{ "cells": [ { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2026-04-21T14:25:11.912291269Z", "start_time": "2026-04-21T14:25:11.763844301Z" } }, "source": [ "import matplotlib\n", "import numpy as np\n", "\n", "print(matplotlib.__version__)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.7.2\n" ] } ], "execution_count": 6 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:25:12.753456062Z", "start_time": "2026-04-21T14:25:12.710441277Z" } }, "cell_type": "code", "source": "from matplotlib import pyplot as plt", "id": "5c2717897baa0e77", "outputs": [], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:05:46.610556088Z", "start_time": "2026-03-15T08:05:46.592296562Z" } }, "cell_type": "code", "source": [ "xpoints = np.array([0,6])\n", "ypoints = np.array([0,100])" ], "id": "d6552163a60278f6", "outputs": [], "execution_count": 6 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:06:00.671077133Z", "start_time": "2026-03-15T08:06:00.570020691Z" } }, "cell_type": "code", "source": "plt.plot(xpoints,ypoints)", "id": "a250a770f3e18991", "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:24:13.926301561Z", "start_time": "2026-03-15T08:24:13.864690943Z" } }, "cell_type": "code", "source": [ "xpoints = np.array([1, 8])\n", "ypoints = np.array([3, 10])\n", "\n", "plt.plot(xpoints, ypoints)\n", "plt.show()" ], "id": "b8f1cd82eb99aa44", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:24:34.963847853Z", "start_time": "2026-03-15T08:24:34.861332504Z" } }, "cell_type": "code", "source": [ "xpoints = np.array([1, 8])\n", "ypoints = np.array([3, 10])\n", "\n", "plt.plot(xpoints, ypoints, 'o')\n", "plt.show()" ], "id": "5be4ed26e6b0c8a5", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:24:54.674718435Z", "start_time": "2026-03-15T08:24:54.597481975Z" } }, "cell_type": "code", "source": [ "xpoints = np.array([1, 2, 6, 8])\n", "ypoints = np.array([3, 8, 1, 10])\n", "\n", "plt.plot(xpoints, ypoints)\n", "plt.show()" ], "id": "7b294572af58fede", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 10 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:25:18.777976769Z", "start_time": "2026-03-15T08:25:18.708436940Z" } }, "cell_type": "code", "source": [ "ypoints = np.array([3, 10])\n", "\n", "plt.plot(ypoints)\n", "plt.show()" ], "id": "c4267318eada5db3", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:26:01.816626634Z", "start_time": "2026-03-15T08:26:01.741990644Z" } }, "cell_type": "code", "source": [ "x = np.arange(0,4*np.pi,0.1) # start,stop,step\n", "y = np.sin(x)\n", "z = np.cos(x)\n", "plt.plot(x,y,x,z)\n", "plt.show()" ], "id": "7e91ab6501b1a517", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:27:42.004727940Z", "start_time": "2026-03-15T08:27:41.889455094Z" } }, "cell_type": "code", "source": [ "x = np.array([1, 2, 3, 4])\n", "y = np.array([1, 4, 9, 16])\n", "plt.plot(x, y)\n", "\n", "plt.xlabel(\"x - label\")\n", "plt.ylabel(\"y - label\")" ], "id": "c03d076cb254bba9", "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y - label')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-15T08:29:04.176192729Z", "start_time": "2026-03-15T08:29:04.084352055Z" } }, "cell_type": "code", "source": [ "x = np.array([1, 2, 3, 4])\n", "y = np.array([1, 4, 9, 16])\n", "plt.plot(x, y)\n", "\n", "plt.title(\"tittle\")\n", "plt.xlabel(\"x - label\")\n", "plt.ylabel(\"y - label\")\n", "\n", "plt.show()" ], "id": "a4eac88a69fc262d", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 16 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:38:59.821413447Z", "start_time": "2026-04-21T14:38:59.708132145Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "theta = np.linspace(0,2*np.pi,37)\n", "theta" ], "id": "ef99a3200e9fb29e", "outputs": [ { "data": { "text/plain": [ "array([0. , 0.17453293, 0.34906585, 0.52359878, 0.6981317 ,\n", " 0.87266463, 1.04719755, 1.22173048, 1.3962634 , 1.57079633,\n", " 1.74532925, 1.91986218, 2.0943951 , 2.26892803, 2.44346095,\n", " 2.61799388, 2.7925268 , 2.96705973, 3.14159265, 3.31612558,\n", " 3.4906585 , 3.66519143, 3.83972435, 4.01425728, 4.1887902 ,\n", " 4.36332313, 4.53785606, 4.71238898, 4.88692191, 5.06145483,\n", " 5.23598776, 5.41052068, 5.58505361, 5.75958653, 5.93411946,\n", " 6.10865238, 6.28318531])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 24 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:49:24.077239145Z", "start_time": "2026-04-21T14:49:24.009206531Z" } }, "cell_type": "code", "source": "r = np.array([0.007, 0.018, 0.042, 0.082, 0.127, 0.174, 0.222, 0.260, 0.277, 0.283, 0.276, 0.253, 0.214, 0.165, 0.116, 0.070, 0.037, 0.014, 0.007, 0.017, 0.043, 0.081, 0.131, 0.179, 0.226, 0.260, 0.283, 0.287, 0.270, 0.250, 0.209, 0.164, 0.115, 0.069, 0.034, 0.013, 0.007])", "id": "521361cf972cd7ec", "outputs": [], "execution_count": 35 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:49:25.167815072Z", "start_time": "2026-04-21T14:49:24.836836095Z" } }, "cell_type": "code", "source": [ "ax = plt.figure(figsize=(6, 6))\n", "ax.patch.set_facecolor('#E6E6FA')\n", "plt.polar(theta, r, marker='o', linestyle='-', color='blue', linewidth=2)" ], "id": "f9ddeefa08b0baa", "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 36 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:49:35.163343627Z", "start_time": "2026-04-21T14:49:34.912099787Z" } }, "cell_type": "code", "source": "ax.savefig('./save1.png', dpi=300)", "id": "fb76e328e03094a8", "outputs": [], "execution_count": 37 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:50:13.133692142Z", "start_time": "2026-04-21T14:50:13.076635339Z" } }, "cell_type": "code", "source": [ "r=np.array([\n", " 0.048, 0.059, 0.052, 0.059, 0.077, 0.102, 0.139, 0.173, 0.203, 0.231,\n", " 0.250, 0.259, 0.255, 0.234, 0.205, 0.179, 0.159, 0.145, 0.076, 0.055,\n", " 0.046, 0.050, 0.065, 0.092, 0.126, 0.164, 0.202, 0.233, 0.253, 0.261,\n", " 0.257, 0.241, 0.211, 0.177, 0.143, 0.108, 0.077\n", "])" ], "id": "b8c13e869eca238a", "outputs": [], "execution_count": 38 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:50:14.015784145Z", "start_time": "2026-04-21T14:50:13.513365845Z" } }, "cell_type": "code", "source": [ "bx = plt.figure(figsize=(6, 6))\n", "bx.patch.set_facecolor('#E6E6FA')\n", "plt.polar(theta, r, marker='o', linestyle='-', color='blue', linewidth=2)\n", "bx.savefig('./save2.png', dpi=300)" ], "id": "20b9cef606c167dc", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 39 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:51:22.600733279Z", "start_time": "2026-04-21T14:51:22.554949037Z" } }, "cell_type": "code", "source": [ "r= np.array([\n", " 0.158, 0.155, 0.154, 0.156, 0.156, 0.154, 0.158, 0.159, 0.156, 0.157,\n", " 0.159, 0.161, 0.163, 0.163, 0.162, 0.165, 0.164, 0.162, 0.156, 0.154,\n", " 0.150, 0.146, 0.142, 0.142, 0.144, 0.147, 0.152, 0.157, 0.160, 0.163,\n", " 0.167, 0.169, 0.168, 0.168, 0.167, 0.163, 0.159\n", "])\n" ], "id": "ab8c757f3dd33b16", "outputs": [], "execution_count": 40 }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-21T14:51:33.680441844Z", "start_time": "2026-04-21T14:51:33.144281782Z" } }, "cell_type": "code", "source": [ "bx = plt.figure(figsize=(6, 6))\n", "bx.patch.set_facecolor('#E6E6FA')\n", "plt.polar(theta, r, marker='o', linestyle='-', color='blue', linewidth=2)\n", "bx.savefig('./save3.png', dpi=300)" ], "id": "94712e29c04f5205", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 41 }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": "", "id": "b9be66077f194bcd" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }