{ "cells": [ { "cell_type": "markdown", "id": "72fc8ccb", "metadata": {}, "source": [ "# Univariate data - Plots" ] }, { "cell_type": "markdown", "id": "99172cd5", "metadata": {}, "source": [ "This tutorial covers the built-in visuals of the `Univar` object: the standard view, the available layouts, the options for the data panel, fine-tuning and saving figures.\n", "\n", "```{seealso}\n", "Check out the {doc}`Univariate data - Basics ` tutorial first.\n", "```" ] }, { "cell_type": "markdown", "id": "db0750f5", "metadata": {}, "source": [ "## Notebook setup\n", "\n", "For users running this tutorial as a Jupyter Notebook, this cell must be executed first:" ] }, { "cell_type": "code", "execution_count": 1, "id": "62a7ce98", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:20.402675Z", "iopub.status.busy": "2026-10-30T22:26:20.402020Z", "iopub.status.idle": "2026-10-30T22:26:21.126148Z", "shell.execute_reply": "2026-10-30T22:26:21.125415Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "Outputs will be saved to: ./outputs\\univariate\n" } ], "source": [ "import sys\n", "from pathlib import Path\n", "import numpy as np\n", "\n", "# Install `plans` in `google.colab`.\n", "# Use `pip install plans` for other environments.\n", "\n", "if \"google.colab\" in sys.modules:\n", " import os\n", " os.system(f\"{sys.executable} -m pip install -q plans\")\n", "\n", "from plans.datasets.analyst import Univar\n", "\n", "# This avoids warnings related to uninstalled fonts\n", "import logging\n", "# Set the matplotlib font manager logger to only show errors (hides warnings)\n", "logging.getLogger('matplotlib.font_manager').setLevel(logging.ERROR)\n", "\n", "# define output folder\n", "OUTPUT_DIR = Path(\"outputs/univariate\")\n", "OUTPUT_DIR.mkdir(parents=True, exist_ok=True)\n", "print(f\"Outputs will be saved to: ./{OUTPUT_DIR}\")" ] }, { "cell_type": "markdown", "id": "2f03d95d", "metadata": {}, "source": [ "## Sample data\n", "\n", "Lets make a skewed sample, like daily discharge: most values are low, with a few high ones. Set the variable name and units **before** setting the data, so they are used as labels. The `.set_array()` method takes a `numpy` array directly:" ] }, { "cell_type": "code", "execution_count": 2, "id": "d4751685", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.129340Z", "iopub.status.busy": "2026-10-30T22:26:21.129049Z", "iopub.status.idle": "2026-10-30T22:26:21.141281Z", "shell.execute_reply": "2026-10-30T22:26:21.140661Z" } }, "outputs": [], "source": [ "rng = np.random.default_rng(seed=1) # ensure reproducibility\n", "v = rng.gamma(shape=2, scale=10, size=500)\n", "\n", "unv = Univar(name=\"Discharge\", alias=\"Q\")\n", "unv.varname = \"Discharge\"\n", "unv.units = \"m3/s\"\n", "unv.set_array(array=v)" ] }, { "cell_type": "markdown", "id": "5fffe997", "metadata": {}, "source": [ "## Standard visualization\n", "\n", "Get the standard visual using the `.view()` method. The `full` layout shows the data points (in their original order), the histogram, the CDF (as exceedance probability) and a table of basic statistics:" ] }, { "cell_type": "code", "execution_count": 3, "id": "43dd5077", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.144649Z", "iopub.status.busy": "2026-10-30T22:26:21.144418Z", "iopub.status.idle": "2026-10-30T22:26:21.556089Z", "shell.execute_reply": "2026-10-30T22:26:21.555445Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view()" ] }, { "cell_type": "markdown", "id": "aae16226", "metadata": {}, "source": [ "## Layouts" ] }, { "cell_type": "markdown", "id": "8a3b21b2", "metadata": {}, "source": [ "List available layout keys:" ] }, { "cell_type": "code", "execution_count": 4, "id": "9249a97e", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.559666Z", "iopub.status.busy": "2026-10-30T22:26:21.559443Z", "iopub.status.idle": "2026-10-30T22:26:21.563374Z", "shell.execute_reply": "2026-10-30T22:26:21.562818Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "dict_keys(['full', 'mini', 'simple', 'simple-shallow', 'qq', 'default'])\n" } ], "source": [ "print(unv.layouts.keys())" ] }, { "cell_type": "markdown", "id": "6a96c7b9", "metadata": {}, "source": [ "The `mini` layout drops the statistics table:" ] }, { "cell_type": "code", "execution_count": 5, "id": "7b02d252", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.566944Z", "iopub.status.busy": "2026-10-30T22:26:21.566732Z", "iopub.status.idle": "2026-10-30T22:26:21.742038Z", "shell.execute_reply": "2026-10-30T22:26:21.741315Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"layout\"] = \"mini\"\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "c5c03f00", "metadata": {}, "source": [ "The `simple` layouts show the data panel only:" ] }, { "cell_type": "code", "execution_count": 6, "id": "31fdb27e", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.744224Z", "iopub.status.busy": "2026-10-30T22:26:21.743999Z", "iopub.status.idle": "2026-10-30T22:26:21.813078Z", "shell.execute_reply": "2026-10-30T22:26:21.812282Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"layout\"] = \"simple\"\n", "unv.view()" ] }, { "cell_type": "code", "execution_count": 7, "id": "5a8e3456", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.816318Z", "iopub.status.busy": "2026-10-30T22:26:21.816068Z", "iopub.status.idle": "2026-10-30T22:26:21.873534Z", "shell.execute_reply": "2026-10-30T22:26:21.872620Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"layout\"] = \"simple-shallow\"\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "a1f0c2d4", "metadata": {}, "source": [ "The `qq` layout is a Q-Q plot, which compares the data with a normal distribution. Points on the line follow the normal distribution of same mean and standard deviation. This skewed sample bends away from the line, mainly at the high values:" ] }, { "cell_type": "code", "execution_count": null, "id": "b2e1d3c5", "metadata": {}, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"layout\"] = \"qq\"\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "6043d719", "metadata": {}, "source": [ "## Data panel: scatter or boxplot\n", "\n", "The data panel shows a scatter of the data points by default. Set `view_specs[\"data_plot\"]` to `\"boxplot\"` for a boxplot instead. The box spans the first to the third quartile, with the median in black. Whiskers reach 1.5 times the interquartile range, and values beyond them are drawn as dots:" ] }, { "cell_type": "code", "execution_count": 8, "id": "265adfa7", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:21.876852Z", "iopub.status.busy": "2026-10-30T22:26:21.876450Z", "iopub.status.idle": "2026-10-30T22:26:22.075420Z", "shell.execute_reply": "2026-10-30T22:26:22.074618Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"layout\"] = \"full\"\n", "unv.view_specs[\"data_plot\"] = \"boxplot\"\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "ec332072", "metadata": {}, "source": [ "Hide the outlier dots with `box_showfliers`, and add the mean line with `plot_mean_data`. For skewed data, the mean sits above the median, pulled up by the high values:" ] }, { "cell_type": "code", "execution_count": 9, "id": "d5706e8f", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:22.078855Z", "iopub.status.busy": "2026-10-30T22:26:22.078560Z", "iopub.status.idle": "2026-10-30T22:26:22.564788Z", "shell.execute_reply": "2026-10-30T22:26:22.563035Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"box_showfliers\"] = False\n", "unv.view_specs[\"plot_mean_data\"] = True\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "03880078", "metadata": {}, "source": [ "## Colorized scatter\n", "\n", "Back to the scatter, the data points can be colored by classes of value. The `scheme_cmap` key sets how classes are defined: `equal` for classes of equal width, or `quantiles` for classes with the same number of values. The `n_classes_cmap` key sets how many classes, five by default:" ] }, { "cell_type": "code", "execution_count": 10, "id": "188189c6", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:22.570543Z", "iopub.status.busy": "2026-10-30T22:26:22.569660Z", "iopub.status.idle": "2026-10-30T22:26:23.142153Z", "shell.execute_reply": "2026-10-30T22:26:23.139344Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"data_plot\"] = \"scatter\"\n", "unv.view_specs[\"plot_mean_data\"] = False\n", "unv.view_specs[\"colorize_scatter\"] = True\n", "unv.view_specs[\"scheme_cmap\"] = \"quantiles\"\n", "unv.view_specs[\"cmap\"] = \"viridis\"\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "2671e479", "metadata": {}, "source": [ "## Fine-tuning visuals\n", "\n", "Use the `.view_specs` keys for fine tuning the visual. Example of some possibilities:" ] }, { "cell_type": "code", "execution_count": 11, "id": "150051a7", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:23.149084Z", "iopub.status.busy": "2026-10-30T22:26:23.148115Z", "iopub.status.idle": "2026-10-30T22:26:23.769623Z", "shell.execute_reply": "2026-10-30T22:26:23.767976Z" } }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "text/plain": "
", "image/png": "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" } } ], "source": [ "unv.view_specs[\"colorize_scatter\"] = False\n", "# Y axis range\n", "unv.view_specs[\"range\"] = [0, 120]\n", "# Scatter\n", "unv.view_specs[\"scatter_factor\"] = 2 # occupy more space\n", "# Color\n", "unv.view_specs[\"color\"] = \"blue\"\n", "unv.view_specs[\"color_hist\"] = \"green\"\n", "# Decorations\n", "unv.view_specs[\"plot_mean\"] = False\n", "unv.view_specs[\"plot_mean_data\"] = True\n", "unv.view_specs[\"title\"] = \"Hello! This is a tutorial!\"\n", "# call view again\n", "unv.view()" ] }, { "cell_type": "markdown", "id": "fd3d26c6", "metadata": {}, "source": [ "Check out all keys available in `.view_specs`:" ] }, { "cell_type": "code", "execution_count": 12, "id": "ed7d9f35", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:23.774126Z", "iopub.status.busy": "2026-10-30T22:26:23.773621Z", "iopub.status.idle": "2026-10-30T22:26:23.781608Z", "shell.execute_reply": "2026-10-30T22:26:23.780118Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "['style', 'gs_wspace', 'gs_hspace', 'gs_left', 'gs_right', 'gs_bottom', 'gs_top', 'folder', 'filename', 'fig_format', 'dpi', 'title', 'xvar', 'yvar', 'xlabel', 'ylabel', 'color', 'xmin', 'xmax', 'ymin', 'ymax', 'layout', 'data_plot', 'subtitle_data', 'subtitle_box', 'subtitle_hist', 'subtitle_cdf', 'subtitle_qq', 'yvar_field', 'xlabel_cdf', 'xlabel_qq', 'data_label', 'data_legend', 'color_hist', 'color_cdf', 'color_mean', 'color_mean_text', 'scheme_cmap', 'n_classes_cmap', 'cmap', 'alpha', 'alpha_hist', 'alpha_cdf', 'range', 'range_x', 'plot_mean', 'plot_mean_data', 'linestyle_mean', 'pad_mean', 'plot_mean_label', 'hist_density', 'bins', 'bins_density', 'ax_data', 'ax_hist', 'ax_cdf', 'x_stats', 'x_stats_sep', 'y_stats', 'zorder_data', 'zorder_histh', 'zorder_cdf', 'scatter_factor', 'colorize_scatter', 'box_width', 'box_showfliers']\n" } ], "source": [ "print(list(unv.view_specs.keys()))" ] }, { "cell_type": "markdown", "id": "563dcecf", "metadata": {}, "source": [ "## Saving figures\n", "\n", "Set the output folder, file name, format and resolution in `.view_specs`, and call `.view(show=False)` to save the figure instead of showing it:" ] }, { "cell_type": "code", "execution_count": 13, "id": "625a2e45", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T22:26:23.784842Z", "iopub.status.busy": "2026-10-30T22:26:23.784608Z", "iopub.status.idle": "2026-10-30T22:26:24.254168Z", "shell.execute_reply": "2026-10-30T22:26:24.252678Z" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "[WindowsPath('outputs/univariate/discharge.png')]\n" } ], "source": [ "unv.view_specs[\"folder\"] = str(OUTPUT_DIR)\n", "unv.view_specs[\"filename\"] = \"discharge\"\n", "unv.view_specs[\"fig_format\"] = \"png\"\n", "unv.view_specs[\"dpi\"] = 300\n", "unv.view(show=False)\n", "\n", "print(list(OUTPUT_DIR.glob(\"discharge.*\")))" ] }, { "cell_type": "markdown", "id": "ebf57a9e", "metadata": {}, "source": [ "To further customize a figure with `matplotlib`, get the figure object itself with `.view(return_fig=True)`." ] }, { "cell_type": "markdown", "id": "8935e79b", "metadata": {}, "source": [ "## Recap\n", "\n", "- `.view()` draws the standard visual; `view_specs[\"layout\"]` switches between `full`, `mini`, `simple`, `simple-shallow` and `qq`.\n", "- `view_specs[\"data_plot\"]` sets the data panel as a `scatter` or a `boxplot`.\n", "- All other options, including saving, are keys in `.view_specs`." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }