diff --git a/nbs/PeakMap.ipynb b/nbs/PeakMap.ipynb index 99ceb344..7a4d39cf 100644 --- a/nbs/PeakMap.ipynb +++ b/nbs/PeakMap.ipynb @@ -2,18 +2,363 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + " \n", + "
\n", + " \n", + " Loading BokehJS ...\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "'use strict';\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " const force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + "const JS_MIME_TYPE = 'application/javascript';\n", + " const HTML_MIME_TYPE = 'text/html';\n", + " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " const CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " const script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " function drop(id) {\n", + " const view = Bokeh.index.get_by_id(id)\n", + " if (view != null) {\n", + " view.model.document.clear()\n", + " Bokeh.index.delete(view)\n", + " }\n", + " }\n", + "\n", + " const cell = handle.cell;\n", + "\n", + " const id = cell.output_area._bokeh_element_id;\n", + " const server_id = cell.output_area._bokeh_server_id;\n", + "\n", + " // Clean up Bokeh references\n", + " if (id != null) {\n", + " drop(id)\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd_clean, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " const id = msg.content.text.trim()\n", + " drop(id)\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd_destroy);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " const output_area = handle.output_area;\n", + " const output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " const bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " const script_attrs = bk_div.children[0].attributes;\n", + " for (let i = 0; i < script_attrs.length; i++) {\n", + " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " const toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[toinsert.length - 1]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " const events = require('base/js/events');\n", + " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " const NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"
\\n\"+\n", + " \"

\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"

\\n\"+\n", + " \"\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
\"}};\n", + "\n", + " function display_loaded(error = null) {\n", + " const el = document.getElementById(\"c6963abc-e1e1-4910-804f-862d50da6a65\");\n", + " if (el != null) {\n", + " const html = (() => {\n", + " if (typeof root.Bokeh === \"undefined\") {\n", + " if (error == null) {\n", + " return \"BokehJS is loading ...\";\n", + " } else {\n", + " return \"BokehJS failed to load.\";\n", + " }\n", + " } else {\n", + " const prefix = `BokehJS ${root.Bokeh.version}`;\n", + " if (error == null) {\n", + " return `${prefix} successfully loaded.`;\n", + " } else {\n", + " return `${prefix} encountered errors while loading and may not function as expected.`;\n", + " }\n", + " }\n", + " })();\n", + " el.innerHTML = html;\n", + "\n", + " if (error != null) {\n", + " const wrapper = document.createElement(\"div\");\n", + " wrapper.style.overflow = \"auto\";\n", + " wrapper.style.height = \"5em\";\n", + " wrapper.style.resize = \"vertical\";\n", + " const content = document.createElement(\"div\");\n", + " content.style.fontFamily = \"monospace\";\n", + " content.style.whiteSpace = \"pre-wrap\";\n", + " content.style.backgroundColor = \"rgb(255, 221, 221)\";\n", + " content.textContent = error.stack ?? error.toString();\n", + " wrapper.append(content);\n", + " el.append(wrapper);\n", + " }\n", + " } else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(() => display_loaded(error), 100);\n", + " }\n", + " }\n", + "\n", + " function run_callbacks() {\n", + " try {\n", + " root._bokeh_onload_callbacks.forEach(function(callback) {\n", + " if (callback != null)\n", + " callback();\n", + " });\n", + " } finally {\n", + " delete root._bokeh_onload_callbacks\n", + " }\n", + " console.debug(\"Bokeh: all callbacks have finished\");\n", + " }\n", + "\n", + " function load_libs(css_urls, js_urls, callback) {\n", + " if (css_urls == null) css_urls = [];\n", + " if (js_urls == null) js_urls = [];\n", + "\n", + " root._bokeh_onload_callbacks.push(callback);\n", + " if (root._bokeh_is_loading > 0) {\n", + " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", + " return null;\n", + " }\n", + " if (js_urls == null || js_urls.length === 0) {\n", + " run_callbacks();\n", + " return null;\n", + " }\n", + " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", + " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", + "\n", + " function on_load() {\n", + " root._bokeh_is_loading--;\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", + " run_callbacks()\n", + " }\n", + " }\n", + "\n", + " function on_error(url) {\n", + " console.error(\"failed to load \" + url);\n", + " }\n", + "\n", + " for (let i = 0; i < css_urls.length; i++) {\n", + " const url = css_urls[i];\n", + " const element = document.createElement(\"link\");\n", + " element.onload = on_load;\n", + " element.onerror = on_error.bind(null, url);\n", + " element.rel = \"stylesheet\";\n", + " element.type = \"text/css\";\n", + " element.href = url;\n", + " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " for (let i = 0; i < js_urls.length; i++) {\n", + " const url = js_urls[i];\n", + " const element = document.createElement('script');\n", + " element.onload = on_load;\n", + " element.onerror = on_error.bind(null, url);\n", + " element.async = false;\n", + " element.src = url;\n", + " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", + " document.head.appendChild(element);\n", + " }\n", + " };\n", + "\n", + " function inject_raw_css(css) {\n", + " const element = document.createElement(\"style\");\n", + " element.appendChild(document.createTextNode(css));\n", + " document.body.appendChild(element);\n", + " }\n", + "\n", + " const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.2.min.js\"];\n", + " const css_urls = [];\n", + "\n", + " const inline_js = [ function(Bokeh) {\n", + " Bokeh.set_log_level(\"info\");\n", + " },\n", + "function(Bokeh) {\n", + " }\n", + " ];\n", + "\n", + " function run_inline_js() {\n", + " if (root.Bokeh !== undefined || force === true) {\n", + " try {\n", + " for (let i = 0; i < inline_js.length; i++) {\n", + " inline_js[i].call(root, root.Bokeh);\n", + " }\n", + "\n", + " } catch (error) {display_loaded(error);throw error;\n", + " }if (force === true) {\n", + " display_loaded();\n", + " }} else if (Date.now() < root._bokeh_timeout) {\n", + " setTimeout(run_inline_js, 100);\n", + " } else if (!root._bokeh_failed_load) {\n", + " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", + " root._bokeh_failed_load = true;\n", + " } else if (force !== true) {\n", + " const cell = $(document.getElementById(\"c6963abc-e1e1-4910-804f-862d50da6a65\")).parents('.cell').data().cell;\n", + " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", + " }\n", + " }\n", + "\n", + " if (root._bokeh_is_loading === 0) {\n", + " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", + " run_inline_js();\n", + " } else {\n", + " load_libs(css_urls, js_urls, function() {\n", + " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", + " run_inline_js();\n", + " });\n", + " }\n", + "}(window));" + ], + "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded(error = null) {\n const el = document.getElementById(\"c6963abc-e1e1-4910-804f-862d50da6a65\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? error.toString();\n wrapper.append(content);\n el.append(wrapper);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(() => display_loaded(error), 100);\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n try {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n\n } catch (error) {display_loaded(error);throw error;\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"c6963abc-e1e1-4910-804f-862d50da6a65\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "!pip install -e ..\n", + "# !pip install -e ..\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", "\n", "import pandas as pd\n", "from bokeh.io import output_notebook\n", "output_notebook();\n", "\n", "# set global plotting backend for pandas\n", - "pd.options.plotting.backend = \"ms_plotly\" # one of: \"ms_bokeh\" \"ms_matplotlib\" \"ms_plotly\"\n", + "pd.options.plotting.backend = \"ms_matplotlib\" # one of: \"ms_bokeh\" \"ms_matplotlib\" \"ms_plotly\"\n", "\n", "# df for MS experiment\n", "df_ms_experiment = pd.read_csv(\"../test/test_data/TestMSExperimentDf.tsv\", sep=\"\\t\")\n", @@ -23,9 +368,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# MS experiment as peak map, peaks get binned by default if more then num_x_bins * num_y_bins\n", "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", kind=\"peakmap\")" @@ -33,9 +399,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# MS experiment as a 3D peak map\n", + "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", zlabel=\"Intensity\", kind=\"peakmap\", plot_3d=True, height=800, width=900)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "# Add label to separate peaks by an annotation\n", + "df_ms_experiment['label'] = 'unknown'\n", + "df_ms_experiment.iloc[ (np.ceil(df_ms_experiment.mz) < 272) & (np.ceil(df_ms_experiment.mz) > 266) & \\\n", + "(np.ceil(df_ms_experiment.RT) < 237) & (np.ceil(df_ms_experiment.RT) > 212), 3] = \"peptide\"\n", + "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", zlabel=\"Intensity\", by='label', kind=\"peakmap\", plot_3d=True, height=800, width=900)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# using logarithmic z scale can improve visualization with more details\n", "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", kind=\"peakmap\", z_log_scale=True)" @@ -43,9 +496,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# playing around with too low bin sizes...\n", "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", kind=\"peakmap\", num_x_bins=10, num_y_bins=10)" @@ -53,9 +527,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# playing around with larger bin sizes reveals more details...\n", "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", kind=\"peakmap\", num_x_bins=100, num_y_bins=100)" @@ -63,19 +558,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# turn of binning entirely, can be slow if peak map is large and often times not much more info is gained\n", + "# turn off binning entirely, can be slow if peak map is large and often times not much more info is gained\n", "df_ms_experiment.plot(x=\"RT\", y=\"mz\", z=\"inty\", kind=\"peakmap\", bin_peaks=False)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# ion mobility spectrum as peak map and relative intensity values\n", "df_ion_mobility_spectrum.plot(x=\"mz\", y=\"ion_mobility\", z=\"intensity\", kind=\"peakmap\", xlabel=\"m/z\",\n", @@ -84,9 +621,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# ion mobility spectrum as peak map, grouping by column values plots groups with different marker shapes\n", "df_ion_mobility_spectrum.plot(x=\"mz\", y=\"ion_mobility\", z=\"intensity\", kind=\"peakmap\", \n", @@ -96,9 +654,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "py310", "language": "python", - "name": "python3" + "name": "py310" }, "language_info": { "codemirror_mode": { @@ -110,7 +668,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/nbs/pyopenms_viz_tutorial.ipynb b/nbs/pyopenms_viz_tutorial.ipynb index 68caf74f..9ffe981b 100644 --- a/nbs/pyopenms_viz_tutorial.ipynb +++ b/nbs/pyopenms_viz_tutorial.ipynb @@ -2,18 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 41, + "execution_count": 1, "id": "701372eb-91f9-4588-b4b1-f8e37fb70819", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - }, { "data": { "text/html": [ @@ -27,7 +19,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -200,7 +192,7 @@ " \"\"}};\n", "\n", " function display_loaded(error = null) {\n", - " const el = document.getElementById(\"db0f98b3-0d33-4579-8167-2d465c6f5d35\");\n", + " const el = document.getElementById(\"f49963df-992e-4447-b6ac-52eb921c1c8e\");\n", " if (el != null) {\n", " const html = (() => {\n", " if (typeof root.Bokeh === \"undefined\") {\n", @@ -334,7 +326,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " const cell = $(document.getElementById(\"db0f98b3-0d33-4579-8167-2d465c6f5d35\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"f49963df-992e-4447-b6ac-52eb921c1c8e\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -350,7 +342,7 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded(error = null) {\n const el = document.getElementById(\"db0f98b3-0d33-4579-8167-2d465c6f5d35\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? error.toString();\n wrapper.append(content);\n el.append(wrapper);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(() => display_loaded(error), 100);\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n try {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n\n } catch (error) {display_loaded(error);throw error;\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"db0f98b3-0d33-4579-8167-2d465c6f5d35\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded(error = null) {\n const el = document.getElementById(\"f49963df-992e-4447-b6ac-52eb921c1c8e\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? 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We specify the columns we want to plot on the x and y axies, and we specify what kind of plot to generate using a specified backend." + "To generate spectrum, chromatogram and peakmap plots, we can directly use the dataframe and load a specific backend library for plotting. Pyopenms_viz supports three plottings libraries with the following entrypoints:\n", + "\n", + "- **ms_matplotlib** - Matplotlib as the backend for static plots\n", + "- **ms_bokeh** - Bokeh as the backend for interactive plots\n", + "- **ms_plotly** " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "7acee3f8-6120-4a9a-ad45-cc482c27dda2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "d888ece94e9942b08ff260b354f2d9e1" + } + }, + "output_type": "display_data" + } + ], "source": [ - "data = pyopenmsviz(df_chrom)\n", - "plot_obj = data.plot(x='rt', y='int', kind='chromatogram', backend='bokeh')" + "plot_obj = df_chrom.plot(x='rt', y='int', kind='chromatogram', backend='ms_bokeh')" ] }, { @@ -454,12 +463,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "84e1d93a-0fda-4aa6-a966-ad31efcd538d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "035b65056ac74904a863aac7e3372c22" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='rt', y='int', kind='chromatogram', by=\"Annotation\", backend='bokeh')" + "plot_obj = df_chrom.plot(x='rt', y='int', kind='chromatogram', by=\"Annotation\", backend='ms_bokeh')" ] }, { @@ -472,22 +509,78 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "d07e6255-c6b5-425f-a82a-1ae574ceb2fb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "840a7df48bf044b780f6300cf124b9d5" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='mz', y='int', kind='spectrum', by=\"Annotation\", backend='bokeh')" + "plot_obj = df_chrom.plot(x='mz', y='int', kind='spectrum', by=\"Annotation\", backend='ms_bokeh')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "3636e7ee-68de-4d23-988c-c5a5746d6df7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "aef1e64e822a4b45922e95d595c95b78" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='rt', y='mz', z='int', kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", backend='bokeh')" + "plot_obj = df_chrom.plot(x='rt', y='mz', z='int', kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", backend='ms_bokeh')" ] }, { @@ -508,12 +601,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "416742e9-1dd3-4949-9401-bf54047bb0d0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "f3b6949eaa334275b47be46a4068f87b" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='rt', \n", + "plot_obj = df_chrom.plot(x='rt', \n", " y='int', \n", " kind='chromatogram', \n", " by=\"Annotation\", \n", @@ -524,7 +645,7 @@ " grid=False, show_plot=True,\n", " toolbar_location='above',\n", " legend={'title':\"Transition\", 'onClick':\"hide\"},\n", - " backend='bokeh')" + " backend='ms_bokeh')" ] }, { @@ -544,12 +665,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "5283a2df-49af-439d-9aac-466e250634ab", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "b97ffcae3eb8432db79e1ce5dbfabe16" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='rt', \n", + "plot_obj = df_chrom.plot(x='rt', \n", " y='int', \n", " kind='chromatogram', \n", " annotation_data=df_feat, \n", @@ -561,7 +710,7 @@ " grid=False, show_plot=True,\n", " toolbar_location='above',\n", " legend={'title':\"Transition\", 'onClick':\"hide\"},\n", - " backend='bokeh')" + " backend='ms_bokeh')" ] }, { @@ -574,10 +723,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "9a8c682b-5978-44bc-a446-0709758466a1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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leftWidthrightWidth
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [leftWidth, rightWidth]\n", + "Index: []" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "plot_obj.get_manual_bounding_box_coords()" ] @@ -592,20 +782,91 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "609a4231-c9de-4ebe-aadc-2742cb122cac", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "669cd27e2cf6432287fe407f97ee04e1" + } + }, + "output_type": "display_data" + } + ], "source": [ - "plot_obj = data.plot(x='rt', y='mz', z='int', kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", backend='bokeh')" + "plot_obj = df_chrom.plot(x='rt', y='mz', z='int', kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", backend='ms_bokeh')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "709beef9-3b3f-4277-9273-a2827d408eb7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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rt_0rt_1mz_0mz_1
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [rt_0, rt_1, mz_0, mz_1]\n", + "Index: []" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "plot_obj.get_manual_bounding_box_coords()" ] @@ -620,10 +881,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "8f4ea8e4-5ec0-4334-a752-83c6dfd742f8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "b2c2c27f6b4846969a667f96d1f75a9c" + } + }, + "output_type": "display_data" + } + ], "source": [ "import numpy as np\n", "\n", @@ -636,7 +925,7 @@ "noise_mz = np.random.normal(0, 0.001, size=len(df_chrom)) \n", "df_ref['mz'] = df_ref['mz'] + noise_mz\n", "\n", - "plot_obj = data.plot(x='mz', y='int', kind='spectrum', reference_spectrum=df_ref, by=\"Annotation\", mirror_spectrum=True, width=800, grid=False, backend='bokeh')" + "plot_obj = df_chrom.plot(x='mz', y='int', kind='spectrum', reference_spectrum=df_ref, by=\"Annotation\", mirror_spectrum=True, width=800, grid=False, backend='ms_bokeh')" ] }, { @@ -649,34 +938,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "9bfdbb92-b86f-4af6-98cf-095374e14e0b", "metadata": {}, - "outputs": [], - "source": [ - "plot_obj = data.plot(x='rt', y='mz', z='int', height=500, add_marginals=True, kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", zlabel=\"Integrated Intensity\", grid=False, backend='bokeh')" - ] - }, - { - "cell_type": "markdown", - "id": "cc301938-49f9-4532-914c-4dc5bcd7e296", - "metadata": {}, - "source": [ - "## Plotting directly from pandas dataframe\n", - "\n", - "Instead of initiating a pyopenmsviz class for plotting, you can directly call the plot method from the pandas dataframe object, and provide a custom backend plotting module. \n", - "\n", - "The entrypoint that is used by pandas to change the plotting backend from the dataframe `plot` method to call the plotting backend provided by pyopenms specficically for bokeh plotting is **pomsvib** (**p**y**o**pen**ms**_**vi**z **b**okeh)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7f1a6dfc-48a6-428a-a15d-40e85559f492", - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "66f59c42e75c40f0a92b3b57d8885073" + } + }, + "output_type": "display_data" + } + ], "source": [ - "df_chrom.plot(x='rt', y='int', kind='chromatogram', feature_data=df_feat, by=\"Annotation\", backend='pomsvib')" + "plot_obj = df_chrom.plot(x='rt', y='mz', z='int', height=500, add_marginals=True, kind='peakmap', by=\"Annotation\", ylabel=\"mass-to-charge\", zlabel=\"Integrated Intensity\", grid=False, backend='ms_bokeh')" ] }, { @@ -689,12 +984,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "51c539a2-debf-4aab-911e-a1f02893eb47", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.bokehjs_exec.v0+json": "", + "text/html": [ + "" + ] + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "server_id": "200a112371a748b3b72883ed8befd721" + } + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "pd.set_option(\"plotting.backend\", \"pomsvib\")\n", + "pd.set_option(\"plotting.backend\", \"ms_bokeh\")\n", "\n", "df_chrom.plot(x='rt', y='int', kind='chromatogram', annotation_data=df_feat, by=\"Annotation\")" ] @@ -708,70 +1041,86834 @@ "\n", "To use a different backend, all you need to do is specify the backend to use.\n", "\n", - "If you are using the pyopenmsviz interface, the backend is one of 'matplotlib', 'bokeh' or 'plotly'.\n", - "If you are directly using the pandas plot method, you can set the backend to one of \"pomsvim\", \"pomsvib\" or \"pomsvip\".\n", - "\n", "## Plotly" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "de728259-ec25-4195-b9d1-d596bd308f96", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "customdata": [ + [ + 0, + 6225.00510572313, + 229.01174, + "prec", + 642.3295 + ], + [ + 0, + 6225.00510572313, + 229.01174, + "prec", + 642.3295 + ], + [ + 0, + 6225.00510572313, + 229.01174, + "prec", + 642.3295 + ], + [ + 0, + 6225.00510572313, + 229.01174, + "prec", + 642.3295 + ], + [ + 0, + 6225.00510572313, + 229.01174, + "prec", + 642.3295 + ], + [ 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "df_chrom.plot(x='rt', y='mz', z=\"int\", zlabel=\"Intensity\", kind='peakmap', add_marginals=True, by=\"Annotation\", grid=False, width=900, height=800, backend='pomsvip')" + "df_chrom.plot(x='rt', y='mz', z=\"int\", zlabel=\"Intensity\", kind='peakmap', add_marginals=True, by=\"Annotation\", grid=False, width=900, height=800, backend='ms_plotly')" ] }, { @@ -784,13 +87881,23 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 21, "id": "a65b0d9c-4ecc-4b1d-a5a7-067a0fa0baa4", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -800,18 +87907,28 @@ } ], "source": [ - "tmp = df_chrom.plot(x='rt', y='int', kind='chromatogram', annotation_data=df_feat, by=\"Annotation\", grid=False, backend='pomsvim')" + "tmp = df_chrom.plot(x='rt', y='int', kind='chromatogram', annotation_data=df_feat, by=\"Annotation\", grid=False, backend='ms_matplotlib')" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 22, "id": "29c7bc54-6481-4d72-ad48-04e257f7fcca", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -822,18 +87939,32 @@ ], "source": [ "tmp = df_chrom.plot(x='mz', y='int', kind='spectrum', by='Annotation', grid=False, \n", - " legend={'title':\"Transition\", 'bbox_to_anchor':(1.3, 0.5)}, backend='pomsvim')" + " legend={'title':\"Transition\", 'bbox_to_anchor':(1.3, 0.5)}, backend='ms_matplotlib')" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 23, "id": "2370833c-1223-4991-b83b-35dd328ec4c1", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n", + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -844,18 +87975,44 @@ ], "source": [ "tmp = df_chrom.plot(x='mz', y='int', kind='spectrum', reference_spectrum=df_ref, mirror_spectrum=True, grid=False, \n", - " legend={'title':\"Transition\", 'bbox_to_anchor':(1.3, 0.5)}, by=\"Annotation\", backend='pomsvim')" + " legend={'title':\"Transition\", 'bbox_to_anchor':(1.3, 0.5)}, by=\"Annotation\", backend='ms_matplotlib')" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 24, "id": "1a347d05-8571-4e58-8efb-223af913bbf7", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:363: UserWarning:\n", + "\n", + "You passed a edgecolor/edgecolors ('none') for an unfilled marker ('+'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + "\n", + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:363: UserWarning:\n", + "\n", + "You passed a edgecolor/edgecolors ('none') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + "\n", + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n", + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n", + "/home/singjc/Documents/github/pyopenms_viz/pyopenms_viz/_matplotlib/core.py:102: UserWarning:\n", + "\n", + "First parameter to grid() is false, but line properties are supplied. The grid will be enabled.\n", + "\n" + ] + }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -866,17 +88023,17 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_chrom.plot(x='rt', y='mz', z=\"int\", zlabel=\"Intensity\", kind='peakmap', \n", - " add_marginals=True, by=7, grid=False, width=1200, height=800, backend='pomsvim')" + " add_marginals=True, by=7, grid=False, width=1200, height=800, backend='ms_matplotlib')" ] } ], diff --git a/pyopenms_viz/_bokeh/core.py b/pyopenms_viz/_bokeh/core.py index 52a6ded7..08a71d0d 100644 --- a/pyopenms_viz/_bokeh/core.py +++ b/pyopenms_viz/_bokeh/core.py @@ -210,7 +210,7 @@ class BOKEHLinePlot(BOKEHPlot, LinePlot): @classmethod @APPEND_PLOT_DOC - def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): + def plot(cls, fig, data, x, y, by: str | None = None, plot_3d=False, **kwargs): """ Plot a line plot """ @@ -219,7 +219,7 @@ def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): if by is None: source = ColumnDataSource(data) if color_gen is not None: - kwargs["line_color"] = next(color_gen) + kwargs["line_color"] = color_gen if isinstance(color_gen, str) else next(color_gen) line = fig.line(x=x, y=y, source=source, **kwargs) return fig, None @@ -229,7 +229,7 @@ def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): for group, df in data.groupby(by): source = ColumnDataSource(df) if color_gen is not None: - kwargs["line_color"] = next(color_gen) + kwargs["line_color"] = color_gen if isinstance(color_gen, str) else next(color_gen) line = fig.line(x=x, y=y, source=source, **kwargs) legend_items.append((group, [line])) @@ -245,7 +245,7 @@ class BOKEHVLinePlot(BOKEHPlot, VLinePlot): @classmethod @APPEND_PLOT_DOC - def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): + def plot(cls, fig, data, x, y, by: str | None = None, plot_3d=False, **kwargs): """ Plot a set of vertical lines """ @@ -253,22 +253,9 @@ def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): if color_gen is None: color_gen = ColorGenerator() data["line_color"] = [next(color_gen) for _ in range(len(data))] - if by is None: - source = ColumnDataSource(data) - line = fig.segment( - x0=x, - y0=0, - x1=x, - y1=y, - source=source, - line_color="line_color", - **kwargs, - ) - return fig, None - else: - legend_items = [] - for group, df in data.groupby(by): - source = ColumnDataSource(df) + if not plot_3d: + if by is None: + source = ColumnDataSource(data) line = fig.segment( x0=x, y0=0, @@ -278,11 +265,27 @@ def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): line_color="line_color", **kwargs, ) - legend_items.append((group, [line])) - - legend = Legend(items=legend_items) - - return fig, legend + return fig, None + else: + legend_items = [] + for group, df in data.groupby(by): + source = ColumnDataSource(df) + line = fig.segment( + x0=x, + y0=0, + x1=x, + y1=y, + source=source, + line_color="line_color", + **kwargs, + ) + legend_items.append((group, [line])) + + legend = Legend(items=legend_items) + + return fig, legend + else: + raise NotImplementedError("3D Vline plots are not supported in Bokeh") def _add_annotations( self, @@ -312,7 +315,7 @@ class BOKEHScatterPlot(BOKEHPlot, ScatterPlot): @classmethod @APPEND_PLOT_DOC - def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): + def plot(cls, fig, data, x, y, by: str | None = None, plot_3d=False, **kwargs): """ Plot a scatter plot """ @@ -466,16 +469,19 @@ class BOKEHPeakMapPlot(BOKEH_MSPlot, PeakMapPlot): """ def create_main_plot(self, x, y, z, class_kwargs, other_kwargs): - scatterPlot = self.get_scatter_renderer(self.data, x, y, **class_kwargs) + if not self.plot_3d: + scatterPlot = self.get_scatter_renderer(self.data, x, y, **class_kwargs) - self.fig = scatterPlot.generate(z=z, **other_kwargs) + self.fig = scatterPlot.generate(z=z, **other_kwargs) - if self.annotation_data is not None: - self._add_box_boundaries(self.annotation_data) + if self.annotation_data is not None: + self._add_box_boundaries(self.annotation_data) - tooltips, _ = self._create_tooltips({self.xlabel: x, self.ylabel: y, "intensity": z}) + tooltips, _ = self._create_tooltips({self.xlabel: x, self.ylabel: y, "intensity": z}) - self._add_tooltips(self.fig, tooltips) + self._add_tooltips(self.fig, tooltips) + else: + raise NotImplementedError("3D PeakMap plots are not supported in Bokeh") def create_x_axis_plot(self, x, z, class_kwargs): x_fig = super().create_x_axis_plot(x, z, class_kwargs) diff --git a/pyopenms_viz/_config.py b/pyopenms_viz/_config.py index 79f54159..d8bb2e7f 100644 --- a/pyopenms_viz/_config.py +++ b/pyopenms_viz/_config.py @@ -178,6 +178,7 @@ def default_legend_factory(): title: str = "1D Plot" xlabel: str = "X-axis" ylabel: str = "Y-axis" + zlabel: str = "Z-axis" x_axis_location: str = "below" y_axis_location: str = "left" min_border: str = 0 @@ -231,6 +232,7 @@ def set_plot_labels(self): "title": "PeakMap", "xlabel": "Retention Time", "ylabel": "mass-to-charge", + "zlabel": "Intensity", }, # Add more plot types as needed } @@ -239,6 +241,8 @@ def set_plot_labels(self): self.title = plot_configs[self.kind]["title"] self.xlabel = plot_configs[self.kind]["xlabel"] self.ylabel = plot_configs[self.kind]["ylabel"] + if self.kind == "peakmap": + self.zlabel = plot_configs[self.kind]["zlabel"] if self.relative_intensity and "Intensity" in self.ylabel: self.ylabel = "Relative " + self.ylabel diff --git a/pyopenms_viz/_core.py b/pyopenms_viz/_core.py index 94fd2f4b..7bc12c01 100644 --- a/pyopenms_viz/_core.py +++ b/pyopenms_viz/_core.py @@ -108,6 +108,7 @@ def __init__( z: str | None = None, kind=None, by: str | None = None, + plot_3d: bool = False, relative_intensity: bool = False, subplots: bool | None = None, sharex: bool | None = None, @@ -120,6 +121,7 @@ def __init__( title: str | None = None, xlabel: str | None = None, ylabel: str | None = None, + zlabel: str | None = None, x_axis_location: str | None = None, y_axis_location: str | None = None, line_type: str | None = None, @@ -136,6 +138,7 @@ def __init__( self.data = data.copy() self.kind = kind self.by = by + self.plot_3d = plot_3d self.relative_intensity = relative_intensity # Plotting attributes @@ -150,6 +153,7 @@ def __init__( self.title = title self.xlabel = xlabel self.ylabel = ylabel + self.zlabel = zlabel self.x_axis_location = x_axis_location self.y_axis_location = y_axis_location self.line_type = line_type @@ -298,7 +302,7 @@ def _make_plot(self, fig, **kwargs) -> None: tooltips = kwargs.pop("tooltips", None) custom_hover_data = kwargs.pop("custom_hover_data", None) - newlines, legend = self.plot(fig, self.data, self.x, self.y, self.by, **kwargs) + newlines, legend = self.plot(fig, self.data, self.x, self.y, self.by, self.plot_3d, **kwargs) if legend is not None: self._add_legend(newlines, legend) @@ -308,7 +312,7 @@ def _make_plot(self, fig, **kwargs) -> None: self._add_tooltips(newlines, tooltips, custom_hover_data) @abstractmethod - def plot(cls, fig, data, x, y, by: str | None = None, **kwargs): + def plot(cls, fig, data, x, y, by: str | None = None, plot_3d: bool = False, **kwargs): """ Create the plot """ @@ -491,7 +495,11 @@ def plot(self, data, x, y, **kwargs): """ Create the plot """ - color_gen = ColorGenerator() + if 'line_color' not in kwargs: + color_gen = ColorGenerator() + else: + color_gen = kwargs['line_color'] + tooltip_entries = {"retention time": x, "intensity": y} if "Annotation" in self.data.columns: tooltip_entries["annotation"] = "Annotation" @@ -795,6 +803,7 @@ def __init__( num_x_bins: int = 50, num_y_bins: int = 50, z_log_scale: bool = False, + # plot_3d: bool = False, **kwargs, ) -> None: # Copy data since it will be modified @@ -826,13 +835,23 @@ def __init__( ): data[x] = cut(data[x], bins=num_x_bins) data[y] = cut(data[y], bins=num_y_bins) - - # Group by x and y bins and calculate the mean intensity within each bin - data = ( - data.groupby([x, y], observed=True) - .agg({z: "mean"}) - .reset_index() - ) + by = kwargs.pop("by", None) + if by is not None: + # Group by x, y and by columns and calculate the mean intensity within each bin + data = ( + data.groupby([x, y, by], observed=True) + .agg({z: "mean"}) + .reset_index() + ) + # Add by back to kwargs + kwargs["by"] = by + else: + # Group by x and y bins and calculate the mean intensity within each bin + data = ( + data.groupby([x, y], observed=True) + .agg({z: "mean"}) + .reset_index() + ) data[x] = data[x].apply(lambda interval: interval.mid).astype(float) data[y] = data[y].apply(lambda interval: interval.mid).astype(float) data = data.fillna(0) @@ -846,7 +865,11 @@ def __init__( super().__init__(data, x, y, z=z, **kwargs) + # if not plot_3d: self.plot(x, y, z, **kwargs) + # else: + # self.plot_3d(x, y, z, **kwargs) + if self.show_plot: self.show() @@ -873,6 +896,12 @@ def plot(self, x, y, z, **kwargs): y_fig = self.create_y_axis_plot(y, z, class_kwargs_copy) self.combine_plots(x_fig, y_fig) + + # def plot_3d(self, x, y, z, **kwargs): + # class_kwargs, other_kwargs = self._separate_class_kwargs(**kwargs) + + # self.create_main_plot_3d(x, y, z, class_kwargs, other_kwargs) + # pass @staticmethod def _integrate_data_along_dim( @@ -896,6 +925,10 @@ def create_main_plot(self, x, y, z, class_kwargs, other_kwargs): # by default the main plot with marginals is plotted the same way as the main plot unless otherwise specified def create_main_plot_marginals(self, x, y, z, class_kwargs, other_kwargs): self.create_main_plot(x, y, z, class_kwargs, other_kwargs) + + # @abstractmethod + # def create_main_plot_3d(self, x, y, z, class_kwargs, other_kwargs): + # pass @abstractmethod def create_x_axis_plot(self, x, z, class_kwargs) -> "figure": @@ -1006,6 +1039,7 @@ def __call__(self, *args: Any, **kwargs: Any) -> Any: # Call the plot method of the selected backend if "backend" in kwargs: kwargs.pop("backend") + return plot_backend.plot(self._parent, x=x, y=y, kind=kind, **kwargs) @staticmethod diff --git a/pyopenms_viz/_matplotlib/core.py b/pyopenms_viz/_matplotlib/core.py index 70c04bd7..2d380e7c 100644 --- a/pyopenms_viz/_matplotlib/core.py +++ b/pyopenms_viz/_matplotlib/core.py @@ -52,13 +52,44 @@ def _create_figure(self): Create a figure and axes objects, for consistency with other backends, the self.fig object stores the matplotlib axes object """ - if self.fig is None and self.width is not None and self.height is not None: + if self.fig is None and self.width is not None and self.height is not None and not self.plot_3d: self.superFig, self.fig = plt.subplots( figsize=(self.width / 100, self.height / 100), dpi=100 ) self.fig.set_title(self.title) self.fig.set_xlabel(self.xlabel) self.fig.set_ylabel(self.ylabel) + elif self.fig is None and self.width is not None and self.height is not None and self.plot_3d: + self.superFig = plt.figure( + figsize=(self.width / 100, self.height / 100), + layout="constrained" + ) + self.fig = self.superFig.add_subplot(111, projection="3d") + self.fig.set_title(self.title) + self.fig.set_xlabel(self.xlabel, + fontsize=9, + labelpad=-2, + color=ColorGenerator.color_blind_friendly_map[ColorGenerator.Colors.DARKGRAY], + style="italic") + self.fig.set_ylabel(self.ylabel, + fontsize=9, + labelpad=-2, + color=ColorGenerator.color_blind_friendly_map[ColorGenerator.Colors.DARKGRAY]) + self.fig.set_zlabel(self.zlabel, + fontsize=10, + color=ColorGenerator.color_blind_friendly_map[ColorGenerator.Colors.DARKGRAY], + labelpad=-2) + + for axis in ("x", "y", "z"): + self.fig.tick_params(axis=axis, labelsize=8, pad=-2, colors=ColorGenerator.color_blind_friendly_map[ColorGenerator.Colors.DARKGRAY]) + + self.fig.set_box_aspect(aspect=None, zoom=0.88) + self.fig.ticklabel_format(axis="z", style="sci", useMathText=True, scilimits=(0,0)) + self.fig.grid(color="#FF0000", linewidth=0.8) + self.fig.xaxis.pane.fill = False + self.fig.yaxis.pane.fill = False + self.fig.zaxis.pane.fill = False + self.fig.view_init(elev=25, azim=-45, roll=0) def _update_plot_aes(self, ax, **kwargs): """ @@ -161,7 +192,7 @@ class MATPLOTLIBLinePlot(MATPLOTLIBPlot, LinePlot): @classmethod @APPEND_PLOT_DOC def plot( # type: ignore[override] - cls, ax, data, x, y, by: str | None = None, **kwargs + cls, ax, data, x, y, by: str | None = None, plot_3d=False, **kwargs ) -> Tuple[Axes, "Legend"]: """ Plot a line plot @@ -173,12 +204,12 @@ def plot( # type: ignore[override] legend_labels = [] if by is None: - (line,) = ax.plot(data[x], data[y], color=next(color_gen)) + (line,) = ax.plot(data[x], data[y], color=color_gen if isinstance(color_gen, str) else next(color_gen)) return ax, None else: for group, df in data.groupby(by): - (line,) = ax.plot(df[x], df[y], color=next(color_gen)) + (line,) = ax.plot(df[x], df[y], color=color_gen if isinstance(color_gen, str) else next(color_gen)) legend_lines.append(line) legend_labels.append(group) return ax, (legend_lines, legend_labels) @@ -192,31 +223,67 @@ class MATPLOTLIBVLinePlot(MATPLOTLIBPlot, VLinePlot): @classmethod @APPEND_PLOT_DOC def plot( - cls, ax, data, x, y, by: str | None = None, **kwargs + cls, ax, data, x, y, by: str | None = None, plot_3d=False, **kwargs ) -> Tuple[Axes, "Legend"]: """ Plot a vertical line """ color_gen = kwargs.pop("line_color", None) + if color_gen is None: + color_gen = ColorGenerator() + + if not plot_3d: + legend_lines = [] + legend_labels = [] - legend_lines = [] - legend_labels = [] - - if by is None: - for _, row in data.iterrows(): - (line,) = ax.plot([row[x], row[x]], [0, row[y]], color=next(color_gen)) + if by is None: + for _, row in data.iterrows(): + (line,) = ax.plot([row[x], row[x]], [0, row[y]], color=next(color_gen)) - return ax, None + return ax, None + else: + for group, df in data.groupby(by): + for _, row in df.iterrows(): + (line,) = ax.plot( + [row[x], row[x]], [0, row[y]], color=next(color_gen) + ) + legend_lines.append(line) + legend_labels.append(group) + + return ax, (legend_lines, legend_labels) else: - for group, df in data.groupby(by): - for _, row in df.iterrows(): + if 'z' in kwargs: + z = kwargs.pop('z') + if by is None: + for i in range(len(data)): (line,) = ax.plot( - [row[x], row[x]], [0, row[y]], color=next(color_gen) + [data[y].iloc[i], data[y].iloc[i]], + [data[z].iloc[i], 0], + [data[x].iloc[i], data[x].iloc[i]], + zdir="x", + color=plt.cm.magma_r((data[z].iloc[i] / data[z].max())), ) - legend_lines.append(line) - legend_labels.append(group) - return ax, (legend_lines, legend_labels) - + return ax, None + else: + legend_lines = [] + legend_labels = [] + + for group, df in data.groupby(by): + use_color = next(color_gen) + for i in range(len(df)): + (line,) = ax.plot( + [df[y].iloc[i], df[y].iloc[i]], + [df[z].iloc[i], 0], + [df[x].iloc[i], df[x].iloc[i]], + zdir="x", + color=use_color, + ) + legend_lines.append(line) + legend_labels.append(group) + + return ax, (legend_lines, legend_labels) + + def _add_annotations( self, fig, @@ -244,7 +311,7 @@ class MATPLOTLIBScatterPlot(MATPLOTLIBPlot, ScatterPlot): @classmethod @APPEND_PLOT_DOC def plot( - cls, ax, data, x, y, by: str | None = None, **kwargs + cls, ax, data, x, y, by: str | None = None, plot_3d=False, **kwargs ) -> Tuple[Axes, "Legend"]: """ Plot a scatter plot @@ -500,13 +567,17 @@ def create_y_axis_plot(self, y, z, class_kwargs) -> "figure": self.ax_grid[1, 0].set_ylim(self.ax_grid[1, 1].get_ylim()) def create_main_plot(self, x, y, z, class_kwargs, other_kwargs): - scatterPlot = self.get_scatter_renderer( - self.data, x, y, z=z, fig=self.fig, **class_kwargs - ) - scatterPlot.generate(z=z, **other_kwargs) + if not self.plot_3d: + scatterPlot = self.get_scatter_renderer( + self.data, x, y, z=z, fig=self.fig, **class_kwargs + ) + scatterPlot.generate(z=z, **other_kwargs) - if self.annotation_data is not None: - self._add_box_boundaries(self.annotation_data) + if self.annotation_data is not None: + self._add_box_boundaries(self.annotation_data) + else: + vlinePlot = self.get_vline_renderer(self.data, x, y, fig=self.fig, **class_kwargs) + vlinePlot.generate(z=z, xlabel=self.xlabel, ylabel=self.ylabel, zlabel=self.zlabel, **other_kwargs) def create_main_plot_marginals(self, x, y, z, class_kwargs, other_kwargs): scatterPlot = self.get_scatter_renderer( diff --git a/pyopenms_viz/_plotly/core.py b/pyopenms_viz/_plotly/core.py index a3e31f05..7ecc33f4 100644 --- a/pyopenms_viz/_plotly/core.py +++ b/pyopenms_viz/_plotly/core.py @@ -10,7 +10,7 @@ from pandas.core.frame import DataFrame -from numpy import column_stack +from numpy import column_stack, log from .._core import ( BasePlot, @@ -212,7 +212,8 @@ def plot( # type: ignore[override] data: DataFrame, x: Union[str, int], y: Union[str, int], - by: str | None = None, + by: str | None = None, + plot_3d=False, **kwargs, ) -> Tuple[Figure, "Legend"]: # note legend is always none for consistency color_gen = kwargs.pop("line_color", None) @@ -220,7 +221,7 @@ def plot( # type: ignore[override] traces = [] if by is None: trace = go.Scatter( - x=data[x], y=data[y], mode="lines", line=dict(color=next(color_gen)) + x=data[x], y=data[y], mode="lines", line=dict(color=color_gen if isinstance(color_gen, str) else next(color_gen)) ) traces.append(trace) else: @@ -230,7 +231,7 @@ def plot( # type: ignore[override] y=df[y], mode="lines", name=group, - line=dict(color=next(color_gen)), + line=dict(color=color_gen if isinstance(color_gen, str) else next(color_gen)), ) traces.append(trace) @@ -242,44 +243,153 @@ class PLOTLYVLinePlot(PLOTLYPlot, VLinePlot): @classmethod @APPEND_PLOT_DOC - def plot(cls, fig, data, x, y, by=None, **kwargs) -> Tuple[Figure, "Legend"]: + def plot(cls, fig, data, x, y, by=None, plot_3d=False, **kwargs) -> Tuple[Figure, "Legend"]: color_gen = kwargs.pop("line_color", None) - traces = [] - if by is None: - for _, row in data.iterrows(): - line_color = next(color_gen) - trace = go.Scattergl( - x=[row[x]] * 2, - y=[0, row[y]], - mode="lines", - name="", - showlegend=False, - line=dict(color=line_color), - ) - first_group_trace_showlenged = False - traces.append(trace) - else: - for group, df in data.groupby(by): - if "showlegend" in kwargs: - showlegend = kwargs["showlegend"] - first_group_trace_showlenged = showlegend - else: - first_group_trace_showlenged = True - for _, row in df.iterrows(): + if color_gen is None: + color_gen = ColorGenerator() + + if not plot_3d: + traces = [] + if by is None: + for _, row in data.iterrows(): line_color = next(color_gen) trace = go.Scattergl( x=[row[x]] * 2, y=[0, row[y]], mode="lines", - name=group, - legendgroup=group, - showlegend=first_group_trace_showlenged, + name="", + showlegend=False, line=dict(color=line_color), ) first_group_trace_showlenged = False traces.append(trace) + else: + for group, df in data.groupby(by): + if "showlegend" in kwargs: + showlegend = kwargs["showlegend"] + first_group_trace_showlenged = showlegend + else: + first_group_trace_showlenged = True + for _, row in df.iterrows(): + line_color = next(color_gen) + trace = go.Scattergl( + x=[row[x]] * 2, + y=[0, row[y]], + mode="lines", + name=group, + legendgroup=group, + showlegend=first_group_trace_showlenged, + line=dict(color=line_color), + ) + first_group_trace_showlenged = False + traces.append(trace) + + fig.add_traces(data=traces) + else: + if 'z' in kwargs: + z = kwargs.pop('z') + xlabel = kwargs.pop("xlabel", "X") + ylabel = kwargs.pop("ylabel", "Y") + zlabel = kwargs.pop("zlabel", "Z") + if by is None: + x_vert = [] + y_vert = [] + z_vert = [] + z_min = data[z].min() + z_max = data[z].max() + for x_val, y_val, z_val in zip(data[x], data[y], data[z]): + for i in range(2): + x_vert.append(x_val) + y_vert.append(y_val) + if i==0: + z_vert.append(0) + else: + z_vert.append(z_val) + x_vert.append(None) + y_vert.append(None) + z_vert.append(None) + + fig.add_trace(go.Scatter3d( + x=x_vert, + y=y_vert, + z=z_vert, + mode="lines", + line=dict(width=5, + color = [z if z is not None else 0 for z in z_vert], + colorscale='magma_r', + cmin=z_min, + cmax=z_max, + # colorbar=dict( + # title=zlabel, + # titleside="right", + # titlefont=dict( + # size=14, + # family="Arial" + # )) + ), + name="", + showlegend=False + )) + else: + for group, df in data.groupby(by): + use_color = next(color_gen) + # Transform to vertical line data with no connections + x_vert = [] + y_vert = [] + z_vert = [] + for x_val, y_val, z_val, in zip(df[x], df[y], df[z]): + for i in range(2): + x_vert.append(x_val) + y_vert.append(y_val) + if i==0: + z_vert.append(0) + else: + z_vert.append(z_val) + x_vert.append(None) + y_vert.append(None) + z_vert.append(None) + + fig.add_trace(go.Scatter3d( + x=x_vert, + y=y_vert, + z=z_vert, + mode="lines", + line=dict(width=5, color=use_color), + name=group, + legendgroup=group + )) + + # Add gridlines + fig.update_layout( + scene=dict( + xaxis=dict( + title=xlabel, + nticks=4, + gridcolor="rgb(255, 255, 255)", + zerolinecolor="rgb(255, 255, 255)", + ), + yaxis=dict( + title=ylabel, + nticks=4, + gridcolor="rgb(255, 255, 255)", + zerolinecolor="rgb(255, 255, 255)", + ), + zaxis=dict( + title=zlabel, + nticks=4, + gridcolor="rgb(255, 255, 255)", + zerolinecolor="rgb(255, 255, 255)", + ), + ) + ) + + camera = dict( + up=dict(x=0, y=0, z=1), + center=dict(x=0, y=0, z=0), + eye=dict(x=1.25, y=1.8, z=1.25) + ) + fig.update_layout(scene_camera=camera) - fig.add_traces(data=traces) return fig, None def _add_annotations( @@ -314,7 +424,7 @@ class PLOTLYScatterPlot(PLOTLYPlot, ScatterPlot): @classmethod @APPEND_PLOT_DOC - def plot(cls, fig, data, x, y, by=None, **kwargs) -> Tuple[Figure, "Legend"]: + def plot(cls, fig, data, x, y, by=None, plot_3d=False, **kwargs) -> Tuple[Figure, "Legend"]: color_gen = kwargs.pop("line_color", None) if color_gen is None: color_gen = ColorGenerator() @@ -460,15 +570,23 @@ class PLOTLYSpectrumPlot(PLOTLY_MSPlot, SpectrumPlot): class PLOTLYPeakMapPlot(PLOTLY_MSPlot, PeakMapPlot): def create_main_plot(self, x, y, z, class_kwargs, other_kwargs): - scatterPlot = self.get_scatter_renderer(self.data, x, y, **class_kwargs) - self.fig = scatterPlot.generate(z=z, **other_kwargs) + if not self.plot_3d: + scatterPlot = self.get_scatter_renderer(self.data, x, y, **class_kwargs) + self.fig = scatterPlot.generate(z=z, **other_kwargs) - tooltips, custom_hover_data = self._create_tooltips({self.xlabel: x, self.ylabel: y, "intensity": z}) + tooltips, custom_hover_data = self._create_tooltips({self.xlabel: x, self.ylabel: y, self.zlabel: z}) - self._add_tooltips(self.fig, tooltips, custom_hover_data=custom_hover_data) + self._add_tooltips(self.fig, tooltips, custom_hover_data=custom_hover_data) - if self.annotation_data is not None: - self._add_box_boundaries(self.annotation_data) + if self.annotation_data is not None: + self._add_box_boundaries(self.annotation_data) + else: + vlinePlot = self.get_vline_renderer(self.data, x, y, **class_kwargs) + self.fig = vlinePlot.generate(z=z, xlabel=self.xlabel, ylabel=self.ylabel, zlabel=self.zlabel, **other_kwargs) + + # TODO: Custom tooltips currently not working as expected for 3D plot, it has it's own tooltip that works out of the box, but with set x, y, z name to value + # tooltips, custom_hover_data = self._create_tooltips({self.xlabel: x, self.ylabel: y, self.zlabel: z}) + # self._add_tooltips(self.fig, tooltips, custom_hover_data=custom_hover_data) def create_x_axis_plot(self, x, z, class_kwargs) -> "figure": x_fig = super().create_x_axis_plot(x, z, class_kwargs) @@ -614,3 +732,4 @@ def _add_box_boundaries(self, annotation_data, **kwargs): name=legend_label, ) ) +