0mclXWNmhyVdU11eM/lsoPFCSe6+lrsBgFhb9myL7v5bizx1dYtrWVQuE8pdmi5V1JMO2rVbAIiVWPxSNJeJQpxxdABYXKwCnXF0AFhcLAI9n41GhsYLdOgAsJhYBPrskAsdOgAsJhaBXuvQJ+jQAWBRsQh0OnQAWF4sAj2foUMHgOXEItBz2WqHziwXAFhULAJ9pkNnHjoALCoWgd6bZh46ACwnFoGeSplymYAxdABYQiwCXYpmujCGDgCLi1Ggh4yhA8ASYhTodOgAsJTYBHo+GzKGDgBLiE2g5zIBvxQFgCXEJtDzGTp0AFhKbAI9l6VDB4ClxCbQ6dABYGmxCfRcllkuALCU2AR6PhOqUKqoVK50uhQAWJdiE+gz1xUt0qUDwEJiFOi1My4S6ACwkNgEen7mnOh8MQoAC4lNoNOhA8DSYhPo+QwdOgAsJTaBnstyXVEAWEpsAn2mQ2fIBQAWFJtAp0MHgKXFJtDp0AFgabEJ9Nosl0l+WAQAC2oq0M3sI2b2uJkdNLM7zKynVYU1yoQppQPTOJehA4AFrTrQzWynpA9JGnL3fZICSTe0qrCF9KYDTXCCLgBYULNDLqGkXjMLJeUkPdt8SYvLZ0M6dABYxKoD3d1PSPqcpKOSRiSNufv3Grczs5vMbNjMhkdHR1dfqaITdNGhA8DCmhly2SLpekkXStohKW9m723czt33u/uQuw8NDAysvlJVO3SmLQLAgpoZcvkVSU+7+6i7FyXdLenK1pS1sFwm4FwuALCIZgL9qKQrzCxnZibpakmHWlPWwvIZOnQAWEwzY+gPSrpT0sOSHqu+1/4W1bWgXDZkDB0AFhE282J3/4ykz7SolmXlMwGzXABgEbH5pagU/Vp0kg4dABYUq0DPZwONF0py906XAgDrTqwCvTcTqOLSdKnS6VIAYN2JVaDnqyfoYhwdAOaLVaDnqqfQZaYLAMwXq0DPVy9ywVx0AJgvVoGe4yIXALCoWAV6nsvQAcCiYhXodOgAsLhYBXptlgsdOgDMF6tAz2WrHTqzXABgnlgFeq1Dn6RDB4B5YhXovWnG0AFgMbEK9FTKqheKpkMHgEaxCnSpdoIuOnQAaBS7QM9lQk1wLhcAmCeGgU6HDgALiV2g57MhY+gAsIDYBXouEzDLBQAWELtAz2fo0AFgIbEL9FyWDh0AFhK7QM9nQk0WCXQAaBS7QI86dIZcAKBR/AI9HWq6VFGpzIWiAaBe7AI9Xz3j4gTDLgAwR+wCPVc7JzpfjALAHLEL9PzMOdEZRweAerELdDp0AFhY7AI9n6FDB4CFxC7Qc1muKwoAC2kq0M1ss5ndaWZPmNkhM3tTqwpbzEyHzpALAMwRNvn6L0r6N3f/DTPLSMq1oKYl0aEDwMJWHehmtlHSL0n6PUly94KkQmvKWlytQ5/gnOgAMEczQy4XSRqV9BUze8TMbjWzfIvqWtTMLBcCHQDmaCbQQ0mvl/Q37n6ZpHFJtzRuZGY3mdmwmQ2Pjo42sbtIJkwpTBnncwGABs0E+nFJx939werynYoCfg533+/uQ+4+NDAw0MTuZuUyAR06ADRYdaC7+0lJx8xsT3XV1ZJ+3JKqlpHPhnToANCg2VkuH5T0teoMlyOS3td8ScujQweA+ZoKdHf/kaShFtWyYvlsyC9FAaBB7H4pKlU7dH5YBABzxDLQ8xk6dABoFMtAz2VDxtABoEEsAz2fCfjpPwA0iGWg5zIhY+gA0CCmgR5ovFCSu3e6FABYN+IZ6NlAFZemS5VOlwIA60YsAz1fPUEXvxYFgFmxDPQcp9AFgHliGej56kUumIsOALNiGeg5LkMHAPPEMtDzXIYOAOaJZaDToQPAfLEM9Nosl8kiHToA1MQy0HNZOnQAaBTLQM9nGEMHgEaxDPTeNB06ADSKZaCnUqbeNGdcBIB6sQx0ScpnA43zS1EAmBHbQI9OoUuHDgA1MQ50OnQAqBfbQM9nQ8bQAaBObAM9lwmY5QIAdWIb6PkMHToA1IttoOeyAedDB4A6sQ30qEMn0AGgJraBHo2hM+QCADUxDvRQ06WKSmUuFA0AUowDPV894+JEkWEXAJBiHOi52hkXmboIAJJiHOi1Dp0LRQNApOlAN7PAzB4xs2+3oqCVokMHgLla0aHfLOlQC97nZcln6NABoF5TgW5m50t6p6RbW1POyuWyXLUIAOo126F/QdLHJbV97mCtQ+fHRQAQWXWgm9m7JJ1y9wPLbHeTmQ2b2fDo6OhqdzfPTIfOGDoASGquQ79K0rvN7BlJX5f0NjP7auNG7r7f3YfcfWhgYKCJ3c3FGDoAzLXqQHf3T7j7+e4+KOkGSf/p7u9tWWXL6GXIBQDmiO089EyQUpgyzucCAFVhK97E3e+TdF8r3mulzEy5DKfQBYCa2HboUnQZOjp0AIjEOtDp0AFgVqwDPZ8NmeUCAFWxDvRcJmAeOgBUxTrQ8xk6dACoiXWg57KhJhlDBwBJMQ/0fCagQweAqlgHei4TMoYOAFWxDvR8NurQyxXvdCkA0HGxDvSLB/pUcenJk2c7XQoAdFysA31ocIskafhnpztcCQB0XqwDfefmXm3f1KOHnnmx06UAQMfFOtDNTEOD/Xro6dNyZxwdQHeLdaBL0uWDW3TyzJROvDTZ6VIAoKNiH+hDu/slScMMuwDocrEP9D2v3KAN2VAPPcMXowC6W+wDPUiZXr97Cx06gK4X+0CXonH0J587q7GJYqdLAYCOSUSgDw1G4+gHjjLsAqB7JSLQf+H8zUoHxnx0AF0tEYHemwm0b+cmDfPFKIAulohAl6TLB/v16LExTRU5+yKA7pSYQB/avUWFckUHT4x1uhQA6IjEBPobdkcn6mIcHUC3Skygb+3L6uKBPD8wAtC1EhPoUjSOPvzMaVW44AWALpSoQB8a7NeZqZIOnzrX6VIAoO0SFeiXD9bG0Rl2AdB9EhXou/pzGtiQZT46gK6UqEA3M10+uIWZLgC6UqICXYrOj37ipUk9ywUvAHSZVQe6mV1gZv9lZofM7HEzu7mVha3W5dUTdQ3/jC4dQHdppkMvSfqou++VdIWkD5jZpa0pa/X2bt+gXCZgHB1A11l1oLv7iLs/XH18VtIhSTtbVdhqhUFKr9/FODqA7tOSMXQzG5R0maQHW/F+zRoa3KInTp7RmSkueAGgezQd6GbWJ+kuSR929zMLPH+TmQ2b2fDo6Gizu1uRN1+yTe7SXQeOt2V/ALAeNBXoZpZWFOZfc/e7F9rG3fe7+5C7Dw0MDDSzuxV7w+4tuuqSrfrrew/TpQPoGs3McjFJX5Z0yN0/37qSmmdm+sQ79urFiaL+9r6fdrocAGiLZjr0qyT9jqS3mdmPqrfrWlRX0/bt3KT3vG6HvvyDpzUyxpx0AMnXzCyXH7i7ufvPu/vrqrfvtLK4Zv3R2/fIXfrL7z3V6VIAYM0l7pei9c7fktPvXTWoux4+rkMj876vBYBESXSgS9IH3nqJNvak9dnvPtHpUgBgTSU+0Dfl0vrDX75E339qVD84/HynywGANZP4QJek371yt87f0qu/+M4hrmYEILG6ItCzYaCPvX2PfjxyRt989ESnywGANdEVgS5Jv/bzO7Rv50Z97t+f0lSx3OlyAKDluibQUynTJ6/bqxMvTepPv/U4Qy8AEqdrAl2Srrx4m/7grRfrjv87pk/fc1DuhDqA5Ag7XUC7fezte1SuuP7u/iMKUyl95tcuVXQWAwCIt64LdDPTLe94tcoV160/eFopM/3xu/YS6gBir+sCXYpC/VPv3Kuyu27776cVpKRPXkeoA4i3rgx0KQr1T7/rUlUqrr9/4GmlUqZbrn01oQ4gtro20KUo1P/k3a9R2V1/9/0jOjNZ0qfeuVd92a7+zwIgpro+ucxMf/bufcpnQu1/4Ii+/+Qp/fmvv1a/vOe8TpcGAC9LV01bXEwqZfrEdXt15+9fqVw21Pu+8pA+/PVH9MK56U6XBgArRqDXecPuLfrXD71ZN1/9Kv3rYyO65q/u1788coL56gBigUBvkA0DfeSan9O3P/gW7erP6cPf+JF++9YH9cDhUYIdwLpm7QypoaEhHx4ebtv+mlWuuP7xf5/Rl+77qUbPTmvPKzbo/W+5UNe/boeyYdDp8gB0CTM74O5Dy25HoC9vulTWtx4d0a0PHNETJ89qW19Wv/um3frtN+7S1r5sp8sDkHAE+hpwd/3PT1/Q3z9wRPc9Oap0YHrzJdv0jtdu169e+gptzmU6XSKABCLQ19jh587qGw8d03cPntSJlyYVpkxvunirrquGO507gFYh0NvE3fXYiTF99+BJffexET3zwoTMpNfs2KgrLtyqKy7aqssv7Nem3nSnSwUQUwR6B7i7njh5Vt97/Dn98MgLOnD0RRVKFZlJl27fqCsu2qrLdm3Wvh2btHtrjtMMAFgRAn0dmCqW9eixl/TDI6fnBLwkbegJ9ZodG/XanZu0b+cmvfqVGzW4LcfsGQDzEOjrUKFU0VPPndXBE2N67MSYDj57RodGzsyEfJAy7erP6eKBPl1yXnS7aCCvXf05bc1n6OiBLrXSQO/6c7m0UyZMaV+1I7+huq5Yrugnp87pqefO6ienzs3cvv/UKRXLswfbXCbQBVtyuqA/p139OV3Q36vtm3q1fVOPtm/u0bZ8VqkUgQ90MwK9w9JBSnu3b9Te7RvnrC+VKzp6ekJPPz+uY6cndPT0pI6entCx0xP6n58+r4lCueF9TOdt6NGOzT06b0OPBjZko1tfVgMbo/utfRn15zMM6wAJRaCvU2GQ0kUDfbpooG/ec+6u0+MFjYxNaWRsSifHJvXs2JROjk1pZGxSh06e0f2Hp3V2qrTge/dlQ/XnMzO3LbmMNufS2tyb1uZ8JrrPpbWpN62NPWlt7E1rQ0+odMCZIoD1jECPITPT1r6stvZltW/npkW3myqWNXp2WqPnpnXqzLROjxd0enxaL4wXqo8LOjk2pSdGzuilyeK8rr9RLhNoY08U7ht6QvX1pLUhW32cDdVXvc9lQuWzgfKZUPls9DiXCZXLROt6M4EyIQcHoNUI9ATrSQe6oD8ad1+J6VJZY5NFjU0U9eJEUS9NFHR2qqQzU0WdmYzuz04VNTZZ1Ph0tO2JFyd0brqkc1MljS9zQKgXpky9mUC5TBT2PelAvemUejOBetOBeqq36HFqZrmnupwNA2XDaH02TEW3hseZIKVsOhXdhym+VEbiEeiYkQ0Dnbch0Hkbelb1+nLFNVEoaXy6rHPTJU0USjo3HS1PFEqaKJQ1UShrshCF/2QhWj9VrGiiUNZUsazJYlkvjhc1WYyWo1tFk8WVHywWkw5MmSClTBgdEDJhSunAlK4Gfrr6XDpI1a2Lnk+H0YEhHZjC6vOZusfpwBSmUgoDm3lcWx+kovcIU7XtZ7cNUw2Pg5SCVPS49rqUiYMRVqSpQDezayV9UVIg6VZ3/2xLqkIsBSnThp60NvS0/lex7q7pUkXTxYqmS1HIN94XymVNFysqlGe3my5VNF2qqFCaXV8ol6PlUkXFsqtQrj2ObuPTJRXKPrNcLFVUKLsKpbJKldr69p5KuRbwM/cNwR+mTKmZ5ZSClKJ7k8JUtG39LWWzr61fN/O6lBRY9J6BVZ+vPp5dp7nPmyllmrttbfuUqs/P7sds9rVWe53Nvk+q7j1Tdds1vkf9NtFrose1bWt12EwNc5+vrUvCQXPVgW5mgaQvSbpG0nFJD5nZPe7+41YVB9SY2cyQi9T50yi4+2y4l1zFSkWl6kGgVHGVytEBpFT2meXa9tG6aLlccRXLrnIlOkiUyhWVXTPL5crs68vuKlffb9766nKlMvf5aLmicsU1XSrPvHe5Urt3VVwqVSqqVKJ/ZZU9el3tfWu3ivvM9kmVqgt5awj+2QNA7UBSd6+65dTscu11Zqbbbrxcu7aubPhztZrp0H9R0k/c/YgkmdnXJV0viUBH4pnZzHCMuuwkm+5RqNeHfO0gUL9+5gBQUfS4bpvZg8Psa7zugOE+e0Bxac7rou00sw+v26e7VJ5z7w2v1cw+69/LNbvfmefr9u3SnH25au81+5raPlV7b2nOftoxEaCZQN8p6Vjd8nFJb2yuHADrXTRUEg2RYH1p5pCx0J/mvH+MmdlNZjZsZsOjo6NN7A4AsJRmAv24pAvqls+X9GzjRu6+392H3H1oYGCgid0BAJbSTKA/JOlVZnahmWUk3SDpntaUBQB4uVY9hu7uJTP7Q0n/rmja4m3u/njLKgMAvCxNzUN39+9I+k6LagEANIETagBAQhDoAJAQBDoAJERbL0FnZqOSfvYyXrJN0vNrVM561Y2fWerOz92Nn1nqzs/d7Gfe7e7Lzvtua6C/XGY2vJLr6CVJN35mqTs/dzd+Zqk7P3e7PjNDLgCQEAQ6ACTEeg/0/Z0uoAO68TNL3fm5u/EzS935udvymdf1GDoAYOXWe4cOAFihdRnoZnatmT1pZj8xs1s6XU87mNkFZvZfZnbIzB43s5s7XVO7mFlgZo+Y2bc7XUu7mNlmM7vTzJ6o/pm/qdM1rTUz+0j17/ZBM7vDzFZ38dp1zsxuM7NTZnawbl2/mf2HmR2u3m9Zi32vu0Cvu7TdOyRdKum3zOzSzlbVFiVJH3X3vZKukPSBLvncknSzpEOdLqLNvijp39z91ZJ+QQn//Ga2U9KHJA25+z5FJ/S7obNVrZl/kHRtw7pbJN3r7q+SdG91ueXWXaCr7tJ27l6QVLu0XaK5+4i7P1x9fFbR/+A7O1vV2jOz8yW9U9Ktna6lXcxso6RfkvRlSXL3gru/1Nmq2iKU1GtmoaScFrh+QhK4+/2STjesvl7S7dXHt0t6z1rsez0G+kKXtkt8sNUzs0FJl0l6sLOVtMUXJH1cUqXThbTRRZJGJX2lOtR0q5nlO13UWnL3E5I+J+mopBFJY+7+vc5W1VavcPcRKWreJJ23FjtZj4G+okvbJZWZ9Um6S9KH3f1Mp+tZS2b2Lkmn3P1Ap2tps1DS6yX9jbtfJmlca/RP8PWiOmZ8vaQLJe2QlDez93a2quRZj4G+okvbJZGZpRWF+dfc/e5O19MGV0l6t5k9o2ho7W1m9tXOltQWxyUdd/fav8DuVBTwSfYrkp5291F3L0q6W9KVHa6pnZ4zs+2SVL0/tRY7WY+B3pWXtjMzUzSmesjdP9/petrB3T/h7ue7+6CiP+f/dPfEd23uflLSMTPbU111taQfd7Ckdjgq6Qozy1X/rl+thH8R3OAeSTdWH98o6ZtrsZOmrli0Frr40nZXSfodSY+Z2Y+q6z5ZvSoUkueDkr5WbVqOSHpfh+tZU+7+oJndKelhRTO6HlFCfzFqZndIequkbWZ2XNJnJH1W0j+Z2fsVHdx+c032zS9FASAZ1uOQCwBgFQh0AEgIAh0AEoJAB4CEINABICEIdABICAIdABKCQAeAhPh/j8fqIxElogIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, 1/A)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "A = np.linspace(-15, 20)\n", "plt.plot(A, A ** 3 - (15 * A ** 2) + 25)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.4 여러 선 그래프 그리기" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "A = np.linspace(0, 2 * np.pi)\n", "plt.plot(A, np.sin(A))\n", "plt.plot(A, np.cos(A))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, np.sin(A), A, np.cos(A))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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eX7idYV1bcn7nRO+9sTaLd9lDY7pysqScZxdstzoUZQU9ZpzicSIQkUjgBWA00A24RkS62Zl1sTGmt+3vMReXDSr/+GIL5RWGP1/U1btvrM3iXZbeqjFX92/LrKW72Zl30upwlL/pMeMUb5QI+gM7jDFZxphS4F1grB+WDUirdh/l45/3ccv5HWjXvJF331ybxbvl7uGdqR8dyd/naXXSsKPHjFO8kQiSgL01nufYptU2UETWisgXIlLd/7KzyyIiE0RkpYiszMvL80LY3ldZaXjs0020bFKP2y5I9f4KtFm8WxJi63H74FS+2XyIJVqdNLzoMeMUbyQCe01la3f0shpoZ4zpBTwPfOLCslUTjZlqjMk0xmQmJnrxursXfb5+P2tz8rlnRDqNfDHqmDaLd9tNg9qTFN+Axz/frP0QhRM9ZpzijbNVDlBzwNhkILfmDMaYghqP54nIiyKS4MyywaK0vJIn52+lS6vGXN7Xh8VObRbvlvrRkTwwugsT3/mZj1blMO4sHeM4bOgxc0beKBGsANJEpIOIxABXA3NrziAircTW77KI9Let94gzywaLt5ftZs/RQu4f3YVIZ/sTUn51Uc/W9Gkbz5NfbeVUSbnV4SgVMDxOBMaYcuAOYD6wGXjfGLNRRG4VkVtts/0a2CAia4HngKtNFbvLehqTv50oLuO5hTsY2LE5F3izuqjyKhHhzxd1I+9ECa98t9PqcJQKGF65kG2MmQfMqzXt5RqPpwBTnF022LzyXRZHT5XyxzFd6h5wRlmub9umXNyrDVMXZ3F1/7a0OdPYEEqFAW1Z7KGDBcVM/yGLi3u1oWdyvHWBaDN6p903Mp3KSnjmm21Wh6K8SY8Bt2ki8NAz32yjotJw74h064LQZvQuSWnWkOsGtOPDVTnsOKSNzEKCHgMe0UTggR2HTvDeir1cN6AdbZs3tC4QbUbvstsHd6JBdCRPfa2D3YcEPQY8oonAA//4YiuNYqKYOCTN2kC0Gb3LmsfW43fndWTe+gOsyzludTjKU3oMeEQTgZtWZB/lm80HufWCTjRrFGNtMNqM3i2/O68DTRtG8+R8LRUEPT0GPKKJwA3GGP4+bzOtmtRn/KAOVoejzejd1Lh+NLcPTmXx9sM6klmw02PAI5oI3LBwyyFW7znO5GFpNIiJtDocbUbvgesGtKNNXH3+OX8rxmjXE0FLjwGP+KBDnNBWWWn491fbaN+8IVf0C6Bipzajd0v96EgmD+vMfR+t46tNBxnZvZXVISl36THgNi0RuOiLDQfYvL+AycM6Ex2pmy8UXN43iU6Jjfj3/K3aIZ0KS3omc0FFpeGpr7eS1iKWi3u1sToc5SVRkRH8YUQ62w+d5OOf91kdjlJ+p4nABZ/8vI+deae4e3hn7VguxIzOaEWPpDie/nobJeUVVoejlF9pInBSWUUlzyzYRvc2TRiVodeRQ42IcN+odPYdL+LtZXusDkcpv9JE4KQPVuaw92gR94xID66O5bT/Faedm5rAgI7NeHHRTopKtVQQkHR/9glNBE4oLqvg+YXb6ds2ngvSg6ibae1/xSUiwt3D08k7UcJby3ZbHY6qTfdnn9FE4IS3l+1hf35x8JUGtP8Vl/Xv0IxzUxN4adFOCkt18JqAovuzz3glEYjIKBHZKiI7ROQBO69fKyLrbH8/ikivGq9li8h6EVkjIiu9EY83FZaW8+KiqkFnzklNsDoc12j/K265a3gaR06V8uZPWioIKLo/+4zHiUBEIoEXgNFAN+AaEelWa7ZdwK+MMT2BvwJTa70+2BjT2xiT6Wk83vb6j9kcPlnKPSM7Wx2K67T/Fbf0a9eMX3VO5OXvdnJSh7QMHLo/+4w3SgT9gR3GmCxjTCnwLjC25gzGmB+NMcdsT5dSNUh9wCsoLuOV77IYnJ5Iv3bNrA7Hddr/itvuGt6ZY4VlzPwx2+pQVDXdn33GG4kgCdhb43mObZojNwNf1HhugK9EZJWITHC0kIhMEJGVIrIyLy/Po4CdNXNJNvlFZdw93MJBZzyh/a+4rXdKPEO6tGDq91mcKC6zOhwFuj/7kDf6GrJ399RuO30RGUxVIji3xuRBxphcEWkBfC0iW4wx35/2hsZMxXZJKTMz0+f9ABQUlzH9h10M69qCHslxvl6d72j/K267a1hnLp7yA68vyWbiUIvHnFBVdH/2CW+UCHKAlBrPk4Hc2jOJSE9gOjDWGHOkeroxJtf2/xDwMVWXmixXXRqYNDQI7w0or+iRHMfwbi2ZtjiL/CItFajQ5Y1EsAJIE5EOIhIDXA3MrTmDiLQFZgPXG2O21ZjeSEQaVz8GRgAbvBCTR0KmNKA8NnlYGgXF5cz4YZfVoSjlMx4nAmNMOXAHMB/YDLxvjNkoIreKyK222R4GmgMv1qom2hL4QUTWAsuBz40xX3oak6e0NKCqdW8Tx6jurZjxwy7yC7VUoEKTV8YjMMbMA+bVmvZyjce/A35nZ7ksoFft6VbS0oCqbfLwNL7ceIBpi7O4Z2SQVhxQqg7asriWsCkNaJ8tTuvSqgkX9mjN6z9mc7yw1OpwwoPun36liaCGE+FSGtA+W1w2cWgqJ0v0XoFf6P7pd5oIapj5Y5iUBrTPFpd1adWE0RmteG1Jtt4r8DXdP/1OE4HNieIypi0Og9IAaJ8tbpo4JI0TJeW89qOWCnxK90+/00RgEzalAdA+W9zUrU0TRnRryYwfdlGgrY19R/dPv9NEQJiVBkD7bPHAnUOr2hXMXJJtdSihS/dPv9NEALzx027yi8q4M1y6EdA+W9yWkRTHsK4tmP7DLu2DyFd0//Q7Mcbn3fZ4XWZmplm50jtDF5wsKefcfy6kb9umzPjtWV55TxXa1uUc55IpS7h3ZDq3D061OhylnCYiq+x19x/2JYJZS3dzvLCMiUP0gFbO6Zkcz+D0RKYvzuKUjlegQkBYJ4LC0nKmfZ/FeWkJ9Gnb1OpwVBC5c2gaxwrLeHOpjmKmgl9YJ4K3l+3hyKlSJoXLvQHlNX3aNuX8zolM+z5LxzZWQS9sE0FxWQWvfJ/FOZ2ak9k+CEcfU5abNLRqbONZWipQQS5sE8G7y/eQd6IkfGoKKa/r164p56YmMPX7LIpKK6wORym3hWUiKCmv4OXvsujfvhkDOja3OpzAox1+Oe3OoWkcPlnK28v3WB1KcNJ9LSCEZSL4YGUOBwqKtTRgj3b45ZL+HZoxoGMzXvluJ8VlWipwie5rASPsEkFpeSUvLdpJ37bxDErV0sBptMMvl905JI1DJ0p4f+Veq0MJLrqvBQyvJAIRGSUiW0Vkh4g8YOd1EZHnbK+vE5G+zi7rbbNX57DveBF3Dk1DRHy9uuCjHX65bGCn5mS2a8pLi3ZSUq6lAqfpvhYwPE4EIhIJvACMBroB14hIt1qzjQbSbH8TgJdcWNZryioqeWHRDnomx/Grzom+Wk1w0w6/XCYiTByaxv78Yj5atc/qcIKH7msBwxslgv7ADmNMljGmFHgXGFtrnrHAG6bKUiBeRFo7uazXzFmTy96jRdw5REsDDmmHX245Py2BXinxvLhoB2UVlVaHExx0X3NJfmEZ419fwcbcfK+/tzcSQRJQ8+Jojm2aM/M4sywAIjJBRFaKyMq8vDy3At17tJBeKfEM7drCreXDgnb45RYR4c4hqeQcK+Ljn7VU4BTd11wyY8kuFm45RIQPfsR6Y/B6e1HV7snO0TzOLFs10ZipwFSo6nTOlQCr3TW8MxOHpGpp4Ex6jtOD0Q1DurSge5smvPjtDi7vk0RUZNjVxXCd7mtOKSguY8aSXYzs3pKurZt4/f29safmACk1nicDuU7O48yyXqUHp/IVEWHikDSyjxTy6Tqf7sYqzMxcks2J4nImDvFNlXdvnBVXAGki0kFEYoCrgbm15pkL3GCrPTQAyDfG7HdyWaWCxohuLenSqjFTFu6gojL4unhXgedkSTmvLtnF0C4tyEjyzcBZHicCY0w5cAcwH9gMvG+M2Sgit4rIrbbZ5gFZwA5gGnBbXct6GpNSVomIEO4YksrOvFPMW7/f6nBUCHjzJ1tX+T5sABv2A9Mo5W0VlYaRz3xPpAhfTDqPiAi9J6XcU1hazrn//JYeSXHMHN/f4/fTgWmU8pPICGHikFS2HjzB/I0HrA5HBbG3lu7h6KlSn3eHo4lAOU87CHPaRT3b0DGhEc8t3EGl3ivQfccN1V3lD0ptTr92vh04SxOBco52EOaSyAjh9sGpbN5fwDebD1odjrV033HLO8v3cPhkCXf6qKZQTZoIlHO0gzCXje3dhnbNG/Lsgu0E4704r9F9x2XFZRW8/N1Ozu7QjLP90FW+JgLlHO0gzGVRkRHcPjiVjbkFLNh8yOpwrKP7jss+WLmXgwUlfhtGVxOBco52EOaWy/okkdKsAc8tDONSge47LqnuKr9fu6YM7OSfrvI1ESjnaAdhbomOjOCOwamsy8ln0Vb3+sgKerrvuOTDVTnk5hf7tat8TQTKOdpBmNsu65NMUnwDngnXewW67zittLySF77dQe+UeM5PS/Dber3R6ZwKF9pBmFtioqruFTz48Xq+3344PMfC0H3HKR/ZBs564rIMv3aOqSUCpfzg1/2SaRNXn2e/2RaepQJ1RqXllUxZWFUa8PePBU0ESvlBTFQEvx+cyuo9x1my44jV4agAVF0amDzM/wNnaSJQyk/GZSbTqkl9nl2gpQL1S9WlgV4WlAZAE4FSflMvKpLfX9CJFdnH+GmnlgrU/1hZGgBNBMobtB8Zp111Vgotm9Tj6VC9V6D7gsuqawr1SonnAosqEmgiUJ7RfmRcUj86ktsHp7Ii+1jo3SvQfcEts1fnkHPMutIAaCJQntJ+ZFx21VkptI6rz1Nfbw2tUoHuCy4rLa9kisWlAfAwEYhIMxH5WkS22/6f1leqiKSIyLcisllENorIpBqvPSIi+0Rkje1vjCfxKAtoPzIuqxdVVSpYvec4320LodbGui+4LBBKA+B5ieABYIExJg1YYHteWznwB2NMV2AAcLuIdKvx+tPGmN62v3kexqP8TfuRccu4zBSS4hvw9Dch1NpY9wWXBEppADxPBGOBmbbHM4FLa89gjNlvjFlte3yCqrGJkzxcrwoU2o+MW2KiIpg4JJW1e4/z7dYQ6ZlU9wWXBEppADxPBC2NMfuh6oQPtKhrZhFpD/QBltWYfIeIrBORGfYuLdVYdoKIrBSRlXl5IVScDnbaj4zbruiXTEqzBjz9dYiUCnRfcFpJeQXPLwyM0gA4MXi9iHwDtLLz0kPATGNMfI15jxlj7J7MRSQW+A54whgz2zatJXAYMMBfgdbGmPFnCloHr1eh4v2Ve7nvw3VMuyGT4d1aWh2O8pM3fsrm4TkbefPm/pyX5r9E4Pbg9caYYcaYDDt/c4CDItLatoLWgN0yrohEAx8Bb1UnAdt7HzTGVBhjKoFpQH/3Pp5SwenyPkm0a96Qp77epmMbh4mi0qrSQP8OzTg31X89jNbF00tDc4EbbY9vBObUnkGqLn69Cmw2xjxV67XWNZ5eBmzwMB6lgkpUZASThqaxeX8BX206YHU4yg9mLd1N3okS7hmRbvm9gWqeJoJ/AMNFZDsw3PYcEWkjItU1gAYB1wND7FQT/ZeIrBeRdcBg4C4P41Eq6FzSqw0dExvxzDfbtVQQ4k6WlPPSdzs5v3Mi/Ts0szqc//JoPAJjzBFgqJ3pucAY2+MfALtpzxhzvSfrVyoUVJcKJr27hnkb9nNRzzZWh6R85LUfdnH0VCl/GN7Z6lB+QVsWK9/RfmecdlHPNqS1iOXpr7dRXlFpdTh10+/VLfmFZUxdnMXwbi3plRJvdTi/oIlA+Yb2O+OSyAjhDyPS2Zl3itmr91kdjmP6vbpt2uIsTpaUc3eAlQZAE4HyFe13xmUju1f9Unzmm20Ul1VYHY59+r265fDJEmYs2cVFPdvQtXUTq8M5jSYC5Rva74zLRIT7R6aTm1/MrKW7rQ7HPv1e3fLyop0Ul1UweVia1aHYpYlA+Yb2O+OWc1ITODc1gRcX7eREcZnV4ZxOv1eXHcgv5s2lu7m8bzKdEmOtDscuTQTKN7TfGbfdOzKdo6dKmb54l9WhnE6/V5dN+XY7lcYwaWhglgZAE4HyFe13xm29UuIZndGK6YuzOHKyxOpwfkm/V5fsOnyKd5fv5aqzUkhp1tDqcBzyqB2BUnXqOU5PEG76w4h05m88wAvf7uThi7udeQF/0u/Vaf+ev5WYqAgmDQ28mkI1aYlAqQCU2iKWX/dLZtbS3ew7XnTmBVTA+XnPMT5fv59bzutIYuN6VodTJ00ESgWoScM6g8AzX2+zOhTlImMMf/9iCwmxMdxyfkerwzkjTQRKBaik+AZcP6AdH63OYcehE1aHo1ywcMshlu86yqShacTWC/wr8JoIlApgt13QiYYxUTw5f6vVoSgnlVdU8o8vttAhoRFX929rdThO0USgrKH91TileWw9JpzfkfkbD7Ii+6h/V67fkVs+Wp3D9kMnuW9kOtGRwXGKDY4oVWjR/mpccst5HWnVpD6Pf7bJf91U63fklqLSCp76eht92sYzKsPewI6BSROB8j/tr8YlDWIiuW9UOmtz8pm7Ntc/K9XvyC0zluziYEEJfxzdNWAGnXGGR4lARJqJyNcist3239F4xdm2AWjWiMhKV5dXIUb7q3HZpb2T6JEUxz+/3EJRqR86pNPvyGVHT5Xy8qKdDOvaMqAGnXGGpyWCB4AFxpg0YIHtuSODjTG9aw2c7MryKlRofzUui4gQ/nRhV/bnFzN9cZbvV6jfkcueX7idU6Xl3D8q3epQXOZpIhgLzLQ9nglc6uflVTDS/mrccnbH5ozq3oqXvtvJoYJi365MvyOX7Dp8illLdzMuM4W0lo2tDsdlniaClsaY/QC2/y0czGeAr0RklYhMcGN5FUq0vxq3PTC6C2UVlfznKx83MtPvyCV//WwT9aIiA3LQGWecsaWDiHwD2Lv9/ZAL6xlkjMkVkRbA1yKyxRjzvQvLY0sgEwDatg2OurmqDtpfjVvaJzTixoHteXXJLm48pz3d2vhwkBP9jpzy7ZZDLNxyiAfHdKFFk/pWh+OWM5YIjDHDjDEZdv7mAAdFpDWA7f8hB++Ra/t/CPgY6G97yanlbctONcZkGmMyExMTXfmMSoWUiUPSiGsQzeOfb8IYP1UnVXaVllfy2Geb6JjQiN+e08HqcNzm6aWhucCNtsc3AnNqzyAijUSkcfVjYASwwdnllVK/FNcwmslD0/hx5xEWbnH420n5wWtLdrHr8Cn+fHE3YqKCtza+p5H/AxguItuB4bbniEgbEZlnm6cl8IOIrAWWA58bY76sa3mlVN2uHdCOjgmNeGLeZkrLK60OJywdKijmuQXbGdqlBYPTg/v2pke9IRljjgBD7UzPBcbYHmcBvVxZXoWxde9XNVrKz6mqqjj0Yb1ObUd0ZAR/uqgr419fyas/7OL3F3Ry/810m7vln19upazC8OeLAmy8CDcEb1lGhR7t1sAlQ7q0ZES3ljy3YDs5xwrdexPd5m5ZvecYH63O4ebzOtA+oZHV4XhME4EKHNqtgcv+ckl3AB79dJN7b6Db3GWVlYZH526kZZN63DE41epwvEITgQoc2q2By5LiGzBpWBpfbzrIN5sOuv4Gus1d9uHqHNbm5PPA6C40CoKxBpyhiUAFDu3WwC3jB3UgrUUsf5m7kcLSctcW1m3ukoLiMv715Rb6to3n0t5JVofjNZoIVODQbg3cEhMVweOXZrDveBFTFu5wbWHd5i755xdbOHqqlEcvyQiq3kXPRBOBChzarYHbzu7YnCv6JjNtcZZrw1rqNnfasqwjvLVsD+MHdaBHcpzV4XiVBGPLxMzMTLNy5cozz6hUGDl8soSh//mOrq0b884tA0LqF6vVissqGPPsYsoqK5k/+XwaxgTnvQERWVWrB2hASwRKhYyE2HrcNyqdpVlH+WTNPqvDCSnPLdhO1uFT/P2ynkGbBOqiiUCpEHLNWW3plRLPE59vJr+wzOpwQsLG3Hxe+T6LX/dL5ty0BKvD8QlNBCo46EDqTomIEJ64NINjhWU8+unGX76o29Bl5RWV3P/ROpo2jOFPF3a1Ohyf0USgAp+2fnVJRlIctw9OZfbP+/hyw4GqiboN3TJjyS427Cvg0Uu6E98wxupwfEYTgQp82vrVZROHpNK9TRMe+ng9h0+W6DZ0w+4jp3jq620M79aSMT3sDckSOjQRqMCnrV9dFh0ZwVPjenOiuJyHPl6P0W3oEmMMf5y9nuiICP46NrTaDNijiUAFPm396pb0Vo35w4jOzN94kMIGDn7R6ja0653le/lx5xEeGNOFVnHBOeqYKzQRqMCnrV/d9rvzOnJW+6Y8VvRrKqN0Gzpj+8ETPPbZRgalNueas8JjWFxNBCrwaetXt0VGCP++shefVp7Ly03uxOg2rFNxWQUT3/mZRjFRPD2uNxERoX1JqJpHLSNEpBnwHtAeyAbGGWOO1Zon3TZPtY7Aw8aYZ0TkEeAWIM/22oPGmHkoVZsOpO62ds0b8eCYrvzpkwqaXHot1w1oZ3VIAetv8zaz5cAJXrvprKAdiN4dnpYIHgAWGGPSgAW2579gjNlqjOltjOkN9AMKqRrAvtrT1a9rElAu07rxp7OzTa49uy3npSXwxOebyT58yuoIA9L8jQd446fd/O7cDkE/9KSrPE0EY4GZtsczgUvPMP9QYKcxZreH61VK68bb42CbyPoP+NevexITFcFtb62mqLTC6kgDSu7xIu77cB0ZSU24d1S61eH4naeJoKUxZj+A7f+Z0ujVwDu1pt0hIutEZIaINHW0oIhMEJGVIrIyLy/P0WwqnGjd+NPVsU1axzXgmat6s/lAAQ99sp5g7HDSFyoqDZPfXUN5RSXPX9OXelGRVofkd2dMBCLyjYhssPM31pUViUgMcAnwQY3JLwGdgN7AfuA/jpY3xkw1xmQaYzITExNdWbUKVVo3/nRn2CaDu7Rg8tDOzF69j1lLtWAO8PzC7SzPPspfL82gQwiMP+yOM94sNsYMc/SaiBwUkdbGmP0i0ho4VMdbjQZWG2P+O55ezcciMg34zLmwlaKqDnz+XvvTw5UT22TikFTW5Rznsc820a1NE/q1a+bHAAPL8l1HeW7Bdi7vk8TlfcN3v/H00tBc4Ebb4xuBOXXMew21LgvZkke1y4ANHsajwom2LzidE9skIkJ46qretIlvwO9nrebQiWI/BxkYco4Vcttbq2nbrCGPXZphdTiW8jQR/AMYLiLbgeG254hIGxH5bw0gEWloe312reX/JSLrRWQdMBi4y8N4VDjR9gWnc3KbxDWI5uXr+nGiuJw73vqZsopKa+K1SEFxGeNfX0FJeQXTb8wkNkQGoXeXjlCmVBibs2Yfk95dw/hBHXj44m5Wh+MXZRWVjH99BT/tPMIb4/tzTmpojjFgj45QpsJLqLcv8NLnG9s7iZsGtWfGkl188nPoj2pmjOHhORtZvP0wf7usR1glgbqEd3lIhabquvTV1Sir2xdAaFw28vLne3BMVzblFnDvh2uJaxDN4C6h25hq2uIs3lm+h9su6MS4s1KsDidgaIlAhZ5Qb1/g5c8XHRnBtBszSW/VmFtnrWJp1hEvBBl4vtywn79/sYULe7bmnhHh12isLpoIVOgJ9fYFPvh8TepHM/Om/qQ0a8jNr69gzd7jbr9XIFq79ziT31tD75R4/nNlr7DpTM5ZmghU6An18Qt89Pmax9Zj1s1n0yw2hhtnLGfLgQKP3i9QbMzNZ/zrK0hsXI9pN2RSPzr8Wg6fiSYCFXpCvX2BDz9fq7j6vHXzAOpHR3Dd9OXsCvIO6lbtPsrVU5dSLyqCN8afTUJsPatDCkiaCFToOVNd+mCqUWQvVh+3n2jbvCGzbj6bSmO4bvoyco8XnXmhALR4ex7XTV9OQmw9Pvj9OWHbfYQztB2BCi+1a9xA1a/pQGyIZnGsG/blc83UpTRtFMOM32aS2qKxz9fpLfM3HmDi2z/TMbERb958NomNtSQA2o5AqSrBVKPI4lgzkuJ44+b+FJZWcNkLP/Ltlrq6EgscH/+cw21vraZbmya8N2GgJgEnaCJQ4SWYahQFQKx92jZl7h2DaNu8IeNnrmDq9zsDuvvqN5fu5q731tK/fTNm/e5s4hpGWx1SUNBEoMJLMNUoCpBY28Q34INbBzI6oxV/m7eFez5YR0l5YA1sc6K4jHs+WMufP9nAsK4teO2ms8K+/yBXaCJQ4aWuGjdW3kS2t+4Aqv3UMCaKKdf0ZfKwND5ancM1U5cGTK+lK7OPMua5xcxencOdQ1J56bp+WkXURZoIVHhxVOMGrBv20tGQmxBQvatGRAiTh3XmxWv7sml/AZc8v4Qv1u+37FJRWUUl//lqK+Ne+QmA9/9vIHePSCc6Uk9rrtJaQ0pB1a9wuwO6pMBdPh4mw8p1u2nDvnzu+WAtWw6cYGDH5vzlkm50adXEb+vfdfgUk99bw9q9x7mibzKPXNKNxvX1fsCZOKo1pBfRlIK6b8yue7+qpk5+TtX1+aEPu/+r3N57BcBNYVdlJMXx2cRzeWfFXv7z1VbGPLuYa89ux93DO9O0UYzP1nuwoJjXlmQz88dsYqIieOE3fbmwZ+szL6jqpCUCpcDxr/IGzaC8yDt1+R21C4hqAEVHT58/gEsENR0vLOXpr7cxa9keYutFcffwzlyZmUzDGO/9ztx64ATTFmcxZ80+KioNo3u05k8XdqV1XIMzL6z+y1GJwKNEICJXAo8AXYH+xhi7Z2cRGQU8C0QC040x1SOZNQPeA9oD2cA4Y8yxM61XE4HyOndO0kMftl9ScFSC8EeysdDWAyd47LONLNlxhPrREQxOb8GojFYM6dLCrcs2xhh+3HmEqd9n8d22PBpER3LVWSmMH9SBts0b+uAThD5fJYKuQCXwCnCPvUQgIpHANqqGqswBVgDXGGM2ici/gKPGmH+IyANAU2PM/WdaryYC5RP2TuCzJwAOjpHoBqefvHv9Bta+bf+k7vC9BC6f6r3LTxYyxrBs11Hmrd/PlxsOcOhECTGREZyXlsCojFZ0bd2EJvWjiWsQTeP6Uf/tBbSy0rD7aCHr9+WzcV8+G3Lz2bCvgPyiMhJi6/Hbc9px3YB2xDf03WWncOCTRFDjzRfhOBEMBB4xxoy0Pf8jgDHm7yKyFbjAGLPfNpD9ImPMGTsK10Sg/MbRr3iJBGOnLr2j6XG2QVCC7KawJyorDav3HOOLDQf4csMB9tXqs0gEYutFEdcgmuOFZZwsKQcgJjKC9FaNyUhqQma7ZlzYs7VWB/USK28WJwE19/4c4Gzb45bGmP0AtmTgcGgkEZkATABo27atj0JVqpahD9u/ZFS764dq9pIAVP3Sv3yq/fcKlV5Ra4mIEDLbNyOzfTP+dGFXNuYWkHu8iILicvKLysgvKqPA9j+2XhQ9kuLontSEtBaNiYnSKqD+dMZEICLfAK3svPSQMWaOE+uwNwKEy8UQY8xUYCpUlQhcXV4pt1Rfnql92WbBY66VFOKSHb9XEF4CcpWIkJEUR0ZSnNWhKDvOmAiMMcM8XEcOUHNw0GQg1/b4oIi0rnFpKDh6tVLhpec4+ydre7/uHd0jqP7V7+i9lLKQP8pfK4A0EekgIjHA1cBc22tzgRttj28EnClhKGU9Ry2UL3oqoFoDK+UMT2sNXQY8DyQCx4E1xpiRItKGqmqiY2zzjQGeoar66AxjzBO26c2B94G2wB7gSmOMnbp6v6Q3i5VSynU+rTXkb5oIlFLKdTowjVJKKbs0ESilVJjTRKCUUmFOE4FSSoW5oLxZLCJ5wG43F08ADnsxHCsE+2fQ+K0X7J8h2OMHaz5DO2NMYu2JQZkIPCEiK+3dNQ8mwf4ZNH7rBftnCPb4IbA+g14aUkqpMKeJQCmlwlw4JoKpVgfgBcH+GTR+6wX7Zwj2+CGAPkPY3SNQSin1S+FYIlBKKVWDJgKllApzYZUIRGSUiGwVkR22MZKDiojMEJFDIhKU4xqKSIqIfCsim0Vko4hMsjomV4hIfRFZLiJrbfE/anVM7hCRSBH5WUQ+szoWd4hItoisF5E1IhJ0vU+KSLyIfCgiW2zHwkDLYwqXewQiEglsA4ZTNVjOCuAaY8wmSwNzgYicD5wE3jDGZFgdj6tsgw+1NsasFpHGwCrg0mD5DkREgEbGmJMiEg38AEwyxiy1ODSXiMjdQCbQxBhzkdXxuEpEsoFMY0xQNigTkZnAYmPMdNsYLQ2NMcetjCmcSgT9gR3GmCxjTCnwLjDW4phcYoz5HjjjeA2Byhiz3xiz2vb4BLCZqjGtg4KpctL2NNr2F1S/pEQkGbgQmG51LOFIRJoA5wOvAhhjSq1OAhBeiSAJqDnIbA5BdBIKNSLSHugDLLM4FJfYLqusoWpY1a+NMUEVP1UDRN0HVFochycM8JWIrBKRCVYH46KOQB7wmu3y3HQRaWR1UOGUCMTOtKD6NRcqRCQW+AiYbIwpsDoeVxhjKowxvakae7u/iATNJToRuQg4ZIxZZXUsHhpkjOkLjAZut10yDRZRQF/gJWNMH+AUYPn9ynBKBDlASo3nyUCuRbGELdu19Y+At4wxs62Ox1224vwiYJS1kbhkEHCJ7Rr7u8AQEZllbUiuM8bk2v4fAj6m6rJvsMgBcmqUJD+kKjFYKpwSwQogTUQ62G7QXA3MtTimsGK72foqsNkY85TV8bhKRBJFJN72uAEwDNhiaVAuMMb80RiTbIxpT9X+v9AYc53FYblERBrZKhpgu6QyAgiaWnTGmAPAXhFJt00aClheWSLK6gD8xRhTLiJ3APOBSGCGMWajxWG5RETeAS4AEkQkB/iLMeZVa6NyySDgemC97To7wIPGmHnWheSS1sBMWw20COB9Y0xQVsEMYi2Bj6t+UxAFvG2M+dLakFw2EXjL9oM0C7jJ4njCp/qoUkop+8Lp0pBSSik7NBEopVSY00SglFJhThOBUkqFOU0ESikV5jQRKKVUmNNEoJRSYe7/AR4hfBdtb9s+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, np.sin(A), A, np.cos(A), 'o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, np.sin(A))\n", "plt.plot(A, np.cos(A), 'o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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qeld0NbPI5SJycSKErefvzJiUOSk/C1gaEY8BSLocmAPkOTf8+4EbImJVetsbgEOAy7rU1q5rzCwq/ERZ20xLu+4tttt6ToSw9fydGZMyh7ymAo3v2HC6rdmfSFoi6UpJ0zu8LZLmShqSNLRy5coi2l245syiwnsps89IykM0crkIs2z+zoxJmQFFLbY1L9v/ATAjIvYEbgQu6eC2ycaIBRExMyJmTp48ecyN7aauZxa5XIRZZ/ydGZMyh7yGgekNl6cByxp3iIjfNlz8Z+Cchtu+t+m2txTewh7IyiwqfP2Dz3dt1hl/ZzpWZg/lDmA3SbtI2hw4GljUuIOkKQ0XDwceTP++DjhY0rbpZPzB6bbKcWZRdbgki1l7pQWUiFgDnEgSCB4EFkbE/ZLOlnR4uts8SfdLugeYBxyf3nYV8LckQekO4OyRCfqqcWZRdbgki1l7rjZslkNj9WdXfbZB42rDlo/LS+Tikiw15u9AYRxQBpnLS+Tikiw15u9AoRxQBpnLS+TixIka83egUA4oPdZXmUIuL5GLEydqzN+BQvl8KD3W1RIrnXJ5iVxckqXG/B0olHsoPdT1EiudcnkJG3T+DhTKAaWH+i5TyOUlbND5O1Aor0PpkcZ1DCO8nsHMqsDrUPqMM4XMrO4cUHrEmUL11lfZe2YlcZZXjzhTqN76KnvPrCTuoZiNU99l75mVxAHFWnN9o9z6LnvPNubPc084oNjGXN8oN9f5qgB/nnvGAcU25vpGuTl7rwL8ee6ZUgOKpEMkPSxpqaRTW1x/sqQHJC2RtFjSzg3XrZV0d/qzqPm2Zap8xo/rG+Xm7L0K8Oe5Z0rL8pI0AbgAOIjkHPF3SFoUEQ807HYXMDMiXpT0P4AvAR9Nr1sdEXv1tNE5VT7jx/WNcnP2XgX489wzZfZQZgFLI+KxiHgFuByY07hDRNwcES+mF28D+v4TUIuMH9c3sjrx57lnygwoU4HGfxuG021ZTgCubbi8paQhSbdJOiLrRpLmpvsNrVy5cnwtzqEWGT+ub2R14s9zz5S5sFEttrUsLCbpY8BM4D0Nm3eKiGWS3gjcJOneiHh0ozuMWAAsgKSW1/ibnS0r42fe7F2rV69rz6P8hbP68Oe5J8rsoQwD0xsuTwOWNe8k6UDgdODwiHh5ZHtELEt/PwbcAuzdzcbm4YwfMxtkZQaUO4DdJO0iaXPgaGCDbC1JewPfIAkmKxq2bytpi/TvScC+QONkfimc8WPNKp/xZ9aB0oa8ImKNpBOB64AJwEURcb+ks4GhiFgE/APwe8D3JAE8GRGHA28DviFpHUlQnN+UHVYKZ/xYs8pn/Jl1wOdDMeuSxnPg+Nw3VmU+H4p1h2si5VaLjL+q8eezVA4olp9rIuXmGl8l8OezdA4olp9rIuXmjL8S+PNZOgeUcRi4DB7XRMrNGX8l8OezdD5j4zgMXAaPayLl5oy/EvjzWTr3UMaoFjW7OuWaSNbP/Pks3agBRdKbGhYRvlfSPEkTu9+0/jaQGTyuiWT9zJ/P0o26DkXS3SR1tGaQLEJcBLwlIg7reusKVtQ6lMb1BSO8zsDM6qrIdSjrImIN8CHgvIj4DDBlvA2sMmfwmJltLE9AeVXSMcBxwA/TbZt1r0n9zxk8ZmYby5Pl9XHgk8AXI+JxSbsA3+lus/qbM3hsvFY8/xInXnYXXz12bw+TWm2M2kOJiAciYl5EXJZefjwi5ne/aWb11ZhyblYXmQFF0sL0972SljT/9K6JZvUykCnnNhDaDXmdlP7+QC8aYjWwZGFS5uK54WQx2ewznLLZQquU84FYGFskf9b6UmYPJSKWp3++NiJ+2fgD7NKb5llluDBfLi4aWQB/1vpWniyvhZJOUWIrSV8B/r7bDbOKcWG+XJxyXgB/1vpWnoDyTpJzv/+U5LS9y0hOuTtukg6R9LCkpZJObXH9FpKuSK+/XdKMhutOS7c/LOn9RbQny8AVgRwLF+bLxSnnBfBnrSO9PH7lSRt+FVgNbAVsCTweEeva32R0kiYAFwAHAcPAHZIWNZ3K9wTgmYjYVdLRwDnARyXtTnIO+t8HdgRulPTmiFg73na1MnBFIMfChflyccp5AfxZ60gvj195eih3kASUfYD9gGMkXVnAY88ClkbEYxHxCnA5MKdpnznAJenfVwKzlZxcfg5weUS8HBGPA0vT+yucM3JycmE+6xV/1nLr9fErT0A5ISLOiIhXI+LpiJgDXF3AY08FGv/NGE63tdwnLf/yHLB9ztsCIGmupCFJQytXruy4kQNZBHIsXJjPesWftdx6ffwadcgrItZXU5T0WuAIkuGmfxnnY6vVw+XcJ89tk40RC4AFkBSH7KSBWRk582bv6tXNrex5lL/U1hv+rI2qjONXnvL1m0s6Il3ouBw4EPh6AY89TDLZP2IayYR/y30kbQpsA6zKedtxc0aOmVVVGcevdivlD5J0EfA4cCRJj2RVRHw8In5QwGPfAewmaRdJm5P0ehY17bOIpCglaRtuiqTe/iLg6DQLbBdgN+BnBbRpA87IsV5zRqEVpYzjV7shr+uAHwP7pRPfSPpyUQ8cEWsknZg+zgTgooi4X9LZwFBELAK+CfyLpKUkPZOj09ven/aYHgDWAJ/qRoaXM3Ks15xRaEUp4/iVeYItSXuTHMCPBB4jycI6IyJ27l3zilXUCbbMuqHxxG0+YZv1k3GfYCsi7oqIUyLiTcBZwN7A5pKulTS3uKaaGTij0KovT9owEfGTiDiRJDX3POAPu9oqq5clC+HcPeCsiclv11zaiGt8ZfBnp1JyBZQREbEuIq6LiI93q0FWMy7kl4szClvwZ6dyOgooZh1zIb9cnFHYgj87lZOZ5SXpGuB/RsQTvWuO1Y4L+eXijMIW/NnpSD+cVrpdD+Vi4HpJp0varEftsbrJKtjnQn42Gn92OtIPp5Vul+W1kCSz63XAkKT/JenkkZ+etdCqzYX8bKz82cmtX4rYjjaH8irwn8AWwNZNP2ajcyE/Gyt/dnLrl5TzdgsbDwH+iaTMydkR8WIvG9YNXthoZnXTuCB2RNELY8e9sBE4HfhIRJxah2BiZlZH/ZRy3m4OZf+IuL+XjTGzbC4caa30U8p5nlMAm1kfcOFIa6WfUs69sNGsAvoli8esHQcUK4/rNOXWL1k8XeHPQW04oFg5XKcpt1oXjvTnoFYcUKwcrtOUWz9l8RTOn4NaKSWgSNpO0g2SHkl/b9tin70k/Yek+yUtkfTRhusulvS4pLvTn716+wxs3FynKbd+yuIpnD8HHevnbL+ysrxOBRZHxHxJp6aXT2na50XgzyLiEUk7AndKui4ink2v/+uIuLKHbbYibTMtHeZosd020E9ZPIXz56Bj/ZztV9aQ1xzgkvTvS4AjmneIiF9ExCPp38uAFcDknrXQust1mgz8OehQv2f7lRVQXh8RywHS3zu021nSLGBz4NGGzV9Mh8LOlbRFm9vOlTQkaWjlypVFtN2K4DpNBv4cdKjfs/0ya3mN+46lG4E3tLjqdOCSiJjYsO8zEbHRPEp63RTgFuC4iLitYdvTJEFmAfBoRIw6i+daXmZWVb2o2ZWliFpe4xIRB0bEHi1+rgZ+nQaFkeCwotV9SHod8CPgcyPBJL3v5ZF4GfgWMKtbz8PMrB9UIduvrCGvRcBx6d/HAVc37yBpc+Aq4NsR8b2m60aCkUjmX+7ramvN+lg/Z/1YcaqQ7VdWltd8YKGkE4AngY8ASJoJfDIiPgEcBfwRsL2k49PbHR8RdwOXSpoMCLgb+GSP22/WN/o568eKU4Vsv67NofQjz6FY3TSOq/dqPN0GT+lzKGZj5tpOufV71s8G/L7WngOK9RfXdsqtUjW+/L4OBAcU6y+u7ZRbFbJ+1vP7OhAcUKy/uLZTblXI+lnP72vHqpi95zM2Wn9xbafcqpD1s57f145VMXvPPRTrL67tVE9+XzvS7zW7sjigWH9xbad68vvakUpl7zXwOhQzsz5SZs2uLF6HYmZWQZXK3mvigGJWU1XMErKKZe81cZaXWU1VMUvIKpa918Q9FLMaqmqWkFWbA4pVh2tB5VZqlpDfp4HlgGLV4FpQuZVa48vv00BzQLFqcC2o3ErNEvL7NNBKCSiStpN0g6RH0t9Z55NfK+nu9GdRw/ZdJN2e3v6K9OyOVmeuBZVbqVlCfp86VqdsvLKyvE4FFkfEfEmnppdPabHf6ojYq8X2c4BzI+JySV8HTgC+1r3mWulcCyq3UrOE/D51rE7ZeGUNec0BLkn/voTkvPC5pOeRPwC4ciy3t4pyLahq8PvUkbpl45UVUF4fEcsB0t87ZOy3paQhSbdJGgka2wPPRsSa9PIwMLW7zbXSuRZUNfh96khVa3Zl6dqQl6QbgTe0uOr0Du5mp4hYJumNwE2S7gWeb7FfZkEySXOBuQA77bRTBw9tfWfPo3xgqgK/T7lkZePNm71raTW7xqtrPZSIODAi9mjxczXwa0lTANLfKzLuY1n6+zHgFmBv4DfAREkjwXAasKxNOxZExMyImDl58uTCnp9ZVdVpErjKqlyzK0tZQ16LgOPSv48Drm7eQdK2krZI/54E7As8EEl55JuBI9vd3sxaa5wEtvJUuWZXllLK10vaHlgI7AQ8CXwkIlZJmgl8MiI+IendwDeAdSSB77yI+GZ6+zcClwPbAXcBH4uIl0d7XJevt0HXWBq97JLoVh15y9eXkjYcEb8FZrfYPgR8Iv37p8AfZNz+MWBWN9toFbNkYbJ47rnhJEV19hkex2+h1STwmFNV/ZpbE6+Ut+pzuY9cCi3J4tfcWnBAsepzuY9cCp0E9mvekUFJhHBAsepzuY9cCp0E9mvekUFJhPAJtqz6XO4jl0JLsvg1z615NXyV15mMxj0Uqz6X++g9v+a51W01fDsOKFZ9LvfRe37Ncyn13DQl8JCX1YPLfYzbiudf4sTL7uKrx+6db0jGr/mo2iVCVL2ycCvuoZgZMDgTx71Ux9Xw7biHYmYDNXHcS6Wem6YE7qFYvS1ZCOfuAWdNTH574V1LbSeO/RpaTg4oVl9ezZ1L24ljv4bWAQcUqy+v5s6l7Qp6v4YdGZQV8VkcUKy+vJo7l7YTx34NOzLoiQ2elLf68mruXNpOHJ/r1zAvJza4h2J15tXc4+fXMLdBWhGfxQHF6suruccvfQ3Xbj2NdYi1W0/za9jCoK2Iz1LKkJek7YArgBnAE8BREfFM0z7vA85t2PRW4OiI+L+SLgbeAzyXXnd8RNzd5WZbFXk19/jteRRnPvo2Lv3Zk/zpXjvzhT3rt8J7vAZtRXyWsnoopwKLI2I3YHF6eQMRcXNE7BURewEHAC8C1zfs8tcj1zuYWMe8tmJDbV6P5rmBQfuvO49BWxGfpaxJ+TnAe9O/LwFuAU5ps/+RwLUR8WJ3m2UDYWRtxUg67MjaChjM3swor0ehpw2uqUFbEZ+lrB7K6yNiOUD6e4dR9j8auKxp2xclLZF0rqQtsm4oaa6kIUlDK1euHF+rrR68tmJDbV4Pzw20NujrTbJ0LaBIulHSfS1+5nR4P1OAPwCua9h8Gsmcyj7AdrTp3UTEgoiYGREzJ0+ePIZnYrXjtRUbavN6FHra4BoZ9PUmWboWUCLiwIjYo8XP1cCv00AxEjBWtLmro4CrIuLVhvteHomXgW8Bs7r1PKyGstZQDOraijavh+cGNuY5pWxlzaEsAo4D5qe/r26z7zEkPZL1JE2JiOWSBBwB3NethloNzT5jwzkDGOy1FW1ej2v29NxAM88pZStrDmU+cJCkR4CD0stIminpwpGdJM0ApgP/r+n2l0q6F7gXmAR8oQdttrrw+pQNjeP1GLS5BM8ptadoGh+ts5kzZ8bQ0FDZzTCrjc9ddW+yPuWdOw/Ef+mfu+perhh6aoNhwM0miI/us1Otn7+kOyNi5mj7eaW8WaO6r08p8PkN4lyC55Tac3FIsxF1X59S8PMbxLkErzdpzz0UsxF1X59S4PMblLmEQZsjGi8HFLMRdV+fUuDzG5T1KV5v0hkHFLMRdV+fUuDzG4S5hEGcIxovz6GYjaj7+pQCn99ocwkrnn+JEy+7i68eu3dlTzI1iHNE4+UeitmIdusxqpb91aoEt2AeAAAJLklEQVS9PVx/U/WhokGZIyqaeyhmjVqdP6Vq2V+jtbfLba7DqXB9fpOxcQ/FbDRVy/4qub1VPBVuczbXIMwRdYN7KGajqVr2V4ntzRoq6vdeSuMQ3ReO2MPrTcbIPRSz0VQt+6vE9o6WTtyP6zqczVUcBxSz0cw+I8mGatSYHVXmhH2rxx6tvV002lBRP07WV3GIrl+5OKRZHksWJnMQzw0n/+nPPuO/sr9apeL2onpxu8eG1u0t0YrnX2L/L93My2vWseWmm3DrKe/r6TBYq1TmxjaNKKNt/c7FIc2KtOdR8Jn74Kxnk98jB+cyJ8DbPXZWe0vUrifQi6GwVr2jQVnx3ysOKGbj0W4CvMihsFb3VaFkgdHWdXR7KCxrnsTZXMVylpfZeGwzLVnn0WyrbYtbu5K1rmSrbWH1qtZt6jPtegLzDti10HUrrYa2sla9O5urWKX0UCR9RNL9ktZJyhyXk3SIpIclLZV0asP2XSTdLukRSVdI2rw3LTdrkjUBDtnDUVk9l6ztWUNbjY/V+Nh9WCqmXU9gtEnxrOGwrO3NvR2veu+dsoa87gM+DNyatYOkCcAFwKHA7sAxknZPrz4HODcidgOeAU7obnPNMmSVM1mdMWQy0rt47ikg/uvyD09uvb3d0NbqZypzKuNrTtqfJ+b/8UY/F398n1EP9lnDYa22txra8jxJ75QSUCLiwYh4eJTdZgFLI+KxiHgFuByYI0nAAcCV6X6XAEd0r7Vmo2g1AZ417KQJrXsbd16c3aNpt66kDyffO5Fn3UqruY+s7a16O54n6Z1+nkOZCjQOTg8D7wS2B56NiDUN26dm3YmkucBcgJ122qk7LTVrllXZtzlojIi1rbc/NwwfXlDbKsh51q20mvtotX1kLqa5t+MU4N7pWkCRdCPwhhZXnR4RV+e5ixbbos32liJiAbAAknUoOR7XbPwa04ob14IsPrv1JL4mtA4qI72QVvdVsd5IK+0mxbPmPo6dNb3l9tWvrHFBx5J1LaBExIHjvIthYHrD5WnAMuA3wERJm6a9lJHtZv0lq7Jvq97G24+Fe76b3QvpQZXgfpM1HHbS5Xe33H7TQys8tFWyfh7yugPYTdIuwK+Ao4FjIyIk3QwcSTKvchyQp8djVr52vY2d3lXLXshYZQ2HPbnqxZbbp2yzFXedcXAvm2hNSim9IulDwFeAycCzwN0R8X5JOwIXRsRh6X6HAecBE4CLIuKL6fY3kgST7YC7gI9FxMujPa5Lr5iZdS5v6RXX8jIzs7Zcy8vMzHrKAcXMzArhgGJmZoVwQDEzs0IM1KS8pJXAL8d480kka2Cqqurth+o/h6q3H6r/HKrefijnOewcEZNH22mgAsp4SBrKk+XQr6refqj+c6h6+6H6z6Hq7Yf+fg4e8jIzs0I4oJiZWSEcUPJbUHYDxqnq7YfqP4eqtx+q/xyq3n7o4+fgORQzMyuEeyhmZlYIBxQzMyuEA0oOkg6R9LCkpZJOLbs9nZB0kaQVku4ruy1jIWm6pJslPSjpfkknld2mTknaUtLPJN2TPofPl92msZA0QdJdkn5YdlvGQtITku6VdLekylWJlTRR0pWSHkq/D39YdpuaeQ5lFJImAL8ADiI56dcdwDER8UCpDctJ0h8BvwO+HRGVO22dpCnAlIj4uaStgTuBI6ry+gNIEvDaiPidpM2AfwdOiojbSm5aRySdDMwEXhcRHyi7PZ2S9AQwMyIqubBR0iXAjyPiQkmbA6+JiGfLblcj91BGNwtYGhGPRcQrJOdhmVNym3KLiFuBVWW3Y6wiYnlE/Dz9+wXgQWBqua3qTCR+l17cLP2p1H9ykqYBfwxcWHZbBpGk1wF/BHwTICJe6bdgAg4oeUwFGk8CPkzFDmh1IWkGsDdwe7kt6Vw6XHQ3sAK4ISKq9hzOA/4GWFd2Q8YhgOsl3SlpbtmN6dAbgZXAt9JhxwslvbbsRjVzQBmdWmyr1H+XdSDp94DvA5+OiOfLbk+nImJtROwFTANmSarM8KOkDwArIuLOstsyTvtGxDuAQ4FPpcPBVbEp8A7gaxGxN/CfQN/N5zqgjG4YmN5weRqwrKS2DKR03uH7wKUR8a9lt2c80mGKW4BDSm5KJ/YFDk/nIC4HDpD0nXKb1LmIWJb+XgFcRTKcXRXDwHBDz/ZKkgDTVxxQRncHsJukXdKJsKOBRSW3aWCkE9rfBB6MiH8quz1jIWmypInp31sBBwIPlduq/CLitIiYFhEzSD7/N0XEx0puVkckvTZN6iAdKjoYqEzmY0Q8DTwl6S3pptlA3yWmbFp2A/pdRKyRdCJwHTABuCgi7i+5WblJugx4LzBJ0jBwZkR8s9xWdWRf4L8B96ZzEACfjYhrSmxTp6YAl6QZg5sACyOikqm3FfZ64Krk/xM2Bb4bEf9WbpM69pfApek/to8BHy+5PRtx2rCZmRXCQ15mZlYIBxQzMyuEA4qZmRXCAcXMzArhgGJmZoVwQDErSFoZ+XFJ26WXt00v75yx/4ckhaS35rjvmZLOL7rNZkVy2rBZgST9DbBrRMyV9A3giYj4+4x9F5KsUVkcEWf1sJlmXeEeilmxzgXeJenTwH7A/261U1qbbF/gBJLV5yPbPyTpRiWmSPqFpDdIeu/IeUgkvSc9p8fdaaHArbv/tMxG54BiVqCIeBX4a5LA8un0lAetHAH8W0T8Algl6R3p7a8CngY+BfwzSWWDp5tu+7+AT6XFJvcHVhf/TMw654BiVrxDgeVAu4rCx5AUWiT9fUzDdX8JnAa8HBGXtbjtT4B/kjQPmBgRa8bfZLPxcy0vswJJ2ovk7J7vAv5d0uURsbxpn+2BA4A9JAVJjbiQ9DeRTGpOJTnvyOslbRIRG5yDJCLmS/oRcBhwm6QDI6IyxSatvtxDMStIWhn5ayRDXU8C/wD8Y4tdjyQ5JfPOETEjIqYDjwP7SdoU+BZwLMnZKU9u8Thvioh7I+IcYAgYNUvMrBccUMyK8+fAkxFxQ3r5/wBvlfSepv2OITkfR6PvkwSRz5KcN/zHJMHkE5Le1rTvpyXdJ+kekvmTa4t8EmZj5bRhMzMrhHsoZmZWCAcUMzMrhAOKmZkVwgHFzMwK4YBiZmaFcEAxM7NCOKCYmVkh/j8kQ5Y+3DwtdgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, np.sin(A), '^', A, np.cos(A), 'o')\n", "plt.title('Sine and Cosine')\n", "plt.xlabel('X Axis')\n", "plt.ylabel('Y Axis')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, np.sin(A), 'r^', A, np.cos(A), 'ko')\n", "plt.title('Sine and Cosine')\n", "plt.xlabel('X Axis')\n", "plt.ylabel('Y Axis')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.5 복리 그래프 그리기" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13.,\n", " 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25., 26.,\n", " 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38., 39.,\n", " 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51., 52.,\n", " 53., 54., 55., 56., 57., 58., 59., 60.])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = np.linspace(1, 60, 60) \n", "A # 년단위 기간으로 가정" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2., 4., 6., 8., 10., 12., 14., 16., 18., 20., 22.,\n", " 24., 26., 28., 30., 32., 34., 36., 38., 40., 42., 44.,\n", " 46., 48., 50., 52., 54., 56., 58., 60., 62., 64., 66.,\n", " 68., 70., 72., 74., 76., 78., 80., 82., 84., 86., 88.,\n", " 90., 92., 94., 96., 98., 100., 102., 104., 106., 108., 110.,\n", " 112., 114., 116., 118., 120.])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2 * A \t\t\t# 매년 2달러 증가 공식 ==> 신규 배열 생성" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.1 , 1.21 , 1.331 , 1.4641 ,\n", " 1.61051 , 1.771561 , 1.9487171 , 2.14358881,\n", " 2.35794769, 2.59374246, 2.85311671, 3.13842838,\n", " 3.45227121, 3.79749834, 4.17724817, 4.59497299,\n", " 5.05447028, 5.55991731, 6.11590904, 6.72749995,\n", " 7.40024994, 8.14027494, 8.95430243, 9.84973268,\n", " 10.83470594, 11.91817654, 13.10999419, 14.42099361,\n", " 15.86309297, 17.44940227, 19.1943425 , 21.11377675,\n", " 23.22515442, 25.54766986, 28.10243685, 30.91268053,\n", " 34.00394859, 37.40434344, 41.14477779, 45.25925557,\n", " 49.78518112, 54.76369924, 60.24006916, 66.26407608,\n", " 72.89048369, 80.17953205, 88.19748526, 97.01723378,\n", " 106.71895716, 117.39085288, 129.12993817, 142.04293198,\n", " 156.24722518, 171.8719477 , 189.05914247, 207.96505672,\n", " 228.76156239, 251.63771863, 276.80149049, 304.48163954])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1.1 ** A \t\t# 복리계산법: 매년 10% 증가 공식" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2. , 2.1, 2.2, 2.3,\n", " 2.4, 2.5, 2.6, 2.7, 2.8, 2.9, 3. , 3.1, 3.2, 3.3, 3.4, 3.5, 3.6,\n", " 3.7, 3.8, 3.9, 4. , 4.1, 4.2, 4.3, 4.4, 4.5, 4.6, 4.7, 4.8, 4.9,\n", " 5. , 5.1, 5.2, 5.3, 5.4, 5.5, 5.6, 5.7, 5.8, 5.9, 6. , 6.1, 6.2,\n", " 6.3, 6.4, 6.5, 6.6, 6.7, 6.8, 6.9, 7. ])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1.0 + 0.1 * A \t\t# 단리계산법" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hKiJJpbCskOdWP8eFAy7kzJ5nel2OZxTuIpI0nHM8tOwhMlMzueuMu7wux1MKdxFJGvML57N0+1JuOe0WcrJzvC7HUwp3EUkKFbUV/Oaj3zD8hOF8a+i3vC7Hc00eUBURSQSPf/w4e6r28PiEx1vtQdSGtOcuIglv7Z61vLzhZa4aehUjckZ4XU5cULiLSELzB/w8uPRBOmd25tbTb/W6nLihcBeRhDZr/SxW717NT874CR0yOnhdTtxQuItIwiosK+SxFY9xTu9z+PqAr3tdTlxRuItIQvIH/Nz73r1kpGZw/1fubxW3zmsOzZYRkYT0wtoXWFW6il+d8yu6tenmdTnNNufjYh5+YwMl+6vo1SmbOy8YymWnNXr7ixZRuItIwvl8/+c8/vHjTMidkJDDMXM+Lmbaq6upqqu/rmLx/iqmvboaIGIBr3AXkYTiC/i4d8m9tElvw8/P+nlCDMccuZdeWes7HOyHVNX5efiNDQp3EWmdnv/0eT7d8ykPn/dwXF5i4MggH39SV15ZXvylvfRjKTnOe82lcBeRhLFh7waeXPUkF/S/gMn9J3taS2Nj5sBRwy0vLd3a+L1GG9GrU3bE6lO4i0hCqKyr5M7Fd9IpsxP3nHmPp7Uca8w8Kz3lqOGWUIM9Oz318B+ISFC4i0hC+O9l/01hWSF/+tqf6JzVOabbDnXM/Mi24+mUnU7bzDTNlhGR1mve5/OY+/lcbhh5Q9RvwBHOmPmxGF/eg89OT+X+S0dENMyPpHAXkbi2qWwTDy59kLzuedxw6g0R/exQgrw5Y+adstOp8QW+tAefnZ7K5aN789b60qjtpTdG4S4icavaV82d79xJVmoW08+ZHtFL+TY2bt5YkDdnzPz+S+uvSBnNk5NCpXAXkbj18EcPs3HfRp44/wm6t+0e1meFMm4eapDD8cfMvQjzIyncRSQuzS+cz+yNs7l2xLWc2+fcZq0b6XFzL8bMw6VwF5G4s2HvBu577z5Gdh3JLaffcszlojHXvLEg92LMPFxNhruZPQ9cDOxyzp0cbOsC/C/QHygErnLO7Qu+Nw24DvADtzrn3ohK5SKSlPZW7+XWRbfSPqM9j45/lPSUdCC0vfFIzDVPxCBvTCh77n8BHgdeaNB2N7DQOTfdzO4Ovv6pmQ0HpgIjgF7Am2Y2xDkX+uRPEWm16gJ13PH2Heyp3sPMyTMPX14g1IOf8TbX3EtNhrtzbrGZ9T+ieQrw1eDzmcDbwE+D7S8752qAzWZWAIwBPohQvSKSxH794a/J35nPFbk/5fpnd1KyvzAiBz8hMcfNw9HSMffuzrntAM657WZ26GLKvYGlDZYrCrYdxcyuB64H6Nu3bwvLEJFEd2i4ZRdvk9Xz75yYcQkvv5VDVV39Qc/mHvyMp7nmXor0AdXGrr3Z6B9Y59wzwDMAeXl5zf0jLCIJ6Fjj5rVpBWT3m4vvwFBWbjsLR2hDK8faG4f4mGvupZaG+04z6xnca+8J7Aq2FwG5DZbrA5SEU6CIJIdjjZtbxi7a9PkfArUnUFV8NaHe/bOpvfHWFuZHamm4zwOuAaYHH+c2aP+rmT1C/QHVwcCH4RYpIoknlJOGSCsnu+/zOFKo2vYDCGQd8/OS+eBnNIQyFXIW9QdPc8ysCPgF9aE+28yuA7YCVwI459aY2WxgLeADbtJMGZHk16KThlKqyM59HkuppHLLj3B1Jxx+q7Ud/IwGc8774e68vDyXn5/vdRki0oRQThqCo8P5KFZHdu7zpLbZSvW2H+A7OPjwW63x4GdLmdly51xeY+/pDFURCUnkblARIKvXbNLabsa/49tMPeV8BXkUKNxFpFHRuEFFx+w0UrvOpa7tajLLp3Dv176vII8ShbuIxOgGFSmclfcB7+1+l+8P/z53nnFnZIqXRincRVoZL25Q0bNTFqNOfZ93S19h6tCp/CTvJ1HomTSkcBdpRby4QYVzjj9+/Ef+tHo2Vw25ip+d+TPMGjvfUSJJ4S6SxOLhBhUzVs3gT6v/xOWDL+eesfco2GNE4S6SJOLxBhVPrnqSp1Y9xTcHf5P7zrqPFAvt7FMJn8JdJMEkwg0qnHM8svwR/rLmL0wZNIVfnPULBXuMKdxF4lgi3qDCF/DxwAcPMKdgDlOHTmXamdMU7B5QuIvEqUS8QUWNv4Y737mTt7a9xY0jb+TGkTdqjN0jCneROBHpg58Q22u0VNRWcOuiW1m+cznTxkzj28O+HfFtSOgU7iIeiPTBT69vUFFaWcpNC2/is32fMf2c6Vw08KKIb0OaR+EuEmWRPmko3m5QsW7POm5ZdAvlteX8YcIfOKfPOVHfpjRN4S4SRdE4aSieblCxcMtCpi2ZRsfMjrxw4Quc1OWkmG5fjk3hLhJBsTxpyEvOOZ779DkeW/EYp+acymMTHiMnO8frsqQBhbtIC4Q617w5EuUGFTX+Gh54/wH+sekfXDTgIn457pdkpmZ6XZYcQeEu0oRw5pofS6RPGoqVbRXbuOPtO1i3dx03j7qZ60+9XlMd45TCXeQ4ojHXPFGC/EgLty7k50t+DgZ/GP8Hxvcd73VJchwKd5EGojHXPF7HzUNVF6jjseWPMXPtTEacMILfnvdb+rTv43VZ0gSFu7RasZprHo/j5qHacXAHdy2+i493fczUoVO584w7yUjN8LosCYHCXVqFZJ9rHg2vbXqNB5c9iD/g5+FzH2bygMlelyTNoHCXpNPSIE/UueaRVlZTxoNLH2R+4XxGdh3Jr87+Fbkdcr0uS5pJ4S5JJdInDUHij5k3x5LiJdz33n3sq97HrafdyrUnX0taimIiEemnJgkt0gdAE2WueaSV15bz++W/528b/8agjoN44vwnGHbCMK/LkjCEFe5mVghUAH7A55zLM7MuwP8C/YFC4Crn3L7wypTWLlYnDSXiFMVwOOd4o/ANpn84nX01+7hm+DXccvotOikpCURiz328c253g9d3Awudc9PN7O7g659GYDvSSuikodgoPlDMQ0sf4t3idxnWZRhPTHyCESeM8LosiZBoDMtMAb4afD4TeBuFu4RIJw1FX52/jhfXvciTq54E4M68O/n2sG9rbD3JhPvTdMC/zcwBTzvnngG6O+e2AzjntptZt8ZWNLPrgesB+vbtG2YZkqh00lDsOOd4a9tb/C7/d2yt2Mp5fc7jnjPvoWe7nl6XJlEQbriPc86VBAN8gZmtD3XF4B+CZwDy8vKa+/srCUgnDXln476N/Oaj37Bs+zIGdBzAjPNn6LrrSS6scHfOlQQfd5nZ34ExwE4z6xnca+8J7IpAnZJgdNJQfNhVuYunVj3FK5+9QvuM9kwbM40rh15Jekq616VJlLU43M2sLZDinKsIPv8a8EtgHnANMD34ODcShUriSPYbVCSCfdX7eG71c7y84WX8AT9Th07lx6N+TMfMjl6XJjESzp57d+Dvwct9pgF/dc7NN7OPgNlmdh2wFbgy/DIlnrWWG1QkgoraCl5Y+wIvrHmBan81Fw+8mBtG3kBue51h2tq0ONydc5uAkY207wHOD6coiU+t+QYV8W5/9X7+uv6vvLTuJcpry5nUbxI3j7qZgZ0Gel2aeERzn6RRmmueGHYc3MHMNTN55bNXqPJVMT53PDeOvFFnl4rCXVp+8FNzzb1TsK+AF9a+wD82/QPnHBcNuIgfnvxDTux8otelSZxQuLdy0bjQFmjcPBr8AT+Lixbz0vqXWLZ9GZmpmVwx+Ap+cPIP6N1O31v5MoV7KxONg5+aax5dZTVlzCmYw6z1syg+UEz3Nt257fTbuHzw5XTO6ux1eRKnFO5JLNInDWmueewEXID8Hfm88tkrvLnlTWoDtZze7XRuH307E/pO0KUCpEn6F5IkYnHSkOaaR9/Ogzv5x6Z/8Opnr7KtYhvtM9rzzcHf5PIhl3NSl5O8Lk8SiMI9CcT6pCGJrPLact7c8ib/2vQvPtrxEQ7HGT3O4MejfszEvhPJSsvyukRJQAr3BNPYXPOH39igk4YSTGVdJUuKl/D65tdZXLSY2kAtfdv35YaRN/D1gV+nX4d+XpcoCU7hHsdCnWse6nRE0ElDXiqvLeedbe/w5pY3ea/kPWr8NZyQdQJXDb2Krw/8OiNOGEHwjG+RsCnc40Q4c81TzfC7o/fVddKQ97ZVbGNx0WLeLXqXZTuW4Qv46NamG5cPvpyJ/SZyWrfTdHBUokL/quJAuGPmfufITk89ajqigjz2av21rCpdxeKixSwuWsymsk0A9OvQj+8O+y4T+