From e9fd98490a1a197741035fb7e756326d82170a32 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bertrand=20N=C3=A9ron?= <bneron@pasteur.fr> Date: Sun, 26 Sep 2021 22:49:01 +0200 Subject: [PATCH] add matplotlib demo --- notebooks/demo_interact.ipynb | 185 ++++++++++++++++++++++ notebooks/demo_widget.ipynb | 284 ++++++++++++++++++++++++++++++++++ 2 files changed, 469 insertions(+) create mode 100644 notebooks/demo_interact.ipynb create mode 100644 notebooks/demo_widget.ipynb diff --git a/notebooks/demo_interact.ipynb b/notebooks/demo_interact.ipynb new file mode 100644 index 0000000..1b14382 --- /dev/null +++ b/notebooks/demo_interact.ipynb @@ -0,0 +1,185 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a173b63d-52c5-4ce7-8445-9104c5a225d5", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "ac77aa2a-ab03-4d18-88dc-8bed1a231d0c", + "metadata": {}, + "source": [ + "This demo need ipywidgets module\n", + "\n", + "```\n", + "pip install ipywidgets\n", + "```\n", + "\n", + "And enabling the widget backend (see the first cell of this notbook)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c4504712-9c32-4198-af1e-6887e4da3acc", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import ipywidgets\n", + "from ipywidgets import interact" + ] + }, + { + "cell_type": "markdown", + "id": "f32dbf0d-8468-4386-ac3b-520a3330c84c", + "metadata": {}, + "source": [ + "## doc\n", + "\n", + "Link to offical ipywidget interact\n", + "\n", + "https://ipywidgets.readthedocs.io/en/latest/examples/Using%20Interact.html" + ] + }, + { + "cell_type": "markdown", + "id": "bb2ec7a4-acc8-46d0-acd5-61db4ef1d85d", + "metadata": {}, + "source": [ + "## first widget" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0ca0db23-4ff5-45d6-b7c4-469cfa454013", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b47c6742ec6640b58daef1b2bd3a21c3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "IntSlider(value=2, max=10, step=2)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "slider = ipywidgets.IntSlider(2, min=0, max=10, step=2)\n", + "display(slider)" + ] + }, + { + "cell_type": "markdown", + "id": "03ef9efd-47be-47cb-9f93-4f64ddbf7da4", + "metadata": {}, + "source": [ + "There are lot mmore widget than sliders" + ] + }, + { + "cell_type": "markdown", + "id": "b89ba6db-4aa5-4964-8a05-60c0b07c0c93", + "metadata": {}, + "source": [ + "## How to link widget to a figure" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d01dab50-0b8b-4fcc-a6e8-9d0d47dcd1b6", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "105e94fa42384b6ca497981937b34d65", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.5, description='c', max=4.0, step=0.5), Output()), _dom_classes=('wi…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def sinewave(c=1):\n", + " x = np.linspace(0, 2 * np.pi, 100)\n", + " y = np.sin(x*c)\n", + "\n", + " plt.plot(x, y)\n", + " plt.ylabel('sin(x)')\n", + " plt.xlabel('x')\n", + " plt.title('Sinwave function')\n", + " plt.show()\n", + "slider = ipywidgets.FloatSlider(.5, min=0, max=4, step=.5)\n", + "interact(sinewave, c=slider);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5e6312df-92da-40b9-8321-7b42932570fa", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1a02d93a-13dd-4cca-89cd-3d7926662506", + "metadata": {}, + "source": [ + "a tutorial\n", + "\n", + "https://towardsdatascience.com/bring-your-jupyter-notebook-to-life-with-interactive-widgets-bc12e03f0916" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "411ced85-689d-43a9-9ac5-4f7a69646fd8", + "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": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/demo_widget.ipynb b/notebooks/demo_widget.ipynb new file mode 100644 index 0000000..a1c9842 --- /dev/null +++ b/notebooks/demo_widget.ipynb @@ -0,0 +1,284 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "65013388-890f-4b71-ad0f-be1de8ebda0f", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib widget" + ] + }, + { + "cell_type": "markdown", + "id": "e758d126-2d2f-4844-8d37-088b4a8cfb75", + "metadata": {}, + "source": [ + "This demo need jupyter-matplotlib a.k.a. ipympl module\n", + "```\n", + "pip install ipympl\n", + "```\n", + "\n", + "- Then Enabling the `widget` backend (see the first cell of this notebook).\n", + "- And code in **O**bject **O**riented **P**rogramming style" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e0142819-b991-4b06-b8a0-4e451eadf3f3", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4be982c2-bafd-48c5-8029-936bba3690ca", + "metadata": {}, + "outputs": [], + "source": [ + "def chapeau(x,y):\n", + " r = np.sqrt(x**2 + y**2)\n", + " z = np.sin(r)\n", + " return z" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ad3a8391-29d5-44b5-8d6d-f5b3947afc4d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.colorbar.Colorbar at 0x7f12781b4c40>" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7b0ed35486dd4c4e88732a12ed1c6276", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "func, x_min, x_max, y_min, y_max, n, = chapeau, -5, 5, -5, 5, 50\n", + "plot='surface'\n", + "cmap='plasma'\n", + "\n", + "VX = np.linspace(x_min, x_max, n)\n", + "VY = np.linspace(y_min, y_max, n)\n", + " \n", + "X, Y = np.meshgrid(VX, VY) \n", + " \n", + "Z = func(X, Y)\n", + " \n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "ax.view_init(40, -70)\n", + "plot = ax.plot_surface(X,Y,Z, cmap=cmap)\n", + "fig.colorbar(plot)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "082cb4b8-3e4e-4910-821e-b4c959a2e2fc", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "78eb7f60-f857-444e-b8c7-862b78cfb230", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "iris = pd.read_csv('../data/Iris.csv', sep=',' , header=0, index_col='Id' )" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8acf49bf-4846-4480-8e36-24417843ff7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>SepalLengthCm</th>\n", + " <th>SepalWidthCm</th>\n", + " <th>PetalLengthCm</th>\n", + " <th>PetalWidthCm</th>\n", + " <th>Species</th>\n", + " </tr>\n", + " <tr>\n", + " <th>Id</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>5.1</td>\n", + " <td>3.5</td>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>4.9</td>\n", + " <td>3.0</td>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm Species\n", + "Id \n", + "1 5.1 3.5 1.4 0.2 Iris-setosa\n", + "2 4.9 3.0 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1350bf7d-efdc-43bc-8d6d-2558135894cb", + "metadata": {}, + "outputs": [], + "source": [ + "X = iris['SepalLengthCm']\n", + "Y = iris['SepalWidthCm']\n", + "Z = iris['PetalLengthCm']" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "402bdf13-bce4-437e-b78f-9eff1a6cf932", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'petal length')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4ba43db5540542cfbdbb1d395540af7b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "for specie, data in iris.groupby('Species'):\n", + " #plt.scatter(data['SepalLengthCm'], data['SepalWidthCm'], label=specie )\n", + " ax.scatter(data['SepalLengthCm'], data['SepalWidthCm'], data['PetalLengthCm'], label=specie)\n", + "\n", + "plt.legend()\n", + "ax.set_xlabel('sepal length')\n", + "ax.set_ylabel('sepal width')\n", + "ax.set_zlabel('petal length')\n" + ] + } + ], + "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": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab