{
"cells": [
{
"cell_type": "markdown",
"id": "ebc1387e",
"metadata": {
"deletable": false,
"editable": false
},
"source": [
"# 3. Plot results \n",
"\n",
"This section introduces all the plotting functions that help visualise the queried observations:
\n",
"\n",
"- [3.1 - Plot an overview of the observations (alminer.plot_overview)](#3.1-Plot-an-overview-of-the-observations)
\n",
"- [3.2 - Plot an overview of a given line in the observations (alminer.plot_line_overview)](#3.2-Plot-an-overview-of-a-given-line-in-the-observations)
\n",
"- [3.3 - Plot observed frequencies in each band (alminer.plot_bands)](#3.3-Plot-observed-frequencies-in-each-band)
\n",
"- [3.4 - Plot observations in each band (alminer.plot_observations)](#3.4-Plot-observed-frequencies-in-each-band)
\n",
"- [3.5 - Sky distribution (alminer.plot_sky)](#3.5-Plot-sky-distribution)
\n",
"\n",
"
alminer.plot_overview
](../pages/api.rst#alminer.plot_overview) function plots a summary of the observed frequencies, angular resolution, largest angular scales (LAS), and frequency and velocity resolutions.\n",
"\n",
"Note: The histogram of observed frequencies displays the distribution of central frequencies and also depends on the choice of binning. To get an overview plot for a specific frequency, use [alminer.plot_observations
](../pages/api.rst#alminer.plot_observations) and [alminer.plot_line_overview
](../pages/api.rst#alminer.plot_line_overview) (see examples below).\n"
]
},
{
"cell_type": "markdown",
"id": "57f1d494",
"metadata": {
"deletable": false,
"editable": false
},
"source": [
"### Example 3.1.1: plot an overview of the observations and save the figure"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "561f3bb4",
"metadata": {
"deletable": false,
"editable": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
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