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1 files changed, 104 insertions, 0 deletions
diff --git a/FSF-2020/calculus-of-several-variables/div-curl-grad-and-all-that/Gradient/Gradient_file5_contour-lines-and-map.ipynb b/FSF-2020/calculus-of-several-variables/div-curl-grad-and-all-that/Gradient/Gradient_file5_contour-lines-and-map.ipynb
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@@ -0,0 +1,104 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "plt.style.use('dark_background')\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def f(x, y):\n",
+ " return 5*np.sin(x)**15 + 20* np.cos(x/y) * np.sin(y-x)\n",
+ "# np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/padmapriya/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: divide by zero encountered in true_divide\n",
+ " \n",
+ "/home/padmapriya/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in true_divide\n",
+ " \n",
+ "/home/padmapriya/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in cos\n",
+ " \n"
+ ]
+ }
+ ],
+ "source": [
+ "x = np.linspace(0, 8, 20)\n",
+ "y = np.linspace(0, 6, 15)\n",
+ "\n",
+ "X, Y = np.meshgrid(x, y)\n",
+ "Z = f(X, Y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "a = plt.contourf(X, Y, Z, colors=None, cmap = 'gist_earth')\n",
+ "b = plt.contour(X, Y, Z, colors=None, cmap = 'gist_earth')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "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": "3.6.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}