03klJxTSLEUjyuVZKdw90Ck55r3bjD2riCPrYAL8Nm+z1i6fSkfbP+AFTtXUOWrIi0ljbzueVwx5ArO7XOuxtAl5hTuURaLueaHglxhHn2Hwnz5zuUs37mc/J357K3eC8CAjgO47MTLGNtzLGf2PJO26W09rlZaM4V7BHk911wir7KukjV71rCqdBWrdq1i+a7lVNRWANCjbQ++0usrnNnzTMb2HEuPtj08rlbkCwr3CNFc88TnC/jYXLaZNXvW8OnuT/mk9BM27tuI39X/TPt16MekfpPI657H6O6j6dWul8cVixybwr0FNNc88dX4a/h8/+ds2LuB9XvXs2bPGjbs3UC1vxqAtultOSXnFK475TpGdh3JKTmn6DouklAU7k3QXPPE5g/4KT5QTMH+AjaVbWLj3o1s3LeRwvLCw3vk2WnZDOsyjCuGXMGInBEMP2E4/Tv014wWSWgK9wY01zxxVdZVsqV8C4XlhfVfZYVsKtvE5rLN1PhrDi/Xq20vhnQewvn9zmdI5yEM7TyU3Pa5pKakeli9SOS12nBvaZBrrrk3nHPsq9lHcUUx2yq2sa1iG0UHiuqfl29jV9Wuw8saRs+2PRnYaSBn9jiTQZ0GMajTIAZ2HEi7jHYe9kIkdlpluEfjBhWaax6eukAduyp3sePgjsNf2w9up+RASf3XwRKqfF+eNto1uyu57XMZ22ss/Tv0p3/H/vTr0I++7fvqYlsSuood8Ldr4Yq/QPvu4bdFYv0IaBXhHumThjTXPHR1/jr2VO9hd9Vu9lTVP+6q2kVpZSmllaXsrNxJaVUpe6r24I74KbTPaE/vdr3p16EfZ/U6i97tetOrXS9y2+fSp30fstOyPepVHIt0UMUq0Lys553fwNal8M6v4eJHwm+LxPoRkHRHjOZ8XMy46YsYcPe/GDd9EffOWc20V1dTvL8KR/1e+r7KupA/78jLOGWnp/KdsX3p3Skbo36P/VffPKVVhLpzjsq6SrYf2M66Pet4v+R9Xtv0Gn9d91dmrJzBg0sf5Pa3b+cH83/ApXMu5eyXz+b0F09n0t8mcfW/rubmRTdz/wf3M2PlDBZuXciOyh3kZOdwXvczuMG144HT7+DpiU8zd8pcll4yl/erO/J/X32cxyY8xk/H/JTv5k5kwsKHGZzW4cvBXrED/nwhVOz0vs3rbTcMi1i2ebntcOqp2AErXwIXqH+s2BleW7ifGUHmGjkIGGt5eXkuPz+/2es1NW4OR+9lH09EDn7G8Z6Ka9eNan81B/dt5sA/b+XAhJ9TkZ7BgboDHCgvpiL/WcqHX0IFASpqK6ioLKV8+wrKOvSkzHeQspoy6gKN/2E0jI7O6NKhD13adKNzVme6pGSR8/k75Iy+jpzOA8nJzuEEf4Cc1+4i/YqZX9T4z9th+Z9h9LVf7L2E2hbu+pFu83LbFTvgsZHgq4a0LLjtE8BFv619d++2HW497/waPv4f8NdCagac9r3672VL2y5+pP5nE876zWBmy51zeY2+F61wN7PJwGNAKvCsc276sZZtSbgfGjdvV7ebxzP+yM21t7KbTjigK/sOt5XSCUJoO5B+ApeP7s0n6zZwT9XDPJh9F9dNHlsf5M0J2DB/Yd3yP1N7+vep/tovqfHXULPgPqrXvEL1sEupGvsjqv3VVC17mqrCt6nq9xWqTrqQKl8VVXVVVH2+kMo9G6js3J/KnEFU1lVSue9zDtaUcSA9i0rc4el/x9M+vT0dMjvQvqqcDgdK6dixLx36nUPHzI503PQuHbcuo9OA8XQedzudsjrRKbMTHRb8krQVM5vf73BCIZFDJRrbDidUwmkLN9C8qmfE5bD27/Xfx0NSM+sfG8ywCrktLQuuexOem9iyz2z4swxRzMPdzFKBjcAkoAj4CLjaObe2seVbEu7jpi+ieH8V/y/teb6TupAX/edzn++HAMds+3bqQv7HP4H7/d+nY3Yqd6XM5AL/Iv6R/lXs/HuZMCwH36IHqVs7B9/wS/GNuwVfwIfv/T/i2zgf3+BJ1I2+hrpAHXUrZlJX+C51/b5C3fBLqQvUUVu5l7qlM6hzfmpT06g99Spq/bXUrptHHQFqUlKp7TuW2kAttdtXUoOjxlKoad+dmkAtNdXl1Bi4FlzTOzs1i+zaStoE/LRx0KbHKNqkZdGm8D3a+n20JYW2ef9B27Rs2i55lHZ1NbS3NNpe/jzt09rQ7sUraFdXRbuUTFJjGWjh7DklaqhEo+28u7743h4STlDFKtC8rMdSISUF/A3/N5oS/C98oPltqRnQZSDs3VT/s2nJ+s3ce/ci3M8C7nfOXRB8PQ3AOferxpZvSbgPuPtfdMncQO8+zxAw8GEU0wUI0MXKDrcdIAssQKrV4Y/BjRBSnCPDOdKB9NQsMiyFjJoDZLgAGc7IbNu1vq28hKxAgAyMzC6DyLRUMnetJ8PvI9tSyOw1mkxLJXvLB2T668iyVLJPnES2pZK1/jUyfTW0sXSyT51K1sW/J+VfP0m8QAtnzymRQyUa2x7xDfj0lZaFipeB5mk9UZCW9eWff3P1OAVuWBLy4l6E+xXAZOfcfwRffw840zl3c2PLt3TP/Vs1v2dzzjrSCYAztroepDg40baTQQBzxiaXS5fsDHpWFZDpAoBxsNPJdGubSWrxclL9PtJSUknPPYs0M9IK3yPNX0daShppAyeQhpFWsIB0fx3pKWmkDb2YdEshfc1c0v21pKekk37KVaSfcwcZT5xJamvacwp32+HsOSV0qERh2xntoGovngg30CKtOfU0M0zjzfHCPVpTIRvbRf7SXxEzux64HqBv377N3sC953Vh/PwPyCr9IhiqXRmpKUa6++KXy28HSC23L4dKxUfBNxu0HXjr6LY1849oq4XVc7/c5vfDJ7PrA+rIvQJ/3dHfiUi3uQC8+h+JuW3nr//+fUmgkSPgjbT5a2Ff4RFB2oz1I93mZT3+WujYG366+ciFpRWLVrgXAbkNXvcBShou4Jx7BngG6vfcm7uBC/e8gD+FL/1DzzAfKUckSKrzwZH/E4tGyG18w7tfbC9DJaxtk/B7TiLxKlrh/hEw2MwGAMXAVODbEd1C0Yekui9Py0vBwVHDTNpzEpHWJyrh7pzzmdnNwBvUT4V83jm3JqIb0d6eiMgxRe3yA86514DXovX5IiJybEl3+QEREVG4i4gkJYW7iEgSUriLiCShuLgqpJmVAltCWDQH2B3lcmJJ/YlfydQXSK7+JFNfILz+9HPOdW3sjbgI91CZWf6xTrVNROpP/EqmvkBy9SeZ+gLR64+GZUREkpDCXUQkCSVauD/jdQERpv7Er2TqCyRXf5KpLxCl/iTUmLuIiIQm0fbcRUQkBAp3EZEklDDhbmaTzWyDmRWY2d1e19NcZva8me0ys08btHUxswVm9lnwsbOXNYbKzHLN7C0zW2dma8zstmB7ovYny8w+NLNVwf48EGxPyP5A/X2MzexjM/tn8HUi96XQzFab2Uozyw+2JWR/zKyTmf3NzNYHf3/OilZfEiLcgzfcfgK4EBgOXG1mw72tqtn+Akw+ou1uYKFzbjCwMPg6EfiAO5xzw4CxwE3Bn0ei9qcGmOCcGwmMAiab2VgStz8AtwHrGrxO5L4AjHfOjWowHzxR+/MYMN85dxIwkvqfUXT64pyL+y/gLOCNBq+nAdO8rqsF/egPfNrg9QagZ/B5T2CD1zW2sF9zgUnJ0B+gDbACODNR+0P9nc8WAhOAfwbbErIvwXoLgZwj2hKuP0AHYDPBiSzR7ktC7LkDvYFtDV4XBdsSXXfn3HaA4GM3j+tpNjPrD5wGLCOB+xMcxlgJ7AIWOOcSuT+PAnfx5RtMJmpfoP7eZ/82s+XBey9DYvZnIFAK/Dk4ZPasmbUlSn1JlHBv8obbEntm1g54Bfgv51y51/WEwznnd86Non6vd4yZnexxSS1iZhcDu5xzy72uJYLGOedOp35Y9iYzO9frglooDTgdeNI5dxpwkCgOJyVKuDd5w+0EtdPMegIEH3d5XE/IzCyd+mB/yTn3arA5YftziHNuP/A29cdHErE/44BLzawQeBmYYGYvkph9AcA5VxJ83AX8HRhDYvanCCgK/q8Q4G/Uh31U+pIo4X74httmlkH9DbfneVxTJMwDrgk+v4b6seu4Z2YGPAesc8490uCtRO1PVzPrFHyeDUwE1pOA/XHOTXPO9XHO9af+92SRc+67JGBfAMysrZm1P/Qc+BrwKQnYH+fcDmCbmQ0NNp0PrCVaffH6IEMzDkZcBGwEPgfu8bqeFtQ/C9gO1FH/F/w64ATqD3x9Fnzs4nWdIfblbOqHxT4BVga/Lkrg/pwKfBzsz6fAfcH2hOxPg359lS8OqCZkX6gfp14V/Fpz6Hc/gfszCsgP/lubA3SOVl90+QERkSSUKMMyIiLSDAp3EZEkpHAXEUlCCncRkSSkcBcRSUIKdxGRJKRwFxFJQv8fMzsqjtBu4gIAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, 2 * A, 'o') # 매년 2 달러씩 증가 (원으로 그림)\n", "plt.plot(A, 1.0 + 0.1 * A, '^') # 단리 10%\n", "plt.plot(A, 1.1 ** A) # 복리 10% " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(A, 2 * A, 'o') # 매년 2 달러씩 증가 (원으로 그림)\n", "plt.plot(A, 1.0 + 0.1 * A, '^') # 단리 10%\n", "plt.plot(A, 1.1 ** A) # 복리 10% \n", "plt.title('Linear vs. Simple Interest vs. Compounded Interest')\n", "plt.xlabel('Years')\n", "plt.ylabel('Value of Funds')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.6\tmatplotlib으로 히스토그램 만들기" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "IQ_list = [\n", " 91, 110, 105, 107, 135, 127, 92, 111, 105,\n", " 106, 130, 145, 145, 128, 109, 108, 98, 129, 100,\n", " 108, 114, 119, 99, 137, 142, 145, 112, 113\n", "]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "IQ_A = np.array(IQ_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 버킷의 기본 개수: 10개" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(IQ_A)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(IQ_A, bins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(IQ_A)\n", "plt.title('IQ Distribution of Development Team.')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 평균이 100이고, 표준편차가 10인 배열" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "A = np.random.standard_normal(200_000)\n", "A = A * 10 + 100" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(A, bins=80, color='g')\n", "plt.title('Normal Distribution in 80 Bins')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- numpy를 활용한 histogram 생성" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 50 51\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "A = np.random.standard_normal(2_000_000)\n", "A = A * 10 + 100\n", "\n", "B = np.histogram(A, 50)\n", "print(len(B), len(B[0]), len(B[1]))\n", "\n", "plt.plot(B[0])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- B[0]: 그래프에 표현하고자 하는 빈도수 숫자 (총 50개)\n", "- B[1]: 각 버킷의 정확한 경계 (총 51개)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 3, 7, 13, 33, 70, 147, 256,\n", " 561, 1095, 2025, 3517, 5868, 9708, 15015, 22825,\n", " 33386, 46136, 61511, 79069, 97872, 116781, 133158, 146067,\n", " 156063, 157782, 154382, 145311, 131452, 113754, 95431, 77081,\n", " 59819, 43841, 31689, 21920, 14216, 9182, 5627, 3349,\n", " 1889, 1058, 556, 264, 111, 53, 31, 8,\n", " 4, 3])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B[0]" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 49.56421013, 51.54663769, 53.52906525, 55.51149281,\n", " 57.49392037, 59.47634793, 61.45877549, 63.44120306,\n", " 65.42363062, 67.40605818, 69.38848574, 71.3709133 ,\n", " 73.35334086, 75.33576842, 77.31819598, 79.30062354,\n", " 81.2830511 , 83.26547866, 85.24790622, 87.23033378,\n", " 89.21276134, 91.1951889 , 93.17761646, 95.16004402,\n", " 97.14247158, 99.12489914, 101.10732671, 103.08975427,\n", " 105.07218183, 107.05460939, 109.03703695, 111.01946451,\n", " 113.00189207, 114.98431963, 116.96674719, 118.94917475,\n", " 120.93160231, 122.91402987, 124.89645743, 126.87888499,\n", " 128.86131255, 130.84374011, 132.82616767, 134.80859523,\n", " 136.7910228 , 138.77345036, 140.75587792, 142.73830548,\n", " 144.72073304, 146.7031606 , 148.68558816])" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B[1]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "A = np.random.standard_normal(2_000_000)\n", "A = A * 10 + 100\n", "B, X = np.histogram(A, 50)\n", "\n", "X = (X[1:] + X[:-1])/2 \t# 경계 대신 통의 중간 값을 사용한다.\n", "plt.plot(X, B) \t\t # 통 숫자 대신 값으로\n", "plt.show() \t\t # 그래프를 표현한다.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.7 원과 가로 세로 비율(Aspect Ratio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "theta = np.linspace(0, 2 * np.pi, 1000)\n", "plt.plot(np.cos(theta), np.sin(theta))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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E/IBHgQuBycC1ItLTMRSeN8bMdF2edD02Fvg5MBeYA/xcRPSYzkOgqc3OL1/LJTM5khvPSLc6jlLdxIUH8bNLJrO9qJYXs4usjuNz3DHHMAfIN8YUGGPagdXA0j4+9gLgHWNMtTGmBngHWOyGTKoXD727n9K6Vu67dKoe8kINS0tnjuT09Bh++9Y+6lo6rI7jU9zxiZACdK30Ytew410hIjtEZI2IjDrFxyo3OlDRyF83HOLaOaM4bbTOoKnhSUT4+demUNPczh/fzbM6jk9xRzH0tMby+IWCrwHpxpjpwLvAqlN4rHNEkRUiki0i2RUVekyVgfjtv/cSEuDH/zt/otVRlDqpqSlRLDs9jb9vPESerogeMu4ohmJgVJfbqUBJ1xGMMVXGmGMHQXkCOK2vj+3yHCuNMVnGmKyEhAQ3xPZN2YeqeWt3Gd8+ewzx4UFWx1GqVz86fwIhgX488OZeq6P4DHcUw2ZgvIhkiEggsAxY23UEEel66q8lwB7X9beA80UkxrXS+XzXMDUIjDH8Zt0eRkQEcfNZus+C8gxx4UHces5Y3ttbztbCGqvj+IQBF4Mxxg7cjvMDfQ/wgjFmt4jcKyJLXKN9T0R2i0gO8D3gRtdjq4Ff4SyXzcC9rmFqELy1u4ythbX8cNEEQgP9rY6jVJ/deEY6cWGB/P7tfVZH8QniiWdOysrKMtnZ2VbH8CjGGC555BOa2uy8+8NzdEsk5XGeXF/AfW/s4Z/fmssZY+OtjuORRGSLMSart/H008FHfLivgt0l9fzXueO0FJRHun7eaJIig/nDO/utjuL19BPCBxhjePj9PFKiQ7hslm4NrDxTcIAft54zhs2HathyWJc4DyYtBh+w8UAV2wprufWcMQTo3ILyYFefPoro0ABW6jmiB5V+SviAlesLiA8P4qqsUb2PrNQwFhrozzfmjebt3DIKKhqtjuO1tBi83KHKJj7cV8F1c9MIDtAT8CjPd8P8dAL8bDz5iZ7pbbBoMXi5ZzYdxt8mfH1umtVRlHKLhIggLp+VwktbivUYSoNEi8GLNbfbeSG7iAunJZMYGWx1HKXc5vp5o2mzd/Lq9iNWR/FKWgxe7NXtJTS02lk+f7TVUZRyq6kpUUxNieSfnxXiiftiDXdaDF7sxewiJiSG6xFUlVe6dk4ae482kFNcZ3UUr6PF4KUOVTaxtbCWy2enIqKn7FTeZ8mMkYQE+PHcZ4VWR/E6Wgxe6uVtRxBxnuxEKW8UERzAhdOSWLerlDa7w+o4XkWLwQsZY3h52xHOGBtHclSI1XGUGjRfmz6ShlY76/dXWh3Fq2gxeKFtRbUUVjdz2axUq6MoNagWjIsnKiSA13f0eBoX1U9aDF7o7d1l+NuERZMTrY6i1KAK9LexeEoS7+SW0dqhi5PcRYvBC72Te5S5Y2KJCgmwOopSg+6SGck0tTv4aL+e8tddtBi8TEFFIwcqmliUqXMLyjfMGxNHeJA/H+4rtzqK13BLMYjIYhHZJyL5InJ3D/f/UERyRWSHiLwnIqO73OcQke2uy9rjH6tOzbt7ygBYqIuRlI8I8LOxYFwcH+2r0J3d3GTAxSAifsCjwIXAZOBaEZl83GjbgCxjzHRgDfDbLve1GGNmui5LUAPywd4KJiVFkBoTanUUpYbMVyaOoKSulbxyPeKqO7hjjmEOkG+MKTDGtAOrgaVdRzDGfGCMaXbd3ATo5jKDoLXDwZbCGs4cp6c9VL7lnAkJALo4yU3cUQwpQFGX28WuYSdyM/Bml9vBIpItIptE5NITPUhEVrjGy66o0JVMPdlWWEu7vZP5Y+OsjqLUkBoZHcL4EeGsz9P9GdzBHcXQ0/EWelzQJyLXA1nA77oMTnOdnPrrwEMiMranxxpjVhpjsowxWQkJCQPN7JU2HqjEJnB6RqzVUZQacnMyYtlWWIujU9czDJQ7iqEY6HpqsFTgS3ubiMhC4B5giTGm7dhwY0yJ62cB8CEwyw2ZfNLGgiqmpkQRGaybqSrfk5UeQ2ObnX1HG6yO4vHcUQybgfEikiEigcAyoNvWRSIyC3gcZymUdxkeIyJBruvxwAIg1w2ZfE6Ho5Oc4jrmpOvcgvJNWaOdf/tbDldbnMTzDbgYjDF24HbgLWAP8IIxZreI3Csix7Yy+h0QDrx43GapmUC2iOQAHwAPGGO0GPphf1kD7fZOpo+KtjqKUpZIjQkhMTKI7MM1VkfxeP7ueBJjzDpg3XHDftbl+sITPO5TYJo7Mvi6na5j0k9LibI4iVLWEBFmp8WwvajW6igeT/d89hI7j9QREezP6Fjdf0H5rszkSAqrm2lqs1sdxaNpMXiJXUfqmDoyCptNT8qjfNfEpAiMcS5aVf2nxeAFOjsN+8sayUyOtDqKUpbKTHL+D+iWSQOjxeAFyhpaaelwMCYhzOooSlkqNSaE0EA/9moxDIgWgxc4WNEEwJh4LQbl22w2YfyIcPL1mEkDosXgBQoqncWQoXMMSpEaG0pxTXPvI6oT0mLwAgcrmwgJ8CMxItjqKEpZblRMKEdqW+jUQ2P0mxaDFzhS00JKTIhukaQUzvUMHQ5DWUOr1VE8lhaDFyhvaCUxMsjqGEoNC6Nc+/IU17RYnMRzaTF4gfKGNkboYiSlAEiOcv4vHK3TOYb+0mLwcMYYVzHoHINSADGhgQDUNrdbnMRzaTF4uPoWO+32ThK0GJQCIDrUedj56qYOi5N4Li0GD1fX4vzjP/YtSSlfF+BnIyLInxqdY+g3LQYP19TuPFhYWJCfxUmUGj5iwgJ1UdIAaDF4uGZXMYQEuuUI6kp5hfAgfxr1CKv95pZiEJHFIrJPRPJF5O4e7g8Skedd938mIuld7vuxa/g+EbnAHXl8SVObA4CwQJ1jUOqYQH8b7Q7dwa2/BlwMIuIHPApcCEwGrhWRyceNdjNQY4wZB/wBeND12Mk4TwU6BVgM/Nn1fKqP/jPHoG+bUscE+tvosHdaHcNjuWOOYQ6Qb4wpMMa0A6uBpceNsxRY5bq+BviqiIhr+GpjTJsx5iCQ73o+1Ud2127/gX66VFCpYwL9bLQ7tBj6yx0LplOAoi63i4G5JxrHGGMXkTogzjV803GPTXFDJp+jM81K/ccn+ZVWR/Bo7via2dMBeo7/nDrROH15rPMJRFaISLaIZFdUVJxiRO8lrrfQaDMopdzEHcVQDIzqcjsVKDnROCLiD0QB1X18LADGmJXGmCxjTFZCQoIbYnsHcVWr0XkGpb5w1vh4ZqVFWx3DY7mjGDYD40UkQ0QCca5MXnvcOGuB5a7rVwLvG2OMa/gy11ZLGcB44HM3ZPIZx2a5dI5Bqf/ocHQSYNP1bv014HUMrnUGtwNvAX7AX40xu0XkXiDbGLMWeAp4RkTycc4pLHM9dreIvADkAnbgNmOMY6CZfElQgPOPv023wFDqCx0OQ3CAFkN/uWWvKGPMOmDdccN+1uV6K3DVCR77a+DX7sjhi8KDnMeFaWzVnXmUOqbd3klksO702V9aqR4uPMj5x9/YpgcMU+qYupYOokICrI7hsbQYPNx/ikGXwCl1TG1zO9F6YMl+02LwcOGu2eWGVp1jUArA0Wmob7UTqXMM/abF4OGiQgLwswlVjXokSaXgP1+SorUY+k2LwcP52YSE8CCO1utpDJUCqGpyfkmKCdNi6C8tBi+QGBVMmRaDUgCU1LYAMDIqxOIknkuLwQskRgRpMSjlcqTGWQwpMVoM/aXF4AWSooIprdNiUArgSG0LNoGkyGCro3gsLQYvkBYbSkOrneomXQGt1JGaFpIig/HXQ9H3m75zXmDsiHAADlQ0WpxEKesdrm4mNTbU6hgeTYvBC4yNdxZDgRaD8nHGGPaXNTAhMdzqKB5Ni8ELpMSEEOhv40BFk9VRlLLU0fpWGlrtTEyMsDqKR9Ni8AJ+NmFMfBh5ZQ1WR1HKUvvLnHPN47UYBkSLwUtMTo5kV0k9Rk/MoHzY/qPOL0cTtBgGRIvBS0xPjaKioU33gFY+bVdJHYmRQcSG6QH0BkKLwUtMH+U8jWFOUZ3FSZSyztbCGmanxVgdw+MNqBhEJFZE3hGRPNfPL/1GRGSmiGwUkd0iskNEruly39MiclBEtrsuMweSx5dNTo7E3ybsKK61OopSlihvaKWoukWLwQ0GOsdwN/CeMWY88J7r9vGagRuMMVOAxcBDItL1LN13GGNmui7bB5jHZwUH+DEpOYJthVoMyjdtPez82589OrqXMVVvBloMS4FVruurgEuPH8EYs98Yk+e6XgKUAwkDfF3Vg7kZcWwprKG1Q0/ao3zPtsIaAv1sTBkZZXUUjzfQYkg0xpQCuH6OONnIIjIHCAQOdBn8a9cipj+ISNAA8/i0M8bG0W7vZOvhGqujKDXkPj1QxfTUKIID/KyO4vF6LQYReVdEdvVwWXoqLyQiycAzwE3GmE7X4B8Dk4DTgVjgrpM8foWIZItIdkVFxam8tM+YkxGLn03YcKDS6ihKDamqxjZ2ldRx9gRdGOEOvRaDMWahMWZqD5dXgTLXB/6xD/7ynp5DRCKBN4CfGGM2dXnuUuPUBvwNmHOSHCuNMVnGmKyEBP3l9yQiOIAZqVFsyK+yOopSQ+qT/EqMQYvBTQa6KGktsNx1fTnw6vEjiEgg8DLwd2PMi8fdd6xUBOf6iV0DzOPzFoyLZ0dxLTV6pFXlQz7aX0F0aADTUnT9gjsMtBgeABaJSB6wyHUbEckSkSdd41wNnA3c2MNmqc+KyE5gJxAP3DfAPD5v0eREOg28t7fHmTelvE5np2F9XiVnjovHzyZWx/EK/gN5sDGmCvhqD8OzgVtc1/8B/OMEjz9vIK+vvmxaShTJUcG8tfsoV56WanUcpQbd1sIaKhraWJiZaHUUr6F7PnsZEeH8yYmsz6ugpV03W1Xe742dpQT62/hq5kk3ilSnQIvBC10wJYnWjk4+2q9bbynv1tlpeHPnUc4en0BEcIDVcbyGFoMXmpMRS1xYIGtzjlgdRalBta2ohqP1rVw8PcnqKF5Fi8EL+fvZWDJzJO/mllPX3GF1HKUGzWs5pQT62fiqrl9wKy0GL3XF7FTaHZ28tqPE6ihKDYrWDgcvbzvC+VMSidTFSG6lxeClpoyMZGJiBC9tLbY6ilKD4u3cMupaOrjm9FFWR/E6WgxeSkS44rQUthXWkl+up/xU3uf5zYWkRIewYGy81VG8jhaDF7t8diqBfjb+vvGw1VGUcqui6mY25FdxzemjsOlObW6nxeDF4sOD+NqMkazZUkx9q66EVt7j7xsP4WcT3YlzkGgxeLkbz0inud3Bi9m6rkF5h4bWDlZ/XsRF05IZGR1idRyvpMXg5aalRpE1OoZVnx7C0WmsjqPUgD2/uYiGNjvfOivD6iheS4vBB9y0IIPC6mbe2n3U6ihKDYjd0cnfNhxiTnos01P1FJ6DRYvBByyemsSY+DAeeT8fY3SuQXmuN3aWcqS2hVt0bmFQaTH4AD+bcNu549hTWs+7e/Rw3MozOToNf3wvjwmJ4Xok1UGmxeAjls4cSVpsKA+/l6dzDcojvbr9CAUVTfz3wgm6ieog02LwEf5+Nm47dyw7j9Txvp7ER3kYu6OTP76XR2ZyJBdM0QPmDbYBFYOIxIrIOyKS5/oZc4LxHF3O3ra2y/AMEfnM9fjnXacBVYPk8tmpZMSH8cCbe7E7Oq2Oo1Sf/WvrEQ5XNfPDRTq3MBQGOsdwN/CeMWY88J7rdk9ajDEzXZclXYY/CPzB9fga4OYB5lEnEeBn467FE8krb+TFLbpfg/IMTW12fv/OPmaMimahnoxnSAy0GJYCq1zXVwGX9vWBIiLAecCa/jxe9c8FU5LIGh3D79/eT1Ob3eo4SvXqsY8OUFbfxs8uycT5saEG20CLIdEYUwrg+nmiOg8WkWwR2SQixz7844BaY8yxT6diIOVELyQiK1zPkV1RoWcm6y8R4Z6LM6lsbOPxjw5YHUepkyqqbmblxwUsmTGS00bHWh3HZ/j3NoKIvAv0tLbnnlN4nTRjTImIjAHeF5GdQH0P451wcxljzEpgJUBWVpZuVjMAs9JiWDJjJI99XMBlrvUOSg1HD7y5FxG4+8JJVkfxKb3OMRhjFhpjpvZweRUoE5GMtI1/AAASH0lEQVRkANfPHjd3McaUuH4WAB8Cs4BKIFpEjpVTKqBnlRkiP7k4kyA/Gz99ZZduvqqGpU/yKnljZym3njNWj4k0xAa6KGktsNx1fTnw6vEjiEiMiAS5rscDC4Bc4/w0+gC48mSPV4NjRGQwdyyeyCf5lazN0T5Ww0tzu527/7WDMfFh3HrOWKvj+JyBFsMDwCIRyQMWuW4jIlki8qRrnEwgW0RycBbBA8aYXNd9dwE/FJF8nOscnhpgHnUKrps7mhmpUfzq9Vw9N7QaVv7v7f0U17Rw/+XTCA7wszqOzxFPXIyQlZVlsrOzrY7hFXaX1LHkTxtYOmMk/3fNTKvjKEVOUS2X/XkDy+ak8ZvLplkdx6uIyBZjTFZv4+mezz5uysgobj93HP/adoQ3dpRaHUf5uNYOB3esySEhIkhXOFtIi0Fx+3njmJEaxT2v7KSsvtXqOMqH3b9uD/vLGnnwiulEBgdYHcdnaTEoAvxs/N81M13f1nboVkrKEu/tKWPVxsPcfGYGX5moezhbSYtBATA2IZx7Lsrk4/0VPLG+wOo4yseU17dyx5odZCZHcufiiVbH8XlaDOoL188bzYVTk3jw3/v4rKDK6jjKR9gdnfzg+e00t9t5eNlMgvx1KySraTGoL4gIv71yOmmxodz+3DbKdX2DGgK/fWsfnx6o4t6lUxmfGGF1HIUWgzpORHAAf7l+Ng2tHdz+3DY9PLcaVGtzSlj5cQE3zB/N1VmjrI6jXLQY1JdMSork/sun8fnBan7x2m5dGa0GRW5JPXeuyeH09Bh+cvFkq+OoLno9iJ7yTZfNSmVvaQOPf1xAelwYt5w1xupIyouUN7Tyrb9nExUSwKPXzSbQX7+jDidaDOqE7lo8icNVzfx63R5Gx4WxaLKegF0NXGObnW8+vZma5nZWr5jHiIhgqyOp42hNqxOy2YQ/XDOT6SlRfO+5bewsrrM6kvJwHY5Obnt2K3tKG3j0utlMT422OpLqgRaDOqmQQD+eWJ5FbFggy//2OXllDVZHUh7KGMM9L+/ko/0V/OayqZyrO7ENW1oMqlcjIoJ59pa5+NmE65/6jMKqZqsjKQ9jjOHe13N5IbuY7391PNecnmZ1JHUSWgyqT9Ljw/jHzXNps3dy3VObOFqn+ziovjHGcP+be/nbhkN8c0EGP1g43upIqhdaDKrPJiZFsOqmOdQ0dfD1J7UcVO+MMfzv2/tY+XEB35g3mp9ekomIWB1L9UKLQZ2SGaOi+dtNp1NW18rVj2+kqFoXK6meGWP4/dv7efSDA1w7ZxS/XDJFS8FDDKgYRCRWRN4RkTzXz5gexjlXRLZ3ubSKyKWu+54WkYNd7tMzxXiA09NjefZb86htbufqxzdSUNFodSQ1zHR2Gn726m7+9EE+12SN4teXTsNm01LwFAOdY7gbeM8YMx54z3W7G2PMB8aYmcaYmcB5QDPwdpdR7jh2vzFm+wDzqCEyc1Q0q1fMp93eydWPbyK3pN7qSGqYaLc7D4r3zKbDfPvsMTxwhZaCpxloMSwFVrmurwIu7WX8K4E3jTG6/MELTB4ZyfPfno+/Tbj68Y18tL/C6kjKYk1tdlY8k83anBLuWjyJH1+k6xQ80UCLIdEYUwrg+tnbhsnLgOeOG/ZrEdkhIn8QkaATPVBEVohItohkV1ToB9BwMW5EOC/fdgajYkP55tOb+ednhVZHUhYpqW3hqsc28vH+Cu6/fBrf+cpYqyOpfpLeDpAmIu8CST3cdQ+wyhgT3WXcGmPMl9YzuO5LBnYAI40xHV2GHQUCgZXAAWPMvb2FzsrKMtnZ2b2NpoZQY5ud257dykf7K/j2OWO464JJuvjAh2wrrOFbf99CW4eDR74+S8/ANkyJyBZjTFZv4/V6rCRjzMKTvEiZiCQbY0pdH/LlJ3mqq4GXj5WC67mPnX2+TUT+BvyotzxqeAoP8uep5Vn8fO1uHv+ogLyyRv5w9UyiQvW8vd7u1e1HuGPNDpIig3nuW3P1nApeYKCLktYCy13XlwOvnmTcazluMZKrTBDnQshLgV0DzKMs5O9n475Lp3Lv0imsz6vga3/6hN0lenwlb9Vmd/CLtbv5/urtzEyN5pXbFmgpeImBFsMDwCIRyQMWuW4jIlki8uSxkUQkHRgFfHTc458VkZ3ATiAeuG+AeZTFRIQb5qfz/LedWyxd/udPWbOl2OpYys2Kqpu5+rGNPP2pc2/mf9wyl9iwQKtjKTfpdR3DcKTrGDxDZWMb3/3nNjYWVHHZrBR+uXQKkcG6aMnTvb37KD96MQcD/O7KGSye2tMqSDUc9XUdg+75rAZNfHgQz9w8hx8sHM/anBIufGg9mwqqrI6l+qmhtYM71+Sw4pktjI4L443vnqWl4KW0GNSg8vez8YOFE1hz63wC/IRrn9jE/ev20NrhsDqaOgUb8itZ/NB61mwp5jtfGcua78wnLS7U6lhqkGgxqCExKy2GN753FstOT+Pxjwu46I/r2XhA5x6Gu4bWDn726i6ue/IzgvxtrPnOGdy1eBJB/n5WR1ODSNcxqCH38f4KfvLKLgqrm7nqtFT+56JMYnTF5bBijOG1HaXc93ouFY1t3HhGOndeMImQQC0ET9bXdQxaDMoSLe0OHn4/jyc+LiAyJIC7Fk/kytNG4ac7xVnuQEUjP3t1Fxvyq5iWEsV9l05lxig9Bac30GJQHmHv0XrueXkXWw7XMCkpgp9cPJkzx8dbHcsn1TS18+gH+azaeIjgAD/uvGAiX587Wsvai2gxKI9hjOGNnaU88OZeimtaOG/SCH584STdWWqItLQ7+OuGgzz24QGa2u1ceVoqd1wwiYSIEx66THkoLQblcVo7HKz69BB/ej+fxnY7l0wfyffOG6cFMUhaOxys2VLMI+/nUVbfxsLMRO5cPJEJ+n57LS0G5bGqm9p5Yn0Bqz49REuHg4umJfO988YzMUk/sNyhqc3OPz8r5In1BZQ3tDE7LZq7L8xkTkas1dHUINNiUB6vuqmdJ10F0dTu4NyJCdy0IIOzxsfrMf77oaKhjWc/O8zTnx6itrmDM8bGcdu54zhjbJy+nz5Ci0F5jZqmdp7+9BDPfnaYysZ2xo0I56YF6Vw+K1U3n+yFMYYth2t4ZtNh1u0spcNhWJiZyH+dO5bZaT0eIV95MS0G5XXa7A5ezynlb58eZNeReiKC/LlkxkiuPC2V2WnR+q23i9rmdl7fUcqznxWyp9T5Xl1xWirXzxvNuBHhVsdTFtFiUF7LGEP24Rqe+7yQN3cepaXDwZiEMK48LZWvTR/JqFjfPFRDa4eD9/eW8/K2I3y4r5wOh2FSUgQ3zE9n6cyRhAX1evoV5eW0GJRPaGyzs25HKWu2FPP5oWoApqZEsnhKEounJjFuhHevsK5v7eDj/RW8m1vGe3vLaWi1kxARxNIZI7l0VgpTRkbqnJT6ghaD8jmFVc38e3cp/951lK2FtQCMSQjj7PEJnDkunrljYonw8MN+G2PIK29kQ34l7+0pZ1NBFfZOQ0xoAF/NTOTSmSnMHxunO6WpHg1JMYjIVcAvgExgjjGmx09rEVkM/BHwA540xhw7oU8GsBqIBbYC3zDGtPf2uloMqjdH61p5J/cob+eW8fnBatrsnfjZhFmjopk/No5ZadHMSI0mLnx478Rld3SSV97I5wer2VRQxecHq6lqcv6LjE0IY+HkRBZmJjI7LUbLQPVqqIohE+gEHgd+1FMxiIgfsB/nGd6Kgc3AtcaYXBF5AfiXMWa1iDwG5Bhj/tLb62oxqFPR2uFga2ENG/Ir2ZBfxY7iWjpdf/ajYkOYkRrNtJQoxo0IZ9yIcFJjQi35kK1v7eBQZRN7SuvZeaSOXUfq2VNaT5u9E4CU6BDmjollXkYc88bE6WGv1Skb0kVJIvIhJy6G+cAvjDEXuG7/2HXXA0AFkGSMsR8/3sloMaiBaG63s+tIPduLasgpqmN7US1Halu+uD/I30ZGfBgZ8WEkRQWTFBlMUlQwyVEhxIUHEhHsT2RwAEH+tj4tv+/sNLR0OKhpbqeioY2KhjYqG9spb2ilqLqFQ1VNHKps+mJOACA8yJ8pIyOZmhLF1JRIskbH+uxKdeU+fS2GodhMIQUo6nK7GJgLxAG1xhh7l+EpQ5BH+bjQQH/mZMR229O3rrmD/IpGDpQ3kl/RSH55I3nljXy8v4Km9p5PKhTgJ0QEBxDsKgibDWwi2ERot3fS0uGgud1Oa0fnCbMkRgaRHhfGwsxE0uPDyIgPZWJSJKNjQ7HpoiFlkV6LQUTeBXo6f989xphX+/AaPf11m5MMP1GOFcAKgLS0tD68rFJ9FxUawGmjYzht9Jd3+mpo7eBoXSulda3UNLdT32qnobWDBtfPto5OOo1zxXCnMTiMszRCA/0IDfQnJMCP0EA/okMDSIgIIiE8mPiIQOLCggj013NlqeGn12Iwxiwc4GsUA6O63E4FSoBKIFpE/F1zDceGnyjHSmAlOBclDTCTUn0WERxARHCAHsxP+Yyh+LqyGRgvIhkiEggsA9Ya58qND4ArXeMtB/oyB6KUUmoQDagYROQyESkG5gNviMhbruEjRWQdgGtu4HbgLWAP8IIxZrfrKe4Cfigi+TjXOTw1kDxKKaUGTndwU0opH9HXrZJ0zZdSSqlutBiUUkp1o8WglFKqGy0GpZRS3WgxKKWU6sYjt0oSkQrgsJueLh7nznaezBumAbxjOrxhGsA7pkOn4ctGG2MSehvJI4vBnUQkuy+bbw1n3jAN4B3T4Q3TAN4xHToN/aeLkpRSSnWjxaCUUqobLQbXgfk8nDdMA3jHdHjDNIB3TIdOQz/5/DoGpZRS3ekcg1JKqW58rhhE5CoR2S0inSJywrX9InJIRHaKyHYRGVZH7DuFaVgsIvtEJF9E7h7KjH0hIrEi8o6I5Ll+fvksOc7xHK7fw3YRWTvUOXvS23srIkEi8rzr/s9EJH3oU55cH6bhRhGp6PLe32JFzpMRkb+KSLmI7DrB/SIiD7umcYeIzB7qjH3Rh+n4iojUdfld/GxQAxljfOoCZAITgQ+BrJOMdwiItzpvf6cB8AMOAGOAQCAHmGx19uMy/ha423X9buDBE4zXaHXWU31vgf8CHnNdXwY8b3XufkzDjcCfrM7ay3ScDcwGdp3g/ouAN3GeMXIe8JnVmfs5HV8BXh+qPD43x2CM2WOM2Wd1joHo4zTMAfKNMQXGmHZgNbB08NOdkqXAKtf1VcClFmY5FX15b7tO2xrgqyIynE7i7Al/H70yxnwMVJ9klKXA343TJpxnjUwemnR914fpGFI+VwynwABvi8gW1/mmPU0KUNTldrFr2HCSaIwpBXD9HHGC8YJFJFtENonIcCiPvry3X4xjnCerqsN5Mqrhoq9/H1e4FsGsEZFRPdw/3HnC/0FfzReRHBF5U0SmDOYL9XrOZ08kIu8CST3cdY8xpq+nD11gjCkRkRHAOyKy19XqQ8IN09DTt9Mh3wTtZNNxCk+T5vpdjAHeF5GdxpgD7knYL315b4fF+38Sfcn3GvCcMaZNRG7FOQd03qAnc6/h/nvoq604D2fRKCIXAa8A4wfrxbyyGIwxC93wHCWun+Ui8jLOWe8hKwY3TEMx0PUbXipQMsDnPGUnmw4RKRORZGNMqWv2vvwEz3Hsd1EgIh8Cs3AuH7dKX97bY+MUi4g/EMUwWlRAH6bBGFPV5eYTwINDkMvdhsX/wUAZY+q7XF8nIn8WkXhjzKAcC0oXJfVARMJEJOLYdeB8oMetBYaxzcB4EckQkUCcK0CHxRY9XawFlruuLwe+NCckIjEiEuS6Hg8sAHKHLGHP+vLedp22K4H3jWst4jDR6zQctyx+Cc5ztnuatcANrq2T5gF1xxZfehIRSTq2jkpE5uD87K46+aMGwOq18UN9AS7D+S2iDSgD3nINHwmsc10fg3MrjRxgN87FN5ZnP5VpcN2+CNiP89v1sJoGV7444D0gz/Uz1jU8C3jSdf0MYKfrd7ETuNnq3Cd6b4F7gSWu68HAi0A+8DkwxurM/ZiG+11//znAB8AkqzP3MA3PAaVAh+t/4mbgVuBW1/0CPOqaxp2cZEvEYT4dt3f5XWwCzhjMPLrns1JKqW50UZJSSqlutBiUUkp1o8WglFKqGy0GpZRS3WgxKKWU6kaLQSmlVDdaDEoppbrRYlBKKdXN/weAwcPkjYp68AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "theta = np.linspace(0, 2 * np.pi, 1000)\n", "plt.plot(np.cos(theta), np.sin(theta))\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.8\t파이 차트 만들기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "A_data = [3.7, 2.5, 1.9, 0.5]\n", "A_labels = ['Poker', 'Chess', 'Comic Books', 'Exercise']\n", "A_colors = ['k', 'g', 'r', 'c']" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "plt.pie(A_data, labels=A_labels, colors=A_colors)\n", "plt.title('Relative Hobbies of Dev. Team')\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.9 numpy로 선형대수학 구현하기\n", "### 13.9.1\t점곱(dot product)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1. 1. 1. 1. 1.] [0. 1. 2. 3. 4.]\n" ] } ], "source": [ "import numpy as np\n", "A = np.ones(5)\n", "B = np.arange(5, dtype=\"float32\")\n", "print(A, B)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.0" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(A, A)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10.0" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(A, B)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30.0" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(B, B)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0 1 2]\n", " [3 4 5]]\n", "\n", "[[0 1]\n", " [2 3]\n", " [4 5]]\n", "\n", "Dot product:\n", " [[10 13]\n", " [28 40]]\n" ] } ], "source": [ "A = np.arange(6).reshape(2,3)\n", "B = np.arange(6).reshape(3,2)\n", "C = np.dot(A, B)\n", "print(A, B, sep='\\n\\n')\n", "print('\\nDot product:\\n', C)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[150 205]\n" ] } ], "source": [ "print(np.dot([10, 15, 30], B))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 13.15 정리해 보자" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## 13.16 복습 문제" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## 13.17 실습 문제" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }