{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic Scatterplot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from vizent import vizent_plot\n", "\n", "x_values = [1,2,3,4,5,6,7]\n", "y_values = [6,3,7,1,4,2,5]\n", "color_values = [0,3,6,9,12,15,18]\n", "shape_values= [0,1,2,3,4,5,6]\n", "size_values = [30,60,30,45,60,30,45]\n", "\n", "extent = [0, 9, 0, 9]\n", "\n", "fig = vizent_plot(x_values, y_values, color_values, shape_values, size_values,\n", " color_label=\"color\", shape_label=\"shape\", glyph_legend_title='Legend', \n", " extent=extent)\n", "\n", "fig.axes[1].set_xlabel('x')\n", "fig.axes[1].set_ylabel('y')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 4 }