{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# contour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides examples of how to use the contour function. At a minimum, the `plot` function requires the following keywords:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ExperimentBatchXYValue
0Control1011-43.5
1Control1011-22.1
2Control101103.3
3Control101123.2
4Control101144.0
\n", "
" ], "text/plain": [ " Experiment Batch X Y Value\n", "0 Control 101 1 -4 3.5\n", "1 Control 101 1 -2 2.1\n", "2 Control 101 1 0 3.3\n", "3 Control 101 1 2 3.2\n", "4 Control 101 1 4 4.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_contour.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic contour" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=False,\n", " cbar=False, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW, contour_width=2,\n", " label_rc_font_size=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filled contour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we can fill the contours using the keyword `filled` or `contour_filled` and increase the number of contour lines from the default of 20 to a custom value using the keyword `levels` or `contour_levels`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=True,\n", " cbar=True, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW, \n", " label_rc_font_size=12, levels=40)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And with a fixed z-range:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=True,\n", " cbar=True, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW, \n", " label_rc_font_size=12, zmin=1, zmax=3, levels=40)" ] }, { "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": "3.6.4" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